AIZARANI_LIVER_C10_MVECS_1 https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/AIZARANI_LIVER_C10_MVECS_1 A2M ACKR1 ACP5 ACVRL1 ADAM15 ADAMTS1 ADAMTS9 ADCY4 ADGRF5 ADGRL4 AIF1L ALPL ANXA2 APOLD1 APP AQP1 ARAP3 ARHGAP23 ARHGAP29 ARHGAP31 ARL15 ASAP1 ATN1 ATP13A3 BCAM BHLHE40 BMPR2 BTNL9 C11orf96 C7 CALCRL CASKIN2 CAV1 CAV2 CAVIN1 CAVIN2 CCL15-CCL14 CCM2L CCN2 CD300LG CD320 CD34 CD36 CD59 CD9 CD93 CDC42EP3 CDC42EP4 CDH5 CDKN1A CHRM3 CHSY1 CLDN5 CLEC14A CLEC3B CLIC4 CNTNAP3B COL15A1 COL4A1 CPE CPNE2 CRIM1 CRIP2 CSRNP1 CXCL12 CYYR1 DLC1 DNASE1L3 DOCK9 DPYSL3 DUSP6 DYSF ECE1 EDN1 EDNRB EFNB1 EFNB2 EGFL7 ELK3 EMCN EMP1 EMP2 ENG EPAS1 EPHB4 ERG ESAM EXOC3L2 F2R F8 FAM107A FBLN2 FILIP1 FKBP1A FLNB FLT1 FOSB FOXC1 FXYD6 FZD4 GALNT15 GARRE1 GAS6 GASK1B GIMAP8 GJA1 GNA11 GNAS GNG11 GRB10 GSN HDAC7 HECW2 HEG1 HES1 HLA-DRB5 HLA-E HS3ST1 HYAL2 ID1 ID3 IFI27 IFITM3 IGFBP4 IGFBP7 IL33 IL6ST INPP1 INSR ITGA5 ITGA6 ITM2A ITPRIP JAM2 JUNB KCNN3 KDR KLF2 KLF4 KLF7 KLF9 LAMB2 LDB2 LIFR LIMCH1 LIMS2 LMNA LMO2 LRRC32 MAST4 MCC MEIS2 MGP MIDN MMRN1 MMRN2 MYADM MYCT1 MYO1C NDRG1 NEDD9 NES NFIA NFIB NHERF2 NOS3 NOSTRIN NOTCH4 NPDC1 NPR1 NR2F2 NRN1 NTS NUAK1 PALM PALMD PCAT19 PCDH12 PCDH17 PDE2A PDGFB PDLIM1 PEA15 PECAM1 PGM5 PIK3R3 PLAT PLPP1 PLPP3 PLVAP PRCP PRSS23 PTGDS PTPN14 PTPRB PTPRG PTPRM RAMP2 RAMP3 RBMS3 RBP7 RDX RGCC RHOJ RIPOR1 RNASE1 ROBO4 RPGR RPS6KA2 RUNX1T1 S1PR1 SASH1 SEC14L1 SERPINB6 SGK1 SH2D3C SHANK3 SHE SHROOM4 SLCO2A1 SMAD6 SNRK SNTB2 SOCS3 SOX17 SOX18 SOX7 SPARC SPARCL1 SPRY1 SPTBN1 SRPX ST6GALNAC3 STOM SYNPO TACC1 TAGLN2 TCF4 TEK TGFBR2 TGFBR3 TGM2 THBD TIE1 TIMP2 TIMP3 TINAGL1 TM4SF1 TM4SF18 TMCC3 TMEM204 TMTC1 TNS1 TNS2 TP53I11 TPM4 TSC22D1 TSPAN18 TSPAN7 TUBA1A TUBB6 UACA VIM VWA1 VWF WARS1 WWTR1 XIST YBX3 AIZARANI_LIVER_C11_HEPATOCYTES_1 https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/AIZARANI_LIVER_C11_HEPATOCYTES_1 A1BG A1CF AADAC ABAT ABCA1 ACAA2 ACADM ACADSB ACAT1 ACSL1 ACSM2A ACSM5 ADH1A ADH1B ADH4 ADH6 ADI1 AFM AGT AGXT AHSG AKR1C1 AKR1C4 AKR1D1 ALAS1 ALB ALDH1A1 ALDH1L1 ALDH2 ALDH6A1 ALDH7A1 ALDH8A1 ALDOB AMBP ANG ANGPTL3 AOX1 APCS APOA1 APOA2 APOA5 APOB APOC1 APOC3 APOC4 APOC4-APOC2 APOE APOF APOH APOM AQP9 AR ARG1 ASGR1 ASGR2 ASS1 ATF5 ATP5PF AZGP1 BAAT BCHE BHMT BHMT2 BNIP3 C11orf54 C1R C1S C2 C3 C4BPA C4BPB C5 C6 C8A C8B C9 CALD1 CAT CBR1 CDO1 CES1 CES2 CFB CFH CFHR1 CFHR3 CFHR4 CFI CFL2 CLU CMBL COBLL1 CP CPB2 CPN2 CPS1 CXCL1 CYB5A CYP1A2 CYP27A1 CYP2A13 CYP2B6 CYP2C19 CYP2C8 CYP2C9 CYP2E1 CYP3A4 CYP3A5 CYP4A11 CYP4F2 CYP4F3 CYP8B1 DCXR DECR1 DHTKD1 DPYS ECHDC2 ECHS1 EHHADH ELL2 ENPP1 EPHX1 ERRFI1 F12 F2 F5 F9 FABP1 FBP1 FGA FGB FGG FGL1 FMO3 FMO5 FN1 FTCD G6PC1 GADD45A GADD45G GATM GBA3 GC GGH GHR GLUD1 GLYAT GLYATL1 GNMT GOT1 GPT2 GRHPR GSTA1 GSTA2 GYS2 HAAO HAL HAMP HAO1 HAO2 HGD HLF HMGCS2 HP HPD HPGD HPN HPR HPX HRG HSD11B1 HSD17B13 HSD17B6 HULC IDH1 IGF2 IGFBP1 IGFBP2 IL1RAP INSIG1 ITIH1 ITIH2 ITIH3 KLF15 KLKB1 KNG1 LEAP2 LECT2 LINC00261 LINC00844 LINC01554 LIPC LRG1 MAOB MAT1A MBL2 METTL7A MGST1 MLXIPL MMUT MSMO1 MST1 MT1E MT1F MT1G MT1M MT1X MT2A MTHFD1 MTHFS MTTP MYO1B NADK2 NNMT OAT ORM1 ORM2 PAH PBLD PCBD1 PCK1 PCK2 PDK4 PEBP1 PGRMC1 PHYH PIPOX PLG PLIN2 PON1 PON3 PPARGC1A PPP1R1A PRDX3 PRDX6 PRG4 PROC PROX1 PROZ PSAT1 PTGR1 PTMS PTP4A1 RARRES2 RBP4 RCL1 RETREG1 RGN RHOB RIDA SCD SCP2 SDC2 SDC4 SDS SELENBP1 SERPINA1 SERPINA11 SERPINA3 SERPINC1 SERPIND1 SERPINE1 SERPINF1 SERPINF2 SERPING1 SHMT1 SLC10A1 SLC13A5 SLC22A1 SLC27A2 SLC27A5 SLC2A2 SLC38A4 SLC39A14 SLC7A2 SMIM14 SOD1 SORD SPP2 SULT2A1 TAT TDO2 TF TLCD4 TMBIM6 TMEM176A TMEM176B TTR UGP2 UGT2B10 UGT2B15 UGT2B4 UGT2B7 UPB1 UQCRQ VNN1 VTN ZFAND5 AIZARANI_LIVER_C12_NK_NKT_CELLS_4 https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/AIZARANI_LIVER_C12_NK_NKT_CELLS_4 ALOX5AP BAG3 BTG2 BTN3A1 CACYBP CCL5 CD247 CD3E CD69 CD7 CMC1 CST7 DNAJA1 DNAJA4 DNAJB1 DUSP2 EOMES GNLY GZMA GZMK HSP90AA1 HSPA1A HSPA1B HSPA6 HSPA8 HSPD1 HSPH1 IFITM1 IFNG IKZF3 IL2RB IL2RG ITGAL KLRB1 KLRD1 KLRF1 KLRK1 LCP1 NKG7 PTPRC PYHIN1 RAC2 RUNX3 STK17A SYTL3 TRGC1 TXK TXNIP WIPF1 AIZARANI_LIVER_C13_LSECS_2 https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/AIZARANI_LIVER_C13_LSECS_2 A2M ACP5 ACTN1 ADAMTS4 ADD3 ADGRF5 ADGRL4 ADM AFF1 AKAP12 ALPL ANKS1A ANPEP APLNR APOL1 APOLD1 APP ARAP3 ARHGEF7 ASAP1 ATP13A3 BAIAP2 BSDC1 BST2 BTNL9 C11orf96 C1QTNF1 C5AR2 CALCRL CALU CAVIN1 CAVIN2 CCL14 CCL15-CCL14 CD14 CD36 CD4 CD59 CD93 CDC42EP4 CDH5 CFP CLDN5 CLEC14A CLEC1B CLEC3B CLEC4G CLEC4M CNN3 COL4A1 COL4A2 COL6A2 CPNE2 CRHBP CSRNP1 CTSD CTSL CUL4B CXCL16 DAAM1 DAB2 DENND4C DLC1 DLL1 DNASE1L3 DUSP5 ECE1 EDN1 EDNRB EFNB1 EFNB2 EGFL7 EHD3 ELK3 EMCN ENG EPAS1 EPHB4 EPOR ERG ESAM EXOC3L2 F2R F2RL3 F8 FAM107A FAM167B FCGR2B FCGRT FCN2 FCN3 FEZ1 FGFR1 FILIP1 FLNB FLT1 FLT4 FSCN1 FXYD6 FZD4 GALNT15 GARRE1 GAS2L1 GATA4 GBP4 GIMAP8 GJA4 GNG11 GPR182 HDAC7 HECW2 HEG1 HES1 HIPK2 HLA-E HYAL2 ID1 ID3 IFI27 IFI44L IFITM10 IFITM3 IGFBP4 IGFBP7 IL1R1 IL33 IL4R IL6ST INSR ITPRIP KDR KLF2 KLF4 KLF7 LAMB2 LAPTM4B LDB2 LGMN LIFR LIMCH1 LIMS2 LPAR6 LRATD1 LYVE1 MAF MAN1C1 MAP3K6 MARCKS MARCKSL1 MEG3 MEIS2 MID1 MMRN2 MRC1 MRO MS4A6A MXD4 MYCT1 MYO10 MYO1C NEDD9 NFIB NHERF2 NID1 NISCH NOS3 NOSTRIN NOTCH4 NOVA2 NPDC1 NPL NPR1 NPY1R NR2F1 NR2F2 NRP1 NRP2 NTN4 NTS NUAK1 NXPE3 OIT3 PALM PCAT19 PCDH17 PDE2A PDE7B PDK4 PDLIM1 PECAM1 PGM5 PHACTR2 PIM3 PLAC8 PLPP3 PLTP PLXND1 PPFIBP1 PRCP PREX2 PRSS23 PTPRB PXDN RAMP2 RAMP3 RAPGEF5 RASAL2 RASIP1 RDX RELN RNASE1 RNF115 ROBO4 RPGR S100A16 SASH1 SDCBP SEC14L1 SELENON SEMA6A SERPINH1 SGK1 SGSM1 SH2D3C SHANK3 SHC2 SHE SLC16A1-AS1 SLC27A3 SLC7A8 SLCO2A1 SLCO4A1 SMAD6 SMTN SNTB2 SPARC SPRY4 ST6GALNAC3 STAB1 STAB2 TACC1 TAMALIN TBC1D4 TCF4 TCF7L1 TCIM TCN2 TEK TFPI TFPI2 TGFBR2 TGFBR3 TGM2 TIE1 TIMP1 TIMP2 TIMP3 TINAGL1 TLR4 TM4SF1 TM4SF18 TMCC3 TMEM204 TMEM255B TMEM256-PLSCR3 TMEM37 TMEM44 TNS2 TP53I11 TPM4 TRIOBP TSPAN14 TSPAN18 TSPAN7 TUG1 USP13 WARS1 WSB1 ZCCHC24 ZNF117 ZNF160 ZNF451 ZNF765 AIZARANI_LIVER_C14_HEPATOCYTES_2 https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/AIZARANI_LIVER_C14_HEPATOCYTES_2 A1BG A1CF ABAT ABHD14A-ACY1 ACAA2 ACAT1 ACSM2A ACSM5 ADH1A ADH1B ADH4 ADH6 ADI1 AFM AGXT AHSG AKR1C4 AKR1D1 ALAS1 ALDH1A1 ALDH1L1 ALDH2 ALDH4A1 ALDH6A1 ALDH8A1 ALDOB AMBP ANG ANGPTL3 APCS APOA1 APOA2 APOA5 APOB APOC1 APOC3 APOC4 APOC4-APOC2 APOE APOH APOM ARG1 ASGR1 ASGR2 ASS1 ATF5 ATP5PF AZGP1 BAAT BHMT BHMT2 BNIP3 C1R C1S C2 C3 C4BPA C4BPB C8A C8B C9 CES1 CFB CFH CFHR1 CFHR3 CLU CMBL CP CPN2 CPS1 CRP CRYL1 CYB5A CYP1A2 CYP27A1 CYP2A13 CYP2B6 CYP2C8 CYP2C9 CYP2D6 CYP2E1 CYP3A4 CYP4A11 CYP4F3 CYP8B1 DCXR DPYS ECHS1 EHHADH EPHX1 ETFB F12 F2 F9 FABP1 FAH FBP1 FGA FGB FGG FGL1 FMO3 FTCD FTL GADD45G GAMT GATM GC GJB1 GLYAT GLYATL1 GPT2 GPX2 GPX3 GRHPR GSTA1 GSTA2 HAAO HAMP HAO1 HAO2 HGD HMGCS2 HP HPD HPN HPR HPX HRG HSD17B6 HULC IFITM3 IGF2 IGFBP1 IGFBP4 INSIG1 ITIH1 ITIH3 KNG1 LBP LDHA LEAP2 LECT2 LINC01554 LRG1 MAT1A MGST1 MLXIPL MPC1 MPST MST1 MT1E MT1F MT1G MT1H MT1X MT2A MTHFS NIPSNAP1 NNMT ORM1 ORM2 PBLD PCBD1 PCK1 PEBP1 PHYH PIPOX PLA2G2A PLG PLIN2 PON1 PON3 PRAP1 PRDX6 PRG4 PTGR1 PTMS PTP4A1 QDPR QPRT RARRES2 RBP4 RBP5 RDH16 REEP6 RGN RIDA SAA1 SAA2 SAA4 SCD SCP2 SDS SELENBP1 SERPINA1 SERPINA11 SERPINA3 SERPINA6 SERPINC1 SERPIND1 SERPINF1 SERPINF2 SERPING1 SHMT1 SLC10A1 SLC22A1 SLC27A5 SMIM14 SOD1 SORD SPP2 SULT2A1 TAT TDO2 TF TLCD4 TMEM176A TMEM176B TST TTR UGT2B10 UGT2B7 UQCRQ VTN AIZARANI_LIVER_C17_HEPATOCYTES_3 https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/AIZARANI_LIVER_C17_HEPATOCYTES_3 A1BG ABCA1 ACSL1 ACSM2A ADH1A ADH1B ADH4 AFM AGXT AHSG AMBP ANG APOA1 APOA2 APOA5 APOB APOC1 APOC3 APOE APOH ASGR1 ASGR2 AZGP1 BAAT C1R C1S C3 C5 C9 CES1 CES2 CFB CFH CFHR3 CLU CP CPS1 CRP CXCL1 CYP1A2 CYP2A13 CYP2B6 CYP2C19 CYP2C8 CYP2C9 CYP2E1 CYP3A4 CYP4F3 CYP8B1 DCXR EPHX1 F12 F2 F5 FGA FGB FGG FGL1 FN1 FTCD GPT2 HP HPN HPX HRG IGF2 IGFBP1 IGFBP2 ITIH1 ITIH3 KNG1 LRG1 MAT1A MLXIPL MST1 MT2A NNMT ORM1 ORM2 PLG PLIN5 PTMS RARRES2 RBP4 SAA1 SELENBP1 SERPINA1 SERPINA3 SERPINC1 SERPIND1 SERPINE1 SERPINF1 SERPINF2 SERPING1 SLC27A5 SULT2A1 TF TMEM176A TMEM176B TNFSF14 UGT2B7 VTN AIZARANI_LIVER_C18_NK_NKT_CELLS_5 https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/AIZARANI_LIVER_C18_NK_NKT_CELLS_5 ADA2 ADGRE2 AIF1 ALOX5 ANXA1 APOBEC3A AREG ATP2B1 ATP2B1-AS1 ATP6V1B2 BAG3 BCL2A1 C1orf162 C3AR1 C5AR1 CCDC88A CCL3L3 CCR1 CD163 CD37 CD83 CEBPB CLEC7A COTL1 CPVL CSF1R CST3 CTSS CXCL8 CYBB DNAJA1 DNAJB1 EVI2B FCER1G FCGR2A FCGR3A FCN1 FGD4 FGL2 FGR FPR1 FTH1 GADD45B GPR183 HBEGF HCK HCLS1 HK3 HLA-DMA HLA-DPA1 HLA-DPB1 HLA-DQB1 HLA-DRA HSP90AA1 HSP90AB1 HSPA1A HSPA1B HSPA6 HSPB1 HSPD1 HSPH1 IER3 IER5 IGSF6 IL1B IRAK3 ITGAX JARID2 KCTD12 KLF2 KLF4 LAPTM5 LILRB1 LILRB2 LILRB3 LST1 LYN LYZ MACROH2A1 MAFB MARCHF1 MNDA MPEG1 MS4A7 NCF1 NCF2 NPC2 P2RX7 PABPC4 PHACTR1 PLAUR PLEK PMAIP1 POU2F2 PSAP PTK2B PTPN6 PTPRE RAB31 RGS2 RILPL2 RNASE6 RNF144B S100A11 S100A8 S100A9 SAMHD1 SAT1 SCIMP SGK1 SLC11A1 SLC7A7 TET2 TGFBI TLR2 TNFAIP2 TNFRSF1B TYROBP VCAN VIM ZEB2 AIZARANI_LIVER_C1_NK_NKT_CELLS_1 https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/AIZARANI_LIVER_C1_NK_NKT_CELLS_1 ADGRE5 ADGRG1 AKNA ALOX5AP APOBEC3C APOBEC3G ARHGAP25 ARHGAP30 ARHGAP45 ARHGAP9 ARHGDIB ARL4C ATM B2M BCL11B BIN2 BTG1 BTN3A1 CBLB CCL5 CCR5 CD2 CD247 CD3D CD3E CD3G CD44 CD48 CD53 CD7 CD8A CD8B CD96 CELF2 CLEC2D CMC1 CNOT6L CORO1A CST7 CTSW CXCR4 CXCR6 CYFIP2 CYTIP DENND2D DUSP2 EMB EOMES ETS1 EVL FCMR FCRL6 FLNA FYB1 FYN GCSAM GIMAP7 GNLY GZMA GZMB GZMH GZMK GZMM HCST HLA-A HLA-B HLA-C HLA-F HOPX IFITM1 IKZF1 IKZF2 IKZF3 IL2RB IL2RG IL32 IPCEF1 ISG20 ITGAL ITGB2 KLRD1 KLRF1 KLRG1 KLRK1 LCK LCP1 LNPEP LYST MAPK1 MBP MIAT MLLT6 NKG7 NLRC5 PARP8 PCED1B-AS1 PDE7A PIK3IP1 PIK3R1 PIP4K2A PLAAT4 PPP1R18 PPP2R5C PRDM1 PRF1 PRKACB PRKCB PRKCH PRKCQ PTP4A2 PTPN22 PTPRC PTPRCAP PVRIG PYHIN1 RAC2 RASAL3 RASSF5 RBM38 RESF1 RGS1 RPL23A RPL27A RPL30 RPS27 RPS29 RPS3 RPSA RUNX3 SASH3 SEMA4D SH2D1A SH2D2A SH3BGRL3 SH3KBP1 SLA SLAMF6 SLAMF7 SLC38A1 SLFN5 STK10 STK17A STK4 SYTL3 TBC1D10C TBX21 TIGIT TMC8 TMSB4X TNFRSF1B TRAC TRBC1 TRBC2 TRGC1 TXNIP WIPF1 ZFP36L2 AIZARANI_LIVER_C20_LSECS_3 https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/AIZARANI_LIVER_C20_LSECS_3 ACKR3 ACP5 ACTN1 ADAM9 ADAMTS1 ADAMTS4 ADAMTS9 ADGRF5 ADGRL4 ADM AFF4 AHCTF1 AKAP12 ANGPTL4 ANKRD11 APOLD1 APP ARGLU1 ARHGAP23 ARHGAP26 ARHGAP29 ARHGEF7 ARSG ASAP1 B4GALT5 BAZ1A BDP1 BHLHE40 BMPR2 BNIP3L BTNL9 C11orf96 C1QTNF1 C5AR2 CAMSAP2 CAVIN1 CAVIN2 CCDC144A CCDC50 CCL15-CCL14 CD14 CD36 CD59 CD9 CD93 CDC37 CDC42BPB CDH5 CDK17 CDKN1A CEMIP2 CEP170 CHD7 CHSY1 CLEC1B CLEC4G CLEC4M CNKSR3 COL4A1 COL4A2 CRHBP CRIM1 CSNK1E CTSL CUL4B CXCL16 DAAM1 DAB2 DCUN1D3 DDX21 DDX3Y DLC1 DNASE1L3 DNMBP DNTTIP2 DUSP5 DUSP6 DYNC2I1 EEA1 EFNB2 EIF5B EMP1 ENG EPAS1 ERG ESAM ETS2 F8 FAM107A FAM43A FCN2 FCN3 FGF23 FGFR1 FILIP1 FKBP1A FLNB FLT1 FNDC3B FOSL1 FOSL2 FOXC1 FXYD6 GALNT1 GARRE1 GOLGA4 GOLGB1 GPRC5A GRB10 HERC1 HIC1 HIF1A HIPK2 HPCAL1 HYAL2 ICAM1 IFI16 IFI27 IGFBP7 IL1R1 IL1RL1 IL33 IL4R IL6ST INSR ITGA5 ITGA9 ITPKC ITPRIP IVNS1ABP JAM3 JMJD1C JUND KCTD20 KDM6B KDR KLF7 LDB2 LGMN LIFR LIMA1 LIMCH1 LMNA LRRC32 LUZP1 LYVE1 MACF1 MAP1B MARCHF3 MARCKS MARCKSL1 MAST4 MCAM MEG3 MID1 MIR4435-2HG MRC1 MRO MYCT1 MYO10 NAMPT NAV1 NCL NCOA7 NDRG1 NFKBIA NID1 NOLC1 NOS3 NOTCH4 NR2F1 NR5A2 NRIP1 NRP1 NRP2 NXPE3 OIT3 OSMR PAPSS2 PCDH17 PDE2A PDLIM1 PEA15 PEAK1 PHC2 PIEZO2 PLAUR PLCB1 PLEKHG1 PLPP3 PLTP PLXNA2 PNP PPFIBP1 PPP1R15A PRCP PREX2 PRICKLE2 PRKD3 PRSS23 PTPN1 PTPRB PVR PXDN PXN RAI14 RALA RAPGEF5 RASIP1 RBBP6 RBM17 RBM25 RBMS1 RDX RELN RHOJ RIPOR1 ROBO4 ROCK2 RPGR RRBP1 S100A16 S1PR1 SASH1 SBNO2 SDCBP SEC14L1 SEMA3F SEMA6A SERPINE1 SERPINH1 SGK1 SHANK3 SHROOM4 SLC20A1 SLC25A37 SLC2A3 SLC4A7 SLC7A1 SLC7A8 SLCO4A1 SNRK SNX9 SOCS3 SOGA1 SORBS1 SOX17 SOX7 SPAG9 SPARC SPRY4 SRGAP1 SSH1 STAB1 STAB2 STC1 STC2 STX12 TAL1 TANC1 TCERG1 TCF4 TCF7L2 TCIM TFPI TFPI2 TGFBR3 TGM2 THBD TIE1 TIMP1 TIMP3 TINAGL1 TM4SF1 TMEM51 TNFRSF10B TNFRSF10D TOP1 TOX2 TUBB6 UACA UGCG UPP1 USP13 VCL WARS1 WDR43 WSB1 WWTR1 YBX3 YES1 ZEB1 ZEB2 ZNF160 ZNF462 AIZARANI_LIVER_C21_STELLATE_CELLS_1 https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/AIZARANI_LIVER_C21_STELLATE_CELLS_1 ACTA2 ACTN1 ACTN4 ADAMTS1 ADAMTS2 ADAMTSL2 AEBP1 AGTR1 ALDH1A1 ANK3 ANTXR1 ARID5B ATN1 BGN BMP2 BTG2 C11orf96 C1QTNF1 C1R C1S C7 CALD1 CAV1 CAVIN1 CAVIN3 CCBE1 CCDC3 CCDC80 CCL2 CCN1 CCN2 CCNI CD63 CD81 CDC42EP3 CDKN1A CEBPB CEBPD CFH CH25H CITED2 CLDN11 COL14A1 COL1A1 COL1A2 COL3A1 COL4A1 COL4A2 COL5A1 COL6A1 COL6A2 COL6A3 COLEC11 CPXM2 CRISPLD2 CRYAB CSRNP1 CSRP1 CTDSPL CXCL12 CYBRD1 DCN DDR2 DEPP1 DKK3 DPT DPYSL2 DSTN DYNLL1 EDNRB EFEMP1 EGR1 EMP1 ENG EPAS1 FBLN1 FBLN2 FBLN5 FBN1 FHL1 FILIP1L FOS FOSB FSTL1 GEM GGT5 GLUL GPC6 GPX3 GSN H19 HGF HLA-DRB1 HSPB1 IER3 IFITM2 IFITM3 IGFBP3 IGFBP4 IGFBP5 IGFBP7 IL1RL1 INMT ITGA8 ITGA9 ITGB1 ITGB5 ITM2C JUNB KAZN KLF4 LAMB1 LAMC1 LAMC3 LGALS1 LGALS3BP LMNA LRP1 LTBP4 LUM MAFF MAP1B MARCKS MASP1 MATN2 MFAP4 MGP MITF MKNK2 MMP19 MMP2 MT1M MXRA7 MYADM MYC MYH10 MYL9 MYLK NEXN NFIA NFIX NR2F1 NR2F2 OLFML3 PALLD PCDH9 PCOLCE PDGFRA PHLDA1 PLCXD3 PRELP PROS1 PRSS23 PTGDS PTN QSOX1 RBMS3 RBP1 RBPMS RGS16 RGS2 RGS4 RN7SK RND3 RRAS SERPINE1 SERPINF1 SFRP1 SLC38A2 SLIT3 SOCS3 SOD3 SPARC SRPX SSPN SYNPO2 TCEAL4 TCF4 THBS1 THBS2 THY1 TIMP1 TIMP2 TIMP3 TIPARP TMEM204 TNS1 TPM4 TSC22D1 TSC22D2 VCL VIM ZFP36 ZFP36L1 AIZARANI_LIVER_C22_RESIDENT_B_CELLS_2 https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/AIZARANI_LIVER_C22_RESIDENT_B_CELLS_2 AMPD1 BLOC1S5-TXNDC5 BTG2 CD27 CD79A CREB3L2 CRELD2 DERL3 ERLEC1 FCRL5 FKBP11 FOSB H1-10 HERPUD1 HLA-DOB HSP90B1 ITM2C LY9 MEI1 MZB1 PLPP5 POU2AF1 PRDX4 PTK2B RAB30 SDF2L1 SEC11C SLAMF7 SPCS2 SSR4 TENT5C TSC22D3 XBP1 AIZARANI_LIVER_C23_KUPFFER_CELLS_3 https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/AIZARANI_LIVER_C23_KUPFFER_CELLS_3 ACTB ADA2 AGFG1 AHR AIF1 ALDOA ALOX5 ANXA1 AP1S2 APLP2 APOBEC3A AREG ARRB2 ATP2B1 ATP2B1-AS1 ATP6V0B ATP6V1B2 BASP1 BCL2A1 BCL6 C1orf162 C5AR1 CALM2 CCDC69 CCDC88A CCR1 CD14 CD163 CD300E CD37 CD44 CD52 CD55 CD93 CDC42EP3 CFD CFP CKAP4 CLEC12A CLEC4E CLEC7A CNTRL COTL1 CPPED1 CPVL CREB5 CSF3R CSGALNACT2 CSTA CTSB CTSS CXCL8 CYBB DDX60L DOK3 DUSP6 EFHD2 EMILIN2 EREG EVI2B FBLIM1 FCER1G FCGR2A FCN1 FGL2 FGR FKBP1A FPR1 FTH1 FYB1 GAS7 GCA GK GLIPR2 GMEB1 GMFG GNAI2 GRB2 GRK2 GRN HCK HCLS1 HK3 HSPA1A HSPA1B IFNGR2 IGSF6 IL17RA IL1B IL1R2 IRAK3 IRS2 ITGAM ITGAX ITGB2 JAML JARID2 JDP2 KCNMB1 KCTD12 KLHL8 LAPTM5 LGALS1 LILRB2 LILRB3 LIMS1 LINC01001 LINC02909 LRRFIP1 LRRK2 LST1 LTA4H LY86 LYN LYZ MACC1 MACROH2A1 MAFB MARCHF1 MEGF9 METTL21A MNDA MPEG1 MPP1 MX2 MYO1F NAIP NAMPT NCF2 NFAM1 NFKBIA NLRP12 OAZ1 PARVG PCDH11Y PELATON PHC2 PILRA PKM PLAUR PLBD1 PLCB2 PLEK PLP2 PLXDC2 POU2F2 PREX1 PRKCB PRKCD PSAP PTAFR PTEN PTGS2 PTK2B PTPRE RAB31 RASSF2 RGS2 RHOG RILPL2 RIPOR2 RN7SL368P RNASEK RNF130 RNF144B ROCK1 RTN3 S100A10 S100A11 S100A12 S100A4 S100A6 S100A8 S100A9 SAMHD1 SAMSN1 SAT1 SDCBP SECTM1 SELL SERPINB1 SH3BGRL3 SIRPB1 SIRPB2 SKAP2 SLA SLC11A1 SLC25A37 SLC2A3 SLC43A2 SLC7A7 SMAP2 SOD2 SPTLC2 SRGN TALDO1 TET2 THBS1 TKT TLR2 TMEM127 TNFAIP2 TNFRSF1B TNFSF13B TREM1 TRIM38 TRPS1 TSPO TYMP TYROBP USP15 VCAN VIM VMP1 VNN2 VSIR VSTM4 WAS ZEB2 ZNF281 ZNF471 AIZARANI_LIVER_C24_EPCAM_POS_BILE_DUCT_CELLS_3 https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/AIZARANI_LIVER_C24_EPCAM_POS_BILE_DUCT_CELLS_3 ABHD2 ABLIM1 ACTG1 ACTN4 AFDN AGR2 AKR1B10 AKR1C2 ANPEP ANXA11 ANXA13 ANXA2 ANXA4 ANXA5 AQP1 AQP3 ATF3 ATP1A1 ATP1B1 BACE2 BEX3 BIRC3 BMP2 CALM2 CAMK2N1 CAPN2 CAV2 CCND1 CD151 CD24 CD59 CD63 CDC42EP1 CDH1 CDKN1C CEACAM6 CES1 CFTR CGN CHP1 CHST4 CLDN1 CLDN10 CLDN3 CLDN4 CLDN7 CLIC1 CLINT1 CLU CPM CRYAB CTSH CXCL6 CXCL8 CYFIP1 CYSTM1 DCDC2 DDR1 DEFB1 DSG2 DSP DSTN DUSP4 DYNC1I2 EEIG1 ELF3 ENAH EPCAM ERBB3 EZR FA2H FXYD3 GABRP GADD45A GALNT4 GCNT3 GOLM1 GPX2 GSTP1 GTF2I HBEGF HSPB1 ITGB1 KCNJ15 KIAA1522 KLF5 KLK11 KRT18 KRT19 KRT7 KRT8 LAD1 LAMB3 LCN2 LGALS2 LGALS3 LGALS4 LMNA LMO4 LMO7 LRP10 MAL2 MLPH MMP7 MSI2 MUC1 MUC13 MUC5B MUCL3 MYADM MYL12B MYL6 MYO1C NECTIN2 NFIB NQO1 NR2F2 OCLN ONECUT2 PDZK1IP1 PERP PHLDA2 PIGR PLD1 PMEPA1 PPDPF PRDX5 PTPRF RAB11FIP1 RAC1 RBM47 S100A10 S100A11 S100A14 S100A6 SDC4 SDCBP2 SGMS2 SHROOM3 SLC12A2 SLC12A7 SLC4A4 SLC5A1 SLPI SORBS2 SOX4 SOX9 SPATS2L SPINK1 SPINT1 SPINT2 SPP1 SPTBN1 TACSTD2 TAGLN2 TAX1BP3 TENT5A TFF3 TJP1 TM4SF1 TM4SF4 TMC5 TNFAIP2 TNFRSF12A TNFRSF21 TPM1 TPM4 TPPP3 TRNP1 TSPAN3 TSPAN8 TSPO TST TTN TUBB TUBB2A TUBB4B TXLNG TXN UGT2B15 VAMP8 VSTM2L VTCN1 WEE1 WFDC2 AIZARANI_LIVER_C25_KUPFFER_CELLS_4 https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/AIZARANI_LIVER_C25_KUPFFER_CELLS_4 ACTB ADA2 ADGRE2 AHR AIF1 ANXA1 AP1S2 AREG ARRB2 ATP1B3 ATP2B1 ATP6V1B2 B3GNT5 BASP1 C1orf162 C5AR1 CCDC88A CD163 CD1C CD55 CD83 CD86 CELF2 CIITA CLEC10A CLEC4E CLEC7A CLN8 CMTM6 CNTRL COTL1 CPVL CSF1R CST3 CTSS CXCL16 CXCL3 CXCL8 CXCR4 CYBB DDX21 EMILIN2 EREG EVI2B FCER1A FCER1G FCGR2A FCN1 FGD4 FGL2 FGR FLT3 FPR1 FTH1 GAPT GNA13 GPAT3 GPR183 GPX1 GRN GZMB H3-3A HBEGF HCK HCLS1 HERPUD1 HLA-DMA HLA-DMB HLA-DOA HLA-DPA1 HLA-DPB1 HLA-DQA1 HLA-DQB1 HLA-DRA HLA-DRB1 HLA-DRB5 HSPA6 ICOSLG IER3 IGSF6 IL13RA1 IL1B IL1R2 IL1RN IRAK3 IRF4 IRF8 ITGAX ITGB2 JAML JARID2 KCTD12 KDM6B KLF4 KLHL6 LAPTM5 LGALS9 LILRB1 LILRB2 LILRB3 LIMS1 LITAF LRRFIP1 LST1 LYN LYZ MACROH2A1 MAFB MAP3K8 MARCHF1 METRNL MIS18BP1 MNDA MPEG1 MS4A7 NAMPT NCF2 NLRP3 NPC2 NR4A2 NR4A3 OGFRL1 PABPC1 PABPC4 PHACTR1 PLAUR PLD4 PLEK PMAIP1 POU2F2 PPT1 PSAP PSTPIP2 PTK2B PTPRE RAB31 REL RGCC RGS1 RGS2 RHOQ RILPL2 RNASE6 RNASET2 RNF144B RPL36A S100A11 SAMHD1 SAMSN1 SAT1 SELL SERPINB9 SGK1 SH2B3 SLC11A1 SLC15A3 SRGN STK17B SYK TET2 TGFBI THBD THBS1 THEMIS2 TLR2 TMSB10 TNFRSF1B TNFSF13B TYROBP VCAN VEGFA VIM ZEB2 ZNF331 AIZARANI_LIVER_C28_NK_NKT_CELLS_6 https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/AIZARANI_LIVER_C28_NK_NKT_CELLS_6 AKNA ANXA1 AREG ARHGDIB ATP1B3 AUTS2 BCL11B BTG1 CD40LG CD44 CD52 CD53 CD69 CDC42SE2 CELF2 CNOT6L CREM CRYBG1 CXCL13 CXCR4 CXCR6 CYTIP DUSP4 EMB EML4 ETS1 EVI2A FAM177A1 FNBP1 FYN GATA3 GPR171 GPRIN3 IL2RG IL7R ITK JUNB KIT KLRB1 LCP1 LEF1 LEPROTL1 MAF MYBL1 NFKB1 NIBAN1 NR3C1 PARP8 PBXIP1 PDCD4 PDE4D PDE7A PIK3R1 PIM2 PPP1CB PPP1R2 PPP2R5C PRDM1 PTGER4 PTPRC RASSF5 RBPJ RCAN3 RGCC RGS1 RNF125 RPL36A RPS27 RPS27A RPS29 RUNX3 SAMSN1 SARAF SATB1 SH2D2A SLA SLC38A1 SMAP2 SMCHD1 SPOCK2 SRGN STK17A STK17B STK4 SYTL3 TCF7 TENT4B TENT5C TNFAIP3 TRAC TRBC2 TSC22D3 TXNIP USP36 WIPF1 XCL1 ZC3HAV1 ZFP36L2 ZNF331 AIZARANI_LIVER_C29_MVECS_2 https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/AIZARANI_LIVER_C29_MVECS_2 A2M ABI3BP ABLIM1 ACKR3 ACTN1 ADAMTS1 ADAMTS4 ADAMTS9 ADGRF5 ADGRG1 ADGRL4 AFF1 AHNAK AIF1L AKAP12 ANXA1 ANXA2 APOLD1 APP AQP1 ARHGAP23 ARHGAP31 ARID5B ARL4A ASAP1 ATN1 ATP1A1 ATP1B3 AVPI1 B4GALT1 B4GALT5 BGN BMP4 BMPR2 BMX C11orf96 C1QTNF1 C7 CALCRL CAV1 CAV2 CAVIN1 CAVIN2 CCL15-CCL14 CCN1 CCN2 CD151 CD320 CD34 CD55 CD59 CD9 CD93 CDC42EP3 CDH5 CDKN1A CGNL1 CHSY1 CLDN5 CLEC14A CLEC3B CMIP CNTNAP3B COL3A1 COL8A1 CPE CRIM1 CRIP2 CRTAP CSRP1 CTNNAL1 CYB5R3 CYYR1 DDX21 DKK3 DLC1 DOC2B DOCK9 DPYSL2 DPYSL3 DSTN DUSP6 ECE1 EDN1 EFNB2 EHD2 EHD4 ELK3 EMCN EMP1 ENG EPAS1 ERG ESAM F2R F8 FAM107A FBLN2 FGD5 FGF2 FILIP1 FILIP1L FKBP1A FLNB FLOT1 FLT1 FNIP2 FOSB FOSL1 FOXC1 FXYD6 GALNT15 GARRE1 GJA1 GJA5 GNAI2 GNAS GNG11 GPM6A GPRC5A GPX3 GSN HBEGF HEG1 HIF1A HLA-E HSP90AB1 HSPB1 HYAL2 ID1 ID3 IFI27 IFI6 IFITM2 IFITM3 IGFBP3 IGFBP4 IGFBP7 IL1R1 IL1RL1 IL33 IL6 INMT INPP1 INSR ITGA5 ITM2A ITM2B ITPKC ITPRIP JAM2 JMJD1C JUND KCNN3 KCTD12 KDM6B KLF2 KLF3 KLF4 LAMB2 LDB2 LIFR LIMA1 LIMCH1 LMNA LMO2 LRRC32 LTBP4 LUZP1 MAFF MAST4 MATN2 MDK MECOM MGP MIDN MIR22HG MMRN1 MMRN2 MYADM MYC MYCT1 MYO1C MYOF NASP NCOA7 NDRG1 NDRG4 NEDD9 NFATC1 NFATC2 NFIA NFIB NIBAN2 NOLC1 NOP56 NOS3 NOTCH4 NPDC1 NR2F1 NR2F2 NRN1 NTS NUDT10 OAZ2 OMD PALM PALMD PARVA PDLIM1 PDLIM5 PEA15 PECAM1 PGM5 PKIG PLEC PLPP1 PLPP3 PLSCR4 PLTP PLVAP PNP POSTN PREX2 PRSS23 PTGDS PTGIS PTGS1 PTHLH PTPN12 PTPN14 PTPRB PTPRG PTTG1IP RAMP2 RAMP3 RBMS3 RFK RFX2 RHOJ RIPOR1 RNASE1 RPGR RSPO3 S100A10 S100A16 S1PR1 SASH1 SEC14L1 SELE SELP SERPINB6 SERPINB9 SERPINE1 SKI SLCO2A1 SNTB2 SOCS3 SOX7 SPAG9 SPARCL1 SPRY1 SPRY4 SPTAN1 SPTBN1 SRPX ST6GALNAC3 STC1 STOM SULF2 SWAP70 SYNPO TACC1 TAGLN2 TCF4 TCF7L1 TEK TFPI TFPI2 TGFBR3 TGM2 THBD TIE1 TIMP1 TIMP2 TIMP3 TINAGL1 TLR4 TM4SF1 TMCC3 TMEM47 TMSB10 TMTC1 TNS2 TP53I11 TPM4 TRIOBP TSC22D1 TSC22D2 TSPAN18 TSPAN7 TTC28 TUBA1A TUBB4B TUBB6 UACA UPP1 VIM VWF WARS1 WWTR1 YBX3 YWHAE AIZARANI_LIVER_C2_KUPFFER_CELLS_1 https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/AIZARANI_LIVER_C2_KUPFFER_CELLS_1 ADA2 ADAM28 AHR AIF1 ALOX5 ANXA1 AP1S2 AREG ARPC1B ARPC3 ARRB2 ATP1B3 ATP6V1B2 AXL BASP1 BCAT1 C1QA C1QB C1QC C1orf162 C3AR1 C5AR1 CALHM6 CCDC88A CCL3L3 CCR1 CD163 CD1C CD37 CD83 CD84 CD86 CELF2 CIITA CLEC10A CLEC4E CLEC7A COTL1 CPM CPVL CSF1R CST3 CTSB CTSH CTSS CXCL16 CXCL8 CYBB CYRIB DPYSL2 EMILIN2 EVI2B F13A1 FABP5 FCER1A FCER1G FCGBP FCGR2A FCGR2B FCGR3A FGD2 FGL2 FGR FPR1 FPR3 FTH1 FTL GAPT GNAQ GPR183 GPR34 GPX1 GRN HCK HCLS1 HERPUD1 HLA-DMA HLA-DMB HLA-DOA HLA-DPA1 HLA-DPB1 HLA-DQA1 HLA-DQB1 HLA-DRA HLA-DRB1 HLA-DRB5 HSPA6 IER3 IER5 IFNGR1 IGSF6 IL13RA1 IL18 IL1B IL1R2 IRF8 ITGAX ITGB2 JAML JARID2 KCTD12 KLF4 KLHL6 LAPTM5 LGALS1 LGALS9 LILRB2 LILRB3 LILRB4 LIMS1 LIPA LPCAT2 LRRC25 LST1 LY86 LYN LYZ MACROH2A1 MAFB MAP3K8 MARCHF1 MFSD1 MIS18BP1 MNDA MPEG1 MRC1 MS4A4A MS4A6A MS4A7 MSR1 NAP1L1 NCF2 NCOA4 NLRP3 NPC2 NR4A3 OGFRL1 P2RY13 PABPC1 PABPC4 PARVG PHACTR1 PKM PLAUR PLD4 PLEK PLEKHO1 PLXDC2 POU2F2 PPT1 PSAP PSTPIP2 PTAFR PTEN PTPRE RAB31 RBPJ REL RGCC RGS1 RGS10 RGS2 RILPL2 RNASE6 RNASET2 RNF130 RNF144B ROCK1 RPL36A RPS11 RPS24 RTN1 S100A11 SAMHD1 SAT1 SGK1 SH2B3 SLC15A3 SLCO2B1 SMAP2 SRGAP1 SRGAP2B SRGN STK17B SYK TBXAS1 TGFBI THEMIS2 TLR2 TMSB10 TMSB4X TNFRSF1B TNFSF13B TPP1 TYROBP UCP2 VIM VSIG4 VSIR WDFY4 AIZARANI_LIVER_C30_HEPATOCYTES_4 https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/AIZARANI_LIVER_C30_HEPATOCYTES_4 A1CF A2M AASS ABCA1 ABCA5 ABCA6 ABCC2 ABCC3 ABHD15 ABLIM3 ACACB ACAD11 ACADVL ACER3 ACSL1 ACSM2A ACSM5 ADCY1 ADGRA3 ADGRG6 ADPRHL1 AFM AGXT AHI1 AIG1 AIPL1 AK3 ALAS1 ALDH1L1 ANGPTL4 AP1M1 APMAP AR ARG1 ARHGEF10L ARHGEF26 ARIH2OS ARL10 ARMC9 ARSK ASGR1 ASL ASPG ATF3 BAAT BCDIN3D BCL6 BCO2 BDH1 BHMT BHMT2 BIVM C15orf40 C17orf75 C1R C2orf68 C4BPB C5 C5AR2 C6 C8A CA5A CAMK1D CAPN3 CCBE1 CCDC142 CCDC30 CCNL2 CCT8 CEP89 CFH CFHR3 CHDH CHORDC1 CHRD CLMN CLNK CMC2 CMKLR2-AS CNKSR3 COBLL1 COL18A1 COL27A1 COLEC12 COMMD2 CP CPEB4 CPS1 CRP CSAD CXCL1 CYB561A3 CYP2A13 CYP2B6 CYP2C19 CYP2C8 CYP2C9 CYP2D6 CYP3A4 CYP3A43 CYP3A5 CYP4F3 DCPS DDI2 DDR1-DT DDX10 DESI1 DGKH DHTKD1 DIS3 DNAJA1 DNAJC22 DSG2 DSG3 DST DSTYK ECHDC2 EFNA1 ELL2 EMC10 ENPP1 EPHX2 ERBB3 ERRFI1 EXOC3-AS1 F12 F5 F7 FAM161A FAM20A FAM98B FAXC FBXL18 FBXO17 FBXO21 FBXO22 FBXO31 FBXO48 FEM1A FHL2 FKBP5 FMN1 FMO3 FMO5 FOXO1 FOXO3 FST FTCD FYB2 GABPB1-AS1 GABPB2 GADD45G GCGR GCKR GFOD2 GGPS1 GLYCTK GMEB1 GNE GNL3L GOLGA8B GPAM GPR82 GPT2 GRB14 GRTP1 GSDMB GTDC1 GTF2H2 GTF2H2C GTF3C2-AS2 GTPBP10 H6PD HAL HAO2 HAP1 HDHD3 HEATR5A HELB HEMK1 HGD HGFAC HLF HPN HPX HSPA4L ICA1L ID2 IDH2 IDS IGFBP1 IKBIP IL1RAP IL6R INE2 INSIG1 INTS6 IRS2 ITGA9-AS1 ITIH1 ITIH3 ITPR2 ITSN1 IYD KCNA7 KCNMB1 KIF1C KIR3DX1 KIZ-AS1 KLF6 KPNA6 KREMEN1 L1TD1 LACTB2-AS1 LEAP2 LEPR LINC00574 LINC00887 LINC00895 LINC00963 LINC01116 LINC01209 LINC01285 LINC01502 LINC01521 LINC01554 LMOD3 LONP2 LRCH3 LRP6 LRRC27 LRRC57 LRRC58 LSINCT5 LUADT1 LYRM7 MACC1 MAP3K14 MAS1 MAST4 MAT1A MAVS MDM2 MEG8 MEGF9 METTL21A METTL2B MFAP5 MFSD4B MIGA1 MIRLET7BHG MKLN1-AS MKNK2 MLXIP MLXIPL MOGAT3 MPV17L MREG MST1 MTMR9 MTO1 MUC3A MYO1B NAA16 NBPF11 NBPF12 NCBP3 NDUFV3 NEDD9 NFX1 NLRP12 NNT NNT-AS1 NOS1AP NR1I2 NSUN6 NTRK3 NUGGC OLAH ONECUT2 PABPC1L PAH PAN2 PART1 PCAT7 PCDH11Y PCDHB1 PCK1 PCLAF PCYT1A PDE4DIP PDE6A PDP2 PEDS1 PHACTR4 PHF6 PHF8 PHKA2 PIK3C3 PLEKHA2 PLGLB1 PLIN4 PLIN5 PNISR PNPLA3 PNPT1 POLR2J3 POR PPARA PPARGC1A PPP1R12B PPP1R3B PPP2R1B PPP6R2 PROC PROX1 PROZ PTAFR PTK6 PTP4A1 PTPN3 QSOX1 RAB27A RAD54L2 RALGAPA2 RAMP2-AS1 RANBP10 RBBP5 RBL1 RCL1 RHOBTB3 RIOK3 RN7SL134P RN7SL202P RN7SL274P RN7SL391P RN7SL403P RN7SL510P RN7SL602P RN7SL605P RN7SL811P RNF115 RNF216 RNF41 RPS27L RPS6KA5 RSPH3 RUNDC1 SCML1 SDS SEC14L4 SEC23A SELENBP1 SELENOO SEMA3E SERAC1 SGMS1-AS1 SGSM1 SH3PXD2A SHROOM1 SIK2 SIN3B SLC13A5 SLC14A2 SLC17A9 SLC23A2 SLC25A13 SLC25A16 SLC25A18 SLC25A37 SLC27A2 SLC28A2 SLC31A1 SLC35E3 SLC39A14 SLC43A2 SLC7A2 SLCO1B3 SNAP29 SNORD3A SORL1 SRD5A1 SRSF11 ST3GAL6 STAT3 STEAP4 STXBP5-AS1 SUGP2 SVOP TAF8 TAT TEAD1 TENM1 TENT5A TJP2 TLCD2 TLCD4 TMEM106A TMEM192 TMEM254-AS1 TMEM87A TNFAIP8L1 TNFSF14 TNRC6A TRIM72 TRMT9B TSHZ2 TTC38 TUBD1 TUT7 UBE2G2 UBN2 UBR4 UCKL1-AS1 ULK1 UTP23 VEGFA VHL VSIG1 VSTM4 WDR31 WNT2B XKR4 XPR1 YIF1B YIPF4 ZBTB25 ZC3H13 ZFAND5 ZHX3 ZKSCAN1 ZMAT3 ZNF101 ZNF154 ZNF264 ZNF283 ZNF397 ZNF419 ZNF426 ZNF454 ZNF554 ZNF556 ZNF605 ZNF639 ZNF641 ZYG11B AIZARANI_LIVER_C31_KUPFFER_CELLS_5 https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/AIZARANI_LIVER_C31_KUPFFER_CELLS_5 ACADVL ACOT9 ACSM2A ADAP2 AIF1 APOBEC3A ARHGEF10L ASPG ATP1B3 ATP2B1 BAZ1A C3orf62 C4BPB C5AR1 CALD1 CCDC88A CD300E CHRD CLEC7A COTL1 CRP CTSB CTSS CYBB CYP2A13 CYP2B6 CYP3A5 CYP4F3 DISP2 DSG3 ECHDC2 EFNA1 EVI2B FCER1G FCGR3A FCN1 FGR FST GADD45B GGPS1 GPT2 H6PD IL1B IL1RN IL6R IRAK3 ITGAX ITIH3 JARID2 KCNAB2 LILRB1 LILRB2 LILRB3 LONP2 LRRFIP1 LST1 LUC7L3 LYN MAFB MARCO MDM2 MEGF9 METTL21A MFSD4B MIRLET7BHG MLXIPL MPV17L MS4A7 MST1 MT2A MYH11 NAMPT NKTR NLRP12 NSUN6 NTRK3 PAG1 PELATON PHF8 PLAUR PLIN5 POU2F2 PSAP PTK2B RBM25 REL RGS2 RN7SL510P RNF144B ROCK1 S100A11 SAMD5 SAT1 SELENOO SH3BP2 SHROOM1 SLC11A1 SLC13A5 SLC25A37 SLC43A2 STAT3 STK19 SVOP TCF7L2 TENM1 TENT5A TLCD2 TNFRSF1B TNFSF14 TNRC6A TYROBP UTP23 VCAN VMP1 VSIG1 WARS1 ZC3H13 ZEB2 ZKSCAN1 ZMAT3 AIZARANI_LIVER_C32_MVECS_3 https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/AIZARANI_LIVER_C32_MVECS_3 ACKR1 ACKR3 ACTN1 ADGRG6 AFF1 AKAP12 ANKRD26 APOL1 APOLD1 APP ARL4A B2M BHLHE40 BMX BST2 C11orf96 C7 CALCRL CEBPD CFLAR CLDN11 CRIM1 CSRNP1 CXCL1 CXCL11 CXCL9 DPYSL2 EHD4 ENG EPAS1 EPHB4 FBLN2 FCGR2B FGFR1 FKBP1A FOXC1 FSTL3 GBP4 GIMAP4 GPM6A HDAC7 HEG1 HLA-A HLA-B HLA-E HSPB8 HYAL2 ID1 IFI27 IFI44L IFITM1 IFITM3 IGFBP7 IL1R1 IL32 IL33 IL6ST INMT IRAK3 ITM2B ITPRIP KLF2 KLF4 KLF9 KRAS LIFR MAPK7 MATN2 MMRN2 NCOA7 NDRG1 NFIA NFKBIZ NOS3 NOSTRIN NOVA2 NPDC1 NR2F2 NRP2 NTN4 PARP14 PDE2A PDLIM1 PECAM1 PELI2 PPFIBP1 PRCP PRSS23 PTGDS PTGIS PTGS1 PTPRB RAMP3 RNASE1 SELE SGK1 SLC38A2 SMAD6 SNTB2 SOCS3 SOX7 SPRY1 SPRY4 SPTBN1 SRPX TACC1 TAL1 TFPI TGFBR3 TGM2 THBD TIAM1 TIMP3 TLR4 TMSB10 TNFSF10 TNS1 TRIM56 TSC22D1 VCAM1 VWF WARS1 WWTR1 ZCCHC24 ZMYND8 AIZARANI_LIVER_C33_STELLATE_CELLS_2 https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/AIZARANI_LIVER_C33_STELLATE_CELLS_2 A2M ACTA2 ADAMTS1 ADGRF5 ANK3 ANTXR1 ANXA6 ARHGEF17 ATN1 ATP1B3 BAZ1B BGN C11orf96 C7 CALD1 CAMK2N1 CAV1 CAVIN3 CCDC3 CCDC92 CD59 CDC42BPA CLMN COL1A1 COL1A2 COL3A1 COL4A1 COL4A2 COL5A1 COL6A1 COL6A2 COLEC11 CPE CRISPLD2 CRYAB CYGB DBNDD2 DLC1 DST EBF1 ENAH EPAS1 EPB41L2 FIGN FLNA FXYD6 GJA4 GNAS GPX3 ID3 ID4 IFITM2 IGFBP5 IGFBP7 IMPA2 ISYNA1 ITGA1 ITGA7 ITGB1 KANK2 KLHL23 LAMB1 LAMC1 LGALS1 LGI4 LHFPL6 LPP LUC7L3 MAP1B MBTPS1 MCAM MEF2D MGP MXRA7 MYH11 MYH9 MYL9 MYLK NEXN NFIA NID1 NOTCH3 NR2F2 NRXN1 NT5DC2 NUDT4 OAZ2 PAG1 PALLD PBX1 PCM1 PELO PHLDA1 PLA2G5 PLAT PLS3 PPP1R12B PRKG1 PTH1R PTN PXDN RASD1 RBMS3 RBPMS RCAN2 RGS5 SEMA5A SEPTIN11 SEPTIN4 SOD3 SPARC SPARCL1 TBX2 TIMP3 TLN1 TNS1 TOB1 TOB2 TPM1 TPM2 TPM4 TSC22D1 TSPAN3 UACA VIM ZFHX3 AIZARANI_LIVER_C34_MHC_II_POS_B_CELLS https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/AIZARANI_LIVER_C34_MHC_II_POS_B_CELLS AEBP1 AFF3 ARHGEF18 ARL10 ATF7IP ATP2B1 BACH2 BANK1 BCL11A BICD2 BIRC3 BOD1L1 CAMK1D CCR7 CD19 CD1C CD22 CD37 CD52 CD79A CD79B CD82 CD83 CIITA CLCN6 CLEC2D CLN8 CNTRL CORO1A CXCR4 CXXC5 CYBB CYFIP2 DDX6 DGKD DOK3 EBF1 EEF1B2 EEF2 EGR3 EVI2B FAU FCMR FCRL1 FCRL2 FCRLA FOXP1 GABPB1-AS1 GNG7 HLA-DPB1 HLA-DQA1 HLA-DQB1 HLA-DRA HLA-DRB1 HLA-DRB5 HSH2D IL4R IQSEC1 IRF8 ISG20 ITM2C KIAA0040 KLF2 LAPTM5 LIMD2 LINC00926 LTB LUC7L3 LYN LYST MAP3K1 MAP3K8 MARCHF1 MDM4 MKNK2 MPEG1 MS4A1 MTPN NAP1L1 NCF1 NCOA3 NIBAN3 ORAI2 P2RX5 PARP1 PARP15 PAX5 PCDH9 PDE7A PLAC8 PLEKHA2 POU2AF1 POU2F2 PPM1K PRKCB PTPN6 PTPRCAP RALGPS2 RCSD1 RHEX RIPOR2 RNASE6 RNASET2 RPL13A RPL18 RPL18A RPL19 RPL39 RPLP2 RPS11 RPS23 RPS27 RPS5 RPS8 RUBCNL SELL SEPTIN6 SF1 SLC9A7 SMAP2 SP140 SPIB STX7 SWAP70 SYK TCL1A TLR10 TLR6 TMEM154 TNFRSF13C TTN UCP2 VPREB3 YBX3 AIZARANI_LIVER_C38_RESIDENT_B_CELLS_3 https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/AIZARANI_LIVER_C38_RESIDENT_B_CELLS_3 BLOC1S5-TXNDC5 CD27 CD79A CREB3L2 DERL3 FCRL5 FKBP11 H1-10 HERPUD1 HSP90B1 IGHA1 ITM2C JCHAIN LY9 MEI1 MZB1 PELI1 POU2AF1 RAB30 SEC11C SLAMF7 SSR4 TENT5C XBP1 AIZARANI_LIVER_C39_EPCAM_POS_BILE_DUCT_CELLS_4 https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/AIZARANI_LIVER_C39_EPCAM_POS_BILE_DUCT_CELLS_4 ABCB1 ACTG1 ACTN4 ADAM9 AFDN AHNAK ALCAM ALDH3A2 ANKRD1 ANXA2 ANXA4 ANXA5 APLP2 ATF3 ATF4 ATP1A1 BAZ1A BCL2L1 BICC1 BIRC3 BMP2 C6orf132 CALM2 CCL2 CCL20 CCNL1 CD151 CD24 CD47 CD59 CD63 CDC42EP1 CDH1 CFTR CHST4 CITED4 CLDN1 CLDN4 CLDN7 COBL CPM CREB5 CRIM1 CRYAB CSF1 CTBP2 CX3CL1 CXCL1 CXCL3 CXCL6 CXCL8 DCDC2 DEFB1 DSG2 DSP DST EDN1 EGFR ELF3 ENAH EPCAM EPHA2 EZR FGFR2 FLNA FLNB FSTL3 GADD45A GDF15 GPRC5B HBEGF HDGF HMGCR HMGCS1 HSP90AA1 HSP90AB1 HSPA1A HSPA1B HSPB1 IFNGR2 IL32 INHBA IRS2 ITGB1 ITGB8 ITPKC KDM6B KLF5 KLF6 KRT18 KRT19 KRT7 KRT8 KRT80 LAD1 LAMB3 LAMC2 LAMP2 LIF MAFF MAP4 MCAM MET MMP7 MSMO1 MYADM MYH9 MYO1C MYO6 NCEH1 NCOA7 NEDD9 NFKB1 NFKB2 NFKBIA NRG1 NUAK2 OCLN PDLIM1 PFKP PHLDA2 PIM3 PKHD1 PKP4 PMEPA1 RAB11FIP1 RAB3IP RASSF8 RNF19A RRBP1 RTN4 S100A11 S100A14 S100A6 SAT1 SCARB2 SDC4 SERPINA3 SFRP5 SGMS2 SLC12A2 SLC12A7 SLC3A2 SLC5A1 SLC7A1 SOD2 SORBS2 SOX4 SOX9 SPATS2L SPINT2 SPSB1 SPTBN1 SQSTM1 SYNE2 SYNJ2 TACSTD2 TENT5A THBS1 TJP1 TM4SF1 TM4SF4 TNFAIP2 TNFRSF10B TNFRSF12A TNFRSF21 TNKS1BP1 TP53BP2 TPM1 TPM4 TRIM47 TRNP1 TRPV6 TUBB6 UBE2B UCA1 UGCG VCL VEGFA VMP1 WEE1 YWHAE ZBTB20 ZYX AIZARANI_LIVER_C3_NK_NKT_CELLS_2 https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/AIZARANI_LIVER_C3_NK_NKT_CELLS_2 ADGRE5 AKNA ANXA1 ARHGDIB ARL4C B2M BCL11B BCL2 BTG1 CAMK4 CD2 CD3D CD3E CD3G CD40LG CD44 CD48 CD52 CD53 CD6 CD69 CD8A CD96 CELF2 CLEC2D CNOT6L CORO1A CRYBG1 CXCR4 CXCR6 CYTIP DGKA DUSP2 EMB ERN1 ETS1 FNBP1 FYB1 FYN GATA3 GBP5 GIMAP7 GPR171 GZMA GZMK HLA-B HLA-F IKZF1 IKZF3 IL18RAP IL2RG IL32 IL7R INPP4B ITK JAML JUNB KLRB1 KLRG1 LAPTM5 LCK LCP1 LTB LTK MDFIC MYBL1 P2RX5 PAG1 PARP8 PBXIP1 PCED1B-AS1 PDCD4 PIK3IP1 PIP4K2A PRDM1 PRF1 PTGER2 PTGER4 PTPRC PTPRCAP RAC2 RASGRP1 RESF1 RHOH RORA RPL10 RPL10A RPL13 RPL13A RPL17 RPL18 RPL18A RPL19 RPL21 RPL23A RPL27 RPL27A RPL28 RPL30 RPL32 RPL34 RPL35A RPL37 RPL39 RPL41 RPLP1 RPLP2 RPS10 RPS12 RPS14 RPS15A RPS17 RPS18 RPS19 RPS2 RPS20 RPS25 RPS26 RPS27 RPS27A RPS29 RPS3 RPS3A RPS6KA3 RPSA RUNX2 RUNX3 S100A4 SARAF SATB1 SCML4 SEMA4D SESN1 SIRPG SLA SLAMF6 SLC38A1 SLC4A10 SLFN5 SPOCK2 STK17B STK4 SYNE2 TAGAP TC2N TCF7 THEMIS TMSB4X TNFAIP3 TNFAIP8 TOMM7 TRAC TRAT1 TRBC1 TRBC2 TRGC1 TSC22D3 TXNIP WIPF1 ZC3HAV1 ZFP36L2 ZNF90 AIZARANI_LIVER_C4_EPCAM_POS_BILE_DUCT_CELLS_1 https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/AIZARANI_LIVER_C4_EPCAM_POS_BILE_DUCT_CELLS_1 ABCC3 AFDN AGT AKR1C1 AKR1C2 ALCAM ALDH3A2 ALKAL2 AMBP AMOTL2 ANPEP ANXA13 ANXA4 ANXA5 APOB AQP1 ARRDC2 ATF3 ATP1A1 ATP1B1 BACE2 BAMBI BEX3 BICC1 C1orf198 C3 CA2 CALM2 CAMK2N1 CAV2 CCDC198 CCN1 CCN2 CD24 CD59 CDC42EP1 CDH1 CDH2 CDKN1C CHST4 CHST9 CITED4 CKB CLDN1 CLDN10 CLDN3 CLDN4 CLDN7 CLIC6 CLMN CLU COBL COL27A1 CPB2 CPD CPM CRYAB CRYZ CTDSPL CTSH CXADR CXCL6 CYP3A5 CYP3A7-CYP3A51P DCDC2 DEFB1 DHCR24 DSP DSTN EGR1 ELF3 EMP2 ENPP2 EPCAM ERBB3 ERICH5 ERRFI1 FAIM FAM171A1 FGFR2 FGFR3 FMO5 FXYD2 GC GDF15 GLIS3 GLUL GOLM1 GTF2I HABP2 HES1 HNMT HOMER2 HSD17B11 HSD17B2 HSP90AB1 IRF2BP2 ITGB5 ITGB8 ITIH2 KANK2 KCNJ16 KIAA1522 KIF12 KLF10 KRT18 KRT7 KRT8 LAD1 LAMC1 LAMP2 LGALS4 MAGI1 MAOA MARVELD3 MGLL MUC6 MYLK MYO10 MYRF NEDD4L NFIB NFIC NR2F2 OCLN PAH PALS2 PAQR5 PAWR PERP PHGDH PKHD1 PLPP2 PLXNB1 PMEPA1 PROSER2 PROX1 PRRG4 PTPRF PTPRK PWWP3B RAB3IP RAP1GAP RBPMS RHOB S100A14 SCARB2 SDC1 SDC4 SERPINA4 SERPINA5 SERPINA6 SFRP5 SH3YL1 SHANK2 SHROOM3 SLC12A2 SLC17A4 SLC37A4 SLC4A4 SLC5A1 SLPI SNRPN SOD3 SORBS2 SOX4 SOX6 SOX9 SPATS2L SPINT1 SPINT2 SPP1 SYNJ2 TACSTD2 TESC TM4SF4 TM7SF3 TMEM245 TMEM97 TMPRSS2 TNFRSF12A TOB2 TP53INP1 TRNP1 TST VCAN VEGFA VTN WEE1 WWTR1 ZBTB20 AIZARANI_LIVER_C5_NK_NKT_CELLS_3 https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/AIZARANI_LIVER_C5_NK_NKT_CELLS_3 ADGRE5 AKNA ALOX5AP AOAH AREG ARHGAP9 ARHGDIB ARPC5L BIN2 BTG1 BTN3A1 CBLB CCL3L3 CCL4 CCL4L2 CCL5 CCND2 CD160 CD2 CD247 CD3E CD53 CD69 CD7 CD96 CELF2 CMC1 CNOT6L CORO1A CST7 CTSW CXCR4 CXCR6 CYTIP DENND2D DUSP2 EOMES ETS1 FCER1G FCMR FYB1 FYN GFOD1 GNG2 GNLY GNPTAB GZMA GZMB GZMK HCST HLA-F IFITM1 IFNG IKZF1 IKZF3 IL2RB IL2RG IPCEF1 ITGAL ITGB2 KLRB1 KLRC1 KLRD1 KLRF1 KLRK1 LCP1 MAPK1 MCTP2 MYBL1 NCAM1 NCR1 NKG7 NR4A2 PARP8 PDE7A PFN1 PIK3IP1 PIK3R1 PIP4K2A PITPNC1 PLAAT4 PLEK PRDM1 PRF1 PRKACB PRKCH PTGER4 PTPN22 PTPN4 PTPRC PTPRCAP PVRIG PYHIN1 RAC2 RASA2 RASSF5 RNF125 RPS27 RUNX3 S1PR5 SASH3 SH2D1A SH2D1B SLA SLAMF6 SLAMF7 SLC38A1 SLFN5 SPON2 SRGN STK17A SYK SYTL3 TAGAP TIGIT TOX TRBC2 TRDC TRGC1 TSC22D3 TXK TYROBP WIPF1 XCL1 XCL2 ZFP36L2 AIZARANI_LIVER_C6_KUPFFER_CELLS_2 https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/AIZARANI_LIVER_C6_KUPFFER_CELLS_2 ACTB ADA2 ADAP2 AIF1 ALOX5 AP1B1 AP2A2 ARPC1B ARRB2 ASAH1 ATP2B1-AS1 ATP6AP1 ATP6V1B2 AXL BASP1 BCAT1 BLVRB C1QA C1QB C1QC C1orf162 C3AR1 C5AR1 CALHM6 CCDC88A CCL3L3 CCL4 CCL4L2 CCR1 CD14 CD163 CD4 CD5L CD83 CD84 CD86 CEBPB CFD CFP CLEC7A CLN8 CNPY3 CNTRL COLGALT1 COTL1 CPM CPVL CREG1 CSF1R CST3 CTSB CTSC CTSD CTSS CXCL12 CXCL16 CYBA CYBB CYFIP1 DAB2 EPB41L2 EPB41L3 EVI2B F13A1 FCER1G FCGBP FCGR2A FCGR3A FCGRT FCN1 FGD2 FGL2 FGR FILIP1L FMNL2 FOLR2 FRMD4A FRMD4B FTH1 FTL FYB1 GLUL GNAI2 GPNMB GPR34 GPX1 GRB2 GRINA GRK2 GRN HCK HCLS1 HK3 HLA-DMA HLA-DMB HLA-DPA1 HLA-DPB1 HLA-DQA1 HLA-DRA HLA-DRB1 HMOX1 IER3 IFI44L IFI6 IFIT3 IFNGR2 IGSF6 IL18 IL1B IRAK3 ITGAX ITGB2 ITSN1 KCTD12 KLF4 LAIR1 LAPTM5 LGALS9 LGMN LILRB1 LILRB2 LILRB3 LILRB4 LILRB5 LIMS1 LIPA LRRC25 LST1 LYN LYVE1 LYZ MACROH2A1 MAF MAFB MARCHF1 MARCKS MARCO MERTK MFSD1 MGAT1 MPEG1 MPP1 MRC1 MS4A4A MS4A6A MS4A7 MSR1 MTSS1 NAGK NCKAP1L NPC2 OAS1 OGFRL1 P2RY13 PDK4 PELATON PILRA PLD3 PLEK PLTP PLXDC2 POU2F2 PPT1 PSAP PTAFR PTEN PYCARD RAB31 RAP2B RASSF4 RBM47 RBPJ RGL1 RGS1 RGS2 RHOG RNASE1 RNASE6 RNASET2 RNF144B S100A11 SAMHD1 SAT1 SCAMP2 SCARNA9 SCIMP SDC3 SDCBP SECTM1 SGK1 SKAP2 SLA SLC11A1 SLC15A3 SLC1A3 SLC31A2 SLC40A1 SLC7A7 SLCO2B1 SNX10 SPI1 SRGAP1 SRGAP2B STX7 TBXAS1 TCIRG1 TGFBI THEMIS2 TKT TLR2 TMSB10 TNFAIP2 TNFRSF1B TNFSF13B TPP1 TTYH3 TYMP TYROBP UCP2 UNC93B1 VAMP8 VCAM1 VSIG4 VSIR WASF2 WSB1 ZEB2 ZFHX3 AIZARANI_LIVER_C7_EPCAM_POS_BILE_DUCT_CELLS_2 https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/AIZARANI_LIVER_C7_EPCAM_POS_BILE_DUCT_CELLS_2 ABCC3 ABLIM1 ACTG1 ACTN4 AFDN AGT AKR1C2 ALCAM ALDH3A2 ALKAL2 AMOTL2 ANKRD1 ANPEP ANXA13 ANXA2 ANXA3 ANXA4 ANXA5 AQP1 ARRDC2 ATF3 ATP1A1 ATP1B1 BACE2 BCL2L1 BEX3 BICC1 BIRC3 BMP2 C12orf75 C1orf198 C6orf132 CALM2 CAMK2N1 CAV2 CCDC198 CCN1 CCN2 CCND1 CD151 CD24 CD59 CDC42EP1 CDH1 CDKN1C CFTR CHST4 CHST9 CITED4 CKB CLDN1 CLDN10 CLDN3 CLDN4 CLDN7 CLIC6 CLMN COBL COL27A1 CPM CREB5 CRIM1 CRYAB CTBP2 CTDSPL CTNND2 CXADR CXCL6 CXCL8 CYP3A5 DCDC2 DDR1 DEFB1 DSG2 DSP DSTN EGR1 ELF3 EMP2 ENAH EPB41L1 EPCAM EPHA2 ERBB3 ERICH5 FAIM FAM110C FAM171A1 FGFR2 FGFR3 FOXA2 FSTL3 FXYD2 FZD1 GABRP GDF15 GLIS3 GOLM1 GSTP1 GTF2I HOMER2 ITGB1 ITGB5 ITGB8 KCNJ16 KIAA1522 KIF12 KIFC3 KLF5 KRT18 KRT19 KRT7 KRT8 LAD1 LAMA5 LAMC1 LAMC2 LAMP2 LGALS3BP LGALS4 LIF LLGL2 LRP10 MAFF MAGI1 MMP7 MUC6 MYADM MYO10 MYO1C MYRF NECTIN2 NEDD4L NFIB NFIC NIBAN2 NR2F2 NUAK2 OCLN ONECUT2 PARD6B PAWR PBX1 PERP PKHD1 PLEKHB1 PLXNB1 PLXNB2 PMEPA1 PPDPF PROM1 PTPRD PTPRF PTPRK PWWP3B RAB3IP RAP1GAP RASSF4 RBPMS RHBDF1 S100A14 S100A6 SCD5 SCGN SDC1 SDC4 SERPINA5 SFRP5 SH3YL1 SHANK2 SHROOM3 SLC12A2 SLC12A7 SLC17A4 SLC37A4 SLC4A4 SLC5A1 SLC6A19 SLPI SNHG14 SNRPN SOD3 SORBS2 SOX4 SOX9 SPATS2L SPINT1 SPINT2 SPP1 SPTBN1 SYNJ2 TACSTD2 TEAD1 TESC THSD4 TM4SF1 TM4SF4 TM7SF3 TMPRSS2 TNFRSF12A TNKS1BP1 TOB1 TOB2 TP53INP1 TPM1 TPM4 TPPP3 TRNP1 TTN VCAN VEGFA VEPH1 WEE1 WFDC2 WNK2 WWC1 WWTR1 ZBTB20 ZFHX4 AIZARANI_LIVER_C8_RESIDENT_B_CELLS_1 https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/AIZARANI_LIVER_C8_RESIDENT_B_CELLS_1 BLOC1S5-TXNDC5 CD27 CD79A CREB3L2 DERL3 ERLEC1 FCRL5 FKBP11 FKBP2 H1-10 HERPUD1 HSP90B1 ISG20 ITM2C JCHAIN LY9 MEI1 MYDGF MZB1 NUCB2 POU2AF1 PRDX4 PTK2B RAB30 SDC1 SEC11C SEL1L3 SLAMF7 SPAG4 SPCS2 SPCS3 SSR4 TENT5C TMEM258 XBP1 AIZARANI_LIVER_C9_LSECS_1 https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/AIZARANI_LIVER_C9_LSECS_1 ABCG1 ACKR3 ACTN1 ADAMTS4 ADAMTS9 ADGRF5 ADGRL2 ADGRL4 ADM AFF1 AFF4 AHCTF1 AKAP12 ANGPT2 ANGPTL4 ANKRD11 ANKS1A APOLD1 APP ARGLU1 ARHGAP26 ARHGAP29 ARHGEF7 ASAP1 BAIAP2 BHLHE40 BNIP3L BSDC1 BST2 BTNL9 C11orf96 C1QTNF1 C5AR2 CALU CAPZA2 CAVIN1 CAVIN2 CCDC50 CCL14 CCL15-CCL14 CD14 CD36 CD4 CD93 CDC37 CDC42BPB CDH13 CDH5 CEMIP2 CEP170 CHD7 CLEC14A CLEC1B CLEC4G CLEC4M CNN3 CNTNAP3B COL4A1 COL4A2 COL6A2 CRHBP CRIM1 CTSD CTSL CUL4B CXCL16 DAAM1 DDX21 DENND4C DLC1 DNASE1L3 DOCK9 DUSP5 DUSP6 DYNC2I1 ECE1 ECM1 EDN1 EFNB2 EGFL7 EHD3 EIF4G3 EMP1 ENG EPAS1 EPB41L2 EPOR ERG ESAM EXOC3L2 F2R F8 FAM107A FAM43A FCGRT FCHSD2 FCN2 FCN3 FGF23 FGFR1 FHL1 FILIP1 FKBP1A FLNB FLT1 FLT4 FOSL2 FRMD8 FSCN1 FXYD6 FZD4 GALNT1 GALNT15 GARRE1 GATA4 GBP4 GNG11 GOLGB1 GRB10 HERC1 HES1 HIC1 HIF1A HIPK2 HPCAL1 HSP90B1 HYAL2 IFI27 IFI44L IFITM10 IGFBP7 IL1R1 IL1RL1 IL33 IL4R IL6ST INSR ITGA5 ITGA9 ITPRIP JMJD1C JUND KCTD20 KDM6B KDR KLF7 LDB2 LGMN LIFR LIMA1 LIMCH1 LUZP1 LYVE1 MACF1 MAF MAP1B MAP3K6 MAP7D3 MARCKS MARCKSL1 MCAM MCF2L ME2 MEF2C MEG3 MID1 MMRN1 MRC1 MRO MS4A6A MYADM MYCT1 MYH10 MYO10 MYO6 NASP NCOA7 NID1 NISCH NOS3 NOSTRIN NOTCH4 NOVA2 NPDC1 NPR1 NR2F1 NR2F2 NR5A2 NRP1 NRP2 NTN4 NUAK1 OIT3 OSMR PARP14 PCDH17 PCGF2 PDE2A PDGFB PDLIM1 PEA15 PELI1 PHACTR2 PHC2 PHF10 PIEZO2 PLEKHG1 PLK2 PLPP3 PLTP PLXNA2 PPFIBP1 PPP1R15A PRCP PREX2 PRICKLE2 PRKAR1A PRKD3 PRSS23 PTPN1 PTPRB PXDN PXN RAPGEF5 RASAL2 RASIP1 RBMS1 RDX RELN RHOJ ROBO4 RPGR RRBP1 S100A16 S1PR1 SASH1 SDCBP SEC14L1 SEMA6A SERPINH1 SGK1 SHANK3 SLC25A37 SLC27A3 SLC2A3 SLC7A8 SMAD6 SMTN SNRK SNX5 SOCS3 SOGA1 SOX7 SPARC SPRY1 SPRY4 SREK1 SRPX ST6GALNAC3 STAB1 STAB2 STC1 TACC1 TAL1 TANC1 TCF4 TCF7L1 TCF7L2 TCIM TFPI TFPI2 TGFBR3 TGM2 TIE1 TIMP1 TIMP2 TIMP3 TINAGL1 TM4SF1 TMEM44 TMOD3 TNFRSF10B TOP1 TOX2 TP53I11 TPM4 TRIOBP TSPAN18 TSPAN7 TUBB6 UACA UGCG UPP1 USP13 VASH1 WARS1 WSB1 WWTR1 YBX3 YES1 ZEB1 ZNF160 ZNF451 ZNF462 BUSSLINGER_DUODENAL_BCHE_CELLS https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/BUSSLINGER_DUODENAL_BCHE_CELLS ADGRG4 AKR1C3 BEST4 CA7 CD24 CDH17 CFTR CPA2 CST3 CTSE FAM13A FKBP1A GMNN GSN GSTP1 GUCA2A GUCA2B HEPACAM2 ID1 KRT20 KRT72 LGALS3 LGALS4 LPCAT4 LYZ MT1E MT1F MT1G MT1H MT1X MT2A NAPSB NOTCH2NLA PLAC8 PROX1 RBM47 RBPJ S100A6 SPIB SRI TMEM219 TMSB10 TSPAN8 BUSSLINGER_DUODENAL_DIFFERENTIATING_STEM_CELLS https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/BUSSLINGER_DUODENAL_DIFFERENTIATING_STEM_CELLS ACTG1 ADD3 ADH1C AGR2 AHCY ALDH1A1 ALDH2 ANP32B ANXA2 APEX1 APP AQP1 ARL6IP1 ASPM ATP5F1A ATP5F1B ATP5IF1 ATP5MC1 ATP5MC2 ATP5MC3 ATP5MF ATP5PB ATP5PD ATP5PO BANF1 BHLHE40 BTF3 C1QBP C9orf152 CALM2 CANX CBX3 CCL25 CCND2 CCT2 CCT5 CCT6A CD9 CDC42EP5 CDCA7 CENPF CHCHD2 CKS2 CLDN3 CLIC1 CLU COX4I1 COX5A COX5B COX6A1 COX6C COX7A2 COX7B COX7C COX8A CPS1 CS CYC1 CYCS DBI DDAH1 DDX21 DEK DHFR DMBT1 DUT ECH1 EEF1A1 EEF1B2 EEF1G EEF2 EGR1 EI24 EIF1AX EIF2S3 EIF3A EIF3E EIF3K EIF3L EIF4B EIF5B ELAPOR1 EMP2 ENO1 EPCAM EPHB2 ESD FAM120A FAU FBL GAPDH GAS5 GOLM1 GPX2 GSTP1 H2AZ1 H4C3 HADH HINT1 HMGA1 HMGB1 HMGB2 HMGCS2 HMGN1 HNRNPA1 HNRNPA2B1 HNRNPAB HNRNPC HNRNPD HNRNPK HNRNPM HNRNPR HNRNPU HSP90AA1 HSP90AB1 HSP90B1 HSPA8 HSPD1 HSPE1 IDH2 ILF3 IMPDH2 KCNE3 KLF5 KPNB1 KRT18 KRT19 KRT8 LAD1 LBR LGALS4 LRPPRC LSM4 MACROH2A1 MAOA MARCKS MCM7 MDH2 MGST1 MKI67 MLEC MT1E MT1F MT1G MT1X MT2A MTHFD1 NASP NCL NDUFA4 NDUFAB1 NDUFB9 NDUFS5 NFIB NONO NOP56 NOP58 NPM1 NRARP NUCKS1 OLFM4 ONECUT2 PABPC1 PAICS PCLAF PCNA PDLIM1 PFN1 PHB2 PIGR PKM PLP2 PPIA PPIF PPP1R1B PRDX3 PRKDC PTGES3 PTMA RACK1 RAN RBM3 RCC2 REG1A RPL10 RPL10A RPL11 RPL12 RPL13 RPL13A RPL14 RPL15 RPL17 RPL18 RPL18A RPL19 RPL22 RPL23 RPL24 RPL26 RPL27 RPL27A RPL28 RPL29 RPL3 RPL30 RPL31 RPL32 RPL34 RPL35 RPL35A RPL36 RPL37 RPL37A RPL38 RPL39 RPL4 RPL41 RPL5 RPL6 RPL7 RPL7A RPL8 RPL9 RPLP0 RPLP1 RPLP2 RPS11 RPS12 RPS13 RPS14 RPS15 RPS15A RPS16 RPS18 RPS19 RPS2 RPS20 RPS23 RPS24 RPS25 RPS27 RPS27A RPS28 RPS29 RPS3 RPS3A RPS4X RPS5 RPS6 RPS7 RPS8 RPS9 RRM2 SERBP1 SERF2 SET SF3B5 SFPQ SLC12A2 SLC25A3 SLC25A5 SLIRP SMC4 SNHG16 SNHG29 SNHG5 SNHG6 SNHG8 SNRPB SNRPE SNRPF SOD1 SOX4 SPINK1 SRP9 SRSF1 SRSF2 SRSF3 STMN1 SUCLG1 TFRC TKT TM9SF3 TMA7 TMPO TMSB10 TOMM40 TOP2A TRIM28 TSPAN8 TUBA1B TUBB TUFM TXN UQCRFS1 UQCRQ VDAC1 VDR XRCC5 YBX1 YWHAB YWHAQ YWHAZ ZFAS1 BUSSLINGER_DUODENAL_EARLY_IMMATURE_ENTEROCYTES https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/BUSSLINGER_DUODENAL_EARLY_IMMATURE_ENTEROCYTES AADAC ADA ADH1C AKR1A1 AKR1B10 AKR1C3 ALDH1A1 ANPEP ANXA4 ATP1A1 ATP1B1 ATP5F1A ATP5F1B ATP5F1C ATP5MC3 ATP5PF ATP5PO BDH2 CA2 CALM1 CALM2 CAT CBR1 CES2 CHCHD10 CHP2 CMBL COX4I1 COX5A COX5B COX6A1 COX6C COX7A2 COX7B COX7C COX8A CPS1 CRYL1 CYB5A CYC1 DDC DHRS11 DMBT1 EEF1G FABP1 FABP2 FBP1 FTH1 FTL GATM GBA3 GHITM GSTA1 GSTA2 HADHA HEBP1 HMGCS2 HSD17B2 IDH1 KLF5 KRT19 KRT20 KRT8 LGALS3 LGALS4 LIMA1 MAOA MGST3 MME MTTP NDRG1 OAT PBLD PCK2 PEBP1 PIGR PNP PRDX1 PSME2 PTGR1 PYCARD RAC1 RBP2 REEP6 RPL22 RPL23 RPL26 RPL27A RPL6 RPL8 RPS15A RPS29 RPS7 RPS8 RPS9 SAT1 SI SLC25A5 SLC26A3 SLC2A2 SLC4A4 SLC4A7 SLC5A1 SMIM24 SNHG29 SUCLG1 TKFC TSPAN8 TXN UGT2B17 UQCRC2 UQCRQ VDAC1 BUSSLINGER_DUODENAL_EC_CELLS https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/BUSSLINGER_DUODENAL_EC_CELLS ADGRG4 ADH4 CADPS CDHR3 CES1 CHGA CHGB CRYBA2 DDC FEV GC ID1 IGFBP3 KCTD12 LCN15 MAP1B MS4A8 NEUROD1 PCSK1 PCSK1N PCSK2 RAB3C REG4 RGS2 SCG2 SCGN SCT SPINK1 TFF3 TIMP1 TTR BUSSLINGER_DUODENAL_GOBLET_CELLS https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/BUSSLINGER_DUODENAL_GOBLET_CELLS AGR2 BCAS1 CLCA1 CREB3L1 EGR1 FCGBP HPCAL1 ITLN1 LINC00261 LYZ MUC2 REG4 RNASE1 SPINK4 ST6GALNAC1 TFF3 BUSSLINGER_DUODENAL_IMMUNE_CELLS https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/BUSSLINGER_DUODENAL_IMMUNE_CELLS AAK1 ABCB1 ABHD14A ABHD17A ABI3 ABRACL ACAP1 ACTB ACTG1 ACTR2 ACTR3 ADAM8 ADAR ADCY7 ADD1 ADGRE5 AIP AKAP13 AKNA ALOX5AP ANAPC16 ANKRD12 ANKRD13D ANKRD44 ANXA1 ANXA6 AOAH APBA2 APBB1 APBB1IP APOBEC3C APOBEC3G APOBR ARAP2 ARF6 ARGLU1 ARHGAP25 ARHGAP30 ARHGAP4 ARHGAP45 ARHGAP9 ARHGDIA ARHGDIB ARHGEF1 ARHGEF3 ARHGEF6 ARID1A ARID2 ARL2BP ARL4C ARL6IP5 ARPC1B ARPC2 ARPC3 ARPC4 ARPC5 ARRB2 ASB2 ASXL2 ATF7IP ATM ATP2A3 ATP2B4 ATP5MC2 ATP6AP2 ATP6V0E1 ATP6V1E1 ATP8A1 ATXN2L AUTS2 B2M BBLN BCL11B BCL2 BCLAF1 BIN1 BIN2 BPTF BRD2 BRK1 BTF3 BTG1 BTN3A1 BUB3 BZW1 C12orf57 C19orf53 C21orf91 C9orf78 CALHM2 CALM1 CAP1 CAPG CAPZA1 CAPZB CARD11 CARD8 CBFB CCDC69 CCL4 CCL5 CCND2 CCND3 CCNI CCNL1 CCR5 CCR6 CCR9 CCT2 CCT4 CD101 CD160 CD2 CD244 CD247 CD300A CD37 CD3D CD3E CD3G CD4 CD44 CD47 CD48 CD5 CD52 CD53 CD6 CD69 CD7 CD81 CD84 CD8A CD8B CD9 CD96 CDC42 CDC42EP3 CDC42SE1 CDC42SE2 CDK6 CDV3 CELF1 CELF2 CEP85L CFL1 CHD2 CHD3 CHD4 CHST11 CHST12 CHSY1 CHURC1 CIB1 CISH CITED2 CKLF CLDND1 CLEC2B CLEC2D CLIC1 CLK1 CMTM3 CMTM6 CMTM7 CNN2 CNOT6L CNPY3 CNTRL COMMD6 CORO1A COTL1 CPA3 CREBBP CREM CRIP1 CRLF3 CSRNP1 CST7 CSTB CTBP1 CTDNEP1 CTSC CTSW CXCR3 CXCR4 CYB561D2 CYBA CYFIP2 CYLD CYRIB CYTH4 CYTIP DAD1 DAXX DAZAP2 DCP2 DDIT4 DDX17 DDX21 DDX24 DDX3Y DDX5 DDX6 DEF6 DEK DENND1C DENND2D DHRS7 DIAPH1 DNAJA1 DNAJB1 DNAJC8 DNMT1 DOCK10 DOCK11 DOCK2 DOCK8 DRAP1 DUSP1 DUSP2 EEF1A1 EEF1D EEF1G EEIG1 EID1 EIF1 EIF3F EIF3G EIF4A2 EIF4B EIF4E3 EIF4G2 EIF4H ELF1 ELK4 ELOVL5 EMB EMP3 ENSA ENTPD1 EPS15 ESYT1 ESYT2 ETS1 EVI2A EVI2B EVL FAM78A FAM89B FAU FBXW7 FCER1G FCMR FDFT1 FERMT3 FKBP11 FKBP1A FLNA FLOT2 FLT3LG FMNL1 FNBP1 FOS FOSB FOXO1 FURIN FUS FXYD5 FYB1 FYN GABARAP GATA3 GATAD2B GIMAP1 GIMAP2 GIMAP4 GIMAP6 GIMAP7 GIT2 GLCCI1 GLIPR1 GLIPR2 GMFG GNAI2 GNAI3 GNAS GNB1 GNG2 GNLY GNPTAB GPR171 GPR82 GPSM3 GRAMD1A GRK2 GRK6 GSE1 GVINP1 GYG1 GYPC GZMA GZMB GZMM H1-10 H3-3B HCLS1 HCP5 HCST HECA HEG1 HELZ HERC1 HIC1 HIPK1 HLA-A HLA-B HLA-C HLA-DPA1 HLA-DPB1 HLA-E HLA-F HMGN1 HMGN4 HMOX2 HNRNPA2B1 HNRNPC HNRNPD HNRNPDL HNRNPH1 HNRNPK HOPX HP1BP3 HSP90AA1 HSPA8 ICAM3 ID2 IDI1 IDS IFI16 IFITM1 IFITM2 IKZF1 IKZF3 IL10RA IL16 IL18RAP IL2RB IL2RG IL32 IL7R INPP4A INPP5D INSIG1 IQGAP1 IRF1 ITGA1 ITGA4 ITGAE ITGAL ITGB2 ITGB7 ITK ITM2A ITM2B ITM2C ITSN2 JADE1 JADE2 JAK1 JAK3 JAML JUN JUNB JUND KAT6A KCNAB2 KDM2A KIF21B KIT KLC1 KLF12 KLF13 KLF6 KLRB1 KLRD1 KMT2A KMT2E KPNB1 LAIR1 LAPTM5 LAT LBH LBHD1 LCK LCP1 LCP2 LDHB LDLR LDLRAD4 LEPROTL1 LGALS1 LIMD2 LIMS1 LINC00674 LINC02591 LITAF LPIN1 LPXN LRRFIP1 LSM2 LSP1 LSS LTB LY6E MACF1 MAP2K1 MAP4K1 MAPK1 MAPK1IP1L MAPRE2 MATR3 MBD2 MBNL1 MBNL3 MBP MCL1 MDFIC MDM4 MEA1 MECP2 METTL9 MIAT MIR23AHG MKNK1 MLLT6 MOB3A MORF4L1 MS4A2 MSH3 MSN MYADM MYBL1 MYCBP2 MYH9 MYL12A MYL12B MYL6 MYO1F MYO1G MYO5A MYO9B NAP1L1 NBEAL2 NCKAP1L NCL NEDD9 NENF NFATC2 NFATC3 NFKBIA NHERF1 NIN NKG7 NKTR NLRC3 NLRC5 NMUR1 NOP53 NPM1 NR3C1 NR4A2 NUCB2 NUCKS1 NUP210 NXF1 OAZ1 OGA OGT OSBPL8 OST4 OSTF1 OSTM1 OXNAD1 PAG1 PAIP2 PARP8 PARVG PAXX PBXIP1 PCBP1 PCED1B PCM1 PCNX1 PDCD4 PDE4D PDE7A PELO PFDN5 PFN1 PGC PGK1 PHF1 PHF20 PHTF2 PIK3CD PIK3IP1 PIM1 PIP4K2A PITPNC1 PKM PKN1 PLAAT4 PLCB2 PLEK PLEKHA2 PLEKHF1 PLEKHO1 PLP2 PLXDC1 PNRC1 POLR2K POLR3GL POU2F2 PPIA PPIG PPM1K PPP1CA PPP1R12A PPP1R15A PPP1R16B PPP1R18 PPP2R5C PPP3CA PPP6R1 PPT1 PRDM2 PREX1 PRF1 PRKACB PRKAR1A PRKCB PRKCH PRKCQ PRKDC PRPF38B PRRC2B PRRC2C PSD4 PSIP1 PSMA5 PSMB10 PSMB4 PSMB8-AS1 PSMB9 PSME1 PSTPIP1 PTBP3 PTGDS PTGER2 PTGER4 PTK2B PTMA PTP4A2 PTPN2 PTPN22 PTPN4 PTPN6 PTPN7 PTPRC PTPRCAP PVRIG QRICH1 RAB27A RAB3GAP2 RAB8B RAC2 RACK1 RALGDS RAP1A RAP1B RAPGEF1 RAPGEF6 RASAL3 RASGRP1 RASSF5 RBL2 RBM26 RBM3 RBM39 RBMS1 RBX1 RESF1 REST RFLNB RGS1 RGS10 RGS14 RGS19 RGS2 RHOA RHOG RHOH RIN3 RNASEH2B RNASET2 RNF139 RNF149 RNF166 RNF167 RNF4 RNF44 ROCK1 RORA RPL10 RPL10A RPL11 RPL12 RPL13 RPL13AP3 RPL14 RPL15 RPL17 RPL18 RPL18A RPL19 RPL22 RPL23 RPL23A RPL24 RPL26 RPL27 RPL27A RPL28 RPL29 RPL3 RPL30 RPL31 RPL32 RPL34 RPL35 RPL35A RPL36 RPL37 RPL37A RPL38 RPL39 RPL4 RPL41 RPL5 RPL6 RPL7 RPL9 RPLP0 RPLP1 RPLP2 RPS10 RPS11 RPS12 RPS13 RPS14 RPS15 RPS15A RPS16 RPS18 RPS19 RPS2 RPS20 RPS21 RPS23 RPS25 RPS27 RPS27A RPS28 RPS29 RPS3 RPS3A RPS4X RPS4Y1 RPS5 RPS6 RPS6KA3 RPS7 RPS9 RSU1 RUNX3 S100A4 SACS SAMD9 SAMD9L SAMSN1 SAP18 SAR1A SARAF SASH3 SBNO1 SCAMP3 SCML4 SEC62 SELENOH SELENOT SELPLG SEMA4D SEPTIN1 SEPTIN6 SEPTIN7 SEPTIN9 SERF2 SERINC1 SERP1 SET SETX SF1 SF3B4 SFMBT2 SFPQ SH2B3 SH2D2A SH2D3C SH3BGRL SH3BGRL3 SH3BP1 SH3KBP1 SHFL SHISA5 SIGIRR SIPA1 SIRPG SIRT2 SIT1 SKAP1 SKAP2 SKP1 SLA SLA2 SLAMF7 SLC12A6 SLC16A7 SLC2A3 SLC38A1 SLC38A2 SLC44A2 SLC66A3 SLC7A5P2 SLC7A6 SLFN5 SMAP2 SMARCA2 SMDT1 SMURF2 SNHG1 SNRNP200 SNRNP70 SNRPB SNRPB2 SNTB2 SNX17 SON SP110 SPCS3 SPN SPOCK2 SPRY1 SRGN SRPRA SRSF2 SRSF3 SRSF5 SRSF7 SSBP4 SSH1 SSR2 ST3GAL1 ST3GAL5 STAT3 STAT4 STK10 STK17A STK17B STK4 STN1 STOM STX16 SUB1 SUMO2 SUN2 SUSD3 SYNE1 SYNE2 SYNRG SYTL3 TAB2 TACC1 TAF7 TAGAP TAOK1 TAPBP TARP TBC1D10C TBC1D2B TBCB TBCC TCF7 TCIRG1 TERF2IP TES TGFBR1 TGFBR2 TGOLN2 THEMIS TIGIT TLE5 TLN1 TMA7 TMC6 TMC8 TMEM123 TMEM245 TMEM50A TMIGD2 TMSB10 TMSB4X TNF TNFAIP3 TNFRSF18 TNFSF12 TNK2 TNRC6B TNRC6C TOMM7 TOP2B TOR1AIP1 TPM3 TPM4 TPP1 TPSB2 TPT1 TRA2B TRADD TRAF3IP3 TRAM1 TRAPPC1 TRAT1 TRG-AS1 TRIB2 TRIM22 TRIP12 TRIR TRMT112 TSC22D3 TSC22D4 TSEN54 TSPAN14 TSPYL2 TTC1 TTC39C TUBA1A TUBB TXLNGY TXNIP TYK2 TYROBP UBA52 UBAC2 UBASH3B UBB UBC UBE2D2 UBE2D3 UBE2I UBL5 UCP2 UGP2 UHMK1 UNC13D USP20 USP47 UTRN VAMP2 VAV1 VEGFB VIM WAC WAS WDR1 WDR26 WDR82 WIPF1 WNK1 WTAP XCL1 XPO6 XRCC6 YBX1 YME1L1 YPEL5 YWHAB YWHAZ ZAP70 ZBTB4 ZC3HAV1 ZFP36 ZFP36L1 ZFP36L2 ZNF207 ZNF217 ZNF292 ZNF609 ZNF652 ZNF655 ZYX BUSSLINGER_DUODENAL_I_CELLS https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/BUSSLINGER_DUODENAL_I_CELLS ABCB10 BRD2 CCK CPE ELL2 GC KCNK17 KCTD12 MLN NKX2-2 PCSK1N PDK3 RAP1GAP2 RASD1 SCG2 SCG5 BUSSLINGER_DUODENAL_K_CELLS https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/BUSSLINGER_DUODENAL_K_CELLS BCL9L CACNA1A CHGA DEPP1 GIP GOLGA7 HAP1 HERC2P7 KCTD12 ORC5 PLPP5 PRRG4 SCG2 SCG5 SCGN SLC29A4 SOCS3 STX1A TMCO3 ZMIZ2 BUSSLINGER_DUODENAL_LATE_IMMATURE_ENTEROCYTES https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/BUSSLINGER_DUODENAL_LATE_IMMATURE_ENTEROCYTES AADAC ABCA5 ABCG2 ABCG5 ABHD6 ACAA1 ACAA2 ACADM ACADVL ACAT1 ACE ACE2 ACOX1 ACSL5 ADA ADIRF AKR1B10 AKR7A3 AKR7L ALDH1A1 ALDOB AMN ANPEP ANXA13 ANXA4 APLP2 APOB ATP1A1 ATP1B1 ATP1B3 BDH2 BTNL3 BTNL8 C17orf78 C3orf85 CA2 CALM1 CAMK2N1 CBR1 CD74 CDH17 CDHR5 CES2 CHP2 CIDEB CLDN15 CLIC5 CMBL CNDP2 CREB3L3 CRYL1 CYB5A CYBRD1 CYP1A1 CYP2C18 CYP2C9 CYP2J2 CYP3A4 CYP3A5 CYSTM1 DGAT1 DHRS11 DHRS7 DNASE1 EPHX2 FABP1 FABP2 FAM3C FBP1 FTH1 FTL GALM GATM GBA3 GDA GK GLRX GNA11 GNG12 GPD1 HACL1 HADHA HADHB HEBP1 HLA-DRA HLA-DRB1 HMGCS2 HNF4G HSD17B11 HSD17B2 IQGAP2 ITM2B KRT20 LCT LDHA LGALS4 LIPA LPCAT3 MAF MALL MAOA MEP1A MEP1B MGAM MGST3 MISP MME MS4A10 MS4A8 MTTP MUC13 MYO1A NCOA4 NHERF4 OAT P4HB PBLD PCK1 PCK2 PDK4 PEBP1 PEPD PGRMC2 PIGR PLIN2 PLS1 PNP PTGR1 RAB17 RBM47 RBP2 REEP3 REEP6 RNF186 RTN4 S100A14 S100G SAR1B SAT1 SAT2 SI SLC10A2 SLC13A2 SLC15A1 SLC1A1 SLC25A37 SLC25A5 SLC26A3 SLC2A2 SLC2A5 SLC37A4 SLC39A5 SLC4A4 SLC4A7 SLC5A1 SLC5A9 SLC6A19 SLC7A9 SMIM24 SMPD3 SULT1A1 SULT2A1 TDP2 TKFC TM4SF20 TM4SF4 TM4SF5 TM6SF2 TMBIM6 TMEM45B TMPRSS15 UGT2A3 UGT2B17 UGT2B7 VNN1 XDH XPNPEP2 BUSSLINGER_DUODENAL_MATURE_ENTEROCYTES https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/BUSSLINGER_DUODENAL_MATURE_ENTEROCYTES AAK1 AATK ABCC2 ABCC3 ABCG2 ABCG5 ABHD3 ACAA1 ACADVL ACE ACE2 ACHE ACOX1 ACSL5 ACTN4 ACY3 ADA ADH4 ADIRF AFDN AGPAT2 AHNAK ALDOB ALPI AMN ANGPTL4 ANK3 ANKRD9 ANPEP AOC1 APOA1 APOA4 APOB APOC3 AQP10 ARHGAP27 ARHGEF16 ARL14 ATG4B ATP2B1 ATP8B2 BAIAP2L2 BMP1 C11orf86 C1QTNF12 C2orf88 C3orf85 C8G CAMK2N1 CARD10 CD151 CD36 CD74 CDHR2 CDHR5 CDKN1A CEACAM6 CES2 CGN CIDEB CIDEC COL17A1 CREB3L3 CRYBG2 CSNK1D CTSD CTSE CYP1A1 CYP2B7P CYP2C18 CYP2C9 CYP2S1 CYP3A4 CYP3A5 CYP4F12 CYP4F2 DGAT1 DGAT2 DGKA DNASE1 ECHDC2 ENPEP ENPP3 ENPP7 EPS8L2 EPS8L3 EZR FABP2 FBLIM1 FBP1 FBXW5 FLNB FLVCR1 GABRE GADD45B GALE GALNT6 GLTPD2 GPA33 GPAT3 GPCPD1 GPX4 GSDMB GSDME H1-2 HAPLN4 HERC4 HHLA2 HKDC1 HLA-DRA HLA-DRB1 HOOK2 HSPB1 IFI27 IGFBP4 IGSF9 IL32 IL6R INF2 INPP5J ITGB4 ITSN1 KLF4 KLF6 LAMA3 LAMB3 LCT LINC01133 LMO7 LPIN2 LRP1 MAF MALL MAPK3 MDK MEP1B MFSD2A MGAM MGLL MIA2 MICAL1 MICALL2 MIGA2 MISP MME MPP1 MS4A10 MS4A8 MTMR11 MTTP MUC13 MUC17 MXD1 MYH14 MYO1A MYO7B NHERF4 NPC1L1 NPNT NR0B2 OGDH P4HB PAQR7 PAXBP1 PCK1 PCK2 PEPD PFKP PHGR1 PLAAT2 PLEC PLIN2 PLS1 PLXNB2 PNPLA2 POLD4 POR PP7080 PRAP1 PRODH PTPRF PTPRH RAB17 RAPGEFL1 REEP6 RHOC RIOK3 RMDN3 RND3 S100A14 S100A6 S100G SAT2 SCARB1 SCNN1A SECTM1 SELENOP SEMA3B SEMA6C SERPINA1 SGK1 SLC12A7 SLC13A2 SLC15A1 SLC17A4 SLC19A1 SLC22A18 SLC25A37 SLC26A3 SLC27A4 SLC28A1 SLC28A2 SLC2A5 SLC36A1 SLC39A4 SLC3A2 SLC40A1 SLC46A1 SLC4A7 SLC5A1 SLC5A9 SLC6A19 SLC6A20 SLC6A8 SLC9A1 SMIM24 SMPD3 SPATS2L SPINT1 SREBF1 SSUH2 SSX2IP STAT6 SULT1A2 TBX3 TENT5A TIMP2 TJAP1 TLCD2 TM4SF20 TM4SF4 TM4SF5 TM6SF2 TMC5 TMEM253 TMPRSS15 TNFRSF1A TREH TRIM15 TRIP10 TRPV6 UACA UGT2B7 VEGFA VILL XPNPEP2 YPEL3 ZBTB7B ZSWIM8 BUSSLINGER_DUODENAL_MX_CELLS https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/BUSSLINGER_DUODENAL_MX_CELLS ACSL1 ARX CPE DEPP1 FGFR1 GHRL KCTD12 MLN PCLO PCSK1N SCGN SLC26A7 VAMP2 BUSSLINGER_DUODENAL_PANETH_CELLS https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/BUSSLINGER_DUODENAL_PANETH_CELLS CLCA1 DEFA5 DEFA6 FCGBP GUCA2A ITLN1 ITLN2 LCN2 LYZ MUC2 PLA2G2A PRSS1 REG3A SPINK4 TFF3 BUSSLINGER_DUODENAL_STEM_CELLS https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/BUSSLINGER_DUODENAL_STEM_CELLS ACTG1 ACTN1 ADD3 ADH1C ADRA2A AGR2 AHCY ANP32B APEX1 APP AQP1 ARF4 ARID5B ASCL2 ATF3 ATP5MC2 ATP5MC3 ATRX BANF1 BCL11A BCLAF1 BEX3 BMP4 BTF3 BTG2 C9orf152 CA9 CANX CBX3 CCL25 CCND1 CCND2 CCT6A CD44 CD46 CD9 CDC42EP5 CDCA7 CDK6 CDKN1B CEL CEMIP2 CERS6 CES1 CFTR CHCHD2 CHDH CLDN3 CLDN4 CLU CNBP COQ8A COX7C CPS1 CRLS1 CRYZL2P DACH1 DARS1 DDAH1 DDX21 DKC1 DMBT1 DSG2 DSP DSTN DUT EDN1 EEF1A1 EEF1B2 EEF1G EEF2 EGR1 EIF1AX EIF2S3 EIF3A EIF3E EIF3H EIF3L EIF4A2 EIF4B EIF4G2 EIF5B ELAPOR1 EML4 EMP2 ENC1 EPCAM EPHB2 ERGIC3 ESRP1 ETS2 FAM120A FBL FCGRT FERMT1 FOS FOSB GAS5 GCNT1 GDF15 GNL3 GOLM1 GPR160 GPX2 GSTP1 HBEGF HDAC2 HES1 HMGA1 HMGB1 HMGCS2 HMGN1 HNRNPA1 HNRNPA2B1 HNRNPC HNRNPD HNRNPDL HNRNPK HNRNPM HNRNPU HSP90AA1 HSP90AB1 HSPA8 HSPD1 HSPE1 IER2 IER3 IMPDH2 IPO7 IRF2BP2 ITGA6 IVNS1ABP JUN KHDRBS1 KLF5 KRT8 LAMB1 LRIG1 LRPPRC LYZ MARCKS MARCKSL1 MATR3 MCM7 MECOM MLEC MLXIP MT1G MYB MYO10 NCL NCOA7 NECTIN3 NFIA NFIB NONO NOP56 NOP58 NPM1 NR4A1 NRARP NSA2 NUCKS1 OLA1 OLFM4 ONECUT2 PABPC1 PAPOLA PDLIM1 PIK3R1 PKDCC PPIA PPP1R1B PRKDC PTGES3 PTMA RACK1 RAD21 RAN RCC2 RCN1 REG1A REG3A REPIN1 RGMB RHOBTB3 RNF43 RPL10 RPL10A RPL11 RPL12 RPL13 RPL13A RPL14 RPL15 RPL18 RPL18A RPL22 RPL22L1 RPL23 RPL24 RPL26 RPL27 RPL27A RPL3 RPL30 RPL31 RPL32 RPL34 RPL35 RPL35A RPL36 RPL37 RPL37A RPL38 RPL39 RPL4 RPL41 RPL5 RPL6 RPL7 RPL7A RPL8 RPL9 RPLP1 RPS11 RPS12 RPS13 RPS14 RPS15 RPS15A RPS16 RPS18 RPS19 RPS2 RPS20 RPS23 RPS24 RPS25 RPS27 RPS27A RPS28 RPS29 RPS3 RPS3A RPS4X RPS5 RPS6 RPS7 RPS8 RPS9 SCARNA9 SELENOW SERBP1 SERP1 SESN1 SET SFPQ SH3BGRL2 SH3BP4 SH3D19 SLC12A2 SLC38A2 SMARCC1 SMOC2 SNHG29 SNHG5 SNHG6 SNHG8 SNRPB SNRPE SNX5 SOX4 SOX9 SPINK1 SPINT2 SRP9 SRSF6 SYNCRIP SYNE2 TCF12 TKT TM4SF1 TM9SF3 TMEM123 TMEM230 TOMM7 TOP2B TPD52 TPT1 TRIM24 TRIM28 TSC22D1 TSPAN8 TTC3 TXN TXNIP U2AF1 UBXN4 VDR XIST XRCC5 YBX1 YWHAE YWHAQ YWHAZ ZBTB38 ZFAS1 ZFP36L1 ZFP36L2 ZNF503 BUSSLINGER_DUODENAL_TRANSIT_AMPLIFYING_CELLS https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/BUSSLINGER_DUODENAL_TRANSIT_AMPLIFYING_CELLS ACTG1 ADD3 ADH1C AGR2 AKR1C3 ALDH1A1 ALDOA ANP32B ARL6IP1 ATP5F1A ATP5F1B ATP5F1C ATP5IF1 ATP5MC1 ATP5MC2 ATP5MC3 ATP5ME ATP5MF ATP5MG ATP5MJ ATP5PB ATP5PD ATP5PO CANX CCL25 CDC42EP5 CENPF CHCHD10 CHCHD2 CHP2 CLIC1 COX4I1 COX5A COX5B COX6A1 COX6B1 COX6C COX7A2 COX7B COX7C COX8A CPS1 CYC1 CYCS DBI DDAH1 DMBT1 ECH1 EEF1A1 EEF1B2 EEF1G EEF2 EI24 EIF3K EIF3L ENO1 EPCAM ESD FAU FBL GAPDH GOLM1 GSTP1 H2AZ1 H4C3 HINT1 HMGA1 HMGB1 HMGB2 HNRNPA1 HNRNPA2B1 HNRNPC HSP90AB1 HSP90B1 HSPD1 HSPE1 IDH2 IER2 KLF5 KRT18 KRT19 KRT8 LGALS4 MAOA MARCKS MGST1 MKI67 MLEC MT1G MT2A NCL NDUFA1 NDUFAB1 NDUFB9 NDUFS5 NPM1 NUCKS1 PFN1 PHB1 PHB2 PIGR PPIA PPP1R1B PRDX1 PSMA5 PSME2 PTGES3 PTMA RACK1 RAN RBM3 REG1A RPL10 RPL10A RPL11 RPL12 RPL13 RPL13A RPL14 RPL15 RPL17 RPL18 RPL18A RPL19 RPL22 RPL23 RPL24 RPL26 RPL27 RPL27A RPL28 RPL29 RPL3 RPL32 RPL34 RPL35 RPL35A RPL36 RPL37 RPL37A RPL38 RPL39 RPL4 RPL41 RPL5 RPL6 RPL7 RPL7A RPL8 RPL9 RPLP0 RPLP1 RPLP2 RPS11 RPS12 RPS13 RPS14 RPS15 RPS15A RPS16 RPS18 RPS19 RPS2 RPS20 RPS23 RPS24 RPS25 RPS27A RPS28 RPS29 RPS3 RPS3A RPS4X RPS5 RPS6 RPS7 RPS8 RPS9 SF3B5 SLC25A3 SLC25A5 SNHG29 TFRC TM9SF3 TMSB10 TOP2A TPI1 TUBA1B TUFM TXN UQCR10 UQCRFS1 UQCRQ YBX1 BUSSLINGER_DUODENAL_TUFT_CELLS https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/BUSSLINGER_DUODENAL_TUFT_CELLS ACTN1 ADGRG6 ADH6 ALOX12B ALOX5 ALOX5AP ANKRD30BL ANO7 AOC1 ATP2A3 AVIL AZGP1 B4GALNT4 BCAM BMX BRD4 CCSER1 CD24 CHD9 CLMN CORO2B CRIP1 FARP2 FGFR4 FURIN FYB1 GABRP GNAI2 GNG13 GSN HCK HPGDS HTR3E ID2 IFI6 IL17RB IRAG2 ITPR2 KCTD12 KLK13 KMT2C KRT18 KRT8 LUC7L3 MARCKSL1 MATK MELTF MT1G MT2A MTSS1 MYO1B PBXIP1 PHIP PIK3CG PIK3R5 PLCG2 POU2F3 PSTPIP2 PTGS1 PTPN18 RASSF6 RASSF7 SEPTIN2 SERPINA1 SH2D6 SIGIRR SKAP2 SNRNP27 SOX4 SOX9 SPIB TAMALIN TMEM176A TMEM176B TMEM74B TMEM87A TPM1 TRPM5 VIPR1 ZDHHC8BP ZFHX3 BUSSLINGER_ESOPHAGEAL_DENDRITIC_CELLS https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/BUSSLINGER_ESOPHAGEAL_DENDRITIC_CELLS ABCC3 ACTB ACTR2 ADA2 ADAM8 ADCY7 AIF1 ALCAM ALOX5 ALOX5AP ANKRD44 ANXA5 ARHGDIB ARL4C ARPC1B ATP2B1 ATP6V0B AXL B2M BAIAP2 BASP1 C15orf48 CACNA1G CAMK1D CAP1 CCDC88A CCND2 CCNI CD1A CD1C CD1E CD207 CD37 CD4 CD52 CD74 CD83 CD86 CDYL CELF2 CFL1 CFP CHAD CKLF CLDN1 CLEC10A CLEC5A CMTM6 CNN2 CNTRL COTL1 CPVL CRIP1 CSF1R CSF2RB CST3 CTSH CTSS CXCL16 CYBB CYRIB DENND1B DPYSL2 DUSP2 EHBP1L1 ENG ENTPD1 EVI2B FCER1A FCGBP FCGRT FGL2 FOS FOSB FTH1 FTL FXYD5 GDI2 GLRX GNA15 GNAI2 GNB1 GPR183 GPX1 GRK3 GSN HCK HIP1 HLA-B HLA-DMA HLA-DMB HLA-DOA HLA-DPA1 HLA-DPB1 HLA-DQA1 HLA-DQB1 HLA-DQB2 HLA-DRA HLA-DRB1 HLA-DRB5 HLA-DRB6 HSPA1A IER5 IFI30 IL13RA1 IL1B IL2RG INPP5D INSIG1 ITGAX ITGB2 JAML JUNB JUND KDM6B LAPTM5 LCP1 LGALS1 LITAF LMNA LSP1 LST1 LTB LYN MACROH2A1 MAFF MAN2B1 MAP2K1 MAP3K2 MAPRE1 MIDN MOB3A MPEG1 MS4A6A MYADM NAP1L1 NDRG2 NFATC2 NIBAN1 NR4A1 NR4A2 NR4A3 PAK1 PARM1 PDE4A PEA15 PER1 PFN1 PKIB PLAUR PLEK PLEK2 PNRC1 PPT1 PRKCB PTGS2 PTK2B PTMS PTP4A2 PTPRC PXDC1 RAB5C RANBP2 RAP1A RASSF2 RASSF5 RBPJ RGS1 RGS10 RGS2 RHOG RUNX3 RYBP S100A4 S100B SEPTIN6 SERPINB9 SERPINF1 SGK1 SH3BGRL3 SH3KBP1 SKIL SLA SLC12A7 SLC18A2 SLC29A1 SLC2A1 SLC2A3 SPI1 SRGN STK17B SYNGR2 TACC1 TAMALIN TBC1D4 TIMP1 TMEM14C TMSB10 TMSB4X TNFAIP3 TUBA1B TXNIP TYROBP UCP2 VASP VIM VOPP1 YPEL5 YWHAH ZFHX3 ZFP36 ZMIZ1 ZNF331 ZYX BUSSLINGER_ESOPHAGEAL_EARLY_SUPRABASAL_CELLS https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/BUSSLINGER_ESOPHAGEAL_EARLY_SUPRABASAL_CELLS ASPM ATP5MC3 B2M CALM2 CBX3 CCNB1 CCT5 CDK1 CENPF CSRP2 DDX21 DEK DSC3 DUT EEF1A1 ENO1 FBL FOS H2AZ1 H2AZ2 H4C3 HES1 HMGB1 HMGB2 HMGN1 HNRNPA1 HNRNPA2B1 HNRNPAB HNRNPC HNRNPD HNRNPF HNRNPR HSP90AB1 HSPA1A HSPA8 HSPD1 IMPA2 KRT15 KRT5 MKI67 MT2A NCL NFIC NPM1 NUCKS1 PCNA PRC1 PRKDC PTMA PTTG1 RAD21 RAN RPL10A RPL13A RPL14 RPL15 RPL4 RPL5 RPLP1 RPS3A RPS6 RRM1 RRM2 SET SLC25A5 SLC7A1 SMC4 SRSF3 STMN1 SYNCRIP SYNE2 TKT TMPO TOP2A TRA2B TUBA1B TUBB VSNL1 YBX1 BUSSLINGER_ESOPHAGEAL_LATE_SUPRABASAL_CELLS https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/BUSSLINGER_ESOPHAGEAL_LATE_SUPRABASAL_CELLS A2ML1 ACTB AHNAK ALDH3A1 ALDH3B2 ALDH9A1 ANXA1 ANXA2 AQP3 ARPC2 ATP6V0C C4orf3 CALML3 CAST CD24 CDA CDKN1A CDKN2B CEACAM6 CES2 CITED4 CLCA4 CLDN4 CLIC3 CLTB CNN3 CRABP2 CRNN CST3 CSTA CSTB CTNNBIP1 CXCL17 CYP2C18 CYSRT1 DBI DHRS1 DMKN DSC2 DSG1 DSG3 DSP DYNLT3 EGR1 ELL2 ENDOU EVPL EZR FAM162A FAM3B FGFBP1 FMO2 GBP6 GJB2 GLTP GPR15LG GPX3 GRHL1 GRN GSN GUK1 HMGCS1 HSPB1 IL1RN IVL JUP KLK11 KLK13 KRT13 KRT4 KRT6A KRT6B KRT6C LGALS3 LY6D LYNX1 LYPD3 MAL MAL2 MALL MGLL MPZL2 MUC21 NAGK NCCRP1 NDRG1 NIBAN2 NUCB2 P4HB PDZK1IP1 PEPD PERP PKP1 PKP3 PPDPF PPL RAB10 RAB11A RAB25 RHCG S100A10 S100A11 S100A14 S100A16 S100A8 S100A9 SBSN SCD SCEL SDC1 SERPINB1 SERPINB13 SERPINB2 SERPINB3 SERPINB4 SH3BGRL3 SLPI SLURP1 SOD2 SORT1 SPINK5 SPRR1A SPRR1B SPRR2A SPRR2D SPRR3 TECR TENT5B TGM1 TGM3 TM7SF2 TMSB10 TMSB4X TRIM29 TSPO TUBA1C TUBB6 TXN YWHAZ ZNF185 BUSSLINGER_ESOPHAGEAL_PROLIFERATING_BASAL_CELLS https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/BUSSLINGER_ESOPHAGEAL_PROLIFERATING_BASAL_CELLS ANP32B ARL6IP1 ASPM ASS1 ATP1B3 B2M CAV1 CD81 CENPF COL17A1 CXCL14 DSC3 DST EEF1A1 EEF1B2 EEF2 EIF4B ENO1 FBL GPNMB GPX4 H2AZ1 H4C3 HMGB1 HMGB2 HNRNPA1 HNRNPA2B1 HNRNPC HOPX IFITM3 IL1R2 ITGA6 KRT14 KRT15 KRT19 KRT5 LAMB3 MCM7 MKI67 MT2A NAP1L1 NCL NFIC NUCKS1 NUSAP1 PRC1 PTMA RPL10 RPL10A RPL13A RPL15 RPL18A RPL4 RPL5 RPS3 RPS5 RRM2 SLC3A2 SLC7A1 SLC7A5 SMC4 SNRPB STMN1 SYNE2 TK1 TKT TOP2A TUBA1B TUBB YBX1 BUSSLINGER_ESOPHAGEAL_QUIESCENT_BASAL_CELLS https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/BUSSLINGER_ESOPHAGEAL_QUIESCENT_BASAL_CELLS ALDH3A2 APP ASS1 ATP1B3 CAV1 CD81 CLSTN1 CLU COL17A1 COL7A1 CXCL14 DCN DKK3 DST EEF1A1 EEF1G EEF2 EIF4A2 EIF4B FOS FOSB FTH1 GAS5 GLUL GPNMB HSP90AB1 HSPA2 IFITM1 IFITM3 IGFBP5 IL1R2 ITGB4 JAG2 JUNB KRT14 KRT15 KRT19 LAMA5 LAMB3 MEGF6 MIR205HG MOXD1 MXRA5 NAP1L1 NFIB NFIC NOP53 NTRK2 PDLIM1 PRNP RACK1 RPL10 RPL13 RPL13A RPL3 RPL4 RPL5 RPLP1 RPS3 RPS3A RPS6 SERPINE2 SFRP1 SLC1A3 SLC1A4 SLC7A1 SLC7A2 SLC7A5 SNHG29 SOCS3 SOX6 SYNE2 THSD4 TNC TNS1 TXNIP ZFP36L2 BUSSLINGER_GASTRIC_ANTRAL_ECS https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/BUSSLINGER_GASTRIC_ANTRAL_ECS C6orf58 CACNA1A CPE DDC GC MEG3 MS4A8 PAX6 PCSK1N RASD1 SCG2 SCG5 BUSSLINGER_GASTRIC_CHIEF_CELLS https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/BUSSLINGER_GASTRIC_CHIEF_CELLS APLP1 AZGP1 CA9 CDKN1C CHIA CST3 CXCL17 DCXR EEF2 ELAPOR1 ELL2 ENAH FMOD FNDC3B FTH1 FTL GLUL GPER1 GPRC5C HMGCS2 IER2 IGFBP2 IL33 IRX2 ITIH5 ITLN1 JUN LEPR LINC00261 LIPF MECOM METTL7A MT1F MT1G MT1X MT2A NEDD4L NR2F2 P4HB PABPC4 PDIA2 PGA5 PGC PLIN5 PRDX4 RPLP1 SEC62 SLC12A2 SOX4 SSR4 TMED6 TMEM97 TSC22D1 UGT2B15 XBP1 XYLT2 BUSSLINGER_GASTRIC_D_CELLS https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/BUSSLINGER_GASTRIC_D_CELLS ARFGEF3 CADM1 CAMK2B CELF4 CEP126 CHGB DEPP1 EGR1 ERO1B IGFBP5 ISL1 KCTD12 MAP1B MS4A8 NEUROD1 NR4A1 PAX6 PCSK1N PCSK2 SCG5 SEC11C SHISAL2B SST TM4SF4 TMEM176B TPPP3 TTN TTR BUSSLINGER_GASTRIC_G_CELLS https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/BUSSLINGER_GASTRIC_G_CELLS ABCA5 ABCB10 ACVR1C ANK3 ARFGEF3 ARX BPTF BTG2 C12orf75 CACNA1A CADPS CAMK2N1 CD36 CES1 CHGB CLTRN CMIP CPE CXXC4 DDC DEPP1 DIRAS3 DSP DST DTNA EGR1 ERO1B FEV FKBP2 FXYD3 GAST GNAI2 HAP1 HIGD1A HLA-A IDH1 INSM1 ISL1 KCTD12 KIF1A KLB LRP4 MAN1A1 MAP1B MARCKS MAST4 MDK MEIS2 MLXIPL MS4A8 NAV1 NEUROD1 NKX2-2 NOL4 PAM PAX6 PBX3 PCLO PCSK1 PCSK1N PCSK2 PDE8B PDK3 PDK4 PDLIM5 PEMT PFN2 PLXNA2 PRKACB QPCT RAB26 RAB3B RFX6 SAMD5 SCG2 SCG3 SCG5 SCGB2A1 SCGN SEC11C SELENOW SHISAL2B SLC40A1 SLC7A1 SORBS2 SORL1 SPINT2 SSR4 SSTR2 SUCNR1 SYT7 TFF3 TIMP1 TM4SF4 TM4SF5 TMEM176B TPD52 VAMP2 BUSSLINGER_GASTRIC_IMMATURE_PIT_CELLS https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/BUSSLINGER_GASTRIC_IMMATURE_PIT_CELLS ABCC3 ABCC5 ABHD2 ABLIM1 ACTB ACTG1 ACTN4 AGR2 AHNAK AKR1B10 AKR1C1 AKR1C2 AKR1C3 ALDH2 ALDH3A1 ALDH3A2 ANG ANXA10 ARPC1A BCAS1 BLVRB CA2 CALM2 CAPG CAPN5 CAPN8 CAPN9 CAST CBR1 CCND1 CD2AP CD63 CEACAM5 CES2 CFL1 CLDN18 CLIC1 CLTB CMBL COX8A CRIP1 CSTB CTNNA1 CTSE CYP2C18 CYP2S1 CYP3A5 CYSTM1 DDX60 DSC2 DYNLL1 EFHD2 EFNB2 ETNK1 FA2H FAM120A FBLIM1 FCGBP FHL2 FLNB FOXA2 FOXQ1 FSIP2 FXYD3 GALE GALNT6 GKN1 GKN2 GPX2 GSN GSTP1 HPGD HSPB1 ID1 IFI27 IL1R2 IL1RN ITGB4 JPT1 JUP KDELR2 KLF3 KLF4 KRT18 KRT19 KRT8 LGALS3 LGALS4 LGALS9C LINC01133 LMNA LMO7 MAL2 MANF MAPK3 MGLL MGST3 MUC1 MUCL3 NET1 NQO1 PERP PFN1 PHGR1 PLA2G10 PLAC8 PLXNB2 PRDX1 PSCA PTGR1 RAB27A RAB27B RAC1 RALA RASSF6 RBM47 REG4 REP15 RHOA RNASE1 S100A11 S100A14 S100A16 S100A6 S100P SFN SH3BGRL2 SH3BGRL3 SLC44A1 SLC44A2 SLC5A5 SLC7A8 SLC9A1 SMPD3 SOSTDC1 SPINK1 SPINT2 SPTSSB SULT1C2 SYTL2 TACSTD2 TAGLN2 TCEAL9 TCF7L2 TENT5A TESC TFF1 TFF2 TMEM54 TMSB4X TPM1 TPM4 TRNP1 TSPAN1 TSPAN3 TSPAN8 TST TXN UGDH VAMP8 VILL VSIG1 VSIG2 YWHAZ ZBTB7C BUSSLINGER_GASTRIC_IMMUNE_CELLS https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/BUSSLINGER_GASTRIC_IMMUNE_CELLS AAK1 ABCB1 ABHD17A ABHD3 ABI1 ABI3 ABRACL ACAP1 ACAP2 ACSL4 ACTB ACTR2 ACTR3 ADA2 ADAM19 ADAM8 ADAR ADARB1 ADCY7 ADD1 ADGRE5 AGFG1 AGGF1 AHNAK AHR AIDA AIP AKAP10 AKAP11 AKAP13 AKAP9 AKIRIN1 AKNA AKTIP ALOX5AP ANAPC16 ANKLE2 ANKRD10 ANKRD11 ANKRD28 ANKRD44 ANKRD49 ANP32B ANP32E ANTXR2 ANXA1 ANXA6 AOAH AP1M1 AP1S2 AP3M1 AP4B1 APBA2 APBB1IP APMAP APOBEC3C APOBEC3F APOBEC3G APOBR ARAP2 ARF6 ARHGAP15 ARHGAP25 ARHGAP30 ARHGAP35 ARHGAP4 ARHGAP45 ARHGAP9 ARHGDIB ARHGEF1 ARHGEF3 ARHGEF6 ARID1A ARID2 ARID4A ARID4B ARID5A ARIH1 ARL4C ARL6IP5 ARPC1B ARPC2 ARPC3 ARPC5 ARPP19 ARRB2 ASAP1 ASB2 ASCC3 ASF1A ASH1L ASXL2 ATF2 ATF7IP ATM ATOSA ATP11B ATP1B3 ATP2B4 ATP5MG ATP6AP2 ATP6V0E1 ATP6V0E2 ATP8A1 ATP8B2 ATR ATRX ATXN1 ATXN2L ATXN7 AUTS2 AZIN1 B2M BATF BAZ1A BAZ1B BBLN BBX BCL11B BCL2 BCLAF1 BDP1 BHLHE40 BICD2 BIN1 BIN2 BIRC2 BIRC3 BIRC6 BLTP1 BMAL1 BOD1L1 BPTF BRWD1 BST2 BTAF1 BTBD1 BTF3 BTG1 BTG2 BTN3A1 BTN3A2 BUB3 BZW1 C12orf57 C16orf54 C19orf12 C21orf91 C4orf3 C6orf62 C9orf78 CAB39 CACYBP CALCOCO2 CALM1 CALM3 CAP1 CAPN2 CAPZA1 CAPZB CARD11 CARD8 CASP1 CASP8 CBFB CBL CBLB CBX3 CBX7 CCDC69 CCDC85B CCDC88A CCDC88B CCDC88C CCL20 CCL4 CCL5 CCND2 CCND3 CCNDBP1 CCNH CCNI CCNL1 CCNT2 CCR2 CCR5 CCR6 CCSER2 CCT4 CD101 CD2 CD244 CD247 CD27 CD37 CD3D CD3E CD3G CD4 CD44 CD47 CD48 CD5 CD52 CD53 CD6 CD69 CD7 CD81 CD84 CD8A CD8B CD96 CDC14A CDC16 CDC42 CDC42EP3 CDC42SE2 CDK13 CDK17 CDKN1B CDV3 CELF1 CELF2 CENPC CEP350 CEP85L CERK CFL1 CGGBP1 CHASERR CHD1 CHD2 CHD3 CHST11 CHST12 CHSY1 CIAO1 CIDEB CISH CITED2 CKAP2 CKLF CLDND1 CLEC2B CLEC2D CLIC5 CLIP1 CLK1 CLSTN3 CMTM3 CNBP CNN2 CNOT1 CNOT2 CNOT6L CNTRL COMMD6 COMMD8 COPB1 CORO1A COTL1 CPA3 CRBN CREB1 CREBBP CREBRF CREM CRLF3 CRTAM CRYBG1 CSDE1 CSF1 CSGALNACT2 CSK CSNK1G2 CST7 CTBP1 CTCF CTLA4 CTSS CTSW CUL3 CXCL13 CXCR3 CXCR4 CXCR6 CYBA CYBC1 CYFIP2 CYLD CYRIB CYTH1 CYTH4 CYTIP DARS1 DAXX DAZAP2 DCAF5 DCP1A DCP2 DDIT4 DDX17 DDX24 DDX3X DDX3Y DDX5 DDX6 DEF6 DEGS1 DEK DENND1B DENND1C DENND2D DENND4A DENND4B DERL1 DGKA DGKE DHRS7 DHX9 DIAPH1 DICER1 DIP2A DMTF1 DNAJB14 DNAJB6 DNMT1 DNTTIP2 DOCK10 DOCK11 DOCK2 DOCK8 DOCK9 DOK2 DPP8 DR1 DRAP1 DSTYK DUSP1 DUSP2 DUSP4 DUSP6 DYNC1H1 DYRK1A DYRK2 DZIP3 EDEM1 EEF1A1 EEF1B2 EEF1D EEF1G EEIG1 EFR3A EHD1 EID1 EIF1 EIF3F EIF3H EIF4A2 EIF4B EIF4E3 EIF4EBP2 EIF4G2 EIF5 ELF1 ELK4 ELL ELMO2 ELOVL5 ELP1 EMB EML3 EML4 EMP3 ENO1 ENSG00000291107 EP300 EP400 EPC1 EPG5 EPS15 ERAP1 ERAP2 ERBIN ESYT1 ESYT2 ETS1 EVI2A EVI2B EVL F2R FAM111A FAM13B FAM53B FAM78A FAM89B FAS FASLG FAU FBRS FBXL20 FBXL3 FBXO11 FBXW2 FCER1G FCMR FCRL6 FERMT3 FGD3 FGFR1OP2 FHIP2A FHOD1 FKBP11 FKBP5 FLI1 FLNA FLOT2 FLT3LG FMNL1 FMNL3 FMR1 FNBP1 FNBP4 FNTA FOSB FOXJ3 FOXN2 FOXO1 FRYL FUS FXYD5 FYB1 FYN FYTTD1 G3BP2 GAB3 GABPA GAPDH GAPVD1 GATA2 GATA3 GATAD2B GBP2 GBP3 GBP5 GDI1 GFI1 GFOD1 GGA2 GGNBP2 GIMAP1 GIMAP2 GIMAP4 GIMAP6 GIMAP7 GIMAP8 GIT2 GLCCI1 GLG1 GLIPR1 GLIPR2 GLO1 GLS GMFG GMIP GNA13 GNAI2 GNAI3 GNAS GNB1 GNG2 GNLY GNPTAB GOLGA7 GPATCH8 GPBP1 GPCPD1 GPR155 GPR171 GPR183 GPR65 GPRIN3 GPSM3 GRAMD1A GRAP2 GRB2 GRK2 GRK6 GSTK1 GVINP1 GYG1 GYPC GZMA GZMB GZMH GZMK GZMM H2AZ2 H3-3B HAUS6 HCLS1 HCP5 HCST HECA HECTD4 HEG1 HELZ HERC1 HERPUD2 HIC1 HINT1 HIPK1 HIVEP2 HIVEP3 HLA-A HLA-B HLA-C HLA-DPA1 HLA-DPB1 HLA-E HLA-F HLA-H HMGB1 HMGN1 HMGN4 HNRNPA2B1 HNRNPA3 HNRNPDL HNRNPH1 HNRNPH3 HNRNPLL HNRNPU HOPX HOXB2 HSPA8 HTR7 HUWE1 ICAM3 ICE1 ICOS ID2 IDI1 IDS IER5 IFFO1 IFI16 IFI27L2 IFI44 IFITM1 IFITM2 IFNAR2 IFNG IGFLR1 IK IKZF1 IKZF3 IL10RA IL16 IL17A IL17RA IL18R1 IL18RAP IL27RA IL2RB IL2RG IL32 IL7R INO80D INPP4A INPP4B INPP5D INTS6L IPCEF1 IQGAP1 IRAK4 IRF1 IRF1-AS1 ISCU ITGA1 ITGA4 ITGAE ITGAL ITGB1BP1 ITGB2 ITGB7 ITK ITM2A ITM2B ITM2C ITPKB ITPR1 ITPR2 ITSN2 IVNS1ABP JADE1 JADE2 JAK1 JAK3 JAML JARID2 JCHAIN JMJD1C JMY JUNB JUND KANSL1 KAT2B KAT6A KAT6B KBTBD2 KCMF1 KCNAB2 KDM2A KDM5A KHDRBS1 KIAA0040 KIAA2026 KIDINS220 KIF21B KIF2A KIT KLC1 KLF12 KLF13 KLF6 KLHL28 KLRB1 KLRC1 KLRC2 KLRD1 KMT2A KMT2C KMT2D KMT2E KPNA4 KPNA6 KPNB1 KRI1 KTN1 LAG3 LAIR1 LANCL1 LAPTM5 LASP1 LAT LATS1 LAX1 LBH LBR LCK LCP1 LCP2 LDHA LDHB LDLRAD4 LEPROTL1 LGALS1 LIMD2 LIMS1 LINC-PINT LINC00426 LINC00674 LINC00857 LINC02591 LNPEP LONP2 LPGAT1 LPIN1 LPIN2 LPXN LRBA LRRFIP1 LRRN3 LSM14A LSP1 LTB LUZP1 LY6E LY9 LYSMD2 LYST MACF1 MAF MALT1 MAN1A1 MAN1A2 MAN1C1 MAN2A2 MAP1LC3B MAP2K1 MAP3K2 MAP4K1 MAP7D1 MAP7D3 MAPK1 MAPK1IP1L MAPRE1 MAPRE2 MARCHF6 MARCHF7 MARK3 MAST3 MAT2B MATK MATR3 MBD2 MBNL1 MBP MCL1 MCMBP MDFIC MDM4 MEAF6 MECP2 MED1 MED13 MEF2D METTL23 METTL9 MFNG MFSD10 MGAT1 MGAT4A MIAT MICAL1 MICB MIER1 MIR23AHG MIS18BP1 MLLT6 MOB3A MPHOSPH8 MR1 MRFAP1L1 MRPS6 MS4A2 MSN MTDH MTMR9 MTR MVB12B MXD4 MXRA7 MYBL1 MYCBP2 MYH9 MYL12A MYL12B MYLIP MYO1F MYO1G MYO5A MYO7A MYO9B MYSM1 N4BP1 N4BP2L2 NAA38 NABP1 NAP1L1 NAP1L4 NBEAL2 NCKAP1L NCOA1 NCOA3 NCOR1 NDST2 NEDD9 NEK7 NEK9 NEMF NFAT5 NFATC2 NFATC2IP NFATC3 NFKBIA NGLY1 NHERF1 NIBAN1 NIN NIPBL NKG7 NLRC3 NLRC5 NLRP1 NMRK1 NONO NOP53 NOTCH1 NOTCH2 NPAT NPM1 NR3C1 NR4A2 NRDC NSD1 NSMAF NUDT21 NUFIP2 NUMA1 NUP153 NUP210 NUP98 NXPE3 OAS2 OAZ1 ODC1 OFD1 OGA OGG1 OGT OSBPL8 OST4 OSTF1 OSTM1 OTUD4 OTUD5 OXNAD1 P2RX5 PACS1 PAFAH1B1 PAG1 PAIP2 PAK2 PAPOLA PAPOLG PARP1 PARP14 PARP8 PARP9 PARVG PAXX PBXIP1 PCBP1 PCED1B PCF11 PCGF5 PCM1 PCNP PCNX1 PCNX2 PDCD1 PDCD4 PDE4B PDE4DIP PDE7A PDLIM2 PDS5A PDS5B PECAM1 PELO PFDN5 PFN1 PGGHG PGK1 PHC3 PHF11 PHF19 PHF20 PHF20L1 PHF3 PHIP PHLDA1 PHTF2 PICALM PIEZO1 PIK3CD PIK3IP1 PIK3R1 PIK3R5 PIKFYVE PIM1 PIM2 PIP4K2A PITPNC1 PLAAT4 PLCB2 PLCG1 PLEKHA2 PLEKHF1 PLEKHO1 PLEKHO2 PLP2 PLXDC1 PNISR PNN PNRC1 POLR2B POLR3GL POU2F2 PPHLN1 PPIA PPIG PPM1A PPM1B PPM1K PPM1M PPP1CC PPP1R12A PPP1R15A PPP1R15B PPP1R16B PPP1R18 PPP2R2B PPP2R5C PPP2R5E PPP3CB PPP3CC PPP4R3A PPP4R3B PPP6R1 PPT1 PRDM1 PRDM2 PREX1 PRF1 PRKACB PRKAR1A PRKCB PRKCH PRKCQ PRKCQ-AS1 PRKD2 PRKD3 PRKY PRMT2 PRNP PRPF38B PRPF40A PRPF4B PRPF8 PRRC2B PSD4 PSIP1 PSMA3-AS1 PSMA7 PSMB10 PSMB4 PSMB8 PSMB8-AS1 PSMB9 PSME1 PSME2 PSTPIP1 PTAR1 PTBP3 PTDSS1 PTGDR PTGER2 PTGER4 PTGES3 PTK2B PTMA PTP4A2 PTPN1 PTPN11 PTPN2 PTPN22 PTPN4 PTPN6 PTPN7 PTPRA PTPRC PTPRCAP PTPRE PTPRJ PUM2 PVRIG PYHIN1 QKI RAB21 RAB27A RAB29 RAB3GAP2 RAB8B RABGAP1L RAC2 RACK1 RAD21 RALGAPA1 RALGAPB RALGDS RANBP2 RANBP9 RAP1A RAP1B RAP1GDS1 RAPGEF1 RAPGEF6 RASA1 RASA2 RASAL3 RASGRP1 RASGRP2 RASSF2 RASSF5 RB1CC1 RBBP6 RBL2 RBM12 RBM26 RBM27 RBM33 RBM38 RBM39 RBMS1 RBPJ RCSD1 RESF1 REST RETREG1 REV3L RFLNB RFTN1 RFX5 RFX7 RGCC RGS1 RGS10 RGS14 RGS16 RGS19 RGS2 RHEB RHOA RHOG RHOH RICTOR RIF1 RIGI RIPOR2 RNF114 RNF125 RNF139 RNF149 RNF166 RNF167 RNF19A RNF213 RNF216 RNF38 RNF4 RNF44 RO60 ROCK1 RORA RPA1 RPA2 RPL10 RPL10A RPL13 RPL13A RPL14 RPL15 RPL17 RPL19 RPL23 RPL23A RPL24 RPL26 RPL27 RPL27A RPL28 RPL30 RPL31 RPL32 RPL34 RPL35A RPL36AL RPL37 RPL37A RPL38 RPL39 RPL4 RPL41 RPL5 RPL6 RPL7 RPL7A RPL9 RPLP1 RPLP2 RPS11 RPS12 RPS13 RPS14 RPS15 RPS15A RPS16 RPS18 RPS19 RPS2 RPS20 RPS23 RPS25 RPS27 RPS27A RPS29 RPS3 RPS3A RPS4X RPS6KA3 RPS6KA5 RPS7 RSF1 RSRC2 RUNX2 RUNX3 S100A10 S100A4 SACM1L SACS SAMD3 SAMD9 SAMD9L SAMSN1 SARAF SASH3 SBNO1 SBNO2 SCAF11 SCAF8 SCML4 SECISBP2 SEL1L3 SELENOF SELENOT SELPLG SEMA4D SENP6 SENP7 SEPTIN1 SEPTIN2 SEPTIN6 SEPTIN7 SEPTIN9 SERINC1 SERPINB9 SERTAD2 SESN3 SET SETD2 SETD5 SETX SF1 SF3A1 SF3B1 SF3B3 SFMBT2 SH2B3 SH2D1A SH2D2A SH2D3C SH3BGRL SH3BGRL3 SH3BP1 SH3KBP1 SHFL SHISA5 SIGIRR SIGLEC17P SIK3 SIN3A SIPA1 SIRPG SIT1 SKAP1 SKI SLA SLA2 SLAIN2 SLAMF1 SLAMF6 SLAMF7 SLC16A7 SLC18A2 SLC20A1 SLC26A2 SLC2A1 SLC2A3 SLC2A4RG SLC38A1 SLC4A7 SLC5A3 SLC66A3 SLC7A5P2 SLC7A6 SLF1 SLF2 SLFN11 SLFN5 SLK SMAD7 SMAP2 SMARCA2 SMARCA5 SMARCE1 SMC3 SMC5 SMCHD1 SMG1 SMURF2 SNHG1 SNHG5 SNHG6 SNRK SNRNP200 SNTB2 SNX3 SON SORL1 SOS1 SP110 SP140 SP3 SPATA13 SPCS3 SPEF2 SPEN SPG11 SPN SPOCK2 SPTAN1 SRGAP3 SRGN SRPRA SRSF10 SRSF2 SRSF5 SRSF7 SSB SSBP4 SSH1 SSH2 ST3GAL1 ST3GAL5 ST8SIA4 STAG2 STAT1 STAT3 STAT4 STAT5A STAT5B STIM1 STIM2 STING1 STK10 STK17A STK17B STK24 STK4 STMN3 STN1 STOM STT3B STX16 STYX SUB1 SUN2 SURF4 SUSD3 SUSD6 SUZ12 SYNE1 SYNRG SYTL3 TAB2 TACC1 TAF7 TAGAP TANK TAOK1 TAOK3 TAP1 TAP2 TAPBP TARP TASOR TBC1D1 TBC1D10C TBC1D20 TBC1D2B TBC1D4 TBCB TBCC TBCD TBK1 TBL1XR1 TBRG1 TC2N TCF7 TCP1 TDP2 TERF2IP TESPA1 TGFB1 TGFBR1 TGFBR2 TGFBR3 TGOLN2 THAP12 THEMIS THRAP3 TIAL1 TIGIT TINF2 TLE5 TLK1 TLN1 TMA7 TMC6 TMC8 TMED5 TMEM109 TMEM123 TMEM131L TMEM35B TMEM43 TMEM50A TMF1 TMSB10 TMSB4X TNF TNFAIP3 TNFAIP8 TNFRSF1B TNFRSF25 TNFSF12 TNFSF14 TNK2 TNRC6B TNRC6C TOMM7 TOP2B TOR1A TOR1AIP1 TOX TPM3 TPP1 TPR TPSAB1 TPSB2 TPT1 TRA2B TRAF1 TRAF3IP3 TRAF5 TRAM1 TRANK1 TRAPPC10 TRAPPC8 TRERF1 TRG-AS1 TRIB2 TRIM14 TRIM22 TRIM33 TRIM38 TRIP12 TRMT112 TRPS1 TRPV2 TSC22D3 TSC22D4 TSEN54 TSPAN14 TSPAN32 TSPAN5 TSPYL2 TTC14 TTC39C TTN TUBA1A TUBA4A TUBB TUT4 TWF2 TXNIP TYROBP TYW3 U2SURP UBA2 UBA52 UBASH3A UBASH3B UBC UBE2D2 UBE2D3 UBE2I UBE2L6 UBE3A UBLCP1 UBR1 UBR2 UBR4 UBR5 UBTF UBXN4 UCP2 UGP2 UHMK1 UNC13D URI1 USF2 USP1 USP15 USP20 USP24 USP25 USP34 USP42 USP47 USP9X UTRN VAMP1 VAV1 VAV3 VEZF1 VIM VMA21 VOPP1 VPS11 VPS13B VPS13C VPS26A VSIR VWA5A WAC WAPL WAS WDR1 WDR26 WDR82 WIPF1 WNK1 WWC3 XCL2 XIAP XPO1 XPO4 XPO6 XRCC5 XRCC6 XRN1 XRN2 YBX1 YME1L1 YPEL3 YPEL5 YTHDC1 YTHDC2 YWHAB YWHAQ YWHAZ ZAP70 ZBED5 ZBTB1 ZBTB38 ZBTB4 ZBTB44 ZC3H11A ZC3H6 ZC3HAV1 ZDHHC18 ZEB1 ZEB2 ZFAND5 ZFC3H1 ZFP36 ZFP36L1 ZFP36L2 ZFR ZFYVE28 ZMAT3 ZMYM5 ZNF148 ZNF217 ZNF276 ZNF292 ZNF609 ZNF638 ZNF644 ZNF652 ZNF655 ZNF683 ZNF721 ZNF800 ZNF831 ZNFX1 ZNRF1 ZYX BUSSLINGER_GASTRIC_ISTHMUS_CELLS https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/BUSSLINGER_GASTRIC_ISTHMUS_CELLS ABCC3 ABLIM1 ACIN1 ACTG1 ACTN4 ACTR2 ADAM15 ADD3 ADH1C AGR2 AGR3 AHNAK AKAP1 AKR1B10 AKR1C3 ALDH2 ALDH3A1 ALDH3A2 ANO1 ANXA10 ANXA2 AP1M2 AP2B1 ARF1 ARF5 ARHGAP21 ARHGDIA ARL6IP1 ARPC1A ARPC2 ASAP2 ASPM ATP1A1 ATP2A3 ATP5IF1 ATP5ME ATP8B1 AUP1 B4GALT1 BACE2 BAZ1A BCAP31 BCAS1 BHLHE40 BLVRB CA2 CALM2 CALM3 CALR CANX CAP1 CAPG CAPN5 CAPN8 CAPNS1 CAPZB CAST CBR1 CCDC25 CCNB1 CCND1 CCT5 CD151 CD63 CDC37 CDC42EP5 CDH1 CDS1 CENPE CENPF CENPV CES2 CFL1 CHCHD2 CKAP4 CKS2 CLDN18 CLIC1 CLMN CLTB CMBL CORO2A COX6B1 COX8A CREB3L1 CRELD2 CRIP1 CSTB CTNNA1 CTSE CTTN CYC1 CYP1B1 CYP2C18 CYP2S1 CYP3A5 CYP4F12 CYP51A1 DBI DDX18 DDX21 DHCR24 DHFR DNAJB11 DNM2 DSP DST DYNLL1 EBP EDEM3 EFHD2 EFNB2 EI24 EIF2S2 EIF3A EIF3J EIF4E2 EIF4G1 EIF5B EIF6 ELF3 ELOVL6 ENO1 ENSA ENSG00000284797 EPCAM EPS8L3 ESRP1 ETFB ETNK1 EZR FABP5 FAM120A FAM177B FASN FBLIM1 FBP1 FCGBP FER1L6 FERMT1 FHL2 FKBP2 FLNB FMN1 FOXA2 FOXQ1 FXYD3 GADD45A GALE GALNT6 GAPDH GARS1 GFUS GIPC1 GKN2 GMDS GNA11 GNB2 GNL3 GOLGA4 GPX2 GSN GSTO1 GSTP1 H2AJ H2AZ1 H4C3 HDGF HDLBP HES1 HMGB1 HMGB2 HMGCS1 HNRNPA2B1 HNRNPAB HNRNPF HNRNPM HPGD HSP90AA1 HSP90AB1 HSP90B1 HSPA5 HSPB1 HSPD1 HSPH1 HYOU1 IBTK ID1 IER3 IL1R2 IL1RN INF2 ITGA6 ITGB1 ITGB4 ITPR3 JPT1 JUP KCNE3 KDELR1 KDELR2 KDELR3 KHSRP KIAA1522 KIF1C KIF5B KLF2 KLF3 KLF4 KLF5 KRT18 KRT19 KRT8 LAD1 LAMA3 LAMB3 LARP1 LARP1B LASP1 LDLR LFNG LGALS3 LGALS4 LIMA1 LINC01133 LLGL2 LMAN2 LMNA LMO4 LMO7 LPCAT4 LRRFIP1 MACROH2A1 MAL2 MANF MAPK3 MARCKS MCU ME1 MESD MGLL MGST2 MGST3 MIA3 MICU1 MIDN MISP MKI67 MLEC MLPH MRPL14 MRPS35 MTDH MUC1 MUCL3 MVD MVP MYDGF MYH14 MYL6 MYO10 MYO1A MYO5C MYOF NANS NCL NCOR1 NDUFS6 NET1 NFE2L2 NFIC NIBAN2 NKX6-2 NMU NOP56 NQO1 NR2F6 NUCKS1 NUSAP1 OSBPL7 P4HB PABPC1 PALLD PAQR8 PDIA4 PDIA6 PDLIM1 PEBP1 PERP PFN1 PHACTR2 PHLDA2 PKP3 PLA2G10 PLEC PLEK2 PLEKHA6 PLLP PLP2 PLXNA2 POMP PPARG PPDPF PPFIBP1 PPIA PPM1G PRC1 PRDX1 PRKCD PRPF38B PSD3 PSMA4 PSMA7 PSMD11 PSMD7 PTBP1 PTGES3 PTMA PTPRF PTTG1 PTTG1IP PYCR1 RAB11FIP1 RAB27B RAB2A RAB3D RAC1 RALBP1 RAN RASEF RASSF6 RBM25 RBM3 RBM47 REG4 REP15 RETSAT RHOA RNU4ATAC RPL35 RPL36AL RPN1 RPN2 RPS24 RPS8 RRBP1 S100A10 S100A11 S100A14 S100A16 S100A6 S100P SCD SDC1 SDC4 SDF2L1 SEC61A1 SEC61G SEC63 SEM1 SEMA3B SERBP1 SERF2 SERPINB1 SERPINB5 SF3B5 SFN SGSM3 SH3RF1 SLC16A1 SLC39A11 SLC44A1 SLC44A2 SLC7A8 SLC9A1 SLK SLTM SMC4 SMIM14 SMPD3 SNRPB SNRPD1 SNRPF SNRPG SPINK1 SPINK5 SPINT2 SPTBN1 SRRM1 SRSF1 SRSF3 STMN1 SULT1C2 SYK SYNGR2 SYTL2 TACC3 TACSTD2 TAGLN2 TALDO1 TCEAL9 TCERG1 TCF7L2 TENT5A TES TESC TFCP2L1 TFF1 TIMP1 TK1 TKT TLCD2 TLN2 TM9SF3 TMED2 TMED9 TMEM54 TMPRSS4 TMSB10 TMSB4X TOP1 TOP2A TPM1 TPM3 TPM4 TPX2 TRIM2 TRNP1 TSPAN1 TSPAN15 TSPAN3 TSPAN8 TSPO TST TTC39A TUBA1B TUBA1C TUBB TUBB4B TXN TXNRD1 U2AF1 UBE2C UGDH USH1C VASP VCP VILL VMP1 VPS35 VSIG1 WASF2 YBX1 YWHAB YWHAH YWHAZ ZBTB7A ZBTB7C BUSSLINGER_GASTRIC_LYZ_POSITIVE_CELLS https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/BUSSLINGER_GASTRIC_LYZ_POSITIVE_CELLS ADH1C ADIRF AGR2 ANKRD22 ANXA5 AQP5 ATP6V1G1 C16orf89 C6orf58 CD24 CD81 CDCA7 CLU CREB3L1 CST3 CXCL17 EEF1A1 EEF1B2 EEF1G EEF2 EGR1 ELAPOR1 ERGIC1 ETV5 FAM3B FMOD FNDC3B FOS FUT9 GLUL GOLM1 GP2 LYZ MMP1 MSMB MUC6 NOP53 NR4A1 PABPC1 PGC PIGR PKDCC PPP1R1B RACK1 REG1A RPL10 RPL10A RPL11 RPL12 RPL13 RPL13AP3 RPL14 RPL15 RPL17 RPL18 RPL18A RPL19 RPL23 RPL23A RPL26 RPL28 RPL29 RPL3 RPL30 RPL31 RPL32 RPL34 RPL35 RPL35A RPL36 RPL37 RPL37A RPL39 RPL41 RPL5 RPL6 RPL7 RPL7A RPL9 RPLP0 RPS10 RPS12 RPS13 RPS14 RPS15 RPS15A RPS18 RPS2 RPS20 RPS21 RPS23 RPS27 RPS28 RPS3 RPS3A RPS4X RPS5 RPS6 RPS7 RPS8 RPS9 SEZ6L2 SLC12A2 SLPI SOX9 SPDEF TFF2 TM4SF1 TM9SF3 TPT1 ZDHHC9 BUSSLINGER_GASTRIC_MATURE_PIT_CELLS https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/BUSSLINGER_GASTRIC_MATURE_PIT_CELLS ABCC3 ABCC5 ABHD2 ABLIM1 ACTB ACTN4 AHNAK AKR1B10 AKR1C1 AKR1C2 AKR1C3 ALDH2 ALDH3A1 ALDOC ANG ANXA10 ARHGEF2 ARL14 ARPC1A ARPC2 ATP2A3 BASP1 BCAS1 C15orf48 CA2 CAPN5 CAPN8 CAPN9 CBR1 CCND1 CD151 CD164 CD59 CD63 CEACAM5 CES2 CFL1 CLDN18 CLTB COL17A1 CREB3L1 CRIP1 CSTA CTNNA1 CTNNBL1 CTSE CYP2C18 CYP2S1 CYP3A5 CYSTM1 DDX60 DHRS7 DNM2 DSC2 DSG2 DUOX2 DYNLL1 EEIG1 EFHD2 EFNB2 EHBP1L1 ELF3 EPN1 EPS8L1 EPS8L3 ESRP1 ETNK1 EZR FA2H FAM177B FCGBP FCGRT FHL2 FLNB FOXA2 FOXA3 FOXQ1 FXYD3 GALE GKN1 GKN2 GPX2 GSN GSTP1 H1-0 HACD3 HES1 HIGD1A HPGD HSPB1 IBTK ID1 IFI27 IFI6 IGFBP4 IL1R2 IL1RN ITPR3 JPT1 JUP KCNK1 KLF2 KLF3 KLF4 KRT19 KRT20 KRT8 LAMB3 LGALS3 LGALS4 LGALS9C LINC01133 LINC01559 LMNA LMO7 LRP10 MAL MAL2 MAPK3 MARCKS MGLL MGST3 MIDN MLPH MT1G MT2A MUC1 MUCL3 MX2 MXD1 MYH14 MYL12A MYL12B MYL6 NAPEPLD NEAT1 NET1 NQO1 OAS1 OCLN PAQR8 PCSK7 PGRMC2 PHGR1 PKIB PLA2G10 PLAAT2 PLAC8 PLXNB2 PNPLA2 POLD4 PPIF PRKCD PRR15 PSAPL1 PSCA PTTG1IP RAB27A RAC1 RASEF RBM47 RDH13 REP15 RHOC RIOK3 RIPK4 RNASE1 RNF128 S100A11 S100A14 S100A6 S100P SCNN1A SECTM1 SGSM3 SH3BGRL3 SLC44A2 SLC5A5 SLC7A8 SLC9A1 SLPI SMIM14 SMIM22 SNX9 SOSTDC1 SPATS2L SPINK1 SPINT1 SPINT2 SPIRE2 SPTSSB STK24 SULT1C2 SYNJ2 SYTL2 TACSTD2 TAGLN2 TCEAL9 TCF7L2 TENT5A TESC TFF1 TFF2 TMEM54 TMSB4X TNFRSF21 TPM4 TSKU TSPAN1 TSPAN3 TSPAN8 TST TUBA1C UNC5B UNC5B-AS1 VAMP8 VASP VEGFA VILL VSIG1 VSIG2 YWHAH YWHAZ ZBTB7C BUSSLINGER_GASTRIC_METALLOTHIONEIN_CELLS https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/BUSSLINGER_GASTRIC_METALLOTHIONEIN_CELLS AADAC ABCC3 ACTB ADH1C ADIPOR2 AGR2 AKR1B10 AKR1C3 ALB ALDH1A1 ALDH3A1 ANXA10 ATP5MJ ATP5PO CA2 CA9 CAPN9 CARNS1 CLDN18 CLIC1 COX4I1 COX5B CSTB CTSD CTSE CYSTM1 ETHE1 FABP5 FXYD3 GALE GRN GSN GSTP1 HNRNPAB HNRNPC HPGD ID1 IFI27 IGFBP2 IQGAP2 KRT19 KRT8 LAD1 LGALS3 LMO4 MAL2 MARCKS METTL7A MGST3 MSMB MT1E MT1G MT1H MT1X MT2A MUC1 NDRG1 NQO1 P4HB PABPC4 PLLP PLXNB2 PPDPF PRDX1 PSCA QSOX1 RAB27B RNASE1 RPL27A RPL28 RPL29 RPL36A RPL8 RPLP0 RPLP2 RPS10 RPS21 RPS28 RPS3 S100P SELENBP1 SH3BGRL2 SLC44A2 SLC9A1 SMIM24 SNHG29 SOSTDC1 SPINK1 STARD10 SULT1C2 TAGLN2 TFF2 TM9SF3 TMEM238L TMPRSS2 TRNP1 TSPAN8 TSPO VSIG1 VSIG2 BUSSLINGER_GASTRIC_NECK_CELLS https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/BUSSLINGER_GASTRIC_NECK_CELLS A4GNT AQP5 C16orf89 C6orf58 CD24 CLU COL11A2 CREB3L1 CST3 DYNC2H1 EGR1 ERGIC1 ERN2 ETV5 FMOD FUT9 GOLM1 GP2 HDLBP KCNN4 LYZ MMP1 MSMB MUC6 NOP53 NR4A1 PDIA2 PGC PIGR PIK3C2G PPP1R1B RGMB RRBP1 SLC12A2 SLC4A4 TFF2 BUSSLINGER_GASTRIC_OXYNTIC_ENTEROCHROMAFFIN_LIKE_CELLS https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/BUSSLINGER_GASTRIC_OXYNTIC_ENTEROCHROMAFFIN_LIKE_CELLS ABCC8 ACSL1 ALDH1A1 ANK2 APLP1 ARFGEF3 ARRDC4 AZGP1 BEX1 BEX3 C4orf48 CALM1 CAMK2B CAVIN3 CCKBR CDHR3 CGA CHGA CHGB CLPS CMIP CPE CPLX2 DEPP1 DNASE1 DNER DPP6 ECE1 EPCAM ERO1B ERP27 FGF14 FKBP2 GC GCNT2 GFRA3 GPR160 GPX3 HDC HEPACAM2 IFI6 ITGBL1 KCTD12 KIF1A KLK11 LEFTY1 LINC00261 MAOB MS4A8 OR51E1 PAM PAPPA2 PCLO PCSK1 PCSK1N PDZRN3 PROX1 PRSS1 PTF1A PTPRN QDPR RAB3B RBPJL REV3L RIMS2 RUNX1T1 SCG2 SCG3 SCG5 SEC11C SEC62 SERPINA1 SERPINB6 SEZ6L2 SLC18A2 SMOC1 SMOC2 SOX4 SSR4 TEAD1 UCP2 VAMP2 VGF WFDC2 YWHAQ BUSSLINGER_GASTRIC_PARIETAL_CELLS https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/BUSSLINGER_GASTRIC_PARIETAL_CELLS ACADM ACADVL ACAT1 AHCYL2 AIFM1 AK3 AKR7A3 AKR7L ALAD ALDH1A1 ALDOB APLP1 AQP4 ARRDC4 ATP1B1 ATP4A ATP4B ATP5F1A ATP5F1B ATP5F1C ATP5F1D ATP5MC1 ATP5MC3 ATP5ME ATP5MF ATP5MG ATP5MJ ATP5MK ATP5PB ATP5PD ATP5PF ATP5PO ATP6V1H AUH BCKDHB BOLA3 C1orf116 CALM1 CBLIF CCKBR CD59 CHCHD10 CHCHD2 CHIA CHP1 CHPT1 CKB CKMT2 CLIC6 CMTM4 CNTD1 COA3 COX17 COX4I1 COX5A COX5B COX6A1 COX6B1 COX6C COX7A2 COX7A2L COX7B COX7C COX8A CPA2 CPEB4 CS CYC1 CYCS CYFIP2 CYSTM1 DBT DCXR DECR1 DHRS7 DLD DNER DRD5 DUSP19 DUSP4 ECHS1 ECI2 EIF5A2 ESRRG ETFRF1 ETNPPL EZR FAM107B FAM162A FGA FGB FGD4 FGG FH FILIP1L FNDC5 FTH1 FTL G0S2 GABARAPL1 GAPDH GBGT1 GHITM GLOD4 GLUL GMPR GOT1 GOT2 GPC3 GPR155 GPRC5C GPT2 GRIA4 GSTA1 GUCA2B HADHB HIGD1A HOPX HPCAL1 HSPA9 IDH2 IGFBP2 IGFBP5 INSIG1 ISCU ITIH5 KCNE2 KCNJ16 KCNQ1 KIAA1191 LDHB LIFR LINC00671 LRIG1 MDH1 MDH2 ME3 MFSD4A MGAT4B MICALL1 MICOS10 MPC1 MPC2 MPP7 MRPL34 MRPL41 MTURN MYO19 NCKAP1 NDUFA1 NDUFA10 NDUFA4 NDUFA5 NDUFA6 NDUFA7 NDUFA8 NDUFA9 NDUFAB1 NDUFB10 NDUFB2 NDUFB3 NDUFB4 NDUFB5 NDUFB7 NDUFB8 NDUFB9 NDUFC1 NDUFS1 NDUFS2 NDUFS3 NDUFS4 NDUFS8 NDUFV1 NDUFV2 NECAB3 NFE2L2 NHERF1 NNT ODAM OXCT1 PAFAH2 PBXIP1 PDGFD PDHA1 PDHB PDHX PHLDA1 PINK1 PKM PLEKHB2 PP7080 PPIF PPP2R3A PPP2R5A PRDM16-DT PRDX2 PRDX3 PRDX5 PRKACB PRKAR1A PSAP PSCA PTGER3 PXMP2 RAB11FIP2 RAB4A RAP1GAP RAP1GAP2 RBPMS2 REXO2 SDHB SDHC SERF2 SGK1 SIGLEC11 SIK2 SLC16A7 SLC25A3 SLC25A4 SLC25A5 SLC2A12 SLC4A2 SMIM11 SOD1 STX12 SUCLG1 SUCLG2 SULT2A1 SYNJ2BP TBCA TCN1 TM7SF2 TMBIM6 TMEM141 TMEM171 TMEM70 TPD52L1 TPM2 TRIM50 TXNDC17 UBL3 UQCR10 UQCR11 UQCRB UQCRC1 UQCRC2 UQCRFS1 UQCRQ VDAC1 VDAC2 VEGFB WBP2 WIPF3 YBX1 BUSSLINGER_GASTRIC_PPP1R1B_POSITIVE_CELLS https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/BUSSLINGER_GASTRIC_PPP1R1B_POSITIVE_CELLS ABCC3 ADD3 ADH1C ADIRF ALDH3A1 ATF3 CALM2 CLU CTSE CXCL17 DGKD EEF1A1 EEF1B2 EEF1G EEF2 EGR1 ELF3 EPCAM EPS8L3 FOS FOSB GATM GOLM1 GPX2 GSTP1 HNRNPA1 HSP90AB1 IER3 IMPA2 IMPDH2 JUN KCNE3 LGALS3 LYZ MARCKSL1 MLPH NPM1 PABPC1 PIGR PPIA PPP1R1B PTMA PTPRF RACK1 RPL10A RPL11 RPL12 RPL13 RPL13A RPL14 RPL15 RPL17 RPL18 RPL18A RPL19 RPL22 RPL23 RPL23A RPL26 RPL27 RPL27A RPL28 RPL29 RPL3 RPL30 RPL31 RPL32 RPL34 RPL35 RPL35A RPL36 RPL37 RPL37A RPL39 RPL4 RPL41 RPL5 RPL7 RPL7A RPL8 RPL9 RPLP0 RPLP2 RPS10 RPS12 RPS13 RPS14 RPS15 RPS15A RPS16 RPS18 RPS19 RPS2 RPS20 RPS21 RPS23 RPS24 RPS27 RPS27A RPS28 RPS29 RPS3 RPS3A RPS4X RPS5 RPS6 RPS8 RPS9 SAT1 SDC4 SERBP1 SNHG29 SOCS3 SOX9 SPINT2 SULT1C2 TACSTD2 TM9SF3 TMPRSS2 TSPAN8 TUBA1B BUSSLINGER_GASTRIC_PREZYMOGENIC_CELLS https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/BUSSLINGER_GASTRIC_PREZYMOGENIC_CELLS ADAM28 AKAP9 ANKRD50 APP ARHGAP18 ARSD ASPH ATF4 CA9 CDKN1C CXADR EGR1 ENAH EPHB3 ERN2 FAM3D FMOD FOS FOSB FOXP1 FUT9 GADD45B GOLGB1 HDLBP HMGCS2 IER2 IL33 JUN LINC00261 LIPF LTF MAGI1 MECOM METTL7A MUC6 NBEAL1 NFIB NFKBIZ NR2F2 PABPC4 PALM3 PDIA2 PGC PIGR PIK3C2G PLCB4 PTPRZ1 RGMB RHOBTB1 SEC62 SLC12A2 SLC4A4 SOX4 SPDEF SRRM2 TCEA3 THSD4 TTC3 XYLT2 ZNF395 BUSSLINGER_GASTRIC_REG3A_POSITIVE_CELLS https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/BUSSLINGER_GASTRIC_REG3A_POSITIVE_CELLS ALDH2 ANXA10 B2M BIRC3 CD24 CD74 CXCL10 CXCL11 CXCL2 CXCL3 CXCL9 DUOX2 FAM3D HLA-A HLA-B HLA-DMA HLA-DPA1 HLA-DPB1 HLA-DQA1 HLA-DQB1 HLA-DRA HLA-DRB1 HSPA8 ID1 IFI27 IFI30 IFITM3 KCNE3 LCN2 LTF PIGR PSME2 REG1A REG3A RGS5 SAT1 SOD2 STAT1 SULT1C2 TMSB10 TYROBP UBD VNN2 WARS1 BUSSLINGER_GASTRIC_TUFT_CELLS https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/BUSSLINGER_GASTRIC_TUFT_CELLS AOC1 ATP2A3 AVIL AZGP1 DDAH2 IRAG2 PTPN18 RASSF6 SH2D6 SOX4 SPINK5 TRPM5 BUSSLINGER_GASTRIC_X_CELLS https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/BUSSLINGER_GASTRIC_X_CELLS A1CF ABCC8 ACSL1 ADARB1 AKAP9 ALDH1A1 ANXA7 AP1AR APBB1 APOA1 APPL2 ARFGAP3 ARFGEF3 ARRDC4 ARX ASAH1 ASS1 ATF3 ATN1 BACE1 BAIAP3 BAZ2B BEX1 BEX3 BHMT BTG2 C12orf75 CACNA1A CALD1 CALM1 CALY CAMK2B CBX6 CCNI CEP126 CFC1 CHD7 CHGB CIRBP CITED4 CLU CMTM8 CNGA3 CPE CPLX2 CRY2 CXXC4 DDX24 DDX5 DEPP1 DSP DST DUSP1 EGR1 EIF4G2 ENPP1 FAM210B FAR2P1 FAR2P2 FBXL16 FGF14 FLNB FOS GC GCC2 GHRL GK5 GNAI2 GNAO1 GPR160 GPX3 GRIA2 GUSBP14 H3-3B HEPACAM2 HLA-C HOOK3 HPN IDS IER2 IGDCC3 IGFBP5 IL20RA INA IRF2BP2 IRX2 ISYNA1 JUN JUNB JUND KAT6B KCNH2 KCNJ3 KCNMA1 KCTD12 KIF13B KIF1A KIF5C LINC00261 LPP LRATD1 LRRFIP1 LY6H MAFB MAOB MAP1B MAP2 MDK MLXIPL MMRN1 MS4A8 MSLN MT1F NAV1 NEURL1 NEUROD1 NIPSNAP1 NISCH NKX2-2 NNMT NR2F2 NSG2 OLFML3 PAPSS2 PBX1 PBX3 PBXIP1 PCBP4 PCLO PCSK1 PCSK1N PDE2A PDE8B PFN2 PHIP PKM PNRC1 PPP1R1A PRKAR1A PROX1 PSAP PTOV1 PTPRN QDPR RAB26 RAPGEF4 RASA4 RBP1 REV3L RFX6 RHOBTB3 RIMBP2 RIMS2 RTN4 S100A1 SCG3 SCGN SERPINA1 SERPINB6 SEZ6L2 SLC22A17 SMARCA2 SNAP25 SORBS2 SOX6 SPATS2L SPRN SRRM4 SSR4 ST18 STMN2 SYT4 SYT7 TEAD1 TM4SF4 TMEM176A TMEM176B TNRC6A TP53I13 TTR TUBA1A UCP2 USH1C VAMP2 VPS13C VSTM2L VTN VWA5B2 WNK3 WSB1 ZKSCAN1 CUI_DEVELOPING_HEART_5TH_WEEK_ATRIAL_CARDIOMYOCYTE https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/CUI_DEVELOPING_HEART_5TH_WEEK_ATRIAL_CARDIOMYOCYTE ATP1A3 C7 CD24 CDIN1 CMTM7 COL3A1 COX7A1 CRNDE CXCL12 CYB5A DBI DGCR6 EIF2S3 EMCN ESAM FABP5 FRMD3 GJA1 H4C3 HAND1 HAPLN1 HEY2 HIGD1A HNRNPL IRX3 ISOC1 LAMA4 LBH LGALS1 MASP1 MYH7 MYL2 NFIA OLFML3 PDGFD RAMP2 RGS3 S100A4 SCUBE3 SLIT2 TM4SF1 TMSB4X TRDN-AS1 VCAN CUI_DEVELOPING_HEART_5TH_WEEK_VENTRICULAR_CARDIOMYOCYTE https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/CUI_DEVELOPING_HEART_5TH_WEEK_VENTRICULAR_CARDIOMYOCYTE ABRA ACTA1 ADM AIF1L ATP2A2 B3GNT2 BAIAP2L1 BVES CALB2 CLIC5 CNN1 COL2A1 CPE CPNE5 CREB3L2 DES DESI1 DKK3 DUSP14 DUSP2 DUSP5 EGR2 EHD4 ELAPOR2 EPM2AIP1 FAM78A FEZ1 FOS GATM GJA5 GPX3 H2BC21 HAND2 HEY1 HSDL1 IGFBPL1 INTS6L ITM2A KLK6 LINC00842 LINC00938 LINC01844 MARCHF3 MCEMP1 MYBPHL MYH6 NPPB NR2F1 NR2F1-AS1 NR2F2-AS1 NTF4 PAM PDE8B PDLIM3 PDLIM4 PGAM2 PIFO PJA1 PPP2R2B PREP RAB9B RABGAP1L RELN RHOD SH3KBP1 SHISA5 SLC30A3 SMCO4 SORD STAR SVIP SYNPO2L TECRL TESC TMEM185A TUBB6 ULK4 VSNL1 VWDE WNK1 ZFP36 ZNF385B CUI_DEVELOPING_HEART_C1_5TH_WEEK_CARDIAC_CELLS https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/CUI_DEVELOPING_HEART_C1_5TH_WEEK_CARDIAC_CELLS ABRA AMHR2 ANXA3 ASB2 BEX2 BZW2 CALB2 CDH3 CES1 CKB CLDN6 CNN1 COA1 CRABP2 CSRP1 CSRP2 CTSV CXADR CXCL14 DDIT3 DMKN EIF3M EMP2 EZR FDFT1 FDPS FXYD7 GMNN H2BC21 HACD1 HEY1 HSPA5 IDH2 IGFBPL1 ISYNA1 ITGB1BP2 KLK5 KLK6 KPNA2 KRT18 KRT19 KRT8 LIX1 LRRC49 MACROH2A2 MAP1LC3A MDH1 MGARP MGST1 MLLT11 MSMO1 MYRF NAXE NCCRP1 NEURL2 NHERF1 NME4 NPPB PARD6B PDHA1 PDPN PGAM4 PRDX2 RASD1 RCAN1 REC8 RHPN2 RSRP1 SCG5 SLC2A1 SNHG17 SPINT2 SQLE TM7SF2 TMEM141 TMEM98 TNFRSF12A TNNT1 TPM2 TRH TXNDC17 UCHL1 VSNL1 CUI_DEVELOPING_HEART_C2_CARDIOMYOCYTE https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/CUI_DEVELOPING_HEART_C2_CARDIOMYOCYTE ACTC1 ACTN2 ADPRHL1 ALDOC ANKRD1 APOBEC2 ATP5MC1 BANCR BNIP3 CFL2 CHCHD10 CISD1 CKM CKMT2 COX5A COX6A2 COX7A1 CRIP2 CRYAB CSRP3 DES EIF1B ENO3 FABP3 FGF12 FHL2 FITM1 GOT1 HACD1 HSPB2 HSPB3 HSPB7 IDH2 LDB3 LINC00881 LRRC10 MAP3K20 MB MDH1 MLF1 MTUS2 MYBPC3 MYH6 MYH7 MYL3 MYL4 MYL7 MYL9 MYLK3 MYOM1 MYOZ2 MYZAP NDUFS6 NEBL NEXN NKX2-5 NMRK2 NPPA PDE4DIP PDLIM5 PFKP PGAM2 PLN POPDC2 POPDC3 PPP1R12B PPP1R14C PPP1R1A PPP1R3C PTP4A3 RBM24 RRAD SH3BGR SH3RF2 SLC25A4 SLC8A1 SMPX SMYD1 SNTA1 SORBS2 SYNPO2L TCAP TECRL TNNC1 TNNI1 TNNI3 TNNT2 TRDN TRIM55 TTN UNC45B CUI_DEVELOPING_HEART_C3_FIBROBLAST_LIKE_CELL https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/CUI_DEVELOPING_HEART_C3_FIBROBLAST_LIKE_CELL ABCA8 ADAMTS2 ADAMTSL3 AKAP12 ANGPTL2 ASPN BICC1 C1QTNF2 C1R C7 CCDC102B CCN2 COL12A1 COL14A1 COL15A1 COL16A1 COL1A1 COL1A2 COL21A1 COL5A1 COL5A2 COL6A1 COL6A2 COL6A3 COL6A6 CPQ CXCL12 CYBRD1 DCN DLK1 DPT EBF2 EFEMP2 ELN EPB41L2 FBLN1 FBLN2 FBLN5 FBN1 FILIP1L FKBP7 FLRT2 FNDC1 FRZB FSTL1 GLT8D2 GPC3 GPC6 HTRA3 IGFBP7 IL32 ISLR ITM2A KCTD12 LAMA4 LAMB1 LAMC1 LGALS1 LOX LRP1 LRRC17 LSP1P4 LSP1P5 LTBP4 LUM MATN2 MEG3 MEST MFAP2 MFAP4 MGP MMP2 MOXD1 MRC2 MXRA8 NFIA NID1 NRK NUPR1 OGN OLFML1 OLFML3 P3H1 PCDH18 PCOLCE PDGFRA PEG3 PLAC9 PLAGL1 PRDX4 PTN RCN1 RCN3 RRBP1 S1PR2 SCN7A SDC2 SELENOM SEPTIN11 SERPINE2 SERPINF1 SERPING1 SERPINH1 SGCE SMOC2 SNAI2 SPARC SPON1 SPON2 SPRY1 SRPX TCF21 TGFBI THBS2 THY1 TIMP1 TIMP2 CUI_DEVELOPING_HEART_C4_ENDOTHELIAL_CELL https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/CUI_DEVELOPING_HEART_C4_ENDOTHELIAL_CELL ACKR3 ADAMTS9 ADGRF5 ADGRG6 AFAP1L1 ALDH2 ANGPTL4 ARHGAP29 BMPER BMX C1orf54 C4orf48 CALCRL CAV2 CAVIN2 CD34 CD9 CD93 CDH11 CDH5 CGNL1 CHSY1 CLEC14A CLEC3B CLIC1 COL18A1 COLEC11 CTHRC1 CYYR1 DUSP6 EBF1 ECE1 ECSCR EDNRB EFNA1 EFNB2 EGFL7 EHD2 ELK3 EMCN ENG ENTPD1 EPHB4 ESAM ETS1 F11R F2R F8 FCGRT FKBP1A FLT1 FOXC1 FXYD5 FXYD6 FZD6 GJA4 GMDS GNG11 HES1 HLA-E HMCN1 HYAL2 ID1 IFITM2 IGFBP4 IL33 INPP1 ITGA5 ITGA8 ITPR1 KDR KLHL4 LDB2 LEPR LEPROT LRIG3 LY6E MCAM MGST2 MMRN1 MMRN2 MSN MYCT1 NECTIN2 NOS3 NOSTRIN NOTCH1 NPDC1 NPR1 NPR3 NRP1 NRP2 NT5E PALMD PCAT19 PCDH7 PECAM1 PLK2 PLPP3 PLTP PLVAP PLXND1 PODXL PON2 POSTN PPP1R14A PRCP PROCR PTPRB QSOX1 RALB RAMP2 RAPGEF5 RASIP1 RDX RHOC ROBO4 S100A16 SCARB2 SCARF1 SLC27A3 SLCO2A1 SMAGP SNCG SNRK SOX7 SPINT2 ST6GAL1 ST6GALNAC3 STOM TEK TFPI TGM2 THSD7A TIE1 TM4SF1 TMEM100 TMEM204 TMEM88 TNFRSF1A TSPAN14 TSPAN18 TSPAN7 VAMP5 VWF WWTR1 CUI_DEVELOPING_HEART_C5_VALVAR_CELL https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/CUI_DEVELOPING_HEART_C5_VALVAR_CELL ACTN1 ADAMTS1 ADAMTS19 ADIRF AEBP1 AHR APCDD1 APOE ARF4 ARID5A ARL6IP1 ASPN ATF3 B4GALT1 BAG3 BEX1 BGN BTG2 C11orf96 C1QTNF1 CADPS CCDC80 CCNL1 CD200 CD55 CD9 CDKN1A CDO1 CHMP1B CHPF CLDN11 CLIC3 CLU CMTM6 CRYM CSRNP1 CTNNAL1 CTSK CXCL1 CXCL2 CYP1B1 DKK2 DNAJA1 DNAJB1 DNAJB4 DPYSL3 DSEL DYNLT3 ECRG4 EDIL3 EGR1 EGR2 EGR3 EIF4A3 EIF5 ELN ENAH ENSG00000286190 ERBB3 ERRFI1 FAM114A1 FAT4 FHL1 FIBIN FILIP1L FMOD FOS GADD45B GEM GLT8D2 GNG2 GOLIM4 GOLM1 HAPLN1 HES1 HEY2 HS3ST1 HSPA1A HSPA1B HSPA2 HSPA6 HSPA7 HSPH1 ID1 ID2 ID3 ID4 IER2 IER3 IFI27 IFI6 IFRD1 IGF1 IGFBP5 IL33 IRF1 ITM2A JUNB KLHL15 LGALS1 LIMA1 LIMCH1 LMCD1 LMNA LSAMP LTBP2 LTBP3 LTBP4 LTC4S MAFF MATN2 MFAP4 MGP MMP19 MT2A MXRA5 MYH10 NEDD9 NFATC1 NFE2L2 NFIX NR4A1 NR4A2 NRCAM NSG1 NTRK2 NXF1 OAT PAMR1 PAPSS1 PDLIM3 PENK PLPP3 PLXDC1 PPP1R10 PPP1R15A PRELP PRRX1 PTGS2 PTHLH PTPRZ1 PXDN RARG RASL11B RGS3 RGS4 RGS5 RHOU RNASE4 RNU6-2 ROBO1 S100A10 S100A6 S100B SALL3 SCRG1 SELENOM SERPINB1 SERPINF1 SERPINI1 SERTAD1 SFRP4 SLC22A3 SLFN11 SLN SNAI1 SNHG12 SNHG5 SOCS3 SOX4 SOX9 SPOCK3 SRPX SRSF7 SYNPO2 TAGLN TCEAL7 TCF12 TGFB3 THBS1 TIMP3 TMEM132C TNFAIP6 TNFRSF19 TOB1 TPBG TRPS1 TSC22D1 TSPYL2 TUBA1A TUBB2A TUBB2B TUBB3 TWIST1 UAP1 UCHL1 UGDH VCAN VTRNA2-1 XBP1 ZBTB20 ZC3H12A ZC3HAV1 ZFAND2A ZFAS1 CUI_DEVELOPING_HEART_C6_EPICARDIAL_CELL https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/CUI_DEVELOPING_HEART_C6_EPICARDIAL_CELL ADGRD1 ADIRF ALDH1A2 ALOX15 ANXA3 ANXA4 ANXA8L1 AOX1 AQP1 ARID5B ASS1 BCHE BCO2 BICC1 BICDL1 BNC1 C1R C1S C3 CA9 CALB2 CARD16 CARHSP1 CARNS1 CCDC80 CD200 CDH3 CDON CFB CFH CFI CGN CHAC1 CLDN1 CLDN15 CLIC3 CLIP4 COBLL1 COLEC12 CPA4 CPE CRIM1 CRIP1 CRLS1 CXADR CYBRD1 CYSTM1 DAPK1 DDR1 ECRG4 EFEMP1 EPHB6 EZR FKBP11 FKBP2 FLRT2 FLRT3 GFPT2 GJA1 GPM6A GSTM3 HAS1 HCFC1R1 HLA-C HP HSBP1L1 HSD17B6 HTRA1 ID4 IL18 IL1R1 IL6ST INMT IQCA1 ITGA3 ITGB8 ITLN1 KDR KLF6 KLK11 KLK5 KRT18 KRT19 KRT7 KRT8 LGALS2 LGALS3BP LINC00842 LINC01133 LRP2 LRRN4 LY6E MAL2 MEDAG MEST MGST1 MSLN MST1 MT1E MUC16 MYRF NFKBIZ NHERF1 NMU NNMT NPNT NSG1 NUPR1 OAT PAPSS2 PCLO PCOLCE2 PDGFC PDGFRL PDIA2 PDPN PDZK1IP1 PHGDH PHYHIP PKHD1L1 PLA2G2A PLAAT3 PLAAT4 PLEKHA4 PLEKHH2 PLLP PLOD2 PPL PRG4 PRKCI PROCR PROS1 PRR15 PRR15L PRSS23 PTGIS PTGS1 PTK2B PTPRF PTPRQ RARRES1 RARRES2 RASSF7 REC8 REEP1 RERG RNASE4 RSRP1 S100A10 S100A6 SAT1 SBSPON SCG5 SELENBP1 SEMA3B SEMA3C SERPING1 SEZ6L2 SGK1 SILC1 SLC16A1 SLC39A8 SLC4A4 SLIT3 SLPI SMOC2 SMPD3 SMTNL2 SPOCK2 ST3GAL5 STEAP1 SULF1 SULF2 SYT4 TCEAL2 TGM1 TIMP1 TM4SF1 TMEM176A TMEM176B TMEM37 TMEM98 TNFRSF1A TNNT1 TOGARAM2 TOR1AIP2 TSPAN3 UPK1B UPK3B VGLL3 VSIR VTN WT1 WWC1 ZFP36L1 CUI_DEVELOPING_HEART_C7_MAST_CELL https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/CUI_DEVELOPING_HEART_C7_MAST_CELL ABRACL ACSL4 ADAM8 ADRB2 ALDH1A1 ALOX5 ALOX5AP ANXA1 ARHGAP15 ARHGAP18 ARHGDIB ARHGEF6 ATP2A3 ATP6V0A2 BACE2 BATF BIN2 BRD2 BST2 BTG2 BTK C1orf162 CALB2 CAP1 CAPG CAVIN2 CCNL1 CD37 CD44 CD53 CD69 CD83 CD84 CKS2 CLEC4OP CLIC1 CNRIP1 CPA3 CREM CSF2RB CTNNBL1 CTSD CTSG DNAJA1 DNAJB1 DNAJB9 DOCK10 DUSP10 EIF5 ELF1 ELOVL5 EMP3 ENPP3 ENSG00000233968 FCER1G FOSB FXYD5 GAPT GATA2 GLUL GMFG GNA13 GPR65 GRAP2 HCLS1 HDC HK2 HPGD HPGDS HS3ST1 HSPA1A HSPH1 IDI1 IDS IER2 IFITM2 IL1RL1 ITGAM KIT LAIR1 LAPTM5 LAT LAT2 LCP1 LIF LINC01140 LPCAT2 LPXN LTC4S LYST MBOAT7 MIR23AHG MLPH MPP1 MS4A2 NABP1 NCF4 NDST2 NFKBIA NFKBIZ P2RX1 PAG1 PEPD PIK3R6 PLEK PLIN2 PNP PPP1R15A PRG2 PRR13 PTGS1 PTPN7 RAC2 RGS1 RGS13 RGS2 RHEX RHOG RHOH RNF130 S100A4 S100A6 SAMSN1 SDCBP SERP1 SERTAD1 SH3BGRL3 SIGLEC17P SLC18A2 SLC2A3 SLC45A3 SNX5 SQSTM1 SRGN STING1 STX3 STXBP2 STXBP5 SYAP1 TENT5A TESPA1 TMEM176B TNFAIP3 TNFSF10 TPSAB1 TPSB2 TPST2 TSC22D3 TSPYL2 TYROBP UNC13D VAMP8 VMP1 VWA5A XBP1 ZFP36 CUI_DEVELOPING_HEART_C8_MACROPHAGE https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/CUI_DEVELOPING_HEART_C8_MACROPHAGE A2M ACTR2 ADA2 ADAP2 ADCY7 AIF1 ALOX5 ALOX5AP AOAH APBB1IP ARHGAP18 ARHGAP30 ARHGAP4 ARHGDIB ARPC1B ARPC3 ARPC4 ARRB2 ATP6V0B ATP6V1B2 B3GNT5 BASP1 BAZ1A BST2 BTG2 C1QA C1QB C1QC C1orf162 C3AR1 C5AR1 CALHM6 CAP1 CARD16 CASP1 CCL3 CD14 CD163 CD300A CD36 CD37 CD4 CD53 CD68 CD74 CD83 CD86 CDKN1A CEBPB CEBPD CLEC7A CNPY3 CORO1A COTL1 CPVL CREG1 CSF1R CSF3R CST3 CSTA CTSB CTSC CTSD CTSS CX3CR1 CXCL16 CXCL8 CXCR4 CYBA CYBB CYRIB CYTH4 DAZAP2 DOCK2 DOCK8 DOK2 DUSP1 DUSP2 EFHD2 ELF1 EVI2A EVI2B F13A1 FCER1G FCGR1A FCGR2A FCGR3A FCGRT FES FGL2 FMNL1 FOLR2 FOSB FPR1 FYB1 GADD45B GLIPR1 GLRX GLUL GMFG GNA13 GNAI2 GPR183 GPR34 GPSM3 GPX1 GRB2 GRK2 GRN HBEGF HCK HCLS1 HCST HERPUD1 HLA-A HLA-B HLA-C HLA-DMA HLA-DMB HLA-DPA1 HLA-DPB1 HLA-DQB1 HLA-DRA HLA-DRB1 HLA-E HLA-H HPGDS HSPA1A IER3 IER5 IFI30 IGSF6 IKZF1 IL10RA IL13RA1 IL16 IL6R INPP5D IQGAP1 IQGAP2 IRF8 ITGAM ITGAX ITGB2 JAML JUNB JUND KLF6 LAIR1 LAPTM5 LAT2 LCP1 LCP2 LGMN LILRB2 LITAF LPAR6 LSP1 LST1 LY86 LY96 LYN LYZ MAF MAFB MAN2B1 MAP3K8 MARCHF1 MCL1 MEF2C METRNL MFSD1 MGAT1 MKNK2 MNDA MPEG1 MRC1 MS4A4A MS4A6A MS4A7 MSR1 MYO1F NAIP NAMPT NCF2 NCF4 NEAT1 NFKBIA NINJ1 NLRP3 NPC2 NR4A2 OSTF1 OTUD1 PABPC1 PARVG PIK3AP1 PILRA PLAC8 PLAUR PLCB2 PLD4 PLEK PMAIP1 PNRC1 POU2F2 PPP1R18 PRAM1 PREX1 PRKCD PRR13 PSAP PTAFR PTGER4 PTPN6 PTPRC PTPRE PYCARD RAB31 RAC2 RB1 RBM47 REL RETN RGS1 RGS10 RGS2 RHOB RHOG RILPL2 RIN3 RNASE6 RNASET2 RNF130 RUNX1 S100A4 S100A8 S100A9 SAMSN1 SERPINB1 SGK1 SH2B3 SH3BGRL3 SH3KBP1 SIRPA SKAP2 SLA SLC2A3 SLCO2B1 SMAP2 SOD2 SPI1 SRGN STAB1 STK17B STXBP2 SYK TBXAS1 TCIRG1 THEMIS2 TKT TLR2 TNFRSF1B TPM3 TPP1 TYROBP UCP2 VAMP8 VSIG4 VSIR WAS WIPF1 ZFP36 ZFP36L1 ZFP36L2 CUI_DEVELOPING_HEART_C9_B_T_CELL https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/CUI_DEVELOPING_HEART_C9_B_T_CELL ACAP1 ADGRE5 ARHGAP15 ARHGAP45 ARHGAP9 ARHGDIB ARHGEF1 ARL4C ARPC1B BIN2 BTG1 CCL5 CCND3 CD247 CD37 CD3D CD3E CD3G CD44 CD48 CD52 CD53 CD69 CD7 CD96 CDC42SE2 CLEC2B CLEC2D CLK1 CNOT6L CORO1A COTL1 CST7 CTSW CXCR4 CYRIB CYTIP DEDD2 DENND2D DNAJB1 DUSP2 ELF1 ETS1 EVL FAM107B FCER1G FCMR FXYD5 FYB1 GIMAP4 GIMAP7 GMFG GNG2 GPR183 GPR65 GPSM3 GZMA HCLS1 HCST HLA-A HLA-B HLA-C HLA-E HLA-F HLA-H IFITM1 IFITM2 IL16 IL2RB IL2RG IL32 IL7R IRF1 ISG15 ISG20 ITGAL ITGB2 ITK JAK1 JUNB KLRB1 KLRD1 LAPTM5 LAT LCK LCP1 LEF1 LEPROTL1 LIMD2 LINC00861 LITAF LPXN LSP1 LTB NFKBIA NHERF1 NKG7 OSTF1 PABPC1 PDCD4 PIK3IP1 PIM2 PIP4K2A PLAAT4 PLAC8 PRF1 PRKCH PSMB9 PTGER4 PTPN22 PTPRC PTPRCAP PVRIG RAC2 RGCC RGS1 RHOH RIPOR2 RNF166 RNF213 RUNX3 SAMD3 SAMSN1 SARAF SASH3 SATB1 SELL SEPTIN1 SEPTIN6 SH2D1A SH3KBP1 SKAP1 SLC2A3 SPOCK2 SRGN STK17B STK4 TAGAP TAPBP TBC1D10C TCF7 TMC8 TMIGD2 TNFAIP3 TSC22D3 TUBA4A TXK TXNIP UCP2 WIPF1 YPEL5 ZAP70 ZFP36 ZFP36L2 ZNF331 CUI_DEVELOPING_HEART_CARDIAC_FIBROBLASTS https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/CUI_DEVELOPING_HEART_CARDIAC_FIBROBLASTS ACTC1 ACTN2 AKR1B1 ALDH1A2 ALDOA ALDOC ANKRD1 ATP2A2 ATP5MC2 BANCR BNIP3 C7 CASQ2 CCDC102B CCND1 CKM CKMT2 COL15A1 COL6A3 COL9A1 COLEC11 COX5A COX6A2 COX7B CRIP2 CRYAB CSRP1 CSRP3 DES ENG ENO3 FABP3 FGF12 FHL2 FITM1 FREM1 FRZB GAPDH GASK1B GOT1 HACD1 HSPB1 HSPB3 HSPB7 IGFBP2 IL32 LAMB1 LAMC1 LDB3 LIMCH1 LOXL2 LRRC10 MB MDH1 MOXD1 MYBPC3 MYH6 MYH7 MYL2 MYL3 MYL4 MYL7 MYL9 MYOM1 MYOZ2 NEBL NEGR1 NKX2-5 NMRK2 NPPA NPPB PDLIM5 PEG3 PGAM2 PKIG PKM PLN PPP1R3C PTN RAMP1 RBM24 RBPMS2 RRAD RYR2 S100A8 SCN7A SH3BGR SH3RF2 SLC25A4 SMPX SMYD1 SORBS2 SOX9 SYNPO2L TCAP TCF21 TFPI TM4SF1 TNNC1 TNNI1 TNNI3 TNNT2 TPM1 TRDN TRIL TTN CUI_DEVELOPING_HEART_COMPACT_ATRIAL_CARDIOMYOCYTE https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/CUI_DEVELOPING_HEART_COMPACT_ATRIAL_CARDIOMYOCYTE COX7A1 CRYAB FTH1 FTL GAPDH MB PLN RPL13 RPL18A RPL27A RPL31 RPL7 RPS27 RPS3A YBX1 CUI_DEVELOPING_HEART_COMPACT_VENTRICULAR_CARDIOMYOCYTE https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/CUI_DEVELOPING_HEART_COMPACT_VENTRICULAR_CARDIOMYOCYTE AHSP ALDOC ASPN BANCR C7 CASQ2 CD34 CNOT11 COL12A1 COL15A1 COL1A1 COL1A2 COL3A1 COL5A1 COL5A2 COL6A1 COL6A2 COL6A3 COL6A6 CRYAB CXCL14 CXCL8 DCN DES DLK1 DPT ELN FBN1 FHL1 FN1 GSTT1 HAPLN1 HLA-B HSPB1 IL32 ITM2A KLF4 LGALS1 LGALS3 LPP LUM MAB21L3 MGP MMP2 MYL2 NEFL NIBAN1 OGN PDK4 PGAM2 PLAC9 POSTN RBP7 RNASE1 RPS4Y1 SHISA9 SPARC SPARCL1 SRGN TCF21 TIMP2 TNNI3 TSPO UGDH-AS1 VIM CUI_DEVELOPING_HEART_CORONARY_VASCULAR_ENDOTHELIAL_CELL https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/CUI_DEVELOPING_HEART_CORONARY_VASCULAR_ENDOTHELIAL_CELL A2M ADGRL4 APLNR APOD ARHGAP18 C1QTNF9 CA4 CAV1 CAVIN2 CD36 CD74 CLDN5 COL15A1 COL4A1 COL4A2 DIPK2B DST FABP4 FABP5 FLT4 GIMAP4 GIMAP7 GMFG HLA-B IGFBP7 ITGA6 JAM2 MEF2C MEOX1 MTSS1 PDGFB RBP7 RGCC ROBO4 TCF4 TCIM TM4SF18 TNNT3 UACA UTRN VWF CUI_DEVELOPING_HEART_ENDOCARDIAL_CELL https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/CUI_DEVELOPING_HEART_ENDOCARDIAL_CELL ADGRG6 ANGPTL4 ATP1B1 BMPER C4orf48 CDH11 CGNL1 CLEC11A COL18A1 COLEC11 CTHRC1 DSG2 EMILIN1 ENG ENPP1 EPHA4 EPS8 F2RL2 FOXC1 FXYD6 IL33 IRX3 ISYNA1 ITGA8 ITM2C KLHL4 KRT18 LEPR LRIG3 MASP1 MEST MYH6 MYL7 NPPA NPR3 NT5E OLFML3 OST4 PCDH7 PGAM2 PLA2G5 PLAC9 PLVAP POSTN QSOX1 SCARA3 SMOC1 SRPX ST6GAL1 ST6GALNAC3 TFPI TMEM100 TMEM141 CUI_DEVELOPING_HEART_LEFT_ATRIAL_CARDIOMYOCYTE https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/CUI_DEVELOPING_HEART_LEFT_ATRIAL_CARDIOMYOCYTE BCO2 CALB2 CLIC5 COL2A1 FHL1 GJA5 GPX3 LINC01844 MYH6 NR2F1 NR2F1-AS1 PAM PIFO PIM1 PITX2 RABGAP1L RELN SFRP1 TESC VSNL1 CUI_DEVELOPING_HEART_LEFT_VENTRICULAR_CARDIOMYOCYTE https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/CUI_DEVELOPING_HEART_LEFT_VENTRICULAR_CARDIOMYOCYTE ANXA1 BRIP1 CCL2 CMC1 COL3A1 COLEC11 CRNDE CTHRC1 CXCL14 ECSCR EMCN ENG ESAM GJA1 HAND1 HAPLN1 HES1 IRX3 ISOC1 KCNJ2 LGALS1 MYH7 NPPC PHLDA1 PLK2 PLVAP PLXND1 POSTN RAMP2 S100A11 SCUBE3 SLIT2 SOX11 SOX4 TFPI THY1 TM4SF1 TMEM88 TRAIP TRDN-AS1 CUI_DEVELOPING_HEART_RIGHT_ATRIAL_CARDIOMYOCYTE https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/CUI_DEVELOPING_HEART_RIGHT_ATRIAL_CARDIOMYOCYTE ABRA ACTA1 BMAL2 CALB2 CAV1 CDKN1A CITED4 COL9A1 DAGLB DES DPP9 DUSP2 EFNB1 GHRH GNAL HAMP HCN4 HHIP-AS1 INPP1 KLK6 LINC01170 LRAT MTMR9 MYLK3 MYPN NES NMRK2 NR4A1 NR4A2 PAM PEDS1 PNP POFUT2 RASSF8 RNF187 RTN4R SLC30A3 SPRYD3 TAF10 UCP2 ULK4 CUI_DEVELOPING_HEART_RIGHT_VENTRICULAR_CARDIOMYOCYTE https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/CUI_DEVELOPING_HEART_RIGHT_VENTRICULAR_CARDIOMYOCYTE ATP1A3 BEX1 BIN1 C7 CAVIN4 CCDC34 CD24 CMTM7 DGCR6 ECI1 GPR22 GPRIN3 HEY2 IGFBP7 ISYNA1 KIFAP3 KLHDC8B LBH LINC01405 MASP1 PYGL PYGM RXRG S100A4 TXNIP VCAN CUI_DEVELOPING_HEART_SMOOTH_MUSCLE_CELL https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/CUI_DEVELOPING_HEART_SMOOTH_MUSCLE_CELL ACVR2A ANGPTL1 BGN C1QTNF3 C1R C1S CCDC80 CFH COL14A1 COL1A1 COL1A2 COL3A1 COLEC12 CPE CPZ CRABP2 CTSK DUSP1 EGFL6 ELN F10 FBLN1 HEXIM1 ID2 IGFBP4 ITM2A LOX MFAP5 NPDC1 NTRK2 NUCB2 OLFML2B OSR1 OSR2 PCOLCE PDGFRL PI15 PI16 PPIC RARRES2 RCN3 RNU6-2 S100A4 S100A6 SERPINF1 SFRP2 SPARC TSHZ2 CUI_DEVELOPING_HEART_TRABECULAR_ATRIAL_CARDIOMYOCYTE https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/CUI_DEVELOPING_HEART_TRABECULAR_ATRIAL_CARDIOMYOCYTE ABCC5 ADGRL2 AGL AIFM1 AKAP1 AKAP9 ANGPT1 ANKRD26 APLP2 ARL6IP5 ASAH1 ASPH ATP11A ATP13A3 ATP1A1 ATP1B1 ATP2A2 ATP6AP2 B2M B3GNT2 BCAP29 BLTP1 BMPR2 BSG BVES C5orf15 CACNA1C CALU CANX CCNL1 CD164 CD63 CDH2 COL18A1 COL2A1 COL4A2 COL4A6 COL9A1 COX6A1 CPE CPVL CTSL CTSV CXADR CYP2J2 CYP51A1 DAG1 DCBLD2 DDX17 DKK3 DMD DNAJB9 DPY19L2 DSP DST EDNRA EMP2 ENTREP1 EPRS1 ERBB2 ETNK1 FAT1 FBN2 FLNC FRAS1 FREM2 GJA5 GOLGA8A GOLIM4 GPAA1 GPC1 GRN HEG1 HEPH HERC2P2 HRC HSP90B1 HSPA5 IGF2BP2 INSR ITGA6 ITGB1 JAG1 KCNH7 KIDINS220 KTN1 LAMB2 LAMP2 LAPTM4B LEPROT LGALS3BP LMAN1 LMO7 LNPK LTBP1 LUC7L3 MACF1 MALAT1 MARCHF6 MARS1 MDK MEIS1 MESD MFSD11 MMP15 MSMO1 MTDH MYSM1 NCAM1 NDUFB9 NES NEU1 NFE2L1 NID2 NNT NOMO1 NPTN OS9 P4HA1 PAM PARM1 PCMT1 PDIA3 PGRMC1 PKN2 PLEKHA5 PLOD2 PLXNB2 PPIC PRKDC PRNP PRSS35 PSAP PTGFRN PTPRK RDH11 REEP5 RELN RNF207 RNPC3 RPN2 RTN4 SCD SELENOT SLC11A2 SLC16A1 SLC20A2 SLC2A1 SLC38A1 SLC3A2 SLC8A1 SPCS2 SPINT2 SPTAN1 SPTBN1 SQLE SUCO SURF4 SVIL TCERG1 TIMP3 TLCD4 TM9SF2 TMBIM6 TMED10 TMEM245 TMEM38B TMEM41B TMTC3 TMX2 TNFRSF12A TRA2B TTN VCL VEGFA WLS WSB1 XIRP1 ZNF827 CUI_DEVELOPING_HEART_TRABECULAR_VENTRICULAR_CARDIOMYOCYTE https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/CUI_DEVELOPING_HEART_TRABECULAR_VENTRICULAR_CARDIOMYOCYTE ABHD12 ABHD16A ANGPT1 ANXA3 ARL4D ARRDC3 B3GNT2 BUB3 CCDC181 CCN1 CCN2 CD24 CD320 CDH3 CLDN6 COL2A1 COMMD10 COX6A1 CRABP2 CTSV CYP51A1 DDIT3 DENR DEPP1 DGKI DHCR7 DNAJB1 EBP EPSTI1 EXOSC8 FAM118B GALE GEM GET1 GMNN H2AC25 HAMP HBEGF HERPUD1 HES1 HEY1 HMGA2 HMGCR HNRNPL HSPA5 HSPB8 HTR3B IER2 INSIG1 ISOC1 KCNH7 KLHL31 KPNA2 KRT19 KRT8 LINC01405 LIX1 LRPAP1 LRRC49 MGST1 MLLT11 MPHOSPH6 MRPL13 MSMO1 MYH6 NET1 NEURL2 NOP16 NPPB PDGFD PGAM4 PHACTR3 PIP4P2 PPP1R15A PRKDC RASD1 RASL11B RC3H1 RCAN1 REEP6 RGS3 RTCB RXRG S1PR1 SCD SDF2L1 SGPL1 SIGMAR1 SKIL SLC2A1 SLC3A2 SLIT2 SMTNL2 SPINT2 SQLE SRSF6 TIMM17A TMEM88 TNFRSF12A TNNT1 TOB1 TRAPPC3 TRH TSPAN13 VCAM1 VCAN VPS33A WDR12 XRCC4 YWHAQ CUI_DEVELOPING_HEART_VALVAR_ENDOTHELIAL_CELL https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/CUI_DEVELOPING_HEART_VALVAR_ENDOTHELIAL_CELL ACKR3 ACSL1 ADAMTS1 AKR1B1 ANGPTL2 ANK2 ANO1 AOPEP APOLD1 AQP1 ARID5A ASPN ATF3 BEX1 BIK C1QTNF1 C7 CA5B CCDC3 CCL20 CCL4 CD200 CD44 CD55 CD9 CDKN1A CEBPD CEMIP2 CHMP1B CLDN11 CLIC2 CRIP1 CRYAB CTSK CTSL CXCL1 CXCL2 CXCL8 CYP1B1 CYSTM1 DKK2 DKK3 DUSP2 DUSP5 EDIL3 ENDOD1 EVL F5 FEZ1 FOSL2 GABARAPL1 GADD45A GATA4 GEM GJA1 GLT8D2 HAND2 HAPLN1 HBEGF HEY2 HLA-B HLA-H HS3ST1 HSPA7 HSPB8 IER5 IFI27 IGFBP5 IGFL2 ITGB4 ITPRIP KLF9 LDLR MAFF MCL1 MMP19 MT2A MTMR11 NAMPT NDP NEAT1 NET1 NFATC1 NFIL3 NR4A1 NR4A2 NR4A3 NTRK2 OLFML2A OPTN PDGFRA PDLIM1 PDLIM3 PENK PI16 PKHD1L1 PLA2G2A PLAT PLCD1 PLIN2 PLLP PLPP5 PMP22 PNP PRNP PTGS2 PTHLH RCAN1 RGS4 RGS5 RHOU S100A10 S100A4 S100A6 S100B SELL SERPINB1 SERPINF1 SIK1 SLN SOCS3 SOD2 SORD SPOCK3 STARD7 STC1 TAC1 TFPI2 TGFB3 THBD TIPARP TMBIM1 TNFAIP6 TPBG TSPAN8 TUBB2A TUFT1 VCAN WNT4 CUI_DEVELOPING_HEART_VASCULAR_ENDOTHELIAL_CELL https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/CUI_DEVELOPING_HEART_VASCULAR_ENDOTHELIAL_CELL ABI3BP ADAMTS1 ADCY4 ADH1B AHNAK2 AIF1L ALDH1A1 ANKRD36B APLP2 ASPN ASS1 ATP6AP1 BCAM BGN BHLHE40 BST2 BTG2 C1R CARD16 CBLN2 CD151 CD320 CD58 CDC42EP3 CDH23 CFH CFI CKB CLEC14A CLIC3 CLU COL1A1 COL5A1 COL5A2 COL9A3 CPAMD8 CPE CPXM2 CREB5 CRIM1 CRTAC1 CST3 CTSD CTSK CXCL1 CXCL2 CXCL3 CYTL1 DDIT4 DEPP1 DHH DHRS3 DKK2 DPP7 ECM2 EFEMP1 EFNA5 ELN EMP2 EMP3 FAM3B FBLIM1 FBLN2 FBLN5 FGL2 FOSB FXYD5 GABARAPL1 GABARAPL2 GADD45B GAS6 GASK1B GATA2 GJA1 GJA5 GLG1 GLT8D2 GOLIM4 GRN HAPLN3 HEG1 HEXB HSD17B12 HSPA1A HSPA1B HTRA1 ICAM1 IER2 IER5L IFI27 IFI6 IGFBP2 IGFBP7 IL11RA ITSN2 JUN JUNB KAZALD1 KCNMB1 KCNN4 KLF2 KLF4 KLHL13 LIMA1 LIMS2 LINC01133 LOX LSR LTBP2 LTBP3 LTBP4 LTC4S MALL MAP3K8 MECOM MEGF6 MEIS2 MET METRNL MFAP2 MGP MIR23AHG MMP2 MMP28 MMRN1 MMRN2 MPZL2 MRC2 MTUS1 MYH9 NEIL1 NES NFIX NFKBIA NNMT NPDC1 NUCB2 OMD OS9 PDE4B PDGFD PDGFRL PER1 PI15 PI16 PIGT PPIC PPP1R15A PROCR PTGDS PTGS1 PTN PTPRF PXDC1 RAMP3 RASD1 RGS5 RHOB RTN4RL2 SDF4 SELENOM SEMA3F SERPINE1 SERPINE2 SEZ6L2 SFRP1 SFRP4 SFRP5 SH3RF1 SIK1 SKIL SLC41A3 SLC7A8 SULF1 SULF2 SULT1E1 SWAP70 SYNGR2 TCN2 TENT5A THBD TMEM120A TNFAIP3 TNKS1BP1 TOB1 TRIM22 TSC22D1 TSPAN2 TSPAN7 TXNIP VCAM1 ZFP36 ZFY DESCARTES_FETAL_ADRENAL_ADRENOCORTICAL_CELLS https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/DESCARTES_FETAL_ADRENAL_ADRENOCORTICAL_CELLS C1QTNF1-AS1 CLDN14-AS1 ENSG00000229425 ENSG00000253574 ENSG00000260599 LINC01485 LINC01717 LINC02045 LINC03086 MGC27382 MMADHCP2 RGS8 RNU6-56P RNU6-944P DESCARTES_FETAL_ADRENAL_CHROMAFFIN_CELLS https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/DESCARTES_FETAL_ADRENAL_CHROMAFFIN_CELLS ADCY8 ALK AMER2 AMER3 ANKFN1 ARHGDIG ARSF BASP1 BRINP2 C9orf24 CACNG2-DT CADM3 CAMK2A CAVIN4 CCND1 CFAP20DC-AS1 CNTFR CREG2 DCLK3 DIRAS1 DUSP8 ELAVL2 ENSG00000253726 ENSG00000254746 ENTPD3 EYA1 EYA4 FAM120A2P FAM131B FAR2P1 FAT3 FOXN4 FRMPD3 GAL GAP43 GREM1 HAND1 HECW1 HECW1-IT1 HIKESHIP1 HMX1 HS3ST5 HTR3A IGLON5 IL7 INSM2 INSRR IRX6 ISL1 JPH3 KCNB2 KCNG1 KCNK10 KRTAP5-AS1 LINC01201 LINC01539 LINC01561 LINC02066 LINC02074 LINC02269 LINC02525 LINC02600 LINC02605 LINC02607 LINC02897 LINC03069 LRRTM2 MAB21L1 MAP1B MARCHF11 MARCHF11-DT MARK2P3 MGC15885 MLLT11 NPY NRG1-IT3 NTRK1 NUDT10 ONECUT2 PEX5L PHEX-AS1 PIRT PKIA-AS1 PLPP4 PLXNA4 PRKAG2-AS1 PRPH PTCHD1 PTCHD1-AS RBFOX1 REEP1 RNU6-457P RNU7-99P RORB-AS1 RPH3A RPSAP43 RYR2 SCUBE1 SERTAD4 SERTAD4-AS1 SHOX2 SLC22A9 SLC44A5 SLC6A2 SLCO5A1-AS1 SPHKAP ST8SIA2 STMN4 SV2C THAP12P7 TLX3 TMEFF2 TMEM132C TMEM196 TMEM35A TRIM36 TRIM67 TROAP-AS1 TTC9B TTLL7-IT1 TUBB2A TUBB2B DESCARTES_FETAL_ADRENAL_CSH1_CSH2_POSITIVE_CELLS https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/DESCARTES_FETAL_ADRENAL_CSH1_CSH2_POSITIVE_CELLS ACKR2 ADAM12 ADRB1 ALDH4A1 ANGPT2 ANXA1 ANXA3 AP1M2 APPBP2-DT ARHGEF5 ASS1 ATF3 ATP6V1C2 BZW2 C1orf115 C4orf36 CAP2 CAPN6 CBR3-AS1 CCDC54-AS1 CGA CGB3 CHODL CLDN4 CLDN7 CLIC5 CLRN1-AS1 CNKSR1 CPS1 CPZ CSH1 CSH2 CSRP2 CYP19A1 DACT2 DDX10P1 DEPP1 DNAI2 DUSP9 DYNLRB2 EFEMP1 EFHD1 ENSG00000227885 ENSG00000234352 ENSG00000236829 ENSG00000243273 ENSG00000248515 ENSG00000250954 ENSG00000251574 ENSG00000257283 EPIC1 EPS8L1 ERRFI1 ERVFRD-1 ERVH48-1 ERVW-1 ESRP1 EXPH5 F5 FAM184A FAM3B FAM83G FOXO6 GDF15 GH2 GNGT1 GOLT1A GPC1-AS1 GPX3 GRHL1 GRHL2 GRIP1 GSTA3 GTF2I-AS1 GYG2P1 HCAR1 HILPDA-AS1 HOPX HSD11B2 HSD17B1 HSD3B1 HSPB8 HTRA4 IMPA1P1 INHBA INSL4 ISM2 ITGB4 ITGB6 KANK4 KISS1 KMO KRT18 KRT23 KRT7 KRT8 L1TD1 LCMT1-AS2 LINC00470 LINC00578 LINC00663 LINC00882 LINC00964 LINC01194 LINC01418 LINC01524 LINC01687 LINC01920 LINC02055 LINC02112 LINC02307 LINC02327 LINC02540 LINC02583 LINC02616 LINC02899 LMO7-AS1 LOC283299 LRP2 LVRN LYPD5 MAFF MAGI1-AS1 MAP3K2-DT MCOLN3 MET MFSD2A MIR4280HG MIR4307HG MIR4713HG MMP11 MORC4 MUC15 MYL5 NCMAP NDOR1 NECTIN4 NFE2L3 NFE4 NLRP2 NOCT OLR1 PAGE4 PAPPA PAPPA-AS1 PAPPA2 PCDH11X PERP PGF PHLDA2 PKIB PPP1R13L PRB1 PRKCZ PROSER2-AS1 PSG1 PSG11 PSG2 PSG3 PSG4 PSG5 PSG6 PSG7 PSG8 PSG9 PWWP3B RASA1 RASSF6 RCC2-AS1 RDH13 RGPD2 RIMKLB RNU1-134P RNU6-272P RPL12P20 RPL21P57 RPS12P26 S100P SCAND3 SCIN SDC1 SERINC2 SERPINB2 SERPINE1 SLC13A4 SLC19A3 SLC22A11 SLC47A2 SLC52A1 SLC6A4 SMIM18 SMIM2-AS1 SP6 SPINT1 SPIRE2 SPTLC3 ST8SIA6-AS1 STEAP4 STEEP1 STS SVEP1 TACC2 TAS2R13 TCL6 TFAP2C TFPI2 TGM2 TM4SF19 TMC1 TMC5 TMEM184A TNFRSF12A TNS4 TP63 TPRXL TRAPPC14 TRIM29 USP43 VGLL1 XAGE3 XKRX YIPF2 ZFAT ZNF702P ZNF93 DESCARTES_FETAL_ADRENAL_ERYTHROBLASTS https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/DESCARTES_FETAL_ADRENAL_ERYTHROBLASTS ABCB10 ABCB5 ABCC13 ACKR1 ACSL6 AHSP ALAD ALAS2 ANK1 ARG1 ART4 BGLT3 BLVRB C17orf99 CA1 CAT CD46P1 CDK15 CPOX CTSE DHRS13 DPF3 DYRK3 E2F2 EIF5AP2 ENSG00000181123 ENSG00000189316 ENSG00000260592 EPB41 EPB42 ERMAP ERVE-1 ESPN FAM167A-AS1 FAM178B FECH GALNT5 GCLC GLRX5 GYPA GYPB GYPE H2AC4 HBA1 HBA2 HBB HBBP1 HBE1 HBG1 HBG2 HBM HBQ1 HBZ HDC HECTD4 HEMGN HMGN1P1 HNF4A-AS1 IBA57 IFIT1B ITLN1 KLF1 KRT1 KRT13 LINC01399 LINC02506 LINC02772 MARCHF8 NARF PHOSPHO1 PIGQ PKLR PPME1 PPOX PRG2 PRSS51 PTH2R RFESD RHCE RHD RNF123 RNF224 RSAD2 RWDD3-DT SCYL2P1 SEC14L4 SELENBP1 SLC14A1 SLC22A16 SLC22A4 SLC25A21 SLC25A37 SLC25A39 SLC4A1 SMCO3 SOX6 SPECC1 SPTA1 SPTB ST6GALNAC1 TDH TENT5C TFR2 THEGL TLCD4 TLCD4-RWDD3 TMCC2 TPSAB1 TPSB2 TRAK2 TRIM10 TSPAN5 TSPAN5-DT TSPO2 XACT XPO7 YPEL4 DESCARTES_FETAL_ADRENAL_LYMPHOID_CELLS https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/DESCARTES_FETAL_ADRENAL_LYMPHOID_CELLS ACAP1 ADAM8 ADGRG3 ARPP21 BACH2 BCAS1 BIRC3 BLK BTLA CARD11 CCDC88C CCR6 CCR7 CD160 CD19 CD2 CD244 CD247 CD27 CD3D CD3E CD3G CD5 CD52 CD7 CD79A CD79B CD8A CD8B CD96 CDC42EP3-AS1 COL4A4 CRIP1 CRTAM CST7 CXCR5 CYTIP DTHD1 DUSP2 ENSG00000267568 EOMES FCMR FCRL1 FCRL2 FCRL3 FCRL5 FCRLA GALNT3 GBP5 GNLY GPR171 GPR18 GZMA GZMB GZMH GZMK GZMM HLA-DOB HSH2D ICOS IFNG-AS1 IGHD IGHM IGKC IGLL1 IKZF2 IKZF3 IL12RB2 IL18RAP IL2RA IL2RB IL2RG IL32 IL7R IRF4 IRGM ISG20 ITK JCHAIN KLHL14 KLRB1 KLRC1 KLRC2 KLRC3 KLRC4-KLRK1 KLRF1 KLRK1 LAX1 LCK LINC00426 LINC00861 LINC01192 LINC01215 LINC01478 LINC01606 LINC01934 LINC02542 LTB LY9 MATK MME-AS1 MS4A1 MYBL1 MYO1G MZB1 NCR1 NCR3 NIBAN3 NKG7 NOG NPM1P7 NT5C3AP2 P2RX5 P2RY10 PAX5 PCED1B-AS1 PLAAT4 PLAC8 PRF1 PTGDR PTPN22 PTPRCAP PYHIN1 RASGRP1 RHOH RUNX3 S1PR5 SELL SEPTIN1 SH2D1A SH2D1B SH2D2A SIT1 SKAP1 SLAMF1 SLAMF6 SLAMF7 SLFN12L SLFN5 SPIB SPTSSB SULT1B1 SYTL1 SYTL3 TBC1D10C TBX21 TCF7 TCL1A THEMIS TIGIT TMED11P TMEM154 TMIGD2 TRAF3IP3 TRAT1 TRBC2 TRDC TTC16 UBASH3A XCL1 YWHAH-AS1 ZAP70 ZNF550 ZNF831 DESCARTES_FETAL_ADRENAL_MEGAKARYOCYTES https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/DESCARTES_FETAL_ADRENAL_MEGAKARYOCYTES ACRBP ACTN1 ADCY6 ALOX12 ANKRD33B AQP10 ARHGAP6 BEND2 C19orf33 C1orf116 CAPN1-AS1 CAPN11 CBFA2T3 CCDC175 CFAP45 CHRNA2 CLEC1B CMTM2 CMTM6 CNST COL24A1 CPA3 CRISP3 CXCL2 CXCL3 DNAAF3 EFCAB13-DT EFHC2 EGF ELOVL7 ENSG00000233968 ENSG00000258803 ENSG00000264845 EXOC3L4 F2RL3 FCER1A FERMT3 GCSAML GOT2P7 GP1BA GP5 GP6 GP9 GRM3-AS1 H4C8 HBD HGD HPSE HYAL3 INAFM2 IRAG1 ITGA2B ITGB1BP2 ITGB3 ITPRID2-DT KCNMB1 LAT LEFTY1 LGALSL LIMS1 LINC00504 LINC00534 LINC00989 LINC02284 LINC02470 LINC02701 LINC02770 LINC02915 LOC105371430 LTBP1 LY6G6F LY6G6F-LY6G6D MCEMP1 MDM1 MMRN1 MPIG6B MPL MYOM1 NRGN P2RX1 PADI4 PCP2 PDLIM1 PF4 PGAM1P8 PIRAT1 PKHD1L1 PLEK PPBP PROSER2 PTCRA PTGS1 RAB27B RBPMS2 RGS18 RPL17P22 RSU1 RUFY1 SEC14L5 SELP SEPTIN5 SERPINB1 SLC37A1 SLC8A3 THBS1 TLN1 TMEM91 TREML1 TUBA8 TUBAL3 TUBB1 WFDC1 XIRP2 XYLT2 ZYX DESCARTES_FETAL_ADRENAL_MYELOID_CELLS https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/DESCARTES_FETAL_ADRENAL_MYELOID_CELLS ADAM28 ADAP2 ADGRE1 ADGRE2 AGR2 ASCL2 C1QA C1QB C1QC C3AR1 C5AR1 CALHM6 CASP5 CCDC200 CCDC26 CCR1 CD14 CD163 CD163L1 CD209 CD300C CD300LF CD33 CD4 CD5L CD68 CD80 CD86 CFD CLEC10A CLEC4F CLEC7A CMKLR1 CPVL CSF1R CST3 CTSZ CXCL10 CXCL8 CYBB CYTH4 EFCAB15P ENSG00000231873 FAM20A FCGR1A FCGR1BP FCN1 FGD2 FGL1 FLT3 FOLR2 FPR1 FPR3 GGTA1 GPBAR1 GPR34 HCK HELZ-AS1 HK3 HLA-DMA HLA-DMB HLA-DOA HLA-DPA1 HLA-DPB1 HLA-DQA1 HLA-DQB1 HLA-DRA HLA-DRB1 HLA-DRB9 HMOX1 HRH1 IER3 IFNGR1 IGSF6 IL10 IL1RN ITGAX KCNE1 KCNG2 KCNJ5-AS1 KCNK13 LACC1 LGMN LILRA1 LILRA2 LILRA5 LILRA6 LILRB1 LILRB2 LILRB3 LILRB4 LILRB5 LINC00996 LINC01094 LINC01357 LINC01480 LINC01645 LINC01684 LINC03070 LRRC25 LYZ MARCO MEFV MERTK MILR1 MNDA MPEG1 MS4A14 MS4A4A MS4A4E MS4A6A MS4A7 MSLN MSR1 MTCO1P11 MX2 NAIP NAIPP3 NCF2 NFAM1 NLRC4 NLRP3 NOD2 OSCAR P2RY12 P2RY13 PDCD1LG2 PDYN-AS1 PELATON PILRA PLA2G7 PLAUR PRAM1 PTAFR RAB39A RGS1 RIPK3 RN7SL138P RN7SL297P RNASE6 RNASET2 RNF135 RUFY4 RYR1 SCIMP SECTM1 SIGLEC1 SIGLEC10 SIGLEC12 SIGLEC14 SIGLEC16 SIGLEC5 SIGLEC8 SIRPB1 SIRPB2 SLAMF8 SLC11A1 SLC1A3 SLC37A2 SLC39A13-AS1 SLC7A7 SLC7A8 SLCO2B1 SMIM35 SPI1 SPIC SPP1 TGFA TIMD4 TLR1 TLR2 TLR5 TLR6 TMEM106A TMEM150B TMEM273 TMIGD3 TNFRSF11A TREM2 TRIM50 TRPM2 TYMP UNC93B1 VSIG4 ZMYND15 DESCARTES_FETAL_ADRENAL_SCHWANN_CELLS https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/DESCARTES_FETAL_ADRENAL_SCHWANN_CELLS ADAM23 ADAMTS8 AGRN ALDH1A1 ALOX15 ARHGEF26-AS1 ART3 ATP10B ATP1A2 AZGP1 BCAN C2orf72 CCDC160 CDH19 CDH6 CHL1 CHST9 CLDN14 CNMD CNP CNTN2 COL18A1 COL20A1 COL28A1 CRABP1 CRISPLD1 CSMD1 DHH DLX1 DTX4 ENSG00000231252 ERBB3 EXTL1 FGFBP3 FOXD3 FOXD3-AS1 FXYD1 GAL3ST1 GFRA1 GINS3 GJC3 GPC1 GPM6B GPR17 GPR83 GRIK3 GRIN2B H1-9P HEPACAM HEY1 HEY2 HSPB2 INSC KCNA2 KCNJ10 LAMP5 LGI2 LGI4 LINC00327 LINC00461 LINC00466 LINC00511 LINC00645 LINC01339 LINC01505 LINC01748 LINC03048 LPL LRRN1 LRRTM1 LYPD1 MATN4 MCAM MEGF10 METRN MIA MMD2 MPZ MYO16-AS1 MYOT MYOZ1 NGFR NGFR-AS1 NKAIN4 NRXN1 OLFML2A OPRK1 PLEKHB1 PLP1 PMEPA1 PMP2 PPP1R1C PPP2R2B PRDM16 PRDM16-DT PRIMA1 PTPRZ1 PTX3 RXRG S100B SCN7A SCRG1 SEMA3G SHC4 SHISA9 SLC35F1 SLITRK2 SLITRK6 SOX10 SOX2 SOX8 STAC2 STK32A-AS1 SV2B SYNPR SYT10 TAC1 TCP11 TMEM132B TMEM176A TMEM176B TRDN TRPM3 TSPAN11 TTYH1 UGT8 WFDC2 WNT16 XKR4 ZNF804B DESCARTES_FETAL_ADRENAL_SLC26A4_PAEP_POSITIVE_CELLS https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/DESCARTES_FETAL_ADRENAL_SLC26A4_PAEP_POSITIVE_CELLS AMD1P3 AMIGO1 ANO7L1 ATP2A1 BAK1 BRWD1-IT1 BTBD3-AS1 C5orf64 CADM1-AS1 CASC8 CAV3 CBR1-AS1 CCT6B CFAP47 CLXN CTF1 ELAC1 ENSG00000235834 EXOC3-AS1 F2RL1 FRMPD3-AS1 GALNT9 GPRC6A GTF2H2B GTF2IP13 HDHD5-AS1 HMBOX1-IT1 HOGA1 HSD3B2 IL1A KDM4A-AS1 KIRREL1-IT1 LINC00616 LINC00887 LINC00923 LINC01837 LINC02296 LINC02389 LINC02410 LINC02718 LINC02745 LINC03021 LMNB1-DT LY6E-DT LYG1 MAPK10-AS1 MINAR2 MRGBP MTERF2 MYADM-AS1 MYCBPAP NFIA-AS2 NOMO2 NPHP4 PBDC1 PHB1P19 PNMA6F PRICKLE2-AS1 PTPN23-DT RN7SL749P RNU6-518P RNVU1-32 RPL38P1 RXYLT1 SAXO1 SLC22A1 SLC26A4 SNORA14A SNX25P1 SPINK8 TEX41 TNFRSF10C TTLL9 TUBBP5 TYMSOS UICLM ULK4P1 USP51 VAV3-AS1 VMO1 VPS9D1-AS1 ZC3H12A ZNF296 ZNF597 ZNF683 ZNF747 ZNF786 ZNF845 DESCARTES_FETAL_ADRENAL_STROMAL_CELLS https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/DESCARTES_FETAL_ADRENAL_STROMAL_CELLS AARD ABCA6 ABCC9 ABI3BP ACTA2 ACTG2 ADAMTS14 ADAMTS15 ADAMTS9-AS1 ADAMTSL3 ADH1B ADRA1D AGTR2 ANO1 ASPN BICC1 BMP4 BPI C1QTNF7 C1R C6 C7 CARMN CBLN4 CCDC102B CCDC80 CCN4 CD248 CDH11 CHRDL1 CLDN11 CNTN4-AS2 COL12A1 COL1A1 COL3A1 COL6A3 COLEC11 CYP1B1 CYP4X1 CYP4Z1 DCDC2C DCN DIO3 DIRC1 DKK2 DMKN DNAJC22 EBF3 EDNRA EMX2OS ENSG00000223786 ENSG00000225649 FAP FGF7 FHL5 FMO1 FMOD FNDC1 FOXS1 FREM1 GAS2 GATA4 GDNF-AS1 GJB2 GLI2 GLP2R HHIP IGFBP3 IGFBP6 IGFN1 IL6 ISLR ITGA11 ITGBL1 KDELR3 LAMC3 LINC00702 LINC01031 LINC01836 LINC02026 LINC02082 LINC02126 LINC02507 LINC02643 LINC02653 LINC02873 LINC03041 LOX LRRC17 LRRC71 LUM MEOX2 METTL24 MGP MIR1245A MSC MSC-AS1 MXRA5 MYH11 MYOCD NGF NGF-AS1 NPAS1 NPY5R OGN OLFML1 OSR1 PAMR1 PCDH18 PCOLCE PCOLCE-AS1 PDE1A PDGFRA PDGFRL PGM5P4 PI15 PI16 PLA2G5 PODN POM121L9P POSTN PRELP PRICKLE1 PRRX1 PTCH2 PTH1R REM1 RPL13AP11 RSPO2 RSPO3 RXFP1 RXFP2 SCARA5 SFRP2 SGCG SRPX2 SULF1 SULT1E1 TAGLN TBX18 TCF21 TDO2 THBS2 THPO TMEM119 TRPA1 TRPC4 TWIST2 VIPR2 WNT2 WT1 WT1-AS ZFPM2-AS1 ZNF385D DESCARTES_FETAL_ADRENAL_SYMPATHOBLASTS https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/DESCARTES_FETAL_ADRENAL_SYMPATHOBLASTS ABCG8 ADAM29 ADGRA1 AGBL4 AGBL4-IT1 AKAIN1 ALPK2 ANKRD18A ARC ASPDH ATP6V1G2-DDX39B BAIAP3 BRINP1 BTBD17 C11orf87 C12orf29 C21orf62 C2CD4A CACNA1E CACNG3 CARTPT CCDC172 CCSER1 CDH18 CFAP46 CFAP61-AS1 CFAP90 CHGA CNGA3 CNTN3 CNTNAP5 COLGALT2 CPEB1 DNAI1 DPY19L2P4 DRGX ELAPOR1 FAM135B FBXO2 FUT9 GABBR2 GABRA1 GALNTL6 GCGR GCK GJD2-DT GLB1L3 GLP1R GLRA3 GLS2 GOT1L1 GPR139 GRM7-AS3 HS3ST2 IL13RA2 JAKMIP3 KCNJ6 KCNK9 KCTD16 KIAA2012 KISS1R KLHL1 KLK4 KSR2 KY LINC02197 LINC02248 LINC02513 LINC02994 LMNTD1 LRRC10B MIR7-3HG MRAP2 NPAS4 OPRM1 PACRG PANTR1 PCSK2 PENK PENK-AS1 PLCH2 PNMT POU2F3 PPP1R17 PRLHR PRR16 PURPL RASD2 RD3 RET RN7SL180P RNU6-103P RPSAP57 SAPCD1-AS1 SERTM2 SHISAL1 SLC16A11 SLC24A2 SLC35F3 SLC38A11 SLC6A17 SLC8A2 SMIM45 SORCS3 ST18 TAFA3 TEKT1 TGFBR3L TMEM114 TMEM190 TMEM271 TPBGL USH2A VGF VWA3A VWA5B1 VWA5B2 ZBBX DESCARTES_FETAL_ADRENAL_VASCULAR_ENDOTHELIAL_CELLS https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/DESCARTES_FETAL_ADRENAL_VASCULAR_ENDOTHELIAL_CELLS ACSM2B ACVRL1 ADCY4 ADGRL4 AFAP1L1 APLNR ARHGAP29 ARHGEF15 BCL6B BTNL8 BTNL9 CA4 CALCRL CCDC60 CD300LG CD34 CDA CDH13 CDH5 CEACAM1 CHRM3 CLDN5 CLEC14A CMKLR2 CNTNAP3B CP CRHBP CX3CL1 CYP26B1 DIPK2B DLL4 DNASE1L3 ECSCR EDN1 EEF1A1P31 EEIG1 EFCC1 EFNA1 EFNB2 EHD3 ELK3 ENG ENSG00000233251 ENSG00000253177 ESM1 EXOC3L1 F8 FAM110D FCGR2B FCN2 FCN3 FFAR2 FGF23 FLT4 FMO6P GALNT14 GALNT15 GPM6A GPR182 GPR4 GRAPL HID1-AS1 HLX HRCT1 HYAL2 ID1 IGFBP1 INHBB IRX3 IRX5 KANK3 KDR LDB2 LINC00305 LINC02005 LINC02196 LINC02289 LINC03002 LOC102723313 LRRC70 MADCAM1 MMRN2 MYRIP NAT8 NHERF2 NOTCH4 NPR1 NR5A2 NRN1 NT5ELP ODF3L2 OIT3 PCAT19 PCDH12 PDE2A PLIN4 PLPP3 PLVAP PODXL PTPRB RAET1E RAET1G RAMP2 RASIP1 RBP5 RGS7BP RIPPLY3 RN7SL169P ROBO4 ROPN1L SCGB3A1 SEMA6B SHANK3 SHE SLC26A5 SLC5A4 SLCO2A1 SMIM9 SNCAIP SOX17 SOX18 SOX7 SPAAR ST6GALNAC3 STAB2 STC2 TACR1 TCIM TEK TERLR1 THSD1 TIE1 TM4SF18 TM4SF18-AS1 TMEM233 TMEM235 TMEM255B TMEM88 TRPM6 USHBP1 VAMP5 DESCARTES_FETAL_CEREBELLUM_ASTROCYTES https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/DESCARTES_FETAL_CEREBELLUM_ASTROCYTES ABCA8 ACADL ACSBG1 ACTE1P ADAMTS12 ADRA1D AGTR1 ALDH1L1 ALDH1L1-AS2 AQP4 ARMC3 ATP1A4 BBOX1 BLID BMPR1B-DT BTBD17 CA12 CABCOCO1 CASQ1 CCDC102B CCDC140 CCDC169 CCDC198 CD38 CFAP107 CFAP210 CFAP300 CFAP52 CFAP54 CFAP73 CKAP2LP1 CLU COL22A1 COL2A1 CRB2 CTNNA3 CYP26A1 CYP26B1 CYP26C1 CYP4F35P DAW1 DAZL DNAH7 DPPA5P4 DTHD1 EFHC2 EGFR ENKUR ENSG00000188897 ENSG00000200072 ENSG00000231918 ENSG00000232528 ENSG00000232930 ENSG00000247193 ENSG00000262999 FAM181A-AS1 FAM216B FAM81B FGF10 FHIP1A FOXB1 FOXJ1 FREM1 FRMPD2 FST FZD10 GBX2 GBX2-AS1 GDPD2 GFAP GJB2 GJB6 GLI1 GLP1R HHIP ID4 IL33 IL5RA IQCA1-AS1 IRX3 IRX5 KCNMA1-AS1 KIRREL2 LCAT LGR6 LINC00402 LINC00446 LINC00595 LINC00939 LINC01198 LINC01411 LINC01994 LINC02017 LINC02254 LINC02355 LINC02552 LINC02925 LINC03109 LIPG LNCBRM LRIG1 LRP4 LRRC10B LRRC9 LRTM1 MAP3K19 MARVELD3 MEGF10 MGST1 MKX MLC1 MLIP MS4A8 MSTN MTTP NALCN-AS1 NCKAP5-IT1 NOG NPHP1 NPY NTS OBI1-AS1 OPRK1 OR51B5 OR51E2 OTOG PAX3 PAX7 PI15 PIK3C2G PIRAT1 PIRT PPP1R42 PRDM16 PRSS35 PTF1A PTGFR RAMP3 RASGRP1 RGS20 RMDN2-AS1 RNGTTP1 RNU6-1331P RNY1P5 RPE65 RPL31P54 SERPINI2 SIPA1L1-AS1 SIRPB3P SLC4A4 SLC6A20 SLITRK6 SNX31 SOHLH2 SPATA13 STK33 STMND1 TEKT1 TENT5A THBS3-AS1 TMEM221 TNC TNFRSF11B TSHR USH1C VCAM1 VWA3A WARS2-IT1 WDR49 WNT9B ZNF863P DESCARTES_FETAL_CEREBELLUM_GRANULE_NEURONS https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/DESCARTES_FETAL_CEREBELLUM_GRANULE_NEURONS ASB15 BARHL2 BMP5 CDH7 DIO3 DRD4 DYTN FGF5 GALNT15 GPC5-AS1 GRIK2 GRIN2A GRIN2C HMCN2 HMGN1P14 HS3ST3A1 INSM2 KCNA1 KLK4 KLKP1 LINC00113 LINC00314 LINC00992 LINC01673 LINC01697 LINC01830 LINC02155 LINC02476 LINC02842 MCHR2 MIR217HG MIR548XHG MUC19 NREP-AS1 NTF3 PCSK9 PRPH RGS5-AS1 RNA5SP213 RNU4-70P RPL21P59 RPS7P8 RPSAP43 SLC26A7 ST18 TLX3 TRHDE TRHDE-AS1 DESCARTES_FETAL_CEREBELLUM_INHIBITORY_INTERNEURONS https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/DESCARTES_FETAL_CEREBELLUM_INHIBITORY_INTERNEURONS ALKAL2 C1QL3 CACNG3 CCBE1 CPLX4 ENSG00000225420 ENSG00000228021 ENSG00000233968 ENSG00000253857 ENSG00000267627 FNDC1 FNDC1-IT1 GOLGA6L2 IGFBP5 INHBA KIT KRT222 LARGE2 LBX1 LBX1-AS1 LINC00587 LINC01320 LINC01358 LINC02408 LINC02477 LINC02502 LINC02873 LRRC38 NEUROG2 NNMT NPY2R NXPH2 PAX2 PRR35 RN7SL803P ROBO3 SLC30A3 SLC35F4 SLC6A5 SPOCK1 TFAP2A-AS1 TFAP2B VCAN-AS1 DESCARTES_FETAL_CEREBELLUM_MICROGLIA https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/DESCARTES_FETAL_CEREBELLUM_MICROGLIA ABCC13 ABCC4 ABCC5-AS1 ABR-AS1 ACP3 ACSM5 ACY3 ADA2 ADAM28 ADAM9 ADAMTS17 ADAMTSL4-AS2 ADAP2 ADGRE4P ADPGK ADRB2 ADTRP AGMAT AIDAP2 AIF1 ALDH3B1 ALOX15B ALOX5 ALOX5AP ALPK1 AMPD3 ANKH ANXA2R-AS1 ANXA4 AOAH AP1B1 APBB1IP APOBR APOC1 APOC1P1 APOC4 APOE ARHGAP12 ARHGAP15 ARHGAP25 ARHGAP27P1-BPTFP1-KPNA2P3 ARHGAP30 ARHGAP4 ARHGAP9 ARID5A ARL11 ARL4AP5 ARL5C ARRB2 ARRDC2 ARRDC5 ASTL ATG7 ATP6V1B2 ATP8B4 AZIN2 B3GNT5 B4GALT1 BATF BATF3 BCL2A1 BHLHE41 BIN1 BIN2 BIRC7 BLNK BLVRB BMP2K BNC2 BTG2 BTK C11orf21 C19orf38 C1QA C1QB C1QC C2 C3 C3AR1 C5AR1 C5AR2 CACNA2D4 CAPG CAPZB CARD11 CARD14 CARD9 CASP1 CASP5 CASS4 CCDC200 CCDC88B CCL2 CCR1 CCR3 CD14 CD163 CD180 CD226 CD274 CD28 CD300C CD300LF CD33 CD36 CD37 CD4 CD53 CD5L CD68 CD69 CD74 CD83 CD84 CD86 CDCP1 CDKN1A CDKN2A CEACAM21 CEBPA CEP250-AS1 CEP295NL CFB CFD CH25H CHI3L1 CHIT1 CLEC19A CLEC7A CLEC9A CLECL1P CNGA1 COL8A2 CORO1A COX6CP17 CPA6 CPVL CREG1 CRHBP CRYBB1 CSF1 CSF1R CSF2RA CSF2RB CSF3R CTSB CTSC CTSL CTSS CTSZ CX3CR1 CXCL16 CXCL8 CYBB CYSLTR1 CYTH4 CYTIP DAGLB DAPP1 DEF6 DENND1C DENND2D DHRS9 DIAPH2 DIAPH2-AS1 DNASE2 DOCK2 DOCK4 DOCK8 DOCK8-AS2 DOK3 DPP4 DPP7 DPRXP4 DUSP29 EBI3 EDNRB-AS1 EEIG2 EGR2 EGR3 ELF4 ELL2 ENSG00000228427 ENSG00000230649 ENSG00000233569 ENSG00000249631 ENSG00000249738 ENSG00000251314 ENTPD1 EPHA1-AS1 ERMAP ERP27 EVI2B FAM149A FAM157A FAM177B FAM238A FBXO40 FCER1G FCGR1A FCGR1BP FCGR2A FCGR2B FCGR2C FCGR3A FERMT3 FFAR2 FGD2 FGL1 FMN1 FMNL1 FOLR2 FPR1 FTL FYB1 GAA GAB2 GAB3 GADD45B GAL3ST4 GALNT6 GAPLINC GASK1B-AS1 GBGT1 GBP2 GDPD4 GGTA1 GLDN GLIPR1 GM2A GNA15 GNB4 GOLGA8H GP9 GPBAR1 GPNMB GPR132 GPR183 GPR34 GPR84 GPRC5D-AS1 GYPC H2BC11 H2BC18 H2BC4 H2BP2 HAVCR1 HAVCR2 HCK HCLS1 HK2 HLA-DMA HLA-DMB HLA-F-AS1 HMGA1P4 HMGB1P21 HMOX1 HOMER3-AS1 HPGDS HPSE HRH1 HSD17B14 HSPA6 HTRA1 ICAM1 ICAM4-AS1 IFNGR1 IGF1 IGFLR1 IGSF6 IKZF1 IL10 IL10RA IL12RB1 IL17RA IL18 IL1A IL1B IL1RN IL4I1 IL6 IL6R IL6R-AS1 IL7R IPCEF1 IRAG2 IRAK2 IRF5 IRF8 ITGAL ITGAM ITGAX ITGB2 ITGB2-AS1 ITGB3 JAK3 KBTBD12 KCNJ5 KCNJ5-AS1 KCNK13 KCNK6 KCTD9P1 KIR3DX1 KPNA2P3 LACC1 LAG3 LAIR1 LAPTM5 LCP1 LCP2 LGALS3 LGMN LILRA1 LILRA2 LILRA4 LILRA6 LILRB1 LILRB2 LILRB3 LILRB4 LILRB5 LIMASI LINC-PINT LINC00278 LINC00539 LINC00671 LINC00996 LINC01094 LINC01141 LINC01194 LINC01235 LINC01375 LINC01480 LINC01504 LINC01546 LINC01645 LINC01678 LINC01684 LINC01736 LINC01768 LINC01845 LINC01909 LINC02381 LINC02435 LINC02541 LINC02642 LINC02712 LINC02910 LINC02913 LINC02953 LINC02978 LINC02985 LINC03070 LNCAROD LOC283299 LOXL2-AS1 LPAR5 LPCAT2 LRMDA LRRC18 LRRC25 LRRC37A15P LRRC39 LRRC74A LRRK1 LST1 LY75 LY86 LY86-AS1 LY96 LYN LYVE1 LYZ MACORIS MAF MAFB MAN2B1 MANBA MAP3K5 MAP3K8 MAST3 MEFV MEP1A MEPE MERTK MFSD1 MILR1 MIR142HG MIR222HG MIR570 MIR583HG MITF MKNK1 MMRN1 MNDA MPEG1 MR1 MRO MROCKI MS4A14 MS4A4A MS4A6A MS4A7 MTND5P2 MX2 MYO1F MYO7A MYOZ2 NABP1 NCF4 NCK1-DT NCKAP1L NFAM1 NFATC1 NFATC2 NFKBID NFKBIZ NINJ1 NLRC4 NLRP3 NLRP4 NMRK1 NPL NPM1P10 NRROS ODF3B OLR1 OSBPL11 OSCAR OSM OTUD1 P2RX1 P2RY12 P2RY13 P2RY6 P2RY8 P3H2 PAQR5-DT PARP15 PARVG PCED1B-AS1 PCK2 PDCD1LG2 PDE4DIPP7 PDK4 PDK4-AS1 PDYN-AS1 PIK3AP1 PIK3CD PIK3CG PIK3R5 PLA2G15 PLA2G7 PLBD1 PLCB2 PLCG2 PLCL2-AS1 PLD1 PLD4 PLEK PLEKHA2 PLVAP PLXDC2 PPARG PPP1R2P4 PRAM1 PRKCD PTAFR PTCRA PTER PTGER4 PTGS1 PTPN6 PTPN7 PTPRC PYCARD-AS1 RAB20 RAB39A RAB3IL1 RABEP1 RAC2 RASAL3 RASGRP4 RASL10A RBM47 RCN3 RENBP RERE-AS1 RGL3 RGS1 RGS10 RGS18 RHBDF2 RHOH RIN3 RN7SL105P RN7SL138P RN7SL172P RN7SL297P RN7SL32P RN7SL834P RNASE6 RNASET2 RNFT1-DT RNU2-59P RNU4-53P RNU4-62P RNU6-1228P RNU7-29P RNY4P34 RPH3AL-AS1 RPL6P8 RPS10-NUDT3 RPS23P6 RPS29P20 RTTN RUBCNL RUNX1 RXFP1 RYR1 S100A1 S100A4 S100A9 S100Z SALL1 SAMSN1 SASH3 SCIMP SCIN SDS SELL SELPLG SERPINA1 SERPINF1 SFMBT2 SGK3 SH3BP1 SIGLEC10 SIGLEC11 SIGLEC14 SIGLEC5 SIGLEC7 SIGLEC8 SIGLEC9 SKAP2 SLAMF6 SLC11A1 SLC15A3 SLC16A6P1 SLC17A9 SLC22A18 SLC25A24P1 SLC28A1 SLC29A3 SLC2A5 SLC37A2 SLC38A4 SLC5A9 SLC7A7 SLC9A9 SLFN11 SMAP2 SMIM35 SMPDL3A SNAI3 SNX20 SNX29 SOCS6 SORL1 SP140 SPATC1 SPI1 SPN SPNS3 SPP1 SPTLC3 ST14 STAT5A STEAP1B STEAP1B-AS1 STXBP2 STYXL2 SUCNR1 SULT1C5P SUSD3 SYK TAGAP TAL1 TANGO2 TASL TBC1D12 TBC1D22A TBXAS1 TEC TEP1 TEX14 TFCP2L1 TFEC TLR1 TLR10 TLR2 TLR4 TLR5 TLR6 TLR7 TM6SF1 TMC8 TMCO4 TMEM106A TMEM119 TMEM144 TMEM156 TMEM273 TMEM52B TMEM86A TMIGD2 TMIGD3 TNF TNFAIP8L2 TNFRSF10C TNFSF13B TNFSF14 TNFSF18 TNFSF8 TRAF3IP3 TREM2 TREML1 TRIM22 TRPM2 TSPAN32 TXK TXLNB TYMP TYROBP UAP1L1 UCP2 ULK4P1 UNC13D UNC93B1 VAV1 VSIG4 VWA7 WAS WASHC5-AS1 WDFY4 WDR91 XACT ZC3H12D ZEB2-AS1 ZMYND15 ZNF503-AS1 ZNF710 DESCARTES_FETAL_CEREBELLUM_OLIGODENDROCYTES https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/DESCARTES_FETAL_CEREBELLUM_OLIGODENDROCYTES AGMO APOD ARC ARHGEF3-AS1 ART3 ASB5 ASIC4 ASIC4-AS1 B3GNT7 BCAS1 BMP8B C10orf90 CA10 CCDC26 CFHR5 CHAD CLDN11 CMTM5 COL11A1 COL20A1 CYP2J2 DBX2 DCAF4L2 DMRT2 ENPP6 ENSG00000224675 ENSG00000234173 ENSG00000236494 ERBB3 EYA1 FMO3 GAL3ST1 GALNT13 GDF6 GDNF GDNF-AS1 GPR17 H1-9P HAPLN1 HMGB1P29 HMX1 HR KLRC2 KLRC3 KLRC4 KLRC4-KLRK1 KLRK1 KLRK1-AS1 KRT18P10 KRT18P11 LGR5 LHFPL3 LHFPL3-AS1 LINC00575 LINC00901 LINC00924 LINC01170 LINC01254 LINC01579 LINC01581 LINC01776 LINC01896 LINC02277 LINC02283 LINC02293 LINC02294 LINC02895 LINC03048 MAG MIR219A2HG MIR4307HG MKRN9P MOG MROH9 MSC-AS1 MYBL1 MYRF NBEAP2 NKX2-2-AS1 NOVA1-DT NPAS1 NR0B1 NT5E OLIG1 OLIG2 PCDH11Y PCDH15 PDGFRA PID1 PLAAT1 PLXNB3 PMP2 PPP2R2B-IT1 PRKCQ PRKG2 PTCSC3 RLBP1 RNU6-687P RNU6-994P ROCR RTP5 SCRG1 SLC44A1 SLPI SNORA74D SOX10 TMEM100 TMPRSS9 TNR TNR-IT1 UGT8 VSX1 VXN ZNF365 DESCARTES_FETAL_CEREBELLUM_PURKINJE_NEURONS https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/DESCARTES_FETAL_CEREBELLUM_PURKINJE_NEURONS ABCA17P AIPL1 ANKRD33B ANO1 AP1M2 API5P2 ARG1 ARHGEF33 ATP2B2-IT1 ATP2B2-IT2 CA8 CALB1 CDS1 COL24A1 COL6A5 COL6A6 CORIN CYP4Z2P DAB1 DCDC2C EGOT ENPP7P8 ENSG00000237843 ENSG00000254746 ENSG00000261090 ESRP1 ESRRB FAM153CP FGF19 FGF3 FOXP2 FOXP4-AS1 GNAT3 GPC3 GPR39 HS3ST2 HSPA12A IFNG-AS1 IL1RAPL2 ITPR1 ITPR1-DT KLF5 LINC00298 LINC00299 LINC00559 LINC01047 LINC01257 LINC01440 LINC01539 LINC01630 LINC01640 LINC02008 LINC02102 LINC02319 LINC02336 LINC02753 LINC03069 LOXL1-AS1 MED28P8 METTL21C MIR4527HG NDNF NPSR1 PDE11A PENK-AS1 POLR2DP2 POSTN PPP1R2P5 PRMT8 PTGER3 RN7SL132P RORA RPL3P13 RPS20P5 RPS26P15 SEMA3E SHH SKOR2 SLC1A6 SLCO4C1 ST13P20 TAF4B TDRD5 TRIM60P13 VIT WNT16 DESCARTES_FETAL_CEREBELLUM_SLC24A4_PEX5L_POSITIVE_CELLS https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/DESCARTES_FETAL_CEREBELLUM_SLC24A4_PEX5L_POSITIVE_CELLS ALPK2 ANAPC1P1 ANKRD20A11P C6 C8orf34 C8orf34-AS1 CLC DCHS2 DDX50P2 DMBX1 ENSG00000226249 ENSG00000237720 ENSG00000258792 FNDC9 GOLT1A GPR149 GRIN3A HNF4G HTR1E IL31RA KCNQ5 KLF2P2 L3MBTL4 LGI2 LINC01151 LINC01210 LINC01508 LINC01982 LINC02153 LIPN LPA MANCR OPRD1 OTOF PCP4L1 PEX5L PEX5L-AS2 PHEX-AS1 PNMA6F PPP3R2 PTPRK RGS13 RNA5SP180 RNA5SP269 RNA5SP87 RNU6-1222P SAMD5 SCN7A SCUBE1 SLC24A4 TLL2 TRPC7 VSTM2A-OT1 ZFHX4-AS1 ZIM2-AS1 ZNF860 ZPLD1 DESCARTES_FETAL_CEREBELLUM_UNIPOLAR_BRUSH_CELLS https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/DESCARTES_FETAL_CEREBELLUM_UNIPOLAR_BRUSH_CELLS ARSJ CDH9 CHRM5 CHST9 CNGB1 COL13A1 DYNC1I1 ENSG00000250378 ENSG00000259737 EOMES FBXL21P HTR5A HTR5A-AS1 LECT2 LINC01885 LINC02032 LINC02932 LMO7DN-IT1 LMX1A MARK2P19 MID1 OTX2 OTX2-AS1 PCARE QRFPR RPGRIP1 RPH3A RPS3P6 RSPO2 SLC27A6 SSBP3P1 TMEM237 TPBG DESCARTES_FETAL_CEREBELLUM_VASCULAR_ENDOTHELIAL_CELLS https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/DESCARTES_FETAL_CEREBELLUM_VASCULAR_ENDOTHELIAL_CELLS ABCB1 ABCC9 ABCG2 ABHD17A ACE ACTA2 ACTN4 ACVRL1 ADA ADCY4 ADGRA2 ADGRF5 ADGRL4 ADM ADORA2A ADORA2A-AS1 AFAP1L1 AGRN AHNAK AIRE ALDH3A1 ALS2CL ALX4 ANAPC1P4 ANGPT2 ANGPTL4 ANO2 ANPEP ANXA1 ANXA2R APCDD1 APLN APLNR APOL2 APOL3 ARAP3 ARHGAP18 ARHGAP29 ARHGEF15 ASB9 ATP10A ATP8B1 AURKAP2 AVPR1A B3GNTL1P1 BCAM BCL6B BGN BHLHE40 BSG BTNL8 BTNL9 C16orf89 C1QTNF1 C1orf115 C1orf54 C20orf202 C2CD4B C2orf83 C4orf3 C8orf58 CA2 CALD1 CALHM5 CAMTA1-IT1 CAPNS1 CARD10 CARD8-AS1 CARMN CASP12 CASP4LP CASTOR1 CAV1 CAV2 CAVIN1 CAVIN2 CAVIN3 CCDC102A CCDC141 CCDC3 CCDC85B CCDC86-AS1 CCM2L CCN1 CCN2 CD109 CD19 CD248 CD27 CD300LG CD320 CD34 CD79B CD82 CD93 CDA CDC42EP1 CDC42EP2 CDC42EP5 CDH5 CDH6 CDKN2B CETP CFH CFP CGNL1 CKMT2 CLDN5 CLEC11A CLEC1A CLEC2B CLEC3B CLIC5 CNN2 COBLL1 COL18A1 COL3A1 COL4A1 COL4A2 COL6A2 COX7A1 CRIP1 CRIP2 CRYBB2 CRYBB3 CSAG1 CSRP1 CTSK CXXC1P1 CYSLTR2 D21S2088E DAAM2 DACT2 DBH DCBLD1 DEGS2 DENND2C DEPP1 DIPK2B DLC1 DLL4 DOK4 DPEP1 DPPA4 DSP DSP-AS1 DUSP6 ECE1 ECM1 ECSCR EDN1 EDN3 EDNRA EFEMP2 EFNA1 EGFL7 EHD2 EIF5AL1 EMCN EMX2 EMX2OS ENG ENPEP ENSG00000223786 ENSG00000235834 ENSG00000245008 ENSG00000257002 EPAS1 EPHA2 EPN3 ERAP2 ERG ERICH4 ERVH48-1 ERVMER34-1 ESAM ETS1 EVA1B EXOC3L1 F2RL1 F2RL2 F2RL3 FABP4 FAM110D FAM124B FAM43A FENDRR FGD5 FGR FHL3 FILIP1 FKBP1A FKBP9 FKBP9P1 FLT1 FLT4 FLVCR2 FMO1 FN1 FOSL2 FOXC1 FOXC2 FOXD1 FOXD1-AS1 FOXF1 FOXF2 FOXF2-DT FOXL1 FOXL2 FOXQ1 FOXS1 FSTL1 FZD4 G6PC2 GADD45A GASAL1 GATA2 GATA2-AS1 GBP1 GBP3 GBP4 GBP6 GCOM1 GGT5 GIMAP1 GIMAP6 GIMAP7 GIPC3 GJA4 GLRX5 GNG11 GPD1L GPER1 GPR146 GPR4 GPRC5C GRAP HBA1 HBA2 HBB HBG1 HBG2 HBZ HEG1 HELZ2 HEMGN HES1 HEYL HIC1 HID1-AS1 HIGD1B HLX HOPX HRCT1 HSPA12B HSPD1P6 HSPG2 HTR1F HTRA3 HYAL2 IAPP ICA1-AS1 ICAM2 ID1 ID3 IFI27 IFI6 IFIT1 IFIT3 IFITM1 IFITM2 IFITM3 IGF2 IGFBP4 IGFBP7 IL1R1 IL32 INF2 IQGAP1 IQGAP2 IQSEC3-AS1 ISG15 ISM1 ITGA1 ITGA11 ITGA2-AS1 ITIH5 ITM2A ITPR3 JAML JCAD JPH2 KANK3 KANK4 KCNE4 KCNJ2 KCNJ8 KDR KIAA0040 KIF17 KIF26A KL KLF10 KLF13 KLF2 KLF4 KLK1 L1TD1 LAMB2 LAMC1 LAMC3 LATS2 LAYN LCIIAR LDLRAD2 LEF1 LEF1-AS1 LHX6 LINC00607 LINC00636 LINC00678 LINC00702 LINC00840 LINC00877 LINC01099 LINC01139 LINC01391 LINC01612 LINC01644 LINC02043 LINC02104 LINC02126 LINC02147 LINC02148 LINC02172 LINC02185 LINC02237 LINC02266 LINC02475 LINC02507 LINC02751 LINC02765 LINC02836 LINC02982 LINC03033 LMCD1 LMO2 LMOD3 LRRC32 LRRC55 LSR LTF LXN LYPD3 MAP3K6 MAP4K2 MARVELD2 MATN3 MCAM MECOM MECOM-AS1 MEDAG MELTF MFSD2A MFSD6L MIR126 MIR3667HG MIR4435-2HG MIXL1 MMP25 MMRN2 MOB2 MOCS1 MSX1 MT1E MT1X MUSTN1 MYCBPAP MYCT1 MYL12A MYL12B MYL9 MYLK2 MYO10 MYO1B MYO1C MYZAP NACA2 NAMPTP1 NDUFA4L2 NHERF2 NIBAN2 NID1 NIP7 NKD2 NKX6-1 NODAL NOS2 NOS3 NOSTRIN NOTCH3 NOTCH4 NPAS2 NPIPB12 NPIPB4 NRARP OAF OAS2 OCEL1 OCLN ODF3L2 OLFML1 OLFML2A OR51E1 OR9Q1 OSMR P2RX5-TAX1BP3 P2RY14 PALMD PAMR1 PCAT19 PCDH12 PCDH18 PCOLCE PDGFB PDGFRB PDLIM1 PEAR1 PELO PELO-AS1 PGF PHLDB2 PHOSPHO1 PIM3 PINK1 PLAC9 PLEKHF1 PLOD1 PLS3 PLXDC1 PODXL POLR2L PPIC PPP1R14A PRELP PRKCH PRKCH-AS1 PRND PROCR PROSER2 PRR29 PRRG2 PRSS12 PRSS23-AS1 PRX PTGDR2 PTGIR PTH1R PTMAP5 PTP4A3 PTPRB QPCT RAB11FIP5 RAB13 RAMP2 RASD2 RASIP1 RASL12 RBPMS REM1 RFLNB RGCC RGS3 RGS5 RHOB RHOC RHOD RLN2 RN7SL69P RNU6-1045P ROBO4 RP1 RPL17P21 RPLP0P2 RPS14P4 RPS14P5 RPS26P28 RRAS RUNX3 S100A10 S100A16 S100P S1PR3 S1PR5 SAMM50 SELE SEMA3G SERPINE1 SERPINH1 SERTAD1 SH2D3C SH3TC2 SH3TC2-DT SHANK3 SHC1 SHE SHROOM1 SIGIRR SLC12A7 SLC14A1 SLC16A1 SLC16A12 SLC1A4 SLC22A10 SLC26A2 SLC26A6 SLC2A1 SLC38A11 SLC38A2 SLC38A2-AS1 SLC38A3 SLC38A5 SLC39A10 SLC39A8 SLC3A2 SLC46A3 SLC52A3 SLC5A6 SLC6A12 SLC6A13 SLC7A1 SLC7A11 SLC7A5 SLC7A5P2 SLC9A1 SLCO1A2 SLCO1B1 SLCO2A1 SLFN12L SLFN5 SMAGP SMG1P2 SMG1P3 SMG1P4 SMIM10 SMTN SNAI2 SOX17 SOX18 SOX7 SP6 SPAAR SPARC SPINK8 SRARP SRPX2 ST6GALNAC1 ST6GALNAC4 STARD8 STC2 STOML3 STRA6 SULT1B1 SULT1E1 SYDE1 SYNM TAGLN TAGLN2 TAMALIN TAX1BP3 TBX1 TBX18 TBX2 TBX2-AS1 TBX3 TBXA2R TCEAL8 TCF15 TCF7 TCIM TDGF1 TDRD1 TDRG1 TEAD4 TEK TENT5C TFRC TGFB1I1 TGM2 THBD THSD1 TIE1 TIMP1 TINAGL1 TM4SF1 TM4SF18 TM4SF18-AS1 TMEM125 TMEM204 TMEM37 TMEM45B TMEM88 TMEM92 TNFAIP1 TNFAIP8L1 TNFRSF10A-DT TNFRSF4 TNKS1BP1 TNN TNXB TPT1P15 TRGC1 TRPC6 TSC22D3 TTN TUBB1 TWIST1 UACA UCP1 UNC5B UPB1 USHBP1 VAMP3 VAMP5 VANGL1 VIP VSIG2 VWA1 VWA2 VWF WFS1 WWP1-AS1 WWTR1 WWTR1-AS1 WWTR1-IT1 XIRP2 XPNPEP2 XRCC6P5 ZAP70 ZBTB42 ZNF366 ZNF503 ZNF503-AS2 ZNF792 DESCARTES_FETAL_CEREBRUM_ASTROCYTES https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/DESCARTES_FETAL_CEREBRUM_ASTROCYTES ACSBG1 ADAMTS12 ADGB AGT AK7 ALDH1L1-AS2 ANKRD66 AQP4 ARHGEF26 BBOX1 BTBD17 C10orf105 C1QL4 C1orf87 CAPSL CARM1P1 CATIP CCDC198 CD38 CDHR4 CDK6-AS1 CFAP107 CFAP126 CFAP157 CFAP210 CFAP276 CFAP299 CFAP43 CFAP44 CFAP46 CFAP47 CFAP52 CFAP54 CFAP57 CFAP73 CFAP77 CFAP99 CKAP2LP1 CLDN10 CLXN COL22A1 COL27A1 COL2A1 CPXM2 CRNDE CROCC2 CYP26B1 CYP26C1 DAW1 DDO DNAAF1 DNAAF3 DNAH12 DNAH7 DNAH9 DNAI2 DNAI3 DNAI7 DNAJB13 DRC1 DRC7 DTHD1 E2F3P2 EFCAB12 EFEMP1 EFHD2-AS1 EGFR ENSG00000188897 ENSG00000223504 ENSG00000226690 ENSG00000247193 ENSG00000259636 ENSG00000262999 ENTPD2 ESPN ETNPPL FAM166C FAM181A FAM181A-AS1 FAM216B FAM81B FANK1 FAP FEZF1-AS1 FGFR3 FLNC FOXB1 FOXJ1 FREM1 FRMPD2 FST FYB2 GDPD2 GFAP GJB2 GJB6 GLIS3 GMNC GREB1L HHIP HKDC1 HOATZ HOGA1 HS3ST3A1 HSD17B6 IDH2-DT IL33 IL5RA IRX3 IRX5 KCNE5 KIAA2012 KIF19 LGR6 LINC00446 LINC00689 LINC00698 LINC00844 LINC00880 LINC01014 LINC01088 LINC01354 LINC02056 LINC02253 LINC02552 LINC03109 LRIG1 LRRC10B LRRC46 LRRC74B LRRC9 MAP3K19 MKX MORN5 MSTN MSX2 NCKAP5-IT1 NEK2-DT NEK5 NOG OBI1-AS1 ODAD1 OTOG PAX3 PCAT4 PDLIM3 PI15 PI16 PIFO PIH1D2 PIK3C2G PIRT PLA2G5 PLIN5 PPP1R42 PPP1R9A-AS1 PRR18 RFX2 RMDN2-AS1 RNF43 RNY1P5 RPE65 RPL31P54 RPL7AP16 RSPH1 RSPH4A SERPINI2 SHISA3 SIRPB3P SLC13A5 SLC25A48 SLC39A12 SLC47A2 SLC4A4 SNRPF-DT SNX31 SPAG6 SPATA13 SPATA17 SRGNP1 TECTB TEKT1 TEKT4 THBS3-AS1 TMEM190 TNC TNFRSF11B TOGARAM2 TPPP3 TSHR TTC6 TTPA UBXN10 USH1C USP2-AS1 VCAM1 VIPR2 VWA3A VWA3B WARS2-IT1 WDR38 WDR49 WDR93 WFIKKN2 ZBBX ZMYND10 ZNF474 DESCARTES_FETAL_CEREBRUM_EXCITATORY_NEURONS https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/DESCARTES_FETAL_CEREBRUM_EXCITATORY_NEURONS ABCA15P ALOX15 FABP7P1 FEZF2 GALNT5 GSCAR HMGN1P14 IQCF3 ITPRID1 LINC01435 LINC01965 LINC02232 MPPED1 MTATP6P15 NAV2-AS2 NEUROD2 NPR3 PPEF1 PROKR1 RGS21 SATB2 SLC17A7 SLC26A4 SMIM34 TBR1 DESCARTES_FETAL_CEREBRUM_INHIBITORY_NEURONS https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/DESCARTES_FETAL_CEREBRUM_INHIBITORY_NEURONS ARX AVP BMP3 BRS3 CCK CENPS-CORT CLRN1-AS1 CRABP1 DLX1 DLX2 DLX5 DLX6 DMBX1 DRD3 FNDC9 GPR6 HMGB1P47 HTR4 ISL1 ISL1-DT KCNA1 LHX8 LINC01210 LINC01305 LINC01324 LINC01830 LINC02487 LRRC52-AS1 MME-AS1 NNMT PAX2 PDYN PTCHD4 RARB RELN RXRG SCGN SHOX SIM1 SLC6A5 SLCO6A1 SP8 SYNPR SYTL5 TAC3 TFAP2B TFAP2D TLE1-DT DESCARTES_FETAL_CEREBRUM_LIMBIC_SYSTEM_NEURONS https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/DESCARTES_FETAL_CEREBRUM_LIMBIC_SYSTEM_NEURONS BDNF CHRNA2 CPNE4 CRH CRTAC1 DMKN ENSG00000227496 FSHR GLB1L3 HACD1 HPSE2 HSD11B2 LINC00868 LINC01107 LINC01654 LINC01976 LINC02174 LINC02687 NTF3 NTS OPRK1 OVCH2 PROX1-AS1 PTPN3 PYDC2-AS1 RMEL3 RNF220 RPL21P25 SAMD5 SH2D5 SLC17A6-DT SYNE4 SYNPO2 TMEM215 DESCARTES_FETAL_CEREBRUM_MEGAKARYOCYTES https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/DESCARTES_FETAL_CEREBRUM_MEGAKARYOCYTES ABCA2 ABCB6 ABCC3 ABRACL ACRBP ADAD2 ADCYAP1 AHR AK9 AKIRIN2 ALOX12 ANGPT1 ANO6 APOA1 ARHGAP6 ARL1 ARMCX5 ARPC1AP4 ASB1 ATG4D ATP2A3 B9D2 BANK1 BAZ1A-AS1 BBC3 BBS12 BEND2 BMAL2-AS1 BTN3A2 C11orf21 C14orf178 C16orf92 C19orf48P C1orf226 C2orf88 CALHM5 CALHM6 CAPN1-AS1 CASC8 CAVIN2 CAVIN2-AS1 CCDC120 CCDC61 CCER2 CCND3 CCNJL CCRL2 CD200R1 CD226 CD55 CD58 CD6 CD69 CD96 CDC6 CDHR1 CDKN2AIP CENPH CENPT CEP20 CEP44 CEP85 CFAP298-TCP10L CFLAR-AS1 CHCHD7 CISH CLDN4 CLEC12A CMAHP CMAS CMTM5 CMTM6 CNST COL6A3 CR1L CSKMT CTNNAL1 CTR9 CTSA CXCL3 CXCL5 CYP1B1-AS1 CYP2T1P DAPP1 DCAF12 DCAF4 DCLRE1A DGKD DHRS12 DIAPH1 DLG4 DMTN DNM3OS DOCK5 DOK2 DPP3-DT DPYD-AS1 DUOX1 DUSP23 DYTN E2F1 EFCAB13-DT EGF EHD3 ELMO1-AS1 ELOVL7 ENDOV ENSG00000239482 ENTPD5 ESS2 EXOC3L4 F11R F13A1 F2RL3 FAM110A FAM167A-AS1 FAM217B FBXW10 FERMT3 FFAR2 FHL2 FLYWCH2 FOLR1 FUNDC1 FXYD5 GABRE GAS2L1 GATA1 GFI1B GGACT GLYATL1 GMPR GP1BA GP6 GP9 GPR137 GPX1 GRAP2 GRM3-AS1 GTF2IP14 GTPBP2 GTPBP6 H1-2 H2AC11 H2AC6 H2BC15 H2BC20P H2BC21 H3C4 HACD4 HAGHL HAUS7 HCP5 HEMGN HEXIM1 HHLA1 HMGB1P41 HSD17B3 HYAL3 ICAM5 IER5L IL21R IL27RA IQGAP2 IRAG1 IRF2BP1 IRS2 ITGA2B ITGB3 IZUMO1 KCNA3 KCNC3 KCNJ4 KEL KIAA0513 KLHL26 KLRD1 L3MBTL2-AS1 LANCL3 LARP6 LAT LCA5 LEFTY1 LGALS12 LGALSL LIG4 LINC00243 LINC00299 LINC00534 LINC00598 LINC00621 LINC00887 LINC00964 LINC00989 LINC01169 LINC01818 LINC02165 LINC02166 LINC02175 LINC02256 LINC02267 LINC02284 LINC02325 LINC02476 LIPC LIPH LRP12 LRRC71 LTBP1 LY6G6F LYL1 MAB21L1 MAP1A MARCHF2 MAX MCTP2 MDM1 MEPCE MFAP3L MFSD2B MFSD4B MIR4453HG MIR548XHG MMRN1 MPIG6B MPND MPP7 MPST MPZL3 MREG MRPL27 MRTO4 MSH2-OT1 MTERF4 MTURN MYL4 MYO18B MYO1H MYO3B MYOM1 MZT1 NAP1L5 NBEAL2 NEK8 NENF NEXN NFATC2IP-AS1 NLRC5 NR5A1 NRGN NT5C3A NUDT16 NUP62CL OCIAD2 OPLAH OR2W3 OR7A5 OR7E14P OXTR P2RX1 PADI4 PCYT2 PDCD6P1 PDCL PDGFA-DT PDGFC PELO-AS1 PF4 PGAM1P8 PHF13 PHF7 PIM1 PIP4P2 PIRAT1 PKHD1L1 PKN3 PLCD4 PLEK PLPP7 PNMA8B POC1B-GALNT4 PPBP PPIF PPP1R35 PPP4R1L PRDM15 PRKAR2B PRR29 PSMB8-AS1 PSTPIP2 PTCD2 PTCRA PTGIR PTGIS QKILA RAB27B RAB37 RAD9A RADIL RAP1B RAP2B RASL11A RASSF7 RBM38 RFK RGS18 RHAG RHCE RHD RHOF RIPOR3 RITA1 RMND1 RN7SL749P RNF141 RNF208 RNF215 RNU6-501P RNY4P19 RORC RPL17P9 RPL21P44 RPL37A-DT RPUSD3 RRP1 RSPH14 RTL5 RUFY1 S100A4 SASS6 SCTR SDC4 SDE2 SDHA SEC14L5 SELP SENCR SERPINE3 SFT2D3 SH3BGRL2 SH3BP5-AS1 SH3BP5L SH3TC2 SIAE SIRT7 SKAP1 SLAMF6 SLC10A3 SLC35G5 SLC39A4 SLC44A3-AS1 SLC50A1 SLC66A1 SMIM12 SMIM15 SMIM5 SNHG6 SNPH SPX SRF ST3GAL4 STK11 STOM STON2 STRADB STX11 SUPV3L1 SYDE2 SYS1-DBNDD2 SYTL4 TAF6 TALDO1 TAP1 TCEANC TECR TENT5C TEPSIN TESPA1 TFAP2E TGFBRAP1 THBS1 THOC2 THOC5 THOC6 TIMM21 TJP2 TLN1 TMEM263 TMEM40 TMEM91 TMSB4Y TNFAIP8 TNFRSF14-AS1 TNFSF4 TNNC2 TOMM34 TREML1 TRIM58 TSC22D4 TSPAN32 TSPAN33 TSPOAP1-AS1 TUBA4A TUBB1 TUBGCP4 UBE2V1P1 UNC13D UROD USF1 VSIG10L WASHC2A WDR24 WFDC10B WNT11 XK ZBTB22 ZFP28 ZNF175 ZNF287 ZNF346 ZNF460-AS1 ZNF468 ZNF582 ZNF689 ZNF770 ZNF792 ZNG1C ZSCAN25 DESCARTES_FETAL_CEREBRUM_MICROGLIA https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/DESCARTES_FETAL_CEREBRUM_MICROGLIA ABCC13 ACP3 ACSM5 ACY3 ADA2 ADAM28 ADAMTSL4-AS2 ADAP2 ADPGK ADRB2 AIDAP2 AIF1 ALDH1A3-AS1 ALDH3B1 ALOX15B ALPK1 AMPD3 ANXA2R-AS1 AOAH AOAH-IT1 AP1B1 APBB1IP APOBR APOC1 APOC1P1 APOC4 ARHGAP12 ARHGAP15 ARHGAP24 ARHGAP27P1-BPTFP1-KPNA2P3 ARHGAP30 ARHGAP9 ARL11 ARL4AP5 ARL5C ARRB2 ARRDC5 ASTL ATG7 ATP8B4 B3GNT5 B4GALT1 BATF BATF3 BCL2A1 BHLHE41 BIN1 BLNK BLVRB BNC2 BVES BVES-AS1 C12orf75 C19orf38 C1QA C1QC C2 C5AR1 C5AR2 CACNA2D4 CALCB CAPG CARD11 CARD14 CARD9 CASP1 CASP5 CCDC200 CCDC88B CCR1 CCR3 CD163 CD180 CD28 CD300LF CD33 CD37 CD4 CD48 CD5L CD68 CD74 CD83 CD86 CDKN2A CDKN2B-AS1 CEACAM21 CEBPA CEP250-AS1 CEP295NL CH25H CHEK2 CHI3L1 CHIT1 CHORDC1P4 CLEC17A CLEC19A CLEC7A CLEC9A COL6A4P2 COL8A2 CORO1A COX6CP17 CPVL CREG1 CRYBB1 CSF1 CSF1R CSF2RA CSF2RB CSF3R CTSB CTSC CTSS CX3CR1 CXCL16 CYBB CYSLTR1 CYTH4 CYTIP DDX43 DENND1C DENND2D DHRS9 DIAPH2 DOCK2 DOCK4 DOCK8 DOCK8-AS1 DPRXP4 DUSP29 EBI3 EDNRB-AS1 EGR2 EGR3 ELL2 EML4-AS1 ENSG00000228427 ENSG00000230649 ENSG00000249631 ENSG00000249738 ENTPD1 ERMAP ERP27 EVI2B EXPH5 FAM238A FBXO34-AS1 FCAR FCGR1A FCGR1BP FCGR2C FCGR3A FGD2 FGF20 FGL1 FMN1 FMNL1 FOLR2 GAB3 GAL3ST4 GALNT6 GAPT GBGT1 GBP2 GCLC GCNT2 GDPD4 GGTA1 GLDN GLIPR1 GNB4 GNG7 GOT2P7 GPBAR1 GPN3 GPNMB GPR132 GPR183 GPR34 GPR65 GPR84 GPRC5D GSN-AS1 GTSF1 GYPC H2BC18 H2BC4 H2BP2 HAMP HAVCR1 HAVCR2 HCLS1 HFE HGF HISLA HK2 HK3 HLA-DMB HMGA1P4 HMGB1P21 HMOX1 HOMER3-AS1 HPGDS HRH1 HSPA6 IFI30 IGFLR1 IGSF10 IL10 IL12RB1 IL13RA1 IL17RA IL18 IL1A IL1B IL1RN IL6R-AS1 IL7R IPCEF1 IRF4 IRF5 IRF8 ITGAD ITGAL ITGAM ITGAX ITGB2 ITGB2-AS1 KCNJ5-AS1 KCNK13 KIR3DX1 KPNA2P3 LAIR1 LAT2 LGALS3 LGMN LILRA1 LILRA2 LILRA4 LILRA6 LILRB1 LILRB1-AS1 LILRB2 LILRB3 LILRB4 LILRB5 LIMASI LINC-PINT LINC00278 LINC00539 LINC00649 LINC00671 LINC00996 LINC01141 LINC01160 LINC01235 LINC01375 LINC01480 LINC01504 LINC01645 LINC01678 LINC01684 LINC01736 LINC01768 LINC01845 LINC01909 LINC02109 LINC02117 LINC02381 LINC02611 LINC02642 LINC02712 LINC02798 LINC02910 LINC02913 LINC02953 LINC02985 LINC03002 LINC03070 LNCAROD LPCAT2 LPIN2 LRMDA LRRC18 LRRC25 LRRC39 LRRK1 LY75 LY86 LY86-AS1 LY96 LYVE1 LYZ MAF MANBA MAP3K5-AS1 MAST3 MEFV MEP1A MEPE MERTK MGAT4A MILR1 MKNK1 MKNK1-AS1 MNDA MORC1 MPEG1 MR1 MROCKI MRPL42P6 MS4A14 MS4A4A MS4A6A MS4A7 MTAPP2 MYO1A MYO1F MYO1G MYO7A MYOZ2 NAIP NCF1 NCF2 NCF4 NFAM1 NFATC2 NFKBID NINJ1 NLRC4 NPL NPM1P10 OAS1 OSBPL11 OSCAR OSM OTULINL P2RX4 P2RY12 P2RY13 P2RY6 P2RY8 P3H2 PARVG PCED1B-AS1 PCK2 PDCD1 PDCD1LG2 PDE4DIPP3 PDE4DIPP7 PDK4 PDXP-DT PDYN-AS1 PFDN1P1 PIK3AP1 PIK3R5 PLA2G7 PLCG2 PLD1 PLD4 PLVAP PNPT1P1 POM121B PPARG PPP1R2P4 PPT1 PRAM1 PRR13P5 PRRG4 PTER PTPN22 PTPRN2-AS1 RAB20 RAB39A RAB42 RAP1A RASGRP4 RBM47 RCN3 RGL3 RGS1 RIN3 RN7SL138P RN7SL172P RN7SL297P RN7SL368P RN7SL834P RNASE6 RNF149 RNPS1P1 RNU2-63P RNU4-62P RNU5E-1 RNU7-181P RNU7-29P RPA4 RPH3AL-AS1 RPL34P19 RPL7AP42 RPS10-NUDT3 RPS15AP29 RPS23P6 RPS6KA1 RTTN RUNX2 RYR1 S100A1 S100A8 S100A9 S100Z SAMSN1 SASH3 SCIN SELPLG SERPINA1 SERPINB9P1 SERPINF1 SFMBT2 SHISAL2A SIGLEC10 SIGLEC11 SIGLEC14 SIGLEC16 SIGLEC5 SIGLEC8 SIRPB1 SLC11A1 SLC15A3 SLC17A9 SLC25A24P1 SLC28A1 SLC29A3 SLC2A5 SLC37A2 SLC38A4 SLC39A13-AS1 SLC47A1 SLC7A7 SLC9A9-AS1 SLFN11 SLFN13 SMAP2 SMC1B SMIM35 SNORD11 SNORD89 SNRPD2P1 SNX29 SOCS6 SOWAHD SP140 SPATC1 SPI1 SPNS3 SPP1 SPTLC3 ST13P15 ST14 STEAP1B STEAP1B-AS1 STYXL2 SUCNR1 SULT1C2 SYNDIG1 SYT6 SYT9-AS1 TAGAP TASL TBC1D12 TFCP2L1 TFEC TLR1 TLR2 TLR3 TLR4 TLR5 TLR7 TMC8 TMCO4 TMEM106A TMEM144 TMEM156 TMEM273 TMEM52B TMEM86A TMIGD2 TMIGD3 TNFAIP8L2 TNFRSF11A TNFSF13 TNFSF18 TNFSF8 TRAF3IP3 TREM1 TREM2 TRIM22 TRIM34 TRIM50 TRPM2 TRPM2-AS TYMP TYROBP UAP1L1 UNC93B1 VAV1 VSIG4 WDFY4 WFDC8 XACT ZC3H12D ZMYND15 ZNF710 ZNF812P DESCARTES_FETAL_CEREBRUM_OLIGODENDROCYTES https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/DESCARTES_FETAL_CEREBRUM_OLIGODENDROCYTES AGMO APOD ASIC4 ASIC4-AS1 ATP13A5-AS1 BCAS1 BMP8B CHAD CHRM3 CHRM3-AS2 CLDN11 COL20A1 DCAF4L2 DMRT2 ENPP6 ENSG00000230615 ENSG00000234173 ENSG00000236494 ENSG00000250284 ERBB3 FA2H FCRLA GAL3ST1 GDF6 GDNF GDNF-AS1 GJB1 GPR17 H1-9P HMX1 KLRC2 KLRC3 KLRC4 KLRC4-KLRK1 KLRK1 KLRK1-AS1 KRT18P10 LHFPL3 LINC00237 LINC01170 LINC01254 LINC01561 LINC02199 LINC02283 LINC02895 LINC03048 MAG MATN1 MIR219A2HG MMP16 MOBP MOG MYRF MYT1 NBEAP2 NKX2-2 NOVA1-DT NR0B1 NT5E OLIG1 OLIG2 PCDH15 PDGFRA PLAAT1 PLPP4 RN7SL795P RNU6-564P RNU6-687P RNU6-994P SCRG1 SOX10 SSTR1 TENT5B TMEM212 TMEM235 TNR TNR-IT1 UGT8 VSX1 ZNF365 DESCARTES_FETAL_CEREBRUM_SKOR2_NPSR1_POSITIVE_CELLS https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/DESCARTES_FETAL_CEREBRUM_SKOR2_NPSR1_POSITIVE_CELLS ABCA17P ADGRL2 AIPL1 API5P2 ARG1 ARHGEF33 ATP2B2-IT1 ATP2B2-IT2 BSPH1 CA8 CALB1 CFTR CHRNA3 COL6A5 COL6A6 CORIN DAB1-AS1 DNAJC5G EBF3 ENSG00000229588 ENSG00000234953 ENSG00000237843 ENSG00000254394 ESRRB FAM153A FAM153CP FGF19 FGF3 FOXP4 FOXP4-AS1 GNAT3 GPC3 HAR1A HS3ST2 HSPA12A IL1RAPL2 ITPR1 KCTD8 KCTD9P2 LIN28AP2 LINC00353 LINC00559 LINC01047 LINC01108 LINC01440 LINC01630 LINC02336 LINC02458 LINGO3 MED28P8 NDNF NGFR NPSR1 PCP4 PDE11A PDE11A-AS1 PDE1C POLR2DP2 POSTN PPP1R2P5 PRMT8 PROP1 PTGER3 RNA5SP51 RNU6-1131P RNU6-1175P RORA RORA-AS2 RSU1P3 SKOR1 SKOR1-AS1 SKOR2 SLC18A3 SPINT1 SPINT1-AS1 ST13P20 SUDS3P1 SYT2 TAF4B TDRD5 TFAP2A TFAP2A-AS1 TRIM54 TRIM60P13 TRPC3 WDR95P WNT16 YBX2P1 ZNF385D ZNF385D-AS2 DESCARTES_FETAL_CEREBRUM_VASCULAR_ENDOTHELIAL_CELLS https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/DESCARTES_FETAL_CEREBRUM_VASCULAR_ENDOTHELIAL_CELLS A4GALT AADACP1 ABCA4 ABCA9 ABCB1 ABCC9 ACE ACTA2 ACTN4 ACVRL1 ADA ADCY4 ADGRF5 ADGRF5-AS1 ADGRL4 ADM ADORA2A ADORA2A-AS1 ADORA2B AFAP1L1 AGRN AHNAK ALDH3A1 ALX3 ALX4 ANAPC1P4 ANGPT2 ANGPTL4 ANPEP ANXA1 AOC3 APLN APLNR APOL3 APOL4 ARAP3 ARF6 ARHGAP29 ARHGEF15 ARHGEF35-AS1 ASB9 ATP10A ATP5MC3 ATP8B1 AURKAP2 AVPR1A B3GNTL1P1 BCAM BET1P1 BGN BTNL8 BTNL9 C11orf96 C1QTNF1 C1QTNF12 C1orf115 C1orf54 C20orf202 C2CD4B C4orf3 C8orf58 CALHM2 CAMTA1-IT1 CARD10 CARD8-AS1 CARMN CASP12 CASP4LP CAV1 CAV2 CAVIN1 CAVIN3 CBX2 CCDC141 CCDC3 CCDC85B CCDC86 CCDC86-AS1 CCM2L CCN2 CD109 CD19 CD248 CD27 CD300LG CD320 CD34 CD79B CD93 CDA CDC42EP1 CDC42EP2 CDC42EP5 CDH5 CDH6 CDK2AP2 CDKN2B CETP CFH CFP CGNL1 CLEC11A CLEC14A CLEC1A CLEC2B CLEC3B CLIC2 CLIC5 COBLL1 COL18A1 COL1A2 COL3A1 COL4A1 COL4A2 COL4A2-AS2 COL6A2 COX4I2 CRIP1 CRIP2 CRYBB3 CSAG1 CSTB CTSK CXCL12 CXXC1P1 CYP51A1P2 CYSLTR2 CYYR1 D21S2088E DACT2 DCN DDT DEGS2 DEPP1 DIPK2B DKK1 DLC1 DLL4 DNASE1L3 DOCK6 DPEP1 DSP DSP-AS1 DUSP6 DYSF ECSCR EDN1 EDN3 EDNRA EEF1A1P5 EFNA1 EHD2 EIF3I ELK1 EMCN EML3 ENSG00000223786 ENSG00000233461 ENSG00000235834 ENSG00000258926 ENSG00000269155 EOGT EPAS1 EPHA2 ERG ERVH48-1 ERVMER34-1 ETS1 EVA1B EXOC3L1 F2RL1 F2RL2 FABP4 FAM110D FAM124B FAM162B FAM43A FCHO2-DT FENDRR FGD5 FGR FHL3 FILIP1 FLT4 FLVCR2 FLVCR2-AS1 FMO1 FN1 FOSL2 FOXC1 FOXC2 FOXD1-AS1 FOXF1 FOXF2 FOXF2-DT FOXL1 FOXL2 FOXO4 FOXQ1 FOXS1 FRK FRZB FSTL1 FZD4 FZD6 GATA2 GATA2-AS1 GBP6 GGT5 GIMAP1 GIMAP4 GIMAP6 GIMAP7 GJC2 GPER1 GPR4 GPRC5C GRAP HBA2 HBB HEG1 HELZ2 HEYL HIC1 HID1-AS1 HIGD1B HMCN1 HMGB1P39 HMGN1P13 HRCT1 HSPA12B HSPB1 HSPD1P6 HTR1F HTRA3 HYAL2 ICA1-AS1 ICAM3 ID1 ID3 IFI27 IFI6 IFIT3 IFITM1 IFITM3 IGF2 IGFBP1 IGFBP4 IGFBP7 IL10RB-DT IL17B INS-IGF2 IQSEC3-AS1 ISG15 ISM1 ITGA1 ITGA11 ITGA2-AS1 ITGA4 ITIH5 ITM2A ITPR3 ITPRID2-DT JAG2 JAML JCAD JPH2 KANK3 KANK4 KCNE4 KCNJ2 KCNJ8 KDR KIF26A KLF10 KLF11 KLF2 KLF4 L1TD1 LAMB2 LAMC1 LAMC3 LAYN LCIIAR LDLRAD2 LEF1 LEF1-AS1 LGALS1 LIMS2 LINC00607 LINC00636 LINC00840 LINC00877 LINC01132 LINC01139 LINC01391 LINC01612 LINC01644 LINC02043 LINC02058 LINC02091 LINC02126 LINC02147 LINC02148 LINC02172 LINC02208 LINC02266 LINC02507 LINC02512 LINC02751 LINC02765 LINC02836 LINC02982 LINC03033 LMCD1 LMO2 LMOD3 LRRC32 LRRC55 LSR LTF LUM LURAP1L LYPD3 MAP3K6 MCAM MDP1 MECOM MECOM-AS1 MEDAG MEGF6 MELTF MIR126 MIXL1 MMRN2 MOB2 MOCS1 MPZL2 MRPL17 MSMP MSX1 MT1E MT1F MT1X MT2A MTCO2P12 MUSTN1 MXRA5 MYD88 MYL12-AS1 MYLK2 MYO10 MYOM2 MYZAP NAALADL1 NAMPTP1 NHERF2 NHSL2 NIBAN2 NIP7 NKD2 NKX3-2 NODAL NOP10 NOS3 NOSTRIN NOTCH3 NOTCH4 NPIPB3 NPIPB4 NQO1 NRARP NTRAS NUP153-AS1 OAS2 OAS3 OCEL1 OCLN ODF3L2 OLFML1 OLFML2A OR2A1-AS1 OR51E1 OSMR PART1 PCAT19 PCBD1 PCDH1 PCDH12 PCDH18 PCOLCE PDE6G PDGFRB PGF PHETA2 PHLDA2 PHLDB2 PIM3 PLAC9 PLEK2 PLEKHF1 PLOD1 PLXDC1 PPIC PPM1H PRELID1 PRELP PREX2 PRKCH PRKCH-AS1 PRND PROCR PRX PTGDR2 PTH1R PTPRB QPCT RASAL2-AS1 RASD2 RASL12 RBP1 RBPMS RELA RGCC RGS3 RGS5 RHBDL2 RHOB RHOC RHOD RIN1 RN7SL69P RNU6-880P ROBO4 ROM1 RP1 RPL10AP2 RPL12P4 RPL13P12 RPL17P21 RPL41P2 RPL7P23 RPS14P4 RPS14P5 RPS26P28 RPS28 RPS28P7 RPSAP11 RRAGA RRAS RTL8B RUNX3 S100A10 S100A16 S100P S1PR3 S1PR4 S1PR5 SAMM50 SELE SEMA3G SEPTIN4-AS1 SERPING1 SERPINH1 SH2D3C SH3TC2-DT SHROOM1 SIGIRR SIK1 SIX1 SLC12A7 SLC14A1 SLC16A1 SLC16A4 SLC22A10 SLC2A1 SLC30A1 SLC38A11 SLC38A2-AS1 SLC38A3 SLC39A10 SLC39A8 SLC40A1 SLC51B SLC52A2 SLC52A3 SLC5A4 SLC5A6 SLC6A12 SLC6A13 SLC7A1 SLC7A5 SLC7A5P2 SLCO1A2 SLCO2A1 SLFN12L SLFN5 SMAGP SMG1P2 SMG1P3 SMIM10 SNAI2 SNHG18 SNRPB SOCAR SOCS1 SOCS3 SOX17 SOX18 SOX7 SP6 SPAAR SPARC SPINK8 SPON2 SPTA1 SRARP SRPX2 ST6GALNAC1 ST6GALNAC4 STAP2 STARD8 STC2 STRA6 SULT1B1 SULT1E1 SYDE1 SYNM TAGLN TBX1 TBX15 TBX18 TBX2 TBX2-AS1 TCEAL9 TCF15 TCF7 TCIM TDGF1 TDRD1 TEK TFRC TGM2 THBD THSD1 TIE1 TINAGL1 TM4SF1 TM4SF18 TM4SF18-AS1 TMC4 TMEM141 TMEM176B TMEM200B TMEM204 TMEM37 TMEM45B TMEM88 TMEM92 TNFAIP1 TNFRSF10A-DT TNFRSF4 TNFSF15 TNKS1BP1 TNN TNXB TPT1P15 TRGC1 TRGC2 TTN TWIST1 UACA UBL4B UNC5B USHBP1 VAMP5 VDAC2P5 VEGFC VWA1 VWA2 WASF4P WDR86-AS1 WWTR1 WWTR1-IT1 XPNPEP2 XRCC6P5 ZAP70 ZBTB42 ZNF366 ZNF436 ZNF503 ZNF593OS ZNF703 DESCARTES_FETAL_EYE_AMACRINE_CELLS https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/DESCARTES_FETAL_EYE_AMACRINE_CELLS C1QL2 GABRG1 LGALS13 LINC01222 MCHR2-AS1 MEIS2 NPY OFCC1 RN7SKP76 TFAP2E DESCARTES_FETAL_EYE_ASTROCYTES https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/DESCARTES_FETAL_EYE_ASTROCYTES ADAMTS3 ALDH1L1 AQP4 CDC20B CLEC18B CLYBL CST3 CTXND1 DCLK1 EHBP1-AS1 ENSG00000243620 FMO1 FXYD2 GFAP GINS3 HMCN2 KCNJ16 KCNMB2 LINC02231 LINC02935 LMO3 MIDEAS-AS1 MIR4300HG MLC1 NFIA-AS2 NKX6-1 PAX2 PAX5 PAX8 PLAAT5 RBM20 RIMS4 SCRG1 SOX3 TNC TNFRSF11B WIF1 ZIC1 ZIC4 DESCARTES_FETAL_EYE_BIPOLAR_CELLS https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/DESCARTES_FETAL_EYE_BIPOLAR_CELLS CA10 ENSG00000227863 ENSG00000228566 ENSG00000230392 GABRA5 GABRR1 GABRR3 GLRA1 GNL2P1 GRIK1 GS1-279B7.1 GSG1 HHIP IGSF21 KCNMA1-AS1 KIRREL2 LACTBL1 LINC02821 NETO1 NETO1-DT SERTM1 SSTR2 TACR3 TAFA4 TMEM215 VSX1 ZNF804B ZPBP DESCARTES_FETAL_EYE_CORNEAL_AND_CONJUNCTIVAL_EPITHELIAL_CELLS https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/DESCARTES_FETAL_EYE_CORNEAL_AND_CONJUNCTIVAL_EPITHELIAL_CELLS A4GALT ABHD11 ACSM3 ADGRF1 ADIRF ADRB1 AGA AGR2 AGR3 AGTRAP ANKRD35 ANXA1 ANXA3 APOBEC3A AQP3 ASPG ASS1 ATF3 ATP12A B3GNT3 B4GALT5 BBOX1 BCAS1 BIK BSPRY C19orf33 C1orf116 C6orf132 CAPN13 CAPNS2 CCL28 CD55 CD82 CD9 CDKN2A CDKN2B CEACAM6 CFB CHI3L1 CHMP2A CLCF1 CLDN1 CLDN3 CLDN4 CLDN7 CLIC3 CP CRIP1 CX3CL1 CXCL1 CXCL14 CXCL17 CXCL8 CYB561 CYP2F1 CYP4B1 DSC3 DSP EFCAB15P EHF ELF3 ENC1 ENPP5 EPCAM EPPK1 EPS8L1 EPS8L2 ERBB2 ESRP2 EVPL EXPH5 F2RL1 F3 FAM3D FAM83A FAM83H FHL1P1 FOXA1 FXYD3 GABRP GADD45B GALNT4 GBP3 GCNT3 GDF15 GFUS GGT6 GJB2 GPC1-AS1 GPR108 GPR87 GPRC5A GRHL2 H19 H2AJ HDAC11 HEBP2 HOPX IER2 IER3 IER3IP1 IGIP IKZF2 IL1R1 IL1RN IRF2BP1 ITPKC JUNB KCNE3 KCP KIAA1522 KRT13 KRT15 KRT18 KRT19 KRT23 KRT4 KRT5 KRT7 KRT8 LCN2 LGALS3 LINC01019 LINC01484 LIPH LITAF LY6E LYPD2 LYPD3 MACC1 MAFF MAL2 MCL1 MGST1 MHENCR MMEL1 MPZL2 MSLN MUC1 MUC15 MUC16 MUC20 MUC4 MUC5B MYCL MYH14 NANS NDUFA2 NECTIN4 NFKBIA NHERF1 NHP2 NR2F6 NR4A2 PERP PIGR PKP1 PLA2G2A PLAAT4 PLAC8 POLR2J3 PPDPF PPP1R3B PRSS22 PRSS8 PSCA PSD4 RAB11FIP1 RAB25 RARRES1 RASSF7 RHOV RNPEPL1 S100A6 S100A8 S100A9 S100P SCEL SCGB1A1 SCGB3A1 SDC1 SDC4 SDR16C5 SECTM1 SERINC2 SERPINA1 SERPINB1 SERPINB2 SFN SH2D4A SLC16A5 SLC30A4-AS1 SLC34A2 SLC35C1 SLC44A4 SLPI SMIM22 SMIM5 SPATA2 SPINT1 SPINT2 SPRR1B SPRR3 ST14 ST6GALNAC1 STAP2 STARD10 STEAP4 SYT8 SYTL1 SYTL2 SYTL5 TACSTD2 TEX101 TFF3 TINCR TJP3 TLR5 TMC4 TMC5 TMEM184A TMEM191A TMEM30B TMEM54 TMPRSS2 TMPRSS4 TNFSF15 TRIM29 TSPAN1 TSTD1 TTC22 UBXN10 UPK1B UPK2 VAMP8 VSIG2 VTCN1 WFDC2 WFDC21P WNT4 ZDHHC12 ZNF629 ZNF689 ZNF703 ZNF750 DESCARTES_FETAL_EYE_GANGLION_CELLS https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/DESCARTES_FETAL_EYE_GANGLION_CELLS AKAIN1 B4GALNT1 C1QTNF1-AS1 C4orf50 CEND1 CHRNA6 CHRNB3 CLEC2L DDX50P2 ENSG00000271776 EOMES FNDC9 GAP43 GPR139 GPR149 GRASLND IL12A IL1RL2 INA IRX4 ISLR2 KIF5A LGI3 LINC00348 LINC01014 LINC01606 LINC02118 LINC02217 LINC02505 LRRC73 MTUS2-AS2 NRN1 OBI1-AS1 OPN4 P2RX3 POU4F1 POU4F2 PRPH RAB37 RN7SL164P RPL31P54 SLC17A6 SLC17A6-DT SYNGR3 SYT2 SYT5 TFAP2D TMEM163 TMEM74 TUBBP5 DESCARTES_FETAL_EYE_HORIZONTAL_CELLS https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/DESCARTES_FETAL_EYE_HORIZONTAL_CELLS ANKK1 ARHGAP26-IT1 CACNG3 DRD2 ENSG00000259203 ESRRB FRMPD4 IL12A-AS1 LINC02155 LINC02740 LINC02842 MEGF11 MRPL37P1 NDST3 NTRK1 ONECUT1 ONECUT2 ONECUT3 PMFBP1 TMPRSS9 TNR TNR-IT1 DESCARTES_FETAL_EYE_LENS_FIBRE_CELLS https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/DESCARTES_FETAL_EYE_LENS_FIBRE_CELLS ADRA1B ARSI BFSP1 BFSP2 BHMT BIRC7 CAMK2A CAPRIN2 CARD14 CCDC169 CERK CHRNA2 COL4A6 CRMA CRYAA CRYBA1 CRYBA2 CRYBA4 CRYBB1 CRYBB2 CRYBB3 CRYGA CRYGB CRYGC CRYGD CRYGEP CRYGS DNMBP DRG1P2 EFCAB8 ENSG00000251314 F12 FBXL21P GACAT3 GJA3 GJA8 GSS HIF1A-AS3 HMSD HSPA6 HTR1E KMO LCTL LGSN LIM2 LINC00519 LINC01170 LINC01339 LINC01440 LINC01885 LINC02024 LINC02160 LINC02367 LINC02413 LINC02624 LINC02698 LINC02763 LINC03051 LNPK LSAMP MBOAT1 ME1 MED12L MIP MIR193BHG MIR583HG MYO18A NEURL2 NOCT NREP-AS1 P3H2-AS1 PALM2AKAP2 PIP5KL1 PITHD1 PITX3 PLEKHG7 RAB39A RMST RNU5E-8P RSPO4 SLC24A2 SLC27A6 SORD SOX1 SQOR TDH TIMELESS TMEM114 TRPM8 UPP1 VIT WNT7A ZNF778-DT DESCARTES_FETAL_EYE_MICROGLIA https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/DESCARTES_FETAL_EYE_MICROGLIA ADAM28 ADAP2 ADCY7 AOAH APBB1IP ARHGAP15 ARHGAP22 ARHGAP25 ARHGAP30 ATP8B4 AZIN2 BANK1 C1QA C1QB C1QC CARD11 CCDC26 CCL2 CD14 CD163L1 CD247 CD37 CD74 CD83 CD84 CDCA5 CLEC7A CLPB CRAT37 CSF1R CSF2RA CSF3R CX3CR1 CYBB CYSLTR1 CYTH4 DOCK11 DOCK2 DOCK8 EFCAB14-AS1 EGR3 ELF4 F13A1 FBP1 FGD2 FGD3 FMNL1 FYB1 GAL3ST4 GAS6-AS1 GLIPR1 GMIP GPR183 GPR34 HCK HLA-DMA HLA-DPA1 HLA-DRA HLA-DRB1 HPGDS IKZF1 IL10RA IL6R INPP5D IPCEF1 IRAG2 IRF8 ITGAL ITGAM ITGB2 ITPR2 JAK2 KBTBD8 KCNK13 KLRK1-AS1 LAPTM5 LAT2 LCP1 LGMN LINC02642 LINC02712 LINC02798 LPCAT2 LRRC43 LRRK1 LY86 LYVE1 MAST3 MERTK MIOS MKNK1 MS4A6A MS4A7 MYO1F NAIP NCF2 NCKAP1L NRROS OLR1 P2RY12 PIK3AP1 PIK3R5 PLD4 PLEK PLK3 PRAM1 PTAFR PTPN22 PTPRC RAB20 RASGEF1C RELL2 RGS1 RHBDF2 RHOH RNASET2 RUNX1 RUNX2 S100Z SCIN SIGLEC10 SKAP1 SLC7A7 SLC9A9 SLCO2B1 SMAP2 SMIM35 SP140 SPI1 SPN SPP1 SRGAP2C ST6GAL1 STAB1 TBXAS1 TFEC TIGD4 TLR2 TMEM106A TMEM144 TRAF3IP3 TRMT44 TRPM2 TSPOAP1-AS1 TXK VAV1 VSIG4 WDFY4 WHAMMP4 XACT YES1P1 ZFYVE19 DESCARTES_FETAL_EYE_PDE11A_FAM19A2_POSITIVE_CELLS https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/DESCARTES_FETAL_EYE_PDE11A_FAM19A2_POSITIVE_CELLS ADAMTS16-DT ANKRD20A4P ANKRD20A8P CHAT ENSG00000188897 ENSG00000262999 FAM163A FEZF1-AS1 FRMD7 GABRD HDC ISL1-DT ITPKA LTK PDE11A PRLR RBFOX1 RELN RGS4 RGS5 RNU6-457P RNU7-99P SLC10A4 SLC18A3 SLC26A5-AS1 SLC5A7 SOX2-OT SYT6 TAFA2 DESCARTES_FETAL_EYE_PHOTORECEPTOR_CELLS https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/DESCARTES_FETAL_EYE_PHOTORECEPTOR_CELLS ATP6V0D2 C7orf33 CDHR1 CERKL CHRNB4 CNGB1 COX5BP2 DRGX EGFLAM EGFLAM-AS1 ENSG00000263574 EYS GNAT1 GNAT2 GPC5 GPC5-IT1 HOTAIRM1 HTR1F IMPG1 IMPG2 KCNV2 KDM4A-AS1 LGALS9DP LINC00457 LINC00463 LINC00575 LINC01053 LINC01915 LINC02058 LINC02932 LINC03062 LRIT2 MAK MPP4 MPPED2-AS1 MTATP6P15 MTCO1P15 MTCO2P15 MTND1P36 NPTX1 OLAH PCAT4 PDC PRICKLE2-AS1 PRICKLE2-AS2 RPGRIP1 RPL18P11 RPL30P7 SAMD7 SNORA75 SSTR5-AS1 ST3GAL3-AS1 SUSD2 TERT TMEM244 UNCX USH2A DESCARTES_FETAL_EYE_RETINAL_PIGMENT_CELLS https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/DESCARTES_FETAL_EYE_RETINAL_PIGMENT_CELLS ACOT11 ADAD2 ADRA2C ADTRP ATP6V1C2 BCO1 BEST1 BMP6 CCBE1 CCDC33 CLDN19 CNBD1 CNDP1 COL8A1 CRISPLD1 DCDC2 ELOVL7 ENPP2 ENSG00000251076 ENSG00000255746 ERMN FAM83B FRZB FYB2 GEM HORMAD2 INPP5K ITGAV KCNQ4 LIN28B-AS1 LINC00276 LINC00355 LINC00645 LINC00670 LINC01239 LMNTD1 LRAT MFRP MROH7 MYOCD MYRF NPFFR1 OR51E2 PAFAH1B2P2 PCAT1 PFKFB2 PGR PLD5 PLGLA PRDM16 PRDM16-DT PRKCQ PRKCQ-AS1 PRODH PTGDS RASSF6 RGR RLBP1 RPE65 SFRP5 SLC16A8 SLC22A8 SLC26A7 SLC38A11 SLC39A12 SLC45A2 SLC6A12 SLC6A13 SLC6A20 SMG1P6 STRIP2 TLCD4 TMEM235 TMEM72 TMEM98 TRPC4 TTR VAT1L VEPH1 DESCARTES_FETAL_EYE_RETINAL_PROGENITORS_AND_MULLER_GLIA https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/DESCARTES_FETAL_EYE_RETINAL_PROGENITORS_AND_MULLER_GLIA ADGB C10orf88B CASC17 CDC25C CLVS1 DEPDC1-AS1 DNAH11 FAM72A FOXN4 GABRG3 GDPD2 L1TD1 MYB NEIL3 OPTC PCYT1B DESCARTES_FETAL_EYE_SKELETAL_MUSCLE_CELLS https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/DESCARTES_FETAL_EYE_SKELETAL_MUSCLE_CELLS ACTA1 ACTC1 ACTN2 ADAM7-AS1 ADAM7-AS2 ADAMTS8 ADPRHL1 AGL AK1 ALX4 APOBEC2 ASB5 ATP1B4 ATP2A1 BAK1 BOK C4orf46 CACNA1S CACNG1 CACNG6 CARNS1 CASQ2 CAV3 CAVIN4 CDH13-AS2 CDH15 CFL2 CHRNA1 CHRNB1 CHRND CKM CMYA5 CORO6 COX6A2 COX7A1 CSRP3 DES DNAJB5 DOK7 DUSP13 DUSP26 EGF EIF1AY EIF5-DT EME1 ENO3 ENSG00000231918 ENSG00000234352 FABP3 FBXO32 FITM1 FLNC FSD2 FZD10 GADL1 GAL3ST1 GAMT GPC4 H2BC21 HJV HSPB2 HSPB6 HSPB7 IL17B IL32 ITGB6 KCNE5 KLHL21 KLHL31 KLHL41 LAMTOR5 LANCL1-AS1 LDB3 LINC00616 LINC01405 LINC01479 LINC01497 LINC02308 LMOD3 LRRC38 LRRC52-AS1 LSMEM2 MAMSTR MB MEG9 MIR133A1HG MLIP MRLN MYBPC1 MYBPH MYF6 MYH15 MYH2 MYH3 MYH7 MYH8 MYL1 MYL11 MYL2 MYL3 MYL4 MYL6B MYOD1 MYOG MYOM1 MYOM2 MYOM3 MYOT MYOZ2 MYREM NEB NES NEXN NMRK2 NPM3 NPSR1-AS1 PACSIN3 PEG10 PLK5 POLR1F PPP1R3A PPP2R3B PRKACA RAMP1 RAPSN RFPL2 RUNDC3A-AS1 SATB2-AS1 SBDS SGCA SLN SMPX SMTNL2 SMYD1 SRL SRPK3 STAC3 STARD13-IT1 STUM STYXL2 SYNPO2L TBX1 TCEAL7 TCEANC2 TMEM182 TMEM38A TNNC1 TNNC2 TNNI1 TNNI2 TNNT1 TNNT2 TNNT3 TPM1 TPM2 TRDN TRIB3 TRIM32 TRIM54 TRIM55 TRIM72 TRPC6 TTN TTN-AS1 TXLNB UNC45B VGLL3 XIRP1 XIRP2 ZNF593 DESCARTES_FETAL_EYE_SMOOTH_MUSCLE_CELLS https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/DESCARTES_FETAL_EYE_SMOOTH_MUSCLE_CELLS ABCB5 ANKRD33 AP1S3 AP5Z1 ARHGAP6 ARID5B ASPA BMP5 BORCS7-ASMT C11orf96 C12orf76 CABLES1 CBLN1 CDH19 CDNF CECR3 COL24A1 COQ3 CPEB2 CRYL1 DEDD DERL3 DLGAP1-AS1 DNAI3 ETNK2 FOXRED2 FUZ GINS2 GLMP HPSE2 ITGA2-AS1 KCNAB2 KIT LAT LINC00113 LINC01762 LINC03000 LRRC47 MARF1 METTL9 MLANA MME MPZ MYO5A NAMA NUDT16L1 P2RX7 PABIR1 PAMR1 PAX3 PNMA3 PPP2R5A PRKG2 PYY2 RAB13 RAB38 RPL17P9 SEC16B SLC12A4 SLC22A18 SLC35D2 SNHG1 SNHG8 SPIN4 SPRING1 SRRM2-AS1 STK32A TCEA1 TESK1 TEX21P TEX41 TRPM6 TYRP1 UNC119B VMA21 ZNF384 ZNF665 DESCARTES_FETAL_EYE_STROMAL_CELLS https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/DESCARTES_FETAL_EYE_STROMAL_CELLS ADAM33 ADAMTS2 ADAMTS4 ADAMTS5 ADAMTSL4 ADGRG2 ALX3 ASPN C1QTNF7 C1R CA12 CHRD COL12A1 COL14A1 COL1A1 COL1A2 COL3A1 COL5A1 COL5A2 COL6A1 COL6A2 COL6A3 COL6A6 CREB3L1 CTHRC1 CXCL12 DCN DKK2 DPT EDNRA EGFL6 EMILIN1 EMILIN3 EMX2 EMX2OS EVA1CP4 FBN1 FGF18 FMOD FN1 FNDC1 IGFBP6 IGSF10 IL11RA INHBA ISLR ITGB3 ITGBL1 KDELR3 LINC02511 LMX1B LOX LTBP4 LUM MATN4 MEDAG MFAP5 MGP MIR1245A MMP19 MXRA5 NDNF OGN OLFML1 OMD PCDH18 PCOLCE PDGFRL PENK PI16 PODN POSTN PRRX2 PTHLH RNASE4 SCARA5 SELENOM SFRP2 SLC6A2 SOCS1 SPARC SULT1E1 THBS1 THBS2 TMEM200B TNFAIP6 TNFSF9 TRABD2B TWIST1 TWIST2 VASN DESCARTES_FETAL_EYE_VASCULAR_ENDOTHELIAL_CELLS https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/DESCARTES_FETAL_EYE_VASCULAR_ENDOTHELIAL_CELLS ABCB1 ABCG2 ACVRL1 ADCY4 ADGRF5 ADGRL4 ADORA2A-AS1 ALPL APLNR APOL3 ARHGAP29 ARHGEF15 ARL15 ATG9B BEND4 BTNL8 CALCRL CAVIN2 CCM2L CDH5 CETP CLDN5 CLEC14A CLEC1A CYP26B1 DIPK2B DUSP6 ECSCR EGFL7 ELK3 ENG EPAS1 ERG FAM124B FGD5 FLT1 FLT4 GGT5 GIMAP1 GIMAP4 GOLGA8M HAPLN1 HAPLN3 ICAM2 IHH KANK3 LINC02147 LINC03033 LRRC32 LXN MLKL MPL MYCT1 NOS3 NOTCH4 PCAT19 PDE2A PKD1L1 PLVAP PLXND1 PODXL PPP1R14A PRKCH QRFPR RAMP2 RAMP3 RASIP1 RGCC ROBO4 RXFP1 S1PR1 SELP SEMA3G SHANK3 SMAD7 SOX18 SOX7 ST8SIA6 STARD8 TAMALIN TCIM TEK THSD1 TIE1 TINAGL1 TM4SF18 UPB1 USHBP1 VASH1 VWF ZNF366 DESCARTES_FETAL_HEART_CARDIOMYOCYTES https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/DESCARTES_FETAL_HEART_CARDIOMYOCYTES BMP10 BVES-AS1 CSNK1A1P1 ENSG00000232939 EPN3 FABP2 HHATL HRAT17 LINC02248 MYPN PDE4DIPP1 PRSS42P RNA5SP327 UGT2B4 DESCARTES_FETAL_HEART_CLC_IL5RA_POSITIVE_CELLS https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/DESCARTES_FETAL_HEART_CLC_IL5RA_POSITIVE_CELLS C9 CERKL CLC CTDSPL2-DT DAND5 DBP DUOXA2 ENSG00000268650 FAM209A GLIS1 IL5RA LINC00407 LINC01629 LINC01681 LRRIQ3 MAN1A2P1 MINAR2 MS4A3 PDE6G PITRM1-AS1 PRG2 RGS2 S100A1 SLC6A7 TNMD ZC2HC1C DESCARTES_FETAL_HEART_ELF3_AGBL2_POSITIVE_CELLS https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/DESCARTES_FETAL_HEART_ELF3_AGBL2_POSITIVE_CELLS AGBL2 AGR2 ANKRD2 CAPS CFAP276 CFAP57 CFAP95 CLIC6 CLXN CP CRLF1 CYP2W1 DEGS2 DNAH3 DNAH5 DNAH9 EFCAB12 ELF3 ENSG00000231119 FAM216B FOXJ1 IL20RA LINC01405 LINC01801 LINC02455 LINC02660 MS4A8 MUC1 PIFO PIH1D2 RPL10P9 RSPH1 RXYLT1-AS1 SAXO2 SCGB1A1 SCGB3A2 SFTPB SFTPC SIX1 SLC44A4 TACSTD2 TMC5 TTC23L WIF1 ZBBX ZMYND10 DESCARTES_FETAL_HEART_ENDOCARDIAL_CELLS https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/DESCARTES_FETAL_HEART_ENDOCARDIAL_CELLS ANGPTL5 APCDD1 APCDD1L CA12 CDH11 CGNL1 CPXM2 FAM3D FOXC1 HAPLN1 HMCN1 HS3ST1 INHBA ITGA8 LEPR LINC01099 LINC01320 LINC01497 LINC01896 LINC02261 LRATD1 LYPD2 MPZL2 NPPC PDE3A-AS1 PWWP3B QSOX1 RASSF10-DT SALL1 SALL3 SLC6A4 SLCO2A1 SMOC1 SOST ST6GALNAC1 TMEM100 TMEM132C WNT9B DESCARTES_FETAL_HEART_EPICARDIAL_FAT_CELLS https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/DESCARTES_FETAL_HEART_EPICARDIAL_FAT_CELLS ABCA12 ADAMTS3 ALKAL2 ATP7B BDKRB1 BNC1 C1QL1 C1orf53 C21orf62 C3 CA9 CARNS1 CBLN2 CCNYL1 CDH3 CDON CERS3-AS1 CFB CFTR CHAC1 CLDN1 CPA4 CPB1 CRB2 CST6 DAW1 ECRG4 EFEMP1 ENSG00000268686 EPGN EPS8L1 FAM110C FAM83A FMO1 FSHR FYB2 GADL1 GFPT2 GRB7 GSDMA GSG1L HAS1 HSD17B6 IGFBP5 IGHG4 ITLN1 KCTD4 KCTD8 KLK11 KLK5 KLK7 KREMEN2 KRT5 KRT7 LINC00922 LINC01018 LINC01239 LINC01266 LINC01638 LINC02331 LINC02643 LOC283299 LRAT LRP2 LRRN4 MAL2 MIR31HG MKRN9P MKX MPPED2-AS1 MSLN MYRF NEU4 NHERF4 NMU NPHS1 NRG4 NXNL2 PDZK1IP1 PDZRN4 PHYHIP PLA2G2A PLEKHH2 PPP4R4 PRG4 PRR15 PRR15-DT PTPRQ RAET1E RARRES1 RHPN2 RSPO1 SBSPON SCEL SFRP5 SIM1 SLC4A4 SLC7A4 SLPI SPRR2B SPRR2F TGM1 TNFRSF11B TNFRSF8 TRHDE-AS1 UBXN10 UPK1B UPK3B WNT2B WT1 ZFP42 DESCARTES_FETAL_HEART_ERYTHROBLASTS https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/DESCARTES_FETAL_HEART_ERYTHROBLASTS AARS1 ABCB7 ABCD2 ABCF1 ABCG2 ACAD11 ACSS1 ADIPOR2 AIDA AKR1A1 ALAS2 AMFR ANKRD49 AP1M1 APEH APMAP ARMC2 ARMH1 ARRDC4 ASCC2 ASL ASPHD1 ATP9B BAP1 BCL10 BCORL1 BLVRB BRCA2 BRI3BP BTBD6 BUD13 C11orf54 C6orf132 C6orf47 C7orf50 CAB39L CAT CD40 CDK1 CDK5RAP1 CDT1 CENPJ CENPW CEP295 CHASERR CHCHD6 CLGN CLK4 CLTC CNGA1 CPOX CRB1 DBNL DCP1B DDX39A DDX39B DDX3Y DEAF1 DGCR6L DHX35 DHX40 DRAM1 DYNLT2B EIF1AD EIF2B1 EIF3B EIF4A2 EMC4 ENPP4 EPB42 EPDR1 ERGIC3 ERMAP ESCO1 ETFDH EXPH5 FAM178B FAM210A FARSA FBXW4 FCHO1 FKTN FTL FUT10 GATD1-DT GCC2 GET4 GIMAP2 GLRX5 GON7 GPS2 GRK6 GRWD1 GSDMD GSPT2 GSTO2 GYPC HBA1 HBA2 HBG1 HBG2 HBM HBP1 HDGF HERPUD2 HIC2 HINT2 HMGA1 HMGN1 HSP90AA1 HTATIP2 INTS3 KATNA1 KATNBL1 KDM1B KIFC1 KLC4 KLHL28 KRIT1 L3MBTL1 LCLAT1 LEMD3 LINC02100 LINC02762 LRRC47 LYPLAL1 MACROD1 MAN2B1 MCUR1 ME3 MED1 METAP2 METTL2A MIDEAS MRPL22 MTBP MTCO2P12 MTHFD2 MTIF3 MTMR8 MXI1 NAA10 NAE1 NAT10 NAXE NCAPG2 NEIL3 NHP2 NIFK NIP7 NOB1 NPRL3 NRSN2-AS1 NXT1 OARD1 OAT OR2L13 ORC2 ORMDL1 P2RX6 PAIP1 PCK2 PDZD8 PGGHG PGLS PI4K2B PIEZO1 PIK3IP1 PLAA PLEKHG2 PMM2 PMPCB POGLUT2 POLR1A POLR1E POLR2H POLR3B POM121 POP4 PPIL1 PPP1R9B PRC1 PRELID3B PRIM1 PRIM2 PRKAB1 PRPS2 PTPA RAD54L2 RB1CC1 RBM27 RBM33-DT RFXANK RHCE RNF123 ROGDI RPIA RPL22L1 RPL3 RRP1B RSRC2 S100P SCLY SDE2 SELENOF SELENOH SENP1 SERTAD2 SKA1 SLC18B1 SLC22A4 SLC2A1 SLC35A2 SLC35C2 SLC38A7 SLC46A1 SLC66A2 SLC7A11 SMARCD2 SMC2 SMPDL3B SMS SNHG25 SNHG5 SNHG7 SNHG8 SNRPA SPG21 SPOUT1 SPPL2B SPTY2D1 SRFBP1 SRSF1 STK11IP STK26 STMP1 STX16 SULT1A1 SYF2 TAF6L TARBP1 TBC1D10C TBC1D24 TBK1 TCHP TESC TIMELESS TJAP1 TM2D3 TMCC2 TMED8 TMEM161A TMEM238 TNFRSF10A TOX4 TRAK2 TRAM2 TRIM22 TRIM47 TRIM52 TRIP10 TRMU TXLNGY UBE3D UBQLN1 USP38 USP6NL UVSSA WDTC1 WRNIP1 ZC3H11A ZDHHC7 ZIC2 ZMIZ2 ZNF141 ZNF143 ZNF496 ZNF530 ZNF583 ZNF629 ZNF714 ZNF90 ZSWIM4 DESCARTES_FETAL_HEART_LYMPHATIC_ENDOTHELIAL_CELLS https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/DESCARTES_FETAL_HEART_LYMPHATIC_ENDOTHELIAL_CELLS ABCA4 ADD3-AS1 ADGRG3 ANKRD36BP2 C20orf204 C6orf141 CCL21 CMKLR2 CNTNAP3B EFCC1 FLT4 FZD10 GPR146 GPR182 HOXD10 HOXD4 HOXD8 HOXD9 LINC00636 LINC01117 LINC01558 LINC02147 LINC02840 LINC02880 MFSD4A MPP7 NTS P4HA3 PARD6G PGM5-AS1 PIK3C2G PROX1 PROX1-AS1 PTX3 SLC38A4 SPHK1 STAB2 TBX1 TFF3 TMEM252-DT TNFAIP8L3 TSPAN8 TSPEAR ZNF24TR DESCARTES_FETAL_HEART_LYMPHOID_CELLS https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/DESCARTES_FETAL_HEART_LYMPHOID_CELLS ACAP1 BLK CARD11 CCR7 CD160 CD19 CD27 CD3D CD3G CD5 CD52 CD7 CD79B CD8B CD96 CDKN2A CHI3L2 CR2 CRTAM CST7 CXCR3 CXCR6 ENSG00000224610 ENSG00000227863 FCMR FCRL1 FCRL2 FCRL3 FCRL5 FCRLA FLT3LG FOXP3 GBP2 GNLY GPA33 GPR171 GVINP1 GZMA GZMB GZMH GZMK GZMM HRG-AS1 ICOS IFNG-AS1 IGKC IGLL1 IKZF3 IL18RAP IL2RB ISG20 ITK JCHAIN KLRB1 KLRC1 KLRC2 KLRC4-KLRK1 KLRF1 KLRK1 LCK LEF1-AS1 LINC00426 LINC00861 LINC01215 LINC01222 LINC01891 LINC01934 LINC02325 LINC02397 LINC02481 LTA LY9 MATK MEAK7 MS4A1 NCR1 NCR3 NKG7 PAX5 PDCD1 POU2AF1 PRF1 PTPRCAP RAB25 RASGRP1 SAMD3 SCML4 SELL SEPTIN1 SH2D1A SH2D1B SHISAL2A SIRPG SIT1 SKAP1 SLAMF1 SLAMF6 TBX21 TCF7 TCL1A THEMIS TIGIT TMIGD2 TNFRSF13B TNFSF11 TNIP3 TRAT1 TRBC2 UBASH3A VPREB1 VPREB3 XCL1 ZAP70 DESCARTES_FETAL_HEART_MEGAKARYOCYTES https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/DESCARTES_FETAL_HEART_MEGAKARYOCYTES ABCB11 ABCC3 ACRBP ADCYAP1 ALOX12 AQP10 BEND2 CA2 CISH CLEC1B CMTM2 CNST CPA3 CXCL5 CXCR2P1 DCLRE1A EFCAB13-DT EGF ELOVL7 ENSG00000233968 ENSG00000255367 ENTHD1 EREG F2RL3 FERMT3 GATA1 GFI1B GP1BA GP5 GP6 GP9 H2AC6 H2BC11 H2BC12 H2BC5 HBD HEMGN HGD HPSE INHBA-AS1 ITGA2B ITGB3 KCNK17 KIT LCN2 LEFTY1 LGALSL LINC00534 LINC01140 LINC02284 LINC02506 LINC02752 LIPH LY6G6F LY6G6F-LY6G6D LYL1 MDM1 MED12L MFAP3L MFSD2B MPIG6B MPL MPP1 MYO3B NEXN-AS1 NFE2 NRGN NT5C3A P2RX1 PADI4 PAQR5 PF4 PIRAT1 PLEK PPBP PRKAR2B-AS1 PSTPIP2 PTCRA PTH2R RAB27B RCCD1-AS1 RGS18 RHAG RHD RPS3AP34 RUFY1 SERPINE1 SLC2A3 SLC35D3 SLC37A1 SMIM24 SPATA16 SRC SYTL4 TAL1 THBS1 TMEM72 TMEM91 TNFRSF14-AS1 TNFSF4 TPSAB1 TPSB2 TREML1 TRIM58 TSPAN32 TUBA4A TUBA8 TUBB1 VWA5A XK ZNF778 DESCARTES_FETAL_HEART_MYELOID_CELLS https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/DESCARTES_FETAL_HEART_MYELOID_CELLS ACP3 ADAM28 ANO7L1 AZU1 C19orf38 C1QA C1QB C1QC C3AR1 C5AR1 CCDC26 CCL22 CCR1 CCR2 CD14 CD163 CD163L1 CD1D CD1E CD209 CD300LF CD74 CD86 CIITA CLEC10A CLEC4A CLEC4F CLEC4GP1 CLEC5A CLEC7A CLEC9A CSF1R CSF2RA CSTA CYBB CYP2S1 DEFA3 EBI3 EGR2 ENSG00000231873 FCN1 FGD2 FGL1 FLT3 FPR1 GPR34 HCK HK3 HLA-DMB HLA-DPA1 HLA-DQA1 HLA-DQA2 HLA-DRA HLA-DRB1 HLA-DRB5 HLA-DRB6 IDO2 IGSF6 IL1R2 IL1RN IRF8 ITGAX JAML LGMN LILRA1 LILRB1 LILRB3 LILRB4 LILRB5 LINC00278 LINC00996 LINC01094 LINC01605 LINC02712 LINC03070 LRRC25 LRRK1 LYZ MARCO MMP9 MNDA MPEG1 MPO MS4A14 MS4A4A MS4A4E MS4A6A MS4A7 MYCL NAPSB NCF2 NFAM1 NLRC4 NOD2 NRIR OSCAR P2RY13 P2RY6 PADI2 PDCD1LG2 PILRA PLA2G7 PLB1 PLD4 PRTN3 RBM47 RBPJ S100A8 SCIMP SIGLEC1 SIGLEC11 SIGLEC14 SIRPB1 SIRPB2 SLAMF8 SLC11A1 SLC24A4 SLC37A2 SLC38A6 SLCO2B1 SMIM35 SOWAHD SPI1 SPNS3 SPP1 TIMD4 TLR2 TLR7 TLR8 TMEM106A TREM2 TYROBP UPK3A VSIG4 WFDC21P XCR1 DESCARTES_FETAL_HEART_SATB2_LRRC7_POSITIVE_CELLS https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/DESCARTES_FETAL_HEART_SATB2_LRRC7_POSITIVE_CELLS ADCY1 ADGRB2 ANO4 ARPP21 ATP2B2 B3GAT1 BASP1-AS1 BHLHE22 C8orf34 CACNA1A CACNA1E CACNA1I CACNG8 CADM2 CALN1 CAMKV CCBE1 CCER2 CDH4 CSMD1 CSMD2 CSMD3 DAB1 DISP3 DLX6-AS1 DOK5 DPP10 DRAXIN FABP7 FAT3 FEZF2 FOXG1 FUT9 GABBR2 GABRG1 GABRG3 GLRA2 GPR12 GPR85 GRIN2B GRM1 GRM2 GRM3 GRM5 HES6 HS3ST4 IGDCC3 KAZN KCNC2 KCNV1 KHDRBS2-OT1 KIAA0319 KLHL1 LAMB2P1 LHX2 LINC00461 LINC01102 LINC01122 LINC01551 LINC01965 LINC02060 LINC02389 LMO3 LRP1B LRRTM2 LYPD6B MACROD2-IT1 MIR124-1HG MIR124-2HG MIR9-1HG MIR9-3HG MPPED1 MSRA NCAN NELL2 NEUROD1 NEUROD2 NEUROD6 NEUROG2-AS1 NKAIN2 NTM NTSR1 NXPH3 PANTR1 PCDH11X PCDH11Y PHF21B PI4KAP2 PLPPR1 PLPPR5-AS1 POU3F2 POU3F3 PTPRD RAPGEFL1 RN7SL481P RORB SATB2 SATB2-AS1 SCD5 SCRT2 SEZ6 SH3GL2 SHISAL1 SLC4A10 SLC6A11 SLIT1 SOX11 SYT6 TAFA1 TBR1 TMEM158 TOX3 TRPC5 UNC5D VSTM2B-DT ZBTB18 DESCARTES_FETAL_HEART_SCHWANN_CELLS https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/DESCARTES_FETAL_HEART_SCHWANN_CELLS ALDH1A1 ALDH1A3 ANGPTL7 ARSL ARTN ASPA ATP10B BMP8B CARMAL CDH19 CFAP61 CHST9 CLDN14 CNMD COL20A1 COL22A1 COL28A1 COL2A1 CTXND1 ERBB3 FOXD3 GFRA3 GINS3 GPR17 GRAMD2A HSPB2-C11orf52 INSC ITIH5 KCNJ10 LGI4 LINC00327 LINC00466 LINC01198 LINC01339 LINC01505 LINC01608 LINC02698 MAG MEGF10 METRN MIA MIR663AHG MMD2 MPZ MYOT NLGN3 NR4A2 OLFML2A PLEKHA4 PLP1 PLXNB3 PMP2 PP7080 PRIMA1 RHEBL1 RXRG S100B SHC4 SOX10 ST3GAL6-AS1 ST6GALNAC2 TENM3 TENM3-AS1 TFAP2A TSPAN11 XKR4 ZNF536 DESCARTES_FETAL_HEART_SMOOTH_MUSCLE_CELLS https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/DESCARTES_FETAL_HEART_SMOOTH_MUSCLE_CELLS ABCC9 ACTA2 ACTA2-AS1 ACTG2 ADRA1D AGT AOC3 APOL5 ARHGEF17 BCAS3-AS1 C11orf96 CACNA1S CARMN CCDC190 COX4I2 CYGB ENPEP ERRFI1-DT FOXL1 FOXS1 GPR20 HCG22 HIGD1B ILDR1 KCNAB1 KCNJ8 LGR6 LINC02237 LMOD1 MDFIC2 MYH11 MYO3A NDUFA4L2 NOTCH3 OR51E1 PDE4C PDGFRB PELO-AS1 PLA2G5 RGS16 RGS5-AS1 SEMA5B SEPTIN4-AS1 SULT1E1 TAGLN TBX2-AS1 THBS4 TMEM74B DESCARTES_FETAL_HEART_STROMAL_CELLS https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/DESCARTES_FETAL_HEART_STROMAL_CELLS ABCA10 ABCA9 ADAMTS19 ADAMTS2 AGTR2 ANGPTL1 ANGPTL6 C1QTNF12 CCL11 CCN3 CILP COL1A1 COL1A2 DCN DPT EMILIN3 FBLN1 GPC3 HTRA3 ISLR LPAR4 LUM MFAP5 NPTX2 NRK PCOLCE PDGFRA PRELP PTN RTL3 SCARA5 SERPINF1 TARID TCF21 DESCARTES_FETAL_HEART_VASCULAR_ENDOTHELIAL_CELLS https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/DESCARTES_FETAL_HEART_VASCULAR_ENDOTHELIAL_CELLS APLN APLNR BTNL9 C1QTNF9 CA4 CD300LG CLRN1-AS1 DLL4 DYNLT5 ENSG00000233251 ENSG00000243273 ESM1 GUCY1B2 LINC01594 LRRC77P MADCAM1 OPN5 PKD1L1 PRND QRFPR SELE SLC9C1 TCF4-AS1 TM4SF18 TMC1 DESCARTES_FETAL_HEART_VISCERAL_NEURONS https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/DESCARTES_FETAL_HEART_VISCERAL_NEURONS ACHE ASTN2 C14orf132 C14orf39 CA10 CAMK2N2 CHGB CHRM1 CHRNA3 CHRNA7 CHRNB4 CNTN5 CPEB1 DBH DDC ECEL1 ELAVL2 ELAVL4 EML5 ENSG00000260917 EYA4 FAM163A FAM167A FGF14-IT1 FNDC9 FST GAL GALR1 GATA3-AS1 GNG4 GRM8 HCN2 ISL1 ISL1-DT KCNH1 KCNK12 KCNK3 KCTD16 LGI3 LINC01250 LINC01561 LINC02691 LINC03000 MAB21L1 MAB21L2 MYT1 NECAB2 NEFH NPM2 NPY2R NXPH1 OPRM1 PCBP3 PHOX2A PHOX2B PHOX2B-AS1 PHYHIPL PIANP PIRT PLPP4 PRPH PRUNE2 PTPRR RAB39B RAB3B RAB3C RGS4 RGS9 SCG2 SEMA4F SLC10A4 SLC18A1 SLC18A3 SLC5A7 SLC6A2 SLC7A14 SPOCK3 SST ST8SIA3 STAC SYT9 TH TMC3 TMEM130 TMEM255A VGF ZCCHC12 DESCARTES_FETAL_INTESTINE_CHROMAFFIN_CELLS https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/DESCARTES_FETAL_INTESTINE_CHROMAFFIN_CELLS ADGRG4 ADH6 ARX ASIC5 BAIAP3 BHMT BTBD17 C8A CACNA1A CALCR CAPSL CCDC162P CCK CDHR3 CEP126 CERKL CHGA CNGA3 CRYBA2 DNAH12 DRAIC DYNLRB2-AS1 ENSG00000224090 ENSG00000231683 ENSG00000239482 ENSG00000254718 ERICH3 FEV FFAR4 FOXA2 GABRA1 GAD2 GC GCG GCH1 GCK GHRL GIP GIPR GLRA3 HEPACAM2 IL20RA INHA KCNH6 KCNK16 KCNK17 KIF19 KLB LCN15 LINC00261 LINC00616 LINC00907 LINC01014 LINC01106 LINC01765 LINC01811 LINC02197 LINC02388 LMX1A LMX1B LRP1B MAB21L4 MIR7-3HG MLN MNX1-AS1 MS4A8 NEUROD1 NKX2-2 ONECUT3 OR51E1 PAM PAX4 PAX6 PCSK1 PCSK1N PDX1 PEX5L PLCXD3 PNMT POU2F2-AS2 PROC PRODH2 PYY RAB26 RAB3B RAP1GAP2 REG4 RFX6 RGL3 ROS1 SCG2 SLC18A1 SLC38A11 SLC9A2 SNTG1 SPTSSB SST SSTR2 SSTR5 SSTR5-AS1 ST18 ST8SIA5 STXBP5L SYT13 TGM3 TMED11P TMEM132D TPH1 TRPC7 TTC39A-AS1 TTLL10 UBE2QL1 VWA5B2 DESCARTES_FETAL_INTESTINE_ENS_GLIA https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/DESCARTES_FETAL_INTESTINE_ENS_GLIA ABCA8 ARTN ATP1A2 BCAN CDH19 CHST6 CMTM5 COL20A1 COL22A1 COL25A1 CSMD2 EGFLAM ENPP7P2 ENSG00000188897 ERBB4 FLRT1 FOXD3 FOXD3-AS1 GGT8P GINS3 GPR12 GRIK3 H1-9P HCRTR1 HEYL KCNA2 LAMP5 LGI4 LINC00461 LINC01198 LINC01505 LMO1 MEGF10 METRN MPZ NCAPGP1 NKAIN3 NPTX2 PAQR6 PLP1 PRIMA1 PTPRZ1 RASGEF1C RLBP1 S100B SERPINA3 SHC4 SLC35F1 SNTB1 SOX10 SOX2 SOX2-OT SOX8 SYNPR TFAP2A TRIM9 TTYH1 ZNF788P DESCARTES_FETAL_INTESTINE_ENS_NEURONS https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/DESCARTES_FETAL_INTESTINE_ENS_NEURONS ACTL6B ADCYAP1 ARHGDIG ASTN1 ASTN2 ATCAY ATP1A3 ATP2B2 ATP2B3 ATP6V1G2 C4orf50 CACNA1E CACNG2 CACNG7 CADM3 CELF5 CELSR1P1 CEND1 CHAT CHD5 CHRNA4 CHRNA7 CNGB1 CNR1 CNTN1 CNTN5 CNTNAP2 CNTNAP5 CNTNAP5-DT CPLX1 CRABP1 CSMD1 CTNNA2 CUX2 DBH DCLK1 DCX DLX3 DNER DOCK3 DPP6 DRGX EEF1A2 ELAVL3 ELAVL4 EML5 ENSG00000226454 ENTPD3 ERC2 F12 FAM163A FAM222A-AS1 FGF13 FIBCD1 GAL GAP43 GCGR GNG3 GNG8 GPR176 GPR22 GRP HEATR5A HECW1 HECW1-IT1 HMGN1P14 HMX2 HOXB5 HRH3 HS3ST5 HTR3B INA IQCJ JAKMIP1 JAKMIP1-DT JPH3 JPH4 KCND2 KCNH5 KCNJ5 KIAA0408 KIF5A LHFPL5 LINC00609 LINC01238 LINC01250 LINC01315 LINC01561 LINC01776 LINC02198 LIX1 LTK MAP1B MAP6 MAPT MAST1 MIR137HG MLLT11 MYH15 MYT1L NCAM2 NDRG4 NEFM NMNAT2 NOS1 NRSN1 NSG2 NXPH4 NYAP1 OLFM1 OPRD1 PALM3 PDIA2 PENK PHACTR3 PHOX2A PHOX2B-AS1 PIRT PLPP4 PLPPR3 PRPH PSD2 PTPRO PTPRR RIT2 RPL36P6 SCRT1 SGIP1 SLC10A4 SLC18A3 SLC6A15 SLC6A2 SLCO5A1-AS1 SLIT1 SMIM28 SNAP91 SORCS3 SPOCK1 SRRM4 STMN2 STMN4 STUM SYN3 SYT1 SYT2 SYT9 TAGLN3 TH TLCD3B TLX2 TMC3 TMEM151B TPBGL-AS1 TRIM67 TTC9B TUBB2A TUBB2B TUBB4A UCHL1 VAT1L VIP ZCCHC12 ZNG1E DESCARTES_FETAL_INTESTINE_ERYTHROBLASTS https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/DESCARTES_FETAL_INTESTINE_ERYTHROBLASTS ABCB6 ABCC13 ACSL6 AHSP ALAD ALAS2 AMMECR1 ANK1 ANKLE1 ANKRD18B ANKRD9 ARRDC2 ART4 ATG14 ATG4D ATOSB BCL2L1 BLVRB BPGM C17orf99 C9orf153 CAT CCDC144CP CD46P1 CHST2 CMAS CPEB4 CPOX CR1L CYP3A4 DCAF12 DCK DHRS13 DMTN DYRK3 E2F2 EIF2AK1 EIF5AP2 ENSG00000260592 ENSG00000267052 EPB41 EPB42 EPOR ERMAP FAM117A FAM210B FAM83D FECH FLACC1 FOXO4 GATA1 GBGT1 GFI1B GLRX5 GMPR GPLD1 GPR146 GYPA GYPB GYPE H1-2 HBA1 HBA2 HBB HBE1 HBG1 HBG2 HBM HBZ HECTD4 HEMGN HMBS HTRA2 IGF2BP2-AS1 ISCA1 KCNN4 KLF1 LINC01134 LINC02506 LNCRNA-IUR MED8 MFSD2B MOB1B MOSPD1 MYL4 MYO18B NCEH1 NFE2 NHLRC4 NPL OR2W3 OSBP2 PDCD10 PHOSPHO1 PIGQ PIM1 PPME1 PPOX PRDX2 RBM38 RFESD RGS6 RHAG RHCE RHD RILP RIPOR3 RNF123 RNF224 RNU6-890P RSAD2 SEC14L4 SEC62-AS1 SELENBP1 SGMS1 SLC14A1 SLC1A5 SLC22A16 SLC22A4 SLC25A21 SLC25A37 SLC25A39 SLC2A1 SLC2A1-DT SLC4A1 SLC6A9 SMIM1 SNCA SNX22 SPECC1 SPTA1 SPTB ST6GALNAC4 STRADB TAL1 TANGO2 TBCEL TCP11L2 TDH TFR2 TLCD4 TLCD4-RWDD3 TMCC2 TMOD1 TRAK2 TRIM10 TRIM58 TSPAN32 TSPAN5 TSPO2 TTPAL TUBB1 UBAC1 UBE2O UBR2 UROD UROS XK XPO7 YOD1 YPEL4 ZNF451 DESCARTES_FETAL_INTESTINE_INTESTINAL_EPITHELIAL_CELLS https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/DESCARTES_FETAL_INTESTINE_INTESTINAL_EPITHELIAL_CELLS AADAC AADACP1 ABCC2 ABCG5 ACE2 ACSL5 ADGRG7 ADH1C ADORA2A-AS1 AFM AFP AGMAT AGR3 AGT AICDA AIDAP2 AIRE ALDH1L1 ALDOB ALPI AMN ANKRD20A5P ANKRD40CL ANPEP ANXA4 APOA1 APOA2 APOA4 APOB APOC3 ARL14 ASAH2 ATP10B AVP BCAR3-AS1 BICDL2 BICDL3P BTNL3 C11orf86 C15orf62 C2orf72 C5orf52 C6 C8G CA7 CALR4P CASC16 CCDC198 CCL25 CDS1 CDX1 CEACAM18 CELP CES2 CFTR CHP2 CIDEC CLCA1 CLDN2 CLDN6 CLIC6 CPS1 CRB3 CREB3L3 CUBN CYP2B7P CYP2C18 CYP2C19 CYP2C9 CYP2U1-AS1 CYP2W1 CYP3A5 DEFB1 DEGS2 DGAT1 DLX4 DMBT1 EEF1B2P3 EGFR-AS1 ELF3 ELMO3 ENPP7 EPS15-AS1 EREG ERICH4 ESRP2 EXOC3L4 F2RL1 FABP1 FABP2 FADS6 FAM83B FBXO2 FERMT1 FGA FGF23 FMO1 FOLH1 FOXD2-AS1 GCHFR GCNT4 GDA GDPD2 GIPC2 GJB1 GLTPD2 GLYCTK GPD1 GPX2 GRHL2 GRTP1 GSTA1 GSTA2 GUCA2A GUCA2B HDHD3 HHLA2 HKDC1 HMGN1P20 HNF4A-AS1 HSD17B2 INAVA ITPKA IYD KHK KRT20 LAMB3 LBX2-AS1 LCT LEAP2 LEXM LGALS3 LGR5 LHFPL3-AS2 LINC00330 LINC00479 LINC00501 LINC00955 LINC01214 LINC01525 LINC01594 LINC01610 LINC01697 LINC01794 LINC02499 LIPH LOC101928844 LRRC19 MAMDC4 MAOB MASP1 MEP1A METTL7B MFSD6L MGAM2 MIR194-2HG MIR200B MIR200C MIR4307HG MME-AS1 MMEL1-AS1 MOGAT2 MOGAT3 MT1E MT1G MT1H MTTP MUC13 MUC17 MUC2 MYOM3-AS1 NAGS NAT2 NR1I2 OR7E14P PAK6 PBLD PCK1 PCK2 PIGR PIGZ PKP3 PLA2G12B PLEKHS1 PPP1R3B-DT PRAP1 PRKAG2-AS2 PRODH PRR15 PRSS3 PRSS8 RAD17P1 RASEF RBBP8NL RBKS RBP2 RBP4 REEP6 RHPN2 RN7SKP22 RNU1-70P RNU6-1093P S100A14 SCAT8 SCTR-AS1 SEMA4G SERPINA4 SFRP5 SH3RF2 SI SIGLEC10-AS1 SLC13A1 SLC16A10 SLC17A4 SLC19A3 SLC1A1 SLC28A1 SLC28A2 SLC2A2 SLC34A3 SLC39A4 SLC44A4 SLC51A SLC51B SLC5A1 SLC5A12 SLC5A9 SLC6A19 SLC6A20 SLC9A3 SMAD3-DT SMIM24 SMLR1 SNORD39 SPACA3 SPANXN3 SPTLC3 ST6GALNAC1 STRIT1 SULT1B1 SULT1C2 SULT1C5P SULT1E1 SULT2A1 TERT TFF1 THRB-IT1 TINAG TJP3 TM4SF20 TMC5 TMEM139 TMEM207 TMEM253 TMEM45B TMEM52 TMEM92 TMIGD1 TMPRSS2 TPSG1 TREH TRIM15 TRIM31 TRPV6 TSPAN8 TUBAL3 UBE2V2P1 UGT2A3 UGT2B17 UGT3A1 UNC5CL UPK3A VIPR1 WIPF3 XACT XDH XPNPEP2 ZDHHC23 ZG16 DESCARTES_FETAL_INTESTINE_LYMPHATIC_ENDOTHELIAL_CELLS https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/DESCARTES_FETAL_INTESTINE_LYMPHATIC_ENDOTHELIAL_CELLS ABCA4 ADRB2 APP-DT ART5 CCL21 CMKLR2 CRACR2B DNAJC8P2 DSCR9 ELMOD1 FLT4 GALNT16-AS1 GNAT3 IL7 IRAG1-AS1 KLHL14 LETR1 LINC00636 LINC01948 LINC02145 LINC02147 MIR200CHG MMRN1 MPP7 PARD6G PLA2G4C PLIN5 PLSCR4 PM20D1 PROX1 RALGAPA2 RPL17P36 SLC30A3 STAB2 TBX1 TFPI TNFAIP8L3 TP63 TSPEAR ZNF24TR DESCARTES_FETAL_INTESTINE_LYMPHOID_CELLS https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/DESCARTES_FETAL_INTESTINE_LYMPHOID_CELLS ACAP1 ALDOC AOX2P BLK CARD11 CCR4 CCR7 CCR9 CD160 CD2 CD247 CD3D CD3E CD3G CD40LG CD5 CD52 CD6 CD69 CD7 CD79A CD79B CD8A CD96 CHI3L2 COL4A4 CRTAM CST7 CTSW CXCR3 CXCR5 CXCR6 DENND2D DTHD1 EOMES FASLG GATA3 GBP5 GNLY GPR171 GPR18 GPR68 GZMA GZMK GZMM ICOS IGHD IGHM IGLL1 IKZF2 IKZF3 IL12RB2 IL17A IL18RAP IL1RL1 IL21R IL23R IL26 IL2RA IL2RB IL2RG IL4I1 IL7R ITGAE ITK JMY KIT KLRB1 KLRC1 KLRC2 KLRC3 KLRC4-KLRK1 KLRD1 KLRF2 KLRK1 KRT81 KRT86 LAX1 LCK LINC00299 LINC00426 LINC00892 LINC01215 LINC01221 LINC01222 LINC01871 LINC01891 LINC01934 LINC02384 LINC02481 LINC02726 LINGO4 LOC102723692 LTA LTB LY9 LZTFL1 MANEA-DT MATK MS4A1 MYO1G NCR1 NCR2 NCR3 NKG7 NLRC3 NMUR1 NT5C3AP2 PAX5 PCED1B-AS1 PDE7A PLEKHF1 PRF1 PTGDR PTGDR2 PTPN22 PTPN7 PTPRCAP PYHIN1 RGL4 S1PR4 SCML4 SEPTIN1 SH2D1A SH2D1B SH2D2A SHISAL2A SIRPG SIT1 SKAP1 SKAP1-AS1 SLA2 SLAMF1 SLAMF6 SLC4A10 SLFN12L SLFN13 SPINK2 STAP1 STAT4 SYTL1 TBC1D10C TBX21 TCF7 TCL1A TESPA1 THEMIS TMIGD2 TNFRSF18 TNFSF11 TRAT1 TRBC2 TRDC TRGC1 TRGC2 TSPOAP1-AS1 TXK UBASH3A VPREB1 VPREB3 XCL1 ZAP70 ZBTB16 ZNF385C DESCARTES_FETAL_INTESTINE_MESOTHELIAL_CELLS https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/DESCARTES_FETAL_INTESTINE_MESOTHELIAL_CELLS ACTRT3 ADAMTS20 ADIRF AGAP11 ALDH1A2 ANAPC2 AOX1 AOX3P ARL4D BNC1 C21orf62 C3 CARNS1 CAVIN2-AS1 CEMP1 CERS3-AS1 CFH CNTN6 COL11A1 COL8A2 CPA4 CRB2 CSDC2 DSC3 EGOT EPS8L1 FAM110C FGF11 FGF18 GFPT2 GRIN2A HAS1 ICA1-AS1 ITGA3 KCTD8 KLF2-DT KLHL26 KLK10 KLK11 LINC02643 LINC03017 LRP2 LRRN4 MSLN MTND6P21 MTUS1-DT MUC16 MYRF NAT8L NECAB1 NEK5 NPHS1 PCOLCE2 PDE7B-AS1 PHYHIP PTGDS PTGIS PTPRD PTPRQ QRFPR RAET1E RBFOX1 RPL34P18 RSPO1 SCEL SCNN1A SEMA3D SFTPD SILC1 SLPI SMTNL2 SNRPA1-DT SPHKAP SULT1D1P TGM1 TM4SF1-AS1 TMEM151A TMEM191A TMEM255A TNFRSF8 TNNT1 TNS2-AS1 TRIM6 WNT10A WNT2B WNT7B WT1 WT1-AS DESCARTES_FETAL_INTESTINE_MYELOID_CELLS https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/DESCARTES_FETAL_INTESTINE_MYELOID_CELLS ABCA1 ACP3 ADAP2 ADGRE1 ADGRE2 ADGRE3 AIF1 AOAH BCL2A1 BID C1QA C1QB C1QC C1orf162 C3AR1 C5AR1 C5AR2 CACNB4 CCDC170 CCDC26 CCL22 CCR1 CCR2 CD101 CD14 CD163 CD163L1 CD180 CD1C CD1D CD200R1 CD207 CD209 CD274 CD300C CD300E CD300LB CD300LF CD33 CD4 CD74 CD83 CD86 CFP CIITA CLEC10A CLEC4C CLEC4F CLEC7A CLEC9A CMKLR1 CPVL CR1 CSF1R CSF2RA CSF3R CST3 CTSS CX3CR1 CXCL10 CXCL8 CXCL9 CXCR2P1 CYBB CYRIA DAPP1 DCANP1 DNASE1L3 EBI3 ENSG00000231873 F13A1 FCER1G FCER2 FCGR1A FCGR2A FCGR3A FCN1 FGD2 FGL2 FLT3 FMN1 FOLR2 FPR1 FPR3 GAPT GPR141 GPR183 GPR34 HCAR3 HCK HLA-DMA HLA-DMB HLA-DOA HLA-DPA1 HLA-DPB1 HLA-DQA1 HLA-DQA2 HLA-DQB1 HLA-DRA HLA-DRB1 HLA-DRB5 HLA-DRB6 HLA-DRB9 HPGDS HRH1 HRH2 IDO1 IFI30 IGSF6 IL10 IL10RA IL1B IL1R2 IL31RA IL6R IRF8 ITGAX ITPR2 KCNG2 KYNU LGMN LILRA1 LILRA2 LILRA5 LILRA6 LILRB1 LILRB2 LILRB3 LILRB4 LILRB5 LINC00996 LINC01248 LINC01299 LINC01478 LINC01645 LINC01678 LINC02513 LINC02953 LY86 LYZ MAFB MAN2B1 MARCHF1 MCOLN2 MEFV MERTK MILR1 MMP9 MNDA MPEG1 MS4A14 MS4A4A MS4A4E MS4A6A MS4A7 NAMPT NAPSB NCF1 NCF2 NCF4 NCKAP5-AS2 NLRC4 NLRP3 NME8 NUAK2 OSCAR P2RY12 P2RY13 PDCD1LG2 PLD4 PLEK PTAFR PTCRA PTPRN2-AS1 RAB20 RASGRP4 RETN RGS18 RILPL2 RN7SL138P RN7SL297P RN7SL368P RNASE6 RNASET2 RPL32P1 RUFY4 RYR1 SAMHD1 SCIMP SCN4B SDS SECTM1 SIGLEC1 SIGLEC10 SIGLEC12 SIGLEC14 SIGLEC5 SIRPB2 SLAMF7 SLC1A3-AS1 SLC24A4 SLC31A2 SLC39A13-AS1 SMIM35 SPI1 STAB1 STX11 TASL TBXAS1 TCHH THEMIS2 TIFAB TLR1 TLR10 TLR6 TLR7 TLR8 TNFAIP8L2 TNFRSF13C TNNI2 TREM1 TYMP TYROBP VMO1 VSIG4 WDFY4 WFDC21P ZDHHC19 ZMYND15 ZNF385A DESCARTES_FETAL_INTESTINE_SMOOTH_MUSCLE_CELLS https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/DESCARTES_FETAL_INTESTINE_SMOOTH_MUSCLE_CELLS ACTA2 ACTA2-AS1 ACTG2 ADRB3 ANO1 AOC3 CAPN3 CARMN CHRDL2 CHRM2 CNN1 DES DSTN FBXL22 FGF7 FLNA FRMD6-AS2 FST GREM2 IL17B JPH2 KCNA1 KCND3 KCNJ8 KCNMA1 KCNMB1 LDB3 LINC00578 LMOD1 MYH11 MYL9 MYLK MYOCD NIPAL4 NOG NTM OLFML2B OVCH2 PDLIM7 POPDC3 PPIC-AS1 PSD RGS5 RNU7-47P SERTAD4 SLITRK3 TACR2 TAGLN TNMD TTC23-AS1 WIF1 DESCARTES_FETAL_INTESTINE_STROMAL_CELLS https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/DESCARTES_FETAL_INTESTINE_STROMAL_CELLS ADAMTS14 ADH1B ADRA1A BMP5 CCL19 CH25H COL6A5 CXCL14 DPT EDAR ENSG00000250378 F2RL2 FBLN1 FNDC1 FNDC1-AS1 FNDC1-IT1 FZD10 GABRG3 GLI1 ITGA11 LINC01082 LINC03007 LPAR4 LRP4 LUM MMP27 MSC MSC-AS1 MUSK NPY NXPH1 OR7E47P PDGFRA PDGFRB PRR16 SHISA3 SP5 SPON2 SYNDIG1 TCF21 TMEM119 DESCARTES_FETAL_INTESTINE_VASCULAR_ENDOTHELIAL_CELLS https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/DESCARTES_FETAL_INTESTINE_VASCULAR_ENDOTHELIAL_CELLS APLN APLNR ARHGEF15 BTNL9 CD320 CD34 CLEC14A CLEC3B COL15A1 CYYR1 DIPK1B DLL4 EMCN ESAM ESM1 FABP4 FABP5 FAM110D FAM167B FLT1 GASK1B GPR4 HSPG2 LHX6 LINC01362 MADCAM1 MEOX1 MMRN2 MSX1 NOTCH4 NT5ELP PCDH12 PLVAP PRND RP1L1 SELP SLCO2A1 SOX17 SOX7 SPTBN5 TM4SF18 TNNT3 VSIG2 DESCARTES_FETAL_KIDNEY_ERYTHROBLASTS https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/DESCARTES_FETAL_KIDNEY_ERYTHROBLASTS ABCB10 ABCB5 ABCB6 ABCC13 ACHE ACSL6 AEN AHSP ALAD ALAS2 AMMECR1 ANK1 ANKLE1 ANKRD9 ARG1 ARL4A ARRDC2 ART4 ATG14 AURKA BLVRB BPGM BSG C17orf99 C9orf85P2 CA8 CAT CCNE1 CD46P1 CDC20P1 CPB1 CPOX CR1L CROCCP2 CTSE CYP4A22-AS1 DCAF12 DHRS13 DPF3 DYRK3 EIF5AP2 ENSG00000246331 ENSG00000260592 EPB42 EPOR ERICH2-DT ERMAP ESPN FAM201A FAM229A FAM83D FBXO9 FECH FHDC1 FKBP8 FLACC1 GALNT5 GCLC GFI1B GLRX5 GYPA GYPB GYPE HAGH HARBI1 HBA1 HBA2 HBB HBE1 HBG1 HBG2 HBM HBQ1 HBZ HEMGN HMBS HMGN1P8 ICAM4 KLC3 KLF1 KLK1 KRT1 LINC01399 LINC02506 MAP2K3 MARCHF3 MARCHF8 MICAL2 MYL4 MYT1 NARF NCEH1 NFE2 NRIR OSBP2 PHOSPHO1 PIGQ PIP5K1B PPME1 PPOX PRDX2 QSOX2 RELN RFESD RGS6 RHCE RHD RN7SL574P RNF123 RNF224 RSAD2 RUNDC3A RUNDC3A-AS1 SBF2-AS1 SEC14L4 SELENBP1 SLC14A1 SLC22A4 SLC25A37 SLC25A39 SLC2A1 SLC2A1-DT SLC30A10 SLC36A1 SLC43A1 SLC4A1 SLC5A4-AS1 SLC6A8 SLC6A9 SMIM1 SMIM5 SNCA SNORA79 SNORD13E SNX22 SOX6 SPTA1 SPTB TANGO2 TBC1D22B TBCEL TCP11L2 TDH TENT5C TERC TESC TF TFR2 THEGL TLCD4 TLCD4-RWDD3 TMCC2 TMEM63B TMEM81 TMOD1 TRAK2 TRIM10 TRIM58 TSPAN5 TSPAN5-DT TSPO2 UBAC1 UBE2O UBR2 UGT1A10 UROS XPO7 YOD1 YPEL4 DESCARTES_FETAL_KIDNEY_LYMPHOID_CELLS https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/DESCARTES_FETAL_KIDNEY_LYMPHOID_CELLS ACAP1 ADA ANKRD44-AS1 AOX2P AOX3P APOBEC3G ARPP21 ATP13A4 ATP1A3 BACH2 BAK1 BCL11B BICDL1 BLK C16orf54 CACNA1C-AS2 CARMIL2 CCDC141 CCR6 CCR7 CD160 CD19 CD2 CD247 CD27 CD3D CD3E CD3G CD5 CD52 CD69 CD7 CD79A CD79B CD8A CHI3L2 CLIC3 CNR2 CR2 CRIP1 CRTAM CST7 CTSW CXCR4 CXCR5 DDTL DENND2D DGKA DNTT DOC2GP DTHD1 DUSP2 EML2-AS1 ENSG00000236935 ENSG00000238390 ENSG00000267568 EOMES ERVH48-1 FCMR FCRL1 FCRL2 FCRL3 FCRL5 FCRL6 FLT3LG FOXP3 GFI1 GOLGA7B GPA33 GPR171 GPR18 GPR68 GZMA GZMK GZMM HLA-DOB HLA-F ICOS IFNG IFNG-AS1 IGHD IGKC IGLL1 IKZF3 IL12RB2 IL21R IL2RA IL2RB IL2RG IL7R ISG20 ITK JAKMIP1 KCNQ5 KLC2-AS2 KLRB1 KLRC1 KLRC2 KLRC3 KLRC4-KLRK1 KLRF1 LAX1 LCK LINC00426 LINC00861 LINC01215 LINC01550 LINC01588 LINC01891 LINC01934 LINC02481 LINC02562 LRRN3 LTA LTB LY9 MATK MS4A1 MT1X MYO1G MYOM2 NCR1 NCR3 NELL2 NIBAN3 NKG7 NT5C3AP2 P2RX5 P2RY10 PARD6A PAX5 PAX6 PBXIP1 PLAAT4 PLEKHF1 POU2AF1 PRF1 PRKX-AS1 PRR11-AS1 PRTN3 PTPN22 PTPRCAP PYHIN1 RAG1 RAG2 RASD1 RASGRP1 RHOH RHOQ-AS1 RN7SL47P RN7SL49P RN7SL743P RNU4-50P RNU6-118P RPL12P1 RPLP0P6 RPSAP12 RUNX3 S1PR4 S1PR5 SAMD3 SASH3 SATB1-AS1 SCARNA21B SCML4 SCN3A SEC1P SEPTIN1 SH2D1A SH2D1B SH2D2A SH2D4B SHISAL2A SIRPG SIT1 SKAP1 SLAMF1 SLAMF6 SLC22A9 SLFN12L SLFN5 STK17A SUN2 TBX21 TCF7 TCL1A TERT TESPA1 THBS4-AS1 THEMIS TIGIT TKTL1 TMIGD2 TNFRSF14-AS1 TNFRSF18 TNFSF14 TNFSF4 TNIP3 TRAPPC14 TRAT1 TRBC2 TRD-AS1 TRDC TTN VPREB1 VPREB3 XCL1 ZAP70 ZNF101 ZNF319 ZNF831 DESCARTES_FETAL_KIDNEY_MEGAKARYOCYTES https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/DESCARTES_FETAL_KIDNEY_MEGAKARYOCYTES ABCC3 ACTR5 ADAM32 ADRA2A ALOX12 ANKRD20A11P ANKRD62 AP1G2-AS1 ASB2 C9orf152 CAPN1-AS1 CDK9 CENPS CFAP58 CHRFAM7A CLDN2 CLEC1B CMTM2 CMTM5 CNST COL24A1 CXCL3 DGKG DGKI DNAAF4-CCPG1 DNAH10 DPY19L2P1 EEF2KMT EFCAB13 EFHC2 EGF EHD3 ENSG00000223504 EREG ERICH6 EXOC3L4 EXOSC5 EYS F5 FAM186B FKBP1B FMO5 GABRE GCSAML GK-IT1 GP1BA GP6 GP9 GRM3 GTF2E1 H2BC4 HOXB-AS2 HPSE IL5RA INAFM2 INHBA-AS1 INPP5E INTS5 ITGA2B ITGB3 KCNH6 KIAA0513 KLF9 LATS2-AS1 LEFTY1 LGALSL LINC00534 LINC01123 LINC01141 LINC01331 LINC01786 LINC02267 LINC02284 LINC02916 LIPC-AS1 LY6G6F MARCHF4 MAST1 MED12L MFAP3L MLIP MLYCD MMRN1 MPIG6B MTURN MYH7B MYOM1 NRGN NT5M NXT2 P2RY1 PADI4 PCYT1B PDE6A PEX5 PF4 PIGP PIP5K1C PKHD1L1 PLAC9P1 PLXNB3 PPBP PPIF PRKAR1B-AS1 PRKAR2B-AS1 PSPHP1 PTCRA PTGS1 PTPN23-DT PTPRK-AS1 RAB27B RAB3C RBM15-AS1 RBPMS2 RN7SKP16 RNU6-1228P RNU6-469P RNU6-942P RPL31P52 RPL7P7 RPS6KL1 RUFY1 RYR3 SELP SEPTIN5 SLC37A1 SLC39A3 SLC8A3 SRPRB ST8SIA6 SUCNR1 TCEAL1 TMEM40 TNNI3 TTC4 TUBA8 TUBB1 TXNL4B UPK1A-AS1 WFDC10B XIRP2 XRCC2 XYLT2 YTHDF3-DT ZFP3 ZG16B ZNF234 ZNF32 ZNF425 ZNF543 ZNF852 DESCARTES_FETAL_KIDNEY_MESANGIAL_CELLS https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/DESCARTES_FETAL_KIDNEY_MESANGIAL_CELLS AGTR1 AGTR2 ALX1 APCDD1 ATRNL1 BDNF CCBE1 CCN4 CGB7 COL25A1 COL8A1 CPA6 ELOVL3 ENPP1 FGF19 FOXS1 GNG8 GOT1L1 GRID2 IGLON5 INSYN2A KLHL13 LAMA2 LAMC3 LINC00924 LINC01914 LINC02319 LINC02720 LINC02820 LRRIQ1 METTL24 MYOCD NDP NKAIN2 NKD1 NKD2 PALLD PGM5P4 PHACTR3 PITPNM3 PITX3 RARRES1 REN RERG RMDN2-AS1 RNU6-371P SEZ6L2 SHC3 SLC6A1 SLC7A14 SYNPO2 TBX22 TCF21 TMEFF2 TNC TYRP1 DESCARTES_FETAL_KIDNEY_METANEPHRIC_CELLS https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/DESCARTES_FETAL_KIDNEY_METANEPHRIC_CELLS ACSM2A ADAMTS20 ADAMTS9-AS1 ADGRG2 AMER2 ANAPC1P1 ANKRD1 AQP6 ARHGEF34P BARX1 C3orf85 CALCA CASR CDH6 CEP164P1 CHRNA1 CHRNA4 CHRND CHRNG CITED1 CLC CLDN10 CLEC18B CLEC18C CLIC5 CLRN3 COL2A1 COX7CP2 DAPL1 DCC DDN DEFB1 DMRT3 DNAJC5G DPYS DPYSL5 ECEL1 ELOVL2 ENSG00000234173 ENSG00000247416 ENSG00000261170 EYA1 FAM230I FAM78B FAT3 FGF8 FOXI2 GBX2-AS1 GLYAT GLYATL1 GPHA2 GPR176 GRIK2 HAO2 IRX1 KCNC2 KCNG3 KCNJ1 KIF1A KLK6 KNG1 LINC01014 LINC01320 LINC01571 LINC01781 LINC01896 LINC02086 LINC02113 LINC02143 LINC02253 LINC02432 LINC02532 LINC02813 LINC02893 LINC03000 LINC03017 LINC03057 LINC03069 LMX1B LMX1B-DT LRP2 LRRTM1 LRTM2 LYPD1 MAEL MAN1A2P1 MESP1 MGAM MMP26 MYO15A NKAIN1 NKAIN3 NNAT NOTUM NPHS1 NPHS2 OLFM3 OR51E1 OR51E2 PCDH15 PCDH9-AS1 PCK1 PDZD7 PPP1R1A PRODH2 PROX1-AS1 PTPRO PTPRQ R3HDML-AS1 RBM20 RIMS1 RNU6-768P RPL10P13 RPS3AP44 RPSAP69 SALL1 SALL3 SATB2-AS1 SH2D5 SHISA8 SHISA9 SIM2 SLC12A1 SLC13A1 SLC17A1 SLC22A8 SLC30A8 SLC34A1 SLC34A2 SLC3A1 SLC47A2 SLC5A8 SLC6A18 SLC6A5 SLIT1 SNORA59B STMN4 TAGLN3 TCEAL2 TMEM100 TMEM132D TMEM200C TMEM246-AS1 TNNI1 TRABD2B TRDN TRIM71 UMOD UNC5B-AS1 UNCX USH1C VSTM2B WFIKKN1 WT1 ZDHHC22 ZMAT4 DESCARTES_FETAL_KIDNEY_MYELOID_CELLS https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/DESCARTES_FETAL_KIDNEY_MYELOID_CELLS AATBC ABCA1 ACY3 ADAP2 ADRB1 AIDAP2 AIF1 ALDH3B1 AQP9 ARHGAP22 ARL5C ASGR2 ATP8B4 B3GNT5 C15orf48 C1QA C1QB C1QC C1orf162 C3AR1 C5AR2 C9orf72 CCDC17 CCL8 CCR1 CCR2 CCR5 CD163 CD163L1 CD200R1 CD209 CD274 CD300E CD300LF CD33 CD68 CD86 CIITA CLEC4C CLEC4F CLEC4GP1 CLEC5A CLEC7A CLEC9A CPVL CRLF2 CRYBB1 CSF1R CSF2RA CST3 CSTA CTSB CXCL8 CYBB CYRIA CYTH4 DHRS9 DLGAP3 ENSG00000212293 ENSG00000228427 ENSG00000232628 FAM20A FCGR1A FCGR1BP FCGR2C FCN1 FGD2 FOLR2 FPR3 GGTA1 GPBAR1 GPR183 GPR34 GPR84 HAVCR2 HCAR2 HCK HERC2P10 HK3 HLA-DMB HLA-DPB1 HLA-DQB1 HLA-DQB1-AS1 HLA-DQB2 HLA-DRB5 HLA-DRB9 HLX-AS1 HMOX1 HPGDS HRH1 IER3 IFI30 IGSF21 IGSF6 IL10 IL1R2 KCNAB1 KCNJ5-AS1 KCNK17 KYNU LILRA1 LILRA2 LILRA6 LILRB1 LILRB2 LILRB4 LILRB5 LINC00671 LINC00996 LINC01010 LINC01220 LINC01299 LINC01478 LINC01678 LINC02513 LINC02712 LINC02723 LINC02798 LINC02983 LINC03070 LNCATV LPCAT2 LRRC25 LRRK1 LY96 MAP4K1-AS1 MARCHF1 MARCO MEFV METTL7B MICOS10-DT MMP2-AS1 MNDA MPEG1 MS4A14 MS4A4A MS4A4E MS4A6A MS4A7 MSLN MSR1 MYBPC3 MYO7A NAMPT-AS1 NAPSB NCF1 NCF2 NFAM1 NLRP3 NOD2 ODF3B OLR1 OSCAR P2RY13 P2RY6 PELATON PLAUR PLB1 PTAFR PTGS2 PTPRN2-AS1 RASSF4 RETN RGS2 RHBDF2 RN7SL138P RN7SL368P RNA5SP288 RNASE2 RNASE6 RPA4 RPH3AL-AS1 RPL32P1 RPL7AP75 RUFY4 RYR1 S100A8 SCIMP SCN9A SIGLEC1 SIGLEC16 SIGLEC20P SIGLEC5 SIGLEC6 SIGLEC9 SIRPB1 SIRPB2 SLAMF8 SLC15A3 SLC22A18AS SLC24A4 SLC37A2 SLC43A2 SLCO2B1 SMIM35 SNORD3B-2 SOWAHD SPI1 SPP1 ST18 STYXL2 TIFAB TLR1 TLR10 TLR7 TLR8 TMEM273 TMEM86A TNFRSF11A TNFSF18 TNNI2 TREM1 TREM2 TRIM50 VNN1 VSIG4 ZDHHC19 ZEB2-AS1 DESCARTES_FETAL_KIDNEY_STROMAL_CELLS https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/DESCARTES_FETAL_KIDNEY_STROMAL_CELLS ABCA8 ABCC12 ACTG2 ADAMTS4 ADAMTSL3 ADAMTSL4 AGT AHNAK2 ANGPTL1 ANGPTL2 AOX1 APOD ARHGAP20 ASPN C10orf105 C1QTNF2 C1R CADM3 CBLN4 CCL19 CCN3 CHRDL1 CNTNAP4 COL12A1 COL14A1 COL1A1 COL1A2 COL3A1 COL5A3 COL6A6 CPA4 CRYAB CTNNA2 DCLK1 DCN DKK2 DLK1 DMRT2 DPT DSC3 DSEL EBF2 EBF3 ECRG4 ENSG00000223786 ENSG00000248540 ENTPD2 EYA2 F10 FBLN2 FBN1 FDCSP FGF16 FGF18 FIBIN FNDC1 FOXP2 FXYD1 GAP43 GDF6 GREM1 HSPB2 HTRA3 IGF1 IGFBP6 IGFN1 ISLR ISLR2 KCNA1 KDELR3 LINC00323 LINC01850 LINC01886 LINC02447 LINC02643 LINC02802 LOX LPL LTBP2 LUM LUZP2 LVRN MAFA MAN2A1-DT MEDAG MFAP5 MGAT4C MGP MPZ MXRA5 NEGR1-IT1 NGFR NRK NRXN2 NUPR1 OGN OLFML2B OMD OSR1 OSR2 P2RX3 PCOLCE2 PCSK9 PI15 PI16 PLAAT5 PLAC9 PLP1 PODN POSTN PRELP PRRX1 PRSS35 PSORS1C1 PTPRT PTX3 RASL12 REM1 RNASE4 RPRM RXFP2 SCARA5 SERPINF1 SFRP2 SLC22A3 SLC6A4 SLC7A10 SLITRK1 SLITRK2 SOD3 SPARC SPARCL1 SRPX SULF1 TBX15 THBS2 TIMP4 TMEM229A TMEM92-AS1 TNFAIP6 TNFSF11 TPPP3 WIF1 WNT10B WNT2 WNT2B DESCARTES_FETAL_KIDNEY_URETERIC_BUD_CELLS https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/DESCARTES_FETAL_KIDNEY_URETERIC_BUD_CELLS AARD ACER2 ACOXL ACSM6 ADGRF1 ADH1C ADIRF AGAP11 AKR1C2 ALDH1A1 ALDH3B2 ANKRD34B ANXA3 AOC1 AQP2 ARHGEF38 ARHGEF38-IT1 ARL14 ATP10B ATP12A AVPR1A B3GNT3 BCAS1 BICDL2 BNIPL BOLL BSPRY C4orf19 C6orf132 CALB1 CAPN13 CAPNS2 CBLC CCDC9B CCNO CCNO-DT CDCP1 CFAP157 CFI CGN CLDN4 CLDN7 CLDN8 CLIC6 CLPSL1 CNGA1 COBLL1 COL17A1 COLCA1 COSMOC CPXM2 CTXND1 CWH43 CXCL17 CYP24A1 CYP2J2 CYP4B1 CYP4F11 CYP4F3 CYP4Z2P DCAF12L1 DEGS2 DHRS2 DIRAS2 DUOXA1 EDN2 EHF ELF3 ELF5 ELMO3 EMX1 ENSG00000250685 ENSG00000258471 ENSG00000259704 ENSG00000265246 ENSG00000267288 ENSG00000269155 EPB41L4B EPN3 EPPK1 ERP27 ERVE-1 ESRP1 ESRP2 EVPL EVPLL FA2H FAM110C FAM131C FAM166C FAM181B FAM3B FAM3D FAM83B FBP1 FER1L4 FMO9P FOXA1 FOXQ1 FRK FSTL4 FXYD3 GALNT12 GATA3-AS1 GCNT4 GGT6 GJB3 GJB4 GJB6 GOLT1A GPC1-AS1 GPR15LG GPX2 GRHL1 GRHL2 GRHL3 HMGCS2 HPGD HR HSPD1P6 IL1RAPL2 IQANK1 IRF6 ITGB4 ITGB6 IVL KCNS3 KCTD8 KRT15 KRT18 KRT19 KRT20 KRT23 KRT5 KRT7 KRT8 KRT80 KSR2 L1CAM LAD1 LAMB3 LCN12 LDHD LEAP2 LEP LINC00051 LINC00511 LINC00645 LINC01139 LINC01170 LINC01889 LINC02343 LINC02778 LINC02888 LINC02894 LINC02944 LOC283299 LY6D LY6K LYPD6B MAB21L4 MACC1 MAL2 MAOA MAP3K21 MFSD6L MGC32805 MIR200B MIR200C MIR200CHG MIR205HG MIR31HG MLPH MMP7 MOGAT3 MSX2 MUC1 MUC15 MUC6 MYEOV MYH14 MYO3B MYO3B-AS1 NECTIN4 NECTIN4-AS1 NIPAL1 NIPAL4 NUDT16-DT ODAM OVCH2 OVOL1 PAK6 PDE7B PERP PIK3C2G PKP1 PKP3 PLA2G2F PLA2G4F PLEKHG6 PLEKHN1 PLS3-AS1 PM20D1 POF1B POU3F4 POU5F1 PPFIBP2 PPL PRDM16 PRDM16-DT PROM2 PRR15 PRR35 PRSS22 PSCA PSORS1C3 PTGER1 PTK6 PVALB RAB11FIP2 RAB17 RAB17-DT RASEF RASSF6 RBBP8NL RDH10 RDH10-AS1 RET RHBG RNF128 RNF183 RNF207-AS1 RNF223 RNF43 RPL21P72 S100A14 S100A2 S100P SAMD12 SCIN SCNN1B SCNN1G SDC1 SDK1 SEPTIN9-DT SHH SHROOM1 SIGLEC15 SLC30A2 SLC38A11 SLC38A4 SLC52A3 SLC9A2 SLC9A4 SMIM22 SMIM6 SNCG SNTG1 SNX31 SPINK1 SPINT1 SPR SPRR1A SPRR3 SPTLC3 SSH3 SSTR5 ST14 SYT16 SYT8 TAC3 TACSTD2 TEPP TFAP2A TFAP2A-AS1 TFAP2C TMC4 TMEM125 TMEM184A TMEM238L TMEM30B TMEM45B TMPRSS2 TNS4 TRIM29 TRPV6 TSPAN1 TTC39A TTC6 UGT1A1 UGT1A6 UPK1A UPK1B UPK2 UPK3A VGLL1 VSIG2 VTCN1 VWA5B1 WNT6 WNT7B WNT9B DESCARTES_FETAL_KIDNEY_VASCULAR_ENDOTHELIAL_CELLS https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/DESCARTES_FETAL_KIDNEY_VASCULAR_ENDOTHELIAL_CELLS ABHD12B ADCY4 ADGRF5 ADGRL4 ANKRD36BP2 ARHGEF15 ASIC2 BCL6B BDKRB2 C2CD4B CALCRL CARD10 CASP12 CASP4LP CDH5 CEACAM1 CLEC14A CLEC1A CLVS1 CYP26B1 DIPK2B DISC1FP1 DYSF ECSCR EFCC1 EPHB4 ESM1 EXOC3L1 FAM110D FAM167B FCN3 FUT1 GABRD GALNT15 GIPC3 GPM6A GPR182 GPR4 GUCY1B2 HAFML HSPD1P16 KANK3 KCNC4 KCNIP4 LHX6 LINC02147 LINC02196 LINC02384 LINC02487 LINC02880 LOC102723313 LOC105371430 LRRC77P MADCAM1 MALL MAPK11 MIR126 MMP25 MMRN2 MSX1 NOS2 NOS3 NOTCH4 NR5A2 NRP2 NTS ODF3L2 PCAT19 PIWIL1 PPP1R13B PREX2 PRND PTPRB QRFPR RAET1G RAMP3 RBP5 RFX8 ROCK1P1 RP1 SELE SHANK3 SHE SLC5A4 SOX17 SP6 SPAAR SSUH2 STAB2 STC2 SV2B SYBU TBC1D21 TCF15 TCIM THSD1 TIE1 TM4SF18-AS1 TMEM88 TPT1P15 ULBP1 ULBP2 VIP DESCARTES_FETAL_LIVER_ERYTHROBLASTS https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/DESCARTES_FETAL_LIVER_ERYTHROBLASTS A4GALT ABCB10 ABCB5 ABCC13 ACHE ACKR1 ACSBG1 ADAM7 ADD2 ALAD ALAS2 ANK1 ANKRD61 ART4 ASIC4 C17orf99 CD46P1 CPOX DNAJA4 EIF5AP2 ENSG00000260592 ENSG00000261697 EPB42 EPOR ERFE ERVE-1 FHDC1 FKBPL FLACC1 GRASLND GYPA GYPB GYPE HBBP1 HDC KCNH2 KEL KLF1 KRT13 LINC01399 LINC02444 MINPP1 ODAD4 OSBP2 PIGQ PPT2 PTH2R RFESD RHAG RHCE RHD RNU6-1057P RNU6-670P RNU6-87P RPS12P7 SEC14L3 SEC14L4 SHISA7 SLC14A1 SLC22A4 SLC25A21 SLC25A37 SLC38A5 SLC4A1 SLC5A4-AS1 SLC6A9 SPTA1 SPTB TDH TFRC THEGL TMOD1 TRAK2 TRIM10 TSPAN17 UBAC1 UROS XG DESCARTES_FETAL_LIVER_HEMATOPOIETIC_STEM_CELLS https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/DESCARTES_FETAL_LIVER_HEMATOPOIETIC_STEM_CELLS ANKRD20A5P AZU1 C1QTNF4 CALN1 CDH9 CFAP92 CHRDL1 CHRM3 CPNE7 ENSG00000260316 HMGA2-AS1 HOXA6 HOXA7 HSPE1-MOB4 HTR1F ICA1-AS1 INPP5J KIT LINC01122 LINC01538 LINC02160 LINC02839 LINC02981 MPO MS4A3 NKAIN2 NOG PRDM16 PRSS57 PRTN3 RNF220 SPINK2 TFAP2E-AS1 TNFRSF10A TRH USP6 DESCARTES_FETAL_LIVER_HEPATOBLASTS https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/DESCARTES_FETAL_LIVER_HEPATOBLASTS A1BG A1CF AADAC AADACP1 ABCC2 ABCC6 ABCC6P1 ABCG5 ABCG8 ACADSB ACE2 ACMSD ACOT12 ACOX2 ACSL3P1 ACSL4 ACSM2A ACSM2B ADH1A ADH4 ADH6 ADM2 ADORA2A-AS1 AFM AFP AGMAT AGMO AGT AGXT AGXT2 AHSG AK4 AKR1C2 AKR1C3 AKR1D1 ALB ALDH1A1 ALDH1L1 ALDH1L1-AS1 ALDH1L1-AS2 ALDH4A1 ALDH6A1 ALDH8A1 ALDOB ALDOC AMBP AMDHD1 AMN ANG ANGPTL3 ANKS4B ANPEP ANXA13 AOC4P APOA1 APOA2 APOA4 APOA5 APOB APOC1 APOC2 APOC3 APOC4 APOE APOF APOH APOM ARG1 ARSL ART5 ASAH2B ASGR1 ASGR2 ASPDH ASS1 ATF5 AZGP1 B3GAT1-DT BAAT BBOX1 BCAR3-AS1 BDH1 BHMT BHMT2 C1orf115 C1orf210 C2orf72 C4BPA C4BPB C5 C6 C8A C8B CA5A CACNA1D CAMK2N1 CAMSAP3 CAPN12 CASC17 CASC19 CCDC198 CCT8P1 CDHR3 CDHR5 CDO1 CFB CFHR1 CFHR3 CFHR4 CHAD CHDH CLDN14 CNGA1 COL2A1 CP CPB2 CPN1 CPN2 CPS1 CREB3L3 CRYZ CTNND2 CTXND1 CYP19A1 CYP2J2 CYP3A43 CYP3A5 CYP3A7 CYP4A11 CYP4F2 CYP4F3 DBI DCDC2 DDC DGAT2 DHCR7 DIO1 DPYS DQX1 DUSP9 EFHD1 EHHADH EIF2S2P2 ELOVL2 ENPP1 ENPP7 ENSG00000226733 ENSG00000228697 ENSG00000230894 ENSG00000233569 ENSG00000243818 EPB41L4B EPO ERBB3 ERRFI1 ERVK9-11 ETV4 F10 F11 F12 F13B F2 F7 F9 FABP1 FADS6 FAM151A FAM3D-AS1 FAM9A FBP1 FETUB FFAR4 FGA FGB FGFR3 FGFR4 FGG FGL1 FMO3 FMO5 FN1 FOLH1B FOXA1 FOXA2 FOXN4 FOXP2 FST FTCD FXYD2 FYTTD1P1 G6PC1 GAS2 GBA3 GC GCGR GGCX GJB1 GJB2 GLDC GLS2 GLT1D1 GLTPD2 GLUD1 GLYAT GLYATL1 GPAM GPC3 GPC5 GPC5-IT1 GPT GREB1 GSTA2 GTF2IP7 GYS2 H19 HABP2 HAL HAMP HAO1 HGD HGFAC HISLA HJV HKDC1 HMGCS1 HMGCS2 HNF1A HNF1A-AS1 HNF4A HNF4G HOGA1 HPN HPN-AS1 HPR HPX HRG HRGP2 HSD17B2 IGFBP1 IGSF1 IGSF23 IL17RB ITIH1 ITIH2 ITIH3 IYD KCNU1 KIF12 KIF6 KLB KLF15 KLKB1 KNG1 KRT222 KRT6C LAD1 LBP LDHD LINC00261 LINC00470 LINC00482 LINC00574 LINC00616 LINC00870 LINC00907 LINC00939 LINC01370 LINC01428 LINC01717 LINC01816 LINC01843 LINC01900 LINC01942 LINC02015 LINC02027 LINC02331 LINC02365 LINC02499 LINC02532 LINC02607 LINC02609 LINC02672 LINC02754 LINC02919 LINC02934 LINC03064 LIPC LIPG LOC124901220 LPA LRRC31 LRRC9 MAB21L4 MAOA MAOB MARVELD3 MAT1A MBL2 MEP1A MFFP1 MGC32805 MGST1 MIR122HG MLIP MLXIPL MOGAT1 MOGAT2 MOGAT3 MPC1-DT MROH9 MRPL23-AS1 MSI1 MSMO1 MST1L MST1P2 MT1E MT1F MT1G MT1H MT1M MT1X MT2A MTTP MTUS1-DT MUSTN1 MYH14 MYORG NGEF NPC1L1 NPSR1-AS1 NR0B2 NR1I3 NUGGC OGFR-AS1 ONECUT1 ONECUT2 P2RX3 PAH PALM3 PALMD PBLD PCK1 PCSK9 PDCD1 PDZK1 PEBP1 PECR PEG10 PERP PHYH PHYHIPL PIK3C2G PKHD1 PLA1A PLA2G12B PLCXD2 PLEKHG6 PLG PLGLA PLPPR1 PNPLA3 PORCN-DT POU6F2-AS1 PPARGC1A PPP1R1C PPP2R2B PRAP1 PROC PRODH2 PROX1 PROX1-AS1 PROZ PRSS46P PSAT1 PTP4A1 QRSL1P1 RAB26 RBP4 REEP6 RGN RHBG RIDA RN7SL359P RN7SL583P RN7SL674P RNA5SP163 RNASE4 RNF128 RNU1-30P RNU4ATAC3P RNU6-117P RPL23AP6 RPS26P57 RPS3AP54 SAA4 SALL1 SC5D SCD SDC1 SEMA4G SERPINA1 SERPINA10 SERPINA11 SERPINA3 SERPINA4 SERPINA5 SERPINA6 SERPINA7 SERPINC1 SERPIND1 SERPINF1 SERPINF2 SGIP1 SGK2 SHANK2 SHH SLC13A5 SLC15A1 SLC16A11 SLC16A12 SLC17A1 SLC17A2 SLC17A3 SLC17A4 SLC19A3 SLC22A10 SLC22A24 SLC22A25 SLC22A3 SLC22A7 SLC22A9 SLC25A18 SLC25A47 SLC26A1 SLC29A4 SLC2A2 SLC2A9 SLC34A1 SLC38A11 SLC38A3 SLC38A4 SLC39A14 SLC39A5 SLC47A1 SLC47A1P2 SLC5A11 SLC6A1 SLC6A11 SLC6A12 SLC7A2 SLCO1A2 SLCO1B1 SLCO1B3 SMAD3-DT SMLR1 SMOC1 SNAP25-AS1 SNORC SOAT2 SOWAHA SPP2 SPTLC3 STEAP2 STEAP2-AS1 SUGCT SULT1C2 SULT1E1 SYNE4 TAFA4 TAT TAT-AS1 TCEA3 TDO2 TENM1 TF THRB THRB-IT1 TJP3 TM4SF4 TM7SF2 TMEM139 TMEM199 TMEM54 TMEM82 TMPRSS6 TOX3 TRIM55 TRPC5 TTC36 TTC6 TTPA TTR UGT2A3 UGT2B10 UGT2B15 UGT2B27P UGT2B4 UGT2B7 UROC1 VIL1 VSNL1 VTN WDR72 XDH XPNPEP2 ZFHX4-AS1 DESCARTES_FETAL_LIVER_LYMPHOID_CELLS https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/DESCARTES_FETAL_LIVER_LYMPHOID_CELLS ADAM19 ADAMTS7P4 AIRE ALOX5AP ARPP21 BACH2 BCL11B BLK BLNK CARD11 CCR7 CD160 CD19 CD2 CD247 CD3D CD3E CD3G CD72 CD79A CD79B CD8A CD96 CFAP73 CLEC4C CNR2 DNTT DTX1 EBF1 ENSG00000224610 ENSG00000267568 EOMES EPN2-AS1 FAM111B FCMR FCRL1 FCRL2 FCRL5 FCRLA FOXP3 FRG1JP GNLY GRID2IP GRIK4 GZMA GZMM HRK HS3ST1 IFNG-AS1 IGHD IGHM IGKC IGLL1 IGLL5 IKZF2 IKZF3 IL18RAP IL23R IL2RB IL32 IL7R IRF4 ITK JCHAIN KLRB1 KLRC1 KLRC2 KLRC3 KLRC4-KLRK1 KLRF1 LAX1 LCK LEF1 LEF1-AS1 LINC00426 LINC00861 LINC01013 LINC01934 LINC02202 LINC02422 LINC02945 LOC283299 LTB LY9 LZTFL1 MAP3K14-AS1 MME MS4A1 MYBL1 NCR1 NIBAN3 NKG7 NMUR1 P2RX5 PAX5 PCED1B-AS1 POU2AF1 PRF1 PTGDR PYHIN1 RAG2 RASAL1 RASGRP1 RNFT2 RNU6-1214P RORC SH2D1A SH2D4B SHISAL2A SLAMF6 SLC4A10 SLC8A1-AS1 SLFN12L SPIB TCF4-AS1 TCL1A TCL6 THEMIS TIGIT TRBC2 TRDC VAV3-AS1 VPREB1 VPREB3 VPS37D ZAP70 ZNF831 DESCARTES_FETAL_LIVER_MEGAKARYOCYTES https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/DESCARTES_FETAL_LIVER_MEGAKARYOCYTES ACRBP ACTN1 ACTN1-DT ADCY6 ALOX12 ANKRD18DP ANO2 AQP10 ARHGAP18 ARMC3 ATP13A4 C3orf52 CASS4 CATSPER1 CD226 CD40LG CDC14B CDH10 CLEC2L CMTM2 CMTM5 CNST COL24A1 CXCL2 CXCL3 DGKG DGKI DNAAF3-AS1 DNM3 DOK6 EFCAB13-DT EFHC2 EGF ELOVL7 ENSG00000229727 ENSG00000233968 ENSG00000245008 ENSG00000258803 ENSG00000264845 F13A1 F2RL3 FAM157C FBXO40 FCER1A FERMT3 FHOD1 FLNA GLYATL1P1 GNB5 GP1BA GP5 GP6 GP9 GPR87 GRM3 GRM3-AS1 HBD HPSE HTR2A INHBA-AS1 IRAG1 ITGA2B ITGA6 ITGB3 KIAA0513 L3MBTL2-AS1 LAT LCN2 LEFTY1 LGALS12 LGALSL LIMS1 LINC00504 LINC00534 LINC00989 LINC01565 LINC01923 LINC01992 LINC02267 LINC02284 LINC02455 LINC02715 LINC02770 LINC03044 LIPH LOXHD1 LRP12 LTBP1 LY6G6E LY6G6F LY6G6F-LY6G6D MAP1A MARCHF4 MDM1 MED12L MMRN1 MPIG6B MPP7 MYCBPAP MYEOV MYH9-DT MYO3B MYOM1 NBEAL2 NEXN NEXN-AS1 NLK NPM1P27 NRGN PADI4 PCP2 PDE5A PDGFA-DT PF4 PF4V1 PGAM1P8 PIRAT1 PLEK PLXNB3 PPBP PRKAR2B PROSER2 PRSS27 PTCRA RAB27B RAB3C RAP1B RGS18 RNU6-299P RNY1P11 RSPH1 RUFY1 SEC14L5 SELP SEPTIN5 SETP11 SIAE SLC18A2-AS1 SLC24A3 SLC35D3 SLC37A1 SLC9A1 SMIM12 SPX SRC STUM STX1A SYTL4 TGFB1 THBS1 TLN1 TMEM40 TMEM91 TNNI3 TREML1 TRPC6 TUBA4A TUBA8 TUBB1 VEPH1 XYLT2 ZYX DESCARTES_FETAL_LIVER_MESOTHELIAL_CELLS https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/DESCARTES_FETAL_LIVER_MESOTHELIAL_CELLS ABCG4 ABI3BP ACOXL ADAMTS15 ADAMTS9-AS1 ADGRB2 ADTRP ALDH1A2 ALOX15 AMIGO1 ANKRD13B AOX1 ARFGEF3 ARHGAP44 ARHGEF26 ARHGEF4 ARL4D ASAH1-AS1 ATF3 AXIN2 B4GALNT4 BASP1-AS1 BNC1 BNC2 BOC BRINP2 C1QL1 C1QTNF1 C21orf62 C6orf132 CA11 CA9 CARNS1 CASC20 CAVIN1 CAVIN3 CBLN2 CBX8 CCDC80 CDH20 CDH22 CDH3 CDON CFAP221 CFAP299 CFAP46 CFAP54 CFTR CGN CLIC3 CLIC5 CNGA4 CNGB3 CNTN3 COL11A1 COL12A1 COL21A1 COL4A3 COL4A6 COL8A1 COL8A2 COL9A3 CPAMD8 CRACDL CRB2 CRIP1 CRYAB CSDC2 CSPG5 CTNNA3 CTXN1 CYP2W1 CYP4X1 CYSTM1 DCT DDR1 DISP1 DLGAP2 DNAH7 DNAI7 DPP4 DPP6 DSC3 EDIL3-DT EFEMP1 EFNA4 EGR1 EIF2AK3-DT ELFN1 ELN EMP2 ENTPD2 EPHA6 EPHB6 EPS8L1 ERBB4 EVPL EZR FAHD2B FAM110C FBN3 FGF18 FGF9 FLNC FLRT3 FNDC1 FOXC1 FREM2 FRMD6-AS2 FXYD7 FZD7 GABRB2 GADL1 GALNT9 GAS1 GAS6 GFPT2 GJA1 GNGT1 GOLGA2P7 GPC4 GRIA4 GRID2 GRIK2 GRIN2A GRIN3A GSDME GSG1L GSTM3 GXYLT2 HAS1 HCFC1R1 HS3ST5 HS6ST3 HSPA1B HSPB2 HTRA1 ID4 IGFBP5 IGSF9 IL17RE INHBA ITGA3 ITGB4 ITGB8 JPH4 KCNJ15 KCTD8 KLF2-DT KLF5 KLK11 KNDC1 KRT18 KRT19 KRT7 LAMA3 LAMA5 LAMC2 LGALS3 LHX9 LINC00922 LINC01031 LINC01140 LINC01331 LINC01508 LINC01996 LINC02024 LINC02381 LINC02613 LINC02643 LINC03051 LINC03092 LMO4 LONRF2 LOX LRP2 LRRIQ1 LRRN1 LRRTM3 LSAMP LURAP1L LY6H MAD2L1BP MAP3K21 MDGA1 MEDAG MEIS1-AS3 MEOX2 MGAM MGAT4C MGP MIR100HG MMP24 MPP2 MSLN MTMR7 MUC16 MYADM-AS2 MYO5B MYRF NBL1 NCR3LG1 NEBL NEK5 NETO1 NKD1 NPHS1 NPNT NTNG1 NTRK3 NXNL2 NXPH2 ODAD3 OGN OSR1 PALLD PAPPA PARM1 PDE7B PDGFRL PDLIM4 PDPN PDZK1IP1 PEX5L PHF21B PHLDA3 PIANP PIWIL4-AS1 PLA2G2A PLAAT5 PLCE1 PLLP PNMA2 PNMA8A PODXL POF1B POU6F2 PPL PPM1E PRDM6 PROCR PRR15-DT PRR36 PRX PTGFRN PTPRD PTPRF PTPRQ PTPRT PTPRU RAB34 RALYL RASSF7 RASSF8 RBFOX1 RGMA RHPN2 RRAD RSPO1 RTL8A RYR2 S100A10 SAMD11 SDR42E1 SEMA3B SEMA3C SEZ6L2 SFRP5 SILC1 SLC16A1 SLC34A2 SLC4A4 SLC8A2 SLIT3 SLITRK4 SLPI SMOC2 SMPD3 SMTNL2 SNAP91 SPEG SPINT1 SPOCK1 SPOCK2 STK31 STON1-GTF2A1L SULF1 TAF1A-AS1 TEKT5 TENM3 TFPI2 TGFB3 TGM1 THSD4 TLL1 TMEM132A TMEM132B TMEM132C TMSB15A TNNT1 TPBG TRABD2B TTC23L TTLL9 UPK3B VIT VSTM2A WNT2B WT1 WT1-AS ZBTB47 ZBTB7C ZNF649 DESCARTES_FETAL_LIVER_MYELOID_CELLS https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/DESCARTES_FETAL_LIVER_MYELOID_CELLS ADAP2 ADGRE1 ADGRE4P AGBL4 AGBL4-IT1 AXL BATF3 C1QA C1QB C1QC C1orf162 C3AR1 C5orf64 C9orf72 CABP4 CALHM6 CARD14 CCDC170 CCR1 CCR3 CD163 CD163L1 CD1C CD209 CD300LF CD5L CD68 CD80 CD86 CDH13-AS2 CETP CFD CFP CLEC4F CLEC7A CMKLR1 CPVL CREG1 CSF1R CSF2RA CST3 CTSB CTSS CXCL10 CXCL8 CXCL9 CXCR2P1 CYBB DHDH DMXL2 DOCK8-AS1 EBI3 ELF5 ENSG00000234647 ENSG00000258039 EPB41L3 EYA2 FCAR FCGR2C FCGR3A FCN1 FGD2 FGL2 FMN1 FOLR2 FPR1 FPR3 FUCA1 GAA GFRA2 GPBAR1 GPR137B HK3 HLA-DQA1 HMOX1 HORMAD1 HRH1 IDO1 IFI27 IFIT2 IFIT3 IFNGR1 IGSF21 IGSF6 IL10RA IL4I1 ITGAX KCNAB1 KCNJ10 KCNK13 KCNMA1 LGMN LHCGR LILRA1 LILRA5 LILRA6 LILRB1 LILRB1-AS1 LILRB2 LILRB3 LILRB4 LILRB5 LINC00970 LINC01357 LINC01504 LINC01645 LINC02057 LINC02345 LINC03070 LIPA LRRC25 MAFB MANCR MARCHF1 MARCO MCOLN1 ME1 MERTK MMP2-AS1 MPEG1 MS4A14 MS4A4A MS4A4E MS4A7 MSR1 MX2 MYO7B NABP1 NAPSB NCF2 NDST3 NEXMIF NFAM1 NFKBIE NLRC4 NOD2 OLFML2B OSBPL11 OSCAR OTULINL P2RY13 P2RY6 PDCD1LG2 PDE1B PDK4 PELATON PHKA1 PILRA PLA2G15 PLA2G7 PLBD1 PLBD1-AS1 PLPP2 PTPRO RAB31 RAB39A RASGEF1C RASSF4 RBM47 RGL3 RGS1 RN7SL138P RNASE6 RNF135 SAMHD1 SCIMP SCN1B SDC3 SEMA4A SEPTIN9-DT SEZ6L SIGLEC1 SIGLEC11 SIGLEC14 SIGLEC16 SIGLEC5 SIGLEC7 SIGLEC9 SIRPB1 SIRPB2 SLC15A3 SLC24A4 SLC29A3 SLC31A2 SLC37A2 SLC49A4 SMIM35 SPIC SPSB4 SUCNR1 TBC1D30 TBX1 THEMIS2 TIMD4 TLDC2 TLR5 TLR8 TLX1 TMEM26-AS1 TMEM63C TMEM86A TMIGD3 TNFAIP2 TNFAIP8L2 TNFRSF11A TPRG1 TRIM36 TYMP TYROBP VCAM1 VSIG4 DESCARTES_FETAL_LIVER_STELLATE_CELLS https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/DESCARTES_FETAL_LIVER_STELLATE_CELLS A2ML1 ABCC9 ADAMTS12 ADAMTS13 ADAMTSL1 ADCY5 ADCYAP1R1 ADGRA2 ADGRB3 ADRA1B AFAP1L2 AHRR ALLC ALPL ANGPTL6 ANO3 ASPN B3GAT2 BCO1 BGN BMP5 BMPR1B C1QTNF2 C1QTNF7 CACNA2D1 CARMN CCBE1 CCDC178 CCDC3 CDH19 CDH4 CLMAT3 CNTN5 COL25A1 COL6A3 COLEC10 COLEC11 CSPG4 CXCL14 DAAM2 DACH2 DACT3 DBH DCDC2C DENND2B DIO3 DIO3OS DSEL EDNRA ENSG00000233539 ENSG00000264449 ENSG00000272840 EPHA3 FAM13C FAT3 FBXO24 FERMT2 FGF1 FGF10 FGF10-AS1 FGFR2 FHOD3 GEM GGT5 GNAO1-DT GPC6 GPC6-AS1 GPR153 GRIN2D GUCY1A2 HGF HNRNPKP3 HS3ST3B1 HSPB6 IGFBP3 IL1RAPL1 INS-IGF2 ITGA1 ITGA8 ITIH5 KCNE4 KIF26B KIF26B-AS1 LAMA2 LAMB1 LGSN LHX2 LIFR LINC00632 LINC02237 LINC02319 LINC02507 LINC02698 LINC02904 LMO7-AS1 LRAT LRRC17 LRRC7 LRRC78P LUM LYPD6B LZTS1 MASP1 MDGA2 MFAP4 MSC-AS1 MUSK MXRA8 MYO1B-AS1 NBPF3 NDUFA4L2 NES NEURL1B NGFR NID2 NKAIN3 NPAP1 NR1H4 NTF3 NWD2 PDGFRA PDGFRB PKNOX2 POSTN PTH1R RAI2 RASL12 RBM46 RBMS3 RBMS3-AS3 RIT2 RNU6-1327P ROBO2 RPL17P21 RPS12P5 RPS6KA6 RSPO3 RXFP1 S1PR3 SCARF2 SEMA5A SEPTIN4 SEPTIN4-AS1 SKINT1L SLC17A8 SLC1A7 SLITRK6 SPRY1 ST6GAL2 STEAP4 SVEP1 SYNPO2 TACR1 TARID TBX2 TBX2-AS1 TMEM132D TRMT9B TRPC3 TWIST2 VIPR1 VSTM4 DESCARTES_FETAL_LIVER_VASCULAR_ENDOTHELIAL_CELLS https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/DESCARTES_FETAL_LIVER_VASCULAR_ENDOTHELIAL_CELLS ACP5 ACSM1 ADCY4 ADGRF5 ADGRL4 ADM AFAP1L1 ARHGEF15 ASB11 BMP2 BMPER BMX BRINP1 BTNL9 C2CD4B C2CD4D-AS1 C2orf83 CCM2L CFAP206 CHRNA7 CLEC14A CLEC3B CLEC4G CLEC4GP1 CLEC4M CNTNAP3B CPNE5 CPXM2 CRACR2B CRHBP CT69 DCST2 DIPK2B DKK2 DLL4 DNASE1L3 DUSP5 ECSCR EDN1 EEF1A1P31 EEIG1 EGFL7 EMCN ENSG00000187185 ENSG00000233251 ENSG00000253281 EXOC3L1 F8 FCN2 FCN3 FEZ1 FGF23 FLT1 FLT4 GABRG3 GALNT18 GNA14 GNA14-AS1 GPR182 HECW2 HSPA12B HSPG2 IL13RA2 IL33 IRS3P JAM2 KANK3 KDR KIF17 KIF19 KLF8 KLHL4 LDB2 LEMD1-AS1 LHFPL2 LINC01170 LINC01541 LINC01545 LINC02005 LINC02984 LINC03002 LOC102723313 LOC124900318 LRIG3 LRRC66 LRRIQ4 MAN1C1 MMRN2 MYRIP NETO2 NHSL2 NOS3 NOSTRIN NOTCH4 NOVA2 NTN4 NTN5 NTS NUDT10 NXF3 ODF3L2 OIT3 OLFM1 PCA3 PCAT19 PDE2A PITPNM3 PLK2 PLPP3 PRUNE2 PTCHD4 PTPRB PTPRN2 PVALB RAMP3 RASIP1 RASSF9 REN RFPL1 RNU6-501P RP1 RTN4RL1 SH3RF3 SLCO2A1 SLCO5A1 SMAD9 SOX17 SPATA18 STAB1 STAB2 SYCP1 TAMALIN THSD1 TINAGL1 TM4SF18 TMC7 TMEM233 TP53I11 TRPM6 TSPAN18 TSPAN7 VIP WWTR1-IT1 ZEB1-AS1 DESCARTES_FETAL_LUNG_BRONCHIOLAR_AND_ALVEOLAR_EPITHELIAL_CELLS https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/DESCARTES_FETAL_LUNG_BRONCHIOLAR_AND_ALVEOLAR_EPITHELIAL_CELLS ACOXL ADCY8 AGER ATP11A C10orf90 CCDC198 CDH16 CLDN18 CLDN2 CLDN6 CPM CRLF1 DACT2 DMBT1 EDN3 ENSG00000214708 ETV5 FAM41C FGF20 FGFR2 FREM3 GGT2P GPX6 H1-9P HAS3 IL12A-AS1 IRX6 ITGB6 KCNJ15 KCNJ5 KIF12 LAMP3 LHFPL3-AS1 LHFPL3-AS2 LINC01331 LINC01332 LINC01335 LINC01426 LINC02307 LINC03007 LMO7DN LMO7DN-IT1 LOC283299 MAP3K21 ODAM PALM3 PGC PIK3C2G PKHD1 PLCZ1 PPP1R3A PTCSC3 RBBP8NL RNF220 ROS1 RPS29P11 SFTA3 SFTPB SFTPC SLC10A2 SLC19A3 SLC22A3 SLC34A2 SLC34A3 SMIM43 SP5 SUSD2 TEPP TPD52L1 UGT2B7 DESCARTES_FETAL_LUNG_CILIATED_EPITHELIAL_CELLS https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/DESCARTES_FETAL_LUNG_CILIATED_EPITHELIAL_CELLS AADACL2 AADACP1 ABCA13 ACBD3-AS1 ADGB ADGRF2 ADPRS AGBL2 AGR3 AK7 AK8 AK9 AKAP14 ALDH3B1 ANGPTL5 ANKDD1B ANKFN1 ANKK1 ANKRD44-AS1 ANKRD45 ANKRD66 ANXA13 APOBEC4 ARMC2 ARMC3 ARMH1 ARMH2 ASB14 ATP4B AXDND1 B9D1 BBOF1 BCYRN1 BTG4 C10orf67 C10orf95 C11orf16 C11orf52 C11orf97 C16orf46 C17orf97 C1QTNF8 C1orf141 C1orf87 C20orf85 C21orf58 C22orf15 C22orf23 C2orf50 C2orf73 C4orf47 C6 C6orf118 C6orf52 C7orf57 C8B C8orf34 C9orf24 CABCOCO1 CACNG6 CAPN13 CAPN8 CAPS CAPS2 CAPSL CASC2 CATIP CATSPERD CC2D2A CCDC103 CCDC113 CCDC13 CCDC146 CCDC153 CCDC157 CCDC160 CCDC17 CCDC170 CCDC181 CCDC190 CCDC30 CCDC33 CCDC39-AS1 CCDC40 CCDC60 CCDC65 CCDC74A CCDC74B CCDC78 CCDC81 CCDC89 CCDC96 CCNA1 CCNO CCNO-DT CD164L2 CDH13-AS2 CDH26 CDHR18P CDHR4 CDNF CEP126 CEP19 CERKL CETN2 CFAP100 CFAP107 CFAP119 CFAP126 CFAP141 CFAP144 CFAP157 CFAP206 CFAP20DC CFAP210 CFAP221 CFAP251 CFAP276 CFAP298 CFAP299 CFAP300 CFAP418-AS1 CFAP43 CFAP44 CFAP45 CFAP46 CFAP47 CFAP52 CFAP53 CFAP54 CFAP57 CFAP58 CFAP61 CFAP65 CFAP69 CFAP70 CFAP73 CFAP77 CFAP90 CFAP91 CFAP95 CFAP99 CHST6 CHST9 CIBAR2 CLDN8 CLEC19A CLUAP1 CLXN CNGA4 COL28A1 CRISP2 CROCC2 CSPP1 CSRP3-AS1 DAW1 DCDC1 DCDC2B DERL3 DIO1 DLEC1 DLG5-AS1 DNAAF1 DNAAF11 DNAAF2 DNAAF4 DNAAF6 DNAAF8 DNAH1 DNAH10 DNAH11 DNAH12 DNAH2 DNAH3 DNAH5 DNAH6 DNAH7 DNAH9 DNAI1 DNAI2 DNAI3 DNAI4 DNAI7 DNAJB13 DNAL1 DNALI1 DOC2A DPCD DRC1 DRC3 DRC7 DTHD1 DYDC1 DYDC2 DYNLRB2 DYNLT2B DYNLT4 DYNLT5 DZANK1 E2F3P2 ECT2L EEF1B2P4 EEF1B2P5 EFCAB10 EFCAB12 EFCAB6 EFHB EFHC1 ENKD1 ENKUR ENO4 ENSG00000181123 ENSG00000226690 ENSG00000228793 ENSG00000236495 ENSG00000238185 ENSG00000250803 ERICH2-DT ERICH3 ERICH3-AS1 ERICH6-AS1 ESRRG EYA1 FABP6 FAM133GP FAM151B-DT FAM166B FAM166C FAM181A FAM181A-AS1 FAM216B FAM221B FAM227A FAM229B FAM47E FAM81B FANK1 FBXL13 FBXO15 FBXW9 FHAD1 FLACC1 FMO3 FOXJ1 FOXN4 FRMPD2 FSIP1 FUZ GBP6 GIHCG GJB7 GLB1L2 GLTC1 GOLGA2P5 GON7 GRIN3B GSTA2 GSTA3 HAGHL HCG14 HHATL HHLA2 HMGB1P16 HOATZ HSPBP1 HYDIN IFT22 IFT57 IK IL5RA IQANK1 IQCD IQCG IQCH IQUB KATNIP KCNE1 KCNJ16 KCNRG KIAA2012 KIF23-AS1 KIF27 KIF6 KIF9 KLHDC9 LCA5 LCA5L LDLRAD1 LEKR1 LGSN LINC00589 LINC00939 LINC01091 LINC01392 LINC01435 LINC01513 LINC01571 LINC01707 LINC01708 LINC01732 LINC01765 LINC01843 LINC01908 LINC01927 LINC02056 LINC02066 LINC02166 LINC02265 LINC02289 LINC02300 LINC02345 LINC02624 LINC02696 LINC02731 LINC02958 LINC03086 LKAAEAR1 LMNTD1 LMO1 LNC-LBCS LPAR3 LPO LRGUK LRP2BP LRRC10B LRRC18 LRRC23 LRRC26 LRRC34 LRRC37A5P LRRC43 LRRC46 LRRC51 LRRC56 LRRC71 LRRC73 LRRC74B LRRC78P LRRC9 LRRIQ1 LRRIQ3 MAK MAP3K19 MAPK15 MARCHF10 MAT1A MDH1B MEIG1 MGAT4D MIR7515HG MNS1 MOBP MORN2 MORN5 MRLN MROH9 MYCBPAP NAT1 NEK10 NEK11 NEK2-DT NEK5 NHLRC4 NME5 NME9 NPHP1 NRAD1 NRAV NUDT7 NWD1 ODAD1 ODAD2 ODAD3 ODAD4 ODF3B OMG OSCP1 PACRG PAPOLA-DT PIERCE1 PIERCE2 PIFO PIH1D2 PITPNM1 PLA2G10 PLA2G10CP PLEKHG7 PLEKHS1 PLPP2 PLPPR3 PPIL6 PPOX PPP1R16A PPP1R32 PPP1R42 PRR29 PRSS54 PTPRT R3HDML-AS1 RAB36 RABL2A RABL2B RGS22 RHPN1-AS1 RIBC1 RIBC2 RIIAD1 RNF157-AS1 RNF32 RNU4-46P ROPN1L RP1 RPGR RPGRIP1L RPL13AP26 RPL21P54 RPL30P7 RPS8P5 RSPH1 RSPH10B RSPH10B2 RSPH14 RSPH4A RSPH9 RUVBL2 RWDD3-DT SAMD15 SAPCD1-AS1 SAXO2 SCGB2A1 SEC14L3 SERPINA6 SERPINI2 SLC22A4 SLC27A2 SLC28A2 SLC44A4 SLC9C2 SMIM34 SMIM6 SNRPF-DT SNTN SOX30 SPACA9 SPAG16 SPAG17 SPAG6 SPAG8 SPATA17 SPATA18 SPATA33 SPATA4 SPATA6L SPATS1 SPEF1 SPEF2 SRGAP3-AS2 ST6GALNAC2 STK33 STMND1 STOML3 STOX1 SYNPR-AS1 SYT8 TCTE1 TCTN2 TEKT1 TEKT2 TEKT3 TEKT4 TEX26 TEX56P TGM3 THBS3-AS1 TIGD4 TMC5 TMEM190 TMEM212 TMEM231 TMEM231P1 TMEM232 TMEM67 TMPRSS7 TOGARAM2 TP53AIP1 TP73 TPPP3 TRAF3IP1 TREM1 TRIP13 TSNAXIP1 TSPAN19 TTC14-DT TTC16 TTC21A TTC23L TTC26 TTC29 TTC30A TTC34 TTC41P TTLL10 TTLL13 TTLL6 TTLL9 TUBA4B UBXN10 UGT2B17 ULK4 UMODL1-AS1 UROC1 USP2 USP2-AS1 UVRAG-DT VNN3P VWA3A VWA3B VWA5B1 WDR38 WDR49 WDR54 WDR86-AS1 WDR93 WFDC6 ZBBX ZC2HC1C ZDHHC1 ZDHHC11 ZMYND10 ZMYND10-AS1 ZMYND12 ZNF19 ZNF20 ZNF273 ZNF295-AS1 ZNF391 ZNF473CR ZNF474 ZNF497 ZNF584 ZSCAN1 DESCARTES_FETAL_LUNG_CSH1_CSH2_POSITIVE_CELLS https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/DESCARTES_FETAL_LUNG_CSH1_CSH2_POSITIVE_CELLS A2M-AS1 ACO1 ADAM12 AKR1B1 ALG2 ALKBH2 ALKBH8 ANGPT2 ANGPTL4 ANKRD40 APOB ASF1A ATXN1L BBOX1 BOK C15orf40 C21orf91 C9orf64 CABYR CARNMT1-AS1 CCAR2 CCDC192 CCNDBP1 CDKN1C CDO1 CENPV CEP152 CERCAM CGA CHD8 CHODL CNKSR1 CNNM3 CNOT3 COBLL1 COPS9 COQ7 CSH2 CTSL CYP11A1 CYP19A1 CYP1B1-AS1 CYTH3 DDIT3 DHX32 DLX3 DLX4 DOLK EBI3 EED EFCAB8 EFHD1 EML2 ENPEP ENSG00000243273 EPHA1 ETAA1 EVA1B FAM131A FAM200A FXN GABPB1 GNGT1 GPAM GPATCH11 GPR84-AS1 GTF2H2 HARS1 HNRNPA1L3 HNRNPD HSD11B2 HSD17B1 HSF2 ILF2 KAT7 KCNJ14 KISS1 KMO L3MBTL1 LGR5 LIN28B LINC00689 LINC01535 LLGL1 LRP2 LSM10 LVRN LZTS2 MAP3K12 MARCHF9 MBD6 METTL5 MFSD12-AS1 MFSD13A MIR3171HG MIR4300HG MIR583HG MMP11 MRGPRF MSH6 MSX1 MTMR10 NFU1 NHLRC1 NKIRAS1 NOP14-AS1 NUFIP2 OGDH P2RX4 P2RY11 P2RY2 PAPPA PCGF1 PEG3 PEX12 PGF PGP PHLDA2 PLAC1 PLCE1-AS1 POLR2D POLR2J2 POU6F1 PPAT PPIL2 PRDM11 PREB PSG1 PSG5 PSMD3 RAB23 RAC3 RNF128 RNF14 RPL13AP5 RTN4IP1 SDC1 SEC61G SEMA3B SEMA3F SEMA5B SEMA7A SGPP1 SH3GLB2 SLC13A4 SLC16A4 SLC23A3 SLC25A32 SLC25A35 SLC2A1 SLC35B2 SLC39A9 SLC52A1 SLC6A4 SNAI1 SNRPA1 SPINDOC SPIRE2 SPTLC3 ST3GAL4 STARD4 STRA6 SUPV3L1 SYDE1 TARS1 TBC1D24 TBCEL TCAF2P1 TEX261 TFAM TFPI2 TFPT TGM2 TIMM17A TIMM50 TIPIN TM2D2 TMEM101 TMEM192 TNFRSF12A TP53I13 TPTEP1 TRAFD1 TRMT61A TRPV6 TSEN34 TTPAL TWIST1 TXNDC15 UBL7-DT UEVLD UNC119 UPP1 USP14 USP43 VGLL3 VPS16 WAPL YKT6 ZBTB14 ZDHHC16 ZFAND1 ZFYVE28 ZNF138 ZNF268 ZNF280C ZNF333 ZNF343 ZNF587 ZNF616 ZNF703 ZNF74 ZNF839 ZNF880 DESCARTES_FETAL_LUNG_LYMPHATIC_ENDOTHELIAL_CELLS https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/DESCARTES_FETAL_LUNG_LYMPHATIC_ENDOTHELIAL_CELLS ABCA4 ACSM2B ADAMTS4 ADD3-AS1 C5orf64 C6orf141 CASP12 CCL21 CH25H CMKLR2 CTHRC1 CYP2AC1P D21S2088E DAND5 ENSG00000250626 FLT4 FOXC2 FZD10 GALNT15 GGT5 GJC2 GJD3 GLRA4 GNG12-AS1 GPR182 HAPLN3 HOXD-AS2 HOXD10 HOXD3 HOXD4 HOXD9 KCNIP1 KLHL4 KRT222 LETR1 LINC00636 LINC01116 LINC01182 LINC01748 LINC02058 LINC02147 LINC02653 LINC02668 LINC02701 LINC02840 LOC124900318 LOX LRCOL1 LRRC15 LRRC70 LRRN4CL MSMP NETO1 NFIA-AS2 NRP2 NTS P4HA3 PARD6G PHF24 PLIN5 POU4F1 PPFIBP1 PRR5L PTX3 RAB11FIP5 RELN SLC27A3 SLC30A3 SLC5A1 STAB2 TM4SF18-AS1 TSPEAR UNC5A ZNF24TR ZP2 DESCARTES_FETAL_LUNG_LYMPHOID_CELLS https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/DESCARTES_FETAL_LUNG_LYMPHOID_CELLS AGMAT APOBEC3D BLK C10orf88B CA6 CCR7 CD160 CD19 CD2 CD247 CD27 CD3D CD3E CD3G CD5 CD52 CD7 CD79A CD79B CD8A CD8B CDHR1 CHI3L2 CHRM3-AS2 CORO1A CR2 CRTAM CST7 CTLA4 CXCR3 CXCR5 CXCR6 DGKA DNTT ENSG00000224610 ENSG00000227863 ENSG00000267568 FASLG FCMR FCRL1 FCRL2 FCRL3 FCRL5 FCRLA FLT3LG FOXP3 GNLY GPA33 GPR171 GZMA GZMB GZMH GZMK GZMM ICOS IFNG-AS1 IGHD IGHM IGKC IGLL1 IGLL5 IKZF3 IL18RAP IL23R IL2RA IL2RB IL2RG IL7R ITK JCHAIN KLRB1 KLRC1 KLRC2 KLRC3 KLRC4-KLRK1 KLRF1 KLRK1 LAX1 LCK LEF1 LEF1-AS1 LINC00426 LINC00861 LINC01215 LINC01222 LINC01259 LINC01891 LINC01934 LINC02273 LINC02325 LTA LTB LY9 MATK MEOX1 MS4A1 MZB1 NCR1 NCR3 NIBAN3 NKG7 NPM1P27 NPM1P7 NT5C3AP2 P2RX5 PAX5 PCED1B-AS1 PDCD1 PRF1 PSMA8 PTGDR PTPRCAP PYHIN1 RAG2 RASGRP1 RHOH S1PR4 S1PR5 SAMD3 SATB1-AS1 SCML4 SEPTIN1 SH2D1A SH2D1B SHISAL2A SIRPG SIT1 SKAP1 SLAMF1 SLAMF6 SLC14A1 STAP1 STAT4 STK17A TBC1D10C TBX21 TCF7 TCL1A THEMIS TIGIT TMIGD2 TNFRSF13B TNFRSF9 TRAT1 TRBC2 TRD-AS1 TRDC TRGC1 TRGC2 TXK UBASH3A VAV3-AS1 VPREB1 VPREB3 XCL1 XCL2 ZAP70 ZBP1 ZNF683 DESCARTES_FETAL_LUNG_MEGAKARYOCYTES https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/DESCARTES_FETAL_LUNG_MEGAKARYOCYTES ACRBP ADCY6 ANK1 ANKRD55 ANKRD9 AQP10 ATP2C1 BBC3 BEND2 BMP6 C11orf21 C2orf88 CA3-AS1 CCR4 CD226 CD84 CHRNA2 CLEC1B CMTM2 CMTM5 CNST CR1L CTNS CTSA CXCL3 CXCR2P1 DGKD DGKG DNM3 E2F1 EFCAB13 EFCAB13-DT EGF ENDOD1 ENPP7P10 ENSG00000212206 ENSG00000233968 ENSG00000258803 ERVK9-11 EXOC3L4 F2R F2RL3 FAM110A FERMT3 FLNA GAS2L1 GATA1 GCSAML GFI1B GMPR GP1BA GP5 GP6 GP9 GUCY1B1 H2BC15 HBD HEMGN HERC2P4 HEXIM2 HGD HPSE HTR2A HYAL3 ILK ING5 INHBA-AS1 INSIG1-DT ITGA2B ITGB3 ITPRID2-DT KCNQ4 KEL KIAA0513 LAT LEFTY1 LGALS12 LGALSL LINC00298 LINC00504 LINC00534 LINC00642 LINC00989 LINC01594 LINC02267 LINC02284 LINC02770 LINC02884 LRP12 LTBP1 LY6G6F LY6G6F-LY6G6D LYL1 MACIR MARCHF2 MAX MFAP3L MFSD2B MLC1 MOB3C MPIG6B MPL MPP1 MYO18B MYOM1 NBEAL2 NEXN NFE2 NLK NRGN NT5C3A NT5M OR2W3 P2RX1 P2RY1 PCP2 PDE3A PDGFA-DT PDLIM7 PF4 PLEK PLEKHF2 PLXNB3 PLXNB3-AS1 PPBP PRKAR2B PTCRA PTGER3 PTGIR RAB27B RAB37 RAP1B RBPMS2 RGS18 RHAG RHD RILP RIPOR3 RN7SL30P RPL17P22 RTN2 RUFY1 SELP SLC2A3 SLC39A3 SMG1P4 SMOX SRC SSX2IP STRIP2 SUCNR1 SYTL4 TAL1 TBXA2R TFR2 TGFB1 THBS1 TLN1 TMA7B TMCC2 TMEM91 TNFSF4 TNNI3 TRAPPC3L TREML1 TRIM58 TSPAN32 TUBA8 TUBB1 UBL4A VCL VIL1 WFDC1 WHAMMP2 XIRP2 XK ZFPM1 ZNF792 ZYX DESCARTES_FETAL_LUNG_MESOTHELIAL_CELLS https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/DESCARTES_FETAL_LUNG_MESOTHELIAL_CELLS ABHD12B ADAMTS5 ADCYAP1 ADGRD1 ALDH1A2 ASS1 BDKRB1 BDNF BNC1 BST1 C1R C21orf62 C3 CA9 CARNS1 CASC20 CCN4 CDH20 CES5AP1 CFB CFH CLDN15 COL8A2 CPA4 CRB2 CRIM1 CTSE CYP4Z1 DKK1 DOK7 DSEL-AS1 EIF4BP6 ELN FAM110C FGF9 FGGY-DT FNDC1 GADL1 GATA4 GEM GFPT2 GLP2R GRIN2A GSDME GSG1L HAS1 IL6 ITLN1 KLHL31 KLK1 KLK5 KRT5 LIF LINC01018 LINC01133 LINC01687 LINC01996 LINC02360 LINC02381 LINC02643 LRRN4 MGP MIR548XHG MPPED2-AS1 MSLN MST1 NHERF4 NKX3-1 NMU NPHS1 OLR1 PCK1 PCOLCE2 PDZRN4 PLA2G2A PLAC9 PLLP PODN PRELP PRG4 PRODH2 PRSS33 PSAPL1 PTGIS PTPRQ RERG RND1 RNU4-45P RNU6-977P RSPO1 SBSPON SFRP5 SMTNL2 SOX15 SPRR2F SULF1 TBX18 TECRL TGM1 TMEM52B TNNT1 UNC5B-AS1 WNT2B WT1 WT1-AS DESCARTES_FETAL_LUNG_MYELOID_CELLS https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/DESCARTES_FETAL_LUNG_MYELOID_CELLS ADGRE1 ADGRE2 ADGRE3 ANPEP ARL5C ASB2 ASGR2 ATP8B4 BATF3 BCL2A1 C19orf38 C1QA C1QB C1QC C3AR1 C5AR2 C9 CARD9 CASP5 CCDC26 CCR1 CD14 CD163 CD163L1 CD1C CD1D CD207 CD209 CD300E CD300LB CD300LF CD33 CD74 CD83 CD86 CEACAM4 CIITA CLEC10A CLEC4F CLEC5A CLEC7A CLEC9A CLNK CMKLR1 CPA3 CPVL CSF2RA CXCL10 CXCL9 CYBB CYTH4 DNASE1L3 EGR2 ENSG00000231873 FCAR FCGR1A FCGR1BP FCN1 FGD2 FGL2 FLT3 FOLR2 FPR1 FPR3 GPR141 GPR34 HAVCR2 HCK HDC HLA-DMA HLA-DPA1 HLA-DPB1 HLA-DQA1 HLA-DQA2 HLA-DQB1 HLA-DQB1-AS1 HLA-DQB2 HLA-DRA HLA-DRB1 HLA-DRB5 HLA-DRB6 HLA-DRB9 HPGDS HRH2 HTR7 IDO1 IDO2 IFI30 IGSF6 IL1B IL1R2 IRF8 ITGAX KCNK13 KCNMB1 KYNU LGMN LILRA1 LILRA2 LILRA5 LILRA6 LILRB2 LILRB3 LILRB4 LILRB5 LINC00671 LINC00996 LINC01094 LINC01478 LINC01605 LINC02513 LINC02576 LINC03070 LRRC25 LRRK1 LYZ MEFV MILR1 MMP9 MNDA MPEG1 MPO MS4A14 MS4A4A MS4A4E MS4A6A MS4A7 MTND5P14 NAIP NAPSB NCF2 NFAM1 NLRC4 NLRP3 NME8 NOD2 OSCAR P2RY13 P2RY14 PILRA PLA2G2D PLD4 PRAM1 PRTN3 PTGS2 RETN RN7SL138P RN7SL288P RNASE6 RPL32P1 SCIMP SIGLEC1 SIGLEC11 SIGLEC14 SIGLEC5 SIGLEC7 SIRPB1 SIRPB2 SLAMF8 SLC12A3 SLC15A3 SLC24A4 SLC37A2 SLC39A13-AS1 SOWAHD SPI1 STYXL2 TET2-AS1 TGFBI TIMD4 TLR1 TLR8 TMEM106A TRPM2 VSIG4 VSTM1 WDFY4 ZNF415P1 DESCARTES_FETAL_LUNG_NEUROENDOCRINE_CELLS https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/DESCARTES_FETAL_LUNG_NEUROENDOCRINE_CELLS A1CF ABCC8 ACSL1 AMIGO2 ASCL1 ASCL2 BTBD17 CA8 CACNA1A CALCA CHDH CHGA CHRD COL22A1 CPE DDC DLL3 ENSG00000253726 ETS2-AS1 FIBCD1 GFRA3 GHRL GHRLOS GKN2 GPX2 GRIK1 GRP HEPACAM2 HES6 HTR2C INSM1 KCND3 KCNH2 KCNH6 KCNIP3 KCNJ6 KLK12 KSR2 LINC00261 LINC02955 LMX1B MAOB MBOAT4 MMP26 NDUFB2-AS1 NEUROD1 NKX2-2 NOL4 NPC1L1 NPSR1-AS1 NPTX1 NR0B2 NREP-AS1 OPRD1 OR51E1 PCSK1 PDCD6IPP2 PGAM2 PHGR1 PKD2L1 POTEI POTEJ PTGFR QPCT RAB26 RASD1 RFX6 RGS4 RHBDL1 RIMKLA RPRM SEC11C SFRP4 SLC16A12 SLC18A1 SLC38A11 SLC6A17 SMIM32 SPHKAP SSTR5-AS1 SV2B SYT13 TFF1 TMEM132D TMEM198 TMPRSS6 TPH1 TRPC7-AS1 TTR VGF VWA5B2 DESCARTES_FETAL_LUNG_SQUAMOUS_EPITHELIAL_CELLS https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/DESCARTES_FETAL_LUNG_SQUAMOUS_EPITHELIAL_CELLS A2ML1 ABHD5 ADGRF1 ADGRF4 AHNAK2 AMN APOBEC3A APOBEC3B ATP10B ATP6V0A4 AVPI1 B3GALT5 B3GALT5-AS1 B3GNT3 B3GNT8 BEST1 BMS1P20 BNIPL C12orf29 C15orf48 C15orf62 C6orf132 CAPN14 CBR3-AS1 CDKN1A CDKN2B CEACAM5 CEACAM6 CEACAM7 CERS3 CLIC3 CNFN CNGA1 CRCT1 CRISP3 CSTA CTSV CXCL17 CYP2W1 CYSRT1 DKK2 DOCK9-DT DSC2 DSG2-AS1 DUOXA1 ECM1 EIF1 EPHX3 EREG ETHE1 ETNK2 F3 FABP3 FAM3D FAM83A FLG FOXE1 FOXQ1 FTH1 FUT2 FUT3 FUT6 GABRP GCNT3 GID8 GIRGL GJB2 GLTP GPR87 GRHL1 GRHL3 H19 HEBP2 HES4 HOPX IER5 IGF2 IL1R1-AS1 IL1RL2 IL1RN IL36RN IVL KCNG1 KLC3 KLHL21 KRT13 KRT14 KRT15 KRT16 KRT17 KRT19 KRT4 KRT78 KRT80 LCN2 LDAF1 LGALS3 LINC00393 LINC00958 LYPD2 LYPD3 MAB21L4 MAL MAP1LC3B MAP3K9-DT MARCO METRNL MIEF2 MOSPD1 MT1E MT1G MT1H MT1X MT2A MUC20 MUC21 MUC22 MUC4 NAPRT NCCRP1 NDRG2 NECTIN4 NIBAN2 NR1D1 NUDT19-DT OAS2 OSGIN1 OVOL1 PADI1 PAX1 PAX9 PERP PHLDA3 PHLDB3 PI4K2A PITX1 PKP1 PLEKHN1 PLSCR2 POF1B PPDPF PPL PPP1R13L PRSS22 PRSS27 PTGES PTK6 RAB11FIP1 RAB9A RDH13 RHCG RNF141 RNF222 RNF223 RNF39 RRAGC RRAGD S100A2 S100A9 SAMD9 SCEL SDCBP2 SERINC2 SERPINB2 SERPINB5 SFN SGTA SH2D4A SIM2 SLC25A23 SMIM5 SPINK5 SPRR1B SPRR2A SPRR2D SPRR3 SSH3 STX17-DT TACSTD2 THAP1 TINCR TMC1 TMEM54 TMEM79 TMEM80 TMPRSS11A TMPRSS11B TMPRSS11D TMPRSS11E TP53INP2 TRIP10 TRMO TTC22 TTC9 TTC9-DT VGLL1 VSIG2 WFDC21P XDH YBX3 YPEL3 ZNF365 ZNF554 ZNF555 ZNF750 ZNF812P DESCARTES_FETAL_LUNG_STROMAL_CELLS https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/DESCARTES_FETAL_LUNG_STROMAL_CELLS ABCA6 AGMO ASPA BMP5 C2CD6 CACNA1C-IT3 CACNA1D CACNA1G COL13A1 CYP27C1 ENSG00000250378 FAP FGF10-AS1 FGF7 FGFR4 FREM1 GABRG3 HPSE2 HSD11B1 ITGA8 KIF25 LAMA2 LINC02367 LINC02497 LSAMP-AS1 LUM LURAP1L-AS1 MIR1245A MIR218-1 MMP23B MTMR12P1 MUSK MYOCD OCA2 PDGFRA PGR PHEX PRR16 PTH1R RGS13 ROR1-AS1 RSPO2 S1PR3 SLIT2 SLIT2-IT1 TARID TDO2 TEX15 TM6SF2 TMEM132C TRHDE TULP1 VEGFD XPNPEP2 ZNF385D ZNF385D-AS2 DESCARTES_FETAL_LUNG_VASCULAR_ENDOTHELIAL_CELLS https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/DESCARTES_FETAL_LUNG_VASCULAR_ENDOTHELIAL_CELLS ACE ADORA2A ANO2 APLN APLNR BBOX1-AS1 BTNL9 CD300LG CD93 CLEC1A CLEC3B COLEC10 DPEP1 EDN1 ENSG00000233251 ENSG00000257002 ESM1 FCN3 FOXS1 IL33 JAM2 KIT LHX6 LINC02751 MADCAM1 MMRN2 MUC19 MYOC NEURL1B NOSTRIN NOTCH4 NPR3 PLK2 PRND PRX RGCC RN7SL517P RN7SL69P RNGTTP1 RNU6-570P RXFP1 S100A3 SELE SHROOM1 SLC22A10 SLC22A25 SOX7 TCF15 TCIM TMEM100 ULBP1 ULBP2 VWF DESCARTES_FETAL_LUNG_VISCERAL_NEURONS https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/DESCARTES_FETAL_LUNG_VISCERAL_NEURONS ACAT2 ACHE ACTL6B ADCYAP1R1 ADD2 ADRA1A ALK AMER2 APC2 ARPP21 ASTN1 ASTN2 ATCAY ATP1A3 ATP2B2 B3GALT1-AS1 B3GAT1 B4GALNT1 BCAN BHLHE22 CACNA1E CACNG2 CACNG7 CADM4 CALN1 CDH6 CDK5R1 CELF5 CELSR1P1 CEND1 CHL1 CHRM2 CHRNA3 CHST8 CLVS2 CNGB1 CNR1 CNTN2 CNTN5 CNTNAP4 CNTNAP5 CRABP1 CSMD1 CSMD2 CTNNA2 CUX2 DAB1 DCX DLGAP1 DLX1 DLX6-AS1 DPF1 DPYSL5 DRAXIN DSCAM EEF1A2 ELAVL3 ELOVL2 EML5 ENHO ENSG00000271860 EPHA3 EPHA5 FAIM2 FAM131B FAM163A FAM200C FGF1 FGF13 FOXG1 FRMPD4 FRRS1L FST FUT9 GABBR2 GABRA3 GAL GAP43 GDAP1L1 GLRA2 GPC6-AS1 GPM6B GPR85 GPRIN1 GRIA3 GRM3 GRM5 HAND2-AS1 HECW1 HECW1-IT1 HS3ST5 HS6ST3 JAKMIP1 JPH4 KBTBD11-OT1 KCNB1 KCNF1 KCNH1 KCNK9 KCNQ3 KIAA1549L KIF5A KLHDC8A KLHL1 KRTAP5-AS1 L1CAM LHX2 LINC00461 LINC00609 LINC01102 LINC01122 LINC01322 LINC01551 LINC01776 LINC01965 LRRC7 MAP1B MAPT MAPT-AS1 MDGA2 MEGF10 MGAT5B MIR124-1HG MIR137HG MIR9-3HG MLIP MLLT11 MYT1L NCAN NEFM NELL1 NEUROD2 NEUROD6 NEUROG2-AS1 NGFR NKAIN1 NKAIN3 NOS1 NSG2 NWD2 NXPH1 OLFM1 PANTR1 PATJ-DT PAX6 PCDH19 PCDHB15 PCDHGB2 PCOTH PDZD4 PHACTR3 PHOX2A PHOX2B PHOX2B-AS1 PIRT PLD5 POU3F2 POU3F3 PPFIA2 PPP2R2B PRIMA1 PRPH PSD2 PTPRO PTPRR RAB15 RBFOX1 RIMS3 RIMS4 RNF182 RORB SATB2 SATB2-AS1 SCRG1 SCRT2 SCUBE1 SEPTIN3 SEZ6 SHISA9 SLC18A3 SLC44A5 SLC5A7 SLC6A15 SLC7A14 SNAP91 SNTG1 SOX2-OT ST8SIA2 ST8SIA5 STMN2 STMN4 SULT4A1 SYN2 SYNGR3 SYT3 TLCD3B TMEM130 TMEM132B TMOD1 TRIM67 TRIM9 TTC9B TTYH1 TUBB2A TUBB2B TUBB3 TUBB4A UNC5D VAT1L VIP VSTM2B-DT ZNF382 DESCARTES_FETAL_MUSCLE_ERYTHROBLASTS https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/DESCARTES_FETAL_MUSCLE_ERYTHROBLASTS ABCB10 ABCC13 ACSL6 ADD2 AHSP ALAD ALAS2 AMIGO2 ANK1 ATG14 ATG4D BLVRB BNIP3 BST1 C16orf95 C17orf99 C1orf35 C6orf226 CAT CDCA8 CDH10 CDK2 CDKN3 CENPQ CISD2 CROCCP2 DCP1B DCTN3 DHRS13 DMTN DPF3 DPM2 E2F4 EIF2AK1 EIF5AP2 EPB42 ERI2 ERMAP EXOSC5 FAM117A FAM210B FECH FLACC1 FMC1 GALNT6 GCLM GEMIN2 GLRX5 GUCD1 GUSBP5 GYPA GYPB GYPE H2AC20 H2AC4 HAGH HASPIN HBA1 HBA2 HBB HBG1 HBG2 HBM HBZ HEMGN HMBS HMGB1P3 HMMR HTRA2 ICAM4 IFI27L1 INTS13 KEL LINC00907 LIPG LONRF3 MIMT1 MT1G MYBL2 NCEH1 NOP53-AS1 NUDT12 PIGQ PNMT POMGNT2 PPME1 PRDX2 RBM38 RHAG RHD RIBC2 RIPOR3 RNF26 RPL37P2 RPS20P14 SELENBP1 SLC12A4 SLC14A1 SLC25A21 SLC25A37 SLC2A1 SLC30A10 SLC38A5 SLC43A1 SLC4A1 SLC6A8 SLC7A5 SPTA1 ST6GALNAC4 TARS2 TFRC TLCD4 TMCC2 TMEM143 TMEM14C TMEM30A-DT TOMM5 TRAK2 TROAP UBE2Q2P1 UROS VWCE WDR76 XG XK XPO7 ZKSCAN8 ZMAT2 ZNF101 ZNF446 ZNF665 DESCARTES_FETAL_MUSCLE_LYMPHATIC_ENDOTHELIAL_CELLS https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/DESCARTES_FETAL_MUSCLE_LYMPHATIC_ENDOTHELIAL_CELLS ABCA4 ANKRD36BP2 ARL4A ASGR2 C6orf141 CALHM6 CCL21 CELSR1 CEP19 CMKLR2 CXADR CYTL1 DLK2 EFCC1 EFNA5 FAM120A2P FLT4 GCOM1 GJA1 GJC2 GPM6A GPRIN1 GSK3B-DT HAND2 IL7 KBTBD11 KCTD17 KLHL14 KLHL3 KLHL4 KLKB1 LINC00920 LINC01948 LINC02133 LINC02147 MFSD4A MYL12-AS1 MYZAP NALCN NFIA-AS2 NHLRC1 NRG3 NRP2 NTS P4HA3 PARD6G PCLO PEX16 PIK3C2G PLIN5 PPFIBP1 PROX1 PTX3 RAPGEF4 RASSF9 RPL26L1-AS1 SCAMP5 SEC14L2 SFTA1P SHC1 SLC35E4 SLC39A14 SLCO5A1-AS1 SNTG2 STAB2 STAP2 TBX1 TFF3 TMEM217 TMEM63C TPMT TSPEAR UNC5A ZNF436-AS1 DESCARTES_FETAL_MUSCLE_LYMPHOID_CELLS https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/DESCARTES_FETAL_MUSCLE_LYMPHOID_CELLS A2MP1 ABCA12 ABCB1 ABCD2 ACAP1 ADGRG5 AKAP13-AS1 ANKRD53 ARL4C BCL11B BICDL1 BIVM-ERCC5 C12orf75 CARD11 CD2 CD247 CD3E CD6 CD69 CD7 CD8A CD96 CDC42EP3-AS1 CDHR1 CFAP53 CHMP4A CRTAM DOCK8-AS2 ENPP7P6 ERMP1 FGR GALNT12 GATA3 GNLY GRIK4 GZMA HDHD3 HRG-AS1 HS3ST3B1 HSH2D ICAM3 IFNG-AS1 IKZF2 IKZF3 IL18R1 IL27RA IL2RB IL2RG IL7R INTS5 IRF1-AS1 ITK KCNQ5 KIF21B KIF27 KLRB1 KLRG1 LEF1 LINC01013 LINC01592 LINC02361 LLGL2 LRRC57 LTB MAPK13 MATK MCTP2 MYB NANP NCR1 NKG7 NPM3 PARP15 PCED1B-AS1 PLAC8 PROCA1 PTPN22 PTPRCAP PYHIN1 RASGRP1 RDH14 RHOH RIPOR2 RMI2 RN7SL118P RORC RPL30P4 RUNX3 SAMD3 SCML4 SEPSECS SEPTIN1 SFI1 SH2D1A SIDT1 SKAP1 SLA2 SLC25A20 SLFN12L SNX20 SORL1 SYS1-DBNDD2 SYTL1 TBC1D10C TC2N TCF7 TESPA1 THEMIS TM7SF2 TMIGD2 TNFRSF10A TOGARAM2 TRIM14 TSPOAP1 TTC9 TXLNGY USF1 VAMP1 WDCP YES1P1 ZBTB16 ZFAND4 ZNF600 ZNF641 DESCARTES_FETAL_MUSCLE_MEGAKARYOCYTES https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/DESCARTES_FETAL_MUSCLE_MEGAKARYOCYTES ABI3 AKR7A2 ALOX12 ANKMY1 ANKRD37 ANKRD9 APBB1 APEX2 APMAP APOBEC3F ARHGAP45 ARID3B ARMCX3 ASL ASNSD1 ATE1OSP ATP2B2 ATP2C1 BICRA BIN2 BLTP3A BYSL C12orf43 C4orf33 CA2 CAMK1 CASTOR3P CAVIN2-AS1 CCPG1 CD226 CD84 CDC16 CDIPT CENPBD2P CHCHD1 CHERP CHST2 CLDN15 CLU CMTM6 CNST COL24A1 COPRS COQ10B CPXM1 CSNK1D CTSA CTTN CXXC4-AS1 DAPP1 DCLRE1A DCTN5 DCUN1D1 DENND2C DENND6B DEPP1 DGKG DNM3 DR1 DSCAML1 E2F1 ECHDC1 EFCAB13-DT EFHC2 EHD3 ELOVL7 ENDOG ENOPH1 EWSAT1 F11R F2RL3 FABP5 FAM131B-AS2 FAM234A FCGR2A FXYD5 GALNT7-DT GAS2L1 GLMN GMEB1 GNAQ GNAZ GP6 GTF2F1 GTF3C2 GTF3C6 H2AC6 HBEGF HERC2P9 HNRNPLL HTATSF1 HTR2A IGBP1 ILK IRS2 ITGA2B ITGB3 KIF2A KIFC3 KLHL6 LINC00461 LINC01003 LINC01473 LINC01762 LINC02018 LINC02977 LIPH LOXL3 LRR1 LRRC8B LTBP1 LYL1 LZIC MADD MAFG MAPKAPK3 MAX MCM6 MDM1 MED12L MEIS1 MFAP3L MGAT4B MID1IP1 MKRN1 MOSPD1 MRPL27 MRPL43 MST1R MTCP1 MTMR9 N6AMT1 NARS1 NDUFB3 NFKBIA NIP7 NMT1 NOP16 NRGN OARD1 P2RX1 P2RY1 PANK2 PATL2 PF4 PGAM1P8 PIF1 PLCXD1 PLEK PMAIP1 POC5 PPIF PPP1R15A PRKAR2B PRKCQ-AS1 PROSER2 PSAT1 PSMB10 PSME2 PTGIR PTGS1 PTPRT RAB27B RAB32 RAB38 RAP1B RAP2B RCHY1 REEP4 RGS18 RILP RIT1 RUFY1 SAMD14 SDC4 SELP SERPINE1 SERPINI1 SH3BGRL2 SIAE SIVA1 SIX2 SLC24A3 SLC2A3 SLC30A5 SLC37A1 SLC39A8 SLC50A1 SLC66A1L SLC9A1 SLFN13 SNHG30 SOCS2-AS1 SOCS3 SOD1 SORT1 SPACDR SPINT2 SPX STK24 STX11 SV2A SYTL4 TALDO1 TDP2 THBS1 TIPIN TLN1 TMCO1 TMED8 TMEM140 TMEM256 TMEM40 TMEM62 TMEM91 TOLLIP TP53RK TPTEP1 TSFM TTC9C TUBA4A TUBB1 UBE2J1 UMPS UNC13D UNC45A USB1 USP21 VCL WDR1 WDR11-DT XNDC1N XPNPEP1 XRCC2 YWHAH ZNF367 ZNF431 ZNF48 ZNF487 ZYX DESCARTES_FETAL_MUSCLE_MYELOID_CELLS https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/DESCARTES_FETAL_MUSCLE_MYELOID_CELLS ADAP2 AGR2 AIF1 ARHGAP22 ATP8B4 BLNK C1QA C1QC C2 C3AR1 C9 CABLES1 CASP1 CCDC170 CD14 CD163 CD163L1 CD1C CD200R1 CD209 CD74 CD83 CD86 CFP CHN2 CIITA CLEC7A CMKLR1 CR1 CSF1R CSF2RA CST3 CTSS CYBB CYTH4 CYTIP DNAI3 DNASE1L3 EAF2 FAM20A FCN1 FGD2 FGL1 FLT3 FMN1 FOLR2 GLIPR1 GLT1D1 GNA15 GPBAR1 HCK HLA-DMA HLA-DPA1 HLA-DPB1 HLA-DQA1 HLA-DQB1 HLA-DRA HLA-DRB1 HLA-DRB6 HMOX1 HPGDS HRH1 IGSF6 IL10RA IRF5 IRF8 ITGAM JAML KCNE1 KYNU LACC1 LHCGR LILRB5 LINC00278 LINC00671 LINC01503 LINC01725 LINC02649 LINC03070 LY75 LY86 LYZ MCOLN2 MERTK MFSD13A MIR155HG MKNK1 MNDA MS4A4A MS4A4E MS4A6A MS4A7 NAPSB NCF2 NCF4 NFAM1 NOXA1 P2RY13 P2RY6 PIPOX PLA2G7 PLB1 PLD4 RASGRP4 RBM47 RBPJ RENBP RGL1 RPH3AL-AS1 RTN1 S100A9 SEMA4A SIGLEC1 SIGLEC11 SIRPB2 SLC7A8 SMIM35 SPI1 SPP1 ST18 TEC TLR1 TLR2 TLR6 TRPM2 UNC93B1 VSIG4 WWP1 ZEB2-AS1 ZNF710 DESCARTES_FETAL_MUSCLE_SATELLITE_CELLS https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/DESCARTES_FETAL_MUSCLE_SATELLITE_CELLS ADAMTS16-DT ADGRA1 AMH ANKRD18B BNC1 C1QTNF3 CADM2 CALN1 CCDC162P CCER2 CELA2B CHRDL2 CLCN5 CNGA3 EDN3 ENPP7P10 ERFE FGFR4 GALNT14 GCK GDPD4 GRIA4 GSG1L KRT40 LINC01111 LINC01121 LINC01224 LINC01994 LINC02367 LINC02821 LMF1-AS1 LRRTM3 MAGEC3 MAPK15 MEGF10 MT1M MYEOV MYF5 NEU4 NPY NTN4 NXPH2 OPRD1 OTOF PAX7 PITX3 POU4F1 RGR RN7SL37P RNU6-1327P RNY4P34 RPS3AP25 SOX9 SPATA13 SPATS2L TACR3 TSPAN12 USP44 DESCARTES_FETAL_MUSCLE_SCHWANN_CELLS https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/DESCARTES_FETAL_MUSCLE_SCHWANN_CELLS ADAM23 ADGRB3 ALCAM ANO3 ANO4 ASPA ATP10B B3GAT1 BCAN BEND6 BMP8B BRSK2 C10orf82 C10orf90 C2orf72 CADM1 CADM4 CDH1 CDH19 CDH2 CHL1 CHST9 CNP COL20A1 CPXM2 CSMD3 CTXND1 DHH DPP10 DST ENSG00000264845 EPHA5 FAM78B FLRT1 FLRT3 FMN2 FOXD3 FRMD5 FSTL5 GABRA2 GFRA3 GINS3 GLDN GRB14 GRID2 GRIK2 GRIK3 HMGA2-AS1 HSPA12A IGSF9B INSC ITGB8 KCNC2 KCNH5 KCNH8 KCTD8 KIAA1755 KIRREL3 L1CAM LINC01505 LINC01608 LRP1B LRRTM1 LRRTM4 MAG MAL MAP3K4-AS1 MDGA2 MEGF9 METRN MIR3659HG MMD2 MOXD1 MPZ NKAIN3 OPCML PARD6B PCSK2 PLEKHA4 PLEKHB1 PLLP PLP1 PMP2 PMP22 POU3F1 PP7080 PPP1R1C PPP2R2B PRIMA1 PRSS27 PRX PTPRZ1 RAB36 RDH10 S100B SEMA3B SFRP5 SLITRK2 SMN2 SORCS1 SOX10 SOX2 STK32A TAFA5 TENM3 TENM3-AS1 TFAP2A TMEM132B TMEM178B TMEM92 TMPRSS5 TRPV3 TSBP1 TTYH1 UGT8 XKR4 ZNF804B DESCARTES_FETAL_MUSCLE_SKELETAL_MUSCLE_CELLS https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/DESCARTES_FETAL_MUSCLE_SKELETAL_MUSCLE_CELLS ABRA ACTA1 ACTC1 ACTN2 ACTN3 ADCY2 ADPRHL1 AGL AK1 ANKRD1 ARHGAP36 ARX ASB10 ASB12 ASB15 ASB15-AS1 ASB18 ASB4 ASB5 ASIC4-AS1 ATP1B4 ATP2A1 BIN1 C10orf71 C14orf180 C19orf81 C1orf105 C21orf62 C3orf52 C7orf33 CA14 CA3 CA3-AS1 CACNA1S CACNB1 CACNG1 CACNG6 CAMK2A CAPN1-AS1 CAPN3 CARNS1 CASC18 CASQ1 CAV3 CAVIN4 CCDC54-AS1 CCNB3 CDHR5 CFL2 CKM CKMT2 CLDN10 CLDN9 CMYA5 COL22A1 CXCL13 CYP2J2 DDN DES DHRS7C DNAJC5B DPYSL5 EEF1A2 ENO3 ENSG00000222095 ENSG00000234352 ENSG00000250041 ENSG00000251574 ENSG00000259754 ENSG00000268650 FAM230G FAM47E-STBD1 FAM81B FBP2 FBXO40 FER1L5 FGF6 FGFRL1 FHL1 FOLR1 GAD3P GADL1 GJD2 GJD2-DT GJD4 GPD1 GPR37 GSG1 HCN1 HJV HOMER3-AS1 HOPX HRAT17 HSPB2 HSPB3 HSPB6 HSPB8 IGFL4 IL17B IL20RA ITGB1BP2 JPH1 KBTBD13 KCNA7 KCNJ5-AS1 KCNJ6 KCNK17 KCNQ4 KLF5 KLHL30 KLHL31 KLHL40 KLHL41 KRT80 LANCL1-AS1 LCN8 LDB3 LDHD LINC00382 LINC00457 LINC00499 LINC00570 LINC00578 LINC00595 LINC01124 LINC01201 LINC01208 LINC01209 LINC01497 LINC01854 LINC01885 LINC01982 LINC01996 LINC02254 LINC02421 LINC02523 LINP1 LMOD3 LRRC38 LRRC46 LRRC56 LRTM1 LTK MAFA MAP4K1-AS1 MAPK4 MB MEG9 METTL21C MGC27382 MIR133A1HG MLIP-AS1 MRLN MYADML2 MYBPC1 MYBPC2 MYBPH MYH2 MYH3 MYH8 MYL1 MYL11 MYL4 MYL5 MYOM3 MYOM3-AS1 MYOZ1 MYOZ2 MYPN NEB NEFM NMRK2 NNAT NRAP NT5ELP OBSCN ONECUT2 PACSIN3 PDE4DIPP1 PFKM PGAM2 PGPEP1L PHKG1 PHOSPHO1 PIEZO1P2 PLAAT1 PLEKHG7 PPDPFL PPP1R27 PPP1R3B-DT PPP1R3C PRKAA2 PRKAG3 PRR16 PRR32 PRSS56 PTGFR PVALB RBM38-AS1 RPL32P13 RPL3L RPL7P3 RPRM RPS7P8 RRAGD SGCG SHISA2 SLC24A2 SLC5A1 SLC8A3 SLC9A2 SLN SMPX SMTNL1 SMTNL2 SMYD1 SNAI3 SP5 SPAG6 SPHKAP SRL SRPK3 STPG2-AS1 SYNPO2L SYPL2 TCEAL7 TECRL TMEM182 TMEM38A TMEM52 TNNC2 TNNI1 TNNI2 TNNT2 TNNT3 TNPO1-DT TPM1 TPM2 TRDN-AS1 TRIM54 TRIM55 TRIM63 TRIM7 TTC39A TTN TTN-AS1 TXLNB UFL1-AS1 UGT3A1 UNC45B VAX2 VMO1 VWA5A WFDC21P WNT4 XIRP1 DESCARTES_FETAL_MUSCLE_SMOOTH_MUSCLE_CELLS https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/DESCARTES_FETAL_MUSCLE_SMOOTH_MUSCLE_CELLS ABCC9 ACTA2 ACTA2-AS1 ACTG2 ADCY5 ADORA2B ADRA1D ANGPT2 ANKRD20A11P ANO1 AOC3 B4GALNT1 BCAS3-AS1 BMP5 C1QTNF7-AS1 CABP1 CACNA1C CACNA1C-IT3 CARMN CCDC3 CCN4 CORIN COX4I2 DAAM2 EDNRA EEF1DP3 ENPEP ENTPD3 FAM162B FHL5 FOXS1 FRK GPC6 GPR176 GUCY1A2 ITGA11 KCNA5 KCNAB1 KIAA1549L LAMC3 LEFTY2 LINC00702 LINC02237 LINGO1 MAPT MYH11 MYO1B-AS1 NDUFA4L2 NKD2 NMUR2 NRIP2 OR51E1 OR51E2 P2RX3 PAWR PDE1B PDGFRB PLCL1 PLN RAB3B RASL12 RBPMS2 RCAN2 RERG RGS5 RRAD SEMA5B SEPTIN4-AS1 SLC38A11 SLC6A1 SLC7A11 SLIT3 STEAP4 SULT1E1 TAGLN TEX41 TMC4 TMEM74B TRPC4 WDR72 DESCARTES_FETAL_MUSCLE_STROMAL_CELLS https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/DESCARTES_FETAL_MUSCLE_STROMAL_CELLS ABCC6P1 ACKR4 ANGPTL1 ANOS1 ARSJ ASPN B3GALT1-AS1 C1QTNF12 C1R C1S CACNA1G CBLN3 CCBE1 CCK CDH18 CERS3-AS1 CILP CLCA4-AS1 CNTFR CNTNAP4 COL12A1 COL1A1 COL1A2 COL3A1 COL6A6 COL8A2 COLGALT2 CTSK CXCL14 DCAF12L1 DCN DIO3 DIRC1 DKK2 DNASE1L2 DPT EGFL6 ENSG00000248515 ENSG00000248540 FAIM2 FBLN1 FGF18 FGF19 FNDC1 FNDC1-AS1 FNDC1-IT1 GDF6 GREM1 IGFBP6 ISLR ITM2A ITPRID1 KCNA1 KCNIP1-OT1 KDELR3 LINC00645 LINC01133 LINC01139 LINC01684 LINC02234 LINC02323 LINC02364 LINC02893 LMO7DN LMO7DN-IT1 LMX1A LRRK2-DT LUM LVRN MAL2-AS1 MFAP5 MGP MIR1245A MRC2 OGN OSR1 PCOLCE PDGFRA PDGFRL PHEX PI15 PI16 PLPPR5 POSTN PTCHD1 RSPO3 RTL3 SCARA5 SHISA3 SHISA6 SHOX2 SLC28A1 SMOC2 SPON2 TMEM119 TMEM26 TNXB WNT10B WSCD2 XPNPEP2 DESCARTES_FETAL_MUSCLE_VASCULAR_ENDOTHELIAL_CELLS https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/DESCARTES_FETAL_MUSCLE_VASCULAR_ENDOTHELIAL_CELLS ACKR1 ADAMTS18 ADGRL4 ANO2 APLN AVPR2 BTNL9 C1QTNF9 C1orf115 C2CD4B CA4 CCM2L CD300LG CD93 CLIC5 CYYR1 CYYR1-AS1 DLL4 EFCAB14 EGLN1 ENSG00000233251 ENSG00000233461 ESM1 EYS F2RL2 FAM124B FAM167B FLT1 GFRAL GRASLND GRIA2 GRIN2A IL33 INMT KITLG LIMASI LINC01362 LINC01695 LINC01697 LIPE LY86-AS1 MADCAM1 MAPK11 MMRN2 NOS2 NOS3 NOSTRIN NOTCH4 NOX4 NRN1 PLVAP PRCP PRND PRR29 PRSS51 PTPRM PTPRR RAB3C RAMP3 RAPGEF5 RBP7 SELE SLC5A4 SLC9C1 SOX17 SOX7 SPNS2 TAFA2 TM4SF1 TM4SF18-AS1 TMC1 TMEM150C TMEM255B TMEM88 TPO VEGFC DESCARTES_FETAL_PANCREAS_ACINAR_CELLS https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/DESCARTES_FETAL_PANCREAS_ACINAR_CELLS ABCC6P1 ADAM7-AS2 AKR7A3 AKR7L ALB AMBP APOB AQP12A AQP8 BCL2L15 C12orf71 CBS CCKAR CCKBR CEL CELA2A CELA3A CELA3B CELP CLPS CLPSL1 CNPY1 CPA1 CPA2 CPB1 CTRB1 CTRB2 CTRC CUZD1 DPEP1 ENSG00000243620 ENSG00000259203 ERP27 FABP1 FAM87A FBXO2 FREM2-AS1 GATM GP2 GSTA1 HTR1E IL17C IL22RA1 KCNE5 KLB KLK1 LHB LINC02472 LINC02477 LOC100506281 LYPLAL1-AS1 MEP1A MIOS-DT MT1E MT1G MT1H MT1HL1 MT1M MT1X MT2A MYMX NCCRP1 OPN4 PLA2G1B PNLIP PNLIPRP1 POMC PRR15 PRR35 PRSS1 PRSS16 PRSS3P1 PTCHD3 PTF1A RBPJL REG1A REG1B REG3G REG4 RNF186 RPL7AP63 RTL1 SEL1L SERPINI2 SLC16A12 SLC39A5 SPINK1 SPX STEAP1 SYCN TMED11P DESCARTES_FETAL_PANCREAS_CCL19_CCL21_POSITIVE_CELLS https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/DESCARTES_FETAL_PANCREAS_CCL19_CCL21_POSITIVE_CELLS AARD ADAMDEC1 ADGRF1 ADM2 ALPK2 APOE C1GALT1C1L C1S CCL19 CCL21 CDX1 CILP2 COL6A5 COL7A1 CSF1 CXCL12 CXCL13 CXCL14 CYP51A1P2 DAZL EIF5-DT ENSG00000226706 FDCSP FGF11 FMO6P FNDC1-AS1 GAL3ST3 GRIN2B HOXC9 HS3ST6 HTD2 IGFN1 KPNA2P2 LGI2 LINC01686 LINC02196 LINC02350 LPAL2 LRRC37A17P MINCR MIR3677HG MSC MYBPC2 NPFFR1 OCA2 OLA1P1 PCDH11X PCDH11Y PGF PI15 PJVK PRPS2 PTGDS PTGER1 RPL27P6 SHISA3 SLC22A3 SLC26A7 SNORD116-30 SPIC TNC TNFRSF11B TNFSF11 TPBGL UBD VCAM1 WDR97 DESCARTES_FETAL_PANCREAS_DUCTAL_CELLS https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/DESCARTES_FETAL_PANCREAS_DUCTAL_CELLS A4GNT ACSM3 ADAMTS16 ADAMTS16-DT ADORA1 AGR3 ANO3 ANXA13 ANXA4 ANXA9 ATP12A ATP13A4 ATP1A1 ATP1B1 BAAT C6 CA4 CALB1 CALHM3 CAPS CCDC198 CDX2 CFAP221 CFTR CLCNKB CLDN10 CLDN9 DCDC2 DEFB1 DEGS2 EHF ELF3 ENSG00000226733 ENSG00000227885 ENSG00000231119 F2RL1 FAM245A FAM86FP FGFR2 FGFR3 FOLR1 FOXA1 FUT3 FUT6 GADL1 GFAP GMNN GREP1 GS1-24F4.2 HABP2 HKDC1 HMGA2-AS1 HOGA1 IFFO2 KCNJ15 KCNJ16 KLHDC7A KRT4 LAD1 LAMA1 LCIIAR LEFTY1 LHFPL3-AS2 LINC00379 LINC01152 LINC01186 LINC01659 LINC01836 LINC02343 LINC02532 LYPD6B MMP7 MTND3P10 MUC20 NCMAP NECTIN4 NEURL1-AS1 NEURL3 NRTN NUAK2 OGDHL OLFM4 PAQR5 PART1 PKHD1 PLD1 PLPP2 POU5F1 PPARGC1A PPP1R1B PRKAR1B-AS2 PRSS22 PTPRU RHOV RHPN1-AS1 RNA5SP301 RNU6-287P ROCR S100A14 SALL4 SCNN1A SCTR SDC1 SELENOV SFRP5 SHANK2 SLC17A4 SLC22A8 SLC34A2 SLC3A1 SLC4A4 SLC5A9 SOWAHB SPEF1 SYT8 TMEM139 TMEM229A TMEM72 TMPRSS3 TRPV6 TTYH1 UGT2A3 UGT2B15 UPK1A UPK1B VEPH1 VGLL1 VTCN1 WNK2 DESCARTES_FETAL_PANCREAS_ENS_GLIA https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/DESCARTES_FETAL_PANCREAS_ENS_GLIA ADAM23 ARHGEF26 ASPA AZGP1 B3GALT2 BCAN CDH19 CMTM5 CNP COL20A1 COL25A1 COL28A1 CRYM DCT DEPDC7 ERBB3 FAM181B FOXD3 FOXD3-AS1 GFRA1 GINS3 GJC3 GPR12 GPR17 GPR83 GRIK3 HCRTR1 HS3ST4 INSC LGI4 LINC00648 LINC01198 LINC01505 LINC02024 LINC02082 LINC02300 MDGA2 MEGF10 MIA MMD2 MPZ MYOT NKAIN2 NKAIN3 NLGN3 OLFML2A PAPPA-AS1 PAQR6 PLAC9P1 PLP1 PMP2 POLR3G PRIMA1 PRNP PTPRZ1 RASGEF1C RBMS3-AS3 RPL13AP2 S100B SDK2 SHC4 SLC16A4 SOX10 SOX2 SOX2-OT ST3GAL6-AS1 ST8SIA5 SYNPR TAC1 TFAP2A TSPAN11 VSTM2B-DT WNT16 ZMYM4-AS1 DESCARTES_FETAL_PANCREAS_ENS_NEURONS https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/DESCARTES_FETAL_PANCREAS_ENS_NEURONS ABCA12 AKAP6 AMER2 ANK2 APC2 ARHGDIG ASTN2 ATCAY ATP1A3 ATP2B3 BCAN-AS1 BUB3 CACNA1E CADM3-AS1 CARTPT CCDC171 CDH9 CHAT CHD5 CHRNA3 CHRNA7 CLVS2 CNGB1 CNR1 CNTNAP2 CRABP1 CTXN2 DBH DLL3 DLX3 DLX5 DLX6 DLX6-AS1 DNER DOC2A DPYSL3 DPYSL5 DRAXIN DSCAM EIF1P6 ELAVL3 ELAVL4 EML5 ENO2 ENSG00000214803 ENSG00000250781 EPO FAM131B FAM163A FGF13 FSD1 FTH1P16 GAL GAP43 GCNT2P1 GNG3 GPR22 GPRIN1 GRIN1 GRP GULOP HCN1 HECW1 HMX2 HRH3 INA ISLR2 JAKMIP1 JPH3 KCNIP4 KCNK15-AS1 KIAA0408 KIF5A LHFPL3 LINC01587 LINC02691 LINC02986 LINC03047 LIX1 MAP1B MDP1 MED12L MIAT MIR137HG MIR186 MKX MLLT11 MYH15 NBAT1 NEFH NNAT NOS1 NPY NPY2R NRG1 NRG1-IT1 NRSN1 NSG2 NUDT10 OLFM1 OLFM3 OPRD1 OPRM1 PCBP3 PCDH10 PCDH15 PCDHB2 PENK PHACTR3 PHOX2A PHOX2B-AS1 PIRT PKP1 PLPPR3 PRPH PTPRR PUS1-AS1 RAB6B RET RGMB RIMS1 RIMS3 RIMS4 RPL21P2 RPL24P4 SCN2A SEMA3E SLC10A4 SLC18A3 SLC6A15 SLCO5A1-AS1 SLCO6A1 SMIM28 SOGA3 SPIN2B SRRM4 STMN2 STMN4 SULT4A1 SYNGR3 SYT1 SYT9 TLCD3B TLX2 TMC3 TMC3-AS1 TMEM151B TMEM35A TMEM59L TRIM67 TROAP-AS1 TTBK1 TTC9B TUBA1A TUBB2A TUBB2B TUBB3 TUBB4A UCHL1 UNC5C VAT1L VIP VIRMA-DT WFIKKN2 ZNF843 DESCARTES_FETAL_PANCREAS_ERYTHROBLASTS https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/DESCARTES_FETAL_PANCREAS_ERYTHROBLASTS ABCB10 ABCB6 ABCC13 ACSL6 AHSP ALAD ALAS2 ANK1 ANKLE1 ANKRD9 ART4 BLVRB BPGM BTNL10P C17orf99 C9orf40 CAT CCNE1 CDC25A CDC27 CPOX CTSE CYP4A22-AS1 DCAF12 E2F2 EIF2AK1 EIF5AP2 ENSG00000189316 ENSG00000255367 ENSG00000260592 EPB42 EPOR ERMAP ESPN FAM104A FAM117A FECH FLACC1 GALNT5 GATA1 GCLC GFI1B GKN2 GLRX5 GMPR GYPA GYPB GYPE H2AC4 H3C3 HBA1 HBA2 HBB HBBP1 HBE1 HBG1 HBG2 HBM HBQ1 HBZ HBZP1 HEMGN HMBS HMGN1P8 HMMR ICAM4 IFIT1B KEL KLF1 KRT1 LINC01399 LINC02506 MAP2K3 MFSD2B MYL4 MYO18B NFE2 NRIR OR2W3 OSBP2 PAQR9 PHOSPHO1 PIP5K1B PKLR PLEK2 PRDX2 RFESD RGS6 RHAG RHCE RHD RIPOR3 RNF224 RRM2 SCARNA22 SEC14L4 SLC14A1 SLC22A16 SLC22A4 SLC25A21 SLC25A37 SLC25A39 SLC2A1 SLC38A5 SLC4A1 SLFN14 SMIM1 SNCA SNORD3A SNX22 SPTA1 SPTB STAM STEAP3 STYK1 TAL1 TANGO2 TDH TF TFDP1 TFR2 TFRC TLCD4 TLCD4-RWDD3 TMCC2 TRAK2 TRIM10 TRIM58 TSPAN32 TSPO2 UBAC1 UBE2O UROD UROS XK XPO7 YOD1 YPEL4 DESCARTES_FETAL_PANCREAS_ISLET_ENDOCRINE_CELLS https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/DESCARTES_FETAL_PANCREAS_ISLET_ENDOCRINE_CELLS ABCC8 ACVR1C ADGRA1 AMN ARX ASB9 ASIC2 BAIAP3 BTBD17 C1orf127 C22orf42 CACNA1A CALCR CDC42EP3-AS1 CEP126 CERKL CHGA CHRND CIBAR2 CLDN18 CLTRN CNGA3 CRH CROCC2 CRYBA2 DCDC1 DDC DEUP1 DIRC3-AS1 DNAH5 DUSP9 ECEL1 EDN3 EGR4 ELAPOR1 ELFN2 ENO1P1 ENSG00000236154 ENSG00000253726 ENSG00000259881 ENSG00000271860 EPHA8 ERO1B EYA2 FAM135B FEV FFAR4 FTCD G6PC2 GAD2 GCG GCK GHRL GIPR GJD2 GJD2-DT GLRA3 GPC5-AS1 GPD1 GPR158 GRHL3 GRIA3 GRM4 HADH HEPACAM2 HHATL HISLA HTR1F IAPP IGFBPL1 INS INS-IGF2 IRX2 IRX2-DT ISL1 ISX KCNH6 KCNJ3 KCNJ6 KCNK16 KCNMA1 KCNMB2 KHDRBS2-OT1 KLHL32 KLK12 LHX4 LINC00616 LINC00907 LINC01014 LINC01195 LINC01484 LINC01548 LINC01574 LINC01586 LINC01885 LINC01886 LINC01976 LINC02131 LINC02197 MAB21L4 MAFA MAN1A2P1 MINDY2-DT MIR7-3HG MLXIPL MS4A8 MUC5B MYREM NAMA NECAB2 NEUROD1 NEUROD2 NEUROG3 NKX2-2 NKX2-2-AS1 NKX6-3 NOL4 NOL4L-DT NR0B1 PAX4 PAX6 PCSK1 PCSK2 PHGR1 PLCXD3 PLPPR1 PPP1R14C PPP1R1A PPY PROC PTPRN PTPRN2 PYY QPCT RAB26 RBP4 RFX6 RGS4 RGS7 RIPPLY3 RN7SL164P RPL36P6 SCGB2A1 SERPINA10 SERTAD4BP SHISAL2B SLC17A6 SLC22A14 SLC26A4-AS1 SLC30A8 SLC35F4 SLC45A2 SLC6A4 SMIM32 SST SSTR5-AS1 ST18 ST6GALNAC5 STXBP5L SYNDIG1L SYNGR4 TMEM190 TMEM61 TMPRSS6 TPD52 TRPC7-AS1 TRPM5 TSPAN1 TTC39A-AS1 TTR TUNAR UCN3 VWA5B2 DESCARTES_FETAL_PANCREAS_LYMPHATIC_ENDOTHELIAL_CELLS https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/DESCARTES_FETAL_PANCREAS_LYMPHATIC_ENDOTHELIAL_CELLS ABCA4 ADD3-AS1 ANO9 BMP6 BMPER C20orf204 CACNA2D1-AS1 CCL20 CEMIP CTHRC1 CXCL5 DDX59-AS1 DHODH ELMOD1 ENSG00000223786 ENSG00000255240 ENTREP1 F8 FLNC-AS1 FOXC2 FZD10 GABRP GNA14-AS1 GPM6A GPR182 HOXD10 IL5RA INO80C IRX3 KCNJ2-AS1 KRT18P55 LINC00636 LINC01252 LINC02147 LRRC69 MMRN1 MPP7 MYCBPAP NFATC1 NRG3 NTS P3H2-AS1 PARD6G PDF PGM5 PTGS2 RALGAPA2 RASSF9 RNU1-109P RPAP3-DT RPS15AP10 RPS26P43 RPS7P4 RSF1-IT1 SLC30A3 STAB2 STON2 TBX1 TFPI TLL1 TNFAIP8L3 TNFRSF11A TNFRSF9 TRIM54 TRMT9B VPS26BP1 DESCARTES_FETAL_PANCREAS_LYMPHOID_CELLS https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/DESCARTES_FETAL_PANCREAS_LYMPHOID_CELLS ANKRD44-AS1 AOX2P AOX3P BACH2 BCL11B BLK BTLA CACNA1C-AS2 CCL22 CCR4 CCR7 CCR9 CD160 CD19 CD2 CD22 CD247 CD27 CD3D CD3E CD3G CD40LG CD5 CD6 CD69 CD72 CD79A CD79B CD8A CD8B CD96 CHI3L2 CHRM3-AS2 CLECL1P CPA5 CRTAM CST7 CTSW CXorf65 CYMP DENND2D DGKA DNTT ENSG00000179253 ENSG00000224610 ENSG00000236935 ENSG00000258572 ENSG00000267568 EOMES EPHA1-AS1 ERVH48-1 FASLG FCMR FCRL1 FCRL2 FCRL3 FCRLA FOXP3 GATA3 GNLY GPA33 GPR171 GPR174 GPR18 GZMA GZMH GZMK GZMM HECW2-AS1 ICOS IFNG IGHD IGHM IGHV1OR15-1 IGLC2 IGLC3 IGLL1 IKZF3 IL1RL1 IL24 IL2RA IL2RB ITK KLRB1 KLRC3 KLRC4 KLRC4-KLRK1 KLRF1 KLRK1 KRT2 KRT73 KRT73-AS1 LAIR2 LAT LAX1 LCK LCN6 LEF1 LEF1-AS1 LINC00426 LINC00861 LINC01222 LINC01871 LINC01891 LINC01934 LINC02273 LINC02325 LINC02397 LINC02422 LINC02520 MATK MIR3142HG MS4A1 NCR3 NKG7 NPM1P7 NT5C3AP2 OXNAD1 P2RX5 P2RY10 PARP11-AS1 PASK PAX5 PDCD1 POU2AF1 PRF1 PTPRCAP PVRIG PYHIN1 RAG1 RAG2 RHOH RTP5 SCML4 SEPTIN1 SH2D1A SH2D2A SHISAL2A SIRPG SIT1 SKAP1 TBC1D10C TBX21 TCF7 TCL1A TCL6 TERT TESPA1 THEMIS TIGIT TNFRSF13B TRAT1 TRAV4 TRAV6 TRBC2 TRGC1 TTC16 TTC24 UMODL1 UTS2 VPREB1 VPREB3 VSIG1 XCL1 XCL2 ZAP70 ZNF215 DESCARTES_FETAL_PANCREAS_MESOTHELIAL_CELLS https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/DESCARTES_FETAL_PANCREAS_MESOTHELIAL_CELLS ADGRD1 ALDH1A2 ALOX15 AOX1 ATP7B BDKRB1 BNC1 BRINP2 C19orf33 CCBE1 CELF2-AS2 CFB CHAC1 CLDN1 CLDN15 CLIC5 COL11A1 COL8A1 CPA4 CRB2 EXTL1 FAM13A-AS1 FGF1 GAS1 GFPT2 GNGT1 GPRC5A GRIN3A GSDME HAS1 INMT ITPKC KLF5 KLK10 KLK11 KLK5 LINC00922 LINC01258 LINC01606 LINC02232 LINC02360 LINC02643 LINC03092 LRP2 LRP8-DT LRRN4 MSLN MT1A MUC16 MYRF NEK5 NFATC2 OTOGL PLA2G10 PLA2G2A PPP2R2C PTPRQ RAET1E RARRES1 ROR1-AS1 RPL21P21 RPRM RSPO1 SCEL SERTAD4-AS1 SERTM1 SGSM3-AS1 SI SILC1 SLAIN1 SMTNL2 SPHKAP TFPI2 TGM1 TMEM151A TNNT1 UPK3B VTN WNT2B WT1 DESCARTES_FETAL_PANCREAS_MYELOID_CELLS https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/DESCARTES_FETAL_PANCREAS_MYELOID_CELLS ABCA13 ADAM28 ADGRE2 AGR2 AQP9 ARL5C ASGR2 ATP8B4 BATF3 BCL2A1 C19orf38 C1QA C1QB C1QC C1orf162 C3AR1 C5AR1 CAMP CARD9 CCDC170 CCDC26 CCR1 CCR2 CCR5 CD14 CD163 CD163L1 CD1D CD209 CD300C CD300E CD300LB CD300LF CD33 CD68 CD83 CD86 CEACAM4 CFP CLEC10A CLEC12A CLEC4A CLEC4C CLEC5A CLEC7A CLEC9A CLNK COL4A3 CPVL CSF1R CSF2RA CSF3R CSTA CTSZ CX3CR1 CXCL8 CXCR2P1 CYBB DEFA3 ENAM ENSG00000230709 F13A1 FAM221B FCAR FCER1G FCGR1A FCGR2A FCN1 FGD2 FGL2 FGR FLT3 FMN1 FOLR2 FPR1 FPR3 GNA15 GPR141 GPR34 GPR35 GPR82 GZMB HCAR3 HCK HELZ-AS1 HK3 HLA-DPA1 HLA-DQA1 HLA-DQB1 HLA-DQB2 HLA-DRB1 HLA-DRB5 HLA-DRB6 HLA-DRB9 HMGN1P15 HMOX1 HPGDS HRH1 IDO1 IFI30 IGSF6 IL10 IL1B IL1R2 IL1RN IRF5 ITGAM ITGAX JAML JCHAIN KCNE1 KCNK13 KYNU LGALS12 LGMN LILRA1 LILRA4 LILRA5 LILRA6 LILRB1 LILRB2 LILRB3 LILRB4 LILRB5 LINC00299 LINC00892 LINC00996 LINC01478 LINC02132 LINC02908 LINC03070 LINGO4 LIPN LRRC25 LST1 LUCAT1 LYZ MCOLN2 MEFV MICOS10-DT MILR1 MIR3945HG MNDA MPEG1 MPO MS4A14 MS4A4A MS4A4E MS4A6A MS4A7 MSR1 MYO1F NAPSB NCF1 NCF2 NFAM1 NLRC4 NLRP12 NLRP3 NME8 OGFRL1 OSCAR OSM P2RY13 P2RY6 PACSIN1 PADI2 PADI4 PILRA PLD4 PLEK PRAM1 PROK2 PRTN3 PTAFR PTCRA RASGRP4 RENBP RETN RGS18 RN7SL138P RN7SL288P RN7SL368P RNASE6 RNU4-38P RPL32P1 S100A12 S100A8 S100A9 S100Z SCIMP SCN1B SCT SIGLEC1 SIGLEC10 SIGLEC11 SIGLEC14 SIGLEC5 SIGLEC7 SIGLEC9 SIRPB1 SIRPB2 SLAMF7 SLAMF8 SLC22A20P SLC24A4 SLC31A2 SLC37A2 SLC39A13-AS1 SMIM35 SOWAHD SPI1 SPNS3 SRGN STYXL2 TASL TBXAS1 TFEC TIFAB TIMD4 TLDC2 TLR8 TNNI2 TREM1 TRPM2 TYROBP UPK3A UTF1 VENTX VNN3P VSIG4 WFDC21P WNT10B XCR1 ZNF385A DESCARTES_FETAL_PANCREAS_SMOOTH_MUSCLE_CELLS https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/DESCARTES_FETAL_PANCREAS_SMOOTH_MUSCLE_CELLS ACTA2 ACTG1P25 ACTG2 ANKRD20A11P AOC3 AOC4P AVPR1A BMP5 CARMN CASQ2 CBLN1 CCDC3 CIDEA CSPG4 DCLK3 ENSG00000225655 FAM162B FOXF2 GJC1 GPR20 HIGD1B LINC00702 LINC00989 LINC02237 LINC03056 MUSTN1 MYH11 NDUFA4L2 NPTX1 NTF3 OR51E1 OR51E2 PLN RGS5 SEPTIN4 SFN SGCA SLC6A1 THBS4 TLX1 DESCARTES_FETAL_PANCREAS_STROMAL_CELLS https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/DESCARTES_FETAL_PANCREAS_STROMAL_CELLS ABCA10 ABCA6 ABCA9 AGTR2 ANGPTL1 ANGPTL6 BHLHE22-AS1 CCL11 FMO1 LINC01819 LPAR4 LVRN MFAP5 MIR1245A MIR218-1 MMP23B NFE4 NRK NTF4 PITX1 RSU1P3 RTL3 SFRP2 SHOX2 SLC7A10 THBS2 TSGA13 DESCARTES_FETAL_PANCREAS_VASCULAR_ENDOTHELIAL_CELLS https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/DESCARTES_FETAL_PANCREAS_VASCULAR_ENDOTHELIAL_CELLS ACSM2B ADAD2 ADM5 ALPL APLN AQP7 ARHGEF15 AVPR2 BCL6B BHLHE40-AS1 BTNL9 C1QTNF9 CD109 CD320 CD34 CD93 CLEC14A CLEC3B COL13A1 COL15A1 CRYBB3 CYYR1 ENSG00000233251 ESAM ESM1 EXOC3L1 F2RL3 FAM124B FAM167B FCN3 FLT1 FOXI2 HAPLN1 HSPG2 IFI27 JAG2 JAM2 LHX6 LINC01936 MADCAM1-AS1 MALL MIR126 MMRN2 NOSTRIN NOTCH4 ODF3L2 OIT3 PCDH12 PLVAP PRND RP1L1 SCN4A SEMA6B SLC9C1 SOX17 SOX7 SPAAR SSUH2 TCF15 TCIM TM4SF18 TM4SF18-AS1 TMEM88 UPB1 VSIG2 DESCARTES_FETAL_PLACENTA_AFP_ALB_POSITIVE_CELLS https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/DESCARTES_FETAL_PLACENTA_AFP_ALB_POSITIVE_CELLS A1CF ABCB11 ABCC2 ABCC6 ACADSB ACY1 ADAMTS16 ADH1A ADH4 ADH6 AFP AGT AGXT AHSG AHSP AK4 AKR1C2 AKR1C3 ALB ALDH4A1 ALDH6A1 ALDOB AMBP AMN ANGPTL3 APOA1 APOA2 APOB APOC3 APOH APOM ARG1 ASGR1 ASGR2 ASS1 ATF5 BAAT BCHE BDH1 BEX1 BHMT C4BPB C5 C8A CBS CD302 COL2A1 CPB2 CPS1 CYP39A1 CYP3A7 CYP4A11 CYP4F3 CYP8B1 DDC DGAT2 DHCR24 DHCR7 DIO1 DOCK7-DT DPYS EPPK1 ERP27 ESPN F12 F13B F2 FABP1 FGA FGB FGFR4 FGG FLRT3 FMO5 FTCD FZD5 G6PC1 GC GLS2 GOLT1A GPAM GPER1 GSTA1 GSTZ1 HBM HISLA HJV HMGCS2 HPX HRG HRG-AS1 HSD17B11 IDI1 ITIH1 ITIH2 ITIH3 KLB KLHL31 KNG1 LINC02027 LINC02301 LIPC LRG1 MASP2 MAT1A MEP1A MIR9-1HG MLXIPL MMAB MPST MSI1 MSMO1 MST1 MT1E MT1F MT1G MT1H MT1X MT2A NAT1 NBEAP1 PAH PAQR9 PBLD PEBP1 PGRMC1 PHYH PIK3C2G PLG PNPLA3 PRAP1 PRG4 PRODH2 PROX1 RBP4 REEP6 RIDA SARDH SCD SEMA4G SERPINA1 SERPINA10 SERPINA4 SERPINA5 SERPINA6 SERPINC1 SERPIND1 SERPINF2 SIRT4 SLC13A5 SLC2A2 SLC30A10 SLC37A4 SLC38A3 SLC38A4 SLC39A5 SLCO1B1 SLCO1B3 SMLR1 SOAT2 SPRYD4 STEAP2-AS1 TDO2 TENM1 TF TFR2 TM4SF4 TM7SF2 TMEM97 TMPRSS6 TTR UGT2B4 VTN XPNPEP2 DESCARTES_FETAL_PLACENTA_EXTRAVILLOUS_TROPHOBLASTS https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/DESCARTES_FETAL_PLACENTA_EXTRAVILLOUS_TROPHOBLASTS AADACL3 AOC1 ASAP3 ASCL2 ASPSCR1 BEST3 CCNE1 CERCAM CILP2 CLDN19 COL17A1 DAW1 DEPDC7 DIO2 EGFR-AS1 FAM43B FAT2 FN1 FSTL1 FSTL3 GKN1 GPR146 GPR78 HEXB HLA-G HSPG2 HTRA1 HTRA4 IGFL2-AS1 ISM2 ITM2B KCNJ15 KCNK12 KISS1R KLRG2 KRT16P6 LAIR2 LDLRAD2 LINC00330 LINC01819 LVRN LY6D LY6K MAG MMP12 MYCN MYCNOS MYCNUT NOG NOS2 NOTUM PDE6H POMC PRG2 PTGES PTPRF PTPRQ PYCR1 QSOX1 RN7SL810P RNF223 RTN4RL2 SEMA4C SLC17A8 SOWAHD STAB2 SYT8 TAC3 TNFSF10 TNNI2 WFDC3 DESCARTES_FETAL_PLACENTA_IGFBP1_DKK1_POSITIVE_CELLS https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/DESCARTES_FETAL_PLACENTA_IGFBP1_DKK1_POSITIVE_CELLS ADAMTS4 ADAMTS8 ADGRG2 ADRA2C ALDH1A3 AOX1 APOD BRINP2 C11orf96 C1R CAB39L CACNB2 CD248 CD82 CFD CHI3L2 CHRD CHRDL1 CILP CNR1 COL4A4 COX7A1 CPXM1 CRLF1 CTSK CYP1B1 DIRAS2 DKK1 DPP6 DPYD-AS1 ENTPD3 FAM131B-AS2 FOXL2 GALNT13 GAS1 GGT5 GLB1L2 GPR176 GRIA3 HEPH HOXD10 HSD11B1 HSPB6 HTR2B IGFBP1 IGFBP2 IGFBP4 IGFBP5 IGFBP6 IGSF10 IL1A IL1RL1 ING1 ISLR KCND2 LEFTY2 LETR1 LGALS1 LINC00707 LINC01435 LRRC15 LRRN4CL LUM MAOB MAP3K4-AS1 MEDAG MEGF10 MELTF MFGE8 MOV10L1 MXRA8 NDP NPR3 NR1D1 NTRK1 OMD OSGIN2 OSR2 P4HA3 PARM1 PCSK1 PEMT PGR PHYHIP PLAC9P1 PLPP1 POLR1F PRL PROK1 PRR15 RAMP1 RBP1 RGS17 RGS2 RORB RORB-AS1 ROS1 S100A3 SCARA5 SDC3 SHISAL1 SPOCK1 SSC5D STAC2 SULF2 TEX26-AS1 THY1 TIMP1 TMEM132C TMEM45A TNFRSF8 TRPC4 WDR86-AS1 WNT4 WNT5A WT1 WT1-AS DESCARTES_FETAL_PLACENTA_LYMPHOID_CELLS https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/DESCARTES_FETAL_PLACENTA_LYMPHOID_CELLS ADGRG3 ADGRG5 AKNA ALOX5AP ANKRD20A9P ANKRD36BP2 APOBEC3D BCL11B CAMK4 CARD11 CARMIL2 CD2 CD244 CD247 CD27 CD38 CD3D CD3E CD3G CD5 CD52 CD6 CD69 CD7 CD79A CD79B CD8A CD96 CDHR1 CDKN2A CEP55 CLDND2 CRTAM CST7 CTSW CXCR3 DAPK2 DENND1C DTHD1 ENAM EOMES FBXO43 FCRL5 GIPR GNLY GNPTAB GZMA GZMB GZMH GZMK IFNG-AS1 IGHA1 IGHG1 IGHG3 IGHG4 IGHGP IGHM IGKC IGLL5 IKZF3 IL2RG IL32 IRF4 ISG20 ITGA8 ITGAD ITGB7 ITK JCHAIN JSRP1 KCNQ5 KIF11 KLRA1P KLRB1 KLRC1 KLRC2 KLRC3 KLRC4-KLRK1 KLRG1 LAX1 LCK LINC00426 LINC00861 LINC01484 LINC01934 LINC02362 LTB MYO1G MZB1 NCR1 NKG7 NLRC3 NMUR1 NOD2 NUGGC OASL PIM2 PLCH2 POU2AF1 PRF1 PSTPIP1 PTGDR PTGIS PTPN7 PTPRCAP RASA2-IT1 RASAL3 RASGRP1 RHOH RUNX3 SAMD3 SCML4 SEPTIN1 SH2D1A SH2D1B SH2D2A SIDT1 SIRPG SLAMF6 SLFN12L STAP1 STYK1 TBC1D10C THEMIS TIGIT TMEM71 TMIGD2 TNFRSF18 TOGARAM2 TRAF3IP3 TRAF5 TRAT1 TRBC2 TRDC TRGC2 TSHR TXNDC5 VAMP1 WDR62 XCL1 XCL2 ZAP70 ZBP1 ZNF215 ZNF683 DESCARTES_FETAL_PLACENTA_MEGAKARYOCYTES https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/DESCARTES_FETAL_PLACENTA_MEGAKARYOCYTES ABCC4 ACRBP ACTR3B ADAMTSL4-AS2 ANGPT1 ANK1 ANKRD33B ANKRD40 ARHGAP6 ARMC3 ATP1A1-AS1 ATP2C1 BANK1 BCL2L1 BIN2 BIRC7 C11orf21 C1QTNF12 C20orf203 C20orf96 CAVIN2 CAVIN2-AS1 CBFA2T3 CD226 CDC14B CENPL CENPT CHEK1 CNST COL24A1 CPA6 CRACD DAAM1 DAPP1 DBN1 DCLRE1A DENND2C DGKG DNAJB2 DNM1P47 DNM3 DYNC1I1 EFCAB13-DT EFHC2 EGF EHD3 ENSG00000255240 EPHA10 EXOC3L4 F2RL3 FERMT3 FHOD1 FN3K FOXP1-IT1 GABRB1 GAS8 GP1BA GP6 GRK5-IT1 H2AC6 H2BC4 HABP4 HNRNPLL HTR2A ILK INHBA-AS1 INKA1 IPCEF1 ITGA2B ITGA9-AS1 ITGB3 KATNAL1 KCNT2 KDM7A-DT KIAA0513 KIF9 LEFTY1 LGALSL LIMASI LIMS1 LINC00534 LINC00667 LINC00989 LINC01089 LINC02284 LINC02604 LMO2 LRP12 LRRC14 LRRC8B MARCHF2 MAVS MAX MBOAT2 MCTP1 MCU MDM1 MFSD2B MIEF2 MIGA2 MINDY1 MKRN2 MLC1 MMRN1 MOB3C MPIG6B MYLK-AS1 MYO18B MYO3B MYOM1 MYT1L NEXN NLK NOL9 NQO1 NRGN NT5C3A NT5M OR2W3 OSBP2 P2RX1 PDCD10 PEAR1 PF4 PKHD1L1 PLA2G12A PLEKHA8P1 PPBP PRELID2 PRKAR2B PRKAR2B-AS1 PRKCB PROSER2 PRTFDC1 PRUNE1 PSTPIP2 PTGIR PTGS1 PYCR2 RAB27B RAB30-DT RAB37 RAB3C RAP1B RASA3 RBM38 RELCH RFFL RFXAP RGS18 RGS6 RHAG RIPOR3 RN7SL452P RN7SL801P RNF215 RNF24 RNU6-272P RNU6-299P RPS14P4 RUFY1 SAMD14 SAV1 SEC31B SELP SLC7A11 SLC8A3 SNCA SOCS3-DT STON2 STXBP5 TAL1 TBC1D20 TBXAS1 TEX22 TGFB1 THBS1 TLN1 TMEM40 TMEM74 TMEM91 TNIK TRIM58 TSPAN32 TSPAN33 TSPOAP1-AS1 TUBA4A TUBB1 VCL VEPH1 VPS11 WNT7B XIRP2 XRCC2 XYLT2 ZBED4 ZFPM1 ZMYND8 ZNF217-AS1 ZNF346 ZNF431 ZNF561-AS1 DESCARTES_FETAL_PLACENTA_MYELOID_CELLS https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/DESCARTES_FETAL_PLACENTA_MYELOID_CELLS ACP5 ADAMDEC1 ADAP2 ADGRE2 ANKRD22 ARHGAP22 ARL11 BCL2A1 BFSP2 C1QA C1QB C1QC C1orf162 C3AR1 C5AR1 CALHM6 CCL13 CCL2 CD14 CD163 CD163L1 CD28 CD5L CD74 CD83 CD86 CHI3L1 CHIT1 CIITA CLEC7A CLEC9A CPVL CTSZ CXCL10 CXCL11 CXCL16 CXCL9 CYBB CYP2S1 EGR2 EREG FAM20C FCGR1A FCGR3A FGD2 FGL2 FOLR2 FPR3 GGTA1 GNA15 GPR141 HCK HK3 HLA-DMA HLA-DOA HLA-DPA1 HLA-DPB1 HLA-DQA1 HLA-DQB1 HLA-DRA HLA-DRB1 HLA-DRB5 HLA-DRB6 HPGDS HS3ST2 ICAM1 IGSF21 IGSF6 IL4I1 KCNAB1 KCNE1 KCNJ5 LACC1 LAIR1 LAMP3 LGALS2 LGMN LILRA6 LILRB2 LILRB4 LINC00970 LINC01094 LINC02698 LINC02798 LINC03070 LRRC25 LRRC39 LST1 LTA4H LY86 LYZ MAFB MARCHF1 MARCO MILR1 MMP9 MNDA MPEG1 MRPL2 MS4A6A MS4A7 NFAM1 NLRP3 NRIR OSCAR P2RX7 PADI2 PLA2G2D PLTP PPM1M PRAM1 RAB39A RASSF4 RBPJ RNASE6 RUBCNL RYR1 S100A8 SCIMP SDS SIGLEC1 SIGLEC10 SIGLEC9 SIRPB2 SLAMF8 SLC11A1 SLC37A2 SLC38A6 SLC7A7 SPP1 ST18 STAB1 SUCNR1 TFEC THEMIS2 TLDC2 TLR2 TLR6 TLR7 TMEM273 TNFAIP8L2 TOR4A TPRG1 TYROBP VSIG4 ZEB2-AS1 DESCARTES_FETAL_PLACENTA_PAEP_MECOM_POSITIVE_CELLS https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/DESCARTES_FETAL_PLACENTA_PAEP_MECOM_POSITIVE_CELLS ABCA4 ACMSD ADGRF1 AGR2 AHI1-DT ANKRD37 ARG2 ARHGEF28 ASRGL1 ATP2C2 B3GAT1-DT B4GALNT2 B4GALNT3 BAIAP2L2 BDKRB2 C2CD4A C4BPA CA12 CAPS CATSPERB CCDC148 CDKL2 CFAP43 CLDN3 COMP CP CX3CL1 CYS1 DCDC2 DEFB1 DEPTOR DLGAP1-AS3 DNAH5 DNAH7 DNAJB13 DNER DOK5 DRAIC DRC3 EHF ELAPOR1 ENPP5 ENSG00000231252 ENSG00000269043 EPCAM ERN1 ETS2-AS1 EVC F11-AS1 F2RL1 FAM135B FAM227A FAM229B FAM9B FOXJ1 FYB2 GABRP GALNT14 GEM GGT3P GPX3 GRAMD1C HAP1 HOXB-AS3 HOXB5 HS6ST3 IGSF11 IL1RL2 IL20RA INHBB IRX3 KCNK2 KCNMB2 KIF12 KIZ KLK10 LAMB3 LBP LCN2 LEKR1 LIF LINC00621 LINC00871 LINC01239 LINC01301 LINC01320 LINC01470 LINC01502 LINC01541 LINC01913 LINC02532 LINC02888 LINC03033 LRRC52-AS1 LRRIQ1 LY86-AS1 MACC1 MAL MFSD4A MKLN1-AS MRPS2 MTF1 MUC1 MUC16 MUC20 MYO5C NAPSA NMU NNMT NXNL2 OBP2A OVOL2 PAEP PAX2 PAX8 PDE7B-AS1 PER2 PIERCE1 PIGR PKDCC PKHD1 POU5F1 PRKAA2 PRR34-AS1 PSORS1C3 PTPRR RAB2A RASD1 RIMKLB RIMS2 RNF180 RORC RXFP1 SAMD12 SCNN1A SEC14L6 SFN SGPP2 SHROOM3 SIK2 SLC15A1 SLC18A2 SLC1A1 SLC34A2 SLC6A12 SLC6A20 SLC6A6 SLPI SNX29P2 SST STK33 SVOPL SYT14 TACSTD2 TMEM101 TMEM252-DT TMPRSS4 TNFAIP6 TSPAN1 TSPAN12 TTC39A UBE2D2 UCA1 UGT2B7 UGT8 VTCN1 VWA3A WDR72 WFDC2 ZNF19 ZPLD1 DESCARTES_FETAL_PLACENTA_SMOOTH_MUSCLE_CELLS https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/DESCARTES_FETAL_PLACENTA_SMOOTH_MUSCLE_CELLS ABCC8 ABCC9 ADAMTS18 ADAMTS20 ADAMTSL3 ADARB2 ADGRB1 ADRB3 AFF2 AGTR1 ANGPTL6 ANKRD30A ARHGAP44 BMPER BMPR1B C9orf153 CACNA1C CACNA1C-IT3 CARMN CCDC102B CCDC3 CCDC68 CDH19 CHRM2 CIB4 CLTCL1 CNTN4 COL13A1 COL5A3 COLEC10 COX4I2 CSPG4 DAAM2-AS1 EGFEM1P EGFLAM ENSG00000264845 ERFE FAM162B FAM182B FAM228A FOXF2 GFRA2 GJC1 GNAL GPR20 GRID1 GUCY1A2 HAS2 HECW2-AS1 HEYL HIGD1B ITGA9 KCNK17 KCNK3 KCNS3 LAMC3 LINC00993 LINC01099 LINC02082 LINC02398 LINC02889 LIPG LZTS1 MAPT NDUFA4L2 NGFR NOTCH3 OLFM2 PAG1 PAQR5 PDLIM3 PELO PGM5 PLA2G2A PLA2G5 PLCB1 PLCB1-IT1 POSTN RASL12 REN RGS20 SCN11A SCN4B SCN7A SEMA5B SEPTIN4 TBX5 TRPC3 VASH2 WNT3A DESCARTES_FETAL_PLACENTA_STROMAL_CELLS https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/DESCARTES_FETAL_PLACENTA_STROMAL_CELLS ACKR1 ARHGAP15-AS1 ASB18 ASB4 ASZ1 C1QTNF2 C2orf83 CACNA2D4 CADM3 CCNYL2 CDH15 CLMP CNTN5 CNTN6 COL16A1 COL8A2 CYP2W1 DES EEF1DP3 ELN ENSG00000230649 ENSG00000258747 ENSG00000272668 FGF10-AS1 FLJ12825 FMO1 FREM1 GATA6-AS1 GBX2-AS1 GDF6 GDNF GDNF-AS1 GLI2 GXYLT2 HS3ST6 HSD3BP2 HSD3BP5 ITGBL1 KCNIP4 KCNJ12 KCTD19 LIN7A LINC00314 LINC00523 LINC01133 LINC01238 LINC01673 LINC01695 LINC01931 LINC02006 LINC02268 LINC02277 LINC02302 LINC02307 LINC02360 LINC02708 LINC02759 LINC02893 LOC105374516 MATN1 MATN2 MIR218-1 MMP23B MSC-AS1 MYOD1 NALCN NCKAP5-AS2 NFASC NGF OACYLP OCA2 PCDH10 PITX1 PKP1 PLAAT5 PON3 POU6F2 PTGFR RNU7-119P RPL17P13 RPL31P25 RSPO2 RTL9 SELENBP1 SFTPD SFTPD-AS1 SLC16A10 SLC18A3 SLC22A2 SLC24A2 SLC6A15 SLIT2 STC1 SYT15 TCF21 WSCD2 ZNF804B DESCARTES_FETAL_PLACENTA_SYNCYTIOTROPHOBLASTS_AND_VILLOUS_CYTOTROPHOBLASTS https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/DESCARTES_FETAL_PLACENTA_SYNCYTIOTROPHOBLASTS_AND_VILLOUS_CYTOTROPHOBLASTS ADCY2 ALDH7A1 ANKRD65 AP1S3 APELA ATP6V0A4 BFSP2-AS1 CCDC54-AS1 CDH8-AS1 CLCA2 CRISPLD1 CTBP2P8 CYP2J2 CYP4F35P DSC3 EDARADD FAM118A FAM41C FRMD6 FTLP14 GABRA4 GCNT4 GNA12 GPR87 GRAMD2A HS6ST2 HSPD1P6 IL1RAPL2 ISYNA1 KANK1 KCNG1 L1TD1 LGR5 LINC01162 LINC01205 LINC01210 LINC01618 LINC02253 LINC02254 LINC02378 LRATD1 LRP2 MAP7D2 MAPK4 MAST4-AS1 MCOLN3 MIR205HG NALCN-AS1 NRXN3 OFCC1 OR8G1 OVCH2 POF1B POTEKP PRSS12 RASSF6 RFX6 SCAND3 SIGLEC6 SLC13A3 SLC13A4 SLC22A11 SLC27A2 SLC28A2 SLC38A9 SLC52A3 SLC6A4 SMAGP TENM3 TENM3-AS1 TMEM150C TP63 TRPV4 TTPA TUBA5P VSTM5 ZNF723 ZNRF3 ZNRF3-IT1 ZYG11A DESCARTES_FETAL_PLACENTA_TROPHOBLAST_GIANT_CELLS https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/DESCARTES_FETAL_PLACENTA_TROPHOBLAST_GIANT_CELLS ADHFE1 AFF1 ALPP ANGPT2 ANKRD33 BPGM C4orf36 CAPN6 CCK CCSAP CGA CGB3 CHODL CPXM2 CRH CRYBG2 CSH1 CSH2 CSHL1 CYP19A1 DEPDC1B ENDOU ENSG00000243273 ENSG00000256389 ERV3-1 GDF15 GH1 GH2 HOPX HS3ST3B1 HSD11B2 HSD17B1 HSD3B1 HSPB8 HSPD1P11 IL22RA2 INHBA INSL4 KISS1 LGALS13 LGALS14 LGALS16 LINC00474 LINC00482 LINC00939 LINC00967 LINC01118 LINC01119 LINC01483 LINC02291 LY6G6C LYPD5 MAN1C1 MISP3 NCF4-AS1 NECTIN3 OLAH PLCE1-AS1 POU2F3 PRSS41 PSCA PSG1 PSG10P PSG11 PSG2 PSG3 PSG4 PSG5 PSG6 PSG7 PSG8 PSG8-AS1 PSG9 RHOBTB3 RRS1-DT RYBP SCNN1B SDC1 SEMA3B SH2D5 SLC26A7 SLC7A4 TCHH TCL6 TFPI2 TMEM54 TPRXL TREML2 TREML3P TRPV6 XKRX ZNF117 ZNF468 DESCARTES_FETAL_PLACENTA_VASCULAR_ENDOTHELIAL_CELLS https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/DESCARTES_FETAL_PLACENTA_VASCULAR_ENDOTHELIAL_CELLS ADGRF5 ADGRL4 AFF3 APLN APLNR ARHGEF15 ARHGEF26 BCL6B BMS1P10 CACHD1 CALHM4 CARD10 CCM2L CD34 CD93 CDH13 CDH5 CGNL1 CLDN5 CLEC14A CLEC1A CLEC4GP1 CRHBP CYP1A1 CYYR1 DIPK2B DLEU1 DLL4 ECSCR EGFL7 ENSG00000233251 ENSG00000237070 ENSG00000260862 ERG EXOC6 FAM124A FAM124B FBXW10B FCGR2B FCGR2C FUT9 GRB14 HACE1 HECW2 HEY1 HS3ST3A1 IGSF9B IL33 JAM3 JCAD KDR KL KLF2 LDB2 LHX6 LINC01049 LINC01681 LINC02880 LOXHD1 LRP6 LRRC36 MEOX2 NDNF NNAT NOTCH4 NOVA2 NRARP NTS PCDH17 PCSK5 PDE1C PKN3 PLVAP RALGAPA2 RALYL RAMP2 RAMP2-AS1 RASIP1 RASSF9 RHOJ ROBO4 S1PR1 SHANK3 SHE SLC22A10 SOX18 SOX7 ST6GALNAC3 SYN2 TAMALIN TCF15 TEK THSD1 TIE1 TM4SF18 TMC7 TMEM178A TMEM255B TTLL10 USHBP1 VIPR1 ZNF521 DESCARTES_FETAL_SPLEEN_AFP_ALB_POSITIVE_CELLS https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/DESCARTES_FETAL_SPLEEN_AFP_ALB_POSITIVE_CELLS A1CF ABCC6 ACAA1 ACADSB ACSL4 ACSM2B ADH1A ADH4 ADH6 ADORA2A-AS1 AFP AGAP5 AGPAT2 AGT AGXT AHSG ALB ALDH4A1 ALDH6A1 ALDOB AMBP AMN ANGPTL3 APOA1 APOA2 APOB APOC1 APOC3 APOE APOH APOM ASGR1 ASGR2 ATF5 AZGP1 BEX1 BHMT2 C2 C5 C8A C8B CDO1 CFHR1 CHDH CLU COL2A1 CPS1 CRYZ CYB5A CYP19A1 CYP3A5 CYP3A7 CYP4A11 CYP4F3 CYP51A1 DGAT2 DGCR6L DHCR24 DHCR7 DLK1 DNAJC12 DPYS DUSP9 ELOVL2 F10 F12 F2 F5 F7 FABP1 FGA FGB FGG FGL1 FMO5 FN1 FST FTCD FTL FXYD1 FXYD2 GALK1 GAMT GATM GC GJB1 GLDC GLUD1 GPAM GPC3 GRHPR GSTA1 H19 HABP2 HAL HAMP HGFAC HMGCS1 HMGCS2 HNF4A HPN HPX HRG IGF2 IGFBP1 IGSF1 ITIH1 ITIH2 ITIH3 KLKB1 KNG1 KTN1-AS1 LBP LINC01428 LINC02532 LIPC LOXL4 LRG1 LSS MASP2 MAT1A METTL7A MGST1 MSMO1 MSRB1 MST1 MT1E MT1F MT1G MT1H MT1X MT2A MTTP NPSR1-AS1 PAH PBLD PCBD1 PCYT2 PEBP1 PEG10 PERP PHYH PKHD1 PLG PRAP1 PRLR PTP4A1 RBKS RBP4 RETSAT SC5D SCD SDC1 SERPINA1 SERPINA3 SERPINA4 SERPINA5 SERPINA6 SERPINA7 SERPINC1 SERPIND1 SERPINF2 SLC13A5 SLC22A9 SLC25A10 SLC27A2 SLC2A2 SLC38A3 SLC38A4 SLC39A14 SLC39A5 SMLR1 SNAP25-AS1 SPP2 SPRYD4 SULT1C2 SULT1E1 TF TM4SF4 TM7SF2 TMEM150A TMEM199 TMEM97 TRIM32 TRIM71 TTR UGT2B4 VTN DESCARTES_FETAL_SPLEEN_ERYTHROBLASTS https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/DESCARTES_FETAL_SPLEEN_ERYTHROBLASTS ABCB10 ACHE ACSBG1 ANK1 ART4 ATP13A3-DT C16orf95 C17orf99 CALN1 CDC25A CDK15 CPOX DHRS13 DMC1 DNAJA4 E2F2 EIF5AP2 ENSG00000260592 EPB42 EPCAM EPOR EPS15-AS1 ERMAP FAM117A FAM178B GYPA GYPB GYPE HDC HEMGN HMBS ICAM4 IL1RL1 KCNH2 KEL KLF1 LONRF3 MINPP1 MYB PCLAF PLPP4 PPM1H PRG2 PRSS57 RHAG RHCE RWDD3-DT SLC14A1 SLC22A16 SLC22A4 SLC25A15 SLC25A21 SLC29A1 SLC2A14 SLC38A5 SLC4A1 SLC5A4-AS1 SLC6A9 SPAG17 SPTA1 ST8SIA1 TESMIN TFRC TRIM10 TSPO2 TYMSOS XACT DESCARTES_FETAL_SPLEEN_LYMPHOID_CELLS https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/DESCARTES_FETAL_SPLEEN_LYMPHOID_CELLS ACAP1 ADAM7-AS1 ADARB2 ADGRG5 AKAP5 ALOX5 ALOX5AP BCL11B BLK BLNK C12orf42 C1orf220 CARD11 CCR6 CCR7 CD2 CD22 CD247 CD27 CD37 CD3D CD3G CD5 CD52 CD79A CD8A CD8B CD96 CNR2 COL19A1 CR2 CRAT37 CXCR5 CYFIP2 DTX1 EMB EOMES FCER2 FCMR FCRL1 FCRL2 FCRL3 FCRL5 GPR18 GPR55 GZMM HIP1R HSF5 IFNG-AS1 IFNLR1 IGHD IGHM IGKC IGLL5 IKZF3 IL23R IL2RB IL9RP3 KBTBD8 KLHL14 KLRC1 KLRC2 KLRC4-KLRK1 KSR2 LARGE2 LCK LEF1 LINC00426 LINC00861 LINC00926 LINC01215 LINC01222 LINC01588 LINC01800 LINC01891 LINC02245 LINC02397 LINC02968 LTA LY86-AS1 LY9 MS4A1 MZB1 NCF1 NCR1 NIBAN3 P2RY10 PARP15 PAX5 PCED1B-AS1 PHEX PLAC8 PLCG2 POU2AF1 PTPN22 PYHIN1 RALGPS2 RASGRP1 RHOH RN7SL337P RN7SL842P SAMD3 SCML4 SH2D1A SHISAL2A SIRPG SLAMF1 SLAMF6 SNX29P1 SP140 SPIB STAP1 STK17A SYTL1 TAGAP THEMIS TIGIT TLR10 TMEM154 TNFRSF13B TNFRSF13C VAV3-AS1 VNN2 VPREB3 XCL1 ZNF860 DESCARTES_FETAL_SPLEEN_MEGAKARYOCYTES https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/DESCARTES_FETAL_SPLEEN_MEGAKARYOCYTES ACTN1 ADCY6 ALOX12 ANOS2P APPBP2-DT ASAP2 C2orf88 CATSPER2P1 CD226 CDC14B CFAP45 CLEC1B CNST COL24A1 DENND2C DGKG DNM3 DNMT3B DYNC1I1 EFCAB13-DT EFHC2 EGF EGR3 ELAPOR2 ELOVL7 F13A1 F2RL3 FXYD5 GABRE GNAZ GNB5 GP1BA GP6 GP9 H2AC6 HPSE HTR2A ING5 INHBA-AS1 IRAG1 IRS2 ITGA2B ITGB3 KBTBD12 KIAA0513 LANCL3 LAT LGALSL LGALSL-DT LINC00298 LINC00299 LINC00504 LINC00989 LINC02284 LINC02770 LINC02951 LIPH LTBP1 LY6G6F MCF2L MDM1 MED12L MFAP3L MMRN1 MPIG6B MPL MPP7 MYO18B MYO3B MYOM1 NBEAL2 NEXN NEXN-AS1 NINJ2-AS1 NLK NME9 NOS1AP PDE5A PF4 PLCB4 PLEK PPBP PRKAR2B PRKAR2B-AS1 PROSER2 PTCRA RAB27B RAB37 RAB3C RADIL RAP1B RASA3 RBPMS2 RGS18 RPS12P16 RSU1 RUFY1 SELP SLC2A3 SLC37A1 SLC9A1 SNAI3-AS1 SRC THBS1 TMEM40 TMEM91 TREML1 TTC39B USH2A VCL WFDC1 XIRP2 XYLT2 ZNF691 DESCARTES_FETAL_SPLEEN_MESOTHELIAL_CELLS https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/DESCARTES_FETAL_SPLEEN_MESOTHELIAL_CELLS ADAMTS15 ADAMTS5 ADAMTS8 ADAMTSL4 ADGRL3 ADIRF AHNAK2 ANKRD50 ANO5 ANXA1 AOX1 ARFGEF3 ARHGAP44 ARSJ ATF3 B3GALT1 B3GALT2 BASP1-AS1 BHLHE40 BMP3 BMP4 BNC1 BNC2 C19orf33 C21orf62 CA11 CAPN6 CARNS1 CBLN2 CCN3 CDH3 CDKN1A CDON CEP170B CFAP210 CGN CGNL1 CHRDL1 CHRM2 CLDN15 CLIC3 COL8A1 CRB2 CRIP1 CSDC2 CSRNP1 CTXN1 CXADR CYSTM1 DSC3 DSG2 DUSP1 EFEMP1 EFNB3 EGFL6 EGR1 ELAVL2 EPHB6 EZR F3 FABP4 FAM167A FAM83H FENDRR FGF18 FGF9 FLRT3 FMN2 FOS FOXF1 FZD7 GADD45A GADL1 GAS1 GAS1RR GFPT2 GJA1 GLP2R GLT8D2 GPNMB GRIN2A HAND2 HAS1 HHIP HHIP-AS1 HSPA1B HSPB2 ID4 IER3 IGSF9 IL6 ILDR2 INMT INSYN1 IQUB ISL1 ITGA3 ITPKC JUNB KCTD8 KLF5 KLK11 KRT18 KRT19 KRT5 KRT7 KRT8 LAMA5 LGALS3 LGI2 LHX9 LINC01099 LINGO2 LRP2 LRRN4 LRRTM1 MAF MAL2 MCOLN3 MGP MMP24 MSLN MTMR7 MUC16 MYRF NDRG1 NEBL NEK5 NFASC NPHS1 NPNT NR2F1 NREP NRG4 NXPH2 OGN OLR1 OMD PAPPA PATJ PCDHA6 PDGFRL PDPN PDZK1IP1 PLA2G2A PLAT PPL PPP1R15A PPP1R3B PRG4 PROCR PTGIS PTPRQ QRFPR RASSF7 REC8 REEP1 RGS16 RNF217-AS1 RRAD RSPO1 RSPO3 S100A10 SBSPON SCNN1A SEMA3C SEMA3D SFRP2 SGIP1 SGO2 SH3RF2 SLC34A2 SLC4A4 SLPI SMPD3 SMTNL2 SOCS3 SPOCK2 SULF1 TGFB3 TGM1 TIMP1 TM4SF1 TMEM151A TNFSF9 TNNT1 TPD52L1 TUFT1 UPK3B VAT1L WNT2B WNT5A WWC1 ZFP36 DESCARTES_FETAL_SPLEEN_MYELOID_CELLS https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/DESCARTES_FETAL_SPLEEN_MYELOID_CELLS ADAP2 ADGRE1 ADGRE2 ADGRE4P AGR2 ALMS1P1 ANKRD24 BATF3 C3AR1 CABP4 CARD14 CCDC170 CD163 CD163L1 CD200R1 CD274 CD300LF CD86 CDS1 CHN2 CLEC7A CLEC9A CLNK CMKLR1 CSF2RA CXCL10 DMXL2 DSCAM DSCAM-IT1 EBI3 ENPP2 ENSG00000234647 EPB41L3 EYA2 FABP5 FAM20A FCAR FCGR1A FCN1 FLVCR2 FMN1 GGTA1 GHRL GPR137B HCK HK3 HRH1 IDO1 IFI44L IGSF21 IGSF6 IL10 IL10RA IL15 IL1B IL1R2 IL1RN ITGAD ITGAX KCNAB1 KCNK13 KCNMA1 LGMN LILRA5 LILRB1 LILRB2 LILRB3 LILRB4 LILRB5 LINC00996 LINC01357 LINC01645 LINC03070 LRRK1 LY96 LYZ MCOLN1 MEGF11 MERTK MKNK1 MNDA MRO MS4A4A MS4A4E MS4A6A MS4A7 NABP1 NAIP NAIPP2 NCF2 NCKAP5 NEXMIF NLRP3 NOD2 NRIR OSCAR OSM PDCD1LG2 PFDN1P1 PID1 PPARG PRAM1 PTPRE RAB20 RAB39A RASGEF1C RASSF4 RGL3 RGS1 RN7SL138P RUFY4 S100Z SAMSN1 SIGLEC1 SIGLEC16 SIGLEC5 SIGLEC7 SIRPB1 SIRPB2 SLC39A13-AS1 SLC8A1 SMIM35 SPIC TGFA THEMIS2 TIMD4 TMEM63C TRIM36 TRPV4 VSIG4 WWP1 ZNF415P1 ZNF710 DESCARTES_FETAL_SPLEEN_STC2_TLX1_POSITIVE_CELLS https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/DESCARTES_FETAL_SPLEEN_STC2_TLX1_POSITIVE_CELLS ATP1A3 CAMK2N2 CLVS2 CPLX2 EBF3 FBXL16 GABRG2 HRK PANTR1 PRR36 TRH DESCARTES_FETAL_SPLEEN_STROMAL_CELLS https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/DESCARTES_FETAL_SPLEEN_STROMAL_CELLS ADRA1B CACNA1D CADPS CARMN CDH7 CIBAR1-DT CNTNAP2 DNM3OS ENPP7P4 ESRRG EYA1 GLIS3 KBTBD11-OT1 KCNIP1-OT1 KCNMB2 KLHL13 KLHL29 LINC00632 LINC01916 LINC02024 LINC02126 LINC03000 LINC03051 LINC03092 LRRC3B LRRC4C LRRC52-AS1 LSAMP LYPD6B MAPK10 MIR1245A MIR3659HG MKX MTMR12P1 MYHAS NPAS3 NPM1P10 NPY5R NR2F2-AS1 OVCH1 P3H2-AS1 PHACTR3 PKNOX2 PRR16 RARB RBMS3 RPL21P99 SCTR ST6GALNAC5 TACR3 TARID TMTC1 TPH2 UNC5C VLDLR-AS1 ZNF804B DESCARTES_FETAL_SPLEEN_VASCULAR_ENDOTHELIAL_CELLS https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/DESCARTES_FETAL_SPLEEN_VASCULAR_ENDOTHELIAL_CELLS ADAMTSL1 ADGRL4 AFAP1L1 ALG1L6P B3GNTL1P1 BBOX1-AS1 BTNL9 CALCR CALCRL CHRM3 CHRNA7 CYYR1 DGKE EEF1A1P31 ERG ETS2-AS1 FAP FGF12 GABBR2 GALNT18 GCOM1 GREB1L HECW2 HOXD3 KIAA1671 KLHL4 LINC01545 LINC01594 LINC02160 LINC02356 LINC03002 LOC102723313 LRIG3 MAGI1 MAGI1-IT1 MECOM MIR34AHG MYRIP NOSTRIN ODF3L2 OR5G5P PROX1-AS1 PRSS48 PTCHD4 PTPRB RAPGEF5 RFX8 RGS7BP SIPA1L1 SLC5A4 SNCAIP SNTG1 STAB2 TACR1 THSD7A TMEM233 TRPM6 UNC80 ZNF503-AS1 DESCARTES_FETAL_STOMACH_CILIATED_EPITHELIAL_CELLS https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/DESCARTES_FETAL_STOMACH_CILIATED_EPITHELIAL_CELLS ABCA13 ADGB AGBL2 AHI1-DT AK7 AK8 AK9 AKAP14 ALDH3B1 ANKFN1 ANKMY1 ANKRD18B ANKRD44-AS1 ANKRD66 ANKUB1 ARHGAP39 ARMC3 ATG9B B9D1 BBOF1 BBS5 BCYRN1 C10orf67 C17orf97 C1orf87 C20orf85 C22orf15 C2orf73 C4orf47 C6orf118 C7orf57 C8orf34 C9orf24 CABCOCO1 CAPS CAPSL CATIP CC2D2A CCDC113 CCDC13 CCDC146 CCDC148 CCDC162P CCDC17 CCDC170 CCDC181 CCDC190 CCDC191 CCDC30 CCDC33 CCDC40 CCDC60 CCDC65 CCDC78 CCDC81 CCDC96 CCNO CCNO-DT CD164L2 CDC20B CDHR3 CDHR4 CDKN2B-AS1 CERKL CES4A CFAP100 CFAP107 CFAP119 CFAP126 CFAP144 CFAP157 CFAP206 CFAP20DC CFAP210 CFAP221 CFAP251 CFAP276 CFAP299 CFAP300 CFAP418-AS1 CFAP43 CFAP44 CFAP45 CFAP46 CFAP47 CFAP52 CFAP53 CFAP54 CFAP57 CFAP58 CFAP61 CFAP65 CFAP69 CFAP70 CFAP73 CFAP74 CFAP77 CFAP90 CFAP91 CFAP95 CIBAR2 CLUAP1 CLXN CROCC2 CSPP1 CSRP3-AS1 CST6 CTXN1 CYP4B1 DCDC1 DCDC2B DDX3ILA1 DEUP1 DLEC1 DNAAF1 DNAAF11 DNAAF3 DNAAF8 DNAH10 DNAH11 DNAH12 DNAH2 DNAH3 DNAH5 DNAH6 DNAH7 DNAH9 DNAI1 DNAI2 DNAI3 DNAI4 DNAI7 DNAJB13 DNALI1 DOC2A DRC1 DRC3 DRC7 DTHD1 DYDC2 DYNLRB2 DYNLT4 ECT2L EFCAB12 EFCAB6 EFHB EFHC1 EFHC2 ENKD1 ENKUR ENSG00000181123 ENSG00000226690 ERICH3 FABP6 FAM166B FAM167A-AS1 FAM174A FAM216B FAM227A FAM229B FAM81A FAM81B FANK1 FBXO36 FBXW9 FHAD1 FOXJ1 FRMPD2 FUZ GON7 GRM5 HAGHL HOATZ HYDIN IL5RA IQCD IQCH IQUB KCNE1 KIAA0825 KIAA2012 KIF19 KIF23-AS1 KIF6 KIF9 LCA5L LDLRAD1 LEKR1 LINC00589 LINC01392 LINC01708 LINC01765 LINC02166 LINC02345 LINC02955 LMNTD1 LRRC10B LRRC23 LRRC27 LRRC46 LRRC51 LRRC71 LRRC73 LRRIQ1 MAP3K19 MAPK15 MARCHF10 MAT1A MB MDH1B MNS1 MORN2 MORN5 MYCBPAP NEK10 NEK11 NEK2-DT NEK5 NME5 NME9 NRAD1 NWD1 ODAD1 ODAD2 ODAD3 ODAD4 ODF2L ODF3B OSCP1 OXTR PIERCE1 PIFO PIH1D2 PLEKHG7 PPIL6 PPP1R32 PPP1R36 PPP1R42 PRH2 PRR29 PSENEN RAB36 RGS22 ROPN1L RP1 RPGR RRAD RSPH1 RSPH10B RSPH10B2 RSPH14 RSPH9 RWDD3-DT SAMD15 SAXO2 SCGB2A1 SLC9C2 SLFN13 SNRPF-DT SNTN SPA17 SPACA9 SPAG17 SPAG6 SPAG8 SPATA17 SPATA18 SPATA6L SPEF1 SPEF2 STK33 STMND1 STOML3 SVOPL SYNPR-AS1 TCTE1 TCTN1 TEKT1 TEKT2 TEKT3 THBS3-AS1 TMEM190 TMEM212 TMEM231 TMEM232 TMEM67 TOGARAM2 TPPP3 TRAF3IP1 TROAP-AS1 TSPAN19 TTC16 TTC21A TTC23L TTC29 TTC9-DT TTLL10 TTLL9 TUBA4B ULK4 VNN3P VWA3A VWA3B WDR38 WDR49 WDR54 WDR86-AS1 WDR90 WDR93 ZBBX ZC2HC1C ZDHHC1 ZMYND10 ZMYND12 ZNF20 ZNF474 ZNF497 DESCARTES_FETAL_STOMACH_ENS_GLIA https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/DESCARTES_FETAL_STOMACH_ENS_GLIA ABCA8 ADAM23 ADGRB1 AIF1L ATP1A2 CALHM2 CCN3 CDH19 CHL1 COL20A1 COL5A3 CRYAB CRYM EDNRB EGFLAM ELOVL2 ENTPD2 FAM78B GABRA2 HEYL IGSF11 KIRREL3 LGI4 LINC01192 LINC01505 MOXD1 MPZ NKAIN2 NKAIN3 NKAIN4 NRXN1 OLFML2A PLP1 PPP1R1C PRIMA1 PTPRZ1 S100B SLC15A3 SLC35F1 SNHG19 SOX10 SOX2-OT TFAP2A TMEM71 TSPAN11 VGLL3 WDR86 ZNF536 DESCARTES_FETAL_STOMACH_ENS_NEURONS https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/DESCARTES_FETAL_STOMACH_ENS_NEURONS ACTL6B ADCYAP1R1 ANKRD29 ARPP21 ATCAY ATP1A3 CELF5 CHRNA3 CNGB1 CNTN5 CNTNAP2 CTNNA2 CUX2 DCX DPP6 DSCAM EEF1A2 ELAVL3 ELAVL4 EML5 FAM163A FHOD3 FSTL5 GAP43 HCN1 HOXB5 INA KCNIP4 KCNQ3 KLF3-AS1 LHFPL3 LINC01695 LINC02198 LINC02641 LRFN2 MAP6 MAPT MIR137HG MYT1L NDRG4 NKAIN1 NOS1 NPTXR NPY NWD2 OLFM1 OLFM3 PCBP3 PCDH15 PHOX2B-AS1 PLD5 PRPH PTPRR RGS11 SCN11A SEZ6L SHF SHROOM1 SLC5A7 SOGA3 SPOCK1 STAC STMN2 SYN2 SYT1 SYT5 TCEAL5 TMEM255A TUBB2A TUBB2B UCHL1 UNC5C WDR5B ZNF77 DESCARTES_FETAL_STOMACH_ERYTHROBLASTS https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/DESCARTES_FETAL_STOMACH_ERYTHROBLASTS ABCA7 ABCB10 ABCC13 ACSL6 AHSP ALAD ALAS2 ANK1 ART4 BIRC5 BLVRB C17orf99 CAT CDC20 CDC27 CDCA5 CDKN2D CPOX CR1L CROCCP2 DCAF12 DEPDC1B DLGAP5 E2F2 EIF2AK1 ENSG00000260592 EPB42 ERMAP FAM117A FAM83D FECH GCLC GYPA GYPB GYPE H1-2 HBA1 HBA2 HBB HBG1 HBG2 HBM HBZ HEMGN HMBS INCENP KEL KIF15 KLF1 LINC02506 MAP2K3 MARCHF2 MINPP1 MXD3 MYL4 NFE2 NPL OSBP2 PARPBP PPME1 RBM38 RFESD RGS6 RHAG RHCE RHD RILP RIPOR3 RNF224 SCARNA22 SEC14L4 SHCBP1 SLC14A1 SLC25A21 SLC25A37 SLC25A39 SLC38A5 SLC4A1 SNCA SNX22 SPC25 SPECC1 SPTA1 SPTB STRADB TENT5C TF TLCD4 TMCC2 TRAK2 TRIM10 TRIM58 TSPAN32 TUBB1 UBE2O UROD UROS USP15 USP32 XPO7 YOD1 DESCARTES_FETAL_STOMACH_GOBLET_CELLS https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/DESCARTES_FETAL_STOMACH_GOBLET_CELLS A4GNT CA9 CSF3 CXCL1 CXCL5 FBP2 FGF20 GKN1 GKN2 IL17C LGR5 MUC5AC MUC6 SLC22A8 TFF2 UGT2B15 DESCARTES_FETAL_STOMACH_LYMPHATIC_ENDOTHELIAL_CELLS https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/DESCARTES_FETAL_STOMACH_LYMPHATIC_ENDOTHELIAL_CELLS AKR1C2 CCL21 CTSL EFCC1 ENSG00000223786 ENSG00000255240 KLHL4 LINC02147 LY86-AS1 MMRN1 MYZAP NFATC1 NTS PARD6G PTGS2 RADIL RASSF9 RTN4RL1 SLC41A1 STAB2 SULF2 TFPI TMEM140 TNFAIP8L3 DESCARTES_FETAL_STOMACH_LYMPHOID_CELLS https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/DESCARTES_FETAL_STOMACH_LYMPHOID_CELLS AGAP2 BACH2 BCL11B CCR7 CD2 CD247 CD27 CD28 CD3D CD3E CD3G CD5 CD52 CD6 CD69 CD7 CD79A CD79B CHI3L2 CORO1A CTSW EPHA1-AS1 FAM78A GATA3 GPSM3 GVINP1 GZMA GZMM ICAM3 ICOS IGHM IL21R IL2RB IL7R ITK KLRB1 LAT LCK LEF1 LINC01934 LINC02328 LTA LTB MATK MFNG MS4A1 MYO1G NIBAN3 NKG7 OAS2 PAX5 PCED1B-AS1 PRKCQ PTPN7 PTPRCAP PYHIN1 RAC2 RASAL3 RASGRP2 S1PR4 SAMD3 SASH3 SCML4 SELL SEPTIN1 SH2D1A SHISAL2A SIRPG SKAP1 STAT4 TAP2 TBC1D10C TCF7 THEMIS TMC8 TMIGD2 TRAF3IP3 TRAT1 TRBC2 TXK ZAP70 ZNF831 DESCARTES_FETAL_STOMACH_MESOTHELIAL_CELLS https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/DESCARTES_FETAL_STOMACH_MESOTHELIAL_CELLS ALDH1A2 AOX1 BDNF BNC1 BST1 C3 CAVIN2-AS1 CBLN2 CDON CFB COL8A1 ENSG00000230615 FAM110C GAS1 GFPT2 HAS1 HHIP-AS1 LINC02232 LINC02360 LINC02643 LRP2 NPHS1 NXPH2 PDZRN4 PTPRQ RN7SL180P RSPO1 RSPO3 SPHKAP SULF1 TFPI2 TGM1 TMPRSS11F TNNT1 UPK3B WNT2B WT1 DESCARTES_FETAL_STOMACH_MUC13_DMBT1_POSITIVE_CELLS https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/DESCARTES_FETAL_STOMACH_MUC13_DMBT1_POSITIVE_CELLS ABCC6P1 ACE2 ACSL5 ADGRG7 ADRA2A ALDOB AMN ANKRD40CL ANKS4B ANXA13 APOA1 APOA4 APOB APOC3 BAIAP2L2 BTNL3 CCL25 CDH17 CDHR2 CDHR5 CDX1 CES2 CHP2 CHST13 CLDN2 CPS1 CREB3L3 CYP2B7P DMBT1 ENPP7 EPS15-AS1 EPS8L3 FZD5 GCNT3 GDA GDPD2 GK GPA33 GPD1 GUCA2B GUCY2C HKDC1 HNF4A-AS1 HSD17B2 ISX IYD KHK KRT20 LGALS4 LHFPL3-AS2 LINC00543 LRRC66 MALRD1 MAMDC4 MELTF MEP1A MGAM2 MGC32805 MIR194-2HG MOGAT2 MT1F MT1G MT1H MT2A MTTP MUC13 MUC17 MUC3A MYO7B NMUR2 NR1H4 NR1I2 OLFM4 ONECUT2 OTC PCK1 PDZD7 PHGR1 PIGR PLA2G12B PRSS3 RBP2 SCTR SI SLC15A1 SLC17A4 SLC19A3 SLC26A3 SLC5A12 SLC5A9 SLC6A20 SPIB SULT1E1 TM4SF20 TRIM31 TRPM6 VIPR1 DESCARTES_FETAL_STOMACH_MYELOID_CELLS https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/DESCARTES_FETAL_STOMACH_MYELOID_CELLS ADAP2 ADGRE2 ALOX5 ATP8B4 C1QA C1QB C1QC CCDC26 CD14 CD163L1 CD300A CD4 CD74 CD83 CD84 CD86 CIITA CLEC7A CPVL CSF2RA CSF3R CST3 CYBB DNASE1L3 FCER1G FGD2 FLT3 GCA HACD4 HCK HLA-DMA HLA-DMB HLA-DPA1 HLA-DPB1 HLA-DQA1 HLA-DQB1 HLA-DRA HLA-DRB1 HLA-DRB5 HLA-DRB6 IDO1 IDO2 IFI30 IGSF6 IL1B IRF8 ITGAX JAML LINC00996 LTV1 LY86 MERTK MMP9 MPEG1 MS4A4E MS4A6A MS4A7 MYO1F NAPSB NCF2 NFAM1 NR4A3 PIK3AP1 PLAUR PLD4 PLEK PTAFR RILPL2 RUBCNL S100A8 SPI1 TBXAS1 TNFRSF1B TRPM2 TYROBP WDFY4 DESCARTES_FETAL_STOMACH_NEUROENDOCRINE_CELLS https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/DESCARTES_FETAL_STOMACH_NEUROENDOCRINE_CELLS AP3B2 CACNA1A CDK5R2 CHGA CRYBA2 DEPP1 DNAJC12 DPEP1 FEV FRMPD4 GAST GC GCG GCK GHRL GHRLOS HAP1 HDC HS3ST4 KCNH6 KCNH7 LHX5-AS1 LINC00261 LINC00907 LINC02532 MAOB MBOAT4 MEGF11 NEUROD1 NKX2-2 NPSR1-AS1 PAX6 PCSK1 PPY PTF1A PTH2R RBPJL RFX4 RFX6 RGS4 ROS1 SEC11C SLC18A1 SLC38A11 SST ST18 SYT13 TPH1 TTR VWA5B2 DESCARTES_FETAL_STOMACH_PARIETAL_AND_CHIEF_CELLS https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/DESCARTES_FETAL_STOMACH_PARIETAL_AND_CHIEF_CELLS ALB ANGPTL3 AOC3 APOBEC2 AQP4 ASB11 ATP4A ATP4B B4GALNT3 CBLIF CDH10 CKM CKMT2 CLEC3A CYB5R1 DHRS2 DUSP4 EPN3 ESRRG ETNPPL FAM162A FGA FGB FRMD1 GLYATL1 GPT2 GREM2 KCNE2 KCNJ16 MFSD4A MTCO3P12 MYBPC3 ODAM PAQR5 PDHA1 PNPLA1 PRDM16-DT RAB11FIP2 SERPINA5 SIGLEC11 SULT2A1 TRIM50 DESCARTES_FETAL_STOMACH_PDE1C_ACSM3_POSITIVE_CELLS https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/DESCARTES_FETAL_STOMACH_PDE1C_ACSM3_POSITIVE_CELLS ACSM3 ADARB2 AMACR ATP6V0A4 ATP6V0D2 ATP6V1A CNBD1 CPSF7 ERBB4 FOXI1 GABRB2 KCNE4 MFSD6L NOX4 PDE1C PSEN2 RHOBTB1 SHISA2 STAC2 STUM TFCP2L1 WNK3 DESCARTES_FETAL_STOMACH_SQUAMOUS_EPITHELIAL_CELLS https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/DESCARTES_FETAL_STOMACH_SQUAMOUS_EPITHELIAL_CELLS A2ML1 ADH7 APOBEC3A AQP3 CALML3 CALML5 CAPN14 CAPNS2 CARD14 CLCA2 COL17A1 CYP11A1 DLK2 DSG1-AS1 DSG3 FAM83C FAT2 FGFBP1 FOXN1 GALNT14 GBP6 GJB3 GJB6 GPR87 JMJD7 KRT13 KRT15 KRT16 KRT17 KRT4 KRT5 KRT6A KRT6B KRT6C LINC01644 LINC01889 LY6D LYPD3 NECTIN1 NECTIN4 NMU PAX9 PCP4L1 PKP1 PLEKHN1 RHOV S100A2 S100A3 S100A9 SCNN1B SERPINB10 SERPINB13 SERPINB2 SERPINB5 SFN SPINK5 SPRR3 TACSTD2 TCN1 TMEM40 TMPRSS11A TMPRSS11B TMPRSS11BNL TNS4 TP63 UPK1A ZNF750 DESCARTES_FETAL_STOMACH_STROMAL_CELLS https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/DESCARTES_FETAL_STOMACH_STROMAL_CELLS ACTA2 ACTG2 ANGPTL1 ANGPTL6 BMP5 C7 CAPN6 CD248 CNN1 COL1A1 COL3A1 COL6A3 CXCL14 DCN DPT EBF2 EMILIN1 FBLN1 FENDRR FOXF1 FOXF2 GLIS1 GLYATL2 HSPB6 INHBA ITGA11 LINC03007 MDFI MFAP4 MYH11 NELL1 NRK OSR2 PCDH18 PDGFRA PI16 PLAC9 PTCH1 PTGER1 SCARA5 SFRP2 SHISA3 SRPX TAGLN TMEM119 TRPA1 TWIST1 TWIST2 VSTM2A VSTM2A-OT1 DESCARTES_FETAL_STOMACH_VASCULAR_ENDOTHELIAL_CELLS https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/DESCARTES_FETAL_STOMACH_VASCULAR_ENDOTHELIAL_CELLS A2M APLNR ARHGEF15 BCL6B CCM2L CD34 CLEC14A CLEC3B CPNE5 CYYR1 EMCN EPAS1 ESAM FLT1 GALNT15 KANK3 KITLG LINC01362 MADCAM1 MEOX1 NKX2-3 NOTCH4 PCDH12 PLVAP PRND SELE SOX7 TBXA2R TM4SF18 TMEM233 DESCARTES_FETAL_THYMUS_ANTIGEN_PRESENTING_CELLS https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/DESCARTES_FETAL_THYMUS_ANTIGEN_PRESENTING_CELLS ABCC3 ABCC4 ACOXL ACSL1 ACSM3 ADAM8 ADAP2 ADISSP ALOX5 ANKRD55 APOBR ARHGAP22 ARNT2 ASPHD2 BATF3 BCL2L14 BIRC3 C1QA C1QB CCL17 CCL19 CCL22 CD14 CD163L1 CD68 CD74 CD80 CD83 CD84 CD86 CEBPG CHN2 CLEC7A CLEC9A CLIC2 CLNK CMKLR1 CPPED1 CPVL CSF2RA CST7 CTSH CTSS CXCL10 CXCL9 CYBB CYRIA CYTOR DAPP1 DNASE1L3 EBI3 EDARADD ENSG00000231873 EPSTI1 F13A1 FBXO27 FCER1G FCRL5 FGD2 FGL2 FGR FLT3 FSCN1 FUCA1 GFRA2 GNAO1 GPR132 GPR141 GPR157 GRIK4 HCK HLA-DMB HLA-DOB HLA-DPA1 HLA-DPB1 HLA-DQB2 HLA-DRA HLA-DRB1 HLA-DRB5 HLA-DRB6 ICOSLG ID2 IDO1 IDO2 IGHM IGKC IGSF6 IL10RA IL18 IL18R1 IL1RN IL4I1 IL6R IRF8 ITGAX KCNK13 KDM2B KYNU LGMN LINC00996 LRRK2 LY86 LY96 LYZ MAFB MARCHF1 MCOLN2 MIR155HG MMP25 MMP9 MNDA MPEG1 MPO MS4A1 MS4A6A MS4A7 MYO1F NAAA NABP1 NFAM1 NFKBIE NRG4 OTULINL P2RY10 P2RY13 P2RY14 P2RY6 PAX5 PLAUR PLB1 PLCB2 PLD4 PLEK PTAFR QPCT RAB31 RASGEF1B RASSF4 RGS1 RYR1 S100B SAMSN1 SEMA4A SIGLEC10 SLAMF7 SLAMF8 SLC15A3 SLC16A3 SLC1A3 SLC24A4 SLC7A7 SLC8A1 SLC9A7 SPI1 SPINT1 SRGN STRIP2 TASL TFEB TFEC THEMIS2 TLR10 TLR2 TMCC3 TMEM176B TRAF1 TSPAN13 TSPAN33 TYROBP UNC93B1 WDFY4 WNT5B ZNF366 DESCARTES_FETAL_THYMUS_STROMAL_CELLS https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/DESCARTES_FETAL_THYMUS_STROMAL_CELLS ADAM12 ADAM33 ADAMTS15 ADAMTS5 ADAMTSL3 ADAMTSL4 ANGPTL2 ANOS1 ARMCX2 ASPN BGN C1R C1S C3 CCBE1 CCDC8 CCDC80 CCN3 CD248 CDK2AP1 CERCAM CHPF CKAP4 CLEC11A COL12A1 COL14A1 COL1A1 COL1A2 COL3A1 COL5A1 COL5A2 COL5A3 COL6A1 COL6A6 CRABP2 CREB3L1 DCN DHRS1 DLK1 DNAJC25 EBF2 ELN EMILIN1 FAM227A FBLN1 FBLN2 FBN1 FBN2 FCF1 FGF18 FKBP10 FKBP14 FKBP9 FLNC FMOD FNDC1 FSTL1 GAS1 GJC1 GPC3 GPX8 GXYLT2 H19 HCG11 HSPB6 HTRA3 IGF2 IGFBP5 IL11RA ISLR ITGB8 KARS1 LGALS3BP LINGO2 LOX LRP1 LSP1P4 LTBP4 LUM MAGED2 MEST METRNL MFAP4 MFAP5 MFGE8 MGP MMP14 MMP2 MRC2 MXRA5 NCAM1 NCAM2 NOVA1 NTRK2 OBSL1 OGN OLFML3 P3H4 P4HA2 PCDH7 PCOLCE PDGFRA PDPN PI15 PI16 PLAC9 PLAT PMP22 POSTN PRRX1 PSENEN PTPMT1 RCN3 S100A6 S1PR3 SCARA5 SEMA3C SERPINE2 SERPING1 SFRP1 SFRP2 SLC39A13 SPARC SRPX SSC5D SSPN TCEAL9 TENT5A THBS2 TIMP1 TMEM39A TNS2 TSPAN17 TSSC4 VCAN ZDBF2 ZNF503 DESCARTES_FETAL_THYMUS_THYMIC_EPITHELIAL_CELLS https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/DESCARTES_FETAL_THYMUS_THYMIC_EPITHELIAL_CELLS ABCA3 ACHE ACO1 ACTA2 ADAMTS14 ADAMTS17 ADARB2 ADGRG2 AFAP1L2 ALOX12P2 ANGPT1 ANK3 ANKFN1 ANKRD18A ANKRD22 ANO9 ARHGAP42 ASTN2 ATP10B B3GALT5 B3GAT2 B4GALNT3 BCAS4 BCHE BCL10-AS1 BMP7 BNC2 C11orf16 C12orf56 C1RL-AS1 CACNA1I CACNB2 CACNB4 CAP2 CCL25 CD274 CDC14B CDH1 CDH3 CDH4 CDH7 CDS1 CGNL1 CLEC1A CLEC2L CLIC6 CLTCL1 CLVS1 CMYA5 CNTN3 COL17A1 COL19A1 COL26A1 COL27A1 COL4A6 CSRNP3 CTSV CXXC4 CYP26B1 DANT2 DEPTOR DPH6-DT DPP6 DSC2 DSG3 EARS2 EGFR EML6 ENPEP ENPP3 ENPP6 ENPP7P10 ENSG00000228793 ENSG00000235834 ENSG00000251314 ENSG00000255367 ENSG00000256321 EPB41L4A EPHA6 ERICH3 ESRP1 ESRRG EVA1A EXOC3L4 EYA1 EYA2 EYA4 FAM135B FAM163A FAM20A FAM83B FAS FAT2 FGFR2 FMN1 FOXN1 FRAS1 FREM1 FRMD1 FYB2 GABRG3 GGA2 GHR GLB1L3 GLI2 GPHN GPLD1 GRIP1 GSTCD-AS1 GSTO2 H2AZ1-DT HS6ST2 HSPA12A HSPA4L HSPB8 IGDCC3 IL1RAPL2 IL31RA IQSEC3 IRF6 KANK1 KCNH7 KCNIP3 KCNJ5 KCNQ3 KCTD1 KIAA1549 KLF3-AS1 KREMEN2 KRT19 KRT5 L3MBTL4 LARGE2 LINC00173 LINC00511 LINC00963 LINC01250 LINC01357 LINC01482 LINC01500 LINC01503 LINC01644 LINC02955 LMO3 LRRC4C MAP7D2 MAPK10 MAPK4 MCF2L MGAT4C MGMT MICALL2 MIR205HG MIR31HG MIR3936HG MIR583HG MOB3B MPZL2 MTCL1 MYO3A MYO5B NEURL2 NHS NKAIN4 NPFFR2 NPHS1 NPIPB2 NPTX1 NRXN3 OSMR-DT OTUD7A OXCT1 PAPLN PASK PATJ PAX9 PITRM1 PKNOX2 PKP1 PLEK2 PLEKHH3 PLTP PLXDC1 PNCK PNMA8A PPARGC1A PPFIA3 PPP1R26-AS1 PRKG1 PRSS16 PTPN13 PTPN3 PTPRF PTPRT RARG RASEF RBMS3 RHPN2 RMDN2-AS1 RMST RNF43 ROBO2 RPS23P6 RPS6KA6 SDK1 SEZ6L SGPP2 SGSM1 SH2D4A SH3RF3 SLC36A1 SLC44A3-AS1 SLC46A1 SLC46A2 SLC6A1 SLC9A3-AS1 SLCO2A1 SLIT3 SMC5-DT SNX29 SORBS2 SORCS1 SORCS2 SPOCK1 ST7 SYNDIG1 SYNE1 SYNPO2 TBATA TENM3 THSD7B TLE2 TMEM163 TMEM63B TOX3 TP53AIP1 TP53I3 TP63 TRPM3 TRPM6 UNC5D UST WNK2 XKR4 ZNF483 ZNRF3-IT1 ZRANB2-DT DESCARTES_FETAL_THYMUS_THYMOCYTES https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/DESCARTES_FETAL_THYMUS_THYMOCYTES AOX3P ARHGAP19-SLIT1 BEST3 CD40LG CD96 CDK6-AS1 FBXO41 GVINP1 HKDC1 KLRC4-KLRK1 LIG4 LIN28B LINC00539 LINC00954 LINC01222 LINC01749 LINC01934 LTA LZTFL1 NEIL3 PHGDH PLK4 PXYLP1 SKA3 THEMIS TMSB15B TSHR UBASH3A UBIAD1 ZFP1 DESCARTES_FETAL_THYMUS_VASCULAR_ENDOTHELIAL_CELLS https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/DESCARTES_FETAL_THYMUS_VASCULAR_ENDOTHELIAL_CELLS A2M ABLIM3 ADAMTS9 ADCY4 ADGRF5 ADGRL4 ANO2 AOC3 APLNR ARAP3 ARHGAP29 ASNS BCAM CALCRL CAV1 CAVIN2 CCL21 CD36 CDK9 CFAP161 CHRM3 CLDN5 COL15A1 COL4A1 DIPK2B DISC1FP1 DLGAP1 DOCK9 ECSCR EDEM2 EGF EGFL7 ELK3 EMCN EPAS1 EPHB4 ERG FGD4 FGD5 FLT1 GASK1B GJA4 GLIS3 GNG12-AS1 HIF3A HMCN1 HOXB3 ID1 IL7 INO80C ITGA6 KALRN KANK3 KDR LDB2 LINC00472 LINC02147 LRMDA LYVE1 MCAM MECOM MEG8 MEOX2 MET MMRN1 MPDZ MPP7 MYCT1 MYO1B MYRIP NALF1 NALF1-IT1 NECTIN2 NFATC1 NOVA2 NR2F1-AS1 NR2F2-AS1 NR3C2 NRG3 NRN1 NUAK1 PALMD PCAT19 PCDH17 PDIA5 PGM5 PKHD1L1 PLVAP PODXL PPARG PPFIBP1 PRCP PRELID2 PREX2 PROX1 PRR5L PTPN14 PTPRB RADIL RASGRP3 RASIP1 RELN RFTN2 RGS6 RHOJ RNF152 RNF220 SCARF1 SCHIP1 SEMA3A SHANK3 SHE SNTG2 ST6GALNAC3 STAB2 STOM STXBP6 TACR1 TEFM TEK TFPI TGM2 THSD7A TIE1 TLL1 TNFRSF11A UBTD1 VWF WASF3 WWTR1 ZNF521 DESCARTES_MAIN_FETAL_ACINAR_CELLS https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/DESCARTES_MAIN_FETAL_ACINAR_CELLS AKR7A3 AQP8 BTG2 CCDC110 CEL CELA2A CELA3A CELA3B CELP CLPS CPA1 CPA2 CPB1 CTRB1 CTRB2 CTRC CTRL CUZD1 DIRAS3 DLK1 DPEP1 ERP27 FBXO2 FREM2-AS1 GP2 GPHA2 HEXD KIRREL2 KLK1 LINC01624 LMAN2 LOC100506281 LOC285804 MATN4 MID1IP1 MPV17L MSRB1 MT1L NOMO1 PLA2G1B PLBD1 PNLIPRP1 POMC PRSS1 PTF1A RARRES2 RBPJL REG1A REG3G RNF186 SCG5 SEL1L SERPINI2 SLC16A12 SPINK1 SSR4 SYCN TBX6 TMED6 TPRN ZC3H18 DESCARTES_MAIN_FETAL_ADRENOCORTICAL_CELLS https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/DESCARTES_MAIN_FETAL_ADRENOCORTICAL_CELLS AGRP ALAS1 ALDH3A2 AQP11 BBS2 CASP9 CIDEB CLEC4GP1 CYB5B CYP11A1 CYP11B1 CYP17A1 CYP21A2 DCAF10 DHCR24 DHCR7 ENSG00000236393 FDX1 FDXR FOXK2 GALC GASK1B-AS1 GML GNRHR GNS GRAMD1B GRIN2C GSTA12P GSTA4 GSTA9P HMGCR HSPD1 HSPE1 INHA JAKMIP2 KLHDC8B LDLR LINC00298 LINC01252 LINC01471 LINC01485 LINC01778 LINC01807 LINC02045 LINC02237 LINC02539 LINC02732 LIPE MC2R MOB4 MRAP MSMO1 NPC1 NR0B1 OGFOD1 OR7A5 OSGIN1 OTOA PAPSS2 PLB1 POR PPP2R1A PTPRVP RDH12 RHBDD2 RNA5SP450 SCAP SCARB1 SH3BP5 SH3BP5-AS1 SLC16A9 SLC2A14 SLC46A3 SLC47A1 SNCG SNORA59B SPINK13 STAR SULT2A1 SVIL-AS1 TBC1D8B TNXA TNXB USB1 UTS2 WHRN ZNF275 ZNF98 DESCARTES_MAIN_FETAL_AFP_ALB_POSITIVE_CELLS https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/DESCARTES_MAIN_FETAL_AFP_ALB_POSITIVE_CELLS ACOT13 ADH5 AHSG ALB ALDH4A1 ANGPTL3 ANGPTL8 ANKRD7 AQP7 ARL13A ATF5 AZGP1 BAALC-AS2 BBC3 C8B CBR1 CBX7 CCDC183 CD302 CERS2 CFHR1 CLEC4G CRYZ CYB561D1 CYP8B1 CYSLTR2 DDO DGCR11 DGCR6L DQX1 DUSP9 ENSG00000267260 ENSG00000270174 ERICH6B ETFBKMT EXTL3-AS1 F12 F7 FABP1 FADS1 FAM72A FAM9A FGA FGB FGG FIGNL1 FOXP3 FTL FTLP3 GLIPR1L1 GSTZ1 H3P6 HMGB1P20 HRG IGSF1 IL12A INO80E JTB-DT KNG1 LINC00309 LINC00640 LINC01124 LINC01767 LINC02418 LINC02487 LINC02594 LINC02777 LINC02897 LOXL4 LRG1 MAGOH-DT MAIP1 MARCHF6-DT MASP2 MBL2 MIR320D1 MMUT MT1F MT1G MT1M MT1X NDUFA4P1 NDUFAF2P2 NLRP14 NONOP2 ORMDL3 PDF PEBP1 PGLYRP2 PNLIP PRKAR2A-AS1 PTGES3P1 PUDPP1 RBFADN RBISP4 RDH11 RIDA RNU7-12P ROPN1B RPL7AP50 RPS12P3 RPS15AP6 SCD SDHAF1 SELENOP SERPINA1 SERPINA5 SERPINA7 SERPINC1 SLC10A1 SLC23A1 SLC38A3 SMLR1 SNORC SOWAHB SPRYD4 SRSF10 SYCE1 TCEAL8 TMED5 TMEM150A TMEM161A TMEM177 TMEM187 TMEM97 TSPEAR-AS2 UGT2B4 VTN WWP1-AS1 ZMYM4-AS1 DESCARTES_MAIN_FETAL_AMACRINE_CELLS https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/DESCARTES_MAIN_FETAL_AMACRINE_CELLS ADCY8 ASIC2 BMT2 C1QL2 CPNE6 DRD1 FIBCD1 FRMD5 GABRG1 GRM8 GRPR LINC00871 MCHR2-AS1 MEIS2 MIR181A1HG PIN4P1 PRDM13 RCN1 RGS8 RPS29P24 TFAP2A-AS1 TFAP2E TLK2P1 VPS41 ZNF385C DESCARTES_MAIN_FETAL_ANTIGEN_PRESENTING_CELLS https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/DESCARTES_MAIN_FETAL_ANTIGEN_PRESENTING_CELLS ADAM8 AEN AFTPH-DT AICDA AIRE AKR1E2 ALYREF ARAP1-AS1 ARHGAP22 ATG16L1 ATG3 BCAS2P2 BMS1P4 BNIP3P5 BTLA C10orf88B C1orf54 C2orf69 CCL17 CCL22 CCR7 CD40 CD70 CD74 CD80 CLEC16A CLECL1P CLIP1-AS1 CXCL10 CXCL9 DENND1B DM1-AS DTNB-AS1 ELAC2 ENSG00000231873 ENSG00000232628 ENSG00000258039 ENSG00000267039 ENTHD1 EPSTI1 ERICH1 EVI2A FASTKD5 FCHSD2 FLJ40194 FLT3 FMNL1-DT FMR1NB FUT7 GAS5-AS1 GCSAM GFI1 GNA15-DT GPR132 H2BC10 HLA-DOB HLA-DPA1 HLA-DPB1 HLA-DQA2 HLA-DQB1 HLA-DQB2 HLA-DRB6 IGFLR1 IKBKE-AS1 IL12B IL21R IL4I1 IRF8 KDM2B LAMP3 LINC00487 LINC01010 LINC01816 LINC01845 LINC02096 LINC02877 LINC03052 MCOLN2 MIR155HG MMP2-AS1 MMP25 MMP9 MRM3 MS4A15 MS4A6E MTATP8P1 N4BP2L1 NAAA NAP1L1P1 NAP1L4P1 NDE1 NME2P1 NME8 NMI NUB1 NUP62 OASL P4HA2-AS1 PDCD11 PLA2G2D PLEKHM3 POGLUT1 POLR3DP1 PPM1J PRDM15 RAB8B RASSF2 RFTN1 RGS13 RN7SL172P RN7SL211P RN7SL288P RN7SL45P RN7SL809P RNF19B RNU6-1228P RNU6-1284P RNU6-172P RNU6-523P RNU7-45P RPL21P48 RPL23P8 RPL31P11 RPL31P12 RPL32P1 RPL4P6 RPS12P4 RPS26P21 RPS27AP12 RPS4XP16 RSC1A1 SAMD9L SEMA4A SLAMF7 SLAMF8 SLC12A3 SLC9A7 SNX20 SORD2P SWSAP1 TANK TIAM1-AS1 TIFAB TMCC3 TNFRSF9 TOR3A TRAF1 TWF1P2 VAC14 VOPP1 WDFY4 WNT5B XCR1 YES1P1 ZMIZ2 ZMYND15 ZNF32-AS3 ZNF366 DESCARTES_MAIN_FETAL_ASTROCYTES https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/DESCARTES_MAIN_FETAL_ASTROCYTES ADCYAP1R1 ADGRG1 ATP1A2 BOC C1QL4 C2CD5-AS1 CACHD1 CCDC140 CKAP2LP1 CYP26A1 CYP26B1 CYP26C1 CYP4F24P DBX2 DCLK2 EEF1DP3 ELOVL2-AS1 ENSG00000231918 ENSG00000232528 FGFBP3 FZD10 GFAP GPM6B HEPACAM LGR6 LINC00446 LINC02568 LINC02883 MMD2 NCKAP5-IT1 NHSL1-AS1 OTOG PAX3 PCDH8 PHYHIPL PTCH1 PTN RFTN2 RFX4 RGS20 RNGTTP1 RNU6-1331P RNY1P5 RPS20P22 SLC25A48 SLC6A11 SNCAIP ST8SIA1 WARS2-IT1 WIPF2 WNT3 ZNF863P DESCARTES_MAIN_FETAL_BIPOLAR_CELLS https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/DESCARTES_MAIN_FETAL_BIPOLAR_CELLS ACKR1 AGAP1 AIMP1P1 ARSH ASIC4 B3GLCT BSPH1 C15orf32 C3orf70 CA10 CABP2 CACNA2D4 CADPS CDH20 CRYBG3 CYP2C8 DSCAM DSCAM-IT1 ELSPBP1 ENSG00000212302 ENSG00000227863 ENSG00000230392 ENSG00000249419 ENSG00000250284 ENSG00000259541 ENSG00000267131 ENSG00000267448 FAM234B FEZF2 FSTL5 GABRB3 GABRR1 GABRR3 GLRA1 GNL2P1 GRIK1 GRIK1-AS1 GS1-279B7.1 GSG1 GUSBP4 HCN2 HSPA8P11 KCTD6 KRT8P15 LACTBL1 LHX4 LINC00469 LINC01291 LINC01750 LINC01896 LINC01933 LINC02224 LINC02821 LINC03107 LRRC1 MACROD2 MACROD2-AS1 MACROD2-IT1 MAP7 MIR3671 MRPS30-DT NCKAP5 NFIB NIPAL4-DT NRG1 NRG1-IT1 NRG1-IT3 NYAP2 PRICKLE2 RN7SL754P RN7SL83P RNU6-116P RPL11P1 RPL14P2 RPL31P46 RSF1-IT2 SERTM1 SMIM36 SV2B TAFA4 TDRD6 TMEM132E TMEM196 TMEM215 TRMT9B TRPC7 TRPC7-AS2 VSX1 VSX2 WASF3-AS1 YPEL3-DT ZNF223 ZNF385B ZNF804B ZPBP DESCARTES_MAIN_FETAL_BRONCHIOLAR_AND_ALVEOLAR_EPITHELIAL_CELLS https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/DESCARTES_MAIN_FETAL_BRONCHIOLAR_AND_ALVEOLAR_EPITHELIAL_CELLS ACOXL AGER ATP11A ATP11A-AS1 BAMBI BMP3 C10orf90 CABLES1 CHIA CLDN6 CPM CRLF1 DAPK2 ENSG00000251600 ENSG00000266149 ESYT3 ETV5 FAM41C GOLGA8B GUSBP5 HAS3 IRX1 IRX2 KCNJ15 LINC01331 LINC01335 LINC01393 LINC02026 LINC02277 LINC03007 LMO7DN LMO7DN-IT1 MBIP NDNF NKX2-1 NKX2-1-AS1 NPC2 NT5ELP PRR13P2 PTCSC3 ROS1 SFTA3 SFTPA1 SFTPB SFTPC SLC10A2 SMARCA5 SUSD2 TSPAN13 WIF1 DESCARTES_MAIN_FETAL_CARDIOMYOCYTES https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/DESCARTES_MAIN_FETAL_CARDIOMYOCYTES ALPK2 CPT1B CTNNA3 EIF3KP1 ENSG00000232939 ENSG00000238902 FGF12 FGF12-AS3 FHOD3 FILIP1 HCN4 HRAT17 INCA1 JMJD1C-AS1 KBTBD13 KCNJ4 LINC01186 LINC01954 LINC02248 LINC02502 MARCHF11-AS1 MIXL1 MLIP MRPL58 MYBPC3 MYBPHL MYOCD NAV2-AS2 NTMT2 PPP1R12B PRSS42P RBM20 RNA5SP327 RYR2 SLC27A6 SLC8A1 SORBS2 TNNI3K TRDN-AS1 TRIQK USP28 VDAC2P5 DESCARTES_MAIN_FETAL_CCL19_CCL21_POSITIVE_CELLS https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/DESCARTES_MAIN_FETAL_CCL19_CCL21_POSITIVE_CELLS AARD ABHD13 ADAMDEC1 ADH1B ADM2 AGAP2-AS1 AHDC1 ALDH1A3-AS1 ALG1L13P ALX3 ANKRD29 ARL6IP4 ARPIN-AP3S2 ASH1L-AS1 ATOX1 ATP2A1-AS1 BAD BARX1 BAZ1A-AS1 BCL3 C11orf68 C17orf80 C1GALT1C1L C1S C1orf35 C7 CCDC28B CCL2 CCNI CD109-AS1 CDC42P6 CDC7 CIAPIN1 CNOT10-AS1 CNRIP1 COL6A5 COMMD2 CPSF4 CR2 CSF1 CTDP1-DT CTSF CTSH CXCL12 CXCL13 CYP51A1P2 DAZL DERL1 EFCAB10-AS1 EFEMP2 EFTUD2 EGR1 EIF2AK3-DT EIF4BP3 EIF5-DT ENSG00000226706 ENSG00000246308 ENSG00000257279 ENSG00000257550 FAM133DP FAM3C2P FBXW5 FDCSP FGF11 FGF7 FKBP9P1 FLJ40288 FNDC1-AS1 FOS FUT4 FZD2 GAD3P GARS1 GDF6 GLI4 GPANK1 GPS2 GRINA GTF2F1 H2AC20 HAFML HASPIN HDAC4-AS1 HECTD3 HLA-J HMCN2 HNRNPA0 HNRNPUL2 HOXA2 HOXC-AS1 HTD2 ICAM1 IER3 IFI27L2 IFIT2 IGDCC4 IGFN1 IL11RA INTS5 IRF2-DT ISOC2 ITPR1-DT JMJD4 JUNB JUND KCND1 KCNE4 KCNK15 KPNA2P2 KRTCAP2 LAP3 LARP6 LENG1 LERFS LINC00310 LINC00324 LINC00562 LINC00654 LINC00852 LINC01311 LINC01350 LINC01686 LINC01786 LINC01787 LINC02126 LINC02228 LINC02610 LINC02847 LIPT1 LPAR1 LRP3 LRRC37A17P MAP3K6 MICALL2 MIF MINCR MIR3677HG MLF1-DT MRGPRF MSANTD1 MSC NALF2 NFIL3 NFKB2 NFKBIA NFKBIE NFKBIZ NKD2 NME2 NOP53 NPB NPIPA1 NPM3 NRIP2 NYNRIN OTOP2 P2RX2 PABPC3 PABPC5 PARK7 PCDHGA3 PDRG1 PES1 PHF24 PI15 PI4K2A PJVK PLSCR3 PNRC1 PPIL3 PRRX1 PSMB1 PSMG3 PTGDS RAB13 RAI2 RARA-AS1 RASGEF1A RBBP9 RBP5 RELB RGS16 RIN1 RIOX2 RNU1-149P RNU6-1330P RPL10AP2 RPL10P16 RPL10P3 RPL13AP3 RPL17P36 RPL21P68 RPL23AP65 RPL27P6 RPL31P4 RPL35P2 RPL36P14 RPL3P7 RPL5P12 RPL5P34 RPL7AP47 RPL7P12 RPL7P23 RPLP1P6 RPP25 RPS18P5 RPS27AP5 RPS3AP21 RPS3P3 RPS3P4 RPS8P10 SCARF2 SCGB1B2P SCYL1 SELENOM SEPTIN7P6 SERTAD1 SET SF3A2 SF3A3 SF3B2 SHISA3 SLC22A3 SMARCAD1-DT SMU1 SNHG11 SNORD116-30 SNX33 SOCS3 SPIC SPIN2A SPNS2 SPOUT1 STX10 TCF3 TECRP1 TENT5D TEX12 THAP5P1 TLCD1 TMEM147-AS1 TMEM18 TMEM262 TMPRSS12 TNFAIP3 TNFSF11 TNFSF9 TP53BP2 TPBGL TRIM47 TRMT6 TYMP TYRO3 UBAC2-AS1 UBD UBQLN2 UBR7 VCAM1 VEGFA VPS16 WAC-AS1 WDR97 WWTR1-AS1 YY2 ZBED6 ZFP36L2 ZFP64 ZGPAT ZNF140 ZNF17 ZNF335 ZNF500 ZNF665 ZNF853 DESCARTES_MAIN_FETAL_CHROMAFFIN_CELLS https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/DESCARTES_MAIN_FETAL_CHROMAFFIN_CELLS ARSF ASIC5 CFAP20DC-AS1 CNTFR GALNT16 GIP HMX1 IL7 INSL5 INSM2 LINC01201 LINC01732 LINC02074 MAB21L1 MAB21L2 MLN NPY NTRK1 PHOX2A PKIA-AS1 PTCHD1 REG4 RN7SL516P SLC22A10 DESCARTES_MAIN_FETAL_CILIATED_EPITHELIAL_CELLS https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/DESCARTES_MAIN_FETAL_CILIATED_EPITHELIAL_CELLS ABCA13 ABITRAM ACBD3-AS1 ADGB ADPRS AGR3 AHI1-DT AHSA1 AK7 AK8 AK9 AKAP14 AKAP9 ALDH3B1 ANKEF1 ANKMY1 ANKRD42 ANKRD44-AS1 ANKRD45 ANKRD54 ANKRD66 ANKUB1 APOBEC4 ARHGAP39 ARHGEF38 ARMC2 ARMC3 ARMH1 ARMH2 ASB14 B9D1 B9D2 BBOF1 BBS12 BBS4 BBS5 BCYRN1 BRD3OS BTG4 C10orf67 C10orf95 C11orf97 C16orf46 C17orf97 C19orf44 C1QTNF8 C1orf141 C1orf87 C20orf85 C20orf96 C21orf58 C22orf15 C2orf50 C2orf73 C4orf47 C5orf15 C5orf46 C6orf118 C6orf52 C7orf57 C9orf24 C9orf43 CABCOCO1 CAPS CAPS2 CAPS2-AS1 CAPSL CASC2 CATIP CATSPERD CBY1 CC2D2A CCDC103 CCDC113 CCDC13 CCDC138 CCDC146 CCDC153 CCDC157 CCDC160 CCDC17 CCDC170 CCDC178 CCDC180 CCDC181 CCDC190 CCDC191 CCDC24 CCDC30 CCDC33 CCDC39-AS1 CCDC40 CCDC65 CCDC74A CCDC74B CCDC78 CCDC81 CCDC89 CCDC96 CCNA1 CCNO CCNO-DT CCP110 CD164L2 CDC20B CDH13-AS2 CDHR18P CDHR3 CDHR4 CDNF CDS1 CENPBD2P CENPS CEP126 CEP170P1 CEP290 CEP83 CES1 CETN2 CFAP100 CFAP107 CFAP119 CFAP126 CFAP141 CFAP144 CFAP157 CFAP20 CFAP206 CFAP20DC CFAP210 CFAP221 CFAP251 CFAP276 CFAP298 CFAP299 CFAP300 CFAP36 CFAP418-AS1 CFAP43 CFAP44 CFAP44-AS1 CFAP45 CFAP46 CFAP47 CFAP52 CFAP53 CFAP54 CFAP58 CFAP61 CFAP65 CFAP69 CFAP70 CFAP73 CFAP74 CFAP77 CFAP90 CFAP91 CFAP92 CFAP95 CFAP99 CHRNA9 CHST9 CIB1 CIBAR2 CLBA1 CLDN16 CLHC1 CLUAP1 CLXN CNGA4 CNTN4-AS1 COPRS COQ4 COQ7-DT CRACDL CRAT37 CRISP2 CROCC CROCC2 CSPP1 CSRP3-AS1 CTXN1 CYB5D1 DALRD3 DAW1 DCDC1 DCDC2B DENND6B DERL3 DEUP1 DHX40 DLEC1 DLG5-AS1 DMKN DNAAF1 DNAAF10 DNAAF11 DNAAF2 DNAAF3 DNAAF4 DNAAF6 DNAAF8 DNAH1 DNAH10 DNAH11 DNAH12 DNAH2 DNAH3 DNAH5 DNAH6 DNAH7 DNAH9 DNAI1 DNAI2 DNAI3 DNAI4 DNAI7 DNAJA4 DNAJB13 DNAL1 DNAL4 DNALI1 DOC2A DPAGT1 DPCD DPY30 DRC1 DRC3 DRC7 DTHD1 DUSP18 DUSP19 DYDC1 DYDC2 DYNC2H1 DYNC2I1 DYNC2I2 DYNLL1 DYNLRB2 DYNLT1 DYNLT2B DYNLT4 DYNLT5 DZANK1 DZIP1L DZIP3 E2F3P2 ECT2L EEF1B2P4 EEF1B2P5 EFCAB10 EFCAB12 EFCAB2 EFCAB6 EFHB EFHC1 ELL3 ENKUR ENO4 ENSG00000181123 ENSG00000226484 ENSG00000226690 ENSG00000236495 ENSG00000238185 ENSG00000250803 EP300-AS1 EPPIN ERGIC3 ERICH2-DT ERICH3 ERICH3-AS1 ERICH6-AS1 FABP6 FABP6-AS1 FAM104B FAM151B-DT FAM166A FAM166C FAM174A FAM181A-AS1 FAM216B FAM227A FAM229B FAM47E FAM81B FAM86FP FANK1 FBXL13 FBXO15 FBXO36 FBXW9 FHAD1 FNDC11 FOXJ1 FRMPD2 FSIP1 FUZ GALNS GEMIN8 GET1 GIHCG GJB7 GLB1L GOLGA2P5 GOLPH3-DT GON7 GPR162 GRIN3B HAGHL HCG14 HHLA2 HIPK1 HIPK3 HMGB1P16 HMGN3 HNRNPF HOATZ HSP90AA1 HSPBP1 HSPH1 HYDIN IFT122 IFT140 IFT172 IFT22 IFT43 IFT52 IFT57 IFT74 IFT81 IFT88 IK INTS10 IQANK1 IQCA1 IQCD IQCE IQCG IQCH IQUB ITGB8-AS1 JHY KATNIP KCNE1 KCNH3 KCNRG KIAA0753 KIAA0825 KIAA2012 KIF19 KIF23-AS1 KIF27 KIF9 KLF2-DT KLHDC9 KNCN KNDC1 KRT42P LCA5 LCA5L LDLRAD1 LEKR1 LINC00475 LINC00589 LINC01392 LINC01435 LINC01513 LINC01571 LINC01671 LINC01707 LINC01708 LINC01722 LINC01765 LINC01908 LINC01927 LINC01970 LINC02031 LINC02056 LINC02057 LINC02166 LINC02231 LINC02265 LINC02300 LINC02345 LINC02605 LINC02696 LINC02958 LINC03053 LINC03086 LKAAEAR1 LMLN LMNTD1 LMNTD2 LNC-LBCS LNCTAM34A LPO LRGUK LRP2BP LRRC10B LRRC18 LRRC23 LRRC27 LRRC34 LRRC37A5P LRRC43 LRRC46 LRRC51 LRRC56 LRRC71 LRRC73 LRRC74B LRRC9 LRRIQ1 LRWD1 MAP3K19 MAP9 MAPK15 MAPRE3 MARCHF10 MCAT MDH1B MEIG1 METTL27 MGAT4D MINDY4 MIPEP MIPEPP3 MIR7515HG MKS1 MNS1 MOK MORN1 MORN2 MORN3 MORN5 MROH9 MRPS31 MS4A8 MTRR MYCBP NAT1 NAT14 NEK10 NEK11 NEK2-DT NEK4 NEK5 NHLRC4 NME5 NME9 NPHP1 NRAD1 NRAV NRG4 NSUN7 NUDC NUDT7 NWD1 ODAD1 ODAD2 ODAD3 ODAD4 ODF2L ODF3B OGFR-AS1 OMG OR7E36P OR7E47P OSBPL6 OSCP1 P2RX6P P4HTM PACRG PACRG-AS3 PACRGL PAPOLA-DT PCM1 PCSK4 PIERCE1 PIERCE2 PIFO PITPNM1 PLEKHG7 POLR2I PPIL6 PPP1R32 PPP1R36 PPP1R42 PPP4R4 PRDX5 PRH2 PRR18 PRR29 PRSS12 PRSS54 PSENEN PTGES3 PZP RAB36 RABL2A RABL2B RAD17P1 RB1-DT RB1CC1 RFX2 RFX3 RGS22 RIBC1 RIBC2 RIIAD1 RN7SKP96 RNA5SP473 RNF157-AS1 RNF32 RNF6 RNU4-46P ROPN1L RPGR RPGRIP1L RPL21P54 RPL32P3 RPP38-DT RPS8P5 RSPH1 RSPH10B RSPH10B2 RSPH14 RSPH3 RSPH4A RSPH9 RUVBL2 RWDD3-DT SAMD15 SANBR SAPCD1-AS1 SAXO2 SCGB3A2 SERTAD4-AS1 SGMS2 SLC44A4 SLC9C2 SLFN13 SMC2-DT SMIM34 SMIM6 SMPD2 SNRPF-DT SNTN SOX30 SPA17 SPACA9 SPAG1 SPAG16 SPAG17 SPAG6 SPAG8 SPATA17 SPATA18 SPATA33 SPATA4 SPATA6L SPATS1 SPEF1 SPEF2 SRGAP3-AS2 SRI STAM2 STK33 STMND1 STOML3 STOX1 STPG1 SYNPR-AS1 SYS1 TARS1-DT TBC1D8 TCP11 TCTE1 TCTN1 TCTN2 TEKT1 TEKT2 TEKT3 TEKT4 TEX26 TEX56P TEX9 TGM3 THBS3-AS1 TM4SF19-DYNLT2B TMC5 TMEM107 TMEM190 TMEM212 TMEM218 TMEM231 TMEM231P1 TMEM232 TMEM254 TMEM270 TMEM67 TMEM68 TNFAIP8L1 TOGARAM1 TOGARAM2 TP73 TPPP3 TPRG1L TRAF3IP1 TREM1 TROAP-AS1 TSGA10 TSPAN1 TSPAN19 TTC12 TTC16 TTC21A TTC21B TTC23L TTC26 TTC29 TTC30A TTC30B TTC34 TTC41P TTLL10 TTLL13 TTLL6 TTLL9 TUBA4B TUBB4B UBXN10 UBXN11 UFC1 UGT2B17 ULK4 UMODL1-AS1 UNC119B URAHP USP2-AS1 UVRAG-DT VNN3P VRK3 VSIG8 VWA3A VWA3B WDR19 WDR35 WDR38 WDR41 WDR49 WDR54 WDR86-AS1 WDR93 WFDC6 WRAP53 XPNPEP3 ZBBX ZDHHC1 ZDHHC11 ZMYND10-AS1 ZMYND12 ZNF132 ZNF19 ZNF20 ZNF204P ZNF214 ZNF295-AS1 ZNF391 ZNF396 ZNF473CR ZNF474 ZNF487 ZNF584 ZNF594-DT ZNF599 ZNF688 ZNHIT2 ZSCAN18 DESCARTES_MAIN_FETAL_CLC_IL5RA_POSITIVE_CELLS https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/DESCARTES_MAIN_FETAL_CLC_IL5RA_POSITIVE_CELLS ACBD5 ACBD6 ACTR1B ADAD1 ADO ADPRM AFG3L2 AGAP10P ALDH1L1-AS2 ALG3 ANAPC13 ARFIP2 ATOX1-AS1 ATP5F1EP2 BCKDHA BCS1L BECN1 BIRC5 BRF2 C1orf174 C3orf18 C9 CAMSAP1-DT CAMTA2 CC2D1B CCDC115 CCDC63 CCDC86-AS1 CCNB3 CDK15 CENPW CEP131 CLC CLEC4OP CNEP1R1 COA6 COMMD8 COQ3 COX17P1 CRELD1 CRIPT CT55 CTDSPL2-DT CTXN3 CYP2U1-AS1 DAND5 DBIL5P DBP DCUN1D5 DDX11-AS1 DHX16 DRAP1 EEF1GP7 EIF1B EIF2AK4 ENSG00000225457 ENSG00000267058 ENSG00000268650 ENTR1 EPX ESS2 FAM209A FBXL8 FBXO45 FBXO8 FLJ46284 FLNB-AS1 FRAT2 GALNT16-AS1 GAR1 GCSH GEMIN4 GNG10 GPATCH3 GPT GTF2A2 GTF2IRD1P1 GTF3A HDC HEATR5A-DT HENMT1 HK2-DT HMGB1P41 HMGN2 HSD17B13 IL5RA IMP3 INE1 ING3 IRGM IRX4-AS1 KDM7A-DT LAMTOR5 LAMTOR5-AS1 LARS2-AS1 LIG4 LINC00680 LINC00847 LINC01224 LINC01476 LINC01629 LINC01681 LINC01844 LINC01948 LINC02256 LINC02324 LINC02482 LINC02549 LINC02552 LINC02701 LINC02869 LINC02925 LMX1B-DT LRRC52-AS1 LYRM7 MADCAM1-AS1 MAN1A2P1 MAP10 MCUR1 MEP1B MICB MINAR2 MIR497HG MKRN2 MLIP-AS1 MMACHC MRPL3 MRPL40 MRPS16 MRPS31P5 MS4A3 MSL3P1 MTFR1L MYOCD-AS1 NAALADL1 NDUFB5 NDUFC1 NDUFS2 NICN1 NLRP12 NOP16 NSL1 NXF1 OSM PANK4 PAQR4 PARP2 PBK PCDHB6 PCGF1 PDE6G PDK1-AS1 PDK2 PEAK3 PGAM5 PITRM1-AS1 PIWIL2-DT PLD6 PLEKHA3 POLR1E POLR3K POLRMT PPM1M PPP1CC PPP1R13B-DT PRELID1 PSMD6-AS1 PSPN PTGDR2 PTGS2 R3HCC1 RBM15 RHOXF1-AS1 RLIM RN7SL308P RN7SL823P RNF26 RNU2-22P RPL35P5 RPL39P5 RPLP0P9 RPS23P8 RPS3AP49 SAC3D1 SCAT2 SDHAF3 SDHAP2 SF3B4 SF3B6 SHARPIN SLC52A2 SLC5A5 SLC6A3 SMIM8 SNHG10 SNRNP25 SNRPA1 SPAAR ST3GAL1-DT STEAP1B-AS1 STRN4 SYS1-DBNDD2 TBX5-AS1 TFAMP1 THAP7-AS1 THAP9 THYN1 TIGD5 TIMM50 TMC3-AS1 TMED7 TMEM250 TMEM26-AS1 TMEM30A-DT TMSB15B TNMD TOMM40L TOPORS TPCN2 TRABD-AS1 TRAPPC2B TRIM21 TRO TRPM2-AS TTC36-AS1 TTC4 UBOX5-AS1 UCK1 USP39 VBP1 VSIG10L WDR55 WDR75 ZBTB20-AS1 ZBTB34 ZC3HC1 ZCCHC4 ZDHHC24 ZFP41 ZNF132-DT ZNF18 ZNF22 ZNF302 ZNF304 ZNF32 ZNF415 ZNF517 ZNF605 ZNF615 ZNF687 ZSCAN16 ZSCAN2 DESCARTES_MAIN_FETAL_CORNEAL_AND_CONJUNCTIVAL_EPITHELIAL_CELLS https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/DESCARTES_MAIN_FETAL_CORNEAL_AND_CONJUNCTIVAL_EPITHELIAL_CELLS A4GALT ABHD11 ADCK2 AGGF1 AGTRAP ALG1L1P ALOX5 ANKRD35 APOBEC3A APOBEC3F AQP5-AS1 ARHGAP23P1 ASPG ATP13A1 ATP6V0C ATP6V1G1 B3GALT4 B4GALT5 BACH1-IT3 BAG1 BATF BBOX1 BCL2L2 BMI1 BNIP1 C14orf28 C19orf73 C1orf116 CALML5 CAPN5 CAPNS2 CASP7 CCDC28A CCL28 CD2BP2 CDKN2A CDKN2B CEACAM6 CEACAM7 CFAP418 CHI3L1 CHMP2A CLDN4 CLDN8 CMPK1 CNFN COIL COMMD4 COPG1 CRB3 CTU2 CX3CL1 CXCL1 CXCL17 CXCL8 CYP2F1 CYP2R1 DAZAP2 DCTN6 DELEC1 DHRS9 DHX38 DMAP1 DMRTA2 DNAH17 DNAJC19 DSC3 DSG1 DTX3L DTX4 DUSP5 DYM-AS1 EDRF1-DT EFCAB15P ELMOD2 EMC4 ENO1P1 ENSG00000124835 ENSG00000236064 ENSG00000253196 EPPK1 ESF1 EXO5 EXOC8 FAM171B FAM186A FAM3D FAM83A FAM83H FAM86C1P FBXL6 FHL1P1 FIBP FOXD2-AS1 FUT2 GABRP GALNT5 GARIN5A GBP3 GGCTP1 GGT6 GJB2 GPC1-AS1 GPR108 GPR87 GTF2H5 GXYLT1 H2AJ HCAR2 HDAC11 HMGN2P5 HS3ST6 HSD17B1-AS1 IER3IP1 IGIP INSIG1-DT IRF5 ITFG2-AS1 JDP2 JMJD7 KDF1 KLF4 KRT12 KRT39 KRT4 LCN2 LINC00342 LINC01269 LINC01655 LINC01770 LINC01931 LINC02194 LINC02361 LINC03073 LIPT2 LRP10 LTV1 LYPD2 LYRM4-AS1 LYSET LYSMD1 MALL MED24 MESP1 METTL13 METTL17 MHENCR MIER2 MIS12 MMEL1 MMP7 MNT MPZL2 MRM2 MRPL13 MTRF1L MUC16 MUC22 MUC4 MYCL NACA3P NANP NDUFB2-AS1 NDUFS5P1 NFKBIB NHP2 NIF3L1 NKAPL NKX3-1 NOL6 NOXO1 NR2F6 NR4A1 NR4A2 NSUN2 NUP85 NXT1 OAZ3 OTX1 PBX2 PEX11B PHKG2 PHOSPHO2 PIGR PLA2G4F PLAAT4 PLEKHS1 PLPP6 POLR2J3 POLR2J4 PP2D1 PPP1R14D PRRT3 PRSS22 PSMD14-DT PSME2 PUSL1 QARS1 RAB1B RAB25 RARRES1 RFT1 RHOV RN7SL118P RNASEL RNPEPL1 RNU4-1 RNU4-80P RNU5A-1 RPL12P4 RPL13AP2 RPL13AP20 RPL37P6 RPS29P11 RPS6KB2-AS1 S100A8 S100A9 SAA1 SDR16C5 SEH1L SEMA3E SERPINB1 SHLD2P1 SKP1 SLC12A2 SLC15A2 SLC16A13 SLC24A3-AS1 SLC34A2 SLC35C1 SLC52A3 SLPI SMIM5 SNORA81 SPATA2 SPCS1 SPDYE1-AS1 SPINT1 SPINT2 SPRR1B SPRTN SRD5A3 SRP68 STAT2 STEAP4 SUPT7L SYNGR2 TACSTD2 TCHP TEPSIN TET2-AS1 TIGD1 TIMM29 TLR5 TM9SF2 TMEM11 TMEM125 TMEM127 TMEM139-AS1 TMEM191A TMEM216 TMEM258 TNFSF15 TPPP TRAM1L1 TRIM22 TSC22D3 TSPAN6 TWF1 U2AF1L4 UMODL1 UPK1B USP21 VNN2 VPS37C VTCN1 ZDHHC12 ZDHHC13 ZFP42 ZG16B ZIK1 ZNF182 ZNF252P ZNF454 ZNF526 ZNF576 ZNF629 ZNF674 ZNF681 ZNF689 ZNF766 ZNF793-AS1 ZNF879 ZSCAN25 DESCARTES_MAIN_FETAL_CSH1_CSH2_POSITIVE_CELLS https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/DESCARTES_MAIN_FETAL_CSH1_CSH2_POSITIVE_CELLS ADNP-AS1 AGAP11 AIFM2 AKAP17A AKIP1 ALG10 ALG2 ALKBH1 ANKRD26P1 ARHGEF3-AS1 C10orf55 C3orf84 CA5AP1 CADM2-AS2 CARD6 CCDC192 CCNDBP1 CDC25A CEMP1 CGB3 CHST4 CLCN2 CLDN10-AS1 CNKSR1 COPS8-DT COQ7 CPEB1-AS1 CPZ CTDP1 CYB5R2 DDX10P1 DNAJC17 DNAJC8 DOLK DPEP2NB DPH7 EIPR1 ELP1 ENSG00000226180 ENSG00000247131 ENSG00000250954 ENSG00000251218 ENSG00000254718 ENSG00000257283 EOLA2-DT EPIC1 FAM200A FAR2P4 FBXO33 GALE GARIN1A GBAP1 GLUD2 GTF2H2 GTF2H2C GTF2IP20 GZF1 HMGB1P1 HYAL6P IMPA1P1 KBTBD8 KCMF1 LINC00339 LINC00578 LINC00663 LINC00689 LINC00964 LINC01535 LINC01581 LINC01610 LINC01783 LINC01920 LINC02540 LINC02551 LINC02616 LLPH-DT METTL25B MFSD12-AS1 MIR5689HG MKRN2OS MRPL48 MRPS31P2 NDOR1 NFE4 NLRP10 NPIPB3 NPIPB5 NPRL2 NSUN3 ODAPH PCDHGB7 PDCD6 PDE6A PLCE1-AS1 POTEF POU6F2-AS2 PPP1R3F PREB PSG7 PYY2 RAD17P2 RGPD2 RN7SL246P RN7SL741P RNFT1 RNU1-134P RNU2-63P RNU6-1039P RNU6-118P RNU6-188P RNU6-272P RNU6-810P RPL12P20 RPL12P21 RPL13AP5 RPL21P5 RPL21P57 RPL5P4 RPL7P24 RPS13P2 RSF1-IT1 RSPH6A SARS2 SIAH1 SLC22A6 SLC25A32 SLC39A9 SLC47A2 SNIP1 SNRPG SPIN3 TBC1D3P1-DHX40P1 TCAF2P1 TJAP1 TM4SF19 TMEM175 TNIP2 TNKS2-DT TOM1 TOMM20L-DT TOR2A TRAPPC14 TRAPPC3 TRIM62 TRPC5OS TTC39C-AS1 TUSC1 UPF3AP3 VPS72 WAPL XAGE3 XGY1 XKRX ZBTB14 ZNF268 ZNF280C ZNF317 ZNF354A ZNF432 ZNF433 ZNF48 ZNF725P ZSCAN10 DESCARTES_MAIN_FETAL_DUCTAL_CELLS https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/DESCARTES_MAIN_FETAL_DUCTAL_CELLS ACBD4 ADAMTS16 ADORA1 ANXA4 ANXA9 ART3 ATP1A1 CALB1 CALHM3 CBX3P2 CCN2 CFTR CHDH CITED4 CLDN10 CLDN9 CYS1 FAM245A FBXO21 FGFR3 FXYD2 FXYD6-AS1 GMCL1 GMNN GPR3 GREP1 GS1-24F4.2 GSTK1 GSTM3 H3-3B HES4 HEY1 HHEX HSD3B7 ID4 IFFO2 ISYNA1 KIF12 KLHDC7A LCIIAR LEFTY1 LINC01152 LINC01220 LINC01829 LRRC75B LZTS3 MNX1 MNX1-AS2 MPND NEURL1 NEURL1-AS1 NRTN OGDHL OR5G5P PDE3A-AS1 PPP1R1B PRKAR1B-AS2 PUF60 RABGEF1P1 RASSF7 RNU6-287P ROCR SALL4 SCTR SFRP5 SLC4A4 SUCLG1 TMEM141 TMEM72 VASH1-AS1 ZBED3 DESCARTES_MAIN_FETAL_ELF3_AGBL2_POSITIVE_CELLS https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/DESCARTES_MAIN_FETAL_ELF3_AGBL2_POSITIVE_CELLS AATBC ACAD8 ACTR8 AGPAT1 AKAP5 AKTIP ALKBH6 AMER1 ANKRD2 ANKRD20A18P ANO7 ARHGAP5-AS1 ARHGEF39 ASB10 ASIC4-AS1 ATP5MF-PTCD1 ATP5MJ B3GALNT1 BANF1 BBS10 BCKDK BNIP3 BRK1 C15orf61 C4orf51 CACNA1C-IT3 CCT8 CCZ1 CDC40 CDCA4 CDK16 CDK18 CNN1 COA7 COL11A2 COPS5 COX5A COX6A2 CPHL1P CRAT CRTC2 CSNK2A2 DCAF8L2 DCXR DDA1 DENND6A-AS1 DMTF1-AS1 DOK7 DUSP28 ECHDC3 EIF2S3B EIF5AL1 ENSG00000231119 ENSG00000261335 ENSG00000272970 ERCC4 FAM180A FAM86EP FGF14-AS2 FIZ1 FTH1P16 FUNDC2 GAS6-DT GDE1 GJB4 GOLIM4 GSPT1 GTF2IP5 H3C12 HDHD5 HIPK1-AS1 HMGB1P39 HNRNPH3 HYLS1 IDH3A IER5L-AS1 IL20RA ILRUN-AS1 ISCA2 JDP2-AS1 KCNJ2-AS1 KLC1-AS1 LCDR LCMT2 LINC00400 LINC00853 LINC00881 LINC01191 LINC01405 LINC01560 LINC01801 LINC01936 LINC02208 LINC02299 LINC02455 LINC02660 LINC02713 LINC02832 LOXL2-AS1 LRRK2-DT LSM1 LYSMD4 MCRS1 METTL23 MISFA MOCS3 MPC1 MPV17L2 MRAS MRPL10 MRPL15 MRPL37 MRPS11 MTCH1 MTHFSD MZT1 NARF-AS2 NCBP2AS2 NFILZ NPY6R NUDT10 NUDT22 NUDT8 NUP37 OPLAH PAPLN-AS1 PFDN1 PFKP-DT PGAM2 PHPT1 POMGNT1 PPP1R26 PPP1R3B PRMT5-AS1 PRSS46P PSMB2 PSMG1 PTP4A3 PTTG1 PYGB RBIS RBM14 RBM18 RMND5A RNF113A RNU6-1251P RNU6-125P RNU6-228P RNU6-94P RPL10P9 RPL26P19 RPL37P23 RPL39L RPS15AP11 RPS15AP38 RRAD RRP8 RXYLT1-AS1 SAAL1 SCAMP1-AS1 SCN1B SDR9C7 SH3GL1P1 SLC2A4 SLC35A4 SMCO1 SMIM27 SMIM30 SNF8 SNHG18 SORBS2-AS1 SRP9 SRRM5 ST13P15 STAG2-AS1 STUB1 SYNM-AS1 TAF6 TAF9B TBC1D8-AS1 THAP2 TIMM10 TINF2 TIPARP-AS1 TMEM126B TMEM230 TMEM242 TMEM50B TOMM22 TP53INP2 TP73-AS1 TPT1P4 TRIM41 TRIM68 TRIM69 TRMT10C TUBG1 ULK3 UQCRFS1 VMA21 YBX2 ZFP57 ZNF134 ZNF28 ZNF319 ZNF32-AS1 ZNF419 ZNF436-AS1 ZNF451-AS1 ZNF524 ZNF580 ZNF639 ZNF654 ZNF691 ZNF770 ZNF792 DESCARTES_MAIN_FETAL_ENDOCARDIAL_CELLS https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/DESCARTES_MAIN_FETAL_ENDOCARDIAL_CELLS ACKR3 ACKR4 AGPS APCDD1L ARMCX2 AVPR2 BAALC-AS1 BMX CALCRL CALHM5 CALR CCL26 CD99 CDH11 CGNL1 CLEC3B CLIC2 CPD CPXM2 CTHRC1 DKK2 ECE1 ECSCR ELK4 EMCN ENG F2RL2 F8 FBLN2 FMOD FOXC1 FUT11 FZD4 FZD6 GINM1 GJA4 HAPLN1 HEG1 HMCN1 HRCT1 HS3ST1 HYAL2 IL33 INPP1 ITGA10 LEPR LRIG3 LTC4S MANSC1 MCHR1 MMRN2 NAB1 NBL1 NORAD NPDC1 NPPC NPR1 NT5E NUCB1 POSTN PRCP PROCR PTHLH PWWP3B RAMP2 RHOA SLC35A1 SLC6A4 SMAD6 SMAD7 SMCO3 SPARCL1 THBD THBS3 TLNRD1 TMEM100 TNFAIP1 TNFSF12 TPT1P15 ZBTB8A DESCARTES_MAIN_FETAL_ENS_GLIA https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/DESCARTES_MAIN_FETAL_ENS_GLIA AP1S2 ARTN COL20A1 DLX1 DNAJC1 ENPP7P2 GAS7 GFRA1 LINC01474 METRN MVB12B OR4N2 OSGEPL1-AS1 PAQR6 PDCD4-AS1 RABEPK WDR86 DESCARTES_MAIN_FETAL_ENS_NEURONS https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/DESCARTES_MAIN_FETAL_ENS_NEURONS CELF3 CNGB1 DLG2-AS2 DPYSL3 DTD1-AS1 EML5 ENSG00000226454 ETV1 FGF13 GARNL3 GPC6-AS2 GPR176 GRK3 HEATR5A HMGN1P14 HMX2 HOXB4 HOXB5 HTR3B HTR4 IQCJ JAKMIP1-DT LINC01238 LINC02641 LIX1 LTK MYH15 NAMA NOS1 NRG2 NRSN1 OPRD1 PCDHA13 PHOX2B-AS1 PPEF1 RGSL1 RPL10P13 SMIM28 TLX2 TNPO1 TNS3 VIP ZNF843 DESCARTES_MAIN_FETAL_EPICARDIAL_FAT_CELLS https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/DESCARTES_MAIN_FETAL_EPICARDIAL_FAT_CELLS ANXA3 AQP9 ARL14EP-DT BCHE BST1 CA9 CALB2 CBLL1-AS1 CBLN2 CCDC80 CCNYL1 CPA4 ENSG00000212458 ENSG00000268686 EPGN FAM133CP FAM21FP GUCA1A IL18 INMT ITLN1 KCNT2 KCTD4 KLK5 KLK7 LINC00607 LINC00922 LRRN4 MEDAG MKRN9P MSLN NECAB1 NPNT OLFML1 PHYHIP PLA2G2A PRG4 RAB6D RAET1E RAET1G RN7SL689P S100A10 SMOC2 SPATA41 SPATA48 SPRR2B TBX18 TGM1 TNFRSF8 TRPA1 UNC5B-AS1 ZNF676 DESCARTES_MAIN_FETAL_ERYTHROBLASTS https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/DESCARTES_MAIN_FETAL_ERYTHROBLASTS ABCA7 ABCB10 ABCB5 ABCB6 ABCC13 ACSBG1 ACSL6 AHSP AKAP8L ALAD ALAS2 AMMECR1 ANK1 ANKLE1 ANKRD18B ANKRD9 ANP32B AP2A1 ARRDC2 ART4 ATAD5 ATG14 ATG4A AURKA BGLT3 BLVRB BNIP3L BSG BTNL10P C17orf99 C2CD3 C9orf40 C9orf85P2 CA1 CAMKMT CAT CBLL1 CCNF CD46P1 CD58 CDC20 CDC27 CENPE CENPI CENPL CHTF18 CISD2 CMPK2 CPOX CR1L CROCCP2 DBF4 DCAF11 DCAF12 DCUN1D1 DDI2 DENND4A DHRS13 DLGAP5 DMTN DNAJC6 DYRK3 E2F2 E2F4 EIF2AK1 EIF5AP2 ENSG00000189316 ENSG00000260592 EP300 EPB42 EPOR ERMAP ESPL1 EXO1 EZH1 FAM104A FAM117A FAM178B FAM83D FAXDC2 FBXO7 FBXO9 FCHO2 FECH GAPVD1 GCLC GLRX5 GMPR GYPA GYPB GYPC GYPE H1-5 H4C3 HAUS2 HBA1 HBA2 HBB HBBP1 HBE1 HBG1 HBG2 HBM HBQ1 HBZ HBZP1 HECTD4 HEMGN HJURP HK1 HMBS HMGN1P8 HMMR HTRA2 IBA57 IFIT1B KCTD9P1 KEL KIAA1586 KIF18B KIF22 KIF23 KIF4A KLF1 KMT5A LARP1 LINC01399 LINC02444 LINC02506 LINC02772 LPCAT3 MACO1 MAP2K3 MARCHF3 MARCHF8 MARK3 MBOAT2 MIGA2 MINPP1 MOB1B MORC3 MOSPD1 MRPS9 NAPEPLD NARF NCAPG NCEH1 NPRL3 NRIR NUSAP1 ORC1 PARPBP PHOSPHO1 PIGC PIGQ PKLR POLH-AS1 PPME1 PRC1 PRDX2 PRR5 QSOX2 RAPGEF2 RBM38 RCCD1 RCL1 RECQL4 RFESD RGS6 RHAG RHCE RHD RMDN3 RN7SKP124 RN7SL724P RNF123 RNF224 RNU6-370P RRM2 RSAD2 RSRC1 SCYL2P1 SEC14L4 SEC22C SEC62 SELENBP1 SLC11A2 SLC14A1 SLC22A16 SLC25A21 SLC25A37 SLC25A39 SLC43A3 SLC4A1 SLC5A4-AS1 SLC6A9 SMILR SNCA SNORD13E SNX22 SPAG5 SPECC1 SPTA1 SPTB ST3GAL2 STAM STEAP3 STIL TANGO2 TBC1D22B TBCEL TCEANC TCP11L2 TFDP1 TFR2 TFRC THEGL TLCD4 TMCC2 TMEM120B TMEM14B TOP1 TRAK2 TRIM10 TRIM58 TROAP TSPAN5 TSPAN5-DT TSPO2 UBAC1 UGGT1 UROD UROS USP15 USP32 VRK1 WNK1 WRN XK XPO7 YPEL4 ZNF367 ZNF451 ZSCAN5A-AS1 DESCARTES_MAIN_FETAL_EXCITATORY_NEURONS https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/DESCARTES_MAIN_FETAL_EXCITATORY_NEURONS ARHGAP15-AS1 ENSG00000271860 FOXG1-AS1 LINC01965 LRRC7 LRRC7-AS1 MLLT3 PANTR1 RN7SL217P RNF182 RNU1-47P RNU6-503P RNU6-904P SOX5 SPIRE1 DESCARTES_MAIN_FETAL_EXTRAVILLOUS_TROPHOBLASTS https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/DESCARTES_MAIN_FETAL_EXTRAVILLOUS_TROPHOBLASTS AADACL3 ADAM19 ADGRF4 AFAP1 AFAP1-AS1 ANKRD24 ARFGAP1 ASAP3 ASCL2 ASPSCR1 ATP1A4 C1QTNF6 CCNE1 CD276 CDKN1C CERCAM CHMP1B-AS1 CHPF CLDN19 CLN5 CORO6 CSF2RB CTAGE9 CXCR6 CYP51A1P3 DDX60L DIO2 DSG2-AS1 DUXAP8 EBI3 EFNA1 EGFR-AS1 ELF4 EXTL3 FADS3 FAM43B FAT2 FBN1 FGFBP1 FLNB FLT1 FNDC3B FOXJ3 FSTL1 FSTL3 GAA GALNT6 GCN1 GCNT1P3 GKN1 GLIPR1 GPR150 GPR78 GPR84-AS1 GTSF1 HCG4 HEXB HLA-G HM13-AS1 HMGB3 HPGD HTRA4 IGFL2-AS1 IL1RAP IL2RB ISG15 ISM2 ITGA5 ITGB1 ITM2B KCNK12 KLHL17 KLRG2 KRT16P6 KRT18 KRT7 KRT8 LAIR2 LINC00330 LINC01951 LINC02068 LVRN LY6K MBNL2 MED4-AS1 MFAP5 MGAT5 MMP12 MMP15 MRPL42P6 MYCNOS MYCNUT N4BP3 NOG NOS2 NOX3 OPN3 P3H1 PCAT6 PLET1 PLOD3 PRSS8 PTGES PTPRF PVR PXN PYCR1 PYCR1-AS1 QSOX1 RN7SL810P RPN2 RPS15AP30 RPS27P19 SEMA4C SERPINE1 SHISA5 SLC12A8 SLC25A24P1 SLCO4A1 SNAI1 TAC3 TCF7L2 TEAD1 TLE6 TMED3 TNFSF10 TRIM60 WDR64 WIPI1 DESCARTES_MAIN_FETAL_GANGLION_CELLS https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/DESCARTES_MAIN_FETAL_GANGLION_CELLS CHRNA6 CHRNB3 CPNE9 CRABP1 DDX50P2 ENSG00000205037 ENSG00000248540 ENSG00000271776 INA LINC00348 LINC01606 LINC02505 LINC02974 LRRTM2 MFSD14A MMP20 NEFM OBI1-AS1 OPN4 P2RX3 POU4F1 POU4F2 RBPMS RPL31P54 SLC17A6 SUSD4 TFAP2D TMEM74 TRARG1 TRHDE TRHR DESCARTES_MAIN_FETAL_GOBLET_CELLS https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/DESCARTES_MAIN_FETAL_GOBLET_CELLS A4GNT AGR2 ANXA10 ARL14 B3GNT6 BMP2K-DT C16orf89 CAPN9 CLASP1-AS1 CREB3L1 CSF3 CXCL3 CXCL5 DUOX2 ENSG00000222001 ENSG00000262966 ERN2 ERO1A FAM177B FAR1 FBXW11 FOXQ1 FUT9 GKN2 GMDS GPRC5A IL17C KRT18P55 LIPF LRRC31 LYZ MARCKSL1P2 MUC5AC MUC6 MUCL3 MYADM-AS1 PDPK2P PGC PRKCI PSPHP1 RFLNA RNU5B-1 SAMD12 SLC30A4-AS1 SLC9A2 SLC9A4 SPDEF TEX14 TFF2 TMEM238L TSPAN15 UGT2B15 VSIG1 DESCARTES_MAIN_FETAL_GRANULE_NEURONS https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/DESCARTES_MAIN_FETAL_GRANULE_NEURONS ANKRD34C-AS1 CCSER2 CDH7 DISP2 FGF5 FRMPD3 GPC5-IT1 GRM4 KCNA1 KCNK9 KIF5C KLHL29 LINC01324 LINC01830 NAV2-IT1 NEO1 PPP2R2C SEZ6L-AS1 SYNJ2 TAFA5 THSD7B UNC13C DESCARTES_MAIN_FETAL_HEMATOPOIETIC_STEM_CELLS https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/DESCARTES_MAIN_FETAL_HEMATOPOIETIC_STEM_CELLS ABCC1 AOX2P AZU1 BAALC BAP1 BMAL2-AS1 C1QTNF4 CBX3P10 CD244 CDCA7 CDK6-AS1 CLDN14-AS1 CSRP1-AS1 DDTL DENND3-AS1 DYTN EIF2S2P3 ELANE EMC3-AS1 ENSG00000213963 ENSG00000222588 ENSG00000258747 ENSG00000260316 ENSG00000261638 EOLA2 FAM216A FANCD2OS FASTKD1 FIRRE GALNT7-DT GCC2-AS1 HCG25 HSF5 HSPE1-MOB4 IL12RB2 IQSEC3-AS2 IRAK3 KCNIP2-AS1 KLC4-AS1 LINC02100 LINC02232 LINC02328 LINC02839 LINC02987 LOC100505915 LOC105371430 LRRC37A4P LRRFIP1P1 MARS1 MIR3667HG MPO MTND5P26 NDUFAF6 NRIP1 PRAM1 PRSS57 PRTN3 RFC4 RN7SL558P RNU1-133P RPL21P10 RPS10P7 S100Z SEPSECS SNHG3 SPINK2 SPNS3 STAT5A TAOK3 TARBP1 TFAP2E-AS1 TIPIN TM7SF3 TMCC1-DT TRIM27 TRIM66 UBR5-DT ZNF789 ZP3 DESCARTES_MAIN_FETAL_HEPATOBLASTS https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/DESCARTES_MAIN_FETAL_HEPATOBLASTS A1BG ABCB11 ABCC2 ABCC6 ABCG5 ACMSD ACOT12 ACSL3P1 ACSM2A ACSS2 AFMID AGMO AGXT2 AKR1C1 AKR1D1 ALDH1L1 ANG AOC4P APOA5 APOC1P1 APOC2 APOC4 ASS1 BDH1 BPHL BPIFB2 CA5A CAPN12 CASC19 CBS CCDC73 CCT8P1 CFHR4 CNGA1 CPB2 CPN1 CPS1 CYP3A43 DPYD-IT1 DPYS ENSG00000228697 ENSG00000233569 ENSG00000250493 F11 FOLH1B FYTTD1P1 G6PC1 GAS2 GBP7 GCKR GLS2 GLYAT GLYATL1 GPAM GPC5 GYS2 HACD2 HAL HAO1 HGD HISLA HPD HPR HSD17B7 ITIH4 KLB KLKB1 LINC00616 LINC00907 LINC01344 LINC01717 LINC01900 LINC02027 LINC02499 LINC02607 LINC02919 LINC03064 LIPC LIPC-AS1 LOC124901220 LPAL2 MFFP1 MIR122HG MT1B NAT8 NKX2-8 NPSR1-AS1 NR1I3 NUGGC OXT PANK1 PC PFKFB1 PLCXD2 PON1 PROZ PSMC1P9 PTP4A1 RHBG RN7SL583P RPL23AP6 RPS3AP54 SHBG SLC17A1 SLC17A2 SLC22A24 SLC22A25 SLC22A7 SLC22A9 SLC2A9 SLC39A14 SLC51A SLCO1B1 SLCO1B3 SLCO1B7 SLCO4C1 SMAD3-DT SNAP25-AS1 SPP2 STEAP2-AS1 TDRD15 THPO TMEM82 UGT2B27P UROC1 WNK4 DESCARTES_MAIN_FETAL_HORIZONTAL_CELLS https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/DESCARTES_MAIN_FETAL_HORIZONTAL_CELLS ARHGAP26-IT1 ARHGEF4 B3GAT2 CACNG3 CACNG7 CNTN4 DCTN1-AS1 DRD2 ENSG00000203900 ENSG00000259203 EPM2A ERC1 ESRRB FCHSD1 GRIA3 HS6ST1 IL12A-AS1 LINC01416 LINC02155 LINC02565 LINC02609 LINC02842 LOC574538 MALT1 MEGF11 MIR181A2HG MIR2052HG MRPL37P1 NDST3 ONECUT1 ONECUT2 ONECUT3 PAK5 PLAC8L1 PMFBP1 RAB11FIP4 RNU1-33P RPL17P23 SEM1 SEMA6A-AS2 TANC1 TFAP2B TIGD3 TLE4 TNR TNR-IT1 TPM3 DESCARTES_MAIN_FETAL_IGFBP1_DKK1_POSITIVE_CELLS https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/DESCARTES_MAIN_FETAL_IGFBP1_DKK1_POSITIVE_CELLS A1BG-AS1 A2MP1 AADACL4 ABI3BP ACE ADAMTS1 ADAMTS15 ADAMTS5 ADRA2C ALOX15B ANGPTL5 ANKRD30B AOX1 APOD APOL1 APOO ASIC3 ATP13A3 ATP2B4 B2M C17orf114 C1QTNF1 CAB39L CARS1-AS1 CATIP-AS1 CCL24 CD248 CD82 CFD CHI3L2 CHPF2 CHRDL1 CHST2 CHST7 CILP CITED2 CLEC2B CNR1 COL6A4P1 COPZ2 CPXM1 CRISPLD2 CRYGN CTSK CYB561D2 DCN DEFB124 DEPP1 DKK1 DPYD-AS1 EMILIN2 ENPP1 EPYC F2R FAM131B-AS2 FAM89A FICD FOXL2 GAS1 GASK1A GBP1 GDF7 GPBAR1 GREB1 HAND2-AS1 HOXA11 HSD11B1 HSPB6 HTR2B IFI35 IGFBP4 IGFBP6 IGSF10 IL1R1-AS1 IL1RL1 ING1 IRS2 ISLR KIAA0040 LEFTY2 LGALS1 LINC00092 LINC00707 LINC00987 LINC01204 LINC01270 LINC02281 LINC02349 LINC02432 LINC02600 LINC02916 LINP1 LMOD1 LRRC15 LRRN4CL LTBP2 LUM MACC1-AS1 MAOB MAP3K4-AS1 MAPK7 MFAP4 MIA2-AS1 MIR4453HG MMP19 MMP2 MMP27 MOSPD2 MOV10L1 MRPS6 MTND4LP1 MXRA8 MYG1-AS1 MYO16-AS1 NDP NFE2L1 OMD OSGIN2 OSR2 OXTR P4HA3 PALMD PAPOLB PBXIP1 PCDHGB6 PCYOX1 PDLIM2 PGR PILRA PIP5K1C PLAC9P1 PLPP1 PLPP3 PODNL1 POLD4 POLR1F PRL PRLR PROK1 PRR15 RBP1 RGCC RN7SL141P RNVU1-6 RRAS RTL10 S100A3 SCARA5 SERPING1 SH3RF3-AS1 SLC37A3 SLC39A6 SNX21 SPON2 SPSB1 SPTSSA SSC5D STARD5 SULF2 SUMF2 SYN3 TAS2R1 TCEAL3 TCEAL4 TEX26-AS1 TGM2 THY1 THY1-AS1 TIMP1 TMEM198B TMEM37 TMEM45A TMX3 TSKU TUBA3E UBE2L6 ULBP1 VASN WNT5A ZNF416 DESCARTES_MAIN_FETAL_INHIBITORY_INTERNEURONS https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/DESCARTES_MAIN_FETAL_INHIBITORY_INTERNEURONS ADARB2-AS1 AJAP1 ANO4 BHLHE22 CDH22 CHL1 CPLX4 DISP3 ENSG00000253857 EPHA8 FNDC1-IT1 GAD1 GAD2 GLCE HCRTR2 KIT LHX5 LINC02144 MGAT4C MSRA MYT1L-AS1 NEUROG2 PBX3 PRSS51 RNU6-729P ROBO3 SH3GL2 SKOR1 SLC30A3 SLC35F4 SLC6A5 UNC5C XKR4 DESCARTES_MAIN_FETAL_INHIBITORY_NEURONS https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/DESCARTES_MAIN_FETAL_INHIBITORY_NEURONS DLX6-AS1 DRD3 GRM5P1 LHX8 PDYN PMCH SLAIN1 DESCARTES_MAIN_FETAL_INTESTINAL_EPITHELIAL_CELLS https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/DESCARTES_MAIN_FETAL_INTESTINAL_EPITHELIAL_CELLS ACSL5 ACY3 AGMAT ANKRD40CL ANXA13 APOA4 APRG1 BTNL3 BTNL8 C1QTNF12 C3orf85 CA7 CBLC CDX2 CEACAM18 CEACAM19 CLCA1 CLCN1 CUBN CYP2W1 DEFA5 DEFA6 DGAT1 DNAJB7 ENPP7 ENTPD7 ERICH4 FADS6 FAM157A FGF23 GBA3 GPR35 GUCA2A IGSF23 KHK LBX2 LCN15 LCT LHPP LINC00955 LINC01123 LINC01594 LINC02323 LPGAT1 MALRD1 MELTF MIR4307HG MOGAT3 MTTP MUC12 MUC2 MYO1A NHERF4 NLRP6 PANCR PDZD7 PGPEP1 POFUT1 PRKG2 PRSS48 PVALEF R3HDML RBBP8NL RBP2 REEP6 RNU6-36P RNU6-439P RPL13AP8 RPLP0P2 SI SLC13A2 SLC17A4 SLC26A3 SLC28A1 SLC34A3 SLC5A12 SPACA3 STRC TINAG TM6SF2 TMEM207 TMIGD1 TPSG1 TRIM15 URAD VIL1 WHAMM XDH XPNPEP2 ZBTB38 DESCARTES_MAIN_FETAL_ISLET_ENDOCRINE_CELLS https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/DESCARTES_MAIN_FETAL_ISLET_ENDOCRINE_CELLS ABCC8 ACLY ACVR1C ARX ASB9 BTBD17 C1orf127 C22orf42 CABP7 CACFD1 CALY CAMK2N1 CASR CCDC188 CNIH2 ECEL1 EGR4 ENSG00000224090 ENSG00000236154 ERO1B FAM131C FEV G6PC2 GCG GCK GNAS HADH HPCA HSPA1A IAPP INS KCNJ11 KCNK16 LINC01370 LINC02106 LINC02131 MAFA MAFB NEUROG3 NKX2-2 NKX6-1 NOL4L-DT NSMF PABPN1L PAX4 PCSK1 PCSK1N PLD3 PLUT PPY PTPRN RAB26 RAB3B RASA4CP RTL5 SCGN SF3B5 SLC30A8 SNX10-AS1 SST SSTR5 SSTR5-AS1 STX1A SUV39H2-DT SYNDIG1L SYNGR4 TBCC TTR VWA5B2 DESCARTES_MAIN_FETAL_LENS_FIBRE_CELLS https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/DESCARTES_MAIN_FETAL_LENS_FIBRE_CELLS ADAM17 ALG5 ANK2-AS1 ARGLU1 ARHGEF37 ARID3B ARSI AURKC BASP1-AS1 BCO2 BEND3P1 BFSP1 BFSP2 BHMT BIRC7 BMAL2 BPIFB4 BTBD10P2 BTF3-DT C12orf42 C12orf60 CAHM CAMK2A CAPRIN2 CARD14 CARHSP1 CCDC159 CCDC169 CERK CHRNA2 CHUK CLIC5 CLRN1 CMTM7 COL4A6 CPEB1 CPSF4L CRMA CRYAB CRYBA1 CRYBA2 CRYBA4 CRYBB2 CRYBB3 CRYGA CRYGB CRYGC CRYGD CRYGEP CRYGS CTBP1-DT CTIF CYB5R4 DBIL5P2 DCTN5 DEPDC1P1 DICER1-AS1 DNMBP DNMBP-AS1 DRG1P2 DST-AS1 DYNC1I1 E2F5-DT EFCAB8 ELOA-AS1 ENSG00000214803 ENSG00000223786 ENSG00000227463 ENSG00000234210 ENSG00000235834 ENSG00000246331 ENSG00000251143 ENSG00000251314 ENSG00000260616 ENSG00000267082 EPB41L4A EPS15L1 ERICH5 ERVK9-11 FAAHP1 FABP5 FAM182A FAM209B FAM222A-AS1 FBXO3 FBXO34 FDXACB1 FHIT FLYWCH1 FN3KRP GACAT3 GARIN1B GJA3 GJA8 GPR137B GPR89B GRPEL2-AS1 GSS GUCY2GP H2AZ2P1 H2BC18 HDAC6 HERC4 HIF1A-AS3 HLCS-AS1 HMGB1 HMGB1P29 HMSD HSF4 HSPA5-DT HSPA6 IGSF22-AS1 INPP5F IQSEC1 KCNMB2-AS1 KDM3A KIAA1217 KNOP1 KXD1-AS1 LCMT1-AS1 LCTL LDLRAD3 LENEP LGSN LIM2 LINC00158 LINC00392 LINC00471 LINC00519 LINC00901 LINC00903 LINC01004 LINC01166 LINC01170 LINC01339 LINC01389 LINC01429 LINC01440 LINC01789 LINC01885 LINC01950 LINC02024 LINC02028 LINC02141 LINC02177 LINC02220 LINC02234 LINC02367 LINC02413 LINC02596 LINC02624 LINC02720 LINC02763 LINC02851 LINC02990 LINC03060 LIPI LMCD1-AS1 LNPK LPIN1 LRRC39 LRRC42 LRSAM1 LSAMP-AS1 LY6G5B LYPD6 MALAT1 MBOAT1 ME1 MEGF9 MINDY2-DT MIP MIPOL1 MIR31HG MIR583HG MIR624 MSLNL MYO18A NAV2-AS1 NBEAP1 NFE2L1-DT NHLRC1 NHS NLRP13 NMRK1 NOL3 NPLOC4 NRCAM NREP-AS1 NXF5 NXPE2 OXA1L-DT P3H2 P3H2-AS1 PALM2AKAP2 PARM1-AS1 PCDHAC2 PCNX4-DT PELI1 PIP5KL1 PKD1P6-NPIPP1 PRANCR PRDX6-AS1 PROX1-AS1 PRX PTPRU RAB39A RASGRF1 RBM22P2 RN7SL12P RN7SL36P RN7SL378P RNF139-DT RNF175 RNF25 RNU4-38P RNU4-40P RNU5E-8P RNU6-1111P RNU6-147P RNU6-880P RPL17P13 RPL23AP32 RPL23AP7 RPL23P2 RPL7P49 RPS3AP38 RSPO4 SEC14L1P1 SEC61G-DT SERPINB6 SGSM3-AS1 SIPA1L1 SIPA1L3 SLC24A2 SLC25A44 SMCO2 SNORD39 SNX1 SOHLH2 SORD SOX1-OT SPTBN5 SQOR SRP54-AS1 ST6GAL2-IT1 STAMBPL1 STPG4 STRCP1 SUCO TBC1D22A-DT TDH TDRD7 TENM3-AS1 TEX11 TEX14BP TEX35 TGFB2-AS1 TGM6 TIGD6 TIMELESS TLK2P2 TMEM114 TMEM117 TMEM167B-DT TMEM42 TMLHE TMPRSS5 TPM3P9 TPO TRIB1AL TRPM8 TSSC2 TUSC7 UBR4 UCHL1-DT USPL1 UTS2B VIT WNT7A ZBED5-AS1 ZFYVE21 ZNF674-AS1 ZNF761 ZNF778-DT ZSCAN30 DESCARTES_MAIN_FETAL_LIMBIC_SYSTEM_NEURONS https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/DESCARTES_MAIN_FETAL_LIMBIC_SYSTEM_NEURONS ERC2 FAM131B-AS1 LINC00951 NPTXR NTNG1 OPRK1 OPRM1 PCDH10-DT POU2F2 RN7SKP76 RTL9 SLC17A6-DT DESCARTES_MAIN_FETAL_LYMPHATIC_ENDOTHELIAL_CELLS https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/DESCARTES_MAIN_FETAL_LYMPHATIC_ENDOTHELIAL_CELLS ADD3-AS1 ADGRG3 ANKDD1A ARL4A C2CD4D CASP12 CNTNAP3B CYP2AC1P CYP46A1 D21S2088E DIPK2B DTX1 EFCC1 EFNA5 ELK3 ENSG00000233178 ENSG00000269155 FCGR2C FLT4 GFUS GIMAP5 GJA1 GJC2 GJD3 GNG11 GNG12-AS1 GPR182 GRAP GRAPL HOMER3 INO80C IRAG1-AS1 KBTBD11 KLHL3 KLHL4 LINC00636 LINC01558 LINC02005 LINC02058 LINC02147 LOC124900318 LOX LRRC70 LYVE1 MAP3K1 MAP4K2 MSMP NFATC1 NRP2 NTS PARD6G PDE2A PGM5 PGM5-AS1 PIEZO1 PLEKHO2 PLSCR4 PPFIBP1 PRR5L PTX3 RAB11FIP5 RAB3IL1 RADIL RASSF9 RHOJ RNU7-13P S100A16 SELENON SHC1 SLC27A3 SLC35E4 SMAD1 SMAD1-AS1 SPHK1 STAB2 TBX1 TCTN3 TFPI TIE1 TMEM140 TMEM255B TNFAIP8L3 TNFRSF11A TSPEAR UBTD1 WFS1 ZNF24TR ZNF341-AS1 ZP2 DESCARTES_MAIN_FETAL_LYMPHOID_CELLS https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/DESCARTES_MAIN_FETAL_LYMPHOID_CELLS APOBEC3C APOBEC3H ARHGAP9 ARHGDIB ARHGEF1 ARL4C BLK BTN3A2 CARD11 CCR6 CD160 CD19 CD22 CD27 CD37 CD48 CD5 CD52 CD69 CD7 CD79A CD79B CHRM3-AS2 CORO1A CPA5 CRTAM CTLA4 CXCR3 CXCR4 CXCR5 CYLD CYTIP DENND2D ENAM ENSG00000224610 ENSG00000267568 ESYT1 FASLG FCMR FCRL1 FCRL2 FCRLA FGFBP2 FMNL1 GBP5 GIMAP2 GIMAP7 GPR171 GPR174 GPR18 GPSM3 GRK6 GVINP1 GZMA GZMH GZMK GZMM IFITM3P6 IFNG IGHD IGHG1 IGHG3 IGHG4 IGHGP IGHM IGKC IGLC3 IGLL1 IGLL5 IL18RAP IL23R IL2RA IL7R ISG20 ITGB7 JAK1 JCHAIN KIR3DL1 KLRB1 KLRC1 KLRC4-KLRK1 KLRF1 KLRF2 KLRK1 KRT72 LCN6 LIMD2 LIME1 LINC00861 LINC00892 LINC01871 LINC02422 LINC02446 LINC02481 LOC102723692 LTA MAP4K1 MATK MYO1G NCF1B NCF1C NCR1 NCR3 NIBAN3 NKG7 NMUR1 NOSIP PARP11-AS1 PARP15 PAX5 PCED1B-AS1 PFN1 PRF1 PSMB10 PSMB8-AS1 PTGDR PTPRCAP PYHIN1 RGL4 RHOF RIPOR2 RN7SL337P RNF125 RPS10P3 RPS2P5 RUNX3 S1PR4 SH2D1B SH2D2A SH3BP1 SHISAL2A SLAMF6 SLC25A45 SLFN12L SNX29P1 SP110 SP140L STAP1 STAT4 STK17A STK17B TAGAP TBC1D10C TBX21 TCL1A TIGIT TMEM156 TNFRSF25 TRDC TRGC1 TRGC2 TXK USP30-AS1 VPREB1 VPREB3 XCL1 XCL2 ZNF831 DESCARTES_MAIN_FETAL_MEGAKARYOCYTES https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/DESCARTES_MAIN_FETAL_MEGAKARYOCYTES ABCC4 ABHD16A ACRBP ACTN1 ACTN1-DT ADCY6 AKR1C5P ALOX12 AQP10 ARHGAP6 ASAP2 ATP2A3 ATP2C1 AXIN1 BANK1 BEND2 BIN2 BLZF2P BMS1P10 BTK C11orf21 C5orf58 CAPN1-AS1 CAPN11 CATSPER1 CD226 CDKN2D CENPT CGRRF1 CLEC1B CMTM2 CMTM5 CNST COL24A1 CPA3 CTTN DCLRE1A DGKD DGKG DIAPH1 DNM1L DOK1 DOK3 EFCAB13-DT EGF ELOVL7 ENSG00000245008 ENSG00000258803 F2RL3 FAM110A FAM30A FCER1A FERMT3 FHOD1 FLI1 GAS2L1 GCSAML GFI1B GFOD1 GNB5 GOT2P7 GP1BA GP5 GP6 GP9 GPX1 GSAP HBD HPSE HTR2A ILK INAFM2 ING5 INHBA-AS1 INKA1 INPP4B IRAG1 ITGA2B ITGB3 KCNK6 KIAA0513 KIF2A L3MBTL2-AS1 LAT LGALS12 LGALSL LIMS1 LINC00504 LINC00534 LINC00642 LINC00989 LINC01565 LINC02284 LINC02694 LINC02752 LINC02770 LINC02915 LINC03044 LRP12 LRRFIP2 LTBP1 LY6G6E LY6G6F LY6G6F-LY6G6D LYL1 MAFG MAPK6P5 MAX MCTP1 MDM1 MEIS3P2 MFAP3L MICU1 MPIG6B MPL MYH9 MYH9-DT NAT8B NBEAL2 NEXN-AS1 NOL4L NRDC NRGN NT5C3A NT5M NXF3 P2RX1 P2RY1 PADI4 PARVB PCYOX1L PDE5A PF4 PF4V1 PHKB PIGB PIRAT1 PKN2-AS1 PLEK PPBP PRKAR2B PRKAR2B-AS1 PROS1 PROSER2 PRUNE1 PSTPIP2 PTGS1 RAB27B RAB37 RAB8A RAP1B RAP2B RASA3 RASGRP2 RELCH RGS18 ROCK2 RPL21P11 RPL21P13 RPS29P14 RSU1 RUFY1 SAMD14 SEC14L5 SELP SETP11 SIAE SLC18A2-AS1 SLC24A3 SLC2A3 SLC30A5 SLC37A1 SLC39A3 SMIM12 SRC STXBP2 STXBP5 SUSD1 SUSD3 SWINGN TAOK1 TBX10 TBXA2R TEC TGFB1 THBS1 THOC2 THUMPD2 TLN1 TMEM91 TPSAB1 TPSB2 TPST2 TREML1 TSPAN32 TSPOAP1-AS1 TTC27 TTC7B TUBA4A TUBA8 TUBB1 UBE2C UNC13D UPK1A-AS1 VASP VCL XRCC2 YIF1B ZNF175 ZYX DESCARTES_MAIN_FETAL_MESANGIAL_CELLS https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/DESCARTES_MAIN_FETAL_MESANGIAL_CELLS ALX1 CCN4 CLDN11 DACT3-AS1 FLRT2 FOXL1 GNA14 GRASLND HOXD10 KIF26B LINC00924 LINC01797 LINC01799 LINC01842 METTL24 MOXD1 NR2F2-AS1 PRICKLE1 PTK7 REN RN7SL832P RNU6ATAC31P SULT1E1 TARID TEX15 TMTC1 TRERF1 DESCARTES_MAIN_FETAL_MESOTHELIAL_CELLS https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/DESCARTES_MAIN_FETAL_MESOTHELIAL_CELLS ADAMTSL4-AS1 ALOX15 BDKRB1 C21orf62 CA11 EGOT FENDRR FGF9 GADL1 GFPT2 GLP2R HAS1 HDAC1P1 KLK10 KRTDAP LAMC2 LINC02364 MAP3K8 MEGF6 MIR548XHG NFATC2 NSA2P7 PDZRN4 PLCB1 PODN PSAPL1 RN7SL101P RND1 RNU4-45P RPL31P52 RPRD1B SFTPD SFTPD-AS1 TSHZ3-AS1 DESCARTES_MAIN_FETAL_METANEPHRIC_CELLS https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/DESCARTES_MAIN_FETAL_METANEPHRIC_CELLS ADAMTS20 BMPER C1QTNF7 CEP164P1 CLEC18B COL13A1 DENND5B DMRT3 EYA1 FGF8 HAGLR HOTAIR HOXA11-AS HOXA9 HOXC-AS3 HOXC10 HOXC11 HOXC8 HOXD1 HSPE1P13 KCNJ1 LINC01159 LINC01781 LINC02242 LINC02253 LINC02893 LINC03069 LYPD1 MYHAS NPHS2 SELENOV SHISA8 SINHCAF SIX2 SLC12A1 SLC13A1 SLC34A1 SOST THEM7P TRABD2B UMOD WASF3 XRCC6P4 DESCARTES_MAIN_FETAL_MICROGLIA https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/DESCARTES_MAIN_FETAL_MICROGLIA ABR ACSM5 ADAM28 ADRB2 ALOX5AP ANKH AP1B1 APBB1IP APPL2 ARHGAP12 ARHGAP25 ARHGAP27P1-BPTFP1-KPNA2P3 ATG7 AZIN2 B3GNT5 BHLHE41 C12orf4 CAPZB CEACAM21 CH25H CHORDC1P4 CLEC19A COX6CP17 CREG1 CSF1R CSF2RA CX3CR1 DAGLB DIP2B DOCK4 DOCK4-AS1 DOCK8 DPEP3 EDNRB-AS1 EEIG2 EGR2 EGR3 ENSG00000230649 ENSG00000249631 ENSG00000249738 ENSG00000253214 ENTPD1 FAM238A FAR2 FCGR1A FCGR1BP FCGR2A FCGR3A FMNL3 FPR1 GAB3 GAL3ST4 GAPLINC GNB4 GNG7 GPN3 GPR34 GPR84 GSN-AS1 HAVCR2 HMGA1P4 HPGDS IFNGR1 IL13RA1 IL17RA IL6R IPCEF1 IRAK2 ITGAX ITPR2 KCNK13 LHFPL2 LILRB4 LINC01094 LINC01141 LINC01235 LINC01375 LINC01480 LINC01645 LINC01664 LINC01736 LINC01768 LINC01909 LINC02642 LINC02712 LINC02798 LINC02918 LINC02953 LINC03002 LINC03070 LNCAROD LPAR5 LRCH1 LRRC37A6P LRRC8C LRRK1 LY86 MACORIS MAML2 MAP4K4 MEF2A MERTK MGAT4A MIOS MKNK1 MROCKI MTCO1P11 NAA20 NCK1-DT NCK2 NCKAP5-AS1 NCKAP5-AS2 NPL NPM1P10 OLR1 P2RY12 P2RY13 PALD1 PANX1 PAQR8 PDE4DIPP3 PDE4DIPP7 PDK4 PDYN-AS1 PLA2G15 PLXDC2 PTAFR PTPRJ RABEP1 RAP1A RHBDF2 RHOQ-AS1 RIN2 RN7SL297P RN7SL32P RNU7-29P RNU7-71P RPL34P19 RPL7AP42 RPS10-NUDT3 RTTN RUBCNL SAMSN1 SFMBT2 SH3BGRL SIGLEC10 SIGLEC8 SLC11A1 SLC29A3 SLC2A5 SLC7A11-AS1 SLC9A9 SLCO2B1 SMAP2 SNRPD2P1 SNX30 SOCS6 SORL1 SPP1 SRGAP2B SRGAP2C ST6GAL1 ST8SIA4 STEAP1B STX7 SUCNR1 SYNDIG1 TBC1D12 TGFBR1 TIGAR TLR1 TLR4 TLR6 TLR7 TM6SF1 TMEM144 TMEM273 TMIGD3 TNF TNFRSF10D TNFSF18 TREM2 TRPM2 VSIG4 ZNRF2 DESCARTES_MAIN_FETAL_MUC13_DMBT1_POSITIVE_CELLS https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/DESCARTES_MAIN_FETAL_MUC13_DMBT1_POSITIVE_CELLS AGPAT2 AKR1B10 ARHGEF2-AS2 ARHGEF34P ASZ1 BCAN-AS1 BEST4 CEACAM5 CHST5 CYP2B7P CYP2C18 CYP2C19 CYP4F12 DMBT1 DPPA5P4 ENPP7P8 ENSG00000229261 ENSG00000255367 EPCAM ESPNP FER1L6 FMO4 GALNT4 GCSHP3 GDA GDF9 GK-AS1 GPA33 H4C16 HNRNPA1P54 HPN-AS1 INAVA INO80-AS1 ITPK1-AS1 KRT20 LINC00319 LINC01595 LINC01641 LINC01856 LINC01924 LINC01976 LINC01979 LINC02453 LINC02810 LINC02901 LRRC19 MIR194-1 MIR3648-2 MMP1 MRO MROH3P MUC3A MUC7 MXD1 NKX6-3 NMUR2 NQO2-AS1 OCIAD1-AS1 OCLN ODC1-DT OOEP-AS1 OTOP3 PABPC1P4 PDE4C PDZPH1P PLA2G4E PLCE1-AS2 PLS1 POF1B PREP PRR15L PWP2 RHPN2 RN7SL404P RN7SL448P RNU6-1093P RNU6ATAC39P RPL12P13 RPL21P1 RPL27AP RPL31P2 RPL34P33 RPL3P2 RPL8P4 RPS3AP5 RPS4XP11 RTP4 S100G SDCBP2 SLC19A3 SLC25A30-AS1 SLC28A2 SLC3A1 TCP10L2 TCP10L3 TLCD2 TM4SF19-AS1 TM4SF20 TMPRSS15 TRIM31 TRIM31-AS1 TRPC7-AS1 TSGA13 TSPAN8 UBE2V2P1 UST-AS2 ZC3H12B ZNF443 ZNF653 ZNF774 DESCARTES_MAIN_FETAL_MYELOID_CELLS https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/DESCARTES_MAIN_FETAL_MYELOID_CELLS ABI3 AIF1 AOAH-IT1 C1QA C1QB C1QC C1orf162 C5AR2 CABP4 CALHM6-AS1 CCDC26 CD14 CD163 CD163L1 CD180 CD207 CD209 CD300C CD300LB CD33 CD86 CLEC10A CLEC4A CLEC7A CMKLR1 CR1 CTSS DMXL2 ENSG00000234647 FCAR FPR2 FPR3 FRMD4B GPR183 HBEGF HK3 HLA-DQB1-AS1 HMOX1 IFI30 IFNAR2 IL10 JAML LGMN LILRA1 LILRA5 LILRA6 LILRB1 LILRB2 LILRB3 LILRB5 LINC01478 LINC01678 LRRC25 MAN2B1 MANCR MARCO MCOLN1 MIR3945HG MS4A4A MS4A4E MS4A6A MS4A7 MTND5P14 NAMPT NCF4 NLRP3 PELATON PLAUR PYCARD RETN RGL1 RILPL2 RN7SL368P RNASE6 RNPS1P1 RRP12 S100A12 SAMHD1 SCIMP SDS SH2B3 SIGLEC1 SIGLEC12 SIGLEC16 SIGLEC5 SIGLEC7 SIGLEC9 SNX6 SPI1 SRGN STAB1 THEMIS2 TIMD4 TLR8 TNFAIP8L2 TYROBP VENTX WWP1 DESCARTES_MAIN_FETAL_NEUROENDOCRINE_CELLS https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/DESCARTES_MAIN_FETAL_NEUROENDOCRINE_CELLS ACSBG2 ACSL1 ASCL1 CALCA CCNP CNKSR3 ENTPD8 FAR2P2 FAR2P3 FFAR2 GAST GHRLOS GPR42 HES6 HTR2C KCNH6 KLK12 KLK14 LFNG LINC00261 LINC00390 LINC01785 LINC02089 LINC02143 MBOAT4 NPTX1 NUDT16L2P PIP4K2C PKD2L1 POTEI POTEJ PRORSD1P RFX6 RPL7AP37 SEC11C SLC26A5 SLC35D3 SOX21-AS1 TAS1R3 TENM2-AS1 TFF3 TPH1 USP41 VMAC VWA7 DESCARTES_MAIN_FETAL_OLIGODENDROCYTES https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/DESCARTES_MAIN_FETAL_OLIGODENDROCYTES ADGRB1 BCAN BCAN-AS2 BCAS1 BRINP3 C2orf80 CAMSAP2 CASK CHAD COL9A1 CSMD1 CSPG5 DBX2-AS1 DLL3 ENSG00000234173 ENSG00000236494 ENSG00000264449 EPN2 FIP1L1 FYN GLRA3 GPR17 GRID1 KCND2 LHFPL3 LINC00237 LINC00609 LINC02283 LINC02293 LINC02294 LINC02488 LINC02743 LRRC4C MIR219A2HG MMP16 NBEAP2 NETO1-DT NIM1K NLGN4Y NOVA1 NOVA1-DT OLIG1 OLIG2 OPCML OPCML-IT1 PCDH15 PCDH9-AS4 PDE4B PDGFRA PLAAT1 PMP2 PPP2R2B RNF144A RNU6-581P RNU6ATAC12P RTP5 SCN1A SCRG1 SHC3 SOX6 TRIO UGT8 ZNF365 DESCARTES_MAIN_FETAL_PAEP_MECOM_POSITIVE_CELLS https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/DESCARTES_MAIN_FETAL_PAEP_MECOM_POSITIVE_CELLS A2ML1-AS1 ADAM20 ADAMTS9-AS2 ANAPC4 ANKRD34B ARF4-AS1 ARG2 ARHGAP11B-DT ARHGEF38-IT1 ARID5B ARSD-AS1 ART1 ASRGL1 ATOH8 ATP2C2 B4GALNT2 BDKRB2 BET1P1 C12orf75-AS1 C1GALT1P2 C2CD4A C4BPA CAPN10-DT CATSPERB CDYL2 CERNA1 CLDN22 CNDP2 COMP CRADD-AS1 CXCL14 CYP24A1 CYP2D7 DCPS DCST1-AS1 DEFB1 DEPTOR DLGAP1-AS3 DNAJC8P4 DPY19L3-DT DYNC2LI1 ENSG00000225676 ENSG00000228484 ENSG00000248515 ENSG00000250378 ENSG00000259617 ENSG00000266401 ERN1 ETS2-AS1 EVC FAM177A1 FAM9B FILNC1 G0S2 GADD45A GGT2P GLIS3 GNRH1 GRAMD1C GTF2E1 GTF2IP23 H2BP1 HAP1 HAVCR1 HTR5BP HYOU1-AS1 IDO1 IDO2 IKZF5 IL1RL2 IRX3 KIF28P KIZ KLHL2 LAMB3 LINC-PINT LINC00323 LINC00472 LINC00621 LINC00910 LINC00963 LINC01132 LINC01301 LINC01341 LINC01426 LINC01470 LINC01502 LINC01541 LINC01705 LINC01791 LINC01899 LINC01913 LINC02088 LINC02257 LINC02438 LINC02532 LINC02709 LINC02741 LINC02888 LINC02898 LINC02963 LINC03033 LY86-AS1 MAP3K5 MAP3K5-AS1 MAPK8IP3 MBNL1-AS1 MCPH1-AS1 MED28P8 MICOS10-NBL1 MIR30C2 MIRLET7A1HG MOCOS MOGAT1 MRNIP-DT MRPL20-DT MRPS2 MSANTD2 MSX1 MTF1 MTNR1A MYOF NABP1 NAPSA NAPSB NCMAP-DT NNMT NPIPB15 NR4A1AS NUDT6 NXNL2 OBP2A OLIG3 PARP4 PAX8 PCA3 PCCA-AS1 PCF11-AS1 PDZK1IP1 PKDCC POU5F1 PPP4R1-AS1 PRKX PRSS59P PSORS1C1 PSORS1C3 PUS1-AS1 RAB17-DT RAB2A RAD54L2 RAPGEF3 RAPH1 RASEF RCCD1-AS1 RHOA-IT1 RIMKLB RLN2 RNA5SP84 RNF144B RNU6-694P RPL13P5 RPL14P3 RPL17P22 RPSAP51 RXFP1 S100A1 SCGB2A1 SDAD1P1 SEC14L6 SEC23B SERPINB7 SESTD1 SHANK2-AS2 SKAP1-AS2 SLC16A6 SLC1A1 SLC25A29 SLC35B3 SLC38A2-AS1 SLC44A1 SLC45A4 SLC6A6 SLC7A2 SMURF1 SPATA12 SPTBN1-AS2 SVOPL TC2N TMEM101 TMEM252 TMEM252-DT TP53TG5 UBE2D2 UCA1 UGT2B7 UHRF1BP1L-DT USP46-DT USP47 VNN1 VPS13D WARS1 WBP1 WDR72 WFDC2 ZBTB20-AS3 ZHX3 ZNF284 ZNF316 ZNF383 ZNF410 ZNF826P ZPLD1 DESCARTES_MAIN_FETAL_PARIETAL_AND_CHIEF_CELLS https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/DESCARTES_MAIN_FETAL_PARIETAL_AND_CHIEF_CELLS ACSL3 AK3 ANKRD16 ARHGEF28 ATP11B ATP4A ATP4B ATP5ME ATP5PO B4GALNT3 BCAT2 C9orf152 CAPN13 CATIP-AS2 CBLIF CCKBR CCNJL CKB CLCNKA CLEC3A CLIC6 COMTD1 COX6A1 CSNK2A3 CYB5R1 DUSP4 ENSG00000254055 EPN3 ESRRG ETNPPL FA2H FAHD2B FAM162A FGD4 FUT1 FXYD4 GATA6-AS1 GBGT1 GCNT2 GLOD4 GNL3LP1 GPR155 GPRC5C GPT2 GPX2 GREM2 GRIP2 HIP1R HK2 HPCAL1 INTS13 IZUMO1 KCNE2 KCNJ16 KCNQ1 KLF11 LASP1 LHFPL7 LINC01679 LINC01847 LINC02381 MAP3K21 MAP4K3-DT MCF2L-AS1 MCRIP2 MFSD4A MISP3 MRPL12 MRPL41 MRPS18A MRPS18B MTATP6P1 MTATP6P2 MTCO3P12 MTFP1 MTND4P35 NDUFS1 NDUFS3 NFE2L2 NR0B2 NUPR2 ODAM PCAT18 PFKFB2 PHLDA1 PLEKHB2 PNPLA1 PP7080 PPARGC1B PPP2R1B PRDM16-DT PRR13 PSCA PWWP2A PXMP2 RAF1 RAP1GAP2 RPL17P7 RPL21P65 RPS21P4 SAMD13 SERF2 SGK2 SIGLEC11 SIK2 SLC16A7 SLC19A2 SLC26A9 SLC9B1P2 SMIM11 STARD10 STAU1 STX12 TBRG4 TDH-AS1 TFF1 TMEM116 TMEM161B TMEM86B TMPRSS2 TRIM50 TRNP1 TXNDC17 UQCRQ VSIG2 ZNF57 DESCARTES_MAIN_FETAL_PDE11A_FAM19A2_POSITIVE_CELLS https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/DESCARTES_MAIN_FETAL_PDE11A_FAM19A2_POSITIVE_CELLS AACSP1 ADAMTS18 ANKRD20A4P ANKRD20A7P ANKRD20A8P ANKRD28 API5P2 ARHGEF7-IT1 C7orf25 CABP1 CACNB4 CCDC88A CHAT CNMD CSGALNACT2-DT DAAM1 DIRAS2 ENSG00000262999 ERCC6 FAM88B FANCD2P2 FEZF1-AS1 FILIP1L FRMD7 GABRA2 GABRD GALNT15 GRIN2A HLF HMGB1P49 HSPD1P13 IQSEC3 KCNAB1 KCNB2 KLHL14 KRT17P1 LINC01414 LINC01501 LINC02259 MEGF10 MIR218-1 NEGR1-IT1 NPM1P41 NSG2 OSBPL9P4 PAK3 PCDH7 PCDH9 PCDH9-AS1 PCDH9-AS2 PCDHA10 PCLO PDE11A POU6F2 PPFIA2 RASGEF1B RBFOX1 RELN RN7SL68P RNU6-457P RNU6-4P RNU6-8 RNU6-890P RNU7-187P RNU7-99P SCN8A SEMA3A SH3BP4 SLC26A5-AS1 SLIT2 SLIT2-IT1 SNAP25 SNORA58 TAGLN3 TMPRSS11GP DESCARTES_MAIN_FETAL_PDE1C_ACSM3_POSITIVE_CELLS https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/DESCARTES_MAIN_FETAL_PDE1C_ACSM3_POSITIVE_CELLS ACSM3 ADAM2 ADAM7 ADAMTSL2 ADIRF-AS1 AIDA ALDH3A1 ALKBH2 ALKBH3 AMACR ANKHD1 ANKRD33BP1 AP5B1 APPAT ARHGEF35 ARIH1 ARMC7 ARSK ASCL3 ATP6V0A4 ATP6V0D2 ATPAF1 B3GAT1-DT BCRP3 BRD9 BRF1 BRICD5 BRME1 BRWD1-IT1 BTG2-DT BUD13 C1orf185 C20orf203 C3P1 C3orf52 C4orf45 CARNMT1-AS1 CASC18 CCDC148-AS1 CCDC97 CCNJ CCNK CCNT2 CD2AP CDAN1 CDC5L CDC73 CEMIP CERS3 CHAC2 CHD2 CLCNKB CLDN20 CLEC4C CLNK CNIH3 CNN3-DT CNNM3 COL6A4P2 COMMD5 COX16 CPSF7 CREBBP CRYBB2P1 CSKMT CTF1 CTPS2 CYP2E1 DARS1-AS1 DBR1 DDX19B DDX4 DGKI DHX37 DIS3 DLGAP4-AS1 DNAJC27 DPH1-AS1 DPM1 DUSP22 ECD EEF1B2P2 EFCAB3 ELF1 ELMO2 ELP3 ENSG00000228804 ENSG00000258525 ESR2 EXOSC3 EXOSC4 FAM21EP FAM53A FAM53B FBN3 FBXW12 FGD6 FMO6P FOXI1 FOXP1 FOXP1-IT1 FRG1JP FXYD6-FXYD2 FZD4-DT GCDH GCFC2 GGACT GMEB2 GNB1L GOLGA1 GPRC5D-AS1 GRIPAP1 GSPT2 GUSBP3 H1-10-AS1 H1-4 HAUS8 HELQ HERC2P10 HHAT HHIPL2 HMGN1P38 HNRNPLL HSF2 HSPA8P15 ILRUN IMPA2 INO80D INPP5J INSRR IST1 ITGB1-DT JMJD8 KANSL2 KATNA1 KCNG2 KCNQ1-AS1 KIAA1210 KLHL24 L3MBTL3 LACTB LIMD1-AS1 LIN28A LIN37 LINC00865 LINC01340 LINC01460 LINC01800 LINC01852 LINC01858 LINC01901 LINC02241 LINC02261 LINC02935 LINC02986 LMTK2 LRRC37BP1 LRRC57 LSG1 LSM6 LYRM9 MAMDC2 MAN2C1 MANEA-DT MAP2K6 MAPKAPK5 MDS2 MED17 MED30 MFSD3 MFSD6L MIEN1 MIOS-DT MIR200B MIR200CHG MMP25-AS1 MORC2 MPZL3 MTIF3 MTMR12 MUC20-OT1 MYO1H MYSM1 NDUFB4P11 NMB NOX4 ORC5 OSBPL2 OTUB2 PARM1 PDSS2 PDXDC2P PEDS1 PER1 PET100 PEX7 PHC3 PINLYP PIP4P1 PKD1-AS1 PLCB4 PLCG2 PNISR-AS1 POLR2A POP4 PPIEL PPP3CB-AS1 PRRG2 PSEN2 PSMC6 PTMAP2 PTPN23 PTPRN2-AS1 RAB19 RAB40B RAB43 RABGAP1L-IT1 RARS1 RASSF6 RBM10 RBMS3-AS2 RFXANK RINT1 RIPK3 RLF RMEL3 RN7SKP176 RN7SL105P RN7SL23P RNU6-1327P RNU6-944P RPL21P135 RPL22L1 RPL22P2 RPL24P8 RPL36A-HNRNPH2 RPL36P6 RPS15AP29 RPS27P3 RPS3AP26 RPS6KC1 RTF1 RWDD2B SART3 SCARNA9 SDE2 SEC63P1 SERINC5 SGSM3 SH2D6 SIRT3 SLC12A9-AS1 SLC16A11 SLC23A3 SLC24A1 SLC25A25 SLIRP SLMAP SMG1P5 SMUG1 SNORA80B SNTB1 SOX4 SP2 SPATA2L SPDYE1 SRA1 SRSF11 SRSF3 ST14 ST20-MTHFS ST7L STAC2 STARD13-IT1 STIMATE-MUSTN1 STK31 STPG2 STUM STX16-NPEPL1 STX17 SULT1C4 SUN3 TADA1 TAF1A TAF8 TAS2R30 TCF25 TERF1 TERLR1 TFCP2L1 TGIF2-RAB5IF THBS4-AS1 THRB-IT1 TIGD7 TMEM123-DT TMEM150B TMEM213 TMEM256-PLSCR3 TNFRSF14-AS1 TNN TNPO3 TOP3B TRA2B TRAPPC13 TRAPPC2 TRMT11 TRMT2A TRMT2B-AS1 TRNT1 TRPV4 TSPAN16 TTC39B TUT7 TVP23CP1 TWSG1-DT UBA2 UBAP2L UBQLN1-AS1 USP19 USP42 USP45 VIRMA VPS39-DT VPS45 VPS51 WARS2 WDR11 WDR25 WNK3 YIPF1 ZBTB20-AS5 ZBTB26 ZDHHC11B ZDHHC3 ZFR ZNF165 ZNF202 ZNF205 ZNF212 ZNF274 ZNF311 ZNF329 ZNF346-IT1 ZNF350 ZNF397 ZNF441 ZNF480 ZNF484 ZNF503-AS2 ZNF512 ZNF558 ZNF578 ZNF622 ZNF660 ZNF667 ZNF776 ZNF784 ZNF85 ZNF876P ZSCAN21 ZSWIM1 DESCARTES_MAIN_FETAL_PHOTORECEPTOR_CELLS https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/DESCARTES_MAIN_FETAL_PHOTORECEPTOR_CELLS ADGRV1 AIPL1 AMER2 ANKRD33B ANO2 ARL6 ATOH7 ATP1B2 C7orf33 CAPZA1P2 CASZ1 CDHR1 CHRNB4 CRX CSNK1G2-AS1 EGFLAM EGFLAM-AS4 ENSG00000228044 ENSG00000254746 ENSG00000263574 EPB41L2 EYS FAM161A FOXO6 FRMPD1 GNAT1 GNAT2 GNB3 GNGT2 GOLGA6GP GRM6 IMPG1 IMPG2 KCNV2 LEMD1 LHX3 LINC00457 LINC00458 LINC00463 LINC00994 LINC02932 LINC02997 LINC03062 LOXL1-AS1 LRIT2 LRIT3 MAK MARCHF1 MPP4 MPPED2 MREG MTATP6P15 MTCO1P15 MTCO2P15 MTND1P36 MTND2P26 NOL4 NRL OPN1SW OTX2 PACSIN1 PCARE PCAT4 PCBP4 PDC PDE6B PDE6C PDE6H PLA2G4C-AS1 PLCH2 PRICKLE2-AS1 PRICKLE2-AS3 PRKACB PRKN PRPH2 PTPN13 RALGPS2 RAX2 RCBTB1 RCVRN RHBDL3 RNU6-1088P ROM1 RPGRIP1 RPL18P11 RXRG SAMD7 SERINC4 SLC6A17 SLC6A17-AS1 SNHG22 SSX2IP ST3GAL3-AS1 TEDC2-AS1 TMEM244 TMX1 TRIM74 TRIM9 TULP1 USH2A VXN ZNF30 DESCARTES_MAIN_FETAL_RETINAL_PIGMENT_CELLS https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/DESCARTES_MAIN_FETAL_RETINAL_PIGMENT_CELLS ABCC5 ACOT11 ACP6 ADAD2 ADAMTSL3 ADTRP AJUBA-DT AK5 APC APOLD1 ARNT2-DT ATXN1 BCO1 BEST1 BMP6 BMP7 BMS1P4 BTC CCND2-AS1 CCNYL2 CCT4P2 CNBD1 CNDP1 CNGB3 COL4A3 COL8A1 COL9A2 CRISPLD1 CRPPA CYB5RL CYP27A1 DCT DHRSX-IT1 DIRC3 DMXL1 DOCK7 DOCK7-DT DTX2P1 ECHDC1 EFR3B ELN-AS1 ENPP2 ENSG00000212567 ENSG00000251076 ENSG00000255746 ENSG00000260288 ENTREP1 ERMN FLJ42969 FRZB FYB2 GAPDHP66 GAPDHP76 GEM GEN1 GPR143 GSTA8P GUCY2EP H1-9P HMGB1P35 HORMAD2 HORMAD2-AS1 HYCC1 IGFBP7-AS1 INPP5K ITGAV KCNJ13 KCNQ4 LCNL1 LIN28B-AS1 LINC00276 LINC00355 LINC00494 LINC00605 LINC00645 LINC00670 LINC01085 LINC01359 LINC01465 LINC01567 LINC01579 LINC01703 LINC01880 LINC02275 LINC02723 LINC02774 LINC03040 LINC03048 LNCOC1 LRP2BP-AS1 LRP8-DT MAMDC2-AS1 MESP2 MFRP MIR5094 MITF MLANA MROH7 MYRF-AS1 NBEA NPFFR1 NPIPB12 NTAN1P2 NYX OBSCN-AS1 OCA2 PAFAH1B2P2 PARD3B PARD6B PCAT1 PGPEP1L PIP4P2 PITPNA PKNOX2 PLCE1 PLD5 PLGLA PMEL PRC1-AS1 PRKG2-AS1 PRMT7 RAB27A RAD54B RANBP17 RBM11 RDH5 RGR RHPN2P1 RLBP1 RN7SL846P RNA5SP229 RNF212 RNU4-16P RNU4ATAC17P RNU6-1138P RNU6-212P RNY4P36 RPE65 RPL21P95 RPL32P32 RPL7AP22 RRAGAP1-AS1 SCAI SCAND3P1 SEC14L2 SERPINE3 SERPINF1 SGK3 SILC1 SLC16A8 SLC22A8 SLC24A5 SLC38A11 SLC38A8 SLC39A12 SLC45A2 SLC4A5 SLC6A13 SLC6A20 SLC7A6OS SMC5-DT SMC6 SMG1P2 SMG1P6 SMURF2P1 SNX25 SOSTDC1 SPART-AS1 SPDYE5 STARD7-AS1 STIM2 TBC1D30 TBL1Y TEX2 TMCO1-AS1 TMEM135 TMEM235 TMEM98 TRIM36-IT1 TRPM3 TRPM7 TSPAN10 TTLL4 TYR TYRP1 UBAP1L UGT3A2 USP38-DT VAT1L VEPH1 WDR35-DT WFDC1 WFIKKN2 WWC2-AS1 ZBED3-AS1 ZBTB12 ZNF890P ZNF92 DESCARTES_MAIN_FETAL_RETINAL_PROGENITORS_AND_MULLER_GLIA https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/DESCARTES_MAIN_FETAL_RETINAL_PROGENITORS_AND_MULLER_GLIA ABHD12B ADARB1 ADORA2B AOC2 APCDD1L-DT ARHGEF26 ARHGEF26-AS1 C14orf39 C5orf34 CASC17 CECR3 CLVS1 CNTLN CRB1 DAPL1 DDHD1 DUT-AS1 EPHB2 FAM184B FBLN7 FOXN4 GABRG3 GATB GLYATL2 GRB10 HES5 ILDR2 KLHL8 LGR4 LHCGR LINC00113 LINC01387 LINC01508 LINC01621 LINC01697 LINC01994 MIR3659HG MOB3B MYBL1 NALCN-AS1 NOTCH1 NPVF NR2E1 OPTC OSTM1-AS1 PCYT1B PKD2 POT1-AS1 PRSS56 PWWP3A RARB RFC3 RN7SKP35 RNF180 RNU2-47P RPL30P14 RPS27P25 RTKN2 SORCS1 TMTC4 TNS1-AS1 TOX3 UQCRHL VSTM2B ZHX2 DESCARTES_MAIN_FETAL_SATB2_LRRC7_POSITIVE_CELLS https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/DESCARTES_MAIN_FETAL_SATB2_LRRC7_POSITIVE_CELLS ABCG4 ABHD8 ADAM32 ADGRB2 ADGRL3-AS1 AFDN-DT ALOXE3 ANKRD62P1-PARP4P3 ANO8 ARHGAP33 ARL10 ATF7-NPFF B3GAT1 B4GALNT4 BCL6 C2orf83 CAMKV CATSPER3 CCDC77 CDK5R1 CDKL2 CPVL-AS1 CSRP2 DHPS DOHH DPY19L2P4 DUSP5P1 EEF1DP7 EFL1P1 ENSG00000187186 ENSG00000248837 ENSG00000272668 FABP5P3 FABP7 FAM171A2 FAM220A FBXL19 FCF1P1 FNDC4 FOXG1 FSIP2-AS2 GCSIR GGN GLIS2-AS1 GNG8 GOLGA7B GPR158-AS1 GPRIN1 GSX1 HAPLN2 HCRT HPF1 HYI-AS1 IL11 INHBE JAZF1-AS1 JMJD7-PLA2G4B KIF3C KLF3P1 LAMB2P1 LCORLP1 LINC00115 LINC00710 LINC01081 LINC01498 LINC01923 LINC02306 LINC02699 LINC02933 LINC02942 LMTK3 LPAR2 LRRC37A11P LRRIQ4 MCRIP1 MIR600HG MRAP-AS1 MTCO1P19 MUPP NEUROD2 NEUROD6 NFIX NPY5R NUP93-DT NXPH3 NYAP1 PANX2 PCDHA11 PCDHGA10 PCDHGB8P PHC1 PI4KAP2 PKD1 PNLDC1 POU3F2 POU3F3 PPP1R12A-AS1 PPP1R12BP1 PPP1R14BP3 PROKR2 PTPRD-AS1 RAB3A RAB4B-EGLN2 RASL10A RBISP5 RFPL1S RN7SL481P RN7SL735P RNU6ATAC42P RNY4P19 RPL21P118 RPL23AP82 RPL32P16 RPS11P5 RPS25P3 SATB2-AS1 SBK1 SCG5-AS1 SCUBE1 SEPTIN3 SF1-DT SLC14A2-AS1 SLC22A2 SLC7A10 SP9 SPRN SRM STMN1 SUSD5 TAF7L TANK-AS1 THNSL1 THSD4-AS1 TMEM158 TMEM240 TMPRSS7 TRAPPC5 TRPV1 TTC21B-AS1 UBQLNL VPS26B WASF1 WASL-DT ZBTB11 ZBTB18 ZBTB24-DT ZFP37 ZNF567-DT ZNF746 ZNF883 DESCARTES_MAIN_FETAL_SATELLITE_CELLS https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/DESCARTES_MAIN_FETAL_SATELLITE_CELLS ADAMTS7P4 C1QTNF3 CCND2 CDC25B CDH15 CELA2B CHRNA1 CHRNB1 CLCN5 COL15A1 CSTF2T DAG1 DIRC3-AS1 DMRT2 EDN3 ERFE FGF16 FGFR4 FNDC5 GLT8D2 GXYLT2 HNRNPA1P72 ITGA7 KRT31 KRT40 LDOC1 LINC00930 LINC01111 LINC01121 LINC01283 LINC02397 LINC02802 LMF1-AS1 LMNB2 LPAR4 LSP1P4 MATN2 MEST MICAL1 MIDEAS MSC-AS1 MSTN MYF5 MYMX NBPF1 NCOA1 NTN5 NXPE3 OLFML2B P2RX6 PAX7 PITX3 PPP1R14B PTGFRN PURB RNY4P34 RPS3AP25 SKP2 SLC22A31 SLC25A26 SLF2 SOX8 SPATS2L SPG21 TACR3 VGLL2 ZC2HC1B DESCARTES_MAIN_FETAL_SCHWANN_CELLS https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/DESCARTES_MAIN_FETAL_SCHWANN_CELLS ABCA8 ADAM23 ANGPTL7 AQP7P1 ASPA BMP8B C12orf76 C1orf198 CADM4 CHL1-AS2 CNP COL28A1 CTF2P DHH DUTP6 EDNRB ENTPD2 EXTL1 FOXD3 GAS2L3 GFRA3 GJC3 GPR83 HSPD1P4 ITIH6 KIAA1755 LGI1 LINC00327 LINC00466 LINC01505 LINC01608 MIA MPZ MRGPRF-AS1 NANOGP1 NGFR NGFR-AS1 OLFML2A PLAT PLP1 PMP22 PRNP RHBDF1 S100B SCN7A SEMA3G SOX10 STARD13 TECTB TMEM176A TSPAN11 DESCARTES_MAIN_FETAL_SKELETAL_MUSCLE_CELLS https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/DESCARTES_MAIN_FETAL_SKELETAL_MUSCLE_CELLS ACTA1 ACTN2 ACTN3 AGL AK1 AMPD1 APOBEC2 ARHGAP36 ASB12 ASB18 ASB5 ATP1B4 ATP2A1 BEST3 BIN1 BLCAP BTF3 C1orf105 C1orf167 C4orf54 CA3 CA3-AS1 CACNA1S CACNB1 CACNG1 CALML6 CAND2 CAPN3 CASQ1 CAV3 CAVIN4 CFL2 CHRNG CKM CMYA5 CRABP2 DDIT4L DDN DES DGCR6 DHRS7C DMPK DNAH8 DUSP13 ECPAS EIF4E2 ENO3 ENSG00000228566 ENSG00000244998 ENSG00000250041 ENSG00000259636 FAM180B FAM230G FAM47E-STBD1 FBP2 FBXL22 FGF6 FGFRL1 FHL1 FHL3 FXR1 FZD9 GJD4 GPX7 HSPB2 IL17B IP6K3 ITGB6 JPH1 KCNA7 KCNE5 KIAA1671-AS1 KLHL21 KLHL30 KLHL31 KLHL40 KLHL41 LANCL1-AS1 LINC00499 LINC00570 LINC00595 LINC00629 LINC01209 LINC01266 LINC01479 LINC01497 LINC01854 LINC01886 LINC02308 LINC03111 LINCMD1 LMCD1 LRTM1 MAP3K7CL MAP4K1-AS1 MAP6D1 MEG9 METTL21C MGC27382 MIR1-1HG MIR133A1HG MRLN MSRB3-AS1 MYBPC1 MYBPC2 MYBPH MYF6 MYH1 MYH2 MYH3 MYH8 MYL1 MYL10 MYL11 MYL5 MYL6B MYL6B-AS1 MYLK2 MYOM2 MYOM3 MYOT MYOZ1 MYPN NEB NES OBSCN OTUD1 PACSIN3 PADI2 PDE4DIPP1 PDLIM3 PIEZO1P2 PPDPFL PPP1R27 PPP1R3A PRDX6 PRKACA PRKAG3 PRR32 PRSS53 PTGFR PYGM RNF217-AS1 RPL7P3 RPS20 RPS3AP20 RTN2 RYR1 SCN4A SGCB SGCG SHOX SLC49A3 SLN SMTNL1 SNHG16 SNORD114-15 SNORD114-26 SNORD114-29 SNORD114-30 SNORD114-31 SPEG SRL SRPK3 STAC3 STPG2-AS1 SYNC SYPL2 TAL2 TAS1R1 TBX15 TCEAL7 TEAD4 TMEM182 TMEM38A TMEM38B TMEM52 TNNC2 TNNI2 TNNT3 TPM2 TRDN TRIM54 TRIM7 TRIM72 TTN TTN-AS1 TXLNB USP6 UTP11 VWA5A XIRP2 ZNF106 ZNF556 DESCARTES_MAIN_FETAL_SLC24A4_PEX5L_POSITIVE_CELLS https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/DESCARTES_MAIN_FETAL_SLC24A4_PEX5L_POSITIVE_CELLS ADCY2 C8orf34 C8orf34-AS1 CLEC2A DMBX1 GPR139 GRIK4 GRM3 GRM7 HTR1E LINC01109 LINC01151 LINC01210 LUZP2 OVCH1 PHEX-AS1 PREX2 RNU6-78P SLC22A13 SSTR1 TMEM200C TMEM35A VSTM2A-OT1 VSTM2L ZIM2-AS1 DESCARTES_MAIN_FETAL_SLC26A4_PAEP_POSITIVE_CELLS https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/DESCARTES_MAIN_FETAL_SLC26A4_PAEP_POSITIVE_CELLS ABCG1 ABT1 ACADM ACOT8 ACTL6A ACVR2B-AS1 AHSA2P AKNAD1 AMD1P3 AMHR2 ANKRD31 ANO7L1 APIP ARAF ARFGAP2 ASB6 ATF1 ATP6AP1L ATP9B ATXN7L3-AS1 AUNIP BABAM2 BAK1 BOP1 BORCS7-ASMT BPIFB1 BRAT1 BRPF3 BRWD1-AS1 BTBD3-AS1 C1orf220 C2CD2 C2CD6 C4orf33 C4orf46P2 CACNA1D CACNB2 CADM1-AS1 CAGE1 CALCB CBLN3 CBR1-AS1 CCDC134 CCDC86 CCHCR1 CCN3 CCNL2 CCT6B CD27-AS1 CDC123 CDIP1 CEP55 CIBAR1 CIDECP1 COMT COQ6 CPLANE2 CREM CYP11B2 DBTP1 DCTD DDN-AS1 DDX3Y DEDD DERL2 DHRS1 DHX29 DNAJC28 DPH6 DTX3 DUSP12 E2F5 EFCAB14-AS1 ELAC1 EMC9 EME2 ENSG00000204745 ENSG00000214708 ENTREP3 EPHA4 ERAL1 EXO5-DT EXOC3-AS1 FADD FAM32A FAM3A FAM90A1 FANCG FAR1-IT1 FBXL19-AS1 FKBPL FNTB FRMPD3-AS1 GBE1 GCNT7 GIN1 GMPPA GPATCH1 GPATCH2 GPKOW GPR61 GPRC6A GTF2H2B GTF2H3 GTF2IP13 HARS2 HECW2-AS1 HIBCH HMBOX1-IT1 HROB HSD3B2 IL17RC IL1A INVS IRS3P ITFG1-AS1 JRK KANSL1L-AS1 KDM4A-AS1 KDM5C-IT1 KIRREL1-IT1 KLHDC2 KLHL11 KNSTRN LEMD1-AS1 LIG3 LINC00290 LINC00467 LINC00862 LINC00863 LINC00887 LINC00923 LINC01719 LINC01837 LINC01947 LINC02036 LINC02046 LINC02296 LINC02410 LINC02476 LINC02603 LINC02745 LIPE-AS1 LOC105376805 LRIG2 LRRC14 LSM8 LTO1 LUCAT1 LY6E-DT LYG1 LYPLAL1-DT LYRM4 MAD2L1 MAP3K15 MAPK10-AS1 MAT2A MCM8 MED23 MED31 MID2 MIR4733HG MRGBP MRPL20 MRPS26 MRPS28 MTERF2 MUC19 NAT10 NIFK NOMO2 NPHP4 NSMCE4A NSRP1 NUFIP1 NUP155 PABIR3 PAN2 PBDC1 PBX1-AS1 PCDHGB4 PCHILR PDCD6IPP2 PDE12 PHB1P19 PHF11 PHKA1-AS1 PHKA2-AS1 PHLDA1-DT PHLPP1 PKD2L2 PKD2L2-DT PLEKHA5 PLXNB3-AS1 PMS2P3 PMS2P4 PNMA6F PNPLA2 POLK POLR3B POMK PPP1R2P4 PPP1R9A PRKCZ-AS1 PRPF39 PRTFDC1 PSMB7 PTCD3 PTPN23-DT PUDP PVT1 PWP1 PYROXD1 QTRT1 RABEP2 RAD51D RAD9B RANBP3 REXO1 RMDN1 RMND1 RN7SL220P RN7SL574P RN7SL749P RNF7 RNU6-1054P RNU6-518P RNU6-611P RNU6-681P RNU6-826P RNVU1-32 ROGDI RP9P RPL21P94 RPL38P1 RPL6P27 RPL7P9 RPS15AP3 RPS29P19 RPSAP21 RRAGB RSAD1 RXYLT1 SATL1 SAXO1 SAYSD1 SBF2-AS1 SCART1 SDF2 SDHAF2 SDHAF4 SDHAP1 SELENOH SELENOK SELENOO SHOC1 SIAH2 SIMC1 SIMC1P1 SKA1 SLC22A1 SLC25A28 SLC26A4 SLC35C2 SLC4A1AP SMG1P1 SMIM10L2A SMIM10L2B-AS1 SMPD4BP SNORA14A SNORA80A SNORD63 SNX25P1 SPAG4 SPATA22 SPATC1 SPINK8 SPTLC1 SREK1IP1 SRFBP1 SRP19 ST8SIA5 STAG3L1 STAG3L4 STAG3L5P SURF2 SURF6 TBC1D25 TBCA TEKT5 TENT4B TH2LCRR THAP10 TLCD5 TMEM105 TMEM120A TMEM179B TMEM201 TMEM26 TMEM267 TMEM268 TMEM86A TMEM9B-AS1 TNFRSF10C TOE1 TOMM40 TOR1A TPRA1 TPT1P9 TRAF6 TRAPPC2L TRIM16L TRMT10B TRMU TUBB8B TUBBP5 TVP23C TYW1 UICLM ULK4P1 UNC45A UNG USP51 VAV3-AS1 VMO1 VPS54 VPS9D1-AS1 VRTN WDR43 WDR5B ZBED10P ZBTB11-AS1 ZBTB43 ZBTB48 ZC3H12A ZKSCAN4 ZMYM1 ZNF211 ZNF296 ZNF385D-AS2 ZNF449 ZNF541 ZNF597 ZNF627 ZNF683 ZNF747 ZNF75D ZNF841 ZNF845 ZPLD2P ZSCAN16-AS1 ZSCAN20 DESCARTES_MAIN_FETAL_SMOOTH_MUSCLE_CELLS https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/DESCARTES_MAIN_FETAL_SMOOTH_MUSCLE_CELLS ABCC9 ACTA2 ACTA2-AS1 ACTG2 ADCY3 ADGRA3P1 ANO1 AOC3 APOL5 AVPR1A CARMN CCDC102B CCR10 CNTNAP1 COL6A3 COX4I2 CSPG4 CYGB EBF2 GJC1 GPAT2 GPR20 HIGD1B KCNJ8 KCNMB1 LAMC3 LINC02398 MDFIC2 MEF2B MYH11 MYLK NDUFA4L2 NOTCH3 PDGFRB PLA2G5 RASL12 RFX8 SEPTIN4 SEPTIN7P2 TACR2 TAGLN TBX2 THBS4 TMEM74B WNT3A DESCARTES_MAIN_FETAL_SQUAMOUS_EPITHELIAL_CELLS https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/DESCARTES_MAIN_FETAL_SQUAMOUS_EPITHELIAL_CELLS A2ML1 ADH7 APOBEC3B ATP10A-DT B4GALT4-AS1 BCAS2 BNIPL C15orf48 CALML3-AS1 CAPN14 CLCA2 CLCA4 CRCT1 CRISP3 CRNN CSTA CSTB CTNND1 CYSRT1 DENND2C DSG3 DSP DUOX1 DUOXA1 EDAR ENSG00000250685 EPHX3 EPIST EVPLL FAM3D-AS1 FAM83C FOSL1 FOXE1 FUT3 GAN GBP1P1 GBP6 GJB5 GLTP GRHL3 GRHL3-AS1 GSDMC GTF2IP7 H1-2 H2BC4 HEBP2P1 IKBKB-DT IL36RN IRF6 ITGB1P1 JUP KCNK7 KLC3 KRT14 KRT15 KRT16 KRT17 KRT6A KRT6B KRT6C KRT78 KRT80 LINC00393 LINC01499 LINC01889 LINC02006 LINC02672 LY6D LYPD3 MAL2 MAL2-AS1 MIR616 MT2P1 MUC21 MYH16 NCCRP1 NECTIN1 NECTIN4-AS1 NTN1 PART1 PGLYRP4 PHLDB3 PIGA PITX1 PITX1-AS1 PKP1 PLEKHN1 PRSS27 RALA RAPGEFL1 RHCG RNASE7 RNF222 RNF39 S100A14 S100A2 SERBP1P5 SERPINB10 SERPINB11 SERPINB13 SERPINB5 SFN SLC28A3 SLK SOX13 SPINK5 SPRR1A SPRR2A SPRR2D SPRR2E SPRR3 SRPX2 STYK1 THOC3 TIPARP TMEM80 TMPRSS11A TMPRSS11B TMPRSS11BNL TMPRSS11D TMPRSS11E TMPRSS11F TMPRSS4 TRIM29 UGT1A6 UPK3BL3P ZNF185 ZNF750 ZNF812P DESCARTES_MAIN_FETAL_STC2_TLX1_POSITIVE_CELLS https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/DESCARTES_MAIN_FETAL_STC2_TLX1_POSITIVE_CELLS ADRA1D ANGEL2 CCL11 CETP CXCL6 ERRFI1-DT FBLN5 GPR88 HNRNPKP3 IFIT1 KAZALD1 KLK6 LOC101928924 NKX2-3 PGM5P4-AS1 PPM1N RASL11B SMIM43 STC2 TLX1 TNFRSF4 DESCARTES_MAIN_FETAL_STELLATE_CELLS https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/DESCARTES_MAIN_FETAL_STELLATE_CELLS ABCA10 ADAMTS12 ADAMTS13 ADAMTS2 ADAMTS9 ADAMTSL1 ADRA1B AGTR1 ALLC ALPL ANGPTL6 ANKS1A ARHGEF35-AS1 B3GNTL1P1 BCAS3-AS1 BMPR2 CCBE1 CCDC3 CCDC68 CER1 CLMAT3 COL25A1 COLEC10 COLEC11 DAAM2 DENND2A DIO3 DIO3OS ECM1 EHBP1 ENSG00000233539 FBXO24 GRK5 HGF HHIP HMBOX1 HS3ST3B1 IFITM10 IGFBP3 INS-IGF2 LAMB1 LINC00498 LINC00698 LINC01169 LINC02319 LINC02880 MASP1 NBPF3 NEURL1B NR1H4 OR2A1-AS1 PTH1R RBM46 RBMS3 RN7SL657P RN7SL751P ROCK1P1 RPS12P5 RPS2P44 RPS6KA6 SEPTIN4-AS1 SLC17A8 UPB1 DESCARTES_MAIN_FETAL_STROMAL_CELLS https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/DESCARTES_MAIN_FETAL_STROMAL_CELLS CBLN4 COL12A1 COL1A1 COL1A2 COL5A1 COL6A6 HSD3BP5 ITGBL1 KERA LINC00968 LINC01082 LINC01412 LINC01611 MEOX2 MIR1245A MTCH1P2 MXRA5 PI16 RTL3 SETBP1-DT THBS2 DESCARTES_MAIN_FETAL_SYMPATHOBLASTS https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/DESCARTES_MAIN_FETAL_SYMPATHOBLASTS ADGRA1 ARC BMPR1B-DT C12orf29 C1QL1 C1orf226 CARTPT CCDC172 CFAP61-AS1 CHGA CHGB CYB561 DBH FGF14-AS1 FGF14-IT1 FKBP5 GALR1 GCH1 GOT1L1 HACD3 HTATSF1 IL13RA2 KLK4 KSR2 LINC00632 LINC01982 LINC02513 LINC02994 MICU2 MRAP2 NLRP1 NPAS4 NSMCE3 NT5C1A NT5DC2 PENK PNMT PPP1R17 PRCD PRLHR QDPR RPSAP57 SCG2 SERTM2 SIDT1 SLC18A1 SMIM45 TH TMEM130 TMIE TSPYL2 UNC5C-AS1 UNC80 VPS33A VWDE ZDBF2 ZNF483 DESCARTES_MAIN_FETAL_SYNCYTIOTROPHOBLASTS_AND_VILLOUS_CYTOTROPHOBLASTS https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/DESCARTES_MAIN_FETAL_SYNCYTIOTROPHOBLASTS_AND_VILLOUS_CYTOTROPHOBLASTS AADACL2-AS1 ACSS1 ADAMTS19 AMOT ANAPC1P1 ANKRD20A5P AP1S3 ARL15 ATP10D ATP6V1C2 BAGE2 BRDT CAMK2G CCDC32 CCDC54-AS1 CCR3 CDK2 CNNM2 CROT CSNK1A1P1 CYP4F35P DNMT1 ENSG00000258028 ENSG00000260378 EPB41L3 FAM118A FBN2 FOXO4 GABRE GGH GLDC GNA12 GRAMD2A HERC2P3 HIC2 HOMER1 HS6ST2 HSPD1P6 ITGB4 KANK1 L1TD1 LARGE2 LATS2 LATS2-AS1 LIN28B LINC00308 LINC00491 LINC00882 LINC01087 LINC01090 LINC01162 LINC01194 LINC01203 LINC01205 LINC01418 LINC01446 LINC01448 LINC01524 LINC01591 LINC01687 LINC01990 LINC02055 LINC02327 LINC02435 LINC02484 LINC02583 LINC02750 LINC02840 LINC02864 LINC02899 LOC105371361 LOC154761 MAP7D2 MAST4-AS1 MB21D2 MBNL3 MIR3171HG MIR4300HG MME MME-AS1 MTARC1 NAA11 NEDD4 NFE2L3 NOX5 OFCC1 OR8G1 PCAT7 PCOLCE2 PDE4B-AS1 POLI POTEC PRKCH-AS1 PTPN11P1 RAP2C-AS1 RCOR1 RNU6-301P RNU6-698P RP2 RPIA SIGLEC6 SLC13A3 SLC13A4 SLC19A1 SLC25A43 SLC27A2 SLC35D1 SLC38A9 SMARCA2 SMARCA2-AS1 SND1 SNHG27 SP6 SPACA6-AS1 SPECC1P1 SPINDOC ST7-OT4 ST8SIA6-AS1 STRA8 TDRP TEKT4P2 TENM3 TMEM150C TMEM254-AS1 TPK1 TRIM5 TRIML2 TTC12-DT TTPA TUBA5P USP25 VGLL1 VSTM5 ZBTB46-AS1 ZFAT ZFX ZNF354B ZNF415P1 ZNF799 ZNRF3 ZNRF3-IT1 ZSCAN4 DESCARTES_MAIN_FETAL_THYMIC_EPITHELIAL_CELLS https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/DESCARTES_MAIN_FETAL_THYMIC_EPITHELIAL_CELLS ABCA3 ABRAXAS2 ADAMTS17 ALOX12P2 ANKRD22 ANO9 APBB2 APTX ARLNC1 ARMC10 ARMC6 ATL2 ATP10B BANF2 BCAS4 BCL10-AS1 BICRA BMP8A C12orf56 C1RL-AS1 C22orf31 C3orf22 C4orf50 C5orf34-AS1 C8G CACNA1I CCDC171 CDH3 CLEC1A CLEC2L CLTCL1 CNTNAP3 COL19A1 COL27A1 COX6B2 CTSV CUL9 CUX1 CYP1B1-AS1 CYP3A4 D2HGDH DCDC2C DDB2 DDX50P1 DEFA3 DIPK1A DNAJA2-DT DNAJC3-DT DNASE1L2 DPP3-DT DRP2 DSG1-AS1 EARS2 EEF1A1P3 EEF1DP2 ENPP7P10 ENSG00000227496 ENSG00000228793 ENSG00000235189 ENSG00000235415 ENSG00000238372 ENSG00000247228 ENSG00000253363 ENSG00000256321 ENSG00000265055 ETNK1 EXOC3L4 EYA2 FAAH2 FAM118B FAM163A FAM66A FAS FBXO36-IT1 FBXW10 FLVCR1 FOXN1 FRMD1 FRS3 FTLP14 GARIN2 GGA2 GHRH GJB6 GLB1L3 GLI2 GLRA4 GPHN GPLD1 GRK7 GSTCD-AS1 GTF2IP4 GTF2IRD2B GUCA1B GUCY2F HLA-DRB9 HSPE1P25 ICAM5 IGFL2 IL31RA INTS12 IRF1-AS1 IRS4 KCNIP3 KIAA0895LP1 KIAA1549 KLF3-AS1 KREMEN2 KYAT1 LGR4-AS1 LHFPL1 LINC00173 LINC00313 LINC00559 LINC01033 LINC01250 LINC01271 LINC01273 LINC01337 LINC01482 LINC01500 LINC01600 LINC01605 LINC01644 LINC01780 LINC01980 LINC02016 LINC02213 LINC02235 LINC02356 LINC02388 LINC02427 LINC02436 LINC02541 LIPJ LY75 M1AP MAJIN MBTPS1-DT MCF2L MFSD13B MGMT MIR205HG MOV10 MRPS31P4 MRPS9-AS2 MRTFB MST1R MTCL1 MTFR2P1 MTG1 MTND1P14 MUC12-AS1 NALT1 NARF-IT1 NEPRO-AS1 NEURL2 NEURL3 NEURL4 NFKB1 NPFFR2 NPIPB2 NPM1P37 NPM1P6 NQO1-DT NSMAF NSRP1P1 NTF4 NTRAS NUBP2 NUBPL NXN OTULIN-DT OXCT1 PARP3 PASK PAX1 PDC-AS1 PDCL3P5 PDE9A-AS1 PEX1 PGBD2 PIK3IP1-DT PIKFYVE PKP4-AS1 PLEK2 PLGRKT PLTP PLXDC1 PNCK POLR1HASP POTEKP PRKAR1B-AS1 PRSS16 PSMB11 PTPRT PXT1 QTRT2 RAB42 RASSF10-DT RBAK-RBAKDN RBM15-AS1 RBMS3-AS3 RDM1P5 RGPD3 RIC1 RIGI RMDN2-AS1 RMI2 RN7SL589P RNU6-107P RNU6-137P RNU6-196P RNU6-323P RNU6-705P RNU6ATAC27P RNU7-115P RNY4P7 RPA4 RPL23AP53 RPS23P6 RPS26P18 RPS3AP29 RPS3AP34 RPS7P10 RPSAP6 RTBDN RTCB SAG SCAND3 SETP12 SFTPA2 SH3RF3 SIGLEC10-AS1 SLC22A23 SLC46A1 SLC46A2 SLC47A1P2 SLC9A3-AS1 SLFN12 SLIT3 SMG6 SMIM14-DT SMIM15-AS1 SNORD11 SNORD3B-1 SNX19 SPAG16-DT SPDYE12 STARD9 SUV39H2 SYCP1 SYNE1 TAFAZZIN TBATA TBC1D2B TCEA1P4 TDRD12 THAP8 TMEM108-AS1 TMEM131 TMEM221 TOMM22-DT TP53AIP1 TRAPPC12 TRMT12 TUSC8 TYK2 TYW3 UBA7 UBXN7-AS1 USP32P1 UST UTP15 VPS26BP1 VWA2 ZBED2 ZBTB47-AS1 ZCWPW1 ZFPM1-AS1 ZNF418 ZNF614 ZNF649-AS1 DESCARTES_MAIN_FETAL_THYMOCYTES https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/DESCARTES_MAIN_FETAL_THYMOCYTES ACSF3 ACSM6 ANKRD36BP2 ARHGAP19-SLIT1 ARHGEF18-AS1 ARL5C ATF7IP2 BCL11B BHLHB9P1 BOLL CALN1 CAMK4 CCND3 CCNI2 CCR9 CD1A CD1B CD1E CD247 CD38 CD3G CD8A CD8B CD96 CEP128 CEP85L CHD1 CLCN3P1 CYP2U1 DGKA DLEU7 DOC2GP ELOVL4 FAM238B FMNL1-AS1 GRAP2 HDAC7 HMGB1P19 HMGN1P5 IDNK IKZF2 IL20RB-AS1 ITPKB-IT1 KCNA3 LCK LCT-AS1 LDLRAD4 LEF1 LEF1-AS1 LETM1 LINC00426 LINC00649 LINC00954 LINC01221 LINC01222 LINC01281 LINC01550 LINC01749 LINC01882 LINC01934 LINC02059 LINC02273 LINC02312 LINC02352 LINC02520 LINC02789 LZTFL1 MAP3K14-AS1 MCPH1 MDM4 MEAK7 MIR646HG MTA3 MZB1 NEIL3 NFATC3 NT5C3AP2 P2RX5 PDCD1 PDE7A PDSS1 PGGHG PITPNM2 PRKCG PRKCQ-AS1 PTCRA PXYLP1 RAG2 RASL11A RETREG1-AS1 RHOH RN7SKP110 RNASEH2B RNU6-242P RPL34-DT RPS3AP19 SATB1 SATB1-AS1 SEPTIN6 SH2D1A SLC8A1-AS1 SPOCD1 SSH2 TBC1D19 TCF12 TCF7 TESPA1 TFDP2 THEMIS TNIP3 TNRC6C TOX2 TRAJ20 TRAT1 TRBC2 TRBV28 TRD-AS1 TSHR UBASH3A UMLILO WAKMAR2 DESCARTES_MAIN_FETAL_TROPHOBLAST_GIANT_CELLS https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/DESCARTES_MAIN_FETAL_TROPHOBLAST_GIANT_CELLS ADAMTSL4 ADHFE1 ADM AFF1 AKR1B15 ALDH3B2 ALPP ANGPT2 ANKRD33 ATG9B BET1 BET1-AS1 BMP1 BPGM C16orf74 C21orf91-OT1 C4orf36 CAPN6 CCK CCSAP CD200 CEBPB CGB7 CHODL CHODL-AS1 CLIP4 CRH CRIM1 CSHL1 DAB2 DDX59 DEPDC1B DVL3 DYSF EFHD1 ELK1 ENDOU ENSG00000256389 ERVE-1 ERVW-1 EXPH5 FAF1-AS1 FBLN1 FER1L4 FNDC3A FURIN GDF15 GDPD5 GH1 GH2 GLDN GLIPR1-AS1 GNGT1 GPNMB GRAMD2B HOPX HSD11B2 HSD17B1 HSD3B1 HSPB8 HSPD1P11 IGHA1 IGSF5 INSL4 ISM1 KATNBL1 KYNU LCMT1-AS2 LEP LGALS13 LGALS14 LGALS16 LINC00474 LINC00601 LINC00967 LINC01118 LINC01119 LINC01483 LINC01968 LINC02291 LINC02945 LINC03016 LNPEP LRIF1 LY6G6C LYPD5 MAFK MAGEA8 MAN1A2 MAN1C1 MC1R MFSD12 MFSD2A MIR4280HG MIR4713HG MMP11 MTMR4 MTNR1B MYLIP NAV2-AS4 NECTIN3 OLAH PAPPA-AS1 PAQR7 PCDH1 PGF PHLDB2 PLAC1 PLCL2 PLIN2 POGLUT3 POU2F3 PP12613 PPP1R15B PRSS41 PSG10P PSG2 PSG3 PSG4 PSG5 PSG6 PSG8 PSG9 PTPN21 RBBP6 RELL2 RHOBTB3 RN7SL359P RRS1-DT RSL1D1-DT RYBP SDC1 SEMA3B SEMA7A SH2D5 SH3D21 SH3TC2 SH3TC2-DT SIN3B SLC16A4 SLC2A11 SLC38A1 SLC43A2 SLC5A6 SPATA9 SPDYA SPTLC3 ST3GAL4 STK3 STRA6 STS SVEP1 TACC2 TCHH TCHHL1 TCL6 TENT5A TINCR TPRXL TREML2 TREML3P TRIM25 TRIM40 TRPV6 TTBK2-AS1 VGLL3 ZNF117 ZNF554 ZNF703 ZNF728 ZSWIM2 DESCARTES_MAIN_FETAL_UNIPOLAR_BRUSH_CELLS https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/DESCARTES_MAIN_FETAL_UNIPOLAR_BRUSH_CELLS ADCYAP1 BARHL1 BLTP1 CACNA2D1 CACNA2D1-AS1 CCDC175 CNKSR2 CNPY1 DPY19L3 EN2 ENSG00000243620 ENSG00000259737 EOMES FBXL21P GRIA2 GRM1 HTR5A KIRREL3 LEMD1-DT LINC02032 LINC02082 LMX1A MORC2-AS1 MPP3 NAALADL2-AS2 NDST4 NWD2 QKILA RPH3A STXBP5L TRPC3 TRPC5 UPP2 VWC2 ZIC4 DESCARTES_MAIN_FETAL_URETERIC_BUD_CELLS https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/DESCARTES_MAIN_FETAL_URETERIC_BUD_CELLS ACER2 AQP2 ASTL C7orf31 CLPSL1 DCAF12L1 DHRS2 ELF5 EMX2 EMX2OS ENSG00000250781 ENSG00000258471 GPR15LG HOXB7 KCP LINC02778 LINC02944 LOC112268408 MTCO1P12 MTND3P19 MTND4LP30 MYEOV MYO3B MYO6 NAALADL2 NIPAL4 NUDT16-DT PLA2G2F PTGR1 PVALB RPL10P19 SCNN1B SCNN1G SEPTIN9-DT SHROOM1 SLC14A2 SNX31 TBC1D9 UPK1A UPK2 UPK3A WNT9B DESCARTES_MAIN_FETAL_VASCULAR_ENDOTHELIAL_CELLS https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/DESCARTES_MAIN_FETAL_VASCULAR_ENDOTHELIAL_CELLS ABCB1 ADGRL4 APLN APLNR ARHGEF15 C1QTNF9 CAV1 CD300LG CRHBP CYYR1 DGKE DLL4 EEF1A1P31 EGLN1 ENSG00000233251 ESM1 FAM124B FAM167B FCGR2B FCN2 FCN3 FOXF2 HLX JCAD LDB2 LINC02043 LINC02172 LXN MTMR9LP NODAL NOTCH4 ODF3L2 OIT3 PRND PTPRB RAPGEF5 RASIP1 RFLNB RFPL1 ROBO4 SELE SHANK3 SLC39A10 SLC9C1 SLCO1A2 SNRK SOX7 SRARP TCF15 TCIM TM4SF18 DESCARTES_MAIN_FETAL_VISCERAL_NEURONS https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/DESCARTES_MAIN_FETAL_VISCERAL_NEURONS ALKBH3-AS1 ARHGDIG ASTN2-AS1 BCORP1 BEND6 BZW1-AS1 C17orf107 CCDC184 CDK13-DT CFHR5 CHRM1 CPMER CTNNA2-AS1 DNAJC9-AS1 EEF1DP4 ELOVL3 ENHO ENSG00000236754 ENSG00000255326 ENSG00000261924 ENSG00000272008 FAM167A FAM200C FBXO30 FKBP1B FSD1 FST GNAO1 HAGLROS HEPHL1 HLX-AS1 HSPD1P1 KBTBD11-OT1 KRT18P11 LINC01561 LINC01918 LINC02636 LINC02735 LINC03056 MAGEE1 MKRN5P MTX1 NAP1L5 NAV2-AS6 NCAM1-AS1 NCS1 NECAB2 NEFH NEIL2 NPY2R OPA1-AS1 PATJ-DT PCOTH PDE6B-AS1 PERPP2 PIRT PPP2R5B PRPH RAB15 RAB6B RN7SL784P RNA5SP383 RNA5SP464 RNU6-1099P RNU6-1237P RNU6-672P RNU7-110P RPL8P3 RUSC1 SCN2B SEPTIN14P12 SLC5A7 SLC7A14 SNPH STMN2 SULT4A1 TMEM151B TMEM271 TMEM59L TOB2P1 TUBB TUBB2A TUBB3 UCHL1 VAT1 VN1R108P YBX1P1 YWHAG YWHAH DURANTE_ADULT_OLFACTORY_NEUROEPITHELIUM_BOWMANS_GLAND https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/DURANTE_ADULT_OLFACTORY_NEUROEPITHELIUM_BOWMANS_GLAND AZGP1 BPIFA1 BPIFB1 BPIFB4 C6orf58 CLDN10 CXCL17 DMBT1 ELAPOR1 FDCSP GPX3 GSTA1 HP LCN15 LCN2 LRRC26 LTF LYZ NDRG2 ODAM PI3 PIGR PIP PPP1R1B RNASE1 S100A1 SCGB3A1 SLPI STATH TCN1 VMO1 XBP1 ZG16B DURANTE_ADULT_OLFACTORY_NEUROEPITHELIUM_B_CELLS https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/DURANTE_ADULT_OLFACTORY_NEUROEPITHELIUM_B_CELLS BANK1 BIRC3 CD37 CD52 CD53 CD69 CD74 CD79A CD79B CD83 CORO1A CXCR4 EVI2B GPR183 HLA-DMB HLA-DPB1 HLA-DQA1 HLA-DQB1 HLA-DRA HLA-DRB1 IGHM IRF8 LAPTM5 LIMD2 LINC00926 LINC01781 LTB MARCHF1 MS4A1 NFKBID POU2F2 REL TAGAP TNFRSF13C VPREB3 DURANTE_ADULT_OLFACTORY_NEUROEPITHELIUM_CD4_T_CELLS https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/DURANTE_ADULT_OLFACTORY_NEUROEPITHELIUM_CD4_T_CELLS ACAP1 ARHGDIB CD2 CD3D CD3E CD3G CD48 CD52 CD69 CLEC2D CORO1A CXCR4 FYB1 GMFG GPR183 HCST IL32 IL7R KLRB1 LTB PTPRC RORA RPS29 STK4 TAGAP TNFAIP3 TRAC TRBC1 TRBC2 TSC22D3 DURANTE_ADULT_OLFACTORY_NEUROEPITHELIUM_CD8_T_CELLS https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/DURANTE_ADULT_OLFACTORY_NEUROEPITHELIUM_CD8_T_CELLS ACAP1 ALOX5AP ARHGDIB ARL4C BTG1 CCL4 CCL4L2 CCL5 CD2 CD3D CD3E CD3G CD48 CD52 CD69 CD7 CD8A CD8B CD96 CKLF CLEC2D CORO1A CST7 CTSW CXCR4 CXCR6 CYTIP DUSP2 EVL FYB1 GMFG GZMA GZMM HCST HOPX ID2 IL2RG IL32 IL7R JAML KLRB1 KLRC1 LAPTM5 LCK LCP1 LEPROTL1 LINC01871 LSP1 NKG7 PTGER4 PTPN22 PTPRC RAC2 RGS1 RORA RUNX3 SAMSN1 SH3BGRL3 STK17A STK17B STK4 SYTL3 TAGAP TBC1D10C TMSB4X TNFAIP3 TRAC TRAF3IP3 TRBC1 TRBC2 TRGC2 TSC22D3 ZFP36L2 DURANTE_ADULT_OLFACTORY_NEUROEPITHELIUM_DENDRITIC_CELLS https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/DURANTE_ADULT_OLFACTORY_NEUROEPITHELIUM_DENDRITIC_CELLS ACTB AIF1 AP1S2 APOBEC3A ATP2B1-AS1 BCL2A1 C1orf162 C5AR1 CARD16 CCL3 CCL3L1 CD14 CD36 CD37 CD44 CD48 CD52 CD68 CEBPB CFD CFP CLEC12A CLEC4E CLEC7A CORO1A COTL1 CPVL CSF3R CST3 CSTA CTSS CXCL2 CXCL8 CYBA CYBB DUSP1 EMP3 EREG EVI2B FCER1G FCGR3A FCN1 FGL2 FGR FPR1 FTH1 FTL FYB1 G0S2 GCA GMFG HLA-DRA IFI30 IFITM2 IGSF6 IL1B ITGB2 JAML LAPTM5 LCP1 LGALS2 LILRB2 LSP1 LST1 LYN MNDA MPEG1 MS4A6A MS4A7 MXD1 NAMPT NCF1 NCF2 NEAT1 NFKBIA NFKBIZ NLRP3 OAZ1 OSM PELATON PHACTR1 PILRA PLAUR PLEK POU2F2 PSAP PTGS2 PTPRC PTPRE PYCARD RGS2 RIPOR2 RNF149 S100A12 S100A4 S100A8 S100A9 SAMSN1 SERPINA1 SH3BGRL3 SLC11A1 SOD2 SPI1 SRGN STX11 STXBP2 TIMP1 TKT TNFAIP2 TNFAIP3 TNFRSF1B TNFSF13B TREM1 TYMP TYROBP VCAN ZEB2 DURANTE_ADULT_OLFACTORY_NEUROEPITHELIUM_FIBROBLASTS_STROMAL_CELLS https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/DURANTE_ADULT_OLFACTORY_NEUROEPITHELIUM_FIBROBLASTS_STROMAL_CELLS ABCA8 ACTA2 AEBP1 AKAP12 APOD BGN C1R C1S CALD1 CCDC3 CCL11 CCL2 CCN1 CDH11 CH25H CLDN11 CLEC11A COL1A1 COL1A2 COL3A1 COL6A2 CPE CRABP2 CSRP2 CYP1B1 DCN ECM1 ENPP2 FBLN1 FGF7 GATA2 GJA1 GLIPR1 GSN HGF IFITM3 IGFBP4 IGFBP5 IGFBP6 IGFBP7 INMT ITGBL1 KCNE4 LAPTM4A LGALS1 LUM MFAP4 MGP MXRA8 NBL1 NR2F2 PAX9 PCOLCE PGRMC1 PLPP3 POSTN PRRX1 PTN RARRES2 SELENOM SELENOP SERPINF1 SERPING1 SFRP1 SFRP2 SPARC SSPN SYNPO2 TAGLN TCIM TFAP2A TFAP2B TGFBI TGM2 THY1 TIMP1 TIMP2 TMEM100 TPM1 TPM2 TWIST1 VIM DURANTE_ADULT_OLFACTORY_NEUROEPITHELIUM_GLOBOSE_BASAL_CELLS https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/DURANTE_ADULT_OLFACTORY_NEUROEPITHELIUM_GLOBOSE_BASAL_CELLS CALB2 CKB COTL1 ELAVL3 ELAVL4 EMX2 FEZF1 GNG8 H2AZ1 H4C3 HES6 HMGN2 JPT1 LHX2 MAP1B MARCKSL1 MDM1 MEX3A NEUROD1 NHLH1 PCBP4 PSIP1 PTMA RBP1 RPRM RTN1 SOX11 SOX4 STMN1 STMN2 STMN4 TUBA1A TUBB TUBB2B UCHL1 DURANTE_ADULT_OLFACTORY_NEUROEPITHELIUM_IMMATURE_NEURONS https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/DURANTE_ADULT_OLFACTORY_NEUROEPITHELIUM_IMMATURE_NEURONS APBB1 APLP1 ARMH4 ATF5 BASP1 BCL11B BEX1 C4orf48 CADM1 CADPS CALB2 CALM1 CALM2 CAPS CARTPT CASP3 CBX4 CCDC184 CCNI CDKN2D CEBPG CENPV CKB CLGN CNTN4 CRMP1 DAAM1 DCLK1 DCX DPYSL2 DPYSL3 EBF1 EBF2 EBF3 EBF4 EEF1A2 EFHC1 EFHD1 EFNA3 EFNA5 EFR3B ELAVL3 ELAVL4 EMX2 EPB41 EPCAM FAM131C FAM171B FSTL5 FXYD6 FZD3 GAP43 GDAP1 GDE1 GDI1 GFY GNB1 GNB2 GNG8 GTF2I H2BC21 HRK IFT27 INA INSM1 JPT1 KCNQ1OT1 KIF1A KIF3A KIF5C KIFAP3 KLC1 KSR2 LHX2 MAP1B MAP6 MAPK10 MARCKS MARCKSL1 MSI2 MYT1L NBEA NCAM1 NHLH1 NHLH2 NLRP1 NRXN1 NSG1 OLIG2 PAFAH1B3 PAPOLA PCDH9 PCLO PCSK1N PDAP1 PLEKHB1 PODXL2 PPA1 PRRC2B PSIP1 RAB6A RETREG1 RFK RGMB RNF182 RTN1 RTN3 RTP1 RUFY3 RUNDC3A SCG3 SCG5 SCN9A SDC3 SERPINE2 SNCA SOX11 SPOCK1 SPOCK2 SSBP2 STMN1 STMN2 STMN3 STMN4 SYT1 SYT11 SYT5 TERF2IP THUMPD3-AS1 TMPRSS6 TPPP3 TRIB3 TRIM66 TTLL7 TUBA1A TUBB TUBB2A TUBB2B UCHL1 VAMP2 DURANTE_ADULT_OLFACTORY_NEUROEPITHELIUM_MACROPHAGES https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/DURANTE_ADULT_OLFACTORY_NEUROEPITHELIUM_MACROPHAGES AIF1 APOC1 APOE C15orf48 C1QA C1QB C1QC C3 C3AR1 CCL3 CCL3L1 CCL4L2 CD14 CD68 CD74 CD83 CEBPD CLEC10A CLEC7A COTL1 CSF1R CSF2RA CST3 CTSS CX3CR1 CXCL16 CXCR4 CYBA DUSP1 FCER1A FCER1G FCGR2A FCGR3A FGL2 FTL GPR183 GPR34 GRN HERPUD1 HLA-DMA HLA-DMB HLA-DPA1 HLA-DPB1 HLA-DQA1 HLA-DQA2 HLA-DQB1 HLA-DRA HLA-DRB1 HLA-DRB5 IFI30 IGSF6 IL1B ITGB2 LAPTM5 LST1 LY86 MNDA MS4A6A MS4A7 MSR1 NPC2 NR4A2 P2RY13 PHACTR1 PLAUR PLD4 RAB32 RGS1 RGS10 RGS2 RNASE6 RNASET2 SGK1 SLC40A1 SPI1 SRGN TREM2 TYMP TYROBP YWHAH ZNF331 DURANTE_ADULT_OLFACTORY_NEUROEPITHELIUM_MAST_CELLS https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/DURANTE_ADULT_OLFACTORY_NEUROEPITHELIUM_MAST_CELLS ACSL4 ADRB2 ALOX5AP ANKRD28 AREG ARHGAP18 BIRC3 CAPG CAVIN2 CCL2 CCL4 CD37 CD44 CD69 CD83 CKLF CPA3 CREM CSF1 CTSG DDIT4 DNAJB1 DUSP2 DUSP6 EGR3 ELF1 EMP3 FCER1A FCER1G FTH1 GATA2 GPR65 HDC HPGD HPGDS HSPA1B IER2 IL1RL1 KIT LAPTM4A LIF LMO4 LTC4S MAOB MS4A2 NFKBIA NFKBIZ NR4A2 NR4A3 PLAUR PLIN2 PPP1R15A PTGS2 RAB27B RAC2 RGS1 RGS13 RGS2 RHEX SAMSN1 SDCBP SELENOK SGK1 SLC18A2 SLC45A3 SOCS1 SRGN STX3 TNFAIP3 TPSAB1 TPSB2 TYROBP VWA5A ZNF331 DURANTE_ADULT_OLFACTORY_NEUROEPITHELIUM_MATURE_NEURONS https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/DURANTE_ADULT_OLFACTORY_NEUROEPITHELIUM_MATURE_NEURONS ADCY3 ADISSP AGBL4 APLP1 ARL3 ARPP21 ATF5 ATOX1 ATP1B1 ATP6V1G1 BEX1 C11orf97 C21orf58 C4orf48 C7orf57 C9orf24 CACNB3 CALB2 CALM1 CALM2 CALM3 CAPS CBX4 CCDC157 CCDC184 CENPV CETN2 CFAP126 CFAP144 CFAP276 CFAP69 CHGA CIBAR2 CKB CLGN COMMD8 COQ4 COX5B CUTA CYB5R1 CYSTM1 DNER DUSP26 EBF2 EBF3 EFHC1 EFHD1 EFNA3 EFNA5 EFR3B ELAVL3 EMX2 ENO2 EPCAM FAIM2 FAM131C FGF12 FMN2 FSTL5 FXYD6 GABARAPL2 GAP43 GDAP1 GDI1 GFY GLCCI1 GNAL GNB1 GNG13 GPX2 H2BC21 HAGHL HBA1 HTATIP2 IFI27 IFI27L2 IFT27 IGSF10 IGSF8 IMPDH1 IP6K2 JAG1 JAKMIP1 KAT6A KIF22 KIF3A KIF9 KIFAP3 KLC2 KSR2 LHX2 LINC00642 LINC01548 LINGO2 LRRIQ1 MAP1B MAPK10 MGST3 MIEN1 MLF1 MNS1 MORN2 MPZL1 MSI2 MT1F NCAM1 NDFIP1 NDUFA5 NEFL NRXN1 NSG1 NXNL2 OAZ2 OLFM1 ORMDL3 OSCP1 P4HTM PAFAH1B3 PCDH9 PCSK1N PDE6D PIGU PLEKHB1 PODXL2 PPA1 PPP1R1A PRXL2A PSAP PSMC5 QPCT R3HCC1 RAP1GDS1 REEP1 RETREG1 RFK RFX8 RIC8B RNF182 RSPH1 RTN1 RTN3 RTP1 RUFY3 RUNDC3A SARAF SCG3 SCGB2A1 SCN9A SDC3 SELENOT SERPINE2 SGPL1 SMIM35 SNAP25 SNAPIN SNCA SPAG16 SPEF1 SPEF2 SPINT2 SPOCK1 STMN2 STMN4 STOM STOML3 SYT1 SYT5 TAGLN3 TERF2IP TKTL1 TMBIM6 TMPRSS6 TOM1 TPPP3 TRIB3 TSHZ2 TSPAN3 TSPAN7 TTC9B TTLL7 TUBA1A TUBB2B UCHL1 UCP2 VAMP2 WDR54 DURANTE_ADULT_OLFACTORY_NEUROEPITHELIUM_MONOCYTES https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/DURANTE_ADULT_OLFACTORY_NEUROEPITHELIUM_MONOCYTES AIF1 C1QA C1QB C1QC CCL3 CCL3L1 CCL4L2 CD74 CD83 FCER1A FCER1G FGL2 GPR183 HERPUD1 HLA-DMA HLA-DMB HLA-DPA1 HLA-DPB1 HLA-DQA1 HLA-DQB1 HLA-DRA HLA-DRB1 HLA-DRB5 IFI30 IL1B LST1 MNDA MS4A6A MS4A7 PHACTR1 REL RGS1 RGS10 RGS2 SFRP1 SFRP2 SGK1 SRGN TYROBP DURANTE_ADULT_OLFACTORY_NEUROEPITHELIUM_NK_CELLS https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/DURANTE_ADULT_OLFACTORY_NEUROEPITHELIUM_NK_CELLS APOBEC3G ARHGDIB ARL4C B2M BIN2 CCL3 CCL4 CCL4L2 CCL5 CCND3 CD160 CD247 CD48 CD52 CD53 CD69 CD7 CLIC3 CMC1 CORO1A CST7 CTSW CXCR4 CYBA CYRIB DOK2 DUSP2 EFHD2 EMP3 EVL FCER1G FCGR3A FGFBP2 GNLY GPR65 GZMA GZMB GZMH GZMM HCST HLA-A HLA-B HLA-C HOPX IFITM2 IL2RB IL2RG IL32 ITGB2 KLRB1 KLRD1 KLRF1 LCP1 LIMD2 LSP1 MATK MYL12A MYO1F MYOM2 NKG7 PFN1 PLAAT4 PLAC8 PLEK PPP2R5C PRF1 PSMB9 PTGDS PTPRC PYHIN1 RAC2 RAP1B SH3BGRL3 SPN SPON2 SRGN TBC1D10C TMSB4X TRAF3IP3 TRBC1 TRDC TYROBP UCP2 XCL2 DURANTE_ADULT_OLFACTORY_NEUROEPITHELIUM_OLFACTORY_ENSHEATHING_GLIA https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/DURANTE_ADULT_OLFACTORY_NEUROEPITHELIUM_OLFACTORY_ENSHEATHING_GLIA AATK ABCA8 ALDH1A1 ANGPTL7 AP1S2 APOC1 APOE APP ARHGAP15 BEX3 C2orf88 C4orf48 CADM2 CD59 CDH19 CHL1 CHPT1 CLIC4 CLU CMTM5 CNN3 CNP CRYAB CST3 CST5 DBI DKK3 EDIL3 ERBB3 FADS1 FADS2 FADS3 FOXD3-AS1 FRZB FXYD1 GAS7 GFRA3 GPM6B GPR37L1 IFI6 IFITM3 ITGB8 ITIH5 KCNMB4 LGALS1 LGI4 LPL MARCKS METRN MFGE8 MIA MPZ MT1E MT1M MT2A MT3 NAT8L NCAM1 NDRG2 NPY NR2F1 NRN1 NRXN1 NTRK2 NUDT4 OAF PCDH9 PDLIM4 PLAC9 PLEKHA4 PLEKHB1 PLP1 PMP2 PMP22 POLR2F PON2 PRNP PSAP PTGDS PTN QKI RARRES2 RGCC RNASE1 S100A1 S100A10 S100B SCD SCN7A SCN9A SCRG1 SELENOP SEMA3B SEPTIN7 SERPINE2 SLC35F1 SNCG SOD3 SORBS2 SOX10 SPARC SPP1 SPTBN1 STMN1 TIMP3 TMEM176A TMEM176B TMOD2 TSC22D4 TSPAN8 TTYH1 TUBA1A VIM VWA1 ZEB2 DURANTE_ADULT_OLFACTORY_NEUROEPITHELIUM_OLFACTORY_HORIZONTAL_BASAL_CELLS https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/DURANTE_ADULT_OLFACTORY_NEUROEPITHELIUM_OLFACTORY_HORIZONTAL_BASAL_CELLS AQP3 BASP1 BCAM CTSV CXCL14 DST F3 IGFBP5 KRT15 KRT17 KRT5 MEG3 MT1X MYC NPPC S100A2 SOX2 SPINK5 TSC22D1 DURANTE_ADULT_OLFACTORY_NEUROEPITHELIUM_OLFACTORY_MICROVILLAR_CELLS https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/DURANTE_ADULT_OLFACTORY_NEUROEPITHELIUM_OLFACTORY_MICROVILLAR_CELLS AKR1B1 ALKAL1 ANXA4 APLP2 ASCL3 ATP6V0B ATP6V1A ATP6V1G3 AVIL AZGP1 BIK BMX BSND C15orf48 CD24 CD9 CFTR CLCNKB CLDN3 CLGN CRTAC1 DMRT2 ENC1 EPCAM FAM3B FOXI1 GNG13 GNGT1 GOLM1 HEPACAM2 HES6 IGF1 IRAG2 KRT18 KRT7 KRT8 LINC01187 MGST1 PBXIP1 PCP4 QPCT RARRES2 RASSF6 RGS13 SC5D SCNN1B SEMA3C SLC14A1 SMS STAP1 TMEM61 TPD52 TUBB2B DURANTE_ADULT_OLFACTORY_NEUROEPITHELIUM_PERICYTES https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/DURANTE_ADULT_OLFACTORY_NEUROEPITHELIUM_PERICYTES A2M ABCB1 ABCG2 ACKR1 ADGRL4 APOLD1 AQP1 C2CD4B CALCRL CAV1 CAVIN1 CAVIN2 CCDC85B CD34 CD74 CD93 CDKN1A CLDN5 CLEC14A CLU CRIP2 CXCL12 CYYR1 ECSCR EDN1 EGFL7 EMCN EMP1 ENG ESAM FAM110D FAM13C FLT1 FXYD5 GIMAP7 GNG11 HLA-E ID3 IFI27 IGFBP4 ITM2A JAM2 KCTD12 KLF2 LIFR LMCD1 LPAR6 NHERF2 NOSTRIN NPDC1 PALMD PCAT19 PECAM1 PLAT PLVAP PODXL PRCP RAMP2 RAMP3 RDX RUNDC3B SELE SOCS3 SOX17 SOX18 SPARCL1 SPRY1 SPTBN1 TCF4 TGFBR2 THBD TIMP3 TM4SF1 TM4SF18 TMEM88 TSPAN7 TXNIP VIM VWF DURANTE_ADULT_OLFACTORY_NEUROEPITHELIUM_PLASMA_CELLS https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/DURANTE_ADULT_OLFACTORY_NEUROEPITHELIUM_PLASMA_CELLS CD79A CYBA DERL3 FKBP11 HERPUD1 HSP90B1 IGHA1 IGHA2 IGHG1 IGHG3 IGHG4 IGKC IGLC2 IGLC3 ITM2C JCHAIN MZB1 PRDX4 SEC11C SSR4 TNFRSF17 DURANTE_ADULT_OLFACTORY_NEUROEPITHELIUM_RESPIRATORY_CILIATED_CELLS https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/DURANTE_ADULT_OLFACTORY_NEUROEPITHELIUM_RESPIRATORY_CILIATED_CELLS ADH7 AGR3 AKAP14 ALDH1A1 ALDH3A1 ALDH3B1 ANKUB1 ARL3 ATP5IF1 B9D1 BASP1 C11orf97 C12orf75 C20orf85 C9orf24 CABCOCO1 CAPS CAPSL CCDC146 CCDC153 CCDC17 CCDC170 CCDC190 CCDC74A CCDC78 CCDC80 CD24 CD59 CDHR3 CDS1 CES1 CETN2 CFAP126 CFAP144 CFAP210 CFAP251 CFAP276 CFAP298 CFAP300 CFAP45 CFAP53 CFAP73 CFAP90 CFAP95 CHST9 CIB1 CIBAR2 CKB CLXN CRIP1 CRNDE CYP4B1 CYSTM1 DHRS9 DMKN DNAAF1 DNAAF4 DNAH5 DNALI1 DNPH1 DPCD DPY30 DRC1 DRC3 DYNLL1 DYNLRB2 DYNLT1 DYNLT2B DYNLT4 ECRG4 EFHC1 ELF3 EPPIN ERICH3 EZR FABP6 FAM174A FAM216B FAM229B FAM81B FANK1 FOXJ1 FXYD3 GDF15 GSTA1 GSTA2 HMGN3 HOATZ HSBP1 IFT172 IFT25 IFT57 IGFBP2 IK IQCG KIF21A KIF9 LDLRAD1 LINC01571 LRRC10B LRRC23 LRRC46 LRRIQ1 MLF1 MNS1 MORN2 MORN5 MRPS31 MUC5AC NME5 NQO1 NUCB2 NUDC ODF3B OMG PIERCE1 PIFO PLAC8 POLR2I PPIL6 PRDX1 PRDX5 PROM1 PSCA PSENEN ROPN1L RRAD RSPH1 RSPH4A RSPH9 SAXO2 SCGB2A1 SLC44A4 SMIM22 SNTN SPA17 SPAG16 SPAG6 TEKT1 TFF3 TMC5 TMEM190 TPPP3 TSPAN1 TSPAN19 TSPAN6 TSTD1 TUBA1A TUBA4B TUBB4B TXN UFC1 WDR38 WDR54 ZMYND10 DURANTE_ADULT_OLFACTORY_NEUROEPITHELIUM_RESPIRATORY_COLUMNAR_CELLS https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/DURANTE_ADULT_OLFACTORY_NEUROEPITHELIUM_RESPIRATORY_COLUMNAR_CELLS ALDH3A1 ANXA2 AQP3 AQP5 CD9 CLDN4 CSTB ELF3 EPAS1 FABP5 HSPB1 KLF5 KRT18 KRT19 KRT23 KRT6A KRT8 MT1X NTS PERP PRDX1 S100A16 SERPINB3 SERPINB4 SFN SLC25A5 TACSTD2 TXN DURANTE_ADULT_OLFACTORY_NEUROEPITHELIUM_RESPIRATORY_EPITHELIAL_CELLS https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/DURANTE_ADULT_OLFACTORY_NEUROEPITHELIUM_RESPIRATORY_EPITHELIAL_CELLS BPIFA1 BPIFB1 C6orf58 CAPS DMBT1 IER3 LTF LYZ PIGR PIP PRB3 SCGB1A1 SLPI STATH ZG16B DURANTE_ADULT_OLFACTORY_NEUROEPITHELIUM_RESPIRATORY_HORIZONTAL_BASAL_CELLS https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/DURANTE_ADULT_OLFACTORY_NEUROEPITHELIUM_RESPIRATORY_HORIZONTAL_BASAL_CELLS ALDH3A1 ANXA1 ANXA2 AQP3 ATP1B3 CALML3 CD9 CLDN4 ELF3 FXYD3 HSPB1 KLF5 KRT18 KRT19 KRT23 KRT5 KRT6A KRT8 LYPD3 MT1X NTS PERP PHLDA2 PKM PRDX1 S100A11 S100A16 S100A2 SERPINB4 SERPINB5 SFN SLC25A5 TACSTD2 DURANTE_ADULT_OLFACTORY_NEUROEPITHELIUM_RESPIRATORY_SECRETORY_CELLS https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/DURANTE_ADULT_OLFACTORY_NEUROEPITHELIUM_RESPIRATORY_SECRETORY_CELLS ANXA1 BPIFA1 BPIFB1 C6orf58 CD24 CD55 CLDN4 CXCL1 CXCL2 CXCL3 CXCL8 CYP4B1 DMBT1 FDCSP IVNS1ABP KRT7 LTF LYZ MAFF NCOA7 NR4A1 ODAM PIGR PIP PRB3 SCGB1A1 STATH VMP1 ZG16B DURANTE_ADULT_OLFACTORY_NEUROEPITHELIUM_SUSTENTACULAR_CELLS https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/DURANTE_ADULT_OLFACTORY_NEUROEPITHELIUM_SUSTENTACULAR_CELLS ADH1C AGR2 AQP5 CLDN10 CLDN4 CXCL1 CXCL17 CXCL8 CYB5A CYP2A13 ELF3 FAM3D GSTP1 HPGD KRT18 KRT19 KRT8 LCN2 LY6D LYPD2 METTL7A MGST1 MSMB MT1G MT3 MUC1 MUC5AC NOS2 PI3 PIGR POR PRSS23 PSCA S100A14 S100P SCGB1A1 SCGB3A1 SEC14L3 SERPINB3 TFF3 TMEM213 TSPAN1 TSPAN8 UGT2A1 VMO1 VSIG2 WFDC2 DURANTE_ADULT_OLFACTORY_NEUROEPITHELIUM_UNSPECIFIED https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/DURANTE_ADULT_OLFACTORY_NEUROEPITHELIUM_UNSPECIFIED ALDH3A1 ATP5IF1 C20orf85 C9orf24 CALM1 CALM2 CAPS CD24 CETN2 CFAP144 CFAP276 CIB1 CKB DYNLL1 DYNLT1 GSTA1 H2AZ1 H4C3 MNS1 MORN2 NQO1 NTS PIERCE1 PIFO PPA1 PRDX1 PRDX5 PTTG1 RSPH1 S100A2 STMN1 TPPP3 TSPAN1 TUBA1A TUBA1B TUBB TUBB4B DURANTE_ADULT_OLFACTORY_NEUROEPITHELIUM_VASCULAR_SMOOTH_MUSCLE_CELLS https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/DURANTE_ADULT_OLFACTORY_NEUROEPITHELIUM_VASCULAR_SMOOTH_MUSCLE_CELLS ACTA2 ACTG2 ADAMTS1 ADIRF ARID5B ATF3 C11orf96 CALD1 CARMN CAV1 CAVIN1 CAVIN3 CCL2 CNN1 COL14A1 COX4I2 CRISPLD2 CRYAB CSRP1 DEPP1 DSTN EBF1 ECRG4 EFHD1 EGR1 FHL1 FILIP1L FLNA FOS FRZB GADD45B GEM GGT5 GUCY1A1 HIGD1B HSPA1A HSPA1B ID4 IGFBP5 IGFBP7 IRAG1 ISYNA1 JUN JUNB KANK2 KLF2 LHFPL6 LMOD1 LPP MAP1B MAP3K20 MCAM MFGE8 MT1M MT2A MYH11 MYL6 MYL9 MYLK NDUFA4L2 NOTCH3 NR2F2 PALLD PDGFRB PDLIM3 PLAC9 PLN PPP1R12A PPP1R12B PPP1R14A PTP4A3 RCAN2 RERGL RGS16 RGS5 RHOB SEPTIN7 SOCS3 SOD3 SPARC SPARCL1 STEAP4 SYNPO2 TAGLN TCIM TGFB1I1 THBS1 TIMP3 TINAGL1 TNS1 TPM1 TPM2 ZFP36 FAN_EMBRYONIC_CTX_ASTROCYTE_1 https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/FAN_EMBRYONIC_CTX_ASTROCYTE_1 ADCYAP1R1 ADGRV1 ADORA2B AGT ALDOC ANGPTL1 ANOS1 BTBD17 C1QTNF3 CBS CDC42EP4 CDH4 CHRDL1 CPNE5 CSDC2 CXCL14 CXCR4 CYB5A DCN DIO2 DOK5 EEPD1 EFHD2 EMID1 EZR FABP7 FADS2 FAM107A FOXG1 FRMD4A GABRB1 GALNT16 GFAP GPX3 GRM3 HES4 HEY1 HTR2A ID1 ID2 ID3 IFI44L LAMP5 LGALS3 LINC00943 LPCAT1 LRP4 LRRC10B LRRC3B LSS LYN MLC1 MMP28 MRC2 NCAN NOG NPNT OAF OLFM2 PAQR8 PAX6 PEA15 PLAGL1 PLEC PRSS35 RAMP3 RGS20 SFXN5 SIRPA SLC1A3 SLCO1C1 SOAT1 SPARCL1 SYPL1 TCIM TM7SF2 TNC TSKU VEPH1 FAN_EMBRYONIC_CTX_ASTROCYTE_2 https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/FAN_EMBRYONIC_CTX_ASTROCYTE_2 ABCA1 ACKR3 ACSL6 ADGRG1 ADIRF AHCYL1 AIFM3 AK1 ALCAM ALDH1L1 ALDOC ANOS1 APC APOE AQP4 ARHGEF26 ASPH ATP1A2 ATP1B2 B4GAT1 BBOX1 BBS2 BMPR1B C1orf198 C9orf24 CACHD1 CAMK2G CAPS CD44 CDO1 CFAP276 CLU COL6A1 CPE CSGALNACT1 CTNNA2 DDAH1 DDIT4 DNER DST DTNA EDNRB EFEMP1 ENTREP1 ETNPPL EZR F3 FAT3 FBLN1 FGFR3 FIBIN FUT9 GABBR1 GABBR2 GABRG1 GARNL3 GASK1B GDPD2 GJA1 GJB6 GLUD1 GLUL GPC5 GRAMD2B HACD3 HAPLN3 HIF3A HSD17B6 HTRA1 ID4 IQCA1 ITM2C ITPR2 KCNN3 KMT2C LAMA1 LAMA4 LAPTM4A LGR4 LIFR LINC00844 LIX1 LUZP2 MACF1 MARCKS METTL7A MFGE8 MGST1 MSMO1 MT1E MT1F MT1M MT1X MT2A MT3 MYBPC1 NDRG2 NFIA NFIB NHSL1-AS1 NPC2 NR2F1 NR2F2 NRCAM NTRK2 NTSR2 OAT PBXIP1 PCDH10 PCDH9 PDLIM5 PLPP3 PLSCR4 PLTP PLXDC2 PMP2 PRODH PSD2 PTTG1IP RAMP1 RIC3 RIDA RORA S1PR1 SDC2 SEMA6D SERPINE2 SESN3 SH3GL2 SLC15A2 SLC1A2 SLC1A4 SLC25A18 SLC39A12 SLC3A2 SLC4A4 SLC7A11 SLITRK2 SOX2 SPATS2L SPOCK2 SPON1 SSPN ST8SIA1 TFPI TIMP3 TMEM47 TPPP3 TRIL TTYH1 VCAM1 VSIR WLS ZFYVE21 FAN_EMBRYONIC_CTX_BIG_GROUPS_BRAIN_ENDOTHELIAL https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/FAN_EMBRYONIC_CTX_BIG_GROUPS_BRAIN_ENDOTHELIAL AAMDC ABCB1 ABCG2 ABLIM1 ACTN1 ACTN4 ACVRL1 ADA ADCY4 ADGRF5 ADGRL4 AEBP1 AFAP1L2 AGRN ANPEP ANXA1 APCDD1 APLNR APOLD1 ARHGAP18 ARHGAP29 ATP1A2 B2M BGN BHLHE40 BSG BST2 C1orf54 CA2 CA4 CALD1 CAPN2 CAST CAV1 CAV2 CAVIN1 CAVIN2 CAVIN3 CCDC3 CD248 CD320 CD34 CD82 CD9 CD93 CDC42EP1 CDH11 CDH5 CDH6 CERS2 CETP CGNL1 CLDN5 CLEC11A CLEC14A CLEC3B CLIC1 CLIC4 CNN2 COBLL1 COL18A1 COL1A2 COL3A1 COL4A1 COL4A2 COL5A2 COL6A1 COL6A2 COLEC12 COX7A1 CPD CRIP1 CRIP2 CSPG4 CYB5A CYTH3 CYTOR CYYR1 DCN DIPK2B DLC1 DNAJC1 DOCK6 DPEP1 DUSP6 EBF1 ECE1 ECM1 ECSCR EDNRA EFEMP2 EFNA1 EGFL7 EMCN EMP2 ENG EPAS1 EPSTI1 ERG ESAM ESYT2 ETS1 ETS2 EVA1B FERMT2 FHL3 FKBP1A FKBP9 FLI1 FLNA FLT1 FN1 FOXC1 FOXF2 FOXQ1 FOXS1 FRZB FSTL1 FXYD5 GALNT18 GGT5 GIMAP7 GJA4 GMDS GNG11 GOLIM4 GPCPD1 GPER1 GSDMD H2AJ HAPLN3 HEG1 HES1 HIGD1B HLA-A HLA-E HLA-H HOPX HSPA12B HYAL2 ID1 ID3 IFI27 IFI35 IFI44L IFI6 IFITM1 IFITM2 IFITM3 IGFBP4 IGFBP7 IL32 ILK IQGAP1 ISG15 ISYNA1 ITGA1 ITGA5 ITGB1 ITIH5 ITM2A JAG1 JAK1 JAM2 JCAD KANK2 KCNJ8 KDR KLF4 LAMA2 LAMA4 LAMB1 LAMB2 LAMC1 LAMC3 LAPTM4A LEF1 LGALS1 LHFPL6 LMNA LMO2 LTBR LXN LY6E MAP4K2 MCAM MECOM MFAP2 MFSD2A MGLL MGST2 MMP28 MSRB3 MT1E MT2A MYCT1 MYH9 MYL12A MYL9 MYLK2 MYO1B MYO1C MYO6 NAMPT NDUFA4L2 NECTIN2 NHERF1 NHERF2 NID1 NID2 NKD2 NOSTRIN NOTCH1 NOTCH3 NOTCH4 NR2F2 NR3C1 OAS2 PALD1 PAPSS2 PARVA PCAT19 PCDH12 PCDH18 PCOLCE PDE7B PDE8A PDE8B PDGFB PDGFRB PDLIM2 PDXK PDZD2 PECAM1 PELO PGF PHACTR2 PLAC9 PLAT PLCE1 PLOD1 PLXDC1 PLXND1 PMEPA1 PMP22 PODXL POMP PON2 PPIC PPP1R14A PRCP PRELP PRKCH PROCR PRXL2A PSMB8 PTPRB PXN QPCT RAMP2 RAPGEF4 RAPGEF5 RASGRP3 RBMS3 REEP3 RELL1 RGCC RGS3 RGS5 RHOA RHOC RHOJ RNASE1 ROBO4 RRAS RSU1 S100A10 S100A13 S100A16 S1PR3 SAMM50 SCARB1 SCARF1 SELENOM SEMA5A SERPINB6 SERPING1 SERPINH1 SERTAD1 SH2D3C SIPA1 SLC12A2 SLC12A7 SLC16A1 SLC20A2 SLC2A1 SLC2A3 SLC38A3 SLC38A5 SLC39A10 SLC39A8 SLC3A2 SLC40A1 SLC43A3 SLC52A2 SLC6A12 SLC7A1 SLC7A5 SLC7A8 SLCO2A1 SMTN SNRK SORBS3 SPARC SRARP STARD13 STAT1 STING1 STOM STRA6 SYPL1 TACC1 TAGLN2 TCN2 TEK TES TESC TFPI TFRC TGFB1I1 TGFBR2 TGM2 THSD1 TIE1 TIMP1 TIMP3 TJP1 TM4SF1 TM4SF18 TMEM109 TMEM204 TMEM50B TMEM88 TNFAIP8L1 TNS1 TPM2 TPM4 TSPAN9 TTYH2 TUBB6 UACA UNC5B UTRN VAMP5 VCL VIM VWA1 VWF WFS1 WWTR1 XAF1 YES1 ZEB1 ZIC2 ZNF366 FAN_EMBRYONIC_CTX_BIG_GROUPS_BRAIN_IMMUNE https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/FAN_EMBRYONIC_CTX_BIG_GROUPS_BRAIN_IMMUNE ABI3 ACAP1 ADD3 ADGRE5 AKNA ANXA1 ANXA11 ARHGAP15 ARHGAP45 ARHGAP9 ARHGDIB ARHGEF1 ARPC1B ARPC2 B2M BIN2 BTN3A2 CARD16 CCND3 CD37 CD3E CD44 CD48 CD52 CD69 CD7 CD74 CD96 CIB1 CLEC2B CLEC2D CLIC1 CNN2 CORO1A CRIP1 CSK CYTIP DENND2D DNAJB1 DOK2 DUSP1 DUSP2 EEF1D ELF1 EMP3 ETS1 EVI2B FCER1G FCMR FERMT3 FOS FXYD5 FYB1 GADD45B GIMAP4 GIMAP7 GMFG GPSM3 GZMA HCLS1 HCST HLA-A HLA-B HLA-C HLA-DRA HLA-DRB1 HLA-E HLA-F HLA-H ICAM3 IFITM1 IFITM2 IFITM3 IL16 IL2RG IL32 IQGAP1 IRF1 ISG15 ISG20 ITGAL ITGB2 JUNB KLF2 LCK LCP1 LIMD2 LITAF LRRFIP1 LSP1 LTB LY6E LY9 MBNL1 MSN MYH9 MYL12A NEAT1 PFN1 PIP4K2A PLAAT4 PLAC8 PRR13 PSMB8 PSMB9 PSME1 PSME2 PTPN6 PTPRC PTPRCAP PVRIG RAC2 RAP1B RCSD1 RHOH RIPOR2 RNF213 RPL13A RPL28 S100A10 S100A11 S100A4 S100A6 SELL SEPTIN1 SERF2 SH2D1A SH3BGRL3 SKAP1 SP100 SP110 SRGN STK10 STK17B SYTL1 TAGAP TAGLN2 TAPBP TBC1D10C TMC8 TSC22D3 TXNIP UCP2 UTRN VAMP8 XAF1 ZFP36 ZFP36L2 FAN_EMBRYONIC_CTX_BIG_GROUPS_CAJAL_RETZIUS https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/FAN_EMBRYONIC_CTX_BIG_GROUPS_CAJAL_RETZIUS ABCA17P ABLIM1 ACHE ACKR1 ACLY ACOT7 ACSL4 ACYP2 ADAM12 ADAMTS2 ADARB1 ADCYAP1 ADM2 ADRA2C AGPAT1 AGPAT2 AGTR1 AHNAK AIM2 AKAP1 ALDOA AMIGO2 ANGPT1 ANKRD29 ANTKMT ANXA6 APLP2 ARHGAP22 ARHGDIG ATF5 ATP13A2 ATP1A3 ATP5F1A ATP5F1B ATP5F1C ATP5F1E ATP5IF1 ATP5MC1 ATP5MC3 ATP5ME ATP5MK ATP5PD ATP6AP1 ATP6V0B ATP6V0C ATP6V0E2 ATP6V1A ATP6V1E1 ATP6V1G2 ATP6V1H B3GNT4 B4GAT1 BAIAP2 BCAP31 BCAR3 BEX2 BNIP3 BRINP3 C11orf87 C1QTNF3 C1orf122 C1orf53 C7 CA2 CABP7 CACNA2D3 CALB2 CALM3 CALY CAMK2D CAPN1 CAPN8 CASZ1 CBLN1 CBLN4 CCDC13 CCDC85A CCDC88C CD164L2 CD47 CDH1 CDH18 CDH4 CDIP1 CDK14 CDKN1A CEND1 CHGB CHST2 CKMT1A CKMT1B CLCF1 CLEC2L CLSTN1 CLSTN2 CLU CLUL1 CMC2 CNGA3 CNTNAP1 CNTNAP2 COL18A1 COL6A1 COPS7A COPS8 COX14 COX4I1 COX5A COX5B COX6A1 COX6C COX7A1 COX7B COX7C COX8A CPE CPEB1 CPM CPNE9 CRABP2 CRACR2B CRYAB CTNNB1 CXXC5 CYB561 CYB5A CYB5R3 CYCS CYGB CYP26A1 CYP3A5 CYP4X1 CYSTM1 DDAH1 DDT DEFB1 DEGS1 DEGS2 DHCR7 DHRS11 DIABLO DIRAS2 DMRT3 DMRTA2 DNAJC12 DNER DUBR DUSP23 EBF3 EBP ECEL1 EFNA3 EGFLAM ELAPOR1 EMX2 EMX2OS ENO2 ENTPD3 EPDR1 EPHA8 EPPK1 ERICH5 F12 FAIM2 FAM118A FAM162A FAM167A FANK1 FBLN1 FBLN2 FBXO2 FCER1A FDPS FKBP2 FKBP9 FNDC5 FRMPD1 FST FSTL4 FSTL5 G6PC3 GABRG1 GADD45A GALR2 GAP43 GARIN5A GAS6 GCHFR GDF5 GFRA2 GGH GHITM GHRH GNAL GNG12 GNG3 GOT1 GPI GPR153 GPR37 GPR6 GREM2 GRM2 GSG1L GSTP1 GSTT1 GUK1 HAGH HHATL HIGD1A HINT1 HK1 HLA-A HMGCS1 HPCAL1 HS6ST2 HSD17B12 HSPA12A HSPB2 HSPB8 HTR5A HYAL3 IGFBP5 IGSF9 INAFM1 INSIG1 INSM2 IRF6 ISOC1 ISOC2 ITGA11 ITGA4 ITM2C IZUMO4 KCNIP4 KCNK4 KIAA0930 KIAA1217 KIF5C KLC1 KLHL13 KRT16P3 KRT222 L1CAM LAPTM4A LDHB LGALS1 LHFPL6 LHX1 LHX3 LHX5-AS1 LINC00316 LINC00581 LINC00668 LINC00871 LINC01133 LINC01990 LINGO2 LSAMP LSM4 LTB4R LY6E LY6H LYNX1 MAB21L1 MAOA MAP1A MAP1LC3A MAP1LC3B MAP4 MAP7D2 MARCHF1 MARCKSL1 MAST4 MDH1 ME1 MECR MFAP2 MFSD4A MGST3 MICOS10 MMP15 MRAP2 MRPL41 MSMO1 MXRA5 MXRA7 MYH14 NAA38 NACC2 NALF1 NAP1L5 NCDN NCOA7 NCS1 NDNF NDRG4 NDUFA1 NDUFA11 NDUFA12 NDUFA13 NDUFA8 NDUFA9 NDUFAB1 NDUFB3 NDUFB6 NDUFB7 NDUFB8 NDUFB9 NDUFS8 NEFH NEFL NEFM NELL1 NHLH2 NIPAL3 NIPSNAP3A NOL3 NPB NPTXR NQO1 NRN1 NSG1 NTRK1 NUPR1 NUPR2 OAF OLFM1 OPCML OTOS PARD3 PCBP3 PCMT1 PCOLCE2 PCP4 PCP4L1 PCSK1 PCSK1N PDE4B PEG3 PERP PFKP PGAM1 PGF PGRMC2 PHEX-AS1 PHLDA3 PIDD1 PIN1 PKM PKP1 PKP2 PLCB4 PLCL1 PLD1 PLD3 PLOD2 PLPP2 PLSCR4 POLR2L PPARGC1A PPL PPP2R1A PRAF2 PRDX2 PRDX5 PRKAG2 PRKAG2-AS1 PRKAR1A PRPH PSMA7 PTPRN PTPRN2 PTPRU PYGB QPCT RAB11FIP2 RAB37 RAB3A RAB6B RALYL RASSF6 RBMS1 RCAN1 RCAN2 REEP2 RELN RGMA RHBDD2 RHEB ROGDI RSPO2 RSPO3 RTBDN RTL8C S100A16 SAA1 SCARA3 SCG2 SCG5 SCGB1D1 SCGB1D2 SCN4B SCOC SDSL SEC61A2 SELENOW SERTM1 SEZ6L SEZ6L2 SHISA2 SLC17A6 SLC18A3 SLC22A15 SLC25A4 SLC25A5 SLC27A6 SLC2A6 SLC35F2 SLC41A3 SMIM29 SNAP25 SNCA SNCB SNRNP25 SOD1 SPINK5 SPINT2 SPOCK2 SPRYD3 ST6GALNAC2 ST6GALNAC3 ST6GALNAC5 STK32A STK32C STMN3 STPG1 STS STX1A SUSD1 SUSD4 SV2B SYNGR3 SYP TAGLN2 TANK TCTA THAP4 THSD7A THSD7B TIMM17A TM7SF2 TMCO3 TMEM130 TMEM14A TMEM151A TMEM163 TMEM229A TMEM238L TMEM255B TMEM45A TMEM47 TMEM50B TMEM59L TNFRSF11A TOLLIP TP73 TPBG TPI1 TPRG1L TRH TSPAN3 TSPAN33 TSPAN9 TSPO TSTD1 TUBA4A TUBB4B TUSC3 TXN TXNL4A UBASH3B UBE2E2 UQCR10 UQCR11 UROS VAT1 VAT1L VEGFB VSTM4 WFIKKN2 WIF1 WNT4 WRAP73 ZIC2 ZIC5 ZNF488 ZNF503 ZNF503-AS2 FAN_EMBRYONIC_CTX_BIG_GROUPS_EXCITATORY_NEURON https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/FAN_EMBRYONIC_CTX_BIG_GROUPS_EXCITATORY_NEURON ACTN2 ADCY1 ARPP21 BHLHE22 CACNA2D1 CACNG8 CAMK2B CAMKV CCBE1 CSRP2 DOCK9 DOK5 DYNC1I1 ENC1 EPHB6 FBXW7 GOLGA8B GRIA2 ICA1L LHX2 LINC00342 LINC01102 MAP6 MEIS2 MIAT MLLT3 NELL2 NEUROD2 NEUROD6 PANTR1 PCLO PLXNA2 PLXNA4 POU3F2 PPP2R2B PRRT2 R3HDM1 RBFOX1 SATB2 SCN2A SEMA3C SEZ6 SLA SRCIN1 SYBU SYT5 ZBTB18 FAN_EMBRYONIC_CTX_BIG_GROUPS_GLIAL https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/FAN_EMBRYONIC_CTX_BIG_GROUPS_GLIAL AASS ADD3 ADGRG1 AIF1L ALDOC ANXA5 ARHGEF26 ARL6IP1 ATP1A2 ATP1B2 BCAN BCHE BMP7 BTBD17 BTG3 CADM2 CBR1 CCDC80 CD63 CD9 CKB CLU CNN3 CPE CST3 CXCL14 CYP51A1 DAD1 DAG1 DBI DCXR DDAH1 DHCR7 DNER DTNA EDNRB ENO1 EPN2 ETV1 F3 FABP5 FABP7 FHL1 FIBIN GATM GCSH GPM6B GRHPR GRID2 HACD3 HAPLN1 HEY1 HOPX IDH1 IDI1 IFI27L2 ITGB8 ITM2C LAPTM4B LDHB LIMA1 LITAF LRPAP1 LRRTM3 LUZP2 LYPD1 MDK MFGE8 MIR9-1HG MLC1 MSMO1 MT2A MT3 MYO10 MYO6 NDRG2 NKAIN4 NOVA1 NTM NTRK2 OAT OLIG1 PDE4B PHGDH PLPP3 PMP2 PON2 PRCP PRNP PRXL2A PSAT1 PTN PTPRZ1 PTTG1IP RAB31 RAMP1 RCN1 RDH11 RFX4 RHOC RTN3 S100A16 S100B SCD SCRG1 SEC11C SEMA6A SERPINE2 SHISA4 SIGMAR1 SLC1A2 SLC1A3 SLITRK2 SNX3 SOX2 SPON1 SRI TAOK3 TIMP1 TM7SF2 TMBIM6 TMEM9B TNC TPI1 TRIB2 TSC22D4 TSPAN3 TSPAN6 TSPAN7 TTYH1 TXNDC12 VIM WSCD1 FAN_EMBRYONIC_CTX_BIG_GROUPS_INHIBITORY https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/FAN_EMBRYONIC_CTX_BIG_GROUPS_INHIBITORY CXCR4 DCX DLX1 DLX2 DLX5 ERBB4 GAD1 PDE4DIP PFN2 PLS3 SOX2-OT TCF4 FAN_EMBRYONIC_CTX_BIG_GROUPS_MICROGLIA https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/FAN_EMBRYONIC_CTX_BIG_GROUPS_MICROGLIA A2M ABCG2 ABI3 ACY3 ADAM28 ADAM9 ADAP2 ADORA3 ADRB2 AIF1 ALOX5AP ANXA5 AOAH AP1B1 APBB1IP APLP2 APOC1 APOE APPL2 ARHGAP4 ARHGDIB ARPC1B ARPC3 ARRB2 ASAH1 ATP6V0B ATP6V0E1 ATP8B4 B2M B3GNT5 BCAP31 BHLHE41 BIN1 BIN2 BLNK BST2 BTG2 C12orf75 C1QA C1QB C1QC C2 C3 C3AR1 CALR CAP1 CAPZB CASP1 CCL3 CCL4 CCND1 CCR1 CD14 CD164 CD300A CD36 CD37 CD4 CD53 CD68 CD74 CD81 CD83 CD84 CD86 CEBPD CH25H CHCHD7 CIAO2A CKS2 CMTM6 CMTM7 CNPY3 COLGALT1 CORO1A COTL1 CPED1 CPVL CREG1 CRYBB1 CSF1R CSF3R CTSB CTSC CTSD CTSH CTSL CTSS CX3CR1 CXCL16 CYBA CYBB CYFIP1 CYTH4 DAB2 DAGLB DDIT4 DEGS1 DHRS3 DHRS9 DNAJB1 DNASE2 DOCK2 DOCK4 DOCK8 DPP7 DUSP1 EGFL7 EGR1 ELF1 ENTPD1 EPB41L2 EVI2A EVI2B FCER1G FCGR1A FCGR1BP FCGR1CP FCGR2A FCGR3A FCGRT FGD2 FMNL3 FOLR2 FOS FOSB FPR1 FYB1 GAA GADD45B GAL3ST4 GAS6 GATM GGTA1 GIMAP4 GLIPR1 GLRX GLUL GM2A GMFG GNB4 GNG5 GNG7 GPN3 GPR183 GPR34 GPSM3 GPX1 GRN GSN GYPC H1-2 H2AJ HAVCR2 HCK HCLS1 HCST HERPUD1 HEXA HHEX HLA-B HLA-C HLA-E HMOX1 HPGDS HSPA1A HSPA1B HSPA5 HSPB1 HTRA1 HVCN1 IER2 IER3 IFI16 IFI30 IFNGR1 IGF1 IGSF6 IKZF1 IL10RA IL13RA1 IL17RA IL6R IL6ST INPP5D IPCEF1 IRAG2 IRF8 ITGAM ITGAX ITGB2 ITM2B ITPR2 JUN JUNB KCTD12 KLF2 LAIR1 LAMP2 LAP3 LAPTM5 LAT2 LCP1 LGALS9 LGMN LHFPL2 LILRB4 LIMS1 LINC00996 LINC02256 LINC02712 LIPA LPAR5 LPAR6 LPCAT2 LST1 LTC4S LY86 LY96 LYN LYST MAF MAN2B1 MED12L MEF2A MERTK METTL7A MFSD1 MGAT4A MGST2 MILR1 MIS18BP1 MKNK1 MNDA MPEG1 MRC1 MROCKI MS4A7 MYO1F NAA20 NAGA NAIP NCF4 NCKAP1L NEAT1 NFE2L2 NFKBIA NFKBIZ NINJ1 NPC2 NPL OAS1 OLFML3 OLR1 OSTF1 OTUD1 OTULINL P2RX4 P2RY12 P2RY13 PARVG PDGFB PDK4 PDPN PFN1 PIH1D1 PLA2G15 PLD3 PLD4 PLEK PLVAP PLXDC2 POLD4 PPP1R15A PPP1R18 PPT1 PRR13 PSAP PTAFR PTGS1 PTPN6 PTPRC PTPRE PYCARD RAB3IL1 RB1 RCSD1 REEP4 RGS1 RGS10 RGS19 RGS2 RHBDF2 RHOB RHOG RIN2 RNASE6 RNASET2 RNF130 RNF213 RUBCNL S100A11 SALL1 SAMSN1 SAT1 SCAF11 SCAMP2 SELPLG SERF2 SERP1 SERPINA1 SERPINB6 SERPINB9 SERPINF1 SFMBT2 SIGLEC10 SIGLEC8 SIRPA SKAP2 SLC1A3 SLC29A3 SLC7A7 SLC7A8 SLC9A9 SLCO2B1 SOCS6 SORL1 SP100 SPP1 SRGN ST6GAL1 STAB1 STING1 STOM SUSD3 SYK SYNGR2 TAGAP TAL1 TAPBP TBXAS1 TCIRG1 TFEC TGFBR2 TLN1 TLR10 TLR4 TLR7 TMBIM4 TMEM119 TMEM35B TMEM52B TMIGD3 TNFRSF1A TNFRSF1B TPP1 TREM2 TYROBP UCP2 VAMP8 VDAC1 VMP1 VSIG4 VSIR WASF2 XAF1 XBP1 ZFHX3 ZFP36 ZFP36L1 ZFP36L2 FAN_EMBRYONIC_CTX_BRAIN_B_CELL https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/FAN_EMBRYONIC_CTX_BRAIN_B_CELL ACAP1 ADD3 AFF3 ALOX5 ARHGAP15 ARID5B ATP2A3 BANK1 BCL7A BIRC3 BMS1P20 BTG1 CD19 CD22 CD37 CD47 CD48 CD52 CD55 CD69 CD72 CD74 CD79A CD79B CLEC2D CORO1A CRIP1 CXCR4 CYB561A3 CYTIP EBF1 EEF1D ELF1 FCMR FCRL1 FCRL2 FCRLA GAS5 GPR18 HLA-A HLA-B HLA-C HLA-DMA HLA-DMB HLA-DPA1 HLA-DPB1 HLA-DQA2 HLA-DQB1 HLA-DRA HLA-DRB1 IGLL5 IKZF3 IL2RG ISG20 KIAA0040 LIMD2 LINC00926 LINC01781 LSP1 LTB LY9 MS4A1 MZB1 NCF1 NCF1C NIBAN3 P2RX5 PAX5 PCNP PDE4B PDLIM1 PIM2 PLAC8 PLEKHA2 PPP1R14A PSMB9 PSME1 PSME2 PTPN6 PTPRCAP QRSL1 RAC2 RALGPS2 RHOH RIPOR2 RPL13A SEPTIN1 SEPTIN6 SLC38A1 SMIM14 SP110 SP140 SPIB SWAP70 SYTL1 TAGLN2 TCL1A TTN TXNIP UTRN VPREB3 FAN_EMBRYONIC_CTX_BRAIN_EFFECTOR_T_CELL https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/FAN_EMBRYONIC_CTX_BRAIN_EFFECTOR_T_CELL ABI3 ACAP1 ADAM8 ADGRE5 AKNA APOBEC3G ARHGEF3 ARID5A ARPC5L BTG1 BTN3A2 CARD16 CCL4 CCND3 CD160 CD244 CD247 CD3E CD44 CD48 CD69 CD7 CD96 CDC42SE2 CHST12 CLEC2B CLIC1 CLIC3 CMC1 CORO1A CRIP1 CST7 CTSW CYTIP DENND2D DGUOK DOK2 DUSP2 EMP3 EOMES FGFBP2 FGR FKBP11 FYN GIMAP4 GIMAP7 GMFG GPR65 GZMA GZMB GZMH HCST HLA-A HLA-B HLA-C HLA-F HLA-H HOPX HSH2D ICAM3 ID2 IFITM1 IFITM2 IL18RAP IL2RB IL2RG IQGAP1 IQGAP2 IRF1 ITGAL KLRB1 KLRC1 KLRC3 KLRD1 KLRF1 LAIR2 LCK LCP1 LIMD2 LINC00861 LITAF LSP1 LY6E MSN MYL12A NHERF1 NKG7 PIP4K2A PLAAT4 PLAC8 PLEK PRF1 PRKACB PRKCH PSMB9 PTPN4 PTPRC PTPRCAP PVRIG PYHIN1 RAC2 RAP1B RASSF5 RIPOR2 RUNX3 S100A4 S1PR5 SAMD3 SEPTIN1 SEPTIN6 SH2D1A SH2D1B SH2D2A SKAP1 SLAMF7 SPON2 SRGN STAT4 STK10 STK17B SYNE1 SYTL1 TARP TBC1D10C TMEM71 TSEN54 TSTD1 TXK TXNIP XCL1 XCL2 ZAP70 FAN_EMBRYONIC_CTX_BRAIN_ENDOTHELIAL_1 https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/FAN_EMBRYONIC_CTX_BRAIN_ENDOTHELIAL_1 ABCB1 ABHD17A ABLIM1 ABLIM3 ACE ACTN4 ACVR1 ACVRL1 ADAM15 ADCY4 ADGRF5 ADGRL2 ADGRL4 ADM AFAP1L1 AFAP1L2 AFDN AHNAK AIF1L ALPL ANGPT2 ANXA1 APCDD1 APLNR APOL4 APOLD1 ARAP3 ARHGAP18 ARHGAP29 ARHGEF15 ARL2 ATP10A AXIN2 BBS9 BCL6B BCR BEX3 BHLHE40 BLCAP BMPR2 BSG BST2 C12orf57 C1orf115 C1orf54 CA2 CA4 CALCRL CAPN2 CARHSP1 CAV1 CAV2 CAVIN1 CAVIN2 CAVIN3 CCDC141 CCDC186 CCN1 CD151 CD200 CD27 CD320 CD34 CD82 CD9 CD93 CDA CDC42EP1 CDC42EP4 CDH11 CDH2 CDH5 CDH6 CEP112 CETP CGNL1 CHST12 CLDN5 CLEC14A CLEC2B CLEC3B CLIC1 CLIC4 CLIC5 CLTB CNN3 COBLL1 COL5A2 COL6A2 COX7A1 CPD CRIP2 CSRP1 CSRP2 CTHRC1 CYB5A CYB5R3 CYYR1 D21S2088E DACH1 DEGS2 DGAT1 DIPK1B DIPK2B DLC1 DLL4 DNAJC1 DNPEP DOCK9 DOK4 DPEP1 DSP DSTN EBF1 ECE1 ECM1 ECSCR EDN1 EFNA1 EFR3B EGFL7 ELN EMCN EMP2 ENG EPAS1 ERG ESAM ESYT2 FAM171A1 FAM43A FHL3 FKBP1A FKBP9 FLNB FLT1 FLT4 FN1 FOXC1 FOXF1 FOXF2 FOXQ1 FRY FSTL1 FXYD5 FZD4 FZD6 GADD45A GALNT18 GBP4 GDPD5 GGT5 GIMAP7 GJA1 GNG11 GPCPD1 GPD1L GRPEL2 HAPLN3 HDAC7 HEG1 HES1 HEY1 HID1 HIP1R HMCN1 HOPX HPCAL1 HSPA12B HYAL2 ID1 ID3 IFI27 IFI35 IFI44 IFI44L IFI6 IFIT1 IFITM1 IFITM3 IFNAR2 IGF1R IGF2BP2 IGFBP2 IGFBP4 IGFBP7 IL32 IMPDH1 INSR ISG15 ITGA5 ITGA6 ITM2A ITPR3 JAM2 JCAD JUP KANK3 KDR KIAA1671 KITLG KLF4 KLHL5 LAMA4 LAMA5 LAMB1 LAMB2 LAMC1 LAPTM4A LAPTM4B LDLRAD3 LEF1 LIFR LIMS2 LMCD1 LMO2 LRATD1 LRP8 LRRC17 LSR LXN LY6E MAGED2 MAGI1 MALT1 MANSC1 MAOA MAP4K2 MATN2 MDK MECOM MEGF6 MFAP2 MFSD2A MGST2 MICALL2 MLEC MMP25 MMP28 MMRN2 MOB2 MSRB3 MT1E MT1F MT1X MT2A MX1 MYCT1 MYH10 MYLK2 MYO10 MYO1B MYO6 MYORG NAMPT NECTIN2 NEIL1 NES NHERF2 NIBAN2 NID1 NID2 NKD2 NOS3 NOSTRIN NOTCH1 NOTCH4 NPDC1 NPIPB3 NQO1 OCIAD2 OCLN OXR1 PALMD PAM PARP12 PARVA PCAT19 PCBD1 PCDH12 PDE4B PDLIM2 PDXK PECAM1 PELO PFKL PGRMC1 PHLDB1 PIK3R6 PKP4 PLAAT3 PLCB4 PLEKHG1 PLK2 PLLP PLS3 PLXND1 PODXL POMP PON2 PPA1 PPFIBP1 PPIC PPM1H PRCP PREX2 PRKCH PROCR PROM1 PRSS12 PRXL2A PRXL2B PTP4A3 PTPRB PTPRG PTPRM PXDN PXN QPCT RAI14 RAMP2 RAPGEF4 RAPGEF5 RASGRP3 RASIP1 RBP1 RELL1 RFTN2 RGCC RGS3 RHOC RHOJ ROBO4 RPS6KA2 RRAGA RUNDC3B S100A10 S100A13 S100A16 S1PR1 SAMM50 SCARB1 SEMA3G SEMA6A SERINC5 SERPINH1 SESTD1 SH2D3C SHC2 SLC14A1 SLC16A1 SLC16A14 SLC16A2 SLC1A4 SLC2A1 SLC2A3 SLC31A1 SLC38A3 SLC38A5 SLC39A10 SLC39A8 SLC3A2 SLC52A2 SLC5A6 SLC7A1 SLC7A11 SLC7A5 SLC7A8 SLCO1A2 SLCO2A1 SMAD1 SMAGP SMG1P2 SMTN SNTB2 SORBS1 SORBS3 SOX17 SOX18 SOX7 SPARC SPARCL1 SPINK8 SPOCK2 SPTBN1 SRARP ST6GALNAC1 STARD4-AS1 STRA6 STX3 STXBP1 SULT1C4 SVIL SVIP TAGLN2 TBX3 TCF4 TCN2 TDRP TEK TFRC TGM2 THSD1 TIE1 TIMP1 TJP1 TLE1 TM4SF1 TM4SF18 TMEM204 TMEM45B TMEM50B TMEM88 TMTC4 TNS2 TPM4 TRIM16 TSC22D1 TSPAN5 TSPAN6 TSPAN9 TTN TTYH2 TUBB6 TUSC3 UNC5B USHBP1 UTRN VAMP5 VIM VWA1 VWA2 VWF WFS1 WWTR1 YES1 ZDHHC9 ZIC2 ZIC3 ZNF366 FAN_EMBRYONIC_CTX_BRAIN_ENDOTHELIAL_2 https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/FAN_EMBRYONIC_CTX_BRAIN_ENDOTHELIAL_2 AASS ABCC9 ACTN1 ADA ADAM12 ADAM33 ADGRD1 ADORA2B AEBP1 AGRN AK1 AKAP12 AKIRIN1 AMOTL1 AMOTL2 ANGPTL4 ANPEP ANXA2 ANXA6 APOD ARHGAP10 ARHGAP29 ARHGAP42 ARHGEF12 ARHGEF17 ATP1A2 ATP1B2 ATP5F1D BCHE BGN BMP1 C11orf96 C12orf57 CA4 CALD1 CAVIN3 CCDC102B CCDC3 CCDC80 CCR10 CD151 CD248 CD9 CDC42BPA CDC42EP1 CDH11 CDH6 CFAP20 CFH CLEC11A CNN3 COL18A1 COL1A2 COL3A1 COL4A1 COL4A2 COL5A2 COL6A1 COL6A2 COL9A1 COLEC12 COX7A1 COX7B CPE CPPED1 CRIP1 CRIP2 CSAG1 CSPG4 CTNNBL1 CTTN CYC1 CYTH3 CYTOR DCN DENND2B DGKH DLC1 DMD DOCK6 DPY19L2 EBF1 ECE1 ECM1 ECM2 EDNRA EFEMP2 EHD2 EMP2 EPAS1 EPB41L1 EPN2 EPS8 F2R FAM162B FAM20A FARP1 FBLN1 FERMT2 FLNA FN1 FOXF2 FOXS1 FRMD6 FRZB FSTL1 FXYD6 GALNT18 GGT1 GGT5 GJA4 GJC1 GMDS GNG11 GNG12 GOLIM4 GPER1 GPM6B GPRC5C GRM3 GUCY1A1 GUCY1A2 GUCY1B1 HCFC1R1 HES1 HES4 HEY2 HEYL HIGD1B HTRA3 IFITM1 IFITM3 IGFBP7 ILK INPP4B ISYNA1 ITGA1 ITGA11 ITGA4 ITGB1 ITIH5 ITPR1 ITSN1 JAK1 KANK2 KCNE4 KCNJ8 LAMA2 LAMA4 LAMB1 LAMB2 LAMC1 LAMC3 LDHB LGALS1 LGALS3BP LHFPL6 LIMA1 LMNA LRRC32 LUM LURAP1L LZTS1 MAGED2 MAP1LC3A MAP3K20 MCAM MDK MFGE8 MGLL MPRIP MYH9 MYL9 MYLK MYO1B MYO6 MYOF NDUFA4L2 NFATC4 NHERF1 NID1 NID2 NODAL NOTCH3 NR2F1 NR2F2 NT5DC2 NTM OLFML2A P2RY14 PAPSS2 PARD3 PARVA PCDH18 PCOLCE PDE5A PDE7B PDE8A PDE8B PDGFRB PDLIM1 PDLIM2 PDLIM7 PDZD2 PELO PGF PHACTR2 PID1 PKIG PLAC9 PLAGL1 PLCE1 PLEKHA5 PLOD1 PLS3 PLXDC1 PMP22 PPFIBP2 PPP1R12A PPP1R14A PRELP PRKG1 PTEN PTGDR2 PTH1R PTK2 PTN PTPRK PXDN RAPGEF4 RASL12 RBMS3 RBP1 RERGL RFTN1 RGS5 RHOC RNF24 S1PR3 SASH1 SELENOM SEMA5A SEPTIN11 SEPTIN4 SEPTIN7 SERPING1 SERPINH1 SGCE SGPL1 SH2D3C SLC12A2 SLC12A7 SLC20A2 SLC38A11 SLC43A3 SLC6A1 SLC6A12 SMOC2 SMTN SNAI2 SNHG18 SNRK SPARC SPARCL1 SPON2 SPRY1 ST3GAL5 STARD13 SYNE2 SYTL2 TAGLN TAGLN2 TBX18 TBX2 TBXA2R TCEAL9 TESC TFPI TGFB1I1 THY1 TIMP1 TIMP3 TJP1 TMEM204 TMEM74B TNFAIP8L1 TNFRSF21 TNKS1BP1 TNS1 TPM2 TPM4 TRIB2 TRPC6 TSPAN12 UACA UNC5B VAMP5 VCL VIM VSTM4 ZEB1 ZIC1 ZYX FAN_EMBRYONIC_CTX_BRAIN_MYELOID https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/FAN_EMBRYONIC_CTX_BRAIN_MYELOID ADA2 ADGRE5 AIP ANXA1 ANXA2 AP1S2 APOBEC3A APOBR ARF6 ARHGEF2 ATF3 BCL2A1 C1orf162 C5AR1 CALHM6 CARD16 CD300E CD44 CD48 CD52 CD74 CEBPB CFD CFP CHCHD10 CHD1 CLEC12A CLEC2B CLEC7A COTL1 CPPED1 CRIP1 CSK CSTA CTSS CXCR4 DNAJA4 DOK2 EFHD2 EMP3 FCN1 FGL2 FGR FXYD5 GPBAR1 GRK2 HCK HCST HLA-A HLA-B HLA-DMA HLA-DPA1 HLA-DPB1 HLA-DQB1 HLA-DRA HLA-DRB1 HSPA7 IER5 IFI30 IFI44L IFITM2 IFITM3 IQGAP1 IRF1 ISG15 ITGAL ITGAX JAML KLF13 KLF2 KLF4 LGALS1 LILRA5 LILRB2 LILRB3 LRRC25 LRRFIP1 LSP1 LST1 LY6E LYZ MAFB MS4A6A MT2A MX2 MYO1F NAMPT NAPSB NBPF10 NEAT1 NFKBIA NFKBIZ NLRP1 OSCAR PANK2 PLAC8 PLAUR PLCB2 PLEKHO1 PLXNB2 PNPLA6 POU2F2 PRAM1 PSMB9 PTGS2 PTP4A2 RETN RIPOR2 S100A10 S100A11 S100A4 S100A6 S100A8 S100A9 SCIMP SECTM1 SERPINA1 SIN3B SOCS3 SPI1 STXBP2 TENT5A TGFBI TIMP1 TKT TMEM131L TMEM176B TNFAIP2 TNFRSF14 TNFSF13B TRIM25 TSPAN32 TXNIP TYMP UTRN VCAN VIM WARS1 WIPI2 FAN_EMBRYONIC_CTX_BRAIN_NAIVE_LIKE_T_CELL https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/FAN_EMBRYONIC_CTX_BRAIN_NAIVE_LIKE_T_CELL ABRACL ACAP1 ACTN1 ADD3 ANXA1 APRT ARHGAP15 ARHGDIB ARHGEF1 ARL4C BTN3A2 C16orf54 CAMK4 CCND3 CCR7 CD2 CD27 CD3D CD3E CD3G CD40LG CD44 CD48 CD5 CD52 CD6 CD69 CD7 CD96 CDC42SE2 CHI3L2 CIB1 CLEC2D CNN2 CORO1A CRIP1 CXCR4 CYFIP2 CYTIP DENND2D DGKA EEF1D EMP3 EPHX2 ETS1 FAM107B FAM117B FCMR FGD3 FLT3LG FXYD5 GBP2 GIMAP4 GIMAP7 GMFG GPR171 GPSM3 GSTK1 HLA-A HLA-B HLA-C HLA-F HPGD ICAM3 ICOS ID3 IFITM1 IL16 IL27RA IL2RG IL32 IL7R ISG20 ITK JAML LAT LCK LDHB LDLRAP1 LEF1 LEPROTL1 LIMD2 LIME1 LINC00861 LPIN1 LRRFIP1 LRRN3 LSP1 LTB LY9 MAL MCUB MTERF4 MYC MYL12A NOSIP NPM1 NSMCE1 OCIAD2 OXNAD1 PCMTD2 PDCD4 PIK3IP1 PIM2 PLAAT4 PLAC8 PRKCH PRKCQ-AS1 PRMT2 PSMB8 PSMB9 PTPRC PTPRCAP PVRIG RAC2 RCAN3 RGCC RHOH RIPOR2 RPL13A RRN3P1 RSL24D1 SAMD3 SATB1 SCML4 SELL SEPTIN1 SEPTIN6 SEPTIN9 SERINC5 SH2D1A SKAP1 SMC4 STK17B STK38 STK4 SYTL1 TAGLN2 TBC1D10C TC2N TCF7 TES TESPA1 THEMIS TLE5 TMEM123 TNFAIP3 TNFAIP8 TOB1 TRABD2A TRAF3IP3 TRAT1 TSC22D3 TSTD1 TUBA4A TXK TXNIP ZAP70 FAN_EMBRYONIC_CTX_EX_1_EXCITATORY_NEURON https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/FAN_EMBRYONIC_CTX_EX_1_EXCITATORY_NEURON CSRP2 EIF1B ENC1 LINC01102 MEIS2 PANTR1 SLA FAN_EMBRYONIC_CTX_EX_2_EXCITATORY_NEURON https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/FAN_EMBRYONIC_CTX_EX_2_EXCITATORY_NEURON DDAH2 ENC1 EZR HSPA1B IGFBPL1 MDK MEIS2 MLLT3 NFIA NFIB PANTR1 PHLDA1 POU3F2 PPP2R2B ZBTB20 ZFHX4 FAN_EMBRYONIC_CTX_EX_4_EXCITATORY_NEURON https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/FAN_EMBRYONIC_CTX_EX_4_EXCITATORY_NEURON ABCA5 ABCC8 ACADVL ACAP3 ACTN2 ADAM11 AHI1 ANKRD18A ANKRD36 ANKRD36B ANO3 AP1G2 ARFGEF3 ARPP21 BICDL1 CACNA1A CACNA1B CACNA1C CACNA1E CACNA1G CACNA1I CAND2 CC2D1A CCDC144BP CELF2 CELF2-AS1 CELF2-AS2 CNTN3 CPNE7 CSGALNACT1 CSMD1 CSMD2 DAB2 DGKH DLGAP2 DMWD DNAJB2 DNM3OS DOCK9 DUSP5P1 DYNC2I1 EEF2K ELMOD1 ENSG00000237654 ENSG00000291211 EPHA7 ERICH3 EXD3 FADS3 FAM227A FBN3 FBXW7 FGF17 FOXK1 GABRB1 GDA GNB3 GOLGA8A GOLGA8B GRB14 GRID2 GRP GULP1 HIC2 HYDIN IGSF21 ITPR1 JAG2 JAKMIP3 KCNH7-AS1 KCNMA1 KCNQ1OT1 KHDRBS2 KIF1C KIRREL3-AS2 KLHL3 LAMA5 LGI4 LIMS2 LINC00342 LINC00504 LINC00506 LINC01410 LINC01873 LMO7 LRRC4C LRRIQ1 LTBP4 MIAT MMP17 MST1 MYLIP MYO1C MYO6 NALF1-IT1 NIN NPY1R NRBP2 NTRK3 PCLO PDIA2 PDZD2 PFKP PGM5P2 PI4KAP2 PKD1 PLEC PLEKHA6 PLXNA3 PNCK PNMA3 POU2F2 PPFIA4 PPFIBP1 PRICKLE2-AS3 PROM1 PTCH2 PTCHD4 PTPN13 PTPRD-AS1 PTPRK R3HDM1 RAP1GAP RAP1GAP2 RAPGEFL1 RASGRP2 RGS11 RNF207 RNF213 RPL23AP32 RPS6KL1 RYR2 RYR3 SAMD5 SCN2A SCN9A SEC31B SERPINB9 SGSM1 SHISA9 SLC26A4 SLC27A1 SLC2A13 SLC4A10 SLC7A5P2 SLC8A1-AS1 SLC8A3 SNX32 SPEG SPTBN4 SRRM3 STK36 STX1A STX3 SYBU SYNE1 TARBP1 TIMP3 TMEM108-AS1 TMEM178A TMEM74B TNK2 TSBP1 TSPOAP1 UACA USP32P2 FAN_EMBRYONIC_CTX_IN_1_INTERNEURON https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/FAN_EMBRYONIC_CTX_IN_1_INTERNEURON ARL4D BRINP2 CXCR4 DLX2 FOS LHX6 MAF NXPH1 PDE4DIP PDZRN4 RBP1 FAN_EMBRYONIC_CTX_IN_2_INTERNEURON https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/FAN_EMBRYONIC_CTX_IN_2_INTERNEURON ACKR3 BRINP2 LHX6 MAF PDZRN4 RBP1 SST FAN_EMBRYONIC_CTX_IN_3_INTERNEURON https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/FAN_EMBRYONIC_CTX_IN_3_INTERNEURON BOD1L1 ERBB4 GAD1 LHX6 MAF PDE4DIP FAN_EMBRYONIC_CTX_IN_4_INTERNEURON https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/FAN_EMBRYONIC_CTX_IN_4_INTERNEURON CXCR4 ERBB4 GAD1 LHX6 MAF NXPH1 PDE4DIP PDZRN4 PLS3 RBP1 FAN_EMBRYONIC_CTX_IN_5_INTERNEURON https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/FAN_EMBRYONIC_CTX_IN_5_INTERNEURON CALB2 CNR1 DLX1 DLX5 DLX6-AS1 SCGN FAN_EMBRYONIC_CTX_IN_6_INTERNEURON https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/FAN_EMBRYONIC_CTX_IN_6_INTERNEURON BTG1 DLX1 DLX6-AS1 HSPA1A SCGN TMEM161B-DT FAN_EMBRYONIC_CTX_MICROGLIA_1 https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/FAN_EMBRYONIC_CTX_MICROGLIA_1 ANAPC11 ANLN ANP32E ARHGAP11A ARL6IP1 ASF1B ASPM ATAD2 ATAD5 AURKA AURKB BARD1 BIRC5 BRCA2 BUB1 BUB1B BUB3 C21orf58 CCDC18 CCNA2 CCNB1 CCNB2 CCNF CDC20 CDC25C CDC27 CDCA2 CDCA3 CDCA8 CDK1 CDK2AP2 CDKN2C CDKN3 CENPC CENPE CENPF CENPM CENPN CENPU CENPW CEP152 CEP55 CIT CKAP2 CKAP2L CKAP5 CKLF CKS1B CKS2 CLSPN CNTRL DDX39A DEK DEPDC1 DEPDC1B DIAPH3 DLGAP5 DTYMK ENSG00000187951 ESCO2 ESPL1 EVI2B EZH2 FAM111A FAM83D FANCD2 FBXO5 FOXM1 GGH GLA GTSE1 H1-3 H2AC17 H2AX H2AZ1 H2AZ2 H4C3 HERC5 HJURP HMGB2 HMMR HP1BP3 IQGAP3 ITGB3BP KIF11 KIF14 KIF15 KIF18B KIF20A KIF20B KIF22 KIF23 KIF2C KIF4A KNL1 KNSTRN KPNA2 MAD2L1 MELK MKI67 MND1 MRPL18 MXD3 MZT1 NCAPD2 NCAPG NCAPG2 NCAPH NDC80 NRM NUCKS1 NUF2 NUSAP1 PBK PCLAF PCNA PHF19 PIMREG PLK1 PLK4 POLQ PRC1 PRR11 PTTG1 RAD21 RAD51AP1 RHEB RPS27L RRM2 SGO1 SGO2 SHCBP1 SIVA1 SMC1A SMC2 SMC4 SPAG5 SPC25 SRSF10 SRSF3 TACC3 TCF19 TK1 TMEM106C TMPO TOP2A TPX2 TROAP TTF2 TTK TUBA1C TUBB4B UBE2C UBE2T ZWINT FAN_EMBRYONIC_CTX_MICROGLIA_2 https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/FAN_EMBRYONIC_CTX_MICROGLIA_2 CCL3 CCL4 CD83 FOSB IER2 IER3 IL1B MIR23AHG PPP1R15A FAN_EMBRYONIC_CTX_MICROGLIA_3 https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/FAN_EMBRYONIC_CTX_MICROGLIA_3 ADAM28 ALOX5AP ASAH1 C1QB C1QC CD68 CREG1 CTSB CTSC CTSD FOLR2 GPR34 LGMN MERTK P2RY12 SIGLEC10 SLC1A3 SLCO2B1 TBXAS1 TREM2 FAN_EMBRYONIC_CTX_NSC_1 https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/FAN_EMBRYONIC_CTX_NSC_1 CCDC80 CCND2 DLL3 DSCAM DUSP6 FOS GAD1 HNRNPA1 MCM4 MEF2C NME1 PANTR1 PDLIM1 RARRES2 RPL36A SPRY1 VIM ZEB1 FAN_EMBRYONIC_CTX_NSC_2 https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/FAN_EMBRYONIC_CTX_NSC_2 AAMDC ACTN1 ANP32E APOLD1 ARHGAP11A ARHGAP19 ARHGEF39 ARL6IP1 ASCL1 ASF1B ASPM ATAD5 AURKA AURKB BIRC5 BTG3 BUB1 BUB1B BUB3 C21orf58 C2orf69 CALM3 CBR3 CCDC18 CCDC34 CCNA2 CCNB1 CCNB2 CCNF CDC20 CDC25B CDC25C CDCA2 CDCA3 CDCA5 CDCA8 CDK1 CDKN2C CDKN3 CENPA CENPE CENPF CENPK CENPM CENPN CENPW CEP135 CEP44 CEP55 CEP70 CHEK2 CIP2A CKAP2 CKAP2L CKAP5 CKS1B CKS2 CLIC1 CNIH4 CNTRL COX8A DBF4 DCTN3 DCXR DDX39A DEPDC1 DEPDC1B DIAPH3 DLGAP5 DTYMK ECT2 EEF1AKMT2 EIF4E EMC9 ESCO2 ESPL1 EZH2 FAM110A FAM83D FBXO5 FOXM1 G2E3 GAS2L3 GGH GINS1 GTSE1 H2AX H2AZ1 H2AZ2 HIRIP3 HJURP HMGB2 HMGB3 HMMR HP1BP3 HSD17B11 HYLS1 ILF2 JADE1 JPT1 KIF11 KIF14 KIF15 KIF18A KIF18B KIF20A KIF20B KIF22 KIF23 KIF2C KIF4A KIF5B KIFC1 KMT5A KNL1 KNSTRN KPNA2 LBR LDHA LGALS1 LMNB1 LMO7 LRRCC1 LSM5 MAD2L1 MED19 MELK MIS18BP1 MKI67 MKKS MND1 MRPL51 MXD3 MZT1 NCAPD2 NCAPD3 NCAPG NCAPG2 NCAPH NDC80 NDE1 NEIL3 NEK2 NEURL1B NMU NOSIP NRM NSRP1 NUCKS1 NUDT1 NUF2 NUSAP1 ODF2 OIP5 ORC6 PARPBP PBK PHF19 PIF1 PIMREG PLIN3 PLK1 PLK4 POC1A POLR2D PPP2R5C PPP2R5D PRC1 PRR11 PSME2 PSRC1 PTTG1 RACGAP1 RAD21 RAN RANGAP1 RARRES2 RASSF1 RBMX REEP4 REXO5 RFC3 RHEB RHNO1 RNF26 RNF4 RPL39L RRM2 RTKN2 RUVBL2 SAPCD2 SGO1 SGO2 SHCBP1 SKA1 SKA2 SKA3 SMC2 SMC4 SMTN SNRPA1 SPAG5 SPC25 SPDL1 STIL TACC3 TK1 TMPO TMSB15A TMSB15B TNFAIP8L1 TOP2A TPM2 TPX2 TRAIP TRIM59 TRIP13 TROAP TTF2 TTK TUBA1C TUBB4B TUBB6 TUBG1 UBE2C UBE2S UBE2T UCP2 VDAC3 VRK3 WDR54 XRCC4 ZWINT FAN_EMBRYONIC_CTX_OLIG https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/FAN_EMBRYONIC_CTX_OLIG A1BG AATK ABCA2 ABHD17A ABHD17B ABHD6 ABLIM2 ACAN ACER3 ACSBG1 ACSL1 ADAMTS18 ADAMTS4 ADAP1 ADCK2 ADCY5 ADIPOR1 ADIPOR2 ADO AGAP1 AGFG1 AGPAT1 AGPAT4 AGPS AIDA ALAD AMBRA1 AMER2 AMOTL2 AMPD3 ANK3 ANKH ANKRD40 ANKRD44 ANKS1B ANLN ANO10 ANO4 AOPEP APBB1 APCDD1 APIP APLN APLP1 APOD APP AQP6 ARHGAP22 ARHGAP23 ARHGEF10 ARHGEF2 ARHGEF37 ARL2 ARPC5 ASB1 ASPA ATF7 ATG4C ATL3 ATP10B ATP1B1 ATP5F1E ATP6V0B ATP8A1 ATP9B AZGP1 BACE1 BACE2 BBX BCAR1 BCAS1 BCOR BEST1 BIN1 BLOC1S2 BMP8A BOK BORCS5 BPNT2 BROX BRSK1 BTBD16 BTBD3 BZW2 C11orf58 C11orf71 C12orf76 C1orf122 C1orf198 C21orf91 C4orf33 C5orf15 C6orf47 CA14 CA2 CAHM CANT1 CAPN3 CARNS1 CBR1 CCDC90B CCNY CCNYL1 CD164 CD200 CD22 CD47 CD9 CDC42EP2 CDC42SE1 CDH19 CDK17 CDK18 CDKN1C CDKN2AIPNL CDR2L CEP104 CERS2 CFAP95 CFL2 CHADL CHAMP1 CHN2 CILK1 CLASP2 CLCA4 CLCN3 CLCN4 CLDN11 CLDND1 CLIC4 CLMN CLN8 CMTM5 CNDP1 CNP CNTN1 CNTN2 COBL COL16A1 COL4A5 COLGALT2 COPA COPS2 CORO2B CPD CPM CPOX CREB5 CRYAB CSF1 CSRP1 CTNNA1 CTNNA3 CTSV CTTN CYB5R2 CYLD CYP2J2 CYP51A1 DACT3 DCTN1 DEGS1 DENND5A DEPTOR DESI1 DHCR24 DIP2B DIXDC1 DLG1 DLG2 DNAAF9 DNAH17 DNAJA4 DNAJB2 DNAJC12 DNAJC6 DNM2 DNM3 DOCK10 DOCK9 DTD2 DTNB DUSP10 DUSP26 DUSP7 DYNC1I2 EDIL3 EEIG1 EGLN3 ELAPOR2 ELAVL3 ELL2 ELOVL1 ELOVL6 ELOVL7 EMC10 EML2 ENDOD1 ENPP2 ENPP4 ENPP6 EPB41L2 EPB41L3 EPS15 ERBB3 ERMN ERMP1 ERRFI1 ETFRF1 ETV6 EVI2A FA2H FADS1 FAH FAIM FAIM2 FAM107B FAM124A FAM131B FAM13C FAM174A FAM177A1 FAM221A FAM222A FAR1 FAXDC2 FBN1 FBXO32 FDFT1 FECH FEZ1 FGFR2 FIS1 FLNB FMNL2 FNBP1 FNIP1 FNTA FOLH1 FRMD4B FRS3 FRY FRYL FUT8 GAB1 GAB2 GAL3ST1 GALC GALNT15 GALNT6 GAMT GAREM1 GARRE1 GAS6 GAS7 GDE1 GIPC1 GJB1 GJC2 GLDN GLTP GNAI1 GNG7 GOLGA7 GOT1 GPR155 GPR37 GPR62 GPRC5B GRB10 GRIN2A GSN GSN-AS1 GTDC1 H1-2 H2AJ H2BC21 HAGLR HAPLN2 HBEGF HDAC11 HEYL HHIP HID1 HIPK2 HMGCS1 HMOX2 HOOK3 HOXD1 HR HSD3B7 HSPA2 HTATIP2 IFNGR1 IGSF11 IGSF8 IKZF5 IL1RAPL1 IL6ST INF2 INPP5A INTS13 IPO13 ITPKB JAM3 JOSD2 JPT2 KANK4 KATNIP KBTBD3 KCNJ10 KCNJ2 KCNMB4 KCTD8 KDM4C KIAA0930 KIF13A KIF13B KIF1A KLF13 KLHL21 KLHL24 KLHL32 KLK6 KRT16P1 KTN1 LACTB2 LAMP1 LAMP2 LANCL1 LARP6 LASP1NB LCOR LDB3 LDLR LDLRAD4 LDLRAP1 LGI3 LHPP LIG4 LIMD1 LINC00323 LINC00467 LINC01170 LINC01770 LINC03013 LIPA LMNA LPAR1 LPGAT1 LRRC8B LRRC8D LZTS2 MAG MAL MAN2A1 MANEA MANSC1 MAP1A MAP1LC3B MAP4K4 MAP6D1 MAP7 MAP7D1 MAPK6 MAPK8IP1 MAPRE2 MARCHF1 MARCHF2 MARCKSL1 MAST3 MBNL2 MBP MCAM MEGF9 MFSD12 MFSD14B MFSD6 MGAT5 MICALL1 MIGA1 MINDY3 MITF MOB3B MOBP MOG MOSPD2 MPC1 MPP2 MPV17L2 MTMR10 MTMR2 MTMR7 MTRR MTUS1 MVB12B MYLK MYO1D MYO1E MYRF NACAD NAV2 NBR1 NCOA7 NCOR2 NDRG1 NDUFAF3 NECTIN1 NEK7 NENF NEO1 NFASC NGFR NINJ2 NIPA1 NIPAL3 NIPAL4 NIPSNAP3A NKAIN2 NKX6-2 NLRP14 NOL4L NPC1 NTM-AS1 NUAK1 NUDT12 NXPE3 OLIG2 OPALIN ORMDL2 OSBPL1A OSTF1 P2RX7 PABIR1 PACC1 PACRG-AS3 PACS2 PADI2 PAIP2 PAIP2B PAK1 PAPSS1 PAQR6 PCBP4 PCP4 PCSK6 PCSK7 PDE1A PDE3B PDE4DIP PDE8A PDXP PEDS1 PELI1 PEX5L PFDN2 PGAP4 PHC2 PHLDA3 PHLDB1 PHYHIPL PICALM PIGG PIK3IP1 PIP4K2A PIP5K1B PITPNA-AS1 PKP4 PLA2G4C PLAAT3 PLAT PLD1 PLEKHA1 PLEKHB1 PLEKHG3 PLEKHH1 PLLP PLOD3 PLP1 PLPP1 PLPP2 PLXNB3 PM20D1 POMGNT1 PPFIBP2 PPP1R14A PPP1R16B PPP2CB PPP2R2A PPP2R5B PRDM2 PREX1 PRICKLE1 PRIMA1 PRKACB PRKAR1A PRKCQ-AS1 PRKCSH PRR18 PRRG1 PSD3 PSEN1 PTGDS PTK2 PTP4A2 PTPDC1 PTPRD PXK QDPR QKI RAB11B-AS1 RAB21 RAB33A RAB40B RAB9A RALGDS RALY-AS1 RAP1A RAP2A RAPGEF5 RASA3 RASGEF1B RASGRF2 RASGRP3 RASSF2 RBM48 RCAN1 RCBTB1 REEP3 RELT RETREG1 RGS3 RHOB RHOG RHOU RICTOR RNASE1 RNF103 RNF13 RNF130 RNF220 ROGDI ROPN1 RPS6KA2 RRAGC RRAS2 RRBP1 RTKN RTN4 RXRG RYBP S100B S1PR5 SAMD12 SAMD8 SAV1 SBDS SCAMP5 SCARB1 SCARB2 SCD SCG5 SEC14L5 SECISBP2L SELENOI SELENOW SEMA3D SEMA4D SEPHS2 SEPTIN10 SEPTIN4 SEPTIN8 SERINC1 SERINC5 SERPINI1 SESN1 SETD7 SFT2D1 SFTPC SGCB SGK2 SH3GL3 SH3KBP1 SH3TC2 SHISA2 SHISA4 SHKBP1 SHTN1 SIK3 SILC1 SIRT2 SLAIN1 SLC12A2 SLC13A3 SLC16A8 SLC18A2 SLC22A15 SLC22A23 SLC22A6 SLC24A2 SLC25A46 SLC27A4 SLC31A2 SLC35A5 SLC44A1 SLC45A3 SLC4A2 SLC6A15 SLC6A9 SLC7A14 SLCO1A2 SLCO3A1 SMAD7 SMIM13 SMPD1 SMURF1 SNHG9 SNX29 SNX30 SORT1 SOX10 SOX2-OT SOX8 SPATA13 SPATA2 SPNS2 SPOCK3 SPSB1 SPTLC2 SPTSSA SRD5A3 SRSF8 SSH2 ST18 ST3GAL5 ST6GALNAC3 STAMBP STIM1 STIMATE STK39 STMN4 STRN STX4 STX6 SUN2 SUSD6 SVIP SYNGR2 SYNJ2 SYT11 SYT9 TAF10 TARS3 TBC1D12 TBC1D9 TCP11L2 TCTA TECPR2 TECR TESK2 TF TFEB THEMIS2 TIGAR TIMP2 TJAP1 TJP2 TLCD5 TMBIM1 TMC6 TMCC2 TMCC3 TMEFF2 TMEM123 TMEM125 TMEM128 TMEM132B TMEM144 TMEM151A TMEM178A TMEM184B TMEM209 TMEM230 TMEM256 TMEM50A TMEM63A TMEM64 TMTC1 TMTC2 TMTC4 TNS2 TNS3 TOGARAM1 TOM1L2 TP53INP2 TPD52 TPPP TPRN TRAM1L1 TRIM2 TRIM62 TRIP12 TSC22D3 TSC22D4 TSEN15 TSPAN15 TSPAN19 TSPAN9 TTL TTLL7 TTYH2 TUBB4A TULP4 TXNDC9 TYRO3 UBE2E2 UBE2H UBE2Q1 UBE2Z UBE4B UBL3 UBR1 UGT8 ULK2 UNC13B UNC5B UNC5C USP12 VAMP3 VKORC1L1 VMP1 VSTM2B VWA1 WASHC5 WIPI1 WNK1 YPEL2 ZCCHC17 ZDHHC11 ZDHHC9 ZEB2 ZER1 ZFAND5 ZFP57 ZFYVE19 ZFYVE28 ZNF146 ZNF160 ZNF189 ZNF365 ZNF488 ZNF536 ZSWIM6 FAN_EMBRYONIC_CTX_OPC https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/FAN_EMBRYONIC_CTX_OPC APOD ARL2BP ARL4A ATCAY BCHE BEX1 BRINP1 BRINP3 C2orf80 CA10 CCND1 CNPY2 CNTN1 COL20A1 COL9A1 CXADR EPN2 FIP1L1 GPR17 GRIA2 IL1RAP KLRC2 LHFPL3 LIMA1 LRRC4C LRRK2 MEG3 MPZL1 NXPH1 OLIG1 PCDH15 PCDH20 PCSK1N PDE4B PDGFRA PHLDA1 PLAT PLLP PLPPR1 SCG3 SCN1A SCRG1 SEMA5A SERTAD4BP SLC1A1 SLC35F1 SNAP25 SNTG1 SPRY4 TAOK3 THY1 TM4SF1 TSPAN13 UCHL1 VXN FAN_OVARY_CL0_XBP1_SELK_HIGH_STROMAL_CELL https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/FAN_OVARY_CL0_XBP1_SELK_HIGH_STROMAL_CELL ARID5B ATP1A1 ATP1B1 BTF3 C11orf96 CCNG1 CEBPB CHMP4B CIRBP CLEC2B CNN3 CTNNAL1 CYCS DCN DDX21 DNAJB6 DNAJB9 EEF1D EIF1 EIF1B EIF2S2 EIF3E EIF4A2 EIF4E EIF5 EPB41L4A-AS1 ERRFI1 FAU FBL FGF7 FHL2 GNL3 H2AZ1 HBP1 HERPUD1 HES1 HSP90AB1 HSP90B1 HSPA5 HSPA9 HSPD1 HSPH1 IFRD1 IGFBP5 INSIG1 IQCG LUM MAPRE1 MEG3 MORF4L2 NACA NEAT1 NFE2L2 NPM1 NUPR1 PABPC1 PAPOLA PEG10 PFDN5 PNRC1 PNRC2 PTGES3 PTMA PTP4A1 RACK1 RBMX RHEB RPL10 RPL10A RPL11 RPL12 RPL13 RPL13A RPL14 RPL15 RPL17 RPL18 RPL18A RPL21 RPL23A RPL24 RPL26 RPL3 RPL30 RPL31 RPL32 RPL34 RPL35A RPL36 RPL36A RPL36AL RPL38 RPL39 RPL41 RPL5 RPL6 RPL7 RPL8 RPL9 RPLP1 RPLP2 RPS12 RPS13 RPS14 RPS15 RPS18 RPS19 RPS2 RPS23 RPS24 RPS27 RPS27A RPS3 RPS3A RPS4X RPS5 RPS6 RPS8 RPS9 RSL1D1 RSL24D1 RSRC2 SAR1A SAT1 SDC2 SELENOK SELENOS SERP1 SLC40A1 SNHG32 SNHG7 SNHG8 SPTSSA SRSF10 ST13 STAR STK17A TMED2 UBE2B VAPA XBP1 YBX1 ZFAS1 FAN_OVARY_CL10_PUTATIVE_EARLY_ATRESIA_GRANULOSA_CELL https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/FAN_OVARY_CL10_PUTATIVE_EARLY_ATRESIA_GRANULOSA_CELL ACTB ACTG1 ALDOA AMH ANAPC11 ANXA6 AP2M1 AP2S1 APEX1 APOA1 APRT ARPC2 ARPC3 ARPC5 ATP5F1A ATP5F1B ATP5F1C ATP5F1E ATP5IF1 ATP5MC1 ATP5MC2 ATP5MC3 ATP5ME ATP5MF ATP5MG ATP5MJ ATP5MK ATP5PF ATP5PO AURKAIP1 BANF1 BEX1 BEX3 BEX4 BTF3L4 CALM2 CALM3 CAMTA1 CBX3 CD99 CFDP1 CFL1 CIAO2B CKB CLIC1 CLNS1A COPE COPS6 COPS9 COX4I1 COX5A COX5B COX6B1 COX7A2 COX7C COX8A CSTB CWC15 CYC1 DBI DDAH2 DDX24 DGUOK DMAC1 DNPH1 DUT DYNLL1 DYNLT1 EAPP ECH1 ECHS1 EEF1G EIF3L ELOB ERH FDXR FHL2 FSCN1 GABARAP GADD45GIP1 GAPDH GATM GNG5 GPX3 GRIK1 GSTA1 GSTA4 GSTP1 GTF2H5 H2AZ1 H3-3A HDAC2 HIGD2A HINT1 HMGB1 HMGB2 HMGN1 HMGN2 HNRNPA1 HSBP1 HSD17B1 ID3 IDH1 IFI27 LCMT1 LDHB LSM3 LSM4 LSM5 LSM7 LY6E MACROH2A1 MAGED2 MARCKSL1 MDH1 MDH2 MDK MEAF6 MGARP MGST3 MICOS10 MORF4L1 MPST MRPL16 MRPL51 MRPS21 MYL12B MYL6 MZT2A MZT2B NDFIP1 NDP NDUFA1 NDUFA11 NDUFA12 NDUFA13 NDUFA2 NDUFA3 NDUFA4 NDUFA7 NDUFAB1 NDUFB11 NDUFB2 NDUFB4 NDUFB7 NDUFB8 NDUFC1 NDUFC2 NDUFS4 NDUFS5 NDUFS6 NDUFS8 NDUFV2 NEDD8 NHP2 NME1 NME4 OST4 PARK7 PDCD5 PEBP1 PFN1 PHB1 PHF6 PHPT1 PIN1 PKM PLA2G12A PLAAT3 PLEKHJ1 PLIN3 POLR2F POLR2I POLR2L POMP PPDPF PPP1CA PPP1R14A PPP4C PRDX2 PRDX3 PRDX5 PRMT2 PRSS23 PSMA3 PSMA4 PSMA7 PSMB2 PSMB3 PSMB5 PSMB6 PSMB7 PSMC1 PSMC3 PSMD4 PTMA PTRHD1 PYURF RAN RANBP1 RBP1 RBX1 ROMO1 RPL3 RPL35 RPL36A RPS14 RPS17 RPS19 RPS25 RPS27L S100A10 S100A16 SDHC SELENOH SEM1 SERF2 SERPINE2 SF3B6 SKP1 SLC25A5 SLC25A6 SLIRP SMARCB1 SMS SNRPC SNRPD1 SNRPD2 SNRPE SNRPF SNRPG SNRPN SOX4 SPINT2 SPRR2F SRI SRP14 SRP9 SRSF9 SSBP1 ST3GAL4 STMN1 STOML2 SUMO2 TBCA TBCB TCEA3 TCEAL8 TCEAL9 TIMM13 TMA7 TMEM14A TMEM258 TMEM97 TMSB10 TMSB4X TNNI3 TPI1 TRAPPC4 TRMT112 TSPAN6 TUBA1A TUBA1B TUBB UBL5 UQCR10 UQCR11 UQCRQ UROS VDAC1 VDAC3 VPS29 YWHAE ZNF428 FAN_OVARY_CL11_MURAL_GRANULOSA_CELL https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/FAN_OVARY_CL11_MURAL_GRANULOSA_CELL ABI2 ACIN1 ACSL4 ACSM3 ACTG1 AFF4 AHSA1 AKAP9 AKIRIN1 AMH AMOTL2 ANKRD11 ANXA6 ARF4 ARHGAP18 ARIH1 ARL5B ARPC2 ATF3 ATF4 ATG101 ATP5MC2 ATXN1 AVPI1 AZIN1 BAG3 BAMBI BAZ1A BBX BCAT1 BEX1 BEX2 BEX3 BMPR2 BRD4 BUD31 C6orf62 CACYBP CAMTA1 CCN1 CCN2 CCND2 CCT2 CCT4 CCT6A CD47 CD55 CD59 CD99 CDH2 CDK6 CEBPD CELF1 CENATAC CFI CHIC2 CHORDC1 CHSY1 CITED2 CKB CKS2 CLIC1 CLK1 CMTM6 CMTM8 CNN2 COL4A1 CRHBP CRNDE CRY1 CSPP1 CSRP2 CTNNAL1 CTNNB1 CTSC DAAM1 DAPL1 DCP1A DCTN6 DCUN1D5 DDAH2 DDX17 DIPK2A DNAJA1 DNAJA4 DNAJB1 DNAJB4 DNAJB6 DNAJC7 DPP7 DPYSL3 DSE DSEL DSP DSP-AS1 DST DUSP14 EBPL EEF1B2 EIF3F EIF3L EIF5 ELK1 ELOVL5 EML5 ENAH ENC1 EPDR1 EPS8 ETF1 ETNK1 EXT1 EZH2 F3 FAM177A1 FAM204A FDFT1 FDPS FDXR FGD4 FHL2 FILIP1L FKBP4 FKBP9 FNDC3B FOSL2 FOXP1 FSCN1 FST FXR1 G0S2 GADD45G GARS1 GASK1B GATM GJA1 GMNN GNAI1 GPX3 GRB14 GREB1 GRIK1 GSTA1 GSTA4 H1-0 H3-3A HAPSTR1 HDAC2 HEY2 HIF1A HK1 HMGCR HMGCS1 HMOX1 HNRNPA1 HNRNPD HNRNPDL HOMER1 HOPX HS3ST1 HS6ST1 HSD17B1 HSDL2 HSP90AA1 HSP90AB1 HSPA1A HSPA1B HSPA4 HSPA6 HSPA8 HSPD1 HSPE1 HSPH1 HUWE1 IFI27 IFI35 IGF1R IGF2BP2 IGFBP2 IL6ST ILF3 ING3 INSR IRF4 IRS1 IRS2 ITGAV ITGB1 ITSN1 IVNS1ABP JMJD6 JPT1 KCNQ1OT1 KDM5A KHDRBS1 KIF1B KIF5B KLF6 KLHDC8A KLHL24 KPNB1 KRT18 KRT8 KTN1 LAMC1 LAPTM4B LCMT1 LEPROTL1 LGR4 LHFPL2 LIMS1 LIPH LMBR1L LPP LRAT LRRC8C LRRFIP2 LY6E MACF1 MAGED2 MAP1LC3A MAP3K13 MAP4K4 MARCHF5 MARCHF7 MARCKS MARK3 MCL1 MDK ME2 MED13L METAP2 MGARP MGST3 MIR22HG MRPL18 MRPL47 MRPS6 MSI2 MSMO1 MT-ATP6 MT-CO1 MT-CO2 MT-CO3 MT-CYB MT-ND1 MT-ND2 MT-ND4 MTMR2 MYL12A MYL12B MYO10 MYO6 NDFIP1 NDP NDUFB5 NECTIN2 NEXN NFE2L2 NOP58 NR5A2 NUP214 OCIAD2 OTUD7B P3H2 PAFAH1B3 PARP11 PAWR PDLIM1 PDLIM5 PGLS PGM1 PHACTR2 PHEX PHF6 PHLDA1 PIM1 PKN2 PLA2G12A PLAAT3 PLAT PLIN3 PLOD2 PMAIP1 PNN PNRC2 POLR2J3 POMP POR PPA1 PPARG PPFIBP1 PPHLN1 PPP1R12B PPP1R13L PPP1R15A PPP2CA PPP4R2 PRAME PRDM1 PRDX1 PRKAR2B PRSS23 PSMA3 PTGER2 PTP4A1 PTRHD1 PTTG1IP PUM1 RAB1A RAB2A RAB31 RAB5A RAB5IF RAD23B RANGAP1 RASL11B RBBP6 RBM22 RBMS1 RBP1 RDX RGS10 RHBDD2 RHEB RHOB RHOBTB3 RIMKLB RIOK3 RNF19A RPS25 RPSA RSRC2 RTN4 RYBP S100B SARAF SCD SEC31A SELENOP SEPTIN10 SERPINE2 SERPINH1 SFPQ SFRP4 SGK1 SIGLEC11 SINHCAF SLC16A1 SLC25A3 SLC25A37 SLC25A6 SLC39A8 SLC46A3 SLC5A3 SLCO3A1 SMAD3 SMS SNAPC1 SNCA SNRPN SOWAHC SOX4 SPINT2 SPRR2F SQLE SRPX SRSF11 SRSF2 SRSF3 ST3GAL4 STIP1 STK17B STRAP SUGT1 SUMO1 SYNE2 TAF1D TARS1 TAX1BP1 TBC1D4 TCAF1 TCEA3 TCEAL9 TCP1 TEAD1 TENT5A TES TGIF1 THAP9-AS1 THBS1 TIA1 TJP1 TLE3 TM7SF2 TMEM120A TMEM41A TMEM97 TMSB10 TNFRSF12A TNIP1 TNNI3 TNPO1 TOR1AIP2 TRAPPC4 TRIB2 TRIP6 TRMT112 TSHZ2 TSPAN6 TSPAN7 TUBA1A TXN2 TXNL1 TXNRD1 UBC UBE2D1 UBE2H UBE2S UBXN8 USO1 USP22 USP48 VAPA VCAN VDAC2 VIM VIT VMP1 WAC WASF1 WIPF3 WWC2 XIST YAF2 YAP1 YPEL2 YWHAG ZBTB10 ZC3H11A ZFAND2A ZFAND5 ZNF281 ZNF326 FAN_OVARY_CL12_T_LYMPHOCYTE_NK_CELL_2 https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/FAN_OVARY_CL12_T_LYMPHOCYTE_NK_CELL_2 ABRACL AKAP13 ALOX5AP ANKRD12 ANXA1 ARF6 ARHGDIA ARHGDIB ARPC1B ARPC2 ATP1B3 ATP5F1E ATP6V0E1 B2M BAZ1A BIRC3 BTG1 CALM1 CAST CCL5 CD2 CD3D CD44 CD52 CD53 CD6 CD69 CD7 CDC37 CDC42 CDC42SE2 CIB1 CLDND1 CLEC2D CORO1A COX6A1 CREM CRIP1 CST7 CXCR4 CYBA CYTIP DDIT4 DUSP2 EIF1 ELF1 EML4 EMP3 EVI2A EVI2B EZR FNBP1 FTH1 FXYD5 FYN GIMAP7 GLIPR1 GPR183 H2AZ2 HINT1 HLA-A HLA-B HLA-C HLA-E IL2RG IL32 IL7R ISCU ISG20 ITM2A JAK1 KLF6 KLRB1 KMT2E LAPTM5 LEPROTL1 LRRFIP1 LTB MALAT1 MRPS6 MSN MYL6 NDUFB8 NDUFV2 NR3C1 OAZ1 OST4 PABPC1 PAIP2 PBXIP1 PDCD4 PFN1 PGK1 PHLDA1 PKM PLIN2 PLP2 POLR2L PPP1CB PPP1R2 PPP2R5C PRRC2C PSMA7 PTPRC RAP1B RGCC RHBDD2 RHOG RORA RPL27 RPL28 RPL36AL RPLP1 RPLP2 RPS10 RPS12 RPS16 RPS21 RPS26 RPS27 RPS29 S100A11 S100A4 S100A6 SAMSN1 SARAF SELENOT SH3BGRL3 SLC3A2 SPOCK2 SRGN SRSF2 SSR4 STK17A STK4 SUB1 TAGLN2 TANK TGFB1 TMEM50A TMSB4X TNFAIP3 TPM3 TPT1 TRAC TRAM1 TRAT1 TRBC1 TRBC2 TSC22D3 TSPYL2 TUBA4A TUBB4B UBA52 UBB UBC WIPF1 YPEL5 YWHAB YWHAH ZFP36L2 FAN_OVARY_CL13_MONOCYTE_MACROPHAGE https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/FAN_OVARY_CL13_MONOCYTE_MACROPHAGE ABI1 ABL2 ABRACL ACAA1 ACOT9 ACTB ACTR2 ACTR3 ADA ADRM1 AHR AIF1 AKAP13 ALDH2 ALOX5AP ANXA1 ANXA11 ANXA2 ANXA5 AP1S2 AP2S1 ARF6 ARFGAP3 ARHGDIA ARHGDIB ARL4C ARL6IP5 ARL8B ARPC1B ARPC2 ARPC3 ARPC4 ARPC5 ARRB2 ASAH1 ATF5 ATOX1 ATP13A3 ATP1B3 ATP2B1 ATP5F1E ATP5MF ATP5MJ ATP5MK ATP6AP2 ATP6V0B ATP6V0D1 ATP6V0E1 ATP6V1B2 ATP6V1F ATP6V1H AURKAIP1 B2M B4GALT1 BASP1 BAX BAZ1A BCL2A1 BID BLOC1S1 BLOC1S2 BLVRB BNIP3L BRI3 BTG1 BZW1 C15orf48 C1QA C1orf162 CACYBP CALHM6 CALR CAP1 CAPG CAPZA1 CAPZB CARD16 CASP1 CASP4 CCR7 CD14 CD1C CD37 CD44 CD48 CD52 CD53 CD58 CD63 CD68 CD74 CD83 CD86 CDC37 CDC42 CDC42EP3 CDC42SE1 CDKN1A CEBPB CFD CFL1 CFLAR CFP CHCHD10 CHMP1B CHMP4B CIB1 CKLF CLEC10A CLEC7A CLIC1 CLIC2 CMTM6 CNPY3 COPE CORO1A CORO1C COTL1 COX17 COX5A COX6B1 COX7B COX8A CPVL CREM CRIP1 CSF2RA CST3 CSTA CSTB CTSB CTSC CTSD CTSH CTSL CTSS CTSZ CXCL16 CXCL2 CXCL8 CXCR4 CYBA CYRIA CYRIB CYTIP CYTOR DAZAP2 DBI DDX39A DNTTIP2 DOK2 DPP7 DSE DUSP1 EFHD2 EHD1 ELF1 ELOF1 EMP3 ENO1 ETS2 EVI2A EVI2B EZR FABP5 FCER1A FCER1G FCGR2A FCGR2B FCGRT FCN1 FERMT3 FGL2 FGR FKBP4 FLNA FNBP1 FNIP2 FPR3 FTH1 FTL FXYD5 G0S2 GABARAP GAPDH GLA GLIPR1 GLIPR2 GMFG GNA15 GNAI2 GNG5 GPAT3 GPR137B GPR183 GPSM3 GPX1 GPX4 GRB2 GRINA GRN GSTK1 GSTO1 H3-3A HAVCR2 HCLS1 HCST HES4 HEXB HLA-A HLA-B HLA-C HLA-DMA HLA-DMB HLA-DPA1 HLA-DPB1 HLA-DQA1 HLA-DQB1 HLA-DRA HLA-DRB1 HLA-DRB5 HM13 HMGA1 HMOX1 HSBP1 HSP90AA1 HSPA1A HSPA6 HSPB1 HSPE1 IER3 IFI30 IFNGR1 IFNGR2 IGSF6 IL10RA IL2RG IL4I1 INSIG1 IQGAP1 ISG15 ISG20 ITGB2 JAML JARID2 KYNU LACTB LAMTOR2 LAMTOR4 LAP3 LAPTM5 LCP1 LDHA LGALS1 LGALS2 LGALS3 LGALS9 LGMN LIMD2 LIMS1 LITAF LMNA LPXN LRRFIP1 LSP1 LST1 LY86 LY96 LYZ M6PR MACROH2A1 MAFB MAP2K1 MAP2K3 MAP3K8 MARCKS MBP MFSD1 MGAT1 MIR22HG MIR4435-2HG MMP9 MNDA MOB1A MPP1 MRPL18 MS4A6A MS4A7 MSN MT-CO1 MT-CO2 MTPN MYL6 MYO9B NAA50 NABP1 NAMPT NAPA NCOA4 NDUFA13 NDUFB1 NDUFV2 NEAT1 NFKB1 NFKBIA NINJ1 NOP10 NPC2 NUMB OAZ1 OLR1 OSBPL8 OSTF1 PABPC1 PCBP1 PDE4DIP PEA15 PET100 PFN1 PGK1 PGLS PHACTR1 PIM3 PKIB PKM PLAUR PLEK PLEKHB2 PLIN2 POLR2E POLR2L POMP PPIF PPP1CA PPP1R18 PPP4C PPT1 PRDX1 PRR13 PSAP PSMB3 PSMB9 PSME2 PTP4A2 PTPN1 PTPRC PTPRE PYCARD RAB10 RAB5C RAB7A RAB8A RAB8B RALA RAP1A RAP1B RBM47 RBX1 REL RGCC RGS1 RGS10 RGS2 RHOA RHOG RILPL2 RIT1 RNASE6 RNASET2 RNF13 RNF130 RNF145 RNF181 RNH1 S100A10 S100A11 S100A4 S100A6 S100A9 SAMSN1 SAT1 SDCBP SDS SEC11A SEC61B SERF2 SERPINA1 SERPINB1 SERPINB9 SFT2D1 SH3BGRL3 SLC16A3 SNAP23 SNN SNX3 SOD2 SPAG9 SPCS3 SPHK1 SPI1 SPNS1 SQSTM1 SRGN SSR4 STK4 STMP1 STX11 STX4 SYNGR2 TAGLN2 TALDO1 TANK TAOK3 TAPBP TES THEMIS2 TIMP1 TMEM123 TMEM167A TMEM273 TMEM9B TMSB4X TNFAIP8 TNFRSF1B TNFSF13B TNIP1 TPD52L2 TPM3 TPP1 TRAPPC1 TSPO TUBA1C TUBB4B TXN TXNRD1 TYMP TYROBP UBA52 UBE2L3 UBE2R2 UPP1 UQCR11 VAMP8 VASP VMO1 VPS29 VSIG4 WARS1 WAS WIPF1 WTAP YBX1 YWHAH YWHAZ ZEB2 ZFAND2A ZFYVE16 ZNF706 FAN_OVARY_CL14_MATURE_SMOOTH_MUSCLE_CELL https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/FAN_OVARY_CL14_MATURE_SMOOTH_MUSCLE_CELL A2M ACADVL ACTA2 ACTB ACTN1 ACTN4 ADAMTS1 ADI1 ADIRF ALKBH7 ANAPC16 AOC3 AP2M1 APLP2 ARID5A ARL6IP5 ARPC1A ARPC1B ARPC5 ASAH1 ATF3 ATP5F1D ATP5MC1 ATP5MC3 ATP5ME ATP5MK ATP5PD ATP6AP2 AXL BCAM BGN BRD2 BRK1 BSG BTG2 C12orf57 C4orf3 CALD1 CALM1 CALM2 CALM3 CAP1 CAPZA2 CAV1 CAV2 CAVIN1 CAVIN3 CBX6 CCDC3 CCN1 CCNI CD151 CD164 CD44 CD9 CHCHD10 CHMP5 CHURC1 CIRBP CKB CLIC4 COL18A1 COPS6 COX17 COX5B COX6A1 COX6B1 COX6C COX7A1 COX7A2 COX8A CPE CRIP1 CRIP2 CRYAB CSRP1 CSRP2 CTSD CYB5R3 CYSTM1 DBI DCTN3 DEPP1 DNAJB1 DSTN DUSP1 DUT DYNC1I2 DYNLL1 DYNLRB1 EBF1 ECH1 EFHD1 EGR1 EHD2 EID1 EIF5A ELOB EPAS1 EPS8 ESAM ESD FIS1 FKBP8 FLNA FOS FOSB FRZB FXYD1 FXYD6 GADD45B GEM GNAS GPX3 GSN GSTK1 GSTP1 GUCY1A1 HCFC1R1 HES1 HES4 HEXIM1 HIGD1B HMGB1 HMGN2 HMGN3 HSPA1B HSPA2 HSPB1 ID2 ID3 IER2 IER3 IFITM1 IFITM2 IFITM3 IGFBP5 IGFBP7 ILK INTS6 IRF1 ISCU ISG15 ISYNA1 ITGB1 JUN JUNB KANK2 KLF10 LBH LEPROT LGALS1 LGALS3BP LGI4 LHFPL6 LMOD1 MAFB MAP1B MAP3K7CL MCAM MCRIP1 MDH1 MEF2C MFAP4 MFGE8 MGP MGST3 MRPL33 MSRB3 MT-ND1 MT-ND3 MT-ND4L MT-ND5 MT1E MT2A MTHFD2 MYADM MYH11 MYL6 MYL9 MYLK NDN NDRG2 NDUFA1 NDUFA13 NDUFA3 NDUFA4 NDUFA4L2 NDUFA5 NDUFB1 NDUFB10 NDUFB7 NENF NET1 NME3 NOTCH3 NR2F2 NTRK2 NUCKS1 NUDT4 OAZ2 OST4 PALLD PARK7 PDK4 PDLIM1 PDLIM7 PEBP1 PFN1 PGF PHLDA2 PHPT1 PIN1 PKIG PLAC9 PLK2 PLN PLP2 PLS3 PPDPF PPP1R12A PPP1R14A PPP1R15A PSME1 PTK2 PTMA PTMS PTN PTP4A3 RAB11B RAB13 RAB2A RABAC1 RAC1 RASD1 RASL12 RCAN2 REEP5 RERG RERGL RGS16 RGS5 RHOA RHOB RHOC RNH1 ROCK1 ROMO1 RSRP1 RSU1 S100A11 S100A4 S100A6 SDHD SELENOM SELENOW SEPTIN2 SEPTIN4 SEPTIN7 SERF2 SERPING1 SERPINI1 SH3BGRL SLIRP SOCS3 SOD3 SORBS2 SPARC SPARCL1 SPCS1 SRSF7 SYPL1 TAF7 TAGLN TBCB TBX2-AS1 TGFB1I1 TIMP3 TINAGL1 TMEM14C TMEM230 TOMM7 TPM1 TPM2 TPM4 TPPP3 TSC22D1 TSC22D3 TSPO TUBA1A TXNIP UBA2 UBB UBL5 UGP2 UQCR11 UQCRB UQCRQ VAMP2 VKORC1 WASF2 WDR1 YWHAH YWHAQ ZFP36 ZFP36L1 FAN_OVARY_CL15_SMALL_ANTRAL_FOLLICLE_GRANULOSA_CELL https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/FAN_OVARY_CL15_SMALL_ANTRAL_FOLLICLE_GRANULOSA_CELL ACADM ACIN1 ACP1 ACSL3 ACSL4 ACSM3 ACTB ACTG1 ACTR3 ADIPOR2 ADNP AFF4 AHSA1 AJUBA AK6 AKAP9 AKIRIN1 AKIRIN2 AMH AMHR2 AMOTL2 ANKH ANKRD10 ANXA6 APOA1 ARF4 ARF5 ARHGAP18 ARID4A ARID4B ARIH1 ARL4D ARL5B ARL6IP1 ARPC2 ARPC5 ARPC5L ASXL1 ATF3 ATF7IP2 ATG101 ATG3 ATP1A1 ATP1B1 ATP5F1B ATP5F1C ATP5IF1 ATP5MC2 ATP5MG ATP5MJ ATP5PF AZIN1 B3GNT2 BAG3 BAMBI BANF1 BCAR3 BCAT1 BCL2L12 BEX1 BEX3 BEX5 BUD23 BUD31 BZW1 C1orf52 C4orf48 C6orf62 CACYBP CALM2 CAMTA1 CBX3 CCDC34 CCDC47 CCN1 CCN2 CCND2 CCNL1 CCT2 CCT4 CCT5 CCT6A CD164 CD47 CD55 CD59 CD83 CDH2 CDH3 CDK6 CDKN2AIP CENATAC CFAP20 CFI CHIC2 CHL1 CHORDC1 CHRM3 CHSY1 CHTOP CITED2 CKAP2 CKB CKS2 CLIC1 CLK1 CMTM8 CNN3 COMT COPS5 COX7B COX7C CPSF6 CRNDE CSPP1 CSRNP1 CSRP2 CTNNAL1 CTNNB1 CTNND1 CTSV CYCS CYRIB DAAM1 DBI DCTN6 DCUN1D5 DDX5 DDX52 DEDD2 DIPK2A DMAC1 DNAJA1 DNAJA4 DNAJB1 DNAJB11 DNAJB4 DNAJB6 DNPH1 DPM1 DSEL DSP DSP-AS1 DUOX1 DUSP14 DYNLL1 DYNLT1 DYNLT2B EBPL EEF1B2 EFNB2 EGR3 EGR4 EIF1AD EIF4A1 EIF4G2 EIF5 ELOB EML5 EMX2 ENC1 EPDR1 ERG28 ERH ETF1 ETNK1 EWSR1 EXT1 EZH2 EZR F3 FAM210A FBXO32 FDFT1 FDXR FGD4 FHOD3 FILIP1L FKBP3 FNDC3B FOSL2 FRMD4B FSCN1 FUBP1 FUBP3 FXR1 G0S2 G3BP2 G6PD GADD45A GADD45B GADD45G GATA4 GATA6 GATM GHITM GJA1 GMNN GNAI1 GNAI3 GNL1 GOLPH3 GPAT3 GPR89B GRB14 GRIK1 GSTA1 H2AX H2AZ1 H4C3 HAPSTR1 HDAC2 HERC2 HES1 HEY2 HIF1A HIGD1A HIKESHI HK1 HMGB3 HMGCR HMGCS1 HNRNPA1 HNRNPA1L2 HNRNPA2B1 HNRNPC HNRNPDL HNRNPH1 HNRNPK HNRNPM HOMER1 HOPX HSBP1 HSD17B1 HSP90AA1 HSP90AB1 HSP90B1 HSPA14 HSPA1A HSPA1B HSPA4 HSPA6 HSPA8 HSPD1 HSPE1 HSPH1 HUWE1 ID3 ID4 IDI1 IER2 IFI27L1 IFNGR2 IFRD1 IFT25 IGF2BP2 ING1 ING3 INHA INHBB IP6K2 IQCG IRS1 IST1 ISYNA1 ITFG1 ITGA6 ITGAV IVNS1ABP JMJD6 JPT1 KDM5A KHDC4 KIF1B KLF10 KLF6 KLHDC8B KPNA2 KPNA3 KRT18 KRT8 KTN1 LAPTM4A LAPTM4B LATS2 LCMT1 LEPROTL1 LGR4 LIPH LMBR1L LPL LRAT LRRC8C LSM5 LSM7 LSR LUC7L LUC7L3 LY6E MACROH2A2 MAFF MAGED1 MAGED2 MAGOH MAOA MAP3K13 MAP4K4 MAPRE1 MARCHF5 MARCHF6 MARCHF7 MARCKSL1 MARK3 MATCAP2 MBIP MCL1 ME2 MED13L MED6 MEST METAP2 METTL21A MFAP2 MGARP MGST3 MICOS10 MIDEAS MIDN MIF MIR202HG MIR22HG MLF2 MOAP1 MOSPD1 MPC2 MRPL18 MRPL47 MRPS18C MSH6 MT-CO1 MT-CO2 MT-CO3 MT-ND3 MT-ND4L MTCH1 MTMR14 MTMR2 MTRF1L MYL12A MYL12B MYL6 MYLIP MYO10 MYO1B NACA2 NAV2 NBEAL1 NCKAP5L NDFIP1 NDUFA1 NDUFA4 NDUFA7 NDUFB6 NDUFB9 NDUFS4 NDUFS5 NECTIN2 NET1 NFE2L2 NME2 NME4 NOP58 NR4A1 NR5A2 NRIP1 NUFIP2 NXF1 ODR4 OLA1 OSER1 OSGIN2 P3H2 PABPN1 PAFAH1B3 PAIP1 PCBP1 PCBP2 PDLIM5 PDRG1 PDZRN3 PFDN4 PFN1 PGM1 PGM2 PHEX PHF6 PHLDA1 PHPT1 PIP5K1A PLA2G12A PLAAT3 PLAT PLIN3 PMAIP1 PNN PNRC2 POMP POR PPA1 PPHLN1 PPM1B PPM1D PPP1R12B PPP1R13L PPP1R14A PPP1R15A PPP1R15B PPP2CA PPP4C PRAME PRDM1 PRDX2 PRDX3 PRKAR2B PRMT1 PRPF38B PRPF40A PRR14 PSMA3 PSMA4 PSMB7 PSMD12 PSMD14 PSPC1 PTGER2 PTOV1 PTP4A1 PTRHD1 PTS PTTG1 PUM1 RAB2A RAB5A RAB5IF RABGGTB RAD23B RALB RANBP1 RANGAP1 RASL11B RBBP6 RBBP7 RBM22 RBM25 RBM39 RBM7 RBM8A RBMS1 RBP1 RCHY1 RCN2 REEP6 REV3L RHEB RHOB RIMKLB RIN2 RIOK3 RNF19A RNMT RPAIN RPL17 RPL27A RPL37A RPL39 RPRD1A RPS25 RPS26 RRN3 RSRC2 RUNX1 RYBP S100A10 SARAF SARNP SAT2 SCD SCG5 SCYL2 SDE2 SEC14L1 SEC61G SEH1L SEM1 SERPINE2 SERPINH1 SERTAD1 SERTAD3 SF3B6 SFPQ SGK1 SINHCAF SKIL SKP1 SLC12A2 SLC16A1 SLC25A3 SLC25A33 SLC25A5 SLC39A8 SLCO3A1 SLU7 SMARCA1 SMARCD3 SMNDC1 SMS SNAPC1 SNHG15 SNRPA1 SNRPB SNRPE SNRPF SNRPG SNRPN SOWAHC SOX4 SPATA5L1 SPINT2 SQLE SRI SRP9 SRPX SRSF10 SRSF2 SRSF3 SRSF9 ST3GAL4 STIP1 STK17B STMN1 STRAP SUB1 SUMO1 SYNE2 TAB2 TAF1D TARS1 TAX1BP1 TBC1D23 TBCA TCEA3 TCEAL2 TCEAL9 TCP1 TEAD1 TFG THAP9-AS1 THBS1 THUMPD3-AS1 TIMM17A TIMM23 TJP1 TMEM106C TMEM126A TMEM14A TMEM176B TMEM41A TMEM41B TMEM60 TMEM97 TMSB10 TNNI3 TNPO3 TOB1 TOP1 TOR1AIP2 TPD52 TPI1 TPM3 TPR TPRKB TRA2A TRA2B TRMT112 TSC22D2 TSPAN7 TUBB2A TUFT1 TWSG1 TXN2 TXNDC12 TXNDC17 TXNL1 TXNRD1 U2AF1 U2SURP UBALD1 UBC UBE2A UBE2C UBE2D1 UBE2D3 UBE2N UBL5 UBXN8 UQCC2 UQCRH UQCRHL USP16 USP48 USP9X USPL1 VAPA VDAC2 VPS29 WAC WASF1 WASF3 WEE1 WIPF3 WSB1 WT1 YAF2 YAP1 YBX3 YME1L1 YTHDC1 YWHAB YWHAE YWHAH ZBTB10 ZC3H15 ZC3HAV1 ZCCHC10 ZFAND2A ZFAND5 ZFAND6 ZNF275 ZNF326 ZNF428 ZNF593 ZNF711 ZNF814 ZNG1B FAN_OVARY_CL16_LYMPHATIC_ENDOTHELIAL_CELL https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/FAN_OVARY_CL16_LYMPHATIC_ENDOTHELIAL_CELL A2M ABI3BP ACTR2 ADCY4 ADD3 ADM AKAP12 ALDH1A1 ANGPT2 ANXA2 ANXA5 APLP2 APOD APP ARHGAP29 ARL2 ARL4A ARL6IP1 ARPC1B ATP5F1E ATP6AP2 ATRAID B2M BCAP29 BCAP31 C6orf141 CALCRL CALM1 CAVIN1 CAVIN2 CCL21 CCN1 CCND1 CD151 CD59 CD63 CD9 CDH5 CEBPD CFI CLDN5 CLEC14A CLU CNTNAP3B COMT CRBN CRIP2 CTHRC1 CTSD CTSL CYB5R3 DAD1 DDX17 DDX5 DEGS1 DEPP1 DIPK2B DNAJC11 DOCK5 DONSON DUSP1 DUSP6 EFEMP1 EFNA1 EGFL7 ELK3 ENG EPSTI1 EXOC1 FABP4 FABP5 FCGRT FDPS FKBP1A FLT4 FN1 FOS FOSB FSCN1 FXYD5 FXYD6 GADD45B GFUS GIMAP4 GIMAP7 GJA1 GMFG GNAS GNG11 GRN GUK1 GYPC H1-0 HEXB HLA-A HLA-B HLA-C HLA-E HMGN3 HSPB1 HYAL2 IER2 IFITM3 IGFBP4 IGFBP7 IL6ST ITM2B JUN JUNB KCTD12 KLF10 KLF4 KLF6 KRTCAP2 LAMA4 LAMP1 LAMP2 LAPTM5 LDB2 LEPROT LGALS3 LIMS1 LMAN2 LOX LRPAP1 MALAT1 MAN1A1 MAP1B MARCKS MFAP2 MGST2 MMP2 MMRN1 MT-CO1 MT-CYB MT-ND4L MT-ND5 MTUS1 MYCT1 MYL12A MYL12B N4BP2L2 NDUFS7 NEAT1 NFIA NFIB NKTR NNMT NORAD NPC2 NR2F2 NRP2 NTAN1 NTS NUCB1 OCIAD1 ODF2L OS9 PDPN PECAM1 PET100 PFN1 PIM3 POLR2L PPFIBP1 PPIC PPP1R2 PRCP PROCR PROX1 PRSS23 PRXL2A PSAP PTMS PTPRE PTX3 RAB11A RAMP2 RASGRP3 REEP3 REEP5 REXO2 RHOC RSRP1 RTN4 S100A10 S100A16 S100A6 SBDS SCN3B SDF4 SELENOP SERPING1 SH3BGRL3 SHC1 SLC38A1 SMAD1 SMTN SNX2 SPSB3 SPTBN1 STMN1 STOM SYPL1 TCF4 TFF3 TFPI TGFBR2 TIE1 TIMP3 TM4SF1 TM4SF18 TMBIM6 TMEM123 TMEM255B TMEM50A TMEM59 TNFSF10 TPM3 TRAPPC1 TSPAN4 TSPAN5 TSPO TUBA1A TXNIP UGP2 VGLL4 VWF WFS1 XIST YWHAH ZFYVE21 FAN_OVARY_CL17_PUTATIVE_APOPTOTIC_SMOOTH_MUSCLE_CELL https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/FAN_OVARY_CL17_PUTATIVE_APOPTOTIC_SMOOTH_MUSCLE_CELL A2M ACTA2 ACTN1 ADAMTS1 ADAMTS4 ADIRF AHSA1 AKAP12 AKAP13 AOPEP ARID5A ARID5B ATF3 ATF4 ATG101 ATP1B3 AXL BAG1 BAG3 BCAM BGN C11orf96 CACYBP CALM1 CALM2 CALR CAV1 CCDC3 CCNI CCT3 CCT5 CCT6A CD151 CD44 CD59 CD63 CD9 CDKN1A CHD1 CLIC4 CNN1 COL18A1 COL4A1 COQ10B CPE CREM CRISPLD2 CRY1 CRYAB CSRNP1 CSRP1 CSRP2 CTSL CYCS CYSTM1 CYTOR DDX21 DEGS1 DNAJB1 DNAJB6 DNAJB9 DNTTIP2 DSTN DUSP14 EDNRA EEF2 EFHD1 EIF1 EIF2S1 EIF4A1 EIF4A3 EIF4E EIF5 EMP2 EPAS1 ETS2 FAU FGFR1 FKBP4 FRZB FXYD1 FXYD6 GABARAPL1 GADD45B GEM GJA4 GLA GNL2 GNL3 GPX3 H2AJ H2AZ1 H3-3B HES4 HIPK2 HNRNPA2B1 HNRNPF HNRNPH1 HNRNPM HSP90AA1 HSP90AB1 HSPA1A HSPA2 HSPA8 HSPA9 HSPB1 HSPB8 HSPD1 HSPE1 IER3 IFITM3 IGFBP7 ILF2 IQCG ISG15 ISYNA1 KCTD20 KDM6B LBH LDHA LGALS1 LIMS1 LITAF LMNA LRCH3 MAFF MALAT1 MAP1B MAP1LC3A MAP2K3 MAP3K7CL MAT2A MFGE8 MIR22HG MIR4435-2HG MRPL18 MRPL32 MRPS6 MRTO4 MSN MT-ND1 MT-ND2 MT1A MT2A MTHFD2 MYH11 MYL6 MYL9 MYLK NAA50 NDRG2 NDUFA4L2 NEAT1 NOP16 NR1H2 NR4A1 NR4A3 NUDC NUDT4 OAT OAZ2 OPA3 PDGFRB PDK4 PDLIM5 PEA15 PGF PHLDA1 PHLDA2 PITPNB PKIG PLEKHA4 PLEKHO1 PNO1 PNRC1 PRDX1 PRKAR1A PTGES3 PTN PTP4A3 RAD23A RAN RASSF1 RGS5 ROCK1 RPF2 RPL36AL RRS1 SBDS SELENOK SELENOM SELENOS SERPINH1 SFPQ SLC25A3 SLC25A5 SLC3A2 SOD1 SOD3 SQSTM1 SRRM2 STAT3 STIP1 STOM TAF7 TAGLN TCP1 TIMP3 TINAGL1 TM4SF1 TMEM165 TNFRSF12A TNFRSF1A TPM1 TPM2 TSC22D1 TSSC4 TUBA1B TUBA1C TUBB4B UBA2 UBE2D3 UBE2S VASN WDR43 XBP1 YBX1 YBX3 ZBTB38 ZFHX3 ZNF331 FAN_OVARY_CL18_B_LYMPHOCYTE https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/FAN_OVARY_CL18_B_LYMPHOCYTE ACSL3 ACTN4 ACTR2 ADRM1 AKAP13 AKIRIN1 AKIRIN2 ALG13 ALG2 ALKBH5 ALOX5AP ANKRD11 ANKRD12 ANP32A ANXA11 AP3S1 APRT ARF6 ARFGAP3 ARHGDIA ARHGDIB ARID5A ARL6IP5 ARPC1B ARPC2 ARPC3 ARPC4 ARPC5L ASF1A ATF5 ATP1B3 ATP5F1E ATP6V0B ATP6V0D1 ATP6V0E1 ATP6V1B2 B2M B4GALT1 BAZ1A BID BIRC3 BLOC1S2 BRD4 BZW1 C12orf75 CACYBP CALR CAP1 CAPG CAPZA1 CBX6 CCDC12 CCDC50 CCR7 CD2BP2 CD37 CD4 CD44 CD53 CD68 CD74 CD79A CD83 CDC37 CDC42SE2 CDK2AP2 CFLAR CHCHD10 CHCHD2 CHORDC1 CLEC2D CLECL1P CLIC3 CMSS1 CMTM6 CMTM7 CNPY3 COPB1 COPE CORO1A CORO1C COX4I1 COX5A COX6A1 CREM CRIP1 CST3 CTSB CTSC CTSS CTSZ CXCR4 CYB561A3 CYBA CYRIB CYTIP DBI DDB1 DDX21 DDX24 DDX39A DDX5 DEDD2 DERL3 DHRS7 DLD DNAJA1 DNAJB11 DNASE1L3 EEF1B2 EGLN3 EIF5A EIF6 ELF1 ELOA ELOF1 EMC3 EMP3 ENSA ERP29 ETF1 EVI2B EZR FABP5 FAU FCER1G FERMT3 FKBP2 FKBP4 FMNL1 FTH1 FTL FXYD5 FYTTD1 G3BP2 GABARAPL2 GGA2 GLIPR1 GNA13 GNA15 GNG5 GOLT1B GPR183 GPR65 GPSM3 GPX1 GRB2 GRN GRSF1 GTF2B GTF3A GUK1 GZMB H1-2 H2AZ2 HCLS1 HCST HERPUD1 HES4 HEXB HINT1 HLA-A HLA-B HLA-C HLA-DMA HLA-DMB HLA-DPA1 HLA-DPB1 HLA-DQA1 HLA-DQB1 HLA-DRA HLA-DRB1 HLA-DRB5 HM13 HSP90AA1 HSP90B1 HSPA1A HSPA1B HSPA4 HSPA8 HSPD1 HSPE1 HSPH1 HVCN1 IDS IFNGR1 IGKC IK IL2RG IL3RA IL4I1 IRF4 IRF7 IRF8 ISCA1 ISCU ISG20 ITM2C JAML JCHAIN JTB KMT2E KPNA2 LAGE3 LAPTM5 LCP1 LDLRAD4 LGMN LILRA4 LILRB4 LIMD2 LITAF LLPH LPXN LRRFIP1 LSM1 LSP1 LTB M6PR MAD1L1 MALT1 MANF MAP1A MAP2K3 MBP MGAT2 MIR155HG MKNK2 MOB1A MOB4 MRPL18 MRPL47 MRPS6 MS4A6A MTDH MYBL2 MZB1 N4BP2L1 NAA50 NCF1 NDUFV2 NFKB1 NFKB2 NINJ1 NOP10 NOP56 NOP58 NOPCHAP1 NPC2 NR3C1 NUDC OFD1 OPN3 P2RY6 P4HB PABPC1 PAG1 PAK1 PARK7 PAXX PFN1 PGK1 PHACTR1 PHF20L1 PIM3 PKM PLAC8 PLD4 PLEK PLP2 PMAIP1 PMEPA1 POLB POLE3 POLR2J3 PPM1G PPP1CA PPP1CB PPP1R14B PPP1R2 PRDX1 PRR13 PSENEN PSMA5 PSMB3 PSMB4 PSMC2 PSMD14 PTCRA PTGDS PTP4A2 PTPN1 PTPN2 RAB5C RAB8A RALA RAN RANBP2 RAP1A RBM3 RBM42 RBM5 RBX1 REL RELB REPIN1 RGS2 RHOA RHOF RHOG RILPL2 RNASET2 RNF130 RNF145 RNF149 RPL27 RPL28 RPL37 RPLP2 RPN2 RPS10 RPS11 RPS12 RPS26 RPS28 RPS29 RRBP1 RTF2 RUBCN SAR1B SARAF SAT1 SCT SEC11C SEC13 SEC61A1 SEC61B SEC61G SELENOS SELENOT SELL SEPTIN6 SERP1 SERPINB9 SF1 SH2B3 SH3BGRL3 SH3BP5 SH3TC1 SIDT1 SIVA1 SLC15A4 SLC3A2 SLC7A11 SLC7A5 SMC4 SMIM14 SNF8 SNRPG SPCS1 SPCS3 SPIB SPON2 SQSTM1 SRGN SRSF2 SRSF3 SRSF7 SSR3 SSR4 STK4 SUB1 SUPT4H1 SUPT5H SYNGR2 TACC1 TAGLN2 TALDO1 TAPBP TCF25 TCF4 TES TGFB1 TGFBR1 THEMIS2 TM9SF2 TMEM243 TMEM248 TNFRSF21 TNIP1 TOMM20 TOP1 TOX4 TPM3 TPT1 TRA2B TRAF4 TRIB1 TSPAN13 TUBA4A TUBB4B TUBB6 TXN TXNL4A TXNRD1 TYMP TYROBP UBA52 UBE2A UBE2L3 UCP2 UGCG UQCR11 USP8 VAMP8 VCP VDAC3 YPEL5 YTHDF2 YWHAZ ZC3HAV1 ZNF706 FAN_OVARY_CL1_GPRC5A_TNFRS12A_HIGH_SELECTABLE_FOLLICLE_STROMAL_CELL https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/FAN_OVARY_CL1_GPRC5A_TNFRS12A_HIGH_SELECTABLE_FOLLICLE_STROMAL_CELL ACTG1 AEBP1 AHSA1 AK6 AKAP12 AKIRIN1 AMD1 ANKRD28 ANXA5 APP ARF4 ARID5B ATF1 ATF4 ATG101 ATP1A1 ATP1B1 ATP6V0D1 AXL BAG2 BAG3 BRIX1 BST2 BTG3 BZW1 C11orf96 C1QBP C1R C1S C7 CACYBP CALD1 CAMLG CAV1 CAV2 CAVIN1 CCDC47 CCDC80 CCNI CCT2 CCT3 CCT4 CCT5 CCT6A CD55 CD63 CEBPZ CFD CFH CHD1 CHMP2B CHMP4B CLTB CNBP CNN3 COL18A1 COL1A1 COL1A2 COL6A1 COL6A2 COLEC11 COPS3 COQ10B CPE CRY1 CSNK1A1 CTNNAL1 CTSF CTSL CYCS CYTOR DCAF13 DCN DDX21 DDX5 DEGS1 DHX15 DHX9 DIMT1 DIRAS3 DKC1 DNAJA1 DNAJA2 DNAJB6 DNAJC2 DSE DUSP14 EEF1A1 EEF2 EFEMP1 EIF1AX EIF1B EIF3A EIF3E EIF3H EIF3I EIF3J EIF4A1 EIF4A3 EIF4E EIF4G2 EIF4H EIF5 EIF5B ELOC EMP1 EMP2 ENO1 EPS8 ERRFI1 ETF1 EWSR1 FBL FGD4 FGF7 FGFR1 FHL2 FILIP1L FKBP4 FUBP1 FUNDC2 G3BP1 GADD45A GCLM GEM GLA GLIS3 GLRX GNL1 GNL3 GOLGA4 GPATCH4 GPC3 GPRC5A GRPEL1 GSN GSPT1 GSTM3 GTPBP4 H2AX H2AZ1 HNRNPA0 HNRNPA1 HNRNPA2B1 HNRNPA3 HNRNPAB HNRNPC HNRNPDL HNRNPF HNRNPH1 HNRNPH3 HNRNPK HNRNPM HNRNPU HSP90AA1 HSP90AB1 HSPA8 HSPA9 HSPD1 HSPE1 HSPH1 IARS1 IFI16 IGFBP5 ILF2 IMPDH2 IQCG JMJD1C KDM6B KIF5B KLF4 KPNA2 KRT19 LAMA4 LDHA LGALS3 LHFPL6 LITAF LMNA LRRC59 LRRFIP2 LTBP4 LUM LUZP1 MAFF MAP1B MAP1LC3B MAP2K3 MAP4K5 MAPRE1 MARCHF3 MARCHF5 MAT2A MEG3 MFAP4 MGAT1 MLF1 MMP2 MORF4L2 MRFAP1 MRPL32 MRTO4 MTDH MTHFD2 MYADM MYC NAA15 NAA20 NAA50 NACA NAP1L1 NASP NBL1 NCL NFIA NGDN NIFK NME1 NOLC1 NOP16 NOP53 NOP56 NPM1 NUDT4 NXF1 NXT1 OAT OGN OSER1 PA2G4 PABPC1 PALLD PAWR PDLIM3 PEA15 PEG10 PHLDA1 PLOD2 PLSCR1 PLTP PNO1 PNPLA8 PNRC1 PNRC2 PPIL4 PPP1R15A PPP2CA PPP2CB PPP2R2A PPP4R2 PRDX1 PRNP PRPF38B PSMC4 PSMD12 PSMG1 QSOX1 RAB7A RACK1 RAN RARRES2 RB1CC1 RBBP6 RBM25 RBM7 RHEB RHOBTB3 RNF10 RNF139 RNF149 RNPS1 RPL10 RPL10A RPL13A RPL14 RPL18 RPL24 RPL4 RPL5 RPL7A RPL7L1 RPL8 RPL9 RPLP0 RPS5 RPS9 RPSA RRS1 RSL1D1 RTN4 SAFB SAFB2 SAP18 SARS1 SBDS SDC2 SELENOM SERBP1 SERPINF1 SERPING1 SERTAD1 SF1 SFPQ SGCE SGK1 SLC1A5 SLC38A2 SLC3A2 SMARCA5 SNHG15 SNHG32 SNRPB SNU13 SPART SPSB1 SPTSSA SQSTM1 SRP19 SRRM2 SSB ST13 STAR STAT3 STIP1 STK17A STRAP SYNCRIP TARDBP TBC1D15 TCEAL1 TCF21 TCP1 TENT5A TFAM TIMP1 TMED5 TMEM165 TMEM176B TMEM70 TMEM87A TNFRSF12A TNFRSF1A TOMM40 TOP1 TPT1 TRIR TRMT10C TSPAN5 TSPYL1 TUBA1A TUBA1C TUBB4B TUBB6 TXNL1 TXNRD1 UAP1 UBA2 UBAP1 UBB UBC UBE2A UBE2D1 UBE2D3 UBE2N UBL3 UGDH UTP11 VAPA VIM WDR1 WDR43 WDR74 WTAP XBP1 XRCC6 YBX1 YBX3 YTHDF2 YWHAG ZNF207 FAN_OVARY_CL2_PUTATIVE_EARLY_ATRETIC_FOLLICLE_THECAL_CELL_1 https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/FAN_OVARY_CL2_PUTATIVE_EARLY_ATRETIC_FOLLICLE_THECAL_CELL_1 APOE BEX3 BST2 C12orf57 C1R C1S C7 CALD1 CEBPD CIRBP COL1A1 COL1A2 COL6A1 COL6A2 COMMD6 COX6C CYB5A DCN DDIT4 DUSP1 EGR1 FOS FOSB GSTM3 H3-3B HES1 HMGN2 HMGN3 HSPA1B ID2 IFITM3 IGFBP5 ITM2B JUN JUNB LAPTM4A LGALS1 LUM MDK MFAP4 N4BP2L2 NBEAL1 NBL1 NUCKS1 OGN OST4 PDK4 PEBP1 PFDN5 RARRES2 RPL11 RPL12 RPL17 RPL21 RPL23A RPL24 RPL26 RPL30 RPL31 RPL32 RPL34 RPL35A RPL36 RPL36A RPL37 RPL38 RPL39 RPL41 RPL7 RPLP1 RPS13 RPS15 RPS15A RPS18 RPS20 RPS23 RPS24 RPS27 RPS8 S100A6 SELENOM SELENOP SEPTIN7 SERPINF1 SERPING1 SNHG32 SNRPD2 ST13 TCEAL4 TCEAL9 TIMP2 TMA7 TMEM258 TOMM7 TPM2 UQCRB ZFP36 ZFP36L1 FAN_OVARY_CL3_MATURE_CUMULUS_GRANULOSA_CELL_1 https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/FAN_OVARY_CL3_MATURE_CUMULUS_GRANULOSA_CELL_1 ABCA8 ABLIM1 ACSL4 ACSM3 ACTG1 AKAP9 AMH ANXA6 APOA1 ARPC2 ATP5IF1 ATP5MC2 ATP5ME ATP5MF ATP5MJ ATP5PF ATRX AVPI1 BAMBI BAX BBLN BEX1 BEX3 BEX4 BMPR2 BTF3L4 C4orf48 CAMTA1 CBX3 CCND2 CD47 CD99 CDH2 CFI CKB CLDN11 CLIC1 CLNS1A CMTM6 CNOT7 COL4A1 COL4A2 COX5B COX6B1 COX7C CST3 DAAM1 DAG1 DAPL1 DBI DDAH2 DDX17 DMAC1 DONSON DPP7 DPYSL3 DSP DST EIF4G1 ELK1 ELOB EML5 ENAH EPDR1 EPHX1 FAM204A FAM78A FHL2 FKBP9 FLNA FSCN1 FST GABPB1-AS1 GASK1B GATM GJA1 GPX3 GRB14 GREB1 GRIK1 GSTA1 GSTA4 GSTP1 GTF2H5 GTF2I H1-0 H3-3A HACD3 HDAC2 HIF1A HIGD2A HMGN1 HNRNPD HOPX HS3ST1 HS6ST1 HSBP1 HSD17B1 HSPG2 HTRA1 HUWE1 ID3 IDH1 IFI27 IFI35 IGFBP2 IGFBP7 INSR IRF4 ITGB1 IVNS1ABP KCNQ1OT1 KIDINS220 KTN1 LAPTM4B LCMT1 LGALS3BP LMBR1L LPP LSM5 LSM7 LUC7L3 LY6E MAGED2 MALAT1 MAOB MAP4K4 MARCKS MARCKSL1 MDK MEX3B MFAP2 MGST3 MPST MRPS21 MSI2 MT-ATP6 MT-CO1 MT-CO2 MT-CO3 MT-CYB MT-ND1 MT-ND2 MT-ND3 MT-ND4 MT-ND4L MT-ND5 MYH9 MYL6 MZT2B NDFIP1 NDP NDUFA13 NDUFA3 NDUFB5 NDUFB7 NDUFC2 NDUFS4 NDUFS5 NEDD8 NKTR NME4 NONO NSG1 NUP214 OCIAD2 OSBPL1A PABPN1 PCBP2 PEG3 PET100 PHF6 PHPT1 PLA2G12A PLAAT3 PLD3 PLEKHJ1 PLP1 POLR2I PPDPF PPFIBP1 PPHLN1 PPP1R12B PPP1R14A PRDX2 PRDX3 PRDX4 PRKAR2B PRR15 PRSS23 PTRHD1 PTTG1IP RBP1 RCN2 RHOB RNF7 RPAIN RPS25 S100B SCD SEC31A SELENOH SELENOP SEMA6D SERPINE2 SFRP4 SIGLEC11 SLC16A1 SLC5A3 SMS SNRPD2 SNRPN SOWAHC SOX4 SPINT2 SPRR2F SRI SRP9 ST3GAL4 STMN1 STMP1 SYNE2 TBC1D4 TBCA TCEA3 THBS1 TIMM13 TM7SF2 TMEM123 TMEM258 TMEM97 TMEM98 TMSB10 TMSB4X TNNI3 TRAPPC4 TSHZ2 TSPAN6 TSPAN7 TTC3 TUBB UQCR10 UQCR11 UQCRQ USO1 VCAN VIT VPS35 WASF1 WIPF3 XIST YAP1 ZFP36L2 ZNF428 FAN_OVARY_CL4_T_LYMPHOCYTE_NK_CELL_1 https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/FAN_OVARY_CL4_T_LYMPHOCYTE_NK_CELL_1 ADGRE5 ADRM1 AKAP13 AKNA ALOX5AP ANXA1 ANXA11 APMAP APOBEC3G ARF6 ARHGDIA ARHGDIB ARID4B ARID5A ARL6IP5 ARPC1B ARPC2 ARPC3 ATP1B3 ATP5F1B ATP5F1E ATP6V0E1 AURKAIP1 B2M BIRC3 BTG1 BUB3 BZW1 C12orf75 C9orf78 CALM1 CALR CAP1 CAPZA1 CCL4 CCL5 CD2 CD247 CD37 CD3D CD3E CD44 CD52 CD53 CD69 CD7 CDC37 CDC42 CDC42SE1 CDC42SE2 CFL1 CHCHD2 CHST12 CIB1 CLEC2D CLIC1 CORO1A COTL1 COX6A1 CREM CRIP1 CST7 CTSW CXCR4 CYBA CYTIP DAZAP2 DBI DDIT4 DDX24 DOK2 DUSP2 DYNLL1 EIF1 EIF5A ELF1 EMP3 ENO1 ENSA EZR FAM177A1 FGFR1OP2 FLNA FNBP1 FTH1 FXYD5 FYN GAPDH GIMAP7 GNG2 GNLY GSPT1 GUK1 GZMA GZMB GZMH GZMK GZMM H2AZ2 HCST HINT1 HLA-A HLA-B HLA-C HLA-DPB1 HLA-DQB1 HLA-DRB1 HLA-E HMGB2 HOPX HSP90AA1 HSPA1A HSPA8 ID2 IDI1 IFITM1 IFITM2 IL2RG IL32 IRF1 ISCU ISG15 ISG20 ITGB2 ITM2A JAK1 JPT1 JTB KLF6 KLRB1 KLRD1 KMT2E LAPTM5 LCP1 LDHA LEPROTL1 LIMD2 LITAF LRRFIP1 LSP1 MANF MCL1 MRPS6 MSN MYL6 NAA50 NDUFA6 NDUFB8 NKG7 NOP10 OASL OAZ1 PABPC1 PAIP2 PDCD4 PFN1 PGAM1 PGK1 PIK3R1 PKM PLAAT4 PLP2 POLR2L PPP1CA PPP2R5C PPP4C PRF1 PRPF38B PRR13 PRRC2C PSMA7 PSMB9 PSME1 PSME2 PTMA PTPRC RAB5C RAB5IF RABAC1 RAN RAP1B RBM8A RGCC RHOA RPL28 RPS26 RPS29 RUNX3 S100A10 S100A11 S100A4 S100A6 S1PR4 SAMSN1 SARAF SELENOT SF3B2 SH2D2A SH3BGRL3 SLC3A2 SNRPB SNU13 SOD1 SPOCK2 SRGN SRSF2 SRSF7 SSR4 STK4 SUB1 SUPT4H1 SURF4 SYAP1 TAGLN2 TAP1 TCF25 TERF2IP TGFB1 TMA7 TMBIM6 TMEM50A TMSB4X TNFRSF1B TPM3 TRAC TRAM1 TRBC1 TRBC2 TRGC2 TRIR TSC22D3 TUBA1A TUBA1B TUBA4A TUBB4B UBA52 UBB UBC UBE2A UBE2D3 WIPF1 YPEL5 YWHAB YWHAZ ZFP36 ZFP36L2 FAN_OVARY_CL5_HEALTHY_SELECTABLE_FOLLICLE_THECAL_CELL https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/FAN_OVARY_CL5_HEALTHY_SELECTABLE_FOLLICLE_THECAL_CELL ACAA1 ACADVL ADH5 ADM AHSA1 AKAP17A AKIRIN2 ALDH1A1 ALDH9A1 ANGPTL4 ANKRD10 APEX1 APOC1 APOD APOE ARF4 ARF5 ARF6 ARHGAP5 ARID4B ARL4D ARL5B ATG101 ATP2B1 ATP5F1A ATP5F1C ATP5MC3 ATP5MJ ATP6AP2 ATRX BAG3 BGN BOD1 BORCS7 C19orf48P C1orf52 C4BPB C5orf15 C7 CACYBP CALD1 CALU CAND1 CAT CCN1 CCN2 CCNL1 CCT2 CCT4 CDH11 CFAP20 CHIC2 CHORDC1 CITED2 CKS2 CLEC11A CLEC2B CLK1 CLK4 COL15A1 COL18A1 COL1A1 COL1A2 COL3A1 COL4A1 COL4A2 COL5A1 COL6A1 COL6A2 COL6A3 COLEC11 COX6C CPED1 CPXM1 CSNK1A1 CTR9 CTSC CTSK CYTOR DARS1 DDIT4 DDX5 DLC1 DNAJA1 DNAJB4 DNAJB6 DSEL DYNLL1 ECE1 ECH1 EEF2 EFEMP2 EGR1 EIF3M EIF4A3 EMILIN1 EMP2 ENC1 EPS8 EXTL2 F3 FAM210B FDX1 FERMT2 FHL1 FILIP1L FKBP10 FLYWCH2 FRZB FSTL1 GADD45B GADD45G GBP1 GBP4 GCLM GCSH GLRX GLRX5 GLT8D2 GRHPR GYPC H2AC6 H2AZ1 HACD3 HES1 HMGN2 HNRNPA0 HNRNPA1L2 HSDL2 HSPA8 HSPE1 HSPH1 HTRA3 IER2 IFI6 IFITM1 IFITM3 ING1 IP6K2 IRF8 ISG15 ISOC1 ITM2C JMJD1C JMJD6 JUN KLF10 KLF4 KLHDC8A KPNA2 LAMA4 LAMB1 LAMC1 LAMP2 LAMP5 LANCL2 LAPTM4A LDHB LGALS1 LIMA1 LMAN1 LRRFIP2 MAGED1 MALSU1 MATN2 MCL1 MDH2 MEG3 MEST MGARP MIF MIR4435-2HG MLF2 MMP14 MMP2 MORN2 MPG MRPL18 MTDH MTUS1 MTX2 MYL12B MYO6 NBEAL1 NCALD NECTIN2 NEXN NID1 NID2 NME2 NME3 NOLC1 NONO NOP58 NPM3 NR2F2 NR4A1 NRP1 NSG1 NUCKS1 OAF OSER1 OSR2 OSTC P4HB PBX1 PCOLCE PDGFRA PDGFRB PEG3 PFDN4 PFN2 PGRMC1 PHLDA1 PLAGL1 PLD3 PLIN3 PLOD1 PLTP PMP22 PPIA PPIC PPP1CC PPP1R12A PPP2CA PPP2CB PPP3CA PRKAR1A PSMA2 PTCH1 PTGER2 PTK7 PTMS PTTG1 PXDN RAB34 RAD23B RASD1 RBBP6 RBM22 RBMS1 RCN1 RCN2 RGS2 RHBDD2 RHOBTB3 RNASE1 RND3 RPL22L1 RPLP0 RPS26 RPS7 RRBP1 RSRC2 RWDD4 S100A13 SAT2 SCD5 SCPEP1 SDC2 SDHD SEC63 SEPTIN7 SEPTIN9 SERPINF1 SERPINH1 SGCE SGK1 SLC25A36 SLC25A5 SLC38A2 SNAI2 SNHG19 SNHG25 SPARC SPG21 SPON2 SPTBN1 SRSF11 SRSF6 STAT1 STRAP SULF2 SUSD3 TAX1BP3 TCAF1 TCIM TCP1 THAP9-AS1 TLE1 TLE4 TMEM45A TMEM59 TMEM9 TMEM98 TMOD3 TPM2 TPM4 TPST1 TRA2B TRIP6 TSHZ2 TSPAN5 TTC3 TWSG1 TXNL1 U2AF1 UBB UBC UBXN4 VCAM1 VGLL3 WFDC1 WLS ZFAND2A ZFAND5 ZNF106 ZNF90 FAN_OVARY_CL6_PUTATIVE_EARLY_ATRETIC_FOLLICLE_THECAL_CELL_2 https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/FAN_OVARY_CL6_PUTATIVE_EARLY_ATRETIC_FOLLICLE_THECAL_CELL_2 ABCA8 ACTA2 ACTR10 ADAMTS1 ADH5 ADISSP ADM AEBP1 AK3 AKAP12 AKR7A2 ALDH1A1 ALDH7A1 ALDH9A1 AP3S1 APOE APP ARL1 ARL4D ATF3 ATP6AP2 ATRAID BDH2 BGN BNIP3 BNIP3L BSG BST2 BTG2 C12orf57 C1R C1S C4orf3 C7 CALD1 CALU CAPZB CAVIN1 CCDC80 CCN1 CCN5 CCNI CCNL1 CDH11 CEBPD CELF2 CFD CFH CIRBP CLDN11 CLEC11A CLK1 COL18A1 COL1A1 COL1A2 COL3A1 COL6A1 COL6A2 COL6A3 COLEC11 CPE CPQ CPXM1 CRYAB CSRP1 CTSD CTSF CTSK CUTA CXCL12 CYB5A CYB5R3 CYBRD1 DCN DDAH2 DDIT4 DEPP1 DNAJB1 DSTN DUSP1 ECHDC2 EEF1A1 EFEMP2 EGR1 EID1 EIF3E EIF4A2 EMILIN1 ENG EPHX1 ERGIC2 ESD FAM162A FBLN1 FBXO21 FCGRT FKBP10 FKBP7 FKBP8 FN1 FOS FOSB FSTL1 FXYD1 FXYD6 GADD45B GADD45G GDI2 GLUL GPC3 GSN GSTM3 GSTM5 GYPC HADHB HES1 HEXIM1 HMGN2 HMGN3 HNMT HS3ST1 HSPA1A HSPA1B HSPA6 HTRA1 ID2 ID3 IER2 IER3 IFI27L2 IFI6 IFITM3 IGF1 IGFBP3 IGFBP4 IGFBP5 ILK IMPDH2 ING2 INTS6 ITM2B JUN JUNB KCNQ1OT1 KDELR1 KLF10 KLF4 KLHDC2 KLHDC8A KRT19 LAMP1 LAMP2 LAPTM4A LEPROT LGALS1 LGALS3 LGALS3BP LHFPL6 LRPAP1 LRRC17 LTBP4 LUM MAOB MATN2 MBNL2 MDK MEG3 MFAP4 MGP MMP14 MMP2 MMP23B MORF4L2 MPHOSPH8 MPST MXRA8 MYADM MYL9 MYLK NBL1 NDN NDRG2 NENF NFIA NFIC NFKBIA NME3 NOP53 NPC2 NR2F2 NR4A1 NUCB1 NUCB2 NUCKS1 OGN OLFML3 OS9 OSR2 P4HB PALLD PBX1 PCMTD1 PDCD4 PDGFRA PDGFRL PDK4 PDLIM3 PEBP1 PEG3 PFN2 PGRMC1 PLD3 PLPP3 PLTP PMP22 PPIC PPM1K PPP1R15A PRDX4 PRELP PSAP QSOX1 RAB34 RABAC1 RARRES2 RCN1 REXO2 RGS2 RHOB RHOC RNASE4 RNH1 RPLP0 RWDD4 S100A6 SAT2 SCD5 SCP2 SELENOM SELENOP SELENOW SEPTIN7 SERPINB6 SERPINF1 SERPING1 SERPINH1 SFRP4 SGCE SGK1 SH3BGRL SH3BP5 SLC16A9 SLC40A1 SMARCA1 SMARCA2 SMIM7 SMOC2 SNAI2 SNHG32 SOCS3 SPARC SPARCL1 SPON2 SSPN ST13 ST3GAL4 SVIL SYPL1 TAGLN TALDO1 TAX1BP3 TCEAL1 TCEAL3 TCEAL4 TCEAL8 TCF21 TENT5A TGFB1I1 THY1 TIMP1 TIMP2 TMEM176B TMEM230 TMEM50B TMEM59 TMEM98 TPM1 TPM2 TPM4 TSC22D3 TSPAN4 TTC3 TUBA1A TXNIP VIM VKORC1 WASF2 ZFP36 ZFP36L1 ZFYVE21 FAN_OVARY_CL7_ANGEIOGENIC_ENDOTHELIAL_CELL https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/FAN_OVARY_CL7_ANGEIOGENIC_ENDOTHELIAL_CELL A2M ACKR1 ADGRL4 ADIRF ANGPT2 ANXA2 AP1S2 APP AQP1 ARGLU1 ARHGAP29 ARL2 ARL4A ARL6IP5 ARPC1B ARRDC3 B2M BCAM BCAP31 BCLAF1 BST2 BTG2 C4orf3 CALCRL CALM1 CAPZA2 CAV1 CAV2 CAVIN1 CAVIN2 CCDC50 CCDC85B CCL14 CCN2 CCNL1 CD151 CD34 CD59 CD74 CDC37 CDKN1A CHD9 CHMP5 CLDN5 CLEC14A CLU CPE CPVL CRIP2 CYB5R3 CYYR1 DAD1 DAZAP2 DDX3X DEPP1 DIPK2B DUSP1 DUSP23 DUSP6 EBPL EFNA1 EGFL7 EGR1 EHD4 EID1 ELF1 ELK3 EMCN EMP1 ENG ENPP2 EPAS1 ESAM ETS2 FCGRT FIS1 FKBP1A FN1 FOS FOSB FXYD5 GABARAPL2 GADD45B GIMAP1 GIMAP4 GIMAP7 GNG11 GNG5 GRN GSN GSTK1 GUK1 HES1 HEXIM1 HLA-A HLA-B HLA-C HLA-DMA HLA-DPA1 HLA-DPB1 HLA-DQB1 HLA-DRA HLA-DRB1 HLA-DRB5 HLA-E HMGB1 HMGN3 HSD17B11 HSPA1B HSPA2 HSPB1 ID1 ID2 ID3 IER2 IFI16 IFI27 IFI44L IFI6 IFIT3 IFITM1 IFITM2 IFITM3 IFNGR1 IGFBP4 IGFBP7 IL6ST INTS6 ISCU ISG15 ITM2A ITM2B JUN JUNB KCTD12 KLF4 KMT2E KRTCAP2 LAP3 LDB2 LEPR LEPROT LIFR LIMA1 LIMS1 LMCD1 LPAR6 LRRFIP1 LY6E MEF2C MGP MGST2 MT-ND3 MT-ND4L MT-ND5 MT2A MTUS1 MX1 MYCT1 MYL12A N4BP2L2 NASP NDUFB1 NDUFC1 NFIB NKTR NNMT NOP10 NOSTRIN NPC2 NPDC1 OCIAD1 PALMD PCAT19 PDLIM1 PECAM1 PIM3 PLK2 PLS3 PPP1R15A PRCP PRSS23 PSMB8 PSMB9 PSME1 PSME2 PTMS PTTG1IP RAB11A RAB13 RAMP2 RAMP3 RDX RHOB RHOC RNASE1 RPS28 RSRP1 S100A10 S100A13 S100A16 S100A6 SAT1 SCP2 SEC62 SELENOF SELENOW SH3BP5 SLC2A3 SNHG7 SNX3 SOCS3 SPARC SPARCL1 SPTBN1 SRSF3 SRSF5 SRSF7 STOM SYPL1 TACC1 TAGLN2 TCF4 TFPI TGFBR2 TIMP3 TM4SF1 TM4SF18 TMBIM4 TMEM219 TMEM59 TMSB4X TNFSF10 TPM3 TRA2B TSC22D1 TSC22D3 TSPAN4 TSPAN7 TSPO TXNIP UBC VAMP5 VWF WASF2 XIST YWHAB ZFP36 ZFP36L1 ZFP36L2 ZFYVE21 FAN_OVARY_CL8_MATURE_CUMULUS_GRANULOSA_CELL_2 https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/FAN_OVARY_CL8_MATURE_CUMULUS_GRANULOSA_CELL_2 ABRACL ACAA2 ACADM ACAT2 ACIN1 ACSL4 ACTB ACTL6A ADCK2 AKR1B1 ALDH18A1 ALDOA AMH ANAPC11 ANP32A ANP32B ANXA6 AP1S1 AP2S1 APOA1 APOBEC3C APRT ARF3 ARF5 ARHGEF6 ARL2 ARL2BP ARPC2 ARPC3 ARPC5 ATOX1 ATP1B1 ATP5F1A ATP5F1B ATP5F1C ATP5F1E ATP5IF1 ATP5MC1 ATP5MC2 ATP5MC3 ATP5ME ATP5MF ATP5MG ATP5MJ ATP5MK ATP5PF ATP5PO ATRAID ATXN10 AURKAIP1 AVPI1 BAMBI BANF1 BAX BCAT1 BEX1 BEX3 BEX4 BEX5 BHLHE40 BLOC1S1 BMPR2 BTF3L4 C19orf48P C1QBP C4orf48 C7orf50 CALM2 CALM3 CAMTA1 CARHSP1 CASP6 CBX3 CBX5 CCDC124 CCDC167 CCDC69 CCDC90B CCND2 CD320 CD47 CD99 CDH2 CDH3 CENATAC CETN3 CFDP1 CFI CHCHD10 CHCHD5 CHCHD6 CHGB CHID1 CHL1 CIAO2B CKAP2 CKB CKS1B CKS2 CLIC1 CLNS1A CMTM3 CMTM6 CMTM8 CNPY3 COA3 COL4A1 COL4A2 COMMD1 COMMD4 COMT COPE COPS9 COPZ1 COX16 COX17 COX5A COX5B COX6A1 COX6B1 COX7A2 COX7C COX8A CRHBP CRNDE CSGALNACT1 CTNNB1 CTSV CUEDC2 CYP20A1 DAD1 DAG1 DAPL1 DBI DDOST DECR1 DGCR6L DGUOK DMAC1 DNAJC19 DNPH1 DONSON DPM3 DPY30 DPYSL3 DSP DST DTNBP1 DUSP23 DUT DYNLL1 DYNLRB1 DYNLT1 EAPP ECH1 ECHDC3 ECHS1 EEF1E1 EEF1G EIF1AD EIF4EBP1 EIF4G1 ELK1 ELOB EMX2 ENAH ENTPD6 EPB41L2 EPDR1 EPHX1 ERCC1 ERG28 ERH ERI3 ETFA FAM78A FBXW5 FDFT1 FDPS FDXR FEZ2 FHL2 FIBP FKBP3 FKBP9 FMC1 FOXL2 FRMD4B FSCN1 FST FUNDC1 GADD45GIP1 GAS6 GATA4 GATM GJA1 GNG5 GRB14 GREB1 GREM1 GRIK1 GSDMD GSS GSTA1 GSTA4 GSTP1 GTF2H5 GTF2I GTF3C6 H1-0 H1-10 H3-3A H4C3 HDAC2 HDDC2 HDHD3 HEY2 HIF1A HIGD1A HIGD2A HIKESHI HINT1 HINT2 HMGB1 HMGB2 HMGB3 HMGN1 HMGN2 HNRNPA1 HNRNPA1L2 HNRNPD HOPX HPF1 HS2ST1 HS3ST1 HS6ST1 HSBP1 HSD17B1 HSD17B10 HSDL2 HSPG2 HTRA1 HUWE1 IDH1 IFI27 IFI27L1 IFI35 IFI6 IGFBP2 IHH INHA INHBB IQGAP1 IRF4 ITGB1 IVNS1ABP JPT1 KNOP1 KRT8 KTN1 LAGE3 LAMTOR2 LAPTM4A LAPTM4B LCMT1 LDHB LGALS3BP LIMS2 LLPH LMAN2 LMBR1L LPIN2 LPL LRAT LSM2 LSM3 LSM4 LSM5 LSM6 LSM7 LY6E MACROH2A1 MACROH2A2 MAGED1 MAGED2 MAP3K13 MAP4K4 MARCKS MARCKSL1 MDH1 MDH2 MDK ME2 METTL26 MEX3B MEX3C MFAP2 MGARP MGST2 MGST3 MICOS10 MICOS13 MIF MIR202HG MKRN1 MPC2 MPHOSPH6 MPST MRPL11 MRPL12 MRPL14 MRPL16 MRPL22 MRPL23 MRPL24 MRPL3 MRPL33 MRPL4 MRPL41 MRPL51 MRPL52 MRPL55 MRPL57 MRPS14 MRPS15 MRPS21 MRPS26 MRPS33 MRPS34 MSH6 MSI2 MSRB2 MT-ATP6 MT-CO1 MT-CO2 MT-CO3 MT-CYB MT-ND3 MT-ND4 MT-ND4L MT-ND5 MT1F MT1X MYL6 MYL6B MYO10 MYO1B MZT2A MZT2B NAA38 NAV2 NAXE NBEAL1 NDFIP1 NDP NDUFA1 NDUFA11 NDUFA12 NDUFA13 NDUFA2 NDUFA3 NDUFA4 NDUFA7 NDUFAB1 NDUFAF3 NDUFAF8 NDUFB1 NDUFB10 NDUFB11 NDUFB2 NDUFB3 NDUFB4 NDUFB5 NDUFB6 NDUFB7 NDUFB8 NDUFB9 NDUFC1 NDUFC2 NDUFS4 NDUFS5 NDUFS6 NDUFS7 NDUFS8 NEDD8 NHP2 NIPSNAP2 NIT2 NME1 NME2 NME4 NR5A2 NREP NSG1 NUCKS1 NUP214 NUTF2 OCIAD2 OLA1 OSGIN2 OST4 OSTC P3H2 PABPN1 PAFAH1B3 PAM PARK7 PARP1 PCBP2 PCNA PDGFC PDHB PDIA4 PDIA6 PEG3 PEMT PET100 PFDN4 PFN1 PGD PGLS PGM1 PHB1 PHEX PHF6 PHPT1 PIN1 PIN4 PLA2G12A PLAAT3 PLEKHJ1 PLIN3 PLP1 PNKD POLD2 POLDIP2 POLR2F POLR2G POLR2I POLR2L POLR3GL POMP PON2 POR PPARG PPDPF PPHLN1 PPIB PPIF PPP1CA PPP1R12B PPP1R13L PPP1R14A PRDX2 PRDX3 PRDX4 PRDX5 PRKAR2B PRKDC PRMT2 PRR15 PRRT1 PRSS23 PRXL2A PSMA3 PSMA4 PSMB3 PSMB5 PSMB6 PSMD4 PSME3IP1 PTRHD1 PTS PXMP2 PYCARD PYCR2 PYURF QDPR RALB RANBP1 RBBP4 RBIS RBP1 RBX1 RCN2 REEP6 RHOB RIMS4 RIN2 RNASE1 RNASEH2C RNF19A RNF7 ROMO1 RPA3 RPL17 RPL26L1 RPL27A RPL35 RPL37A RPL39 RPS21 RPS25 RPS27L RPS28 RPS29 S100A10 S100A16 S100B SCD SDHC SEC14L1 SEC31A SEC61G SELENOH SEM1 SEMA7A SEPTIN10 SERF2 SERPINE2 SET SFRP4 SIGLEC11 SLC16A1 SLC25A5 SLC25A6 SLC39A8 SLIRP SMAD3 SMAD4 SMARCB1 SMIM1 SMIM30 SMS SNAPIN SNF8 SNRNP25 SNRPC SNRPD1 SNRPD2 SNRPD3 SNRPE SNRPF SNRPN SNX18 SOWAHC SPIN1 SPINT2 SPRR2F SQLE SRI SRP9 SRPX SRSF9 SSBP1 SSBP3 ST3GAL4 ST6GAL2 STMN1 STMN3 STMP1 STOML2 SUMO2 SUMO3 SUSD3 SYNE2 TANC2 TBCA TBCB TCAF1 TCEA3 TCEAL2 TCEAL8 TCEAL9 THOC7 THYN1 TIMM13 TIMM17B TIMM8B TLE5 TM7SF2 TMA7 TMED10 TMED9 TMEM106C TMEM120A TMEM123 TMEM134 TMEM141 TMEM147 TMEM14A TMEM14B TMEM176B TMEM258 TMEM97 TMSB10 TMSB4X TNNI3 TP53I3 TPRKB TRAPPC1 TRAPPC2L TRAPPC4 TRAPPC6A TRMT112 TSHZ2 TSPAN6 TSPAN7 TSTD1 TUBA1A TUBA1B TUBB TXN2 TXNDC12 TXNDC17 UBE2C UBE2E2 UBE2V2 UBL5 UBXN8 UQCC2 UQCR10 UQCR11 UQCRC1 UQCRFS1 UQCRH UQCRQ UROS USO1 USP48 VAT1 VCAN VDAC1 VDAC3 VEGFA VPS29 VPS35 VPS8 WDR18 WIPF3 XPO1 YAP1 YIF1B ZNF358 ZNF428 ZNHIT1 FAN_OVARY_CL9_PUTATIVE_APOPTOTIC_ENDOTHELIAL_CELL https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/FAN_OVARY_CL9_PUTATIVE_APOPTOTIC_ENDOTHELIAL_CELL A2M ABL2 ACKR1 ACTN1 ACTN4 ADAR ADGRL4 AHSA1 ANGPT2 ANKRD11 ANKRD12 ANKRD28 ANXA1 ANXA2 ANXA5 AP1S2 APP AQP1 ARGLU1 ARHGAP29 ARHGDIA ARID4B ARID5A ARL4A ARL6IP1 ARPC1B ARPC5L ARRDC3 ATF4 ATP1A1 ATP6V0B B2M BACE2 BAG3 BAZ1A BCAM BMPR2 BNIP2 BRD2 BTG1 C1QBP CALCRL CALR CAPZA2 CARHSP1 CAST CAV1 CAV2 CCDC50 CCDC85B CCN2 CD55 CD59 CD74 CDC37 CDC42EP3 CDKN1A CEBPD CFL1 CFLAR CHIC2 CHMP4B CHMP5 CLDN5 CLEC14A CLEC2B CLIC2 CLU CNIH1 CNKSR3 COX17 CRBN CREBRF CRIM1 CRIP2 CSNK1A1 CTHRC1 CTNNA1 CYTOR DAB2 DDX21 DDX39A DDX3X DEK DEPP1 DNAJA1 DNAJB4 DNAJB6 EFNA1 EHD4 EIF2AK2 EIF2S1 EIF2S2 EIF3I EIF3J EIF4A1 EIF5A EIF5B ELF1 ELOC EMCN EMP1 ENG ENO1 ENY2 EPAS1 ERG ESAM ETS2 FAM241A FCGRT FKBP1A FKBP4 FLOT1 FNIP1 FOXP1 FTL FXYD5 G3BP1 GABARAPL2 GADD45A GASK1B GBP1 GBP2 GIMAP4 GIMAP6 GIMAP7 GIMAP8 GNAS GNG11 GNG12 GNG5 GPX1 GRPEL1 GSN HHEX HIF1A HLA-A HLA-B HLA-C HLA-DMA HLA-DRB1 HLA-DRB5 HLA-E HLX HMGA1 HMOX1 HNRNPF HNRNPM HSPA1A HSPA2 HSPB1 HSPD1 HSPE1 ICAM1 IER3 IFI16 IFI27 IFI44L IFI6 IFIT1 IFIT3 IFITM1 IFITM2 IFITM3 IFNGR1 IGFBP7 IL6ST INSIG1 IRF1 IRF7 ISG15 ITM2A ITPRID2 JAK1 KLF6 KRT18 LAMA4 LAP3 LDB2 LDHA LGALS3 LIFR LIMS1 LMNA LPAR6 LRRC8C LRRFIP1 LUC7L3 LUZP1 MAFF MAP1LC3B MAP2K3 MAST4 MAT2A MAX MBNL1 MEF2C MGAT1 MGP MGST2 MIR4435-2HG MRPL14 MRPL32 MRPL33 MSN MT-ND1 MT-ND2 MT-ND3 MT2A MTHFD2 MTUS1 MX1 MYCT1 MYL12A NAMPT NANS NAPA NASP NCK1 NCOA7 NDRG1 NDUFV2 NEAT1 NECTIN2 NFIB NFKBIA NME1 NNMT NOP10 NOP16 NPDC1 NUDC NUPR1 OAZ2 PARP14 PCAT19 PCDH17 PDLIM1 PDLIM5 PGK1 PHACTR2 PICALM PIM3 PLEKHB2 PLEKHO1 PLIN2 PLPP3 PLS3 PLSCR1 PNP POLR2L POMP PPA1 PPFIBP1 PPP1R15A PPP3CA PRDX1 PRRC2C PRSS23 PSMA7 PSMB8 PSMD12 PSME2 PTPRB RAB11A RAB5A RAB5C RAB7A RAC1 RBM8A RBMS1 RCN1 RDX RHOC RNPS1 RPL7L1 RSRP1 S100A16 SAFB2 SASH1 SAT1 SDCBP SELE SERBP1 SERTAD1 SFPQ SH3BP5 SINHCAF SLC25A37 SLC2A3 SLC38A2 SLC3A2 SLIRP SMAD1 SNHG7 SNRPB SNU13 SNX3 SOCS2 SOCS3 SOD2 SOX17 SP100 SPAG9 SPARC SPARCL1 SPTBN1 SQSTM1 SRSF2 SRSF4 SRSF5 SSU72 STAT3 STING1 STOM SWAP70 SYNCRIP SYNE2 SYPL1 TAGLN2 TAP1 TCF4 TCP1 TFPI TGIF1 THBS1 TM4SF1 TM4SF18 TMEM165 TMEM255B TMEM70 TNFRSF12A TNFRSF1A TNFSF10 TOP1 TOPORS TPM3 TPT1 TRIR TSC22D1 TUBA1C TUBB4B TUBB6 TXN TXNRD1 UBB UBC UBE2B UBE2D3 UBE2J1 UGCG VGLL4 VMP1 VWF WDR43 WTAP WWTR1 XRN2 YBX3 YPEL2 YTHDF2 ZFAND5 ZNF385D ZNHIT1 GAO_ESOPHAGUS_25W_C1_CILIATED_EPITHELIAL_CELLS https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/GAO_ESOPHAGUS_25W_C1_CILIATED_EPITHELIAL_CELLS AARS2 ABCA13 ABCB10 ADAP1 ADGB ADGRE5 AGBL2 AGBL5 AK8 AK9 AKAP14 ALDH16A1 ALDH1A1 ALDH3B1 ALMS1 ANKMY1 ANKRD18A ANKRD54 ANKRD66 ANKUB1 ANXA2R-OT1 AP3M2 APBB2 APCDD1 APH1B ARHGAP18 ARHGAP39 ARHGEF11 ARHGEF38 ARL13B ARMC2 ARMC3 ARRDC1-AS1 ASIC1 ASTN2 ATAT1 ATP2C2 ATP6V0A4 ATP6V1C2 ATXN2 B9D1 BAIAP3 BASP1 BBS1 BBS5 BCAS3 BPIFB1 BTC C11orf16 C12orf76 C16orf46 C1orf87 C20orf85 C20orf96 C2CD2L C2orf81 C4orf47 C5AR1 C6orf118 C7orf57 C8orf34 C9orf24 CABCOCO1 CACNG6 CAPS2 CAPSL CCDC103 CCDC13 CCDC148 CCDC157 CCDC170 CCDC181 CCDC24 CCDC33 CCDC39 CCDC60 CCDC65 CCDC74A CCDC74B CCDC78 CCDC81 CCDC88C CCN2 CD164L2 CD38 CDHR3 CDHR4 CDS1 CEBPA CEP162 CEP43 CEP97 CES1 CES4A CFAP126 CFAP144 CFAP20DC CFAP210 CFAP221 CFAP276 CFAP299 CFAP300 CFAP43 CFAP44 CFAP46 CFAP47 CFAP52 CFAP53 CFAP54 CFAP57 CFAP61 CFAP69 CFAP90 CFAP91 CFAP92 CFAP95 CFP CHST11 CHST9 CIBAR2 CLDN16 CLXN COL4A5 CP CPEB1 CPLANE1 CROCC CSMD1 CSPP1 CST6 CXXC4 DALRD3 DCDC1 DCDC2 DCP1B DGCR6 DHRS9 DLEC1 DMPK DNAAF1 DNAAF4 DNAH1 DNAH10 DNAH11 DNAH12 DNAH5 DNAH6 DNAH7 DNAH9 DNAI1 DNAI2 DNAI3 DNAI4 DNAI7 DNAL1 DPCD DPY19L1 DPY19L2 DPY19L2P2 DRC1 DTHD1 DTNA DYDC2 DYNC2H1 DYNLT5 DZIP1L DZIP3 ECRG4 ECT2L EFCAB10 EFHB EFHC1 EFHC2 ENDOG ENPP4 ENPP5 ENSG00000269896 EP300-AS1 ERBB4 ERICH2 FABP6 FAM166C FAM174A FAM227A FAM81B FBXO15 FBXO31 FBXO36 FGF14 FHAD1 FRMPD2 FYB2 GALC GALNS GAS2L2 GAS8 GCA GIHCG GJA4 GLB1L GLIS3-AS1 GOLGA2P5 GPC5-AS1 GPRASP3 GYG2P1 HHLA2 HOATZ HYDIN IFT46 IFT57 IFT80 IFT81 IFT88 IKZF4 IL20RA IL5RA INPP5B IQCA1 IQCD IQCH IQUB ITGAL ITGBL1 KATNB1 KCNB1 KCNE1 KCNMB2 KCNRG KIAA2012 KIF17 KIF19 KIF27 KIF3A KIF6 KIF9 KLF3-AS1 KLHDC9 KLHL32 KNDC1 KSR1 LDLRAD1 LGR4 LINC00205 LINC01571 LINC01722 LINC02345 LINC02532 LINC02696 LINC03086 LKAAEAR1 LMLN LRIG1 LRRC10B LRRC23 LRRC27 LRRC46 LRRC61 LRRC71 LRRC74B LRRIQ1 LRWD1 LTBP1 LZTFL1 MACF1 MAP9 MAPK15 MAPRE3 MARCHF10 MAT1A MB MDH1B MDM1 METTL27 MIPEPP3 MLF1 MLLT1 MLPH MOB1B MORN2 MORN3 MPDZ MRLN MS4A8 NBEA NEK10 NEK5 NELL2 NHLRC4 NOVA1 NPHP1 NPIPA1 NRP2 NWD1 NXF3 ODAD1 ODAD4 ODF3B OR7E37P OSGEP OTUD1 OXTR P4HTM PACRG PECR PFN2 PHTF1 PIH1D2 PLAAT2 PLCB2 PLCG2 PLEKHS1 PNO1 POLQ PPP1R36 PPP1R42 PRICKLE2 PRICKLE2-AS3 PRR29 PRUNE2 PSENEN PTOV1-AS2 PTPRT PTRH1 PZP QTRT1 RABL2A RABL2B RAET1E RARB RASA3 RBM38 RGS22 RHPN1 RIBC1 RIBC2 RIIAD1 RITA1 RNASE4 RNLS ROPN1L RPGRIP1L RRAD RSPH1 RSPH4A RSPH9 RUVBL1 SAMD15 SAXO2 SCGB2A1 SDF2L1 SGMS2 SHANK2 SIAH3 SLC12A7 SLC13A3 SLC22A16 SLC22A18 SLC25A29 SLC27A2 SLC41A1 SLC44A4 SLC6A9 SLC7A2 SLC9A4 SMPD2 SMPD3 SNORA7B SNTN SNX13 SNX29 SNX7 SPA17 SPAG1 SPAG17 SPAG6 SPAG8 SPATA17 SPATA18 SPATA4 SPATA6L SPATS1 SPEF1 SPEF2 SSBP4 SSUH2 ST6GALNAC2 STK33 STMND1 STOML3 STX2 STX7 SVOPL SYBU SYNE1 SYT10 SYTL3 TBC1D31 TCTN1 TEKT2 TEKT3 TEKT4 TFF3 TGM3 TIMM10B TMC5 TMEM151B TMEM190 TMEM231 TMEM232 TMEM234 TMEM45B TMEM67 TNFRSF19 TOGARAM2 TP73 TRIM37 TRMT1 TRMT9B TRPC1 TSNAXIP1 TSPAN15 TSPAN19 TTC16 TTC21A TTC23L TTC26 TTC30A TTLL6 TTLL7 TTLL9 TUBA4B TXNDC11 UBE3D UBXN10 UBXN11 USP2 USP24 USP51 VWA3A VWA3B WAKMAR2 WARS1 WDR19 WDR38 WDR54 WDR5B WDR90 WFDC3 WNT16 ZBBX ZBED4 ZBED5-AS1 ZMYND10 ZMYND12 ZNF273 ZNF322 ZNF440 ZNF674 ZNF688 GAO_ESOPHAGUS_25W_C2_KRT6BPOS_SECRETORY_PROGENITOR_CELLS https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/GAO_ESOPHAGUS_25W_C2_KRT6BPOS_SECRETORY_PROGENITOR_CELLS ADAM28 ADM AGFG2 APOBEC3A ATP10B BAHD1 BLNK BMAL2 CACNB1 CALHM2 CDKN2A CEACAM1 CTSV CYP2B7P DUOX2 DUOXA2 DUSP10 DUSP5 EPS8L1 GAN GBP4 GDPD3 GIT2 GK GPR160 GPRC5A GPT2 HDAC9 HOPX HTRA2 IGF2BP2-AS1 ISG15 KRT78 KYNU LINC01559 LIPH MACC1 MANSC1 MBD6 MCPH1 MID2 MNX1 MUC21 MUC3A NCCRP1 NTHL1 NTN4 OAS1 PDE9A PDP1 PDZK1IP1 PRSS22 PRSS27 PRSS8 RNF103-CHMP3 S100A8 SECTM1 SLC15A1 SLC6A14 SPNS2 SPRR2A ST3GAL4 STEAP4 TBC1D2 TGM2 TMPRSS11B TMPRSS11D TMPRSS11E TOR1B USP6NL VASN VCPKMT XDH YJU2 ZFAND2A ZNF503-AS1 ZNF710 GAO_ESOPHAGUS_25W_C3_FGFR1LOW_EPITHELIAL_CELLS https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/GAO_ESOPHAGUS_25W_C3_FGFR1LOW_EPITHELIAL_CELLS ACSF3 ARRDC2 C19orf48P CCDC15 CD52 CD69 CDIP1 CLCA2 CLOCK CRTC1 CYTIP DCAKD DIAPH3 DIPK1B DNAJC4 FABP3 GAS2L1 GAS7 GATD1-DT GPC1 HYCC1 IL10RA IRGQ ISYNA1 L3MBTL3 LAPTM5 LPXN LTV1 MBNL3 MCUR1 MFSD3 NDRG4 NUP160 NUP35 PEX11A PHTF2 PIP4K2A PPP1R9B PWWP2A RALY-AS1 RBSN RNF166 RPL39L SH3KBP1 SHLD2 SLC2A3 SPATC1L TCF7 TET1 TMEM183A TRAF1 ZNF142 ZNF462 GAO_ESOPHAGUS_25W_C4_FGFR1HIGH_EPITHELIAL_CELLS https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/GAO_ESOPHAGUS_25W_C4_FGFR1HIGH_EPITHELIAL_CELLS AARS1 ABHD8 ABI3BP ACKR1 ACOT9 ACP3 ADAM22 ADAM33 ADAMTS1 ADAMTS2 ADAMTSL1 ADGRB2 ADGRD1 ADGRL3 AFAP1L2 AOX1 APCDD1L-DT ARHGAP10 ARHGAP30 ARHGAP42 ARMH4 ASB2 ASPA ATP1A1-AS1 ATP9B ATXN1L BMP1 C17orf100 CA2 CADM4 CDC23 CDK5RAP1 CERS3 CHRDL1 CILP CISD3 CMTM3 COL16A1 COL17A1 COL5A3 COLEC12 CPZ CRKL CRMP1 CSAD CTSK CYP1B1 DAGLA DCHS1 DDX31 DENND10 DGUOK-AS1 DLC1 DLK1 DOCK11 EGR2 ELOVL6 ERMARD ETFRF1 FAM83C FBN1 FBXO4 FBXO44 FECH FGFR1 FKBP10 FKBP7 FLRT2 FNDC5 FOXF1 FRRS1 FSIP2 FURIN FZD10-AS1 GABBR1 GALT GARNL3 GAS1 GFRA1 GHR GLT8D2 GPR37 GRK5 HAUS2 HHAT HIC1 HMCN2 HSPA1L IFFO1 IKBIP INKA1 ISLR JAM2 JAM3 KCTD15 KDELR3 KLHL21 KLHL31 LAMA2 LCAT LETMD1 LHFPL6 LINC00330 LINC02256 LPAR4 LUM MED20 MED29 METTL17 METTL25 MFAP4 MFAP5 MMP2 MN1 NCBP1 NOD1 NOM1 NOMO1 NRP1 OGFOD3 P3H3 PAMR1 PBK PCDH18 PCDH9 PCOLCE PCSK6 PDGFRB PDGFRL PHETA1 PI15 PI16 PIANP PIGK PKDCC PLEKHG5 PLXNC1 POLL POSTN PRKG2 PSMG3-AS1 PTBP2 RARRES2 RIC1 ROBO3 RTL5 RWDD2A SCARA5 SDHAF4 SEH1L SH3PXD2B SH3TC2 SHQ1 SLC16A2 SLC35A1 SLC37A4 SLC45A1 SLC9A3-AS1 SLIT3 SNHG15 SNX10 SNX21 SOCS2 STARD9 STAT5B SVEP1 SYT1 TADA2B TARS3 TBC1D8B TENM4 TGFBR3 THBS2 TMEM132A TMEM144 TMSB15B TNFAIP6 TPGS1 TRERF1 TRIM6 TRIM65 TRIO TROAP TSPAN4 TTK U2AF2 USP32P2 USP49 VCAM1 VSTM4 WARS2 XPNPEP2 ZBTB17 ZDHHC8 ZFHX4 ZKSCAN3 ZNF354A ZNF436 ZNF512 ZNF546 ZNF587 ZNF628 ZNF700 ZNF761 ZNF773 ZNF799 ZSCAN22 ZZEF1 GAO_LARGE_INTESTINE_24W_C10_ENTEROCYTE https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/GAO_LARGE_INTESTINE_24W_C10_ENTEROCYTE ANPEP AOC1 AQP8 C21orf62 CA7 CDHR5 CEACAM7 CLDN23 CNKSR1 CYP2W1 CYP3A5 DGAT1 DPEP1 EFNA2 EPS8L3 GPANK1 GSTA1 GUCA2A GUCA2B HTATIP2 IGF2BP2 KCNJ5 LAD1 LPAR5 LRRC57 LYPD8 MALL MAMDC4 MCF2L2 MLXIPL MOGAT2 MSLN MUC20 MYO1A NBEAL1 NOXA1 NR1H4 NR1I2 PARP12 PLS1 PRAP1 PRSS3 RARRES1 RNPC3 SI SLC13A1 SLC15A1 SLC35D2 SLC41A2 SLC6A19 SMIM24 SPIB STEAP1 TMEM45B TONSL ZNF264 GAO_LARGE_INTESTINE_24W_C11_PANETH_LIKE_CELL https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/GAO_LARGE_INTESTINE_24W_C11_PANETH_LIKE_CELL ABCA1 ABCG1 ABI3 ABRAXAS2 ACP5 ACTRT3 ADA2 ADAP2 ADCY7 ADCY9 ADGRG5 AIF1 AOAH APOBEC3A ARHGDIB ARL4C ARRB2 ATF5 ATP11A ATP1B3 ATP6V1B2 BCL2A1 BIRC3 BTK C1QA C1QB C1QC C2 C5AR1 CALHM6 CASP1 CCDC134 CCL3 CCL4 CCR1 CD14 CD163 CD163L1 CD180 CD209 CD300A CD300E CD33 CD37 CD4 CD40 CD48 CD53 CD68 CD74 CD83 CD84 CD86 CEBPB CFP CHI3L1 CLEC10A CLEC2B CLEC4G CLEC7A CMKLR1 CNEP1R1 CORO7 COTL1 CPVL CR1 CREG1 CSF1R CSF2RB CSF3R CTSC CTSL CTSZ CXCL10 CXCL16 CXCL2 CXCL3 CXCL8 CXCL9 CXCR4 CYBB CYRIA CYTH4 DAB2 DNAJA4 DNASE1L3 DOCK2 DOK2 DUSP2 DUSP6 EBI3 EDEM1 EIF4A3 ENSG00000215022 ENSG00000283674 EOLA1 EVI2B EYA2 F13A1 FAM110A FAM168A FCER1G FCGR1A FCGR2A FCGR3A FERMT3 FES FGD2 FGL2 FLI1 FMNL1 FPR1 FYB1 GATM GBP5 GFRA2 GGTA1 GLA GM2A GMFG GNL3 GNPDA1 GPR132 GPR137B GPR34 GPR65 GPSM3 HAVCR2 HCAR2 HCAR3 HCK HCLS1 HCST HLA-DMA HLA-DMB HLA-DPA1 HLA-DPB1 HLA-DQA1 HLA-DQB1 HLA-DRA HLA-DRB1 HMOX1 HPGDS HSPA6 ICAM1 ICAM4 IFI30 IFNGR1 IGSF6 IKZF1 IL10 IL1A IL1B IL1R2 IL1RN IL23A IL4I1 INHBA INPP5D IPMK IRF8 IRS2 ITGAM ITGAX ITGB2 ITGB2-AS1 JMY KIAA0930 KLHDC7B KYNU LAPTM5 LAT2 LCP1 LCP2 LGMN LILRB1 LILRB2 LILRB4 LILRB5 LINC00996 LIPA LMO2 LPAR6 LPCAT1 LSP1 LST1 LY86 LYN LYPD3 LYVE1 LYZ MAF MAFB MANBA MARCHF1 MCOLN1 MERTK METAP1D METRNL MFSD1 MMP9 MPEG1 MRC1 MS4A4A MS4A6A MS4A7 MTHFD2 NAIP NAMPT NCF1 NCF1B NCF2 NCF4 NCKAP1L NDST2 NFAM1 NFKBIE NINJ1 NINJ2 NLRP3 NPL NR4A2 NR4A3 NSMAF NUFIP1 ODF3B OGFRL1 OSM PACC1 PDE4B PELI1 PFKFB3 PGD PIK3AP1 PLA2G7 PLAU PLAUR PLCB2 PLCG2 PLEK PLIN2 PLXNC1 PPIF PRKCB PRMT9 PTAFR PTGS2 PTPRC PTPRE RAC2 RAP2B RASGEF1B RASSF5 RGS19 RHBDF2 RIC1 RILPL2 RIPK2 RIPOR1 RNASE6 RNF144B RSAD2 RUBCNL RUNX3 SAMSN1 SECTM1 SFMBT2 SGK1 SGPP1 SH2B3 SIGLEC1 SIGLEC11 SLA SLAMF7 SLAMF8 SLC15A3 SLC1A4 SLC23A2 SLC25A37 SLC35F6 SLC37A2 SLC7A5 SLC8B1 SLC9A9 SLCO2B1 SLFN11 SNN SNX10 SNX20 SOD2 SPI1 SPIC SPPL2A SRGN ST3GAL5 STAB1 STK26 STX11 TBXAS1 TFEC THBD TLR2 TLR4 TNF TNFAIP2 TNFAIP3 TNFRSF1B TNFSF13B TPP1 TRAF1 TSPAN33 TYROBP UAP1L1 UCP2 UVRAG VAV1 VPS9D1 WAKMAR2 WAS WDFY2 WDFY4 WIPF1 ZNF267 ZNF331 GAO_LARGE_INTESTINE_24W_C1_DCLK1POS_PROGENITOR https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/GAO_LARGE_INTESTINE_24W_C1_DCLK1POS_PROGENITOR ADAMTS1 ADAMTS2 ADAMTS4 ASPN AZIN2 BASP1 BOC C1QTNF3 C1QTNF6 C1R C1S C3 C7 CCDC80 CCL2 CERCAM CLDN11 CLEC11A COL14A1 COL16A1 COL1A1 COL1A2 COL3A1 COL5A1 COL5A2 COL6A6 COL8A1 COLEC12 CPXM1 CPZ CSF1 CTHRC1 CYBRD1 DCN DPT FBLN1 FNDC1 FZD1 GBP1 GBP1P1 GFRA2 GPC6 GSTM5 HAPLN3 HTRA1 HYCC1 ICAM1 IFI6 IFIT2 IFIT3 ISLR LAMA2 LOX LPAR1 LRRC17 LUM MAPK10 MATN2 MGP MMP2 MRC2 MX1 MYC NGFR NNMT OGN OLFML1 PAMR1 PCOLCE PDGFRL PDPN PHC1 PIEZO2 PLAGL1 PRICKLE1 QSER1 RCN3 RERG SCN7A SCUBE2 SERPINF1 SERPING1 SFRP1 SFRP2 SPARC SPON1 SPON2 SPTLC3 SRPX SVEP1 THBS2 TMEM59L TNFAIP6 TPST1 TTYH2 VASN VCAM1 VCAN ZNF469 GAO_LARGE_INTESTINE_24W_C2_MKI67POS_PROGENITOR https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/GAO_LARGE_INTESTINE_24W_C2_MKI67POS_PROGENITOR ACVRL1 ADGRF5 ANLN APLNR APOLD1 ARAP3 ARHGAP29 ARHGEF6 ASPM AURKB BGN BIRC5 CALCRL CASP10 CCNA2 CCNB1 CCNB2 CD248 CD34 CD93 CDC20 CDH5 CDK1 CDKN3 CENPF CENPW CLDN5 CLEC14A CLEC3B CRIM1-DT CYYR1 DIPK2B DLGAP5 EBF1 ECSCR EGFL7 EMCN ENG ERG ESAM F2R FABP4 FLT1 FOXC1 FZD4 GIMAP4 GIMAP6 GIMAP7 GNG11 H4C3 HEG1 HIP1 HMCN1 HSPA12B HYAL2 INPP5D IQGAP3 JAG2 JAM2 KDR KIF20B KNSTRN LDB2 LMCD1 LRRC32 LRRC8C MKI67 MMRN1 MMRN2 MXD3 MYCT1 NCAPD3 NDC80 NOS3 NRN1 NRP1 NUF2 NUSAP1 PALMD PCAT19 PECAM1 PHF19 PIMREG PLVAP PODXL PRC1 PTPRB PTTG1 RAMP2 RAMP3 RGCC RHOH ROBO4 RRM2 SEC14L1 SERPINE2 SHE SLCO2A1 SOX18 TACC3 TAL1 TFPI TIE1 TK1 TM4SF1 TOP2A TPX2 TRAIP TROAP TSPAN7 UBE2C UBE2T VWF GAO_LARGE_INTESTINE_24W_C4_PROM1LOW_PROGENITOR https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/GAO_LARGE_INTESTINE_24W_C4_PROM1LOW_PROGENITOR ALCAM GJC1 MEIS3 PART1 PTGES3L RAB9B SGCA GAO_LARGE_INTESTINE_24W_C5_LGR5POS_STEM_CELL https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/GAO_LARGE_INTESTINE_24W_C5_LGR5POS_STEM_CELL ACAD10 ACVR1C ADH1C ARSL ATP10B C16orf89 C6orf136 CDCA7 CFTR CHMP4C CHP2 CLDN15 CLDN2 CPA6 DAPK2 DDC EFNA3 EVPL F2RL1 FOXD2-AS1 GATA6-AS1 GDF15 GJB1 GJB2 GOLT1A GPX2 HNF1A HSD17B2 ITPKC LEFTY1 LGR5 LHFPL3-AS2 LIPG LY6G6D MGST1 MYOM3 NHERF4 NOX1 OLFM4 PCSK9 PKP2 PLAGL2 PLEKHH1 PPP1R1B PTGDR RGMB RNF157 RNF186 SCAND3 SFN SLC27A2 SLC38A4 SLPI SOX9 SULT1B1 TAF4B TMEM171 TSPAN8 URB1-AS1 ZNF296 GAO_LARGE_INTESTINE_24W_C6_SECRETORY_PROGENITOR https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/GAO_LARGE_INTESTINE_24W_C6_SECRETORY_PROGENITOR APOE ARHGAP4 BCYRN1 C1orf174 FAN1 ITGAX L3MBTL2 MBTPS1 MECOM NCF1B NRIP2 PJA1 PLXND1 PP7080 RPS18P9 SFXN1 STAB1 SYNE1 TYMP WASH3P WASHC1 YARS1 GAO_LARGE_INTESTINE_24W_C7_GOBLET_PROGENITOR https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/GAO_LARGE_INTESTINE_24W_C7_GOBLET_PROGENITOR ARL14 ATP6V1H C16orf87 CHKB CHST5 ELAPOR1 FOXA3 GALNT5 GPRIN2 ICA1 NFX1 PURA REG4 SLC39A7 SPINK4 TSPAN15 WFDC2 ZG16B GAO_LARGE_INTESTINE_24W_C8_GOBLET_CELL https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/GAO_LARGE_INTESTINE_24W_C8_GOBLET_CELL ANO7 ATP2C2 B3GNT6 BCAS1 CAPN8 CEACAM5 CEACAM6 CHGA CLDN8 DHRS9 ENTPD8 ERN2 FAM110C FER1L6 GALNT3 GPA33 HLA-F IFI27 LGALS9C MAP7 MLPH MUC4 MUC5B OSBPL7 PLCD1 PLEKHA6 PTPRN2 RASEF SBNO1 SCNN1A SLC17A5 SLC37A1 SORL1 SPDEF STXBP5-AS1 SYT7 SYTL2 TSPAN1 UGT2B7 ZG16 ZMYND8 GAO_LARGE_INTESTINE_ADULT_CA_ENTEROENDOCRINE_CELLS https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/GAO_LARGE_INTESTINE_ADULT_CA_ENTEROENDOCRINE_CELLS ABAT ABTB3 ACP3 ADAMTSL2 ADCY1 AFF3 AGTR1 AKAP6 ALKAL1 ALPK3 AMER3 AMIGO2 ANK2 AOAH AP3B2 APBB1 APLP1 APOD ARC ARHGEF38-IT1 ARNT2 ARVCF ASPA ATP6V1C2 B3GAT1 BAIAP3 BCAS4 BEX1 BMERB1 BMPER BMPR1B BNIP3 C19orf44 C1orf127 C2CD4B C3orf14 C7 CACNA1A CACNA1C-AS1 CACNA1D CACNA2D1 CADPS CALML3-AS1 CAMK2B CAMK2N2 CASR CASTOR3P CBLN1 CBLN2 CBX6 CCDC181 CCDC40 CCDC74A CCDC74B CDH22 CDHR3 CDK5R2 CDKN2A CEP126 CEP170 CES1 CFAP300 CFC1 CHGB CHRNB2 CNIH2 COL2A1 COL5A2 COL8A2 CPB1 CPE CPLX2 CRYBA2 CTNND2 CXCL6 CXXC4 DIRAS3 DNAI3 DNAI7 DRICH1 DUSP26 DUSP4 DZIP3 EFCC1 ELAVL4 ENKD1 ENPP2 ENSG00000286190 ETV1 F5 FAP FAR2P2 FBLL1 FBXL16 FEV FFAR2 FGFBP3 FGFR1 FMN2 FRMD6 FRY FSTL4 FTX GALR1 GDF11 GFRA3 GJA4 GLIS3 GLYATL3 GNAO1 GNAZ GNG2 GOLGA7B GPR173 GPRASP1 GPRIN1 GSG1 GULP1 HDAC9 HOPX IGFBP3 INSL5 INSM1 ISL1-DT ISYNA1 JAZF1 KCNC1 KCNH2 KCNH6 KCNH8 KCNJ3 KCNK3 KCNMB2 KIAA0319 KIF1A KIF26A KIF5C KL KLRC2 KRT40 LARP6 LCN15 LINC00670 LINC01014 LINC01571 LINC01725 LINC02593 LINC02712 LMX1A LRRC36 MAFA MAMSTR MAP1B MAP2 MAP6 MAP7D2 MAP9 MAPK8IP1 MAPK8IP2 MAPRE3 MARCHF4 MARK1 MATCAP2 MCOLN3 MLXIPL MMP2 MS4A8 MSI1 MTCL1 MTURN NAB2 NBEA NCALD NCKAP5 NEFL NEUROD1 NFASC NINL NKX2-2 NOL4 NPY1R NRP1 OGDHL OR51E2 OSCP1 PALMD PAM PAPPA2 PAX4 PAX6 PCBP4 PCDH9 PCLO PCSK1 PCSK1N PDE2A PDX1 PEG10 PENK-AS1 PF4V1 PGAM2 PITX3 PLCXD3 PLXND1 PNPLA3 PPFIA2 PRAF2 PRKD1 PRPH PSCA PTK7 PTPRN QPCT RAB3C RAI2 RAMP1 RANBP3-DT RAPGEF4 RASA4 REG4 RFX3 RFX6 RGS4 RGS9 RIIAD1 RIMBP2 RIMS2 RNF183 RTN1 RUNDC3A SAMD3 SCAMP5 SCG2 SCG3 SCG5 SCGN SCN3A SCRN1 SCT SDK2 SEMA3G SERTAD4BP SETBP1 SEZ6 SLAIN1 SLC15A1 SLC16A12 SLC16A2 SLC18A1 SLC25A27 SLC26A4-AS1 SLC26A7 SLC29A4 SLC38A11 SLC5A8 SLC7A2 SMARCA1 SMOC1 SNAP25 SOGA3 SOX12 SPART SPHK1 SPOCK1 SPRED3 SPTBN4 SSTR5-AS1 ST18 STK33 STMN2 STMN3 STX1A STXBP5L SV2C SYN1 SYNPR SYP SYT1 SYT4 SYT5 TAF6L TAFA5 TAMALIN TCEAL3 TDRP TFPI TGM3 THSD7A TM7SF2 TMEM132D TMEM198 TMEM63C TMOD1 TNNC1 TPH1 TRAM1L1 TSPAN5 TTC23L TTC41P TTR TUBA1A TUBB2B UCN3 UNC13A VAT1L VGF VNN3P VWA5B2 WASF3 ZFR2 ZNF460 ZP2 GAO_LARGE_INTESTINE_ADULT_CE_OLFM4HIGH_STEM_CELL https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/GAO_LARGE_INTESTINE_ADULT_CE_OLFM4HIGH_STEM_CELL AADACP1 ABCA9 ABCB6 ABCG1 ACSL1 ADAP2 ADGRF2 ADH1A ADHFE1 AIRE AKR1D1 ALKBH1 AMER2 ANKDD1B ANKMY1 ANKS1B ANTXR1 AOC3 AP3M2 APBB1 APOBEC3A AQP11 ARRB2 ATP1A2 ATP6V0D2 AUNIP B4GALNT4 B4GALT6 BAG2 BARX2 BASP1-AS1 BCAM BCL6 BEGAIN BLM BMAL1 BNC2 BTBD8 C11orf96 C14orf132 C16orf95 C17orf97 C1orf226 C2CD4C C2orf74 C5AR1 C7 CACNA1C CACNA1I CACTIN CAND2 CASQ2 CATSPERE CBX7 CCDC170 CCDC80 CCNP CD109-AS1 CD28 CD300E CD36 CDC20B CDC45 CDH6 CDKL2 CECR2 CENPE CEP152 CEP290 CGNL1 CHIC1 CHST13 CLEC16A CLEC19A CMKLR2-AS CMPK2 CMYA5 CNBD2 CNNM1 COL4A6 COL5A1 COL6A4P2 CPB2-AS1 CPED1 CPT1B CTBP1-AS CTIF CTSZ CTU1 CX3CL1 CXCL5 CYP2B6 DAND5 DCBLD1 DCDC2 DGAT2 DGKG DHX57 DLST DNAH5 DNAJC9-AS1 DUSP16 EFR3B ELOVL5 ENSG00000236064 ENSG00000236393 ENSG00000249328 ENSG00000255537 ENSG00000274253 ENSG00000290498 ENSG00000290755 ENTPD1-AS1 EPG5 EPGN EYS FAM185A FAM86B3P FAM89A FFAR2 FILIP1L FOXL2NB FOXP2 FPR1 GARIN5A GAS6-DT GATA2 GBGT1 GFI1 GINS1 GJC1 GNA12 GOLGA8H GPC6 GREM1 GRIP2 GSDMA GTF2IRD1 GUCY1A1 HACE1 HAR1A HAUS8 HCAR2 HCN3 HEG1 HIVEP1 HLA-DQB1 HLA-DRB6 HMCN2 HNRNPKP3 HOXD4 HSD17B7P2 HSPA4L HTR4 IFIT2 IFIT3 IKZF4 IL10RB-DT IL23A IL4I1 IL6ST-DT INKA2-AS1 INTS2 IRAK2 KCNA5 KCNA7 KCNH8 KCNIP4 KCNQ4 KIF14 KIF21B KLF7 KLHL25 KLHL32 KRBOX4 KRT18P55 LATS2 LIG4 LIMS2 LINC00174 LINC00311 LINC00471 LINC00485 LINC00598 LINC00887 LINC00970 LINC01012 LINC01179 LINC01191 LINC01247 LINC01315 LINC01426 LINC01448 LINC01492 LINC01551 LINC01804 LINC02016 LINC02087 LINC02202 LINC02245 LINC02681 LINC02893 LIPE LMNB1 LOXL1 LRRC20 LRRC73 LST1 LTB LYRM9 MAMLD1 MAP2 MAPK11 MEIS3P1 MEOX2 MEX3B MEX3D MLXIPL MPL MPP7 MS4A10 MS4A7 MSANTD4 MSLN MSX1 MTUS2 MUC5AC MYBPC3 MYH11 MYT1 NANOS1 NBR2 NFATC1 NFATC4 NIN NKX3-1 NPHP4 NRGN NRIP2 OBSCN OGFR OR1N2 OR5M9 OR7D2 OR7E12P OVCH1 OXER1 OXGR1 PAXBP1-AS1 PCED1B PDGFRB PDZD4 PFN1P2 PHKA1 PHLDA3 PIPSL PKP1 PLA2G4E PLEK PLXDC1 PLXNC1 PMCHL2 POLQ POLR3G POM121L10P PPEF2 PPIEL PPP1R37 PREX1 PRND PRPF4 PRR12 PRR7 PSORS1C1 QKI QRFPR RAB11FIP3 RAB36 RALYL RAMP3 RBBP9 RBM26-AS1 RBP7 RBPMS RCAN2 RDH8 RHBDL3 RIPOR2 RMI2 RNF215 RPS2P32 SAP25 SCAND3 SCN11A SDK1 SENP3 SERPINB5 SERPINI1 SH2D7 SKI SLC12A4 SLC16A14 SLC18A1 SLC1A2 SLC22A8 SLC24A4 SLC7A14 SLC9A7P1 SNTA1 SNTN SPESP1 SSPN ST3GAL5 SV2B SYNPO SYNPO2L TBC1D25 TBKBP1 TBX2 TCTN2 TDRD5 TEKT5 TEX11 THAP8 TIMP4 TLR1 TMEFF2 TMEM102 TMEM169 TMEM178A TMEM239 TMEM30A-DT TMEM47 TMEM91 TNFSF15 TOX2 TRNP1 TRPV6 TSPYL5 TTK TUBA8 UBOX5 UHRF1 UNC5CL VASN VMAC VPS33B-DT WFDC10B WFDC3 WIPF3 WNT11 WNT9B ZC3H7B ZDBF2 ZDHHC8BP ZFPM1 ZNF17 ZNF227 ZNF234 ZNF25 ZNF316 ZNF324 ZNF334 ZNF467 ZNF565 ZNF618 ZNF653 ZNF674 ZNF674-AS1 ZNF697 ZNF709 ZNF740 ZNF75D ZNF773 ZNF845 ZXDB GAO_LARGE_INTESTINE_ADULT_CF_GOBLET_CELL_SUBTYPE_1 https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/GAO_LARGE_INTESTINE_ADULT_CF_GOBLET_CELL_SUBTYPE_1 ARHGAP31 B3GNT6 CAPN9 CBFA2T3 CCNJL CEP192P1 FAM174B FAM177B FAXDC2 FER1L6 FFAR4 FRMD3 GALNT8 GPR153 KLK15 LRRC26 MB MYRIP PFKFB4 RASD2 SYTL5 TBX10 TPSG1 TRPA1 GAO_LARGE_INTESTINE_ADULT_CG_GOBLET_CELL_SUBTYPE_2 https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/GAO_LARGE_INTESTINE_ADULT_CG_GOBLET_CELL_SUBTYPE_2 ACBD7 ACTE1P ADAMTS4 ANKRD45 ANTXR1 ARGFX AZU1 BNC2 C1S CEACAM22P CLEC14A DCN DEFA4 DNAH5 DSC3 ENSG00000176593 FERMT2 FGD5P1 FYB1 FZD4 GABRB2 GAN GNRHR2 GRM6 HAND2-AS1 IGFBP5 IL10 KCNMB4 KDR KLRD1 LEMD1-AS1 LINC01205 LINC01448 LINC01744 LINC02078 LINC02444 LRRN1 MCMDC2 MNDA MPDZ MUC19 NOS1 PTGIS PXDC1 RNF212 RYR2 SLC36A2 SMIM17 SPACA6-AS1 ST8SIA1 SULT1C4 SYCP2 SYNPO2 VIPR2 VWF ZFP42 ZNF114 GAO_LARGE_INTESTINE_ADULT_CH_MKI67HIGH_CELLS https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/GAO_LARGE_INTESTINE_ADULT_CH_MKI67HIGH_CELLS ANLN APOBEC3B ARHGAP11A ARHGAP11B AURKB BIRC5 BUB1 BUB1B CCDC74A CCNA2 CDC25C CDC45 CDCA2 CDCA3 CDCA5 CDCA8 CDH16 CENPA CENPF CENPH CEP55 CHAF1B CIP2A CIT CKAP2L DDIAS DDX11-AS1 DEPDC1 DEPDC1B DIAPH3 DNA2 DSCC1 DTL E2F8 ELAVL2 EME1 ERCC6L ESCO2 ESPL1 EXO1 FAM111B FAM201A FANCB FANCD2 FCAMR FEN1 FOXM1 GJB7 GTSE1 H1-5 HJURP HMMR HROB IQGAP3 KIF11 KIF15 KIF20A KIF23 KIF2C KIF4A KIFC1 LINC00628 LYPD5 MAILR MCM10 MKI67 MNS1 MYBL2 MYO3A NCAPG NCAPH NDC80 NEIL3 NEURL3 NRM NUF2 OIP5 PARPBP PBK PDIA2 PIF1 PIMREG PKMYT1 PLK4 POC1A RAD51 RAD51AP1 RAD54B RAD54L RDM1 REXO5 RGP1 SERPINA6 SKA3 STAG3 TACC3 TDRKH TEDC2 THAP10 TMEM237 TMPO-AS1 TOP2A TPX2 TRIP13 TROAP UBL7-DT ZNF599 GAO_LARGE_INTESTINE_ADULT_CI_MESENCHYMAL_CELLS https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/GAO_LARGE_INTESTINE_ADULT_CI_MESENCHYMAL_CELLS A1BG ABCB9 ABI3 ACAP1 ADA ADA2 ADAM19 ADAM28 ADAM8 ADGRG5 AIM2 ALOX5 ALOX5AP AMPD1 ANKRD20A11P ANKRD28 ANKRD36BP2 ANKRD44 ANXA6 APBB1IP APOBEC3G AQP3 ARHGAP15 ARHGAP25 ARHGAP30 ARHGAP4 ARHGAP6 ARHGAP9 ARHGDIB ASB2 ATP8B2 BASP1 BLK BLVRA BMF BNIP3 BRSK1 BST2 BTK BTN2A2 C16orf54 C16orf74 C1QC CABLES1 CAV1 CCDC102A CCDC69 CCDC88A CCR10 CD19 CD2 CD27 CD300A CD37 CD3D CD3E CD48 CD52 CD53 CD69 CD7 CD79A CD79B CDK14 CDKN2A CEP128 CEP85L CERCAM CFAP54 CHST11 CHST15 CIBAR2 CLEC2B CLECL1P CLIP4 COL18A1 COL24A1 COL4A4 COL9A3 COQ10A CORO1A CPNE5 CREB3L2 CSF2RB CSGALNACT2 CST7 CTSW CYBB CYP4F29P CYRIA CYTH4 CYTIP CYTOR DAPP1 DENND5B DENND6B DERL3 DOCK2 DOCK8 DOK2 DOK3 DTNB DUSP5 EAF2 ELMO1 EMB EMP3 ENO2 ERN1 EVI2A EVI2B FAM117A FCGR2B FCMR FCRL2 FCRL5 FER1L4 FGD2 FGL2 FICD FLI1 FLT3LG FRMD6 FXYD5 FYB1 FYN GABRR2 GAMT GIMAP4 GLCCI1 GLDC GLIPR1 GMFG GNG2 GNG7 GOLGA8IP GPLD1 GPR15 GPR183 GPR65 GPSM3 GRK5 GSTM2 GYPC HCLS1 HCST HERC5 HHEX HLA-DOB HLA-DPA1 HOMER3 HVCN1 HYCC1 ICAM1 ICAM4 IFFO2 IFNAR2 IGF1 IGFLR1 IGLL5 IKZF1 IL10RA IL10RB-DT IL12RB1 IL16 IL23A IL27RA IL7R INPP5D IRAG2 IRF4 IRF5 ISG20 ITGA4 ITGA8 ITGAL ITGB2 ITGB7 JSRP1 KCNA3 KCNAB2 KCNN3 KIF19 KLHL5 KLHL6 LAMA5 LAMP3 LAPTM5 LAX1 LCK LCP1 LGALS1 LILRB1 LIMD2 LINC-PINT LINC00309 LINC00582 LINC00996 LINC01480 LINC02362 LINC02384 LRRC8C LSP1 LY6E LY9 LY96 MANEA MAP4K1 MEF2C MEI1 MIAT MICB MSN MX2 MYL2 MYO1G MYO5A MZB1 NCF1 NCF1B NCF1C NCF4 NCKAP1L NFATC1 NIBAN1 NKG7 NLRP1 NR3C1 NR4A3 NUGGC NXPE3 OAS2 ODF3B OSBPL3 OSR2 P2RX1 P2RX5 P2RY10 PAIP2B PAQR6 PARVB PARVG PCBP1-AS1 PCED1B-AS1 PDE4B PDK1 PECAM1 PGLYRP2 PHGDH PIK3CG PLAAT3 PLEKHO1 PNOC POU2AF1 POU2F2 PPM1K PPP1R16B PPP1R18 PRDM1 PRKCB PTPN7 PTPRC PTPRCAP PTPRS RAB30 RAB34 RASA3 RASAL3 RASGRP3 RASSF5 RCSD1 RELT RFLNB RGCC RGS1 RGS19 RHEX RHOH RHOQ RNF122 RRAGD RUNX2 RUNX3 S100A4 SAMSN1 SASH3 SCPEP1 SEC14L1 SELENOM SELPLG SEPTIN1 SEPTIN6 SFMBT2 SIT1 SKAP1 SLA SLAMF1 SLAMF7 SLC12A4 SLC1A4 SLC2A3 SLC47A1 SLC7A5 SLC7A7 SLFN11 SNAI3 SP140 SPAG4 SPINK2 SPOCK2 SRGN ST3GAL1 ST3GAL6 ST8SIA4 STAP1 STAT4 STX11 SUSD3 SYNE3 SYNGR1 TAGAP TASL TBC1D10C TCF4 TET1 TEX14 TGFB1 THEMIS2 TMC8 TMEM156 TMEM45A TNF TNFRSF13B TNFRSF17 TNFRSF18 TNFRSF4 TNS1 TP53INP1 TPSAB1 TPSB2 TPST2 TRAF3IP3 TRG-AS1 TRIB2 TRIM69 TRPV2 TRPV3 TUBG2 UAP1L1 VIM VPREB3 WAKMAR2 WAS WIPF1 WNT10A XCL2 ZAP70 ZBP1 ZEB1 ZEB2 ZNF532 GAO_LARGE_INTESTINE_ADULT_CJ_IMMUNE_CELLS https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/GAO_LARGE_INTESTINE_ADULT_CJ_IMMUNE_CELLS A2M A2M-AS1 A4GALT ABCA8 ABI3BP ABLIM3 ACKR3 ACSL4 ACTA2 ADAM19 ADAM28 ADAM33 ADAMDEC1 ADAMTS1 ADAMTS5 ADGRA2 ADGRB3 ADGRF5 ADGRL3 ADH1B AEBP1 AGT AICDA ALDH1A3 ALKAL2 AMOTL1 ANGPT1 ANGPTL2 ANKRD20A8P ANKRD29 ANTXR1 ANXA1 ANXA6 AOC3 APLNR APOD APOE APOL4 ARHGAP29 ARHGAP6 ARHGEF15 ARHGEF17 ARL10 ARMCX1 ASAP1 AXL BCL6B BGN BMP4 BMPER BST2 C11orf96 C14orf132 C1R C1S C2orf74-DT C8G CALCRL CALD1 CAV1 CAV2 CAVIN1 CAVIN2 CAVIN3 CBX6 CCDC102B CCDC8 CCDC80 CCL11 CCL2 CCM2L CD34 CD36 CD4 CD93 CDH11 CDH13 CDH5 CDH6 CEP112 CFH CHL1 CHST11 CHST7 CLDN5 CLEC11A CLEC14A CLEC3B CLIC2 CLMP CNRIP1 CNTLN COL12A1 COL13A1 COL14A1 COL15A1 COL18A1 COL1A1 COL1A2 COL27A1 COL3A1 COL4A1 COL4A2 COL4A5 COL4A6 COL5A1 COL5A2 COL5A3 COL6A1 COL6A2 COL6A3 COLEC12 COX7A1 CPAMD8 CPED1 CRIP2 CRISPLD2 CSF1 CSF3R CSMD3 CSPG4 CTSF CXCL12 CXCL14 CYBRD1 CYGB CYP27C1 CYYR1 DACT1 DCHS1 DCN DKK3 DLC1 DMD DNM3OS DPYSL3 DYNC2H1 DZIP1 ECM1 ECSCR EDNRA EDNRB EFEMP1 EFEMP2 EGFL7 EGFLAM EHD2 ELMO1 EMCN EMID1 EMILIN1 ENG ENHO ENPP2 ENSG00000275563 EPIST ESAM ETS1 ETV1 EVA1B F10 F2RL3 FABP4 FADS1 FAM107A FAM13C FAM20C FAM24B FBLN1 FBLN5 FBN1 FBXL7 FENDRR FERMT2 FGD5 FGFR1 FHL1 FILIP1L FKBP10 FLNA FLT1 FOXF1 FOXF2 FOXQ1 FRMD6 FRY FST FSTL1 FXYD1 FXYD6 GALNT15 GASK1B GBP4 GDNF GGT5 GIMAP6 GIMAP7 GIMAP8 GJA1 GJA4 GKN1 GLI3 GLIS2 GLP2R GNG11 GPC6 GPX3 GRK5 GUCY1A1 GULP1 HECW2 HEG1 HIGD1B HOXB2 HS6ST1 HTR3B HTRA1 IFI44L IFIT5 IGDCC4 IGFBP3 IGFBP5 IGFBP6 IGFBP7 IL1R1 IL33 INHBB IRAG1 ISLR ISYNA1 ITGA1 ITGA11 ITGA5 ITGA7 ITIH5 ITPR1 JAK2 JAM2 JAM3 JCAD KANK2 KANK3 KCNJ8 KIAA1755 KIFC3 KIRREL1 KLHL5 LAMA4 LAMA5 LAMB2 LAMC1 LAMC3 LBH LCA5L LCAT LDB2 LGI4 LHFPL6 LIFR LIMCH1 LIMS2 LINC00472 LINC01082 LINC01876 LMOD1 LOX LRP1 LRRC32 LRRC49 LRRN3 LTBP2 LUM LY6E MAF MAGI2-AS3 MAMDC2 MAP1B MAP7D3 MAPK10 MCAM MCTP1 MEG3 MEIS2 MEIS3 MFAP4 MFGE8 MGP MMP11 MMP19 MMP2 MMRN2 MRC2 MSC-AS1 MSN MSRB3 MX2 MXRA5 MXRA7 MXRA8 MYCT1 MYL9 NDST1 NDUFA4L2 NDUFAF4P1 NEGR1 NES NEXN NFATC4 NID1 NKX2-3 NNMT NOTCH3 NOTCH4 NPAS3 NPR3 NR2F1-AS1 NRP1 NSG1 NUAK1 OBSCN OLFM1 OLFML2A OLFML3 OR7E47P PAM PAPPA PCAT19 PCDH18 PCDH19 PCOLCE PDE1A PDE1C PDE2A PDE7B PDGFC PDGFD PDGFRA PDGFRB PDLIM4 PDLIM7 PDPN PEAR1 PECAM1 PFN1P2 PGBD1 PGF PHF10 PHGDH PINLYP PITX1 PKD2 PLAC9 PLAT PLAU PLEK PLEKHA4 PLVAP PLXND1 PMP22 POSTN POU5F1P4 PPP1R14A PPP1R16B PPP1R18 PREX2 PROCR PTCH1 PTCH2 PTGS1 PTH1R PTN PTPRM PTPRS PXDN QKI RAB34 RAB8B RAI14 RAMP2 RAMP3 RAPGEF3 RASAL2-AS1 RASIP1 RBM15-AS1 RBMS1 RBMS3 RBP1 RBP5 RBPMS RECK RFLNB RFTN1 RGS5 RHOJ RIPOR1 ROBO4 RPS6KA2 RUNDC3B RYR3 S1PR3 SALL1 SAMD4A SCARA5 SCARF2 SCD5 SCN7A SCUBE2 SDC2 SDC3 SEPTIN4 SERPINF1 SERPING1 SFRP1 SGCD SGCE SGIP1 SGTB SHANK3 SHC2 SLC12A4 SLC15A3 SLC24A3 SLC2A3 SLC38A6 SLC7A2 SLFN11 SMARCA1 SNAI2 SNAP91 SNED1 SNX18 SOBP SOX18 SOX6 SOX7 SPARC SPARCL1 SPART SPON2 STARD8 STC1 STEAP4 STMN2 STOM STOX2 SULF1 SYDE1 SYDE2 SYNM SYNPO2 TBX2 TCF21 TCF4 TEK TET1 TFPI TGFBI TGFBR3 TGM2 THBD THSD1 THY1 TIMP2 TIMP3 TMEM119 TMEM204 TMEM273 TMEM47 TMTC1 TNFAIP2 TNS1 TNS2 TPM2 TRIM49B TRPA1 TRPC1 TRPV2 TSHZ2 TSHZ3 TSPAN11 TSPAN2 TSPAN4 TSPAN9 TTC7B TUBB6 UNC5C VCAN VSTM2A VSTM2A-OT1 VWF WDR35 WFS1 WNT5A WWC2 WWC3 WWTR1 XIRP2 ZCCHC24 ZEB1 ZEB2 ZKSCAN8P1 ZNF155 ZNF521 ZNF667-AS1 ZNF687 GAO_SMALL_INTESTINE_24W_C1_TUFT_PROGENITOR https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/GAO_SMALL_INTESTINE_24W_C1_TUFT_PROGENITOR ANAPC1P2 ARG2 CCL2 GSS H1-0 HOXA5 IER3 NECAP1 TPM2 TUBA8 ZNF609 GAO_SMALL_INTESTINE_24W_C2_PROCRPOS_PROGENITOR https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/GAO_SMALL_INTESTINE_24W_C2_PROCRPOS_PROGENITOR CD248 CDH9 CUEDC2 FLRT2 GPC3 GPX7 IGFBP5 IL11RA ITM2A LHFPL6 LRRC17 MEOX2 MFAP4 MGP PCOLCE PI15 PLAC9 PRAF2 RAB23 RAMP2 RCN3 SFRP2 GAO_SMALL_INTESTINE_24W_C3_ENTEROCYTE_PROGENITOR_SUBTYPE_1 https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/GAO_SMALL_INTESTINE_24W_C3_ENTEROCYTE_PROGENITOR_SUBTYPE_1 AADAC ADH1C ATP2A1 BOP1 C17orf78 CA3 CAMKV CASC2 CCL25 CD24 CDK5 CHCHD10 COMMD1 CYP2J2 DMBT1 DNAJC14 DRG2 DUS3L ENPP4 FCSK GCNT1 GSTA1 GSTA2 HDDC3 KIF26B MATN1-AS1 MGST1 NR5A2 PCYOX1L PEX14 PIGH PLEK2 POF1B PRR15 PRR15L RNASE6 SCARNA2 SLC2A1 SLC35A4 SLC35C2 SLC51B ST20 STARD13-AS TATDN1 TSPAN8 TTR VPS26B ZNF586 GAO_SMALL_INTESTINE_24W_C4_ENTEROCYTE_PROGENITOR_SUBTYPE_2 https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/GAO_SMALL_INTESTINE_24W_C4_ENTEROCYTE_PROGENITOR_SUBTYPE_2 ABCC2 ABRACL ACP5 AFP AGT ALDOB ALPI ANXA4 AOC1 APOA1 APOA4 APOB APOC3 AQP1 ASAH1 ATP1B3 C11orf86 C8G CELP CFB CFI CHST13 CNKSR1 CTSA DAB1 DDC DOK7 DPEP1 DPP4 EMB ENPP7 ETNK2 FABP2 FAH FAM110C FBP1 FBXO2 G0S2 GCHFR GJB1 GLRX GOLT1A HHLA2 IFI30 IL22RA1 IL32 KEL MAMDC4 MEP1A METTL7B MFSD2A MS4A8 MST1 MUC13 MYO1A MYORG NAGS NPL NR0B2 OCIAD2 OSGIN1 PLAGL2 PNCK PNP PON2 PP7080 PRSS3 RAB25 RARRES1 RBP2 RBP4 RGN RNF128 RNF186 S100A9 S100G SEC11C SERPINA4 SLC34A3 SLC46A3 SLC5A9 SLC6A19 SLC7A7 SMIM1 SMIM24 STARD5 SULT1B1 TGM2 TM4SF20 TMEM144 TMEM86B TREH TSPAN13 UGT3A1 VTN XPNPEP2 ZDHHC12 GAO_SMALL_INTESTINE_24W_C6_GOBLET_CELLS https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/GAO_SMALL_INTESTINE_24W_C6_GOBLET_CELLS ABCA4 ACSS2 ATAD5 BCAS1 C8orf44 CCDC160 CENPM CFHR4 CLCA1 ERN2 ESR1 FAM193B FAM3B FCGBP FUT6 GAU1 GRPEL2 GSN GSTCD HEPACAM2 KLK1 KRT19 LINC01994 MAGEF1 MCM3AP-AS1 MSANTD2 MT1M MUC2 MYO1F NEURL1 PAX3 PLEKHG6 REG4 REP15 RNASE1 SPDEF SPINK4 SRP72 ST6GALNAC1 STARD10 STXBP5-AS1 SYP TFF1 TSPYL5 VAMP4 ZBTB24 GAO_SMALL_INTESTINE_24W_C7_SECRETORY_PROGENITOR https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/GAO_SMALL_INTESTINE_24W_C7_SECRETORY_PROGENITOR ABCA7 ADAMTS16 AMER3 BANK1 BCAM C12orf71 CACNB4 CC2D2A CCDC146 CHD5 CHM CIP2A COL9A3 CSN2 ENSG00000280552 EPHA10 EVC2 EZH1 FADS6 FOXD2 GABRB2 GAD2 GLIS3 GNAO1 H1-10-AS1 HCN1 HTR1D KCNQ2 KCNT2 KIF1A LAMA1 LHX9 LINC00299 LINC00368 LINC00639 LINC01289 LINC02903 MX1 OGFRL1 OR4N3P POU2AF1 PTPN13 RASAL2-AS1 SRPX2 SV2B SYT16 TBC1D22A-AS1 TCEANC2 TMEM201 ZNF23 ZNF385B ZNF662 GAO_SMALL_INTESTINE_24W_C9_ENTEROENDOCRINE_CELL https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/GAO_SMALL_INTESTINE_24W_C9_ENTEROENDOCRINE_CELL ACBD4 ACSM1 AKR1D1 AOX1 APCDD1 ARMH4 ARSI ASB8 BEND4 C1QTNF3 CHMP1B2P CPA1 CPZ DPT ELANE ENSG00000275765 FAM162B FBXL7 GFRA2 HOXC11 ISLR ITIH4-AS1 KCNAB1-AS1 LINC00298 LINC00942 LINC01354 LINC02208 LINC02910 LOX LSAMP-AS1 MADCAM1 MEI4 METTL1 MSC NANOS1 NTF3 P4HA2-AS1 PCDH10-DT PCDH8 PLSCR5 POMGNT2 PPP1R18 PRDM14 RASA1 RFX3-DT RHBDD1 RPL23AP82 RTL5 SACS SCP2D1-AS1 SH3GL1P1 SHISA3 SLC36A4 TOE1 TRIM62 TRIQK TRPC3 TTLL3 WHAMMP3 ZBBX ZNF503-AS1 ZNF608 GAO_STOMACH_24W_C1_PROCRPOS_MULTIPOTENT_PROGENITOR https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/GAO_STOMACH_24W_C1_PROCRPOS_MULTIPOTENT_PROGENITOR ANKRD37 C2CD2 CASP3 CDC45 CENPQ DDX31 DNAL4 DTX3L FAM229A GJC2 GPT2 H2AX INTS15 KIAA1586 KLHL11 LGSN LRRC57 MAML2 MTA1 MTOR NUDT8 PITPNM2 PLD1 PLK4 POMT2 PPIH PWWP2B RPE SCARF2 SGK1 SLC25A38 SLX4IP SNX7 TRAF4 UBE2S ZFAND1 ZFP41 ZNF143 ZNF354C ZNF571 GAO_STOMACH_24W_C2_TFF2POS_MULTIPOTENT_PROGENITOR https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/GAO_STOMACH_24W_C2_TFF2POS_MULTIPOTENT_PROGENITOR ECE1 PROM1 PTP4A3 SUPT7L TBC1D15 TCIM UBE2D1 GAO_STOMACH_24W_C4_PARIETAL_PROGENITOR https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/GAO_STOMACH_24W_C4_PARIETAL_PROGENITOR ANXA1 CCDC80 CFH FGD5 FKBP14 H6PD HBB KERA GAO_STOMACH_24W_C5_PUTATIVE_PIT_CELL_PROGENITOR https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/GAO_STOMACH_24W_C5_PUTATIVE_PIT_CELL_PROGENITOR ACTC1 ADRA1D AK4 ALDH1B1 BARX1 BCL11A BCL2 BMPER CAPS CFAP221 CFL2 CNN1 CORO1C DHX35 DIXDC1 FBXO32 GBP2 HACD1 HSPB8 IL17B KCNMB1 LAMA5 LDB3 LIMS2 LRP5 LRRFIP2 MICALL1 MVB12B NFIX NPB NRXN3 OLR1 P2RX4 PIPOX PPP1R14A RASSF3 RPRD1B RSPO3 RTL5 SBSPON SETD1B SGCA SLC24A3 SLC2A4 SMG8 SRF TAFA4 TIMM17A TMEM47 TMEM51 TNFAIP8 VSNL1 WFDC1 WIF1 YBEY GAO_STOMACH_24W_C6_PIT_CELL https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/GAO_STOMACH_24W_C6_PIT_CELL ADAMTS6 BLOC1S3 DCUN1D3 FAHD2B GALNT7 GREM2 MBD1 NTN1 RBL1 RSPO2 SALL4 TMEM135 ZNF747 GAUTAM_EYE_CHOROID_SCLERA_ACTIVATED_T_CELLS https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/GAUTAM_EYE_CHOROID_SCLERA_ACTIVATED_T_CELLS ABTB1 ACSL5 ACSS1 AP4B1 APOBEC3D AQP3 ARID3B ASF1A ATP2A3 BCL7B BMAL1 BRD1 C6orf120 CAMK2G CCM2 CCR5 CD274 CD58 CDC7 CDIP1 CDK5R1 CENPN CERK CHD7 CNST COX18 CRNKL1 CSF2 CUTALP DBP DDB2 DDX11 DIAPH1 ERAP2 FAM136A FASLG FCRL6 FERMT3 GIMAP6 GLMN GPR155 GPR18 GSKIP H2BC18 HELB IFFO2 IFIH1 IL27RA INO80E INPP4A INTS13 ITFG2 KAT7 KDM2A KIF2A KLHDC4 LAIR1 MAEA MAN2B1 MFSD14CP MIAT MIR155HG MT-CO1 MTERF4 MTFP1 MXD4 N4BP2 NIPAL3 NKAP NLRP1 NUBP2 ORC4 PAPOLG PARP11 PATJ PCYT1A PDCD2 PILRB PTGDR PTPN6 RANBP3 RAPGEF6 RGS19 RINL RNF157 RPL37A RPL8 SAP30 SIT1 SLAMF1 SLC39A10 SNAI3 SNX10 SNX14 SPATA2L SPN SYNRG SYTL2 TENT4B TEPSIN TGIF2 THEMIS TMEM154 TMEM273 TNFSF4 TOMM5 TRIM26 TRIM59 TUT7 USP12 ZBTB37 ZC3H18 ZFAND2B ZNF266 ZNF276 ZNF431 ZNF721 ZNF836 ZNHIT6 GAUTAM_EYE_CHOROID_SCLERA_CHOROID_ENDOTHELIAL_CELLS https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/GAUTAM_EYE_CHOROID_SCLERA_CHOROID_ENDOTHELIAL_CELLS ABCD4 ABHD3 ACSL5 ACTG1 ADAM10 ADIRF ANAPC16 ANXA3 ARHGAP19 ARPC1B ARPC2 ASAP1 ATP5ME BAG3 BCL10 BCL6B BEX5 BNIP2 BTNL9 BZW2 CA4 CALR CANX CCNI CFL1 CHMP4A CLU CNTNAP3B COX16 CSNK1A1 CX3CL1 CYP26B1 DNAJB1 EEF1A1 EEF1D EIF3K EIF4EBP1 F11R FAU FGD5 FGFR1OP2 FKBP1C FLOT2 FNIP2 FOXP1 FUS GALNT18 GFOD1 GNG5 GNS H2AZ1 H3-3A HID1 HYAL1 KLHL2 KRTCAP2 KTN1 LHX6 LIMK2 LRP11 LSM4 MANSC1 MECOM METTL21A MGST3 MRPL33 NACA NDUFC1 NNMT NOL4L NRARP NUDC OAZ2 PALD1 PALM PDIA6 PFN1 PIK3C2B PITPNB PKN3 PLEKHO2 PPFIA3 PPIA PPIB PPP1R15A PROCR PSMB8-AS1 PTPN1 RBM8A RHOJ RNF122 RNF144B RPIA RPL12 RPL13A RPL18 RPL19 RPL22 RPL23 RPL23A RPL24 RPL30 RPL4 RPL7 RPL7A RPS10 RPS11 RPS12 RPS16 RPS19BP1 RPS20 RPS26 RPS3A RPS9 SARS1 SASH1 SDCBP SELENOK SEMA3A SH3BGRL3 SHROOM1 SIGIRR SLC25A37 SMAD6 SMAGP SNRK SOD2 SOS1 SP110 SPG21 SPNS2 SPR STARD3 SUMO1 TCF4 TMEM179B TMEM255B TMOD3 TRAPPC2B U2AF1 UBA6 GAUTAM_EYE_CHOROID_SCLERA_FIBROBLASTS https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/GAUTAM_EYE_CHOROID_SCLERA_FIBROBLASTS AASS ABCA5 ABHD14A ABLIM1 ADAMTSL4 AHCYL2 AHI1 AIG1 AKR1C2 AMOTL2 ANKRD35 ANXA11 APOL2 APOL6 APPL1 ARID5B ATP1B3 ATP2A2 ATXN2 AZI2 B4GALT1 BAG2 BAMBI BASP1 BBX BCAP29 BHLHE40 BHMT2 BMERB1 BMP1 BMP4 BOC C1orf21 CA12 CALCOCO1 CAMK2N1 CCNDBP1 CCNL2 CD302 CDC42BPA CDC42EP4 CEMIP CHD9 CKB CLEC11A CMTM8 COL25A1 COL27A1 CPED1 CRELD1 CRELD2 CSRP2 DAB2 DCUN1D1 DDAH2 DDIT4 DEPP1 DERL2 DKK3 DNAJA1 DNAJB9 DOK5 DSE DYNLL1 ECEL1 FBLIM1 FEZ1 FGF2 FKBP9 FMNL2 FOXO3 FST G6PD GDF15 GLT8D2 GLUD1 GNAL GOLPH3 GPC3 GPX4 GPX8 GSTP1 GTF2I HIGD1A HSD17B4 IFNGR2 IL1R1 IL6ST IRF2 ISOC2 ITGAV ITM2B JAM3 KCNK17 KDELR2 KIAA0040 LAMB2 LAP3 LAPTM4A LMAN1 LPAR1 LPIN1 MAP3K5 MAP7D3 ME1 MINDY2 MVP NDFIP1 NFASC NFIX NFKBIZ NFYB NGF NISCH NPEPPS NPPC NSD3 NUCKS1 OSTC PARVA PCDH18 PCSK1N PCSK7 PDE7B PGAM1 PGD PGM2L1 PGRMC1 PIEZO2 PJA2 PKM PNISR PODN POLD4 PROCR PSAP PTGS2 PTPN13 PTPRG RCN3 RGL1 RHOB RNASE4 RNF24 RRBP1 RTL8C RUNX1 S100A11 SAA2 SAMD11 SCUBE2 SDC4 SEC61A1 SEC63 SERINC3 SFXN1 SGCB SKIL SLC16A7 SLC25A28 SLC40A1 SLC7A8 SLFN11 SMARCA2 SMARCD3 SNORA50C SPTBN1 SSPN STAT1 STAT6 STOM STON1 STON2 SYVN1 TGFB3 TMEFF2 TMEM98 TNFRSF12A TNFRSF1A TNS2 TPTEP1 TRIB1 TSKU TSPAN3 UBE2H USP11 VAMP4 VCP VEGFB VKORC1 VSTM4 WLS YAP1 YWHAG ZBTB16 ZBTB20 ZCCHC24 ZFHX3 ZSCAN18 GAUTAM_EYE_CHOROID_SCLERA_MELANOCYTES https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/GAUTAM_EYE_CHOROID_SCLERA_MELANOCYTES AHSA1 AKAP8 ALDOA ALX1 AP2M1 ARF1 ATG101 ATP5F1D ATP5MG ATP5MK ATP5PF ATP5PO ATP6V1D B3GAT3 BCAN BEX2 BIN3 CAMTA1 CAPRIN1 CCNG1 CCT5 CCT7 CHCHD2 CHCHD3 CHTOP COX6A1 COX7C CRTAP CRYL1 CUTA CYB5R1 CYC1 CYCS DAAM1 DAD1 DEK DHPS DLC1 DNAJA4 DPH3 EHBP1 EIF2S2 EIF3G EIF3H EIF3M ENOPH1 ERBB3 ERP29 ESF1 ETF1 FAU FBXO7 GABARAP GADD45GIP1 GALE GRSF1 GTF3C6 HIBADH IMP4 IRF4 ITGB1BP1 JAGN1 KARS1 KCNJ13 KIF9 KIT KLF6 KLHL21 LSM7 LYSET MED10 MORF4L1 MRFAP1 MRPL57 MRPS18C MT-CO1 MT-CO2 MT-CO3 MT-CYB MT-ND1 MT-ND2 MT-ND3 NDUFA4 NDUFAF4 NELFCD NELFE NET1 NGDN NOL12 NOP56 NUDC OCA2 ODF2L PDLIM3 PEPD PFDN6 PHB1 PHF1 PPAN PRELID1 PSMC3 R3HCC1L RAD23A RBM23 RETREG2 RNF145 RNH1 ROPN1B RPF2 RPLP0 RSL1D1 RSRC2 RTTN SAP18 SDHB SECISBP2 SEMA3E SGK1 SLC25A5 SLC35B2 SLC4A2 SLC6A17 SLIRP SNHG8 SNRPE SNRPG SNX2 SNX8 SOD1 SRI ST6GALNAC2 STAM SUMO3 SYPL1 TAF7 TAF9 TAX1BP3 TCEAL9 TIMM44 TOMM22 TPCN2 TPMT TSG101 TSN TUFM UBE2D1 UBE2E1 UNK UQCRFS1 USF2 USP32 VDAC2 XAB2 XPC ZNF704 ZPR1 GAUTAM_EYE_CHOROID_SCLERA_MONOCYTES https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/GAUTAM_EYE_CHOROID_SCLERA_MONOCYTES ABHD2 ACTR2 ADA2 ADAM8 ADAM9 AGTRAP AMY2B ARAP2 ARHGAP15 ARHGAP25 ARHGAP30 ARHGAP5-AS1 ARHGAP9 ARHGEF40 ARL5A ASAH1 ASGR1 BAX BORCS6 BRMS1 BTK C4orf33 C9orf72 CASP10 CD300C CD69 CDC25B CENPL CHD7 CIB1 CLN8 CNOT3 CNPPD1 CRIP1 CTSH CXCL1 CYBC1 DCP2 DGKA DOCK11 DOCK2 DOK1 DOK3 DPYD DPYSL2 EHBP1L1 EHD1 FAM53C FSCN1 GAPT GAS2L3 GAS6 GLIPR1 GPSM3 H2BC11 H2BC4 H2BC8 HECA HGS HIGD2A HLX HMGA1 IGSF6 IL27RA ILF3-DT ITGA5 KDM2B KLHL6 LEAP2 LILRB4 LIMS1 LINC00528 LINC01001 MAP4K4 MAPKAPK5-AS1 MILR1 MSL2 MSMO1 MT-ATP8 NECAP2 NUBP1 NUMB NXT1 OTULIN PCNA PDE6H PFKL PICALM PIK3CG PLAGL2 PLEKHA2 PML PPP1CA PRAM1 PREX1 PSTPIP1 PTK2B PTPN1 PTPN12 PURB RAB5C RAE1 RALGDS RAPH1 RBBP8 RETN RGS18 RNF135 RNF138 SEMA6B SERTAD2 SFT2D1 SHMT1 SIPA1 SLC1A4 SLC30A1 SLC7A7 SMCO4 SNAPC1 SNX27 SNX5 SPATA13 SPCS3 SPOPL SRGAP2 STX7 TAMALIN THAP9-AS1 TIGAR TMEM70 TMUB1 TNFAIP8L1 TNFSF13B TRIM14 UBE2S UBXN11 VMA21 VOPP1 ZNF738 GAUTAM_EYE_CORNEA_CONJUNCTIVAL_CELLS https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/GAUTAM_EYE_CORNEA_CONJUNCTIVAL_CELLS AKR1A1 ARF6 ATP10B ATP5F1E B3GNT5 BAIAP2 BICDL2 BID BIK C1orf116 CAMSAP1 CBX6 CCDC6 CD82 CDH1 CDKN1A CEACAM1 CEACAM6 CFLAR CLIC1 COX7A2 CRB3 CRYBG2 CTSS CTTN DAPP1 DNAJB6 EIF6 EMP2 EPHB3 F2RL1 FAM83A FRMD8 GALNT3 GLTP H2AC18 H2AJ H2BC12 H2BC4 HLA-B HMGCS1 HMOX1 IFI27 INPP1 IRF2BP2 KRT24 KRT7 LAD1 LDLR LINC00511 MACC1 MALL MAOA MAP3K8 MIDN MIR200CHG MPP7 MSMB MT-ND1 MUC1 MUC4 MYCL NBEAL2 NIBAN2 NT5C2 NUPR1 OCLN P2RY2 PDCD4 PDLIM5 PLAAT4 PPDPF PPL PRELID1 PTPN13 RAB27B RALGDS RASSF5 RCOR1 RDH13 RERG RHCG RIOK3 RPL28 RPL41 RPLP0 RPS29 SCNN1A SELENOH SH3BGRL3 SLC25A5 SPAG9 SPINT1-AS1 SPRR1B SPSB1 ST3GAL4 STX11 SULT2B1 TC2N TMED3 TMEM154 TMEM165 TOB2 TSTD1 TTC9 WASF2 YWHAZ ZNF593 GAUTAM_EYE_CORNEA_CYTOTOXIC_T_CELLS https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/GAUTAM_EYE_CORNEA_CYTOTOXIC_T_CELLS ABHD16A ACSL4 ADH7 AGPAT4 AMDHD2 ANKRD54 ANKS3 APLF ARMC5 ASPM ATAD2B ATG7 ATP5MC3 ATP5MG ATP9B ATRIP AUTS2 BAG4 BRMS1L BTBD8 C4orf47 C6orf136 CASP2 CAVIN3 CCDC144A CCZ1B CDK19 CEBPZOS CELSR2 CENPF CEP152 CEP72 CIDEB CLASP1 CLIC3 COG7 COQ8B CSKMT DELE1 DIPK1A DMAC2 DNAAF9 DNAJC27 DTYMK EDC3 EEFSEC EHHADH EIF2B1 ENTREP3 FABP6 FAM13A FAM13A-AS1 FARS2 FBXL4 FDXACB1 FMO4 FNDC3B GPATCH2 HAUS4 IDUA INTS1 ITPK1 KIF11 KLHL29 LDB1 LINC00649 LINC00663 LONRF1 LRRC75A MAPKBP1 MATN2 MCOLN2 MDN1 MED25 MLKL MLYCD MRRF MTERF1 NAPEPLD NF2 NKAIN4 NMU NUSAP1 NXPE3 OXSM PCGF1 PCTP PDGFD PELP1 PHOSPHO2 PIP5K1C PLOD3 POLR1HASP POLR3C PSTK PTPRE QRICH1 RAB12 RAB3IP RAD17 RBIS RGS16 RHBDD3 RIN1 RP9 SH2B1 SLC12A9 SLC2A11 SLC35D1 SLC49A4 SLF2 SLFN13 SMYD3 SNIP1 SPTLC3 SRD5A3 STARD4-AS1 SUGP1 TAPT1-AS1 TECPR1 THAP2 THOC6 TM4SF4 TMED8 TOPBP1 TRMT1 TSPYL4 TTL UBE2O VPS35L VRK1 XRCC2 ZBED6 ZC3H11A ZC3H7B ZDHHC1 ZFP14 ZFP30 ZNF236 ZNF248 ZNF391 ZNF415 ZNF44 ZNF573 ZNF621 ZNF626 ZNF827 ZNF92 GAUTAM_EYE_CORNEA_ELF3_HIGH_EPITHELIAL_CELLS https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/GAUTAM_EYE_CORNEA_ELF3_HIGH_EPITHELIAL_CELLS ADM ANXA11 ANXA2 ARHGEF3 ARHGEF4 ARPC2 ATP5F1E ATP5MF ATP5MJ ATP5MK ATP5PD ATP5PF BAG1 BBOX1 BHLHE41 BNIPL CCDC12 CDC42 CDKN1C CDKN2B CHMP2A CLCA2 CLDN1 CLEC7A CLU COA3 COMT COX14 COX17 COX6A1 COX6C COX7B CPAMD8 CRB3 CRIP1 DAZAP2 DMRTA2 DNAJB2 DSP-AS1 EFCAB14 EGR1 ELP4 EMP1 EMP2 EPHA2 ERBB3 ESRP1 EVPL EZR FAM169A FAM210B FOSB FRMD4A FSIP1 GALNT3 GJB5 GLTP HES4 HMGCS1 HMGN1 HRK HS3ST6 HSBP1L1 IDI1 IER5 JUN KAT2B KCTD1 KLF10 LIPH LSM4 MACROH2A1 MBD2 METTL17 MICOS10 MIEN1 MIF MKRN1 MOCS2 MT1E MT1M MTUS2 MYCBP2 MYO6 NDUFA4 NDUFB2 NDUFB3 NDUFB7 NDUFB9 NFATC3 NMRK1 NQO1 NR4A1 OSBPL1A OXR1 PAIP2 PDCD4 PEBP1 PFN2 PID1 PLEKHN1 PLP2 PLXDC2 PNKD POF1B POLR2I PPL PRDX1 PSAP PSAT1 PTPN13 RAB40B RAP2B RAPGEFL1 RBX1 REEP4 RHOU RIN2 RRAD S100A6 SAT1 SCARB2 SELENOK SH3GL3 SLCO3A1 SMAD3 SMIM30 SMIM5 SOX15 SPINT1 SQLE SRCAP SRD5A1 SREBF1 SRP9 TAGLN2 TFRC THBD THOC7 TMEM141 TMEM19 TNS4 TOM1L1 TXN UBL5 UQCRQ VAV3 VTI1B WNK2 XDH YWHAZ ZFYVE21 GAUTAM_EYE_CORNEA_FIBROBLASTS https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/GAUTAM_EYE_CORNEA_FIBROBLASTS A1BG AAK1 AKAP12 AKR1C2 ANKRD12 ANKRD28 ARGLU1 ARHGDIA ARMCX3 ASAP1 ATP1A1 B2M BRD4 BTG3 C12orf57 CCDC80 CCDC85B CD81 CDC37 CEBPB CEMIP CLDN5 CLIC4 CNN3 COL12A1 COL6A3 COL8A1 COL8A2 CTHRC1 CTNNAL1 CXCL3 CYB5R3 DNAJA1 DPYSL2 EFEMP2 EIF3D EIF4B EPB41L4A-AS1 ERF ERRFI1 ESD FAM3C FBL FBLN5 FBXO32 FERMT2 FKBP11 FTL FUS GEM GOLGA4 H1-10 HIF1A HLA-A HLA-C HNRNPA1 HNRNPDL IFI16 IGFBP3 IL1R1 IL6 IL6ST IRS2 ITGBL1 ITM2C JUND LAMB2 LAMC1 LPP LTBP2 LUZP1 MAGED2 MAT2A MFAP4 MKLN1 MT-ND1 MT-ND3 MTDH MYADM MYL9 MYLK MYOC NCL NFAT5 NFIC NT5E NUCB1 PABPC1 PDLIM4 PIK3R1 PLAC9 PLD3 PLIN2 PLOD2 PMEPA1 PNISR PNRC1 PPP1R1B PRRX1 RAB13 RACK1 RAMP2 RBMS3 RBPJ RCN1 RECK RHOC RPL10 RPL11 RPL13A RPL18 RPL18A RPL21 RPL22 RPL29 RPL35 RPL35A RPL36 RPL36A RPL36AL RPL4 RPL8 RPLP2 RPS13 RPS15 RPS16 RPS17 RPS20 RPS23 RPS25 RPS3 RPS3A RPS4X RPS5 RPS9 RSL1D1 RTN4 SELENOP SHC1 SLC25A6 SMR3B SNCA SNHG32 SON SPATS2 SPTBN1 SRRM2 STC2 TACC1 TAF1D TEAD1 TFPI THBS1 TLN1 TM4SF1 TNS1 TPM2 TSC22D3 TSHZ2 TSPAN4 TUBA1B TYMP UBXN1 VAMP5 WIPF1 GAUTAM_EYE_CORNEA_MELANOCYTES https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/GAUTAM_EYE_CORNEA_MELANOCYTES A1BG ABL2 ADD3 AHCYL2 ALDH7A1 ANKRD39 ARHGAP42 ARHGDIA ARHGEF37 ARID5B ARL6IP5 ARPC1A ASB11 ATOX1 ATP6V1B2 AZGP1 BABAM1 BAMBI BCLAF1 BLVRB C1orf43 C7orf50 CAVIN1 CCDC124 CCN3 CCSER2 CCT2 CCT6A CD320 CDH1 CERS1 CFAP97 CFL1 CHCHD2 CHCHD3 CHMP1A CHP1 CIRBP CLASP2 CLEC11A CLTA CMTM3 CMTM6 CNN3 COPS6 CSGALNACT1 CSPG4 CTH CTSA CUTA CYBA CYC1 DDOST DIPK1C DNAJB1 DNAJB9 DNAJC8 DOCK7 DUSP14 DYNC2I2 ECH1 EDF1 EEF1B2 EHD4 EIF3F EIF3G EIF4B EIF5 ELOVL5 EMC7 ERP29 ETNK1 FADS1 FIGN FUS FXYD5 FZD9 GALK1 GMFB GNG5 GPSM3 GRN GSTO1 GUCD1 HADHA HMOX2 HOXB7 HPS1 HS1BP3 HSF4 HSPG2 HYCC1 IFFO1 IFI16 IFRD1 IMPDH2 ISCA1 ISYNA1 ITPK1 JADE1 JAGN1 KIAA0930 KIFC3 KLF9 LAMA4 LAMP2 LAMTOR4 LAP3 LHFPL2 LIX1L MAP4 MEF2C METRN MFGE8 MGA MICAL3 MID1IP1 MOB1B MRPL24 MRPL28 MRPS18B MT-ND1 MTURN MYO1C NAMPT NAP1L1 NAT14 NDUFAF3 NDUFAF4 NDUFB4 NEU1 NFATC2 NME1 NPC2 NPM1 NR3C1 NRCAM NT5C NTAN1 NUBP2 NUCB1 NUDT2 OAT OLFM1 PA2G4 PARVA PGRMC2 PHB2 PITPNA-AS1 PKIG PLD3 PLIN2 PLXNB1 POGZ POLDIP3 POLR1F POU3F3 PPIB PPM1B PPP1CA PRCP PRDX4 PRMT2 PRPF6 PRXL2C PSMA7 PSMC2 PSMD13 PSMG1 PTMA PTPN18 PTRH1 QDPR RABIF RAMP1 RASGEF1B RASSF3 RBBP6 RBM3 RNF14 RPL10 RPL12 RPL13A RPL17 RPL18A RPL19 RPL26 RPL32 RPL39 RPL8 RPN2 RPS10 RPS11 RPS13 RPS14 RPS26 RPS28 RPS3A RPS5 RPS8 RPSA RRAGD RSL1D1 RSRP1 RTN2 RWDD1 S100A1 SAP30 SDHAF3 SEM1 SEPTIN7 SERTAD1 SLC25A11 SLC25A25 SLC25A36 SLC27A1 SND1 SNRNP25 SNRPA1 SNRPC SNX3 SNX7 SPP1 SRFBP1 SRM SRP14 STAT2 STOML2 STXBP1 SUGT1 SUPT4H1 TALDO1 TDRD7 TFPT TLN1 TMBIM6 TMED10 TMED9 TMEM101 TMEM179B TMEM87A TP53BP2 TP53RK TRAF2 TRAPPC2B TRPV2 TUBA1B UBA6-DT UBALD2 UBE2B UBE2D1 UBE2S UBXN2A UQCRC2 UROD WDR18 WDR81 XRCC6 YTHDC1 YWHAH ZNF24 GAUTAM_EYE_CORNEA_MONOCYTES https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/GAUTAM_EYE_CORNEA_MONOCYTES ABHD12 ABHD15 ACKR3 ACSL4 ACSL6 ADCK2 ADGRE5 AGPAT1 ALKBH7 ALYREF ANKRD9 APAF1 ARAP1 ARHGAP6 ARHGEF5 ARID3B ASXL2 ATF6B ATG14 ATM ATP11B ATP13A3-DT ATP5F1B ATP6V1C1 BAK1 BCL2L11 BORCS5 BRAF C19orf25 C19orf38 CBARP CCDC117 CCDC85B CCNK CDK17 CHML CHST7 CLIC4 CLPX CNEP1R1 CNOT1 COMMD5 CPSF1 CREBBP CSF1 CTDSP1 CTSA DCAF16 DCTN4 DDX10 DEF6 DEF8 DENND5A DGAT1 DMXL1 DNAJB9 DNAJC5 DOP1B DRAM1 EEF1AKMT2 ELOC EMB ETV5 EZH2 F8A1 FAM131A FAM168A FBRSL1 FBXO30 FBXW5 FERMT3 FGD3 FKBP3 FPGS FYB1 GADD45G GALC GALNT2 GALNT6 GIMAP7 GNG7 GNL2 GPATCH11 GPR3 GRINA GTF2A1 H2AX HDAC9 HM13 HNRNPA1L2 HPS3 IL16 IL17RC IL18BP IL4R ITCH JPT1 KCTD17 KDM2B KIF1B KIF2A KLF7 KMO LBR LINC01003 LIPT1 LY9 LYSMD3 MAML1 MAMLD1 MAP1LC3B2 MAP4K1 MAPKAPK3 MAPKAPK5 MARCHF7 MARF1 MBOAT7 MCOLN2 MCRS1 MED6 MED8 METTL14 MINPP1 MLF2 MLXIP MMD MOAP1 MRPS30 MTMR6 MYD88 MYO15B MYO1D NAF1 NEK6 NFATC1 NIBAN1 NKAP NMI NOL4L NQO2 NUDT1 NUDT22 NUMB OPHN1 ORMDL2 P3H2 P4HA1 PCBP1-AS1 PCGF5 PCNX2 PCYT1A PGAP6 PHF19 PHTF2 PIGA PILRB PLA1A PLA2G15 PLAC8 PLB1 PLEKHA7 PLEKHJ1 PLEKHO2 PLXNA3 POLR3A POLR3E POU2F1 PPARD PPWD1 PRCP PRXL2B RABL6 RAI1 RANGRF RAP2C RARA RBM39 RIC1 RLF RNF19B RPE RPLP2 RPN1 RPS19 RRP9 RUBCN SAFB2 SCAMP3 SCD SDHB SDSL SEMA4A SEMA7A SEPTIN2 SH2B2 SIK3 SLBP SLC22A18 SLC35B2 SLC35E1 SLC39A10 SLC46A3 SLC4A1AP SLC9A9 SMCHD1 SNAI3 SNX18 SPATA13 SPTY2D1 SRC SULT1A1 SUSD3 TCN2 TENT2 TENT5A TFEB TGFBR2 THAP2 THBS2 THEM4 TIMM29 TK1 TMEM127 TMEM199 TMEM208 TOR2A TRIP11 TTL UNC119 UNC13D UPF2 VAV1 VPS11 VPS18 VSIR WBP1L WDR11 WDR55 WIPI1 YIF1B YTHDC2 ZBTB46 ZMYM5 ZNF140 ZNF197 ZNF224 ZNF260 ZNF317 ZNF532 ZNF579 ZNF710 ZNF726 ZNF75A ZNG1A ZSWIM7 ZYX GAUTAM_EYE_CORNEA_TGFBI_HIGH_EPITHELIAL_CELLS https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/GAUTAM_EYE_CORNEA_TGFBI_HIGH_EPITHELIAL_CELLS ACYP1 ADH7 ADI1 ALDH7A1 ARHGAP12 ARHGEF3 ARPC2 ASCL2 ASS1 ATF3 ATP1B3 ATP23 ATP5MC3 ATP5MF ATP5MJ ATP5PF ATP6V1E1 BCO2 BLCAP C12orf75 C16orf74 CAPG CAPS CAV2 CKAP4 CKS1B CLEC7A CNTN4 COL7A1 CPAMD8 CPXM2 CRIM1 CRLF1 CRYBG1 DDIT3 DMRTA2 DUSP23 DYNLRB1 EGOT EGR1 EID3 ELF3 ELOB EXOSC7 FAM169A FHOD3 FOSB GADD45B GAS1 GDPD2 GPM6A GPRC5A GSTP1 H2AZ1 HCAR3 HERPUD1 HRK HSP90AA1 HSPA2 HSPH1 IFT25 IL20RB IMPA2 ITGA2 ITGA3 ITGAV ITGB4 KIF21A KLF10 KRT3 LRRC8D LSM3 LSM5 MOB1A MRPL33 MRPS10 MRPS6 MT1E NAA38 NBEA NEDD9 NREP NRG1 OCIAD2 PAX6 PIM1 PKM PRDX1 PRDX2 PRDX5 PTGES PYCR2 RAET1G RAPGEF3 RFK RHOU SCP2 SDC4 SMIM30 SOX15 SYT8 TFRC TGM2 THBS1 TMEM14A TOP2A TP63 TPD52L1 TUBB TUBB4B UACA UBE2C UBE2Q2 UPK1B ZFP36 GAUTAM_EYE_IRIS_CILIARY_BODY_ACTIVATED_T_CELLS https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/GAUTAM_EYE_IRIS_CILIARY_BODY_ACTIVATED_T_CELLS ABHD3 ADAM19 ADAM8 ANKRD12 ANKRD49 AOAH ARID5A ATF7IP ATP2B1-AS1 ATP5MG ATXN1 BTN3A1 C9orf78 CAP1 CAPN12 CARD11 CCDC85B CD70 CDC14A CDC42EP3 CFL1 CHST12 CLIC1 CMPK1 COX4I1 CYBC1 CYFIP2 DDB2 DGKZ DGLUCY DHRS1 EIF3M EZR FBXW5 FGD3 FLI1 FLT3LG GLRX GOLGA8A GOLGA8B H1-4 H2AC6 H2BC18 H2BC8 HERPUD2 HYPK IL18RAP IL23A IL2RB IPCEF1 IQGAP1 ITGB2-AS1 JPT1 KLRC4 LINC00426 LPIN2 LRRFIP1 MAF MBNL1 MCUB METTL26 MGAT4A MYH9 NAP1L4 NIPAL3 NUP210 OCIAD2 ODF2L OFD1 P2RY10 PATL2 PDE4D PRKCB PRMT9 PRPF38B PSMD13 RACK1 RASA2 RBL2 RGS19 RIPOR2 RNF213 ROCK1 RORA RPL10A RPL12 RPL17 RPL35 RPL9 RPS10 RPS23 RPS5 RPS6KA3 S1PR4 SAP30 SFI1 SH2D3A SH3KBP1 SLAMF1 SLAMF6 SNAP47 SNRNP200 SNRPD2 SPN SPON2 SRRT ST3GAL1 SUN2 SYNRG SYTL1 SYTL2 TCF7 TENT5C TERF2IP TMEM71 TNFRSF1B TNFSF14 TRADD TRAT1 UBALD2 UBB UGP2 VSIR WHAMM ZFAND2A ZFAS1 ZFYVE28 ZNF778-DT GAUTAM_EYE_IRIS_CILIARY_BODY_CILIARY_BODY_CELLS https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/GAUTAM_EYE_IRIS_CILIARY_BODY_CILIARY_BODY_CELLS ACTG1 ADIRF AJUBA ALPK2 ARHGEF12 BNIP3 CAPN2 CARHSP1 CCDC3 CCDC51 CCDC80 CERCAM CHPF CHRDL1 CITED2 CLCA2 COL4A4 COL4A6 COLGALT2 CRB2 CYBRD1 DARS1 DCBLD2 DDAH1 DDIT3 DGKG DKK3 DMRTA2 DNAJC6 DYNC1I1 EGLN3 ELMOD1 ENO2 EPB41L4A ERICH5 F2R FGFR3 GCSH GGA2 GPER1 HSPB2 HSPG2 IER3 KIAA1671 KLF10 LDHA LMCD1 MAGI1 MCL1 ME1 MFAP5 MLF2 MPRIP MSX2 NCAM1 NEBL NECTIN3 NQO1 NR1D1 P4HA2 PALS2 PARD6G PDAP1 PDGFRA PEX16 PGK1 PGM1 PHGDH PKM PLCD3 PLCH1 PNMA1 PRICKLE2 PROX1 RCN2 RND3 S100A6 S1PR3 SDC2 SFRP1 SIX3 SLC12A2 SLC36A4 SLC7A8 SLIT3 SOX2 STK17A STK19 TFRC THY1 TMEM106B TMEM160 TNFRSF12A TOMM34 TRPM3 TSLP TSPAN5 TUSC2 UQCRFS1 VEPH1 WLS GAUTAM_EYE_IRIS_CILIARY_BODY_CILIARY_BODY_ENDOTHELIAL_CELLS https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/GAUTAM_EYE_IRIS_CILIARY_BODY_CILIARY_BODY_ENDOTHELIAL_CELLS ABHD17A ACKR3 ACVR2B ADA2 ADARB1 AGO3 AGPS AIFM2 ALKBH3 ANGEL1 ANKRD13D AP2A2 AP3D1 APEX1 ARAP3 ARFIP1 ARHGAP23 ARHGAP31 ARHGAP4 ARHGEF10 ARHGEF6 ARHGEF7 ARMCX2 ARRDC1 ARSB ASAP2 ATF7 ATG3 ATP11C ATP2A2 ATP5F1C ATP6V1A ATXN2L AUTS2 BCAT2 BCL6B BEND7 BLOC1S5 BPGM BPNT2 BRAF BRD4 BTBD7 BYSL BZW2 C17orf67 C1orf198 C1orf54 CAPZA1 CARS2 CASP3 CCDC137 CCDC86 CCDC88A CCM2 CCNYL1 CCT5 CD2AP CDC42EP1 CDH2 CDK12 CDKN1B CENPB CEP112 CISD1 CISH CLDN10 CMC1 CNN2 CNOT7 COA4 COMMD2 COPS4 CPSF1 CREB3L2 CROCCP2 CRTC2 CSNK2A1 CSRNP3 CSRP1 CTBS CTCF CTNND1 CUL2 DDX21 DDX5 DENND2C DHRS4L2 DLC1 DNAJA2 DNAJC21 DNPEP DTX3L DUSP26 DYRK1A ECH1 EIF2AK1 EIF2B1 EIF2S1 EIF4EBP1 EIF6 ELK4 ELMO1 EPB41L4A EPN1 EVA1C EWSR1 FAM114A2 FAM120C FAM171B FAM174A FAM241A FAM89A FAT4 FN3KRP FNIP2 FRMD4B GARS1 GCA GLRX GLTP GNPAT GOT2 HAGH HCG18 HINFP HIP1R HIPK2 HMGB1 HMGN4 HMOX2 HSP90AB1 ICA1 IFFO1 IFI44 IFNAR2 IKBIP IL15RA IL18BP ILF3 IMPA1 ISY1 JAGN1 KDM1A KEAP1 KHSRP KIF3B KLF7 KMT2C KMT5B KXD1 LBHD1 LINC00987 LLPH LY6G5C LYL1 MAGEH1 MAX MBOAT7 MCUR1 MED12 MED13 MESD METAP1 MFSD10 MGAT2 MIR155HG MLLT6 MLST8 MNAT1 MORC2 MRPL3 MRPL42 MRPS18B MRTO4 MTX2 MYO10 MYO1E NAALADL1 NAPG NAT9 NCBP2 NDST1 NDUFB3 NDUFB9 NEMF NFIA NOD1 NSMCE1 NTRAS OGG1 ORMDL2 OSTF1 PAPOLG PAWR PCDH11X PCTP PDCD6IP PDGFC PDPR PDS5A PDSS2 PEX5 PINX1 PKN1 PKN3 PLAA PLCB1 PLEKHB2 PLEKHG1 PLOD3 PMAIP1 POGLUT1 POLR3H PPAN PPID PPIL1 PPME1 PPP1R35 PPP2R3C PPP3CA PPP6C PRDX4 PRKD2 PRR14 PRR5L PRXL2C PSENEN PSMB8-AS1 PSMD14 PSMD2 PTBP3 PTPN11 PTRH1 PZP RAB14 RAB1B RAB32 RALGAPA1 RARS1 RASL11A RBBP5 RBBP6 RBM42 RDH14 RELA RELL1 REXO4 RHOBTB1 RILPL2 RIPK3 RNF213 ROCK2 RPIA RPL10 RPL36 RPLP2 RPS15A RPS19 RPS28 RPS6 RPS6KB2 RUVBL1 SAFB SBF2 SCN1B SCYL3 SDCBP SELENOS SEMA3A SEMA6B SERPINA5 SETX SH3BP4 SHE SKI SLC19A3 SLC1A7 SLC25A22 SLC30A1 SLC35A4 SLC38A10 SLC43A3 SLC52A3 SLC66A3 SMG7 SMYD5 SNAPIN SNN SNRNP40 SPR SPTLC2 SQOR SRA1 SREK1IP1 SRPRB STAG1 STEEP1 STK3 STT3B STX4 SUN1 SUPT5H SUZ12 SYNJ2 TAP1 TASOR TESK1 TGFBR3 THUMPD2 TINF2 TJP1 TLNRD1 TMEM106A TMEM107 TMEM183A TMEM205 TMEM44 TMOD3 TMSB4X TNFRSF10A TRAF3IP2 TRAPPC8 TREX1 TRIM27 TRIM33 TRIM47 TRMT10C TSG101 TSPAN17 TUBA4A TWNK UBR1 UBTD1 UHRF2 UIMC1 UNC119 USF3 USP14 VPS13C VPS26A WASL WTIP XRN2 YTHDC1 ZC3HAV1 ZDHHC18 ZDHHC9 ZFP14 ZMYM6 ZNF302 ZNF503 ZNF575 ZNF578 ZNF595 ZNF800 GAUTAM_EYE_IRIS_CILIARY_BODY_COL9A1_HIGH_CILIARY_BODY_CELLS https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/GAUTAM_EYE_IRIS_CILIARY_BODY_COL9A1_HIGH_CILIARY_BODY_CELLS ASPH ATP2C1 BOC C2CD5 CA2 CDK5RAP3 CEP104 CHCHD10 COX17 CPEB4 CRABP1 CXCL14 DENND1B DIO3OS DSP FAM107A FBXO44 FGF13 FGFR1 FRZB GNG11 GPATCH2L GUK1 HOOK1 HSBP1L1 HSD17B7 IFT172 IFT57 KPNB1 KTN1 LCNL1 LIX1 LRRN2 MAGED1 MAGI1 MAPK8 MEGF9 MOB1B MRPS28 MT-CO1 MT-CO2 MT-ND4 MXRA7 NDUFA1 NDUFA6 NEBL NENF NPFFR1 NR2F1 NUDT4 OSBPL1A PABPC1L PALLD PCBD2 PCSK2 PEBP4 PFKM PHACTR2 PLA2R1 PLD1 PODXL POLE4 POLR2I PPA1 PTGDS PTGR3 PTK7 RAB11A RANBP1 RELN RGN RSRC1 SELENBP1 SH3BGRL2 SHPRH SLC15A2 SLC2A1-DT SLC9B2 SPART SYNGR2 TAX1BP1 TBC1D1 TBC1D9 TENM1 TLE5 TMEM106C TNIK TPD52L1 TRIO TRMT11 TSPAN4 TUG1 UACA UGCG UQCC5 UQCRQ WFDC1 WNK1 XIST ZIC3 ZMAT1 GAUTAM_EYE_IRIS_CILIARY_BODY_CRYAA_HIGH_CILIARY_BODY_CELLS https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/GAUTAM_EYE_IRIS_CILIARY_BODY_CRYAA_HIGH_CILIARY_BODY_CELLS ALDH1A3 BCL2L13 BRD2 CADM3 CDK6 CKS2 COL4A6 COMMD6 COX7A2L CREG1 CRIP2 CSNK1E CTNNAL1 CXADR DGKG DIPK2A DNAJC6 DSC2 EFNA1 EFNA5 EGR2 ENY2 EPB41L4A EPHA2 ERICH5 FAT1 FRMD4B GCSH GGA2 GSTM5 HK2 HSP90AB1 HSPG2 INHBB JAM3 KLF10 LYPD6B MAB21L1 MAFF MAFK MAST4 MIDEAS MIR4435-2HG MKNK2 MXD1 MYO1B NCAM1 NCEH1 NLGN1 ODF3B PBX1 PDZD2 PLCXD3 PLP2 PMEPA1 PPP1R15A RAB28 RBP1 RERE RPL21 RPL6 RPS19 S100A4 S1PR3 SERPINE1 SETBP1 SGCB SIX3 SLC16A1 SLC20A1 SLC36A4 SPOCK1 SQLE STX2 TGM2 THY1 TPMT TTC3 TXNDC12 VTI1B ZCRB1 ZDHHC2 GAUTAM_EYE_IRIS_CILIARY_BODY_CYTOTOXIC_T_CELLS https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/GAUTAM_EYE_IRIS_CILIARY_BODY_CYTOTOXIC_T_CELLS ADA2 ADGRE5 ANKZF1 APOBEC3G ARPC1B BAIAP3 CD86 CDC40 CENPM CIAO2A COMMD6 CYP20A1 DBF4 DLEU1 DMXL1 DOP1B DR1 EBP ELOF1 FGD3 GATA2 GCA GRIPAP1 H2AC18 HADH HDAC10 HIBCH HMGB1 HSP90AB1 IDI1 IRAK2 KLHL6-AS1 LAX1 LINC00513 LINC00996 LINC01857 LRBA MAP4K2 MCOLN2 MITD1 MOB4 NAA50 NME1-NME2 NPAT NR2C2AP NRROS PCED1B PEA15 PKHD1L1 PPP1CA PPTC7 PRXL2C RAB5IF RACK1 RASSF5 RBM38 RCOR3 RNF168 RPL35 RPL5 S1PR4 SEPTIN1 SETDB2 SINHCAF SLC17A9 SLC2A6 SNX10 SS18L2 SSNA1 STK10 STK38 SYNGR1 TBRG1 THUMPD1 TIFA TLK2 TMEM19 TMEM273 TMEM63A TPT1 TRAPPC10 TRIM4 UBE2E2 USP48 WASHC2A ZNF107 ZNF138 GAUTAM_EYE_IRIS_CILIARY_BODY_FIBROBLASTS https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/GAUTAM_EYE_IRIS_CILIARY_BODY_FIBROBLASTS ACSL3 ADD3 ARGLU1 BCL3 BCL6 BHLHE40 BMP1 BTG2 BTG3 BZW1 C1RL C1orf21 CCDC71L CEBPB CEMIP2 CEP126 CHEK2 CREB3L2 CYBRD1 DACT1 DDIT4 DDX17 DNAH11 DYNC2I1 ECHDC2 EGR1 ELOVL5 ETNPPL ETS2 F2R FABP5 FAM13C FBLN1 FBXO32 FHL1 FN1 FOS FOSL2 FTL GABRA2 GEM GLCE GRINA HGF HIF1A ID3 IDS IGFBP4 IL6ST ITPRIP JUN KLF2 LAMC3 LDLRAD4 LPP LSP1 MAML2 MAN1A1 MATN2 MFAP4 MIDN MIR24-2 MIR99AHG MT1A NDUFA4L2 NFE2L2 NID1 NKTR NR4A2 NTRK3 NUCKS1 OTULINL PHACTR2 PHYHIP PITPNC1 PLIN2 PLPP1 PNISR PPP1R15A RAMP2-AS1 RCAN1 RHOBTB3 RSPO4 SELENOP SF1 SH3BP5 SLC25A37 SLC35D1 SLC39A14 SNORD3A SOD2 STEAP4 STOM TMEM165 TUBB2B VEGFA WEE1 WNT10A WNT6 WSB1 YBX3 ZFHX3 GAUTAM_EYE_IRIS_CILIARY_BODY_MEG3_HIGH_FIBROBLASTS https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/GAUTAM_EYE_IRIS_CILIARY_BODY_MEG3_HIGH_FIBROBLASTS AASS ACADVL ADAM12 ADAM33 ADAMTS9-AS2 ADM AFF1 ALPK1 ARHGAP29 ARID3A ASXL1 BAZ2B BHLHE40 BSDC1 BTAF1 CEP95 CH25H CHST15 CLIP4 COL16A1 COL1A2 COL27A1 COL3A1 COL5A1 COX6B2 CP CRISPLD2 CSAD CSF3 CYP4X1 DENND2B DIO2 DUSP1 DUSP5 ELN EMX2 ETNK1 ETV3 FAM20A FBLIM1 FGF7 FLT1 FNDC3A FSTL3 GBP1 GPRASP1 GSTM2 H2BC21 HELZ2 HGF HIC1 HOOK2 HPS4 HSPA1A HSPA1B IBTK IFNGR2 ITSN1 JUN KRT16 KRT17 MAP1LC3A MAPK10 MCTP2 MKNK2 MMP2 MT-ATP6 MT-CYB MT-ND2 MT-ND4 MT-ND6 MYOC NABP1 NAV1 NDNF NFATC1 NIPBL NR4A1AS OAT PLEKHG2 PNRC1 POLR2A PRKCA PTPRE PTPRG RAMP2-AS1 RHOBTB3 RICTOR RSPO4 SBNO2 SCN2A SFXN1 SHC1 SLC25A25 SLC7A11 SSH1 STAT6 TANC2 THOC2 TIPARP TMEM67 TPM4 TTC19 UAP1 UGDH VIM-AS1 ZC3H12A ZC3HAV1 ZFHX4 ZKSCAN1 ZNF10 ZNF302 ZNF37A GAUTAM_EYE_IRIS_CILIARY_BODY_MELANOCYTES https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/GAUTAM_EYE_IRIS_CILIARY_BODY_MELANOCYTES ABHD12 ABHD12B ADIPOR1 AHCYL2 AMZ2 ANKRD28 ANXA2 AP2M1 AP5B1 APH1A APOC1 ARF6 ARFGAP1 ARL2 ARL6IP1 ARL6IP4 ARMCX3 ASRGL1 ATP5F1A ATP5F1B ATP5MC3 ATP5MF ATP5MG ATP5MK ATP5PD ATP5PO ATP6V0A1 ATP6V1E1 BAIAP2L1 BCAP31 BEX3 BNC2 BRK1 BSG BTG1 BUD31 C12orf76 C19orf12 CABLES1 CAMLG CCDC154 CCDC68 CCDC88A CCL28 CCNI CDKN1C CDKN2C CFL2 CHCHD10 CHURC1 CLTA CMC2 CNBP CNDP2 CNP COA3 COPS8 COPS9 COX17 COX5B COX6A1 COX6B1 COX7A2 COX7C COX8A CREBL2 CSDE1 CWC15 DEAF1 DYNLL1 EFNA1 EI24 EIF1 ENDOD1 ENPP2 EPHX1 EPS15 EPS8 ERBB3 ERP29 ESD EVA1B EXOSC4 FAAP20 FAHD2A FAM167B FAM210B FBXO7 GALM GPAT4 HAGHL HES6 HEXA HIGD2A HINT1 HMGCS1 HNRNPA0 HNRNPH3 HNRNPM HPS5 ICAM1 IGBP1 ILKAP KHDRBS1 KLF6 LAMTOR5 LINC00511 LMO4 LRRN4CL LYST MAD1L1 MARCKSL1 MAZ MCC MDH2 MGAT1 MICAL3 MMP14 MPHOSPH8 MRFAP1 MRPL23 MRPL33 MRPL44 MSRB2 MTHFS MTSS2 NCALD NDUFA1 NDUFA5 NDUFB10 NDUFB5 NDUFB9 NDUFC1 NDUFS3 NDUFS5 NDUFS7 NEDD8 NELFCD NHSL1 NIN NINJ1 NMRK2 NUDT3 NUPR1 OSER1 PABPC1 PAIP2 PAQR8 PDCD6 PER1 PGRMC1 PGRMC2 PHB1 PHF1 PIGA PITHD1 PLEKHB1 PLEKHF2 PLEKHG3 PLS3 PPIA PPM1B PPP1R37 PRMT2 PSMA7 PSMB7 PTPN1 QDPR RAB1A RAC1 RACK1 RAD23A RASGRP3 RBKS RBP7 RFLNB RGS3 RHOBTB3 RPS12 RPS28 RPS4X RRP1 RTTN SAP18 SAT2 SBDS SCCPDH SEC14L1 SEPTIN7 SERPINB6 SGCD SHC4 SIGIRR SKP1 SLC25A33 SLC66A2 SMDT1 SMIM10 SMIM26 SMIM29 SMS SNHG32 SNX2 SNX27 SOS1 SPART SPG21 SREBF1 SRPK2 ST13 STARD7 SUMO3 SVIP TALDO1 TAX1BP1 TCEAL4 TLNRD1 TMCC2 TMEM109 TMEM51 TMEM59 TMOD1 TMTC1 TOB1 TOLLIP TOMM20 TRA2B TRIM2 TSC22D4 TSPAN14 UBE2E3 UBXN1 UNK UQCRH VAMP2 VAPA WIPI1 YBX1 ZBTB16 ZEB2 ZFAND5 ZNF706 GAUTAM_EYE_IRIS_CILIARY_BODY_MGP_HIGH_FIBROBLASTS https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/GAUTAM_EYE_IRIS_CILIARY_BODY_MGP_HIGH_FIBROBLASTS ABCA9 AK3 AKR1C1 AKR1C2 APOL4 BGN BMP1 C1RL C7 CALCRL CALD1 CBLB CCDC71L CHEK2 CNN3 COL1A1 CP CREM CTTNBP2 ELL2 ELOC FILIP1L FMO3 GEM GGT5 GLCE GMDS HSPB6 IFNAR1 IFNGR2 IL15RA ITM2B LAMA4 LAPTM4A LARP4 LARP6 LIMA1 LPIN1 LTBP4 MTHFD2 MXRA8 MYOC NASP NFIA NR2F2 NTRK3 OTULINL P4HB PDGFRL PDPN PFKFB3 PID1 PITPNC1 PLSCR1 PLXDC1 PNRC1 PPIB PTMA PTP4A2 RBM17 RBMS1 RBMS3 REV3L RHOBTB3 RORA S100A11 SAT1 SCARA5 SEC61B SELENOM SERPINF1 SLC39A14 SOX4 SPTBN1 SQOR SRM SSR3 TFPI TGFBI TMEM70 TOP1 TSC22D1 UGP2 YBX3 YWHAB GAUTAM_EYE_IRIS_CILIARY_BODY_MONOCYTES https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/GAUTAM_EYE_IRIS_CILIARY_BODY_MONOCYTES AAK1 ABRACL ALOX5 APOC2 AREG ARHGAP24 ARHGAP30 ARID5A ARL4C ATF5 ATG3 ATP6V0C BID BLNK C3 C9orf72 CAP1 CCDC88B CD4 CD48 CD55 CDC37 CEBPA CLEC10A CLN8 CXCL1 CXCR4 CYSLTR1 DCTN4 DDX39A DDX3Y DENND4B DOCK11 DOCK2 DPYD DUSP10 EBI3 EIF4EBP1 FES FGR FKBP4 FLI1 FNIP2 FRMD4A GCH1 GIMAP5 GIMAP7 GNB4 GPR155 GPRIN3 H2AC20 H2AC8 H2BC11 H2BC4 H2BC8 HDAC9 HLA-A HLA-C HLA-F HOTAIRM1 HPGDS IDH1 IL16 IL2RA INPP5D ITGA4 ITPR2 ITSN2 JAK3 JAML JDP2 KYNU LILRB1 LIMD2 LIPA LLPH MDM4 MIR142 MKNK1 MT-ND4 NCF1 NCKAP1L NUDT1 NXF1 PAG1 PGP PLAC8 PPARD PRPF38B PSTPIP1 PSTPIP2 PTBP3 RAB20 RCBTB2 RIPK2 S100A12 SCN1B SCO2 SDCCAG8 SERPINA1 SESN1 SH2B3 SH3BGRL3 SIGLEC10 SIGLEC9 SLC31A2 SLC7A7 SLFN11 SNHG15 SPRED1 SPTLC2 STK10 STX11 SYK TBC1D2B TGFBR1 THBS1 THEMIS2 TLR1 TLR4 TMC6 TMC8 TSNAX TUT7 UBALD2 UCP2 VPS35 ZNF267 GAUTAM_EYE_IRIS_CILIARY_BODY_PIGMENTED_CILIARY_BODY_CELLS https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/GAUTAM_EYE_IRIS_CILIARY_BODY_PIGMENTED_CILIARY_BODY_CELLS ABCA4 ACACB ACSS1 ADPGK AGA AHSA2P AKT1 APBB3 ASB13 ATF7IP2 ATP5MJ ATP5PD ATP6V1A BCAT2 BSG C1orf21 CAPN7 CCBE1 CDH6 CDK5RAP3 CES4A CGGBP1 CHD4 CKB CLTC CNTNAP3 COL4A3 COLGALT2 COMMD3 COX6C CRELD1 CSTF3 CTSK CYP4V2 DAPK2 DHPS DMKN DNAJC3-DT DPP7 DSP-AS1 DUT ECHDC2 EPB41L1 EPB41L3 EYA2 FAM13A FGF13 FLNA FNBP4 FNIP1 FSTL1 GOLGA8A GPHN GRSF1 HIF3A HOOK1 IQCA1 ISLR ITFG1 ITGAV KHDC4 KIAA1217 KLHL3 KTN1 LENG8 LINC00115 LINC01023 LONRF2 LRRFIP2 LSR MARS1 MFAP3L MIR145 MRPS28 MSI2 MT-ATP8 MT-CYB MT-ND1 MUC20 MYL6 NBPF10 NDUFA1 NDUFA2 NDUFB1 NDUFS8 NECAB2 NSD2 NUMA1 OTX2 P3H2 PCDH7 PDE4DIP PDHA1 PDLIM3 PFKP PLA2G15 PLTP PNISR PPFIBP2 PPM1K PRPSAP1 PTPRG QTRT1 RBM24 REV1 RGS11 RIDA RUFY3 SAMD4A SCARB1 SKIC3 SLC23A2 SNX13 SOX12 SPARCL1 TECR TIA1 TMEM38A TNFAIP8 TNS3 TOB1 TRIM33 TSPAN9 TTC14 VCL WDFY1 ZC3H11A ZNF91 ZSCAN16-AS1 GAUTAM_EYE_IRIS_CILIARY_BODY_PUTATIVE_STEM_CELLS https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/GAUTAM_EYE_IRIS_CILIARY_BODY_PUTATIVE_STEM_CELLS ABHD14A ABHD6 ABI2 ABR ACAP2 ACBD5 ACSS1 ACTN1 ACYP2 ADAMTS9-AS1 AEBP1 AHSA2P ALDH4A1 ALKBH7 AMER2 AMFR ANAPC11 ANGPTL4 ANTXR1 APCDD1L APEX1 ARL4A ARPC5L ATN1 ATP1A3 ATP5F1E ATP5IF1 ATP5PD ATP6V0E2 ATP6V1F ATP6V1H B3GAT3 BANF1 BCAP31 BLCAP BSPRY BTF3L4 C1orf122 C1orf21 C5orf24 CADM1 CAMSAP2 CCDC107 CCNL2 CD151 CD320 CDC42EP3 CDH6 CDR2 CHI3L1 CHPT1 CIB1 CNIH1 CNTNAP3B CORO1C COX16 CPEB4 CPNE5 CPXM2 CRYZ CTNNAL1 CUTA CXADR CXXC4 DCBLD2 DENND2B DGCR6L DGKG DIO3 DLGAP1-AS2 DNAJB11 DNAJB9 DTNA DUSP6 DVL3 DYNC1I1 DYNLL1 DYNLRB1 EBAG9 ECRG4 EGOT EIF2B5 ELOB EPCAM ERP29 ETFB FAM120A FAR1 FBXO44 FCGRT FOCAD FZD4 GAPDH GRAMD1B GUCY1A2 HADHB HAGH HDLBP HERPUD1 HMOX1 HSPA9 HYOU1 IFT80 INPPL1 IRF2BPL ITPR1 ITPRID2 JTB KCTD6 KIF1A LAPTM4B LARP1 LGALS3BP LGALS9 LGMN LHFPL6 LHX9 LINC01085 LRRC42 LRRFIP1 LRRN2 LSR MALAT1 MAN2A2 MANBAL MAP2K3 MARS1 MBNL2 MCAM MED19 MEGF9 MGST2 MGST3 MICOS13 MPHOSPH8 MRPL20 MRPL33 MYH9 MYL6 NAA38 NAV2-AS4 NBEA NCKAP1 NCS1 NDFIP1 NDUFA8 NDUFAB1 NDUFB5 NDUFS6 NDUFS7 NEDD8 NENF NFIA NFIB NPC1 NQO1 NUCB1 NUDT14 NUDT4 OSBPL6 OST4 OTX1 P2RY6 PABPC4 PBX3 PBXIP1 PDCD7 PDE4DIP PDIA6 PDLIM5 PDXDC1 PEBP1 PEMT PHF10 PIK3R3 PINK1 PITPNM2 PKP4 PLCB4 PLOD2 PLPP5 PLXNA2 PLXNB1 PLXNB2 PM20D2 PMVK PNPLA6 PPIA PPP1R21 PPP1R7 PPP2R5C PRDX3 PRDX6 PRMT9 PTMS PTPA PTPRD QSOX1 QTRT1 RAB27A RAB6B RAMP1 RASSF8-AS1 RAX RBM47 REEP5 RHBDD2 RHEB RHOC RIDA RIN2 RNF130 RNF207 ROMO1 RPA1 RRAGD RSBN1L S100B SARAF SEL1L SELENOS SEMA3A SEMA6D SERF2 SERINC1 SERPINF2 SGMS2 SH3KBP1 SIPA1L1 SLC20A2 SLC25A39 SLC25A6 SLC38A2 SLC46A3 SLC5A6 SLCO4A1 SLIRP SMARCA2 SMCO4 SNCAIP SNORA50C SNRNP70 SNRPG SPAG7 SPCS3 SRSF1 STON1 STT3B STX3 SYMPK SYNGR1 SYNGR2 SYNPO SYVN1 TBC1D1 TEX2 TGFB3 TIMM10 TIMM17A TLCD4 TLN2 TM4SF18 TM9SF2 TMEM147 TMEM14B TMEM164 TMEM184B TMEM245 TMEM248 TMEM47 TMEM50B TMEM98 TNFRSF19 TPBG TPP1 TRAPPC1 TRIM9 TRIO TSPAN3 UAP1 UBB UBR4 UQCRB USP2 VCL VSTM2L WNK2 WWTR1 ZBED5-AS1 ZMPSTE24 ZMYND8 ZNF91 GAUTAM_EYE_IRIS_CILIARY_BODY_RIBOSOMAL_GENES_HIGH_FIBROBLASTS https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/GAUTAM_EYE_IRIS_CILIARY_BODY_RIBOSOMAL_GENES_HIGH_FIBROBLASTS ACYP1 CETN2 CMTM8 DIO2 DRAM2 ETNPPL GAPDH PFDN4 SELENOF SELENOP SERF2 SNRPD1 TNNC1 WIF1 GAUTAM_EYE_IRIS_CILIARY_BODY_SCHWANN_CELLS https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/GAUTAM_EYE_IRIS_CILIARY_BODY_SCHWANN_CELLS ADGRB3 ADGRG6 AJAP1 ANKZF1 APOL6 ARHGEF6 ATP6V0E2 CAT CCDC12 CCP110 CD58 CDC42EP5 CFL2 CGRRF1 CHORDC1 CHRM3 CLMN COL5A3 COMMD3 CREB1 CRK DCTN2 EPN2 FNIP2 FPGT FRMD3 FRY G2E3 GAB1 GOLT1B GPR146 HCFC2 HLA-C HYCC1 IFNAR2 IRF4 ITPR3 IZUMO4 JOSD2 KAT2B KLF15 LBR LIPA LIPT1 LYSMD2 MAP2 MAP2K7 MAP3K11 MMP17 MOB2 MPG N4BP2L2 NCBP3 NIBAN2 NRDE2 NSD1 NTM OPN3 PCDH20 PHYHD1 PLEKHA4 PNISR POMT1 PPP1R12C PPP2R2B PPP3CC RAB40B RANBP17 RBMXL1 RIN2 RLBP1 RNASEH2C ROBO3 RRAD RTKN SFSWAP SNX4 STRN3 SYT11 TAFA5 TCEAL1 TOM1L2 TRMT13 UBE2D1 VSIR WASL WDFY1 WDR47 WWP1 ZC2HC1A ZNF532 GAUTAM_EYE_IRIS_CILIARY_BODY_SMOOTH_MUSCLE_CELLS https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/GAUTAM_EYE_IRIS_CILIARY_BODY_SMOOTH_MUSCLE_CELLS ABCG1 ABR ACAT1 ACOT11 ACTG2 ADAM22 ADCY5 ADCYAP1 AFF3 AGL AK4 AKAP9 ANKMY2 ANXA6 AOC3 AP1S2 AP2M1 ARHGAP1 ARMC1 ARPC1A ARPC5L ATF7 ATP1A2 ATP2A3 ATP5F1C ATP5MC1 ATP5MC2 ATP5PO AURKAIP1 AZIN1 B4GALT6 BAG3 BANF1 BOLA3 BORCS8 BPNT2 BSG BTBD7 C4orf3 C4orf48 C6orf47 CAMK2G CCDC107 CCDC124 CCDC85B CCN1 CCN2 CDC42 CDS2 CETN2 CISD1 CISD2 CKMT2 COA3 COL18A1 COL24A1 COPS5 COPS9 COQ3 COX4I1 CRY2 CSGALNACT2 CSNK1A1 CYCS DDA1 DDIT4L DESI2 DHX35 DNAJA4 DNAJC10 DNAJC15 DNTTIP2 DOK6 DUSP8 EDIL3 EGLN2 EI24 EIF3K EIF4G1 EIF4G2 EMC4 EP400 ERGIC2 EZH1 FAM234A FGFR2 FILIP1 FIS1 FNDC5 FRY GAMT GBA2 GLYR1 H3-3A HAGH HINT1 HIPK1 HMGN3 HSPA6 HSPG2 IFIT2 ILRUN IMPA1 IRS2 JMY KANK2 KARS1 KCNMB1 KIF5B KLF2 KLHDC10 KLHL41 LAMC1 LDHB LMO1 LRRC17 LRRC39 LRRC8A LTBP1 MAFK MANBAL MAPK6 MAPKAPK5-AS1 MDH2 MFSD6 MMP24OS MPC1 MROH8 MRPL13 MRPL20 MRPL22 MRPL3 MRPL35 MRPL41 MRPL55 MRPS11 MSRB1 MT-ATP8 MT-ND2 MT-ND3 MT-ND4L MT-ND5 MTX2 MXI1 MYOM1 NACC2 NCS1 NDUFA11 NDUFA12 NDUFC1 NDUFS5 NDUFS6 NFE2L1 NIPSNAP2 NNT-AS1 NSMCE3 NXN OAZ1 OXCT1 PACSIN2 PCDH18 PCDH19 PCM1 PCYT1A PDE3A PDE8B PDIA6 PDLIM5 PGM2L1 PHB1 PHPT1 PIM1 PIM3 PIN1 PITX1 PKDCC PLOD2 PMVK PNKD POLR2J PPHLN1 PPP1R3C PPP2CB PPP2R5A PPTC7 PRDX3 PSMA4 PSMA7 PSMB5 PSMD1 PSMD8 PSMD9 PTP4A1 PYGM RAB3A RASD2 RBMX2 RBPMS2 RCOR1 REEP3 REXO2 RFTN1 RGS16 RHEB RNASEH2C RNF139 RNF185 ROCK2 RPL27 RPP25L RPSA2 RSU1 RUSC2 SAE1 SAP18 SAP30BP SDHD SEC61G SEC63 SEL1L SELENOK SEPTIN2 SERF2 SGCG SLAIN2 SLC1A5 SLC25A3 SLC26A4-AS1 SLC38A1 SNTB2 SORT1 SSPN ST6GALNAC5 STK38L SUMO3 SYPL1 TCEAL3 TCTA TIMM13 TLE5 TLN1 TMC5 TMED8 TMEM14B TMEM179B TMEM35A TRIM69 TRPM7 TUBB TUFM TXNL4A TYW3 UBE2D4 UBL5 UQCRC1 UQCRFS1 UROS USP10 USP2 UXS1 VASP VCL VPS29 ZCRB1 ZNG1A ZNHIT1 ZSCAN16-AS1 ZYX GAUTAM_EYE_IRIS_CILIARY_BODY_WIF1_HIGH_FIBROBLASTS https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/GAUTAM_EYE_IRIS_CILIARY_BODY_WIF1_HIGH_FIBROBLASTS ADAMTSL3 ADD3 ADIRF AKR1C3 ANG ARID5B ARRDC3 BTG3 BZW1 C1RL CALD1 CCDC71L CDH11 CDKN1A CHEK2 CHI3L2 CMBL CMTM8 CPPED1 CSGALNACT2 CSRP1 CTSC CTTNBP2 CYP1B1 DIO3OS DPYSL3 ECRG4 EEF1D EEF2 EID1 EIF1 ELOVL5 EMX2 FCGRT FHL1 FHL2 FLYWCH2 FMOD FOS FOSB GBP2 GLCE GMDS GNB2 GPR37 H1-0 HIC1 HNRNPA1L2 IFI44L ITM2B KCNAB1 KLF9 LAMC3 LARP6 LDHA LSAMP LUM MLLT11 MT1E MT1M MT1X NDN NECAB1 NHERF2 NPM1 NR2F1 PAPPA PLPP3 PRRX1 PTP4A2 RACK1 RAMP2-AS1 RASD1 RGL3 RPL13 RPL13A RPL15 RPL17 RPL21 RPL24 RPL26 RPL34 RPL41 RPL5 RPL6 RPL7 RPL8 RPS14 RPS18 RPS23 RPS3 RPS4X RPS5 RPS8 RPS9 RPSA2 RSL1D1 RSPO2 SCARA5 SEPTIN4 SNHG8 SNORD3A SOD3 SSR2 STOM SUMO2 TBC1D4 TGFBI TGIF1 TLE5 TMBIM1 TMEM176A TMEM176B TMEM45A TMSB4X TNFRSF1A TPM4 TRIB3 TSC22D3 TUBB4B WBP1L ZNF385A ZNF703 HAY_BONE_MARROW_CD34_POS_CLP https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/HAY_BONE_MARROW_CD34_POS_CLP ADA AGPS CD200 CYGB ENAM LAIR1 MFAP4 PCAT14 TRBVB UMODL1 HAY_BONE_MARROW_CD34_POS_EO_B_MAST https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/HAY_BONE_MARROW_CD34_POS_EO_B_MAST ADCYAP1 CDK15 CLC CLEC4OP DTWD2 EPX EXD3 HDC HPGD HPGDS LINC00323 LMO4 MS4A2 MS4A3 NOX3 PRG2 SLC45A3 TPSAB1 TPSB2 HAY_BONE_MARROW_CD34_POS_ERP https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/HAY_BONE_MARROW_CD34_POS_ERP FAM124B MAP7 MEST NET1 PCAT18 RYR3 RYR3-DT SERPINE2 STAT5A TRIB2 HAY_BONE_MARROW_CD34_POS_ERP_EARLY https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/HAY_BONE_MARROW_CD34_POS_ERP_EARLY AMHR2 ATF7IP2 CCNG1 EMID1 GIHCG PDZD8 PHTF1 PKIG SLC40A1 STXBP6 ZNF385D HAY_BONE_MARROW_CD34_POS_GRAN https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/HAY_BONE_MARROW_CD34_POS_GRAN AZU1 C1QTNF4 CALR CEACAM6 CLEC11A CPA3 CTSG ELANE ERLIN1 GPR12 HGF HSPB1 MIF MPO NPW P4HB PLPPR3 PRSS57 PRTN3 RNASE3 SH3D21 SNHG19 SNORC STAR SUCNR1 TMEM258 VAT1 HAY_BONE_MARROW_CD34_POS_HSC https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/HAY_BONE_MARROW_CD34_POS_HSC ADGRG6 ARMCX1 ATP1B1 ATP2C1 AVP AVPR1B-DT BAALC BAALC-AS2 BEX1 BEX2 BEX4 BMAL2-AS1 BSPRY BST2 BTF3 C3orf80 C9orf43 CALN1 CASC15 CBX2 CCDC171 CCDC175 CCDC42 CCNB1IP1 CD164 CD34 CDH7 CHRM3 CLEC9A CRHBP CRYGD CTSF CYTL1 CYYR1 DLK1 DPPA4 DSG2 DYNLT5 EBPL EEF2 EGFL7 EHD2 EIF3D EIF3L ELMO1 EMCN ENSG00000229425 EPB41L4A-AS1 EPCAM-DT FAM133A FAM30A FBXW9 FGD5 GCSAML GNAI1 GSTM5 GUCY1A1 H2AC25 HINT1 HLF HMGA2 HOXA10 HOXA10-AS HOXA3 HOXA6 HOXA7 HOXA9 HOXB-AS3 HOXB3 HOXB5 HOXB6 HTR1F IL12A-AS1 IL18 IQSEC3-AS2 ITGA9 ITGB8-AS1 KRT18 KRT8 LAPTM4B LINC01122 LINC02573 LINC02983 LINC03073 MECOM MFAP2 MIR1915HG MSRB3 MYCNOS MYCT1 NACA NAP1L3 NKAIN2 NKX2-3 NPDC1 NPM2 NPR3 NRIP1 NYNRIN PCBD1 PCDH17 PLOD2 PRDM16-DT PRKG2 PROM1 RACK1 RASSF9 RBPMS ROBO4 RPL15 RPL26 RPS24 RPS9 RSL1D1 SAMD13 SLC1A6 SLC8A3 SNX10-AS1 SPOCK3 SULT1C4 SYPL1 TAF1D TAOK3 TCEAL2 TCEAL4 TLCD5 TMEM163 UBR5-DT UCHL1 WASIR2 ZBTB8A ZFAS1 ZNF521 HAY_BONE_MARROW_CD34_POS_LMPP https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/HAY_BONE_MARROW_CD34_POS_LMPP ACY3 CRMA NEGR1 NPTX2 NREP PRSS2 SDK2 TRH HAY_BONE_MARROW_CD34_POS_LYMPHOID_UNK https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/HAY_BONE_MARROW_CD34_POS_LYMPHOID_UNK BCAT1 CAPSL FABP5 GLDC KCNK9 LDHA VAT1L HAY_BONE_MARROW_CD34_POS_MEP https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/HAY_BONE_MARROW_CD34_POS_MEP ABCC4 CPB1 DEPTOR FREM1 HACD1 HYAL3 SPINK4 SVOPL HAY_BONE_MARROW_CD34_POS_MKP https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/HAY_BONE_MARROW_CD34_POS_MKP ACTN1 ADCY6 ADRA2A ANXA3 CDH6 COL2A1 DAD1 DKK1 DTD1 EFHC2 EFNB2 ENSG00000233968 EXOC3L4 GATA2 GJA4 GLOD5 GSTT2B GUCY1B1 HTR2A IGSF10 ITGA2 ITGA2B ITPKA KALRN KAZN KLHL13 LTBP1 LTC4S MED12L MGLL MLEC MMRN1 MYH7 NAA38 OLFM3 PBX1 PDIA5 PIEZO2 PLEK PPIF PRKG1 PRTFDC1 PTGER3 RAB38 RAB3C RAC3 RBPMS2 RYR2 SLC18A2 SLC37A1 SMAD3-DT SPX ST6GAL2 STAC STUM TCEAL9 TEAD4 TGFB1I1 TPI1 TPM1 TRPC6 TTC27 VWF WFDC1 HAY_BONE_MARROW_CD34_POS_MULTILIN https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/HAY_BONE_MARROW_CD34_POS_MULTILIN AIF1L ARMH1 BZW2 CDH2 CDK6 CDK6-AS1 CLDN10 CLGN CPXM1 DNAJC12 ENO1 FAM216A FLT3 ISYNA1 LKAAEAR1 NUCB2 SMIM24 SPINK2 TCEAL5 TM7SF3 HAY_BONE_MARROW_CD34_POS_PRE_B https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/HAY_BONE_MARROW_CD34_POS_PRE_B ABHD15 ACSM3 ADAM23 AEBP1 AFF3 AMBP APBB2 BACH2 BAZ2A BCL7A BEST3 BMP3 BTBD3 BTK C16orf74 C7orf50 CCDC112 CCDC191 CCDC69 CD38 CD79B CDC25B CDC40 CDHR3 CECR2 CEMIP CFAP251 CFAP73 CSNK1E DDX54 DNMT3B DTX1 DYM-AS1 EFHC1 EIF3F ENSG00000258572 ENTPD8 ERP29 FAM3B FMO1 FOXD3-AS1 GSDME H1-2 H2BC8 HIP1 HRK IRF4 KANK2 KIF12 KIN KLHL14 LAMA5 LDLRAD4 LIMD2 LINC01215 LINC02227 LINC03066 LOC124904478 MIR181A1HG MPZL1 MRO MYO1C NEIL1 NIBAN3 NOXA1 NSMCE1 NSUN7 PAX5 PCDH9 PLEKHA2 PLG PPP1R14A RAPGEF5 RASAL1 RB1 RCSD1 REPIN1 RIMS3 ROR1 RUBCNL SBSPON SHOX2 SNHG7 SOX4 STARD4-AS1 STIM2 SYF2 SYK TAX1BP3 TBC1D1 TCL1A TCL1B TM7SF2 TMEM131L TMEM243 TMEM38A TRABD TRAM1 UBXN1 WASF1 HAY_BONE_MARROW_CD34_POS_PRE_PC https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/HAY_BONE_MARROW_CD34_POS_PRE_PC ABCG2 ABHD17B ADPRM AHDC1 AKAP12 ALPG ANKRD10 AQP5 AQP5-AS1 ARPP21 ATP1B3 BCR BLNK CCDC81 CD9 CHD9 CKMT2 CLEC14A CMTM7 COBL COX7A2L DBN1 DNMT3L-AS1 DNTT DOK4 DUSP26 EBF1 EIPR1 ELK3 ERG ERGIC1 ERO1B FAM215B FAM241A FHIT FXYD2 GAB1 GABPB1 GABPB1-AS1 GBP4 GPR176 GPSM1 HHIP HHIP-AS1 HMHB1 HPS4 JUP LAPTM5 LCN6 LHPP LINC00114 LINC00305 LINC00426 LINC01013 LINC01507 LINC02202 LINC02982 LRFN2 LUC7L3 LY6H MAGED1 MAP1LC3B MDM2 MDM4 MLXIP MME MPPED2 MT1X MTF2 MYO5C NAV1 NFIA-AS2 NKX6-3 NPY NUDT11 P4HA2 PLIN3 POLA2 PPFIBP1 PPP2R2C PPP3CC PRCD PXDN QRSL1 RAG1 RAG2 RFX5-AS1 RHPN1 RIMKLB RNF43 RPS4Y2 S100A1 S1PR4 SARDH SCHIP1 SEC63 SELENOF SEMA6A SERPINI1 SH2D4B SH3TC1 SIAH2 SLC35E3 SLC8A1-AS1 SMAD1 SMIM3 SNX2 SOCS2 SPANXB1 STAG3 SYNE3 TAF7 TMEM217 TOP2B TP53INP1 TSPAN14 VPREB1 VPREB3 XPNPEP2 XXYLT1-AS2 ZCCHC7 ZNF22 ZNF22-AS1 ZNF608 HAY_BONE_MARROW_CD8_T_CELL https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/HAY_BONE_MARROW_CD8_T_CELL A2M-AS1 ARAP2 ATG2A ATP8A1 CAPN2 CCL5 CCNH CD8A CD8B CD99 CHI3L2 CLEC2B CRTAM CXCR4 CXCR6 DUSP2 ENC1 F2R FYN GBP5 GUK1 GZMH GZMK HERPUD2 HLA-B IFNG IL32 ITGB1 JAKMIP1 JMJD6 KIF19 KIF21A KLRG1 LAG3 LINC00987 LINC01871 LINC02937 LINC03057 LYAR MFSD10 MIAT MSC MT1F NR4A2 PARP8 PATL2 PPDPF PPP2R5C PRDM1 PTPN22 PTPN7 PTPRC RASAL3 RGS1 RNF19A SH2D1A SLA SLAMF6 SON SRSF7 STK17A SYNE2 TENT5C TIGIT TMA7 TNFRSF9 TNIP3 TPRG1 TRG-AS1 TRGC2 TTC16 UBC ZNF683 HAY_BONE_MARROW_DENDRITIC_CELL https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/HAY_BONE_MARROW_DENDRITIC_CELL ABCA15P ALCAM ALDH2 ALOX5AP ANKRD65 AP3S1 APP ARID3A ASIP ATG101 B4GALT1 BCL11A BRK1 C12orf75 C1orf54 CACNA2D3 CADM4 CBFA2T3 CBX6 CCDC183 CCDC50 CCDC88A CD1C CD1E CD2AP CD74 CFAP119 CIB2 CIITA CLEC10A CLEC4C CLIC2 CLN8 COL26A1 COMT CRIP3 CRYM CSF2RA CSF2RB CST3 CUEDC1 CUX2 CXCR3 CYP46A1 DNAJC4 DNASE1L3 DUSP5 EGLN3 EIF2AK4 ENHO EPHA2 EPHB1 ERCC1 FAM221B FCER1A FUT7 GAPT GNA15 GPR183 GRIP1 HLA-DMA HLA-DMB HLA-DPA1 HLA-DPB1 HLA-DQA1 HLA-DQA2 HLA-DQB1 HLA-DRA HLA-DRB1 HLA-DRB5 IDH3A IL1R2 IL3RA IRF7 IRF8 ITM2C JAML KCNA5 KCNK10 KCNK17 KCNK6 KIRREL3 KRT5 LAMP5 LCT-AS1 LGMN LILRA4 LILRB4 LINC00865 LINC00996 LINC01374 LINC01724 LINC02132 LINC02812 LOC105377488 LRRC26 LRRC36 LSP1 MAP1A MAPKAPK2 MIF4GD MILR1 MRC1 MYBL2 NDRG2 NEK8 NLRP7 NOPCHAP1 NOTCH4 NUDT17 OFD1 OPN3 OSTC P2RY14 P2RY6 PACSIN1 PALD1 PAPLN-AS1 PARK7 PARVG PFKFB2 PHACTR1 PHEX PKIB PLAC8 PLD4 PLP2 PLVAP PLXNA4 PON2 PPIB PPM1J PPP1R14B PPP1R14B-AS1 PROC PRXL2A PTMS PTPRS RHEX RNASE6 RPS6KA4 RRBP1 RUBCN RUNX2 SCAMP4 SCAMP5 SCN9A SCT SEC61B SEC61G SEMA7A SERPINF1 SERPINF2 SFT2D2 SH3BP4 SHD SIDT1 SLC12A3 SLC15A4 SLC20A1 SLC35F3 SLC4A3 SLC7A11 SLC7A5 SLC9A7 SMIM6 SMPD3 SNX3 SPCS1 SPINT2 SPNS3 SSR1 ST14 ST3GAL4 SUSD1 TCF4 TGFBI TM9SF2 TMED10 TMEM109 TMEM210 TMEM8B TNFRSF21 TNNI2 TPM2 TRAF4 TSPAN13 TTC39A TXN UBE2E2 UGCG UNC93B1 UPK3A VASH2 VEGFB WDFY4 ZFAT HAY_BONE_MARROW_EARLY_ERYTHROBLAST https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/HAY_BONE_MARROW_EARLY_ERYTHROBLAST ABO AHCY AIG1 AK2 APOC1 ATP5MK C1QBP CASP3 CASP6 CCDC26 CDH1 CENPV CHCHD2 CLNS1A CMSS1 CNRIP1 COL6A5 COQ8A CXADR CYP2E1 DCTPP1 DES DHRS11 DMAC1 DNAH14 DNPH1 ECHS1 EIF1AX EXTL2 FAM136A FAM89A FBL FSCN1 GAL GATA2-AS1 GCSH GGCT GNL3 GRTP1 GSTM3 GTF3A HDAC7 HNRNPC INTS13 KCNK5 KIT MDH2 MGST2 MICOS10 MORF4L2 MRPL52 MRPS23 MRPS25 MRPS26 MUC1 MYB MYC NDUFAF2 NDUFC2 NHP2 NME1 NMI NMU NPM1 NPM3 OLA1 PABPC4 PEBP1 PGAP4 PHF6 PLTP PMP22 PNMT PNPO PPA1 PRMT1 PVT1 RPL23 RPL37A RPP40 RRP9 SDHAF3 SELENOH SLC12A6 SLC27A2 SLC39A4 SORD SRM TFAM TMEM97 TRIP6 TUFM UNG UQCRH WDR43 HAY_BONE_MARROW_EOSINOPHIL https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/HAY_BONE_MARROW_EOSINOPHIL ALYREF ANKRD13D ASRGL1 ATP8B4 BLOC1S1 CEBPA COX8A DBI GNB1 H1-10 H1-4 H2AJ HNRNPD HSPA5 IL1RAP IQGAP3 KBTBD11 KIAA0930 KIF22 LGALS1 LYZ MBD3 MRPL23 MRPL33 MS4A4A MT-ATP6 MT-CO2 MT-CO3 MT-CYB MT-ND1 MT-ND4 MT-ND4L MT-ND5 MZT2B NDUFA3 NDUFB11 NDUFS6 NT5DC2 P2RY2 PHPT1 PRLR RAB32 RECK RETN RFLNB RNASE2 RNASE2CP RPLP1 RPN1 SERPINB10 SERPINB8 SLC44A1 SNHG25 SUB1 TMBIM6 TMEM160 TMX4 TPM3 WDFY2 HAY_BONE_MARROW_ERYTHROBLAST https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/HAY_BONE_MARROW_ERYTHROBLAST A4GALT AAAS AARS1 AASDHPPT ABCB10 ABCC5 ABCE1 ABCF2 ACAA2 ACAD9 ACADS ACADVL ACAT1 ACHE ACKR1 ACOT13 ACSBG1 ACSS1 ACTL6A ADAMTS3 ADD2 ADISSP ADSL AFG3L2 AGFG2 AGPAT5 AHSA1 AHSP AIDA AIFM1 AIMP2 AK1 AK6 AK7 AKR1C1 AKR1C3 ALAD ALAS2 ALDH18A1 ALDH1A1 ALDH1B1 ALDH4A1 AMD1 AMMECR1 AMT ANAPC11 ANAPC7 ANK1 ANKH ANKLE1 ANKRD9 ANLN ANP32B AP2A1 AP2B1 AP2M1 APEH APEX1 APEX2 APOBEC3B APOL4 AQP1 ARHGAP11A ARHGAP23 ARHGEF12 ARHGEF39 ARL2 ARL6IP6 ARL9 ARMC1 ARMC8 ARPC1A ART4 ARV1 ARVCF ASF1A ASH2L ATAD3A ATAD5 ATG3 ATIC ATP1B2 ATP23 ATP5F1A ATP5F1B ATP5IF1 ATP5MC1 ATP5MC3 ATP5MF ATP5PB ATP5PF ATP6V1C1 ATP7B ATPAF1 AUNIP AURKA AURKAIP1 B3GALNT1 B9D1 BABAM1 BAG1 BAG2 BANF1 BAZ1A BCAM BCAP29 BCCIP BCL2L12 BCS1L BLVRA BLVRB BOLA3 BOLA3-DT BOP1 BRCA1 BRCA2 BRIX1 BSG BSG-AS1 BUB1 BUB1B BYSL C12orf29 C16orf95 C17orf58 C17orf99 C19orf48P C1D C1orf198 C6orf89 C8orf88 C9orf40 CA1 CA2 CA3 CA8 CACYBP CALM3 CAPRIN1 CAPRIN2 CARM1 CAST CAT CBR1 CBX3 CBY1 CCDC124 CCDC138 CCDC14 CCDC15 CCDC169 CCDC28B CCDC34 CCDC47 CCDC86 CCNA2 CCNB1 CCNB2 CCNE1 CCT2 CCT3 CCT4 CCT5 CCT6A CCT7 CCT8 CD36 CD58 CD59 CD82 CDC16 CDC20 CDC25A CDC27 CDC42BPA CDC45 CDC6 CDC7 CDCA2 CDCA3 CDCA4 CDK1 CDK2 CDK4 CDKN3 CDT1 CENPE CENPH CENPK CENPL CENPP CENPS CENPU CENPW CENPX CEP152 CEP57L1 CETN3 CFAP298 CHAC2 CHAF1A CHCHD1 CHCHD3 CHEK1 CHEK2 CHID1 CHPT1 CISD2 CIT CKAP2 CKAP5 CKS2 CLCN4 CLN6 CLPB CLTA CLTC CMAS CMBL CNKSR3 CNP COA1 COA4 COA7 COASY COL18A1 COMMD1 COMMD3 COMMD4 COPB2 COPS3 COPS5 COQ3 COQ9 COX5A CPOX CPSF3 CPSF4 CR1L CRACD CRISP2 CRLS1 CSE1L CSNK2A1 CSTF2 CTNNAL1 CTSE CYB5A CYC1 CYCS CYTOR DAAM1 DCAF11 DCAF6 DCUN1D5 DDB1 DDI2 DDT DDX1 DDX11 DECR1 DECR2 DEPDC1 DEPDC1B DEXI DGUOK-AS1 DHFR DHODH DHRS13 DHX15 DIAPH3 DIMT1 DKC1 DLD DLEU1 DLGAP5 DMC1 DMTN DNAJA1 DNAJA4 DNAJC11 DNAJC15 DNAJC19 DNAJC6 DNAJC8 DNAJC9 DNMT1 DOLPP1 DPCD DPF3 DPH2 DPH6 DPM1 DPM2 DPY30 DRG1 DSCC1 DSN1 DTL DTYMK DUSP21 DUT DYNC1LI1 DYNC2I2 DYNLL1 DYRK3 E2F4 EBNA1BP2 ECH1 ECI2 ECT2 EEF1E1 EI24 EIF1AY EIF1B EIF2AK1 EIF2B3 EIF2S1 EIF2S2 EIF3A EIF3I EIF3J EIF4E EIF4EBP1 EIF4G1 EIF4H EIF5A EIF5B ELAVL1 ELOC ELOVL1 ELOVL6 EMC4 EME1 ENG ENOSF1 ENSG00000189316 ENSG00000260592 ENY2 EPB42 EPCAM EPDR1 EPHB4 EPOR EPRS1 EPS15-AS1 ERCC6L ERFE ERH ERI1 ERI2 ERI3 ERMAP ESCO2 ESD ESPN ETFA ETFB EXO1 EXOSC2 EXOSC3 EXOSC7 EXOSC8 EXOSC9 FADS2 FAH FAHD1 FAM104B FAM110D FAM114A2 FAM13A FAM178B FAM210B FAM72C FAM72D FAM83D FANCA FANCD2 FANCI FARSA FARSB FBH1 FBXO7 FDPS FECH FEN1 FH FHDC1 FHL2 FIS1 FKBP3 FKBP4 FKBPL FN3K FN3KRP FOXRED1 FUNDC2 FUT1 FXN FXYD3 G3BP1 GAD1 GADD45GIP1 GAR1 GARS1 GART GAS2L3 GATA1 GATB GBGT1 GCAT GCLC GCLM GEMIN2 GET3 GFI1B GFOD2 GFUS GHITM GINS1 GINS2 GINS3 GLRX GLRX3 GLRX5 GMNN GMPS GNL2 GOT2 GPATCH4 GPN3 GPT GRB10 GRPEL1 GRWD1 GSPT1 GTF2F1 GTF2F2 GTF3C6 GTPBP4 GUCD1 GYPA GYPB GYPC GYPE H1-0 H1-3 HACD3 HADH HADHA HAGH HARS1 HAT1 HAUS2 HAUS6 HBA1 HBA2 HBB HBD HBG1 HBG2 HBM HBQ1 HBS1L HBZ HCCS HDAC2 HDAC3 HDDC3 HDGF HDHD3 HEBP1 HEMGN HES6 HIGD1A HIKESHI HINT2 HK1 HLTF HMBS HMGA1 HMGN5 HMMR HNRNPAB HNRNPF HOOK1 HPDL HPF1 HPRT1 HPS1 HSBP1L1 HSD17B4 HSD3B7 HSDL2 HSF1 HSP90AA1 HSP90AB1 HSPA4 HSPA8 HSPA9 HSPBP1 HSPD1 HSPE1 HSPH1 HTRA2 IARS1 ICA1 ICAM4 ICMT IDH2 IFI27 IFI27L1 IFRD2 IFT52 IFTAP IGF2BP2 IK IL17RE ILF2 ILF3 IMMT IMP4 IMPDH2 ING2 ISCA2 ISOC1 ISOC2 JPT2 KATNBL1 KBTBD12 KCNH2 KCNJ12 KCNN4 KEAP1 KEL KHSRP KIAA1586 KIF18A KIF20A KIF20B KIF23 KIF26A KIF2C KIF4A KIF9 KLF1 KLHDC3 KLHDC8B KLHL18 KMT5A KNSTRN KPNA3 KREMEN1 KRT13 LAGE3 LARS1 LAS1L LBR LCA5 LDB1 LIN9 LINC00570 LINC01133 LINC02772 LMO2 LPCAT3 LRP11 LRPPRC LRR1 LRRC59 LRRCC1 LRWD1 LSM2 LSM3 LSM4 LSM5 LTV1 LUC7L2 LXN MACIR MACROD1 MAGOHB MALSU1 MAP2K2 MAP2K3 MARVELD2 MBOAT2 MCAT MCM10 MCM2 MCM3 MCM4 MCM5 MCM6 MCM7 MCUR1 MDN1 MECR MED25 MED8 MELK METAP2 METTL1 METTL13 METTL21A METTL2A METTL5 MFAP1 MFHAS1 MFSD2B MGAT3 MGST3 MICALL2 MICU2 MINPP1 MIPEP MIR4435-2HG MIS18A MIX23 MKKS MKS1 MLLT3 MMAB MMADHC MNS1 MORN2 MOSPD1 MPC2 MPDU1 MPP1 MPST MRM1 MRM2 MRPL1 MRPL11 MRPL12 MRPL13 MRPL14 MRPL15 MRPL16 MRPL17 MRPL18 MRPL19 MRPL2 MRPL20 MRPL21 MRPL22 MRPL27 MRPL28 MRPL3 MRPL34 MRPL35 MRPL36 MRPL37 MRPL39 MRPL4 MRPL42 MRPL45 MRPL46 MRPL47 MRPL49 MRPL50 MRPL51 MRPL57 MRPL58 MRPS10 MRPS11 MRPS15 MRPS16 MRPS17 MRPS18A MRPS18B MRPS18C MRPS2 MRPS22 MRPS28 MRPS31 MRPS34 MRPS36 MRPS7 MRPS9 MRTO4 MSH2 MSH6 MTCH2 MTERF2 MTERF3 MTFR1 MTFR2 MTHFD1 MTX1 MTX2 MYH10 MYL4 MYT1 N6AMT1 NAA50 NADK2 NAE1 NANP NAP1L4 NARF NARS1 NASP NAT10 NBAS NCAPD3 NCAPG NCAPG2 NCAPH NCEH1 NCL NCS1 NDUFA10 NDUFA2 NDUFA6 NDUFA8 NDUFA9 NDUFAB1 NDUFAF3 NDUFAF4 NDUFAF8 NDUFB3 NDUFB6 NDUFB9 NDUFC1 NDUFS1 NDUFS3 NDUFS5 NDUFS8 NDUFV1 NDUFV2 NDUFV3 NECTIN1 NEDD4L NEK1 NEK2 NELFCD NFIA NFIX NFS1 NFYB NIBAN2 NIF3L1 NIPSNAP3A NME4 NMNAT3 NOC3L NOL7 NOLC1 NOP10 NOP14 NOP16 NOP56 NOP58 NPL NPRL3 NSMCE2 NT5M NUDC NUDT1 NUDT4 NUP35 NUP37 NUP62CL NUP85 NUP93 NUTF2 OAT OGFOD2 OIP5 ORC1 ORC2 ORC4 ORC6 OSBP2 PA2G4 PAFAH1B3 PAGE2B PAICS PAK1IP1 PAQR9 PARPBP PARVB PBK PC PCCB PCLAF PCMT1 PCNA PDAP1 PDCD2L PDCD4 PDHA1 PDHB PES1 PFDN6 PFKM PGRMC2 PHB1 PHB2 PHETA2 PHF5A PHOSPHO1 PIGQ PIGW PIP5K1B PIR PISD PITHD1 PKLR PKMYT1 PKP4 PLA2G12A PLEK2 PLEKHH3 PLEKHJ1 PLK1 PLK4 PLPP4 PLRG1 PLS1 PMM1 PMPCB PNP PNPLA4 PNPT1 POC1A POLA1 POLD1 POLD2 POLD3 POLDIP2 POLE2 POLE3 POLQ POLR1G POLR2E POLR2F POLR2H POLR2I POLR2K POLR3H POLR3K POMGNT2 POMP POP7 PPA2 PPAT PPIH PPIL1 PPIP5K2 PPM1G PPME1 PPOX PPP1R8 PPP2R1B PPT2 PRC1 PRDX2 PRDX3 PRDX6 PRELID2 PRIM1 PRKAB1 PRKAR1B PRKAR2B PRKDC PRMT3 PRMT5 PRMT6 PRPF19 PRPF40A PRPS1 PRPS2 PRSS23-AS1 PRXL2B PSMA2 PSMA3 PSMA4 PSMA5 PSMB1 PSMB2 PSMB5 PSMB6 PSMB7 PSMC1 PSMC2 PSMC3 PSMC4 PSMC6 PSMD1 PSMD11 PSMD12 PSMD14 PSMD2 PSMD3 PSMD6 PSMD7 PSMD8 PSMD9 PSMF1 PSMG1 PSMG3 PTBP1 PTCD3 PTGES3 PTH2R PTK2 PTRH2 PTTG1 PUS7 PXMP4 PYCR1 PYCR3 QTRT1 RAB13 RAB23 RAB3IL1 RAD23A RAD23B RAD50 RAD51C RAD54L RALBP1 RAN RANBP1 RANBP10 RARS1 RBBP4 RBFA RBM17 RBX1 RCC1 RCCD1 RCL1 RDX REC8 RECQL4 REPS2 REXO2 REXO5 RFC1 RFC2 RFC3 RFC4 RFC5 RFESD RFK RFWD3 RFXAP RHAG RHCE RHD RHOBTB3 RIDA RIF1 RILP RIOK1 RIPOR1 RIPOR3 RMDN1 RMDN3 RMND5B RNASEH2A RNASEH2C RNF123 RNF182 RNF187 RNF40 RNF5 ROGDI RPA1 RPA2 RPA3 RPF2 RPIA RPL22L1 RPL26L1 RPL3L RPL7A RPL8 RPLP0 RPP30 RPS6KL1 RRM1 RRM2 RRP1 RRP15 RRP7A RTCB RUVBL1 RUVBL2 S100A3 SAMM50 SAR1B SASS6 SCCPDH SCOC SDHA SEC14L3 SEC14L4 SEC22C SELENBP1 SEPTIN11 SERBP1 SF3B6 SFXN4 SGTA SH3GLB2 SHMT1 SIGMAR1 SKA1 SKIC8 SLBP SLC10A4 SLC11A2 SLC16A9 SLC1A5 SLC22A16 SLC22A23 SLC22A4 SLC25A10 SLC25A15 SLC25A21 SLC25A3 SLC25A37 SLC25A38 SLC25A39 SLC29A1 SLC2A1 SLC2A4 SLC2A4RG SLC30A6-DT SLC30A9 SLC37A4 SLC38A5 SLC39A3 SLC39A8 SLC43A1 SLC43A3 SLC44A4 SLC48A1 SLC4A1 SLC6A8 SLC6A9 SLC7A1 SLC9B2 SLIRP SLX9 SMARCA5 SMC2 SMC3 SMC6 SMIM1 SMIM10 SMS SNCA SNHG10 SNRNP25 SNRNP40 SNRNP70 SNRPA SNRPA1 SNRPB SNRPC SNRPD1 SNRPD3 SNRPE SNRPF SNRPG SNW1 SNX22 SNX8 SOD1 SOX6 SPA17 SPAG5 SPART SPATA33 SPC24 SPDL1 SPECC1 SPESP1 SPHK1 SPRR2F SPTA1 SPTB SPTBN2 SPTLC2 SREBF1 SRI SRP72 SRPK1 SRSF1 SRSF2 SSB SSBP1 SSRP1 SSX2IP ST13 ST6GALNAC1 ST6GALNAC4 STAM STAU1 STEAP3 STIP1 STK25 STOM STOML2 STRADB STRIP2 SUGT1 SUMO3 SUPT16H SUV39H2 SYNCRIP SYNGR1 TAC3 TAF9 TAL1 TANGO2 TARS1 TBC1D23 TBC1D7 TBL3 TBPL1 TBRG4 TCEA1 TCERG1 TCP1 TEDC2 TESC TEX30 TFDP1 TFR2 TFRC TGM2 TGS1 THEM6 THOC3 THOC6 THOC7 THOP1 TIMM10 TIMM13 TIMM17A TIMM21 TIMM23 TIMM44 TIMM50 TIMM8A TIMM8B TIMMDC1 TK1 TLCD4 TLN2 TMA16 TMEM141 TMEM14A TMEM14B TMEM14C TMEM237 TMEM86B TMOD1 TMPRSS9 TMX2 TNS1 TNXB TOMM40 TOP1 TP53BP2 TPGS2 TPRA1 TPRKB TRAK2 TRAP1 TRIM10 TRIP13 TRMT10C TRMT112 TRMT5 TROAP TRUB2 TSFM TSPAN17 TSPAN5 TSPO2 TSR1 TST TTC8 TTK TTLL12 TUBA1C TUBAL3 TUBB2A TUBB4B TUBB6 TUBG1 TXN2 TXNDC9 TXNL1 TXNRD1 TXNRD2 U2SURP UBAC1 UBE2K UBE2T UBTF UBXN10 UBXN8 UCHL3 UCHL5 UCK2 UMPS UQCC2 UQCC3 UQCR10 UQCRC1 UQCRFS1 UQCRQ UROD UROS USP14 USP15 USP48 UTP18 VANGL1 VARS1 VBP1 VCP VDAC3 VPS25 VPS29 VPS9D1-AS1 VRK1 VRK2 WAPL WBP4 WDHD1 WDR12 WDR4 WDR5 WIPF3 WIPI2 WRN XK XRCC2 XRCC3 XRCC5 XRCC6 YBX1 YBX3 YEATS4 YIPF6 YPEL4 YWHAE YWHAG YWHAH ZDHHC14 ZDHHC3 ZFYVE21 ZMYND8 ZNF273 ZNF367 ZNF451 ZNF620 ZNF788P ZNRD2 ZW10 ZWILCH HAY_BONE_MARROW_FOLLICULAR_B_CELL https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/HAY_BONE_MARROW_FOLLICULAR_B_CELL ABCB4 ACP5 ADAM19 ADAM28 AIM2 AK8 AP1S3 ARHGAP24 ARHGAP25 BACE2 BAIAP3 BANK1 BCAS4 BIRC3 BLK BTLA BTNL9 CD180 CD19 CD22 CD37 CD40 CD52 CD70 CD79A CD83 CHD7 CLECL1P CNFN CNR2 CNTNAP2 COBLL1 COCH COL19A1 COL4A3 COL4A4 COL9A3 CPNE5 CXCR5 CXXC5 CYB561A3 CYSLTR1 DOK7 DRAM2 DUSP22 E2F5 EBI3 ENSG00000230709 EZR FCER2 FCGR2B FCMR FCRL1 FCRL2 FCRL3 FCRLA FXYD1 GGA2 GNB5 GNG3 GNG7 GPM6A HLA-DOA HLA-DOB HVCN1 IFT57 IKZF3 ISCU KDM4B KLK1 LARGE1 LARGE2 LCN8 LIMS2 LINC00494 LINC00926 LINC01781 LINC01857 LINC02397 LINC02413 LINC02422 LY9 MACROD2 MARCHF1 MEF2C METTL8 MS4A1 NCOA3 NFKB2 NFKBID NXPH4 ORAI2 OSBPL10 OSBPL10-AS1 OSTN-AS1 P2RX5 PEG10 PKHD1L1 PLEKHG1 PLEKHG7 PLPP5 PNISR PNOC PPM1K PRDM2 PTPN1 RAB30 RALGPS2 REL RHBDF2 RPS11 RRAS2 SEL1L3 SEMA4B SETBP1 SLC38A11 SMAGP SMIM14 SP100 SP110 SP140 SPIB SPON1 STAP1 STX7 SWAP70 SYNPO TBC1D9 TCOF1 TEX9 TFEB TLR10 TMEM154 TMEM156 TNFRSF13B TNFRSF13C TPD52 TRAF5 VOPP1 ZBTB32 ZDHHC21 ZNF860 HAY_BONE_MARROW_IMMATURE_NEUTROPHIL https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/HAY_BONE_MARROW_IMMATURE_NEUTROPHIL ABCA1 AHR APOBEC3A ARF6 ARHGAP27 ARL4A ARRDC3 ARRDC4 ASAH1 ATP2B1 ATP2B1-AS1 ATP6V1F ATP6V1G1 B3GNT5 BACH1 BCL2A1 BCL2L11 BCL3 BHLHE40 BIRC2 BNIP3L C15orf39 C15orf48 C9orf72 CARD19 CCL3L1 CCR1 CD300E CD4 CD86 CDC42 CDKN1A CEBPB CEBPD CEP170 CLEC4A CLEC7A CPEB4 CPVL CRIP1 CRTAP CTNNB1 CTSB CTSS CYRIA DDIT3 DDX3X DPYSL2 DSE DUSP6 EMP3 EP300 EPB41L3 EVI2A EVI2B FAM91A1 FCGR1A FCGR1BP FCGR2A FCGRT FOXO3 FTL FUOM G0S2 GAB2 GABARAPL1 GLUL GNA13 GPCPD1 GPX4 GRB2 GRINA H3-3B HAPSTR1 HBEGF HCAR3 HIF1A HK2 HMOX1 HPSE HSD17B11 ICAM1 ICOSLG ID1 IER3 IER5 IER5L IFI30 IFI6 IFITM10 IFNGR2 IL10RA IL13RA1 IL1B IRF2BP2 ITM2B JARID2 KDM6B KLF10 KLF11 LACTB LCP2 LGALS2 LGALS3 LIPA LUCAT1 MAFB MAP3K2 MAP3K8 MAPK6 MARCO METRNL MGAT1 MIR22HG MYO9B NAMPT NAMPT-AS1 NEAT1 NFKBIA NINJ1 NLRP3 NOTCH2 NPC2 NUMB ODF3B PCBP1 PCBP2 PEA15 PELI1 PFDN5 PFKFB3 PHLDA2 PICALM PID1 PLEKHB2 PLIN2 PLSCR1 PPT1 PRCP PRKAG2 PRKAG2-AS1 PTP4A1 PTP4A2 RAB1A RAB20 RAC1 RAP2B RBPJ RELT RHOA RHOQ RIOK3 RIPK2 RIT1 RNF141 RNF145 RNF19B RTN1 SAT2 SEC11A SECTM1 SERTAD2 SGK1 SH2B3 SH3BP2 SHTN1 SLC16A6 SLC30A1 SLC43A2 SLC6A6 SLC8A1 SUSD6 THBD TLE3 TMEM127 TMEM219 TMEM70 TNFAIP2 TRMT1 TXNIP UBA52 UBE2D3 UBE2R2 UPP1 USP12 USP3 VAMP3 VEGFA VMP1 ZDHHC1 ZEB2 ZFHX3 ZFP36L1 ZFYVE16 ZNF385A HAY_BONE_MARROW_MONOCYTE https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/HAY_BONE_MARROW_MONOCYTE ABI3 ACAA1 ADAP2 ADGRE1 ADGRE2 AIF1 AMPD2 APH1B ARAP1 ARPC1B ARPC3 ARPC5 ARRB1 ARRB2 ATOSB BATF3 BID C11orf21 C19orf38 C1QA C1QB C3AR1 C5AR1 C5AR2 CACUL1 CALHM2 CALHM6 CALM2 CAMK1 CAPZA2 CAPZB CARD9 CASP5 CCNG2 CD300C CD300LF CD68 CDH23 CDKN1C CEACAM3 CHCHD10 CHST15 CHST7 CKB CLCF1 CMTM6 COTL1 CPPED1 CSF1R CSTB CTSL CUX1 CXCL16 CYP4F22 CYTIP DEDD2 DENND10 DOCK5 DPEP2 DRAP1 FAM110A FCER1G FCGR3A FGD2 FGR FIBCD1 FKBP1A FMNL1 FMNL2 FTH1 GBP2 GCH1 GNB2 GNG5 GPBAR1 GPR137B GPR20 GRK2 GRK3 HCK HES4 HIGD2A HK3 HOTAIRM1 HSBP1 IFITM3 IMPDH1 INSIG1 ISG15 ITGAX ITLN1 JPT1 KDM1B KIAA0513 KLF3 KNDC1 LFNG LGALS9 LILRA1 LILRA2 LILRA5 LILRB1 LILRB2 LINC00877 LINC01503 LINC02185 LINC02345 LINC02432 LRRC25 LRRFIP1 LST1 LY6E LYN LYNX1 LYPD2 MAPKAPK3 MCOLN1 MEG3 MMP24OS MRAS MS4A7 MSR1 MTPN MTSS1 MYD88 MYL6 MYO1G NAAA NAGK NAP1L1 NAPRT NEURL1 NFKBIZ NR4A1 NUDT16 OAS1 OAZ2 P2RX1 PAPSS2 PCGF5 PDK4 PDLIM5 PECAM1 PELATON PGK1 PHTF2 PIK3AP1 PILRA PKN1 PLXNB2 POU2F2 PPCDC PPM1F PPM1N PPP1R17 PRELID1 PSAP PSME2 PTGES PTP4A3 PTPN6 PTPRN2-AS1 RAB10 RABGAP1L RALB RARA RGS19 RHOC RHOG RIN3 RNASET2 RNF13 RNF144B RNF149 RNH1 RRAS S100A11 SAT1 SCGB3A1 SCIMP SEC14L1 SELPLG SERPINA1 SFTPD SH3BGRL SIDT2 SIGLEC10 SLC25A6 SLC2A6 SLC31A2 SLC66A3 SLC7A7 SMAP2 SMPDL3A SNX18 SPI1 SPN ST3GAL5 SYNGR2 SYT17 TBC1D8 TBXAS1 TCF7L2 TCIRG1 TENT5A THEMIS2 TIMP1 TMSB4X TNFRSF1B TNFRSF8 TNFSF10 TPPP3 TUBA1A UNC119 UQCRB UTRN VAMP5 VASP VMO1 VSIR WARS1 WAS YPEL2 ZG16B ZMYND15 ZNF703 HAY_BONE_MARROW_NAIVE_T_CELL https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/HAY_BONE_MARROW_NAIVE_T_CELL AAK1 ABLIM1 ACAP1 ACSL6 ADD3 ADTRP AKTIP ANAPC16 ANK3 ANKRD12 ANKRD44 ANKRD44-AS1 ANO9 ANXA2R AP3M2 APBA2 APBB1 AQP3 ARHGAP15 ARHGAP45 ARHGEF1 ARID5A ARID5B ATM ATP6V0E2 B3GAT2 BCL11B BCL2 BEX5 BICDL1 BIN1 BLOC1S4 BTG1 BTG2 C19orf53 C9orf78 CAMK4 CARS1 CCDC57 CCR6 CCR7 CCSER2 CD2 CD27 CD28 CD3D CD3E CD3G CD40LG CD48 CD5 CD6 CD69 CD96 CDC42SE2 CDKN1B CFAP36 CHD3 CHMP7 CHRM3-AS2 CLEC2D CMPK1 CNN2 CNOT6L COMMD6 CORO1B COX7C CPA5 CRBN CREM CRIP2 CUTALP CYLD CYTH1 DCTN6-DT DDX24 DGKA DHCR7-DT DNAJB1 DPP4 DUSP16 DYNLT3 EEF1A1 EEF1B2 EEF1D EEIG1 EIF1 EIF3E EIF3H EIF4A2 EIF4B ELF1 EML4 ENSG00000271858 EPHA1-AS1 EPHX2 ETS1 EVL FAM107B FAM177A1 FAM241B FAU FBLN5 FBLN7 FBXO32 FLT3LG FNBP1 FOXP1 FXYD5 FXYD7 FYB1 G3BP2 GALM GALT GATA3 GCC2 GCNT4 GIMAP1 GIMAP4 GIMAP7 GPR171 GPR82 GPSM3 GRAMD1A GSTK1 HAPLN3 HECW2-AS1 HELB HIPK1-AS1 ICAM3 ICOS IL16 IL23A IL27RA IL2RA IL4R IL7R INPP4B ISG20 ITK ITM2A ITPKB ITPKB-AS1 JUNB KLF2 KRT1 KRT73-AS1 LACTB2-AS1 LAT LBH LCK LDHB LDLRAP1 LEF1 LEPROTL1 LINC-PINT LINC00402 LINC00513 LINC00861 LINC01089 LINC01550 LINC02273 LINC02361 LINC02446 LINC02762 LINC03049 LINS1 LRRN3 LSR LTB LYPD3 MAL MALAT1 MAML2 MCUB MDS2 MGAT4A MHENCR MOAP1 MORC2-AS1 MPHOSPH8 MPZL3 MTERF4 MTFP1 N4BP2L2 NBEAL1 NCMAP-DT NDFIP1 NEFL NELL2 NIPAL3 NMRK1 NMT2 NOP53 NOSIP NSD3 NSG1 NSMCE3 OCIAD2 ODF2L ORMDL3 OXNAD1 P2RY10 P2RY8 PABPC1 PAG1 PARP11-AS1 PASK PATJ PBX4 PBXIP1 PCED1B PCSK1N PDE3B PHF1 PHLDB3 PIK3IP1 PIK3R1 PIM2 PLEKHB1 PLK3 PNRC1 PP7080 PPP1R2 PRKCA PRKCH-AS1 PRMT2 PTGER4 RAB33B-AS1 RASA3 RASGRP1 RBL2 RCAN3 REG4 RESF1 RGCC RGL4 RHBDD2 RHOH RIC3 RIPOR2 RNF125 RNF157 RORA RPL10 RPL10A RPL11 RPL12 RPL13 RPL13A RPL14 RPL17 RPL18 RPL18A RPL19 RPL21 RPL22 RPL23A RPL24 RPL27 RPL27A RPL28 RPL29 RPL3 RPL30 RPL31 RPL32 RPL34 RPL35 RPL35A RPL36 RPL36A RPL36AL RPL37 RPL38 RPL39 RPL4 RPL41 RPL5 RPL6 RPL7 RPL9 RPLP2 RPS10 RPS12 RPS13 RPS14 RPS15 RPS15A RPS16 RPS17 RPS18 RPS19 RPS2 RPS20 RPS21 RPS23 RPS25 RPS26 RPS27 RPS27A RPS28 RPS29 RPS3 RPS3A RPS4X RPS5 RPS6 RPS7 RPS8 RPSA SARAF SATB1 SBDS SC5D SCML4 SEC14L2 SELENOK SEPTIN1 SEPTIN6 SEPTIN9 SERINC5 SF1 SFI1 SFMBT1 SFXN1 SH2D3A SH3YL1 SHISAL2A SIRPG SIT1 SLC25A45 SLC38A1 SLFN5 SMCHD1 SMDT1 SNHG32 SNHG8 SNRPD2 SNRPN SOCS1 SPOCK2 SRSF8 SSR2 ST3GAL1 STAT3 STK4 STMN3 SUPT3H SUSD3 SVIP TBC1D4 TC2N TCEA3 TCF7 TECR TESPA1 THEM4 THEMIS TLE5 TMC6 TMC8 TMEM123 TMEM204 TMEM63A TNFAIP3 TNFAIP8 TNFRSF25 TNFRSF4 TNIK TNRC6B TOB1 TOMM7 TPT1 TRABD2A TRAC TRADD TRAF1 TRAF3IP3 TRAT1 TRBC1 TRBC2 TSC22D3 TSHZ2 TSPYL2 TSTD1 TTC19 TTC39C TTC39C-AS1 TUT4 U2AF1L4 UBASH3A USP10 USP36 VAMP2 VSIG1 WNT7A YPEL5 ZBTB25 ZC3H12D ZC3HAV1 ZEB1 ZFP36L2 ZNF101 ZNF331 HAY_BONE_MARROW_NEUTROPHIL https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/HAY_BONE_MARROW_NEUTROPHIL ABHD5 ABRACL ACER3 ACSL1 ACSL4 ACSS2 ACTB ACTR2 ADA2 ADAM15 ADAM9 ADAP1 AGFG1 AGO4 AGTPBP1 AGTRAP AHNAK AKIRIN2 ALDH3B1 ALDOA ALOX5 ANO6 ANPEP ANXA1 ANXA2 ANXA5 AP1S2 AP2S1 AP5B1 APBB3 APLP2 APOBR AQP9 ARHGAP26 ARHGEF40 ARL8A ASGR1 ASGR2 ATOX1 ATP11A ATP13A3 ATP2A2 ATP5F1D ATP5F1E ATP5MC2 ATP5ME ATP5MG ATP5MJ ATP6AP2 ATP6V0B ATP6V0D1 ATP6V0E1 ATP6V1A BASP1 BCL6 BNIP2 BRI3 BST1 C1orf162 C4orf48 CACNA2D4 CAPG CAPNS1 CARD16 CARS2 CASP1 CATSPER1 CCNL1 CCNY CCPG1 CD14 CD163 CD1D CD300LB CD302 CD33 CD44 CD55 CD93 CDA CDC42EP3 CEACAM4 CES1 CFP CHMP2A CHMP4B CHP1 CHSY1 CKAP4 CKLF CLEC12A CLEC4D CLEC4E CLEC5A CMIP CMTM2 CNPY3 CORO1C COX4I1 COX6B1 COX7B CPD CR1 CREB5 CREG1 CRISPLD2 CSF3R CSGALNACT2 CSTA CTSD CTSH CTSZ CXCL8 CYBA CYBB CYFIP1 CYP27A1 DAZAP2 DENND5A DENND6B DMXL2 DOCK2 DOK3 DPYD DUSP1 DYSF EAF1 EEIG2 EHBP1L1 EIF4E3 EIF4EBP2 ELOB EMB EMILIN2 ENSG00000233461 ENTPD1 EREG ETHE1 ETS2 EVI5 F5 FAM120A FAM200B FAR1 FBP1 FBXL5 FCN1 FES FGD4 FGL2 FLNA FNDC3B FOLR3 FOS FOSL2 FPR1 FPR2 FRY FXYD6 GAA GABARAP GAPDH GAS7 GASK1B GCA GLIPR1 GLIPR2 GLT1D1 GM2A GMFG GNAI2 GNAQ GNS GPAT3 GPR27 GPX1 GRN GSTP1 HACD4 HEBP2 HEXB HIPK3 HLX HNMT IFI27L2 IFNGR1 IGSF6 IL10RB IL17RA IL1RN INPPL1 IQGAP1 IRAK3 IRS2 ITGAM IVNS1ABP JDP2 JOSD2 JUND KCNE3 KCTD12 KIF13A KLF4 KLF6 KLF7 KYNU LAMP2 LAMTOR2 LAMTOR4 LCP1 LENG8 LILRA6 LILRB3 LIN7A LINC00482 LINC00937 LINC02723 LINC02728 LINC02785 LNCATV LOC105376805 LPGAT1 LRMDA LRP1 LRP3 LRRK2 LTA4H LTB4R LTBR LY86 LY96 LYST MANBA MBD2 MBOAT7 MCEMP1 MCL1 MCTP1 MED13L MEFV MEGF9 METTL22 METTL9 MFSD1 MGST1 MIDN MIR223HG MIR23AHG MMP17 MNDA MOB1A MOB3A MPEG1 MS4A6A MSN MSRB1 MT-CO1 MT-ND3 MTARC1 MTMR11 MXD1 MYADM MYH9 NAGA NAIP NCF1 NCF2 NCF4 NDUFA11 NDUFB1 NDUFB5 NDUFS7 NFAM1 NFIL3 NLRP12 NOD2 NORAD NPTN NRG1 NUP214 OAF OAZ1 OGFRL1 OSCAR OTUD1 OTULINL P2RY13 PADI2 PADI4 PDXK PELI2 PGAM1 PGD PGLS PHC2 PKM PLA2G7 PLAUR PLBD1 PLD1 PLD3 PLEC PLPPR2 PLXDC2 PLXND1 POLE4 POLR2L PRAM1 PRKACA PRKCB PRNP PROK2 PRR13 PRRG4 PSMB3 PSTPIP1 PTAFR PTCH2 PTEN PTGS2 PTPN12 PTPRE PYCARD PYGL QKI QPCT QSOX1 RAB11FIP1 RAB21 RAB27A RAB31 RAB3D RAB5IF RASGRP4 RASSF2 RASSF4 RBM47 RBP7 RGS2 RHOB RHOU RILPL2 RIN2 RNF130 RNF181 RP2 RRP12 RTN3 RXRA S100A10 S100A12 S100A4 S100A6 S100A8 S100A9 S100P SAMD4A SAMSN1 SCAND1 SCPEP1 SDCBP SELL SEMA4A SERF2 SERPINB1 SERPINB2 SFT2D1 SGMS2 SH3BGRL3 SIGLEC14 SIRPA SIRPB1 SKAP2 SLC11A1 SLC15A3 SLC16A3 SLC24A4 SLC2A3 SLC36A4 SMARCD3 SMCO4 SNX10 SNX27 SOAT1 SPG21 SPIDR SPTSSA SRD5A1 SRGN STAB1 STAC3 STEAP4 STK17B STMP1 STX10 STX11 STXBP2 SULF2 SULT1A1 TALDO1 TDRD9 TET2 TFEC TGFB1 TGOLN2 THBS1 TIMP2 TKT TLR2 TLR4 TLR8 TMBIM4 TMED5 TMEM107 TMEM167A TMEM170B TMEM176A TMEM176B TMEM205 TMSB10 TMTC2 TNFSF13B TNNT1 TOM1 TPP1 TREM1 TRIB1 TRIOBP TRIQK TSPO TYMP TYROBP UBE2D1 UBR4 UBXN11 UQCR11 VAPA VCAN VIM VNN1 VNN2 VNN3P VSTM1 WDFY3 WDR26 WLS ZDHHC20 ZFAND5 ZNF467 ZNF516 ZYX HAY_BONE_MARROW_NK_CELLS https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/HAY_BONE_MARROW_NK_CELLS ABCB1 ABHD17A ACTN4 ACTR3 ADAM8 ADGRE5 ADGRG1 ADGRG5 ADRB2 AGK AK5 AKNA ANXA6 AOAH APMAP APOBEC3C APOBEC3G APOBEC3H APOL6 ARHGAP30 ARHGAP9 ARHGDIB ARL4C ARL6IP5 ARPC2 ARPC4 ARPC5L ASCL2 AUTS2 B2M B3GNT7 BIN2 BNC2 BOK BPGM BTN3A2 BZW1 C1orf21 C1orf56 CALM1 CAP1 CAPN12 CASP8 CBLB CCDC102A CCDC107 CCDC12 CCL3 CCL4 CCNJL CD160 CD244 CD247 CD300A CD320 CD53 CD7 CDC42SE1 CDK2AP2 CEMIP2 CEP78 CERCAM CERS4 CFL1 CFLAR CHST12 CHST2 CIB1 CIRBP CISD3 CLIC1 CLIC3 CMC1 COMMD5 COMMD7 CORO1A CPNE1 CST7 CTBP2 CTDSP1 CTSC CTSW CX3CR1 CXCR2 CYB561D2 CYB5B CYRIB DDIT4 DDX5 DDX6 DENND2D DGKZ DHRS1 DHRS3 DHRS7 DIP2A DMKN DOK2 DSTN DTHD1 DTX3 EBP EFHD2 EIF3G EOMES ERBB2 ERICH6-AS1 FASLG FBXO6 FCRL6 FEZ1 FGFBP2 FHL3 FSD1 FUT11 G6PD GCHFR GFOD1 GK5 GNG2 GNGT2 GNLY GNPTAB GPR65 GRIK4 GSAP GTF3C1 GZMA GZMB GZMM HAVCR2 HCST HDDC2 HENMT1 HEXA HLA-A HLA-C HLA-E HLA-F HMOX2 HOPX HSH2D ID2 IDI1 IER2 IFI16 IFITM1 IFITM2 IGF2R IL12RB1 IL18RAP IL2RB IL2RG IRF1 IRF1-AS1 ITGAL ITGB2 ITGB7 JAK1 KIR2DL1 KIR2DL3 KIR2DL4 KIR3DL1 KIR3DL2 KIR3DX1 KLHDC4 KLRB1 KLRC1 KLRC2 KLRD1 KLRF1 KRT86 LAIR2 LAMP1 LDB2 LGALS9B LGALS9C LIM2 LINC00869 LINC01138 LINC02084 LINC02384 LINC02481 LITAF LLGL2 LPCAT1 LRP10 MAFF MAPK1 MATK MBP MCTP2 MED10 MIB2 MIEN1 MIR142HG MIR181A2HG MLC1 MLLT6 MMP23B MMP25-AS1 MOB2 MRPL10 MVD MYBL1 MYL12A MYL12B MYO1F MYOM2 NAALADL1 NCALD NCAM1 NCR1 NCR3 NDUFB2 NDUFB7 NFATC2 NFATC3 NHERF1 NKG7 NMUR1 OPTN OSBPL5 OSTF1 PAFAH2 PAXX PCSK7 PDE6G PDGFD PDIA3 PDZD4 PFN1 PILRB PIP4K2A PITPNC1 PLAAT3 PLAAT4 PLEKHA1 PLEKHF1 PLEKHG3 POLR2G POLR2J3 POLR3GL PPP1R18 PPP2R2B PRDX5 PRF1 PRKACB PRKCH PRKX PRPF38B PRR5 PRR5L PRSS23 PSMB10 PSMB9 PSME1 PTGDR PTGER2 PTPN4 PTPRA PXN PYHIN1 PYROXD2 RAB29 RAB5C RAC2 RAMP1 RAP1GAP2 RASSF1 RASSF5 RBM38 RBM39 RGS9 RHOF RNF126 RNF165 RNF166 RNF167 RNF213 RPS19BP1 RPS6KA1 RSRP1 RUNX3 S1PR5 SAMD3 SASH3 SBK1 SCLT1 SCP2 SDF4 SELENOT SELENOW SEPTIN7 SH2D1B SH2D2A SHFL SHISA5 SIDT1-AS1 SIGIRR SIGLEC7 SIPA1 SIRT2 SKAP1 SLA2 SLC1A7 SLC44A2 SLFN13 SMKR1 SPON2 SPTSSB SSBP4 ST6GALNAC6 STARD3NL STAT4 STK10 STX8 SUN2 SYNE1 SYTL1 SYTL2 SYTL3 TADA3 TAP1 TAPBP TBC1D10C TBCB TBCC TBX21 TCF25 TES TFAP2E-AS1 TGFBR3 TINF2 TKTL1 TLE1 TMED2 TMIGD2 TNFRSF18 TOX TOX-DT TPST2 TRAPPC1 TRDC TRGC1 TRGV9 TSC22D4 TSEN54 TSPAN2 TSPAN32 TTC38 TXK UBE2F UBE2L6 UCP2 USB1 USP28 VIPR2 VPS37B WIPF1 XCL1 XCL2 YES1 YPEL1 YPEL3 ZAP70 ZBP1 ZBTB16 ZMAT4 ZNF276 ZNF600 HAY_BONE_MARROW_PLASMA_CELL https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/HAY_BONE_MARROW_PLASMA_CELL ABCB9 AMPD1 ANKRD28 ARSA ARX BHLHE41 BRSK1 CADM1 CADPS2 CCR10 CHPF CIBAR2 CLDN14 CLDN3 CRELD2 CST6 CTHRC1 DERL3 DNAAF1 DNAJB9 DPEP1 DTNB-AS1 ELL2 ERLEC1 FCRL5 FKBP11 FKBP2 FRGCA GMPPB GPRC5D HDLBP HERPUD1 HID1 HM13 HSP90B1 IGF1 IGHA1 IGHA2 IGHD IGHG1 IGHG2 IGHG3 IGHG4 IGHGP IGHM IGHV3-23 IGHV3-7 IGKC IGKV1-12 IGKV1-39 IGKV1-5 IGKV1D-8 IGKV3-15 IGKV3-20 IGKV3D-15 IGKV4-1 IGLC2 IGLC3 IGLL5 IGLV1-44 IGLV1-51 IGLV2-14 IGLV3-21 IGLV5-48 IGLV6-57 IL5RA ITGA8 JCHAIN JSRP1 KCNMA1 KCNN3 KDELR1 KDELR2 KDELR3 KRTCAP2 LINC00582 LINC01480 LINC02362 LINC03034 LINC03047 LMAN1 LMAN2 LMF1 LMTK3 LYPD6B MANEA MANF MEI1 MIXL1 MOXD1 MYDGF MYL2 MZB1 NXPE4 PAIP2B PARM1 PDIA4 PDIA6 PDK1-AS1 PERP PIK3CD-AS2 PLA2G2D PLAAT2 PRDX4 PRSS16 RABAC1 RASGRP3 SCNN1B SDC1 SDF2L1 SEC11C SELENOS SLAMF7 SPACA3 SPAG4 SPATS2 SPCS2 SPCS3 SSR3 SSR4 TGFBR3L TMED9 TNFRSF17 TUBB2B TXNDC11 TXNDC15 TXNDC5 UBE2J1 UGT2B17 WNT10A XBP1 HAY_BONE_MARROW_PLATELET https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/HAY_BONE_MARROW_PLATELET ABCC3 ABLIM3 ACRBP ADGRG7 AFAP1 AFAP1-AS1 AFAP1L2 AHCTF1 ALOX12 ANKDD1B AP1M2 AQP10 ARHGAP18 ARHGAP6 ARMC3 ASAP2 ATP9A AVPR1A BAMBI BCL2L1 BDNF BEND2 BEX3 BMP6 BPIFB3 C19orf33 C1orf116 C1orf87 C2orf88 CABP5 CALHM5 CAPN1 CAPN1-AS1 CAVIN2 CD151 CD226 CDKN2D CENPT CERS2 CFAP161 CHRNA2 CHST8 CLDN5 CLEC1B CLEC2L CLU CMTM5 CNN1 CNST COL25A1 CTDSPL CTSA CTTN CXCL5 CYB5R1 DAB2 DAPP1 DCLRE1A DEFB108B DENND2C DNAAF3 DNM3 EGF EHD3 ELOVL7 EMC3 ENDOD1 ENKUR ENSG00000245008 ENSG00000266401 ESAM F13A1 F2RL3 FAM187B FAM81B FAXDC2 FERMT3 FRMD3 FRMD4B FSTL4 GAS2L1 GCKR GET1 GMPR GNAZ GNG11 GP1BA GP6 GP9 GRAP2 GRHL1 GSTO1 H2AC6 H2AC8 H2BC11 H2BC21 H3C10 H4C14 HEXIM2 HGD HSD17B3 ICAM2 IGF2BP3 ILK INKA1 INKA2 INKA2-AS1 ITGB3 KIF2A KIFC3 LAMTOR1 LANCL3 LCN2 LEFTY1 LGALS12 LGALSL LIMS1 LINC00635 LINC00642 LINC00853 LINC00989 LINC01088 LINC01151 LINC01750 LINC02319 LINC02704 LINC02915 LIPH LURAP1L LY6G6F LY6G6F-LY6G6D LYL1 LYPLAL1 MAOB MAP3K7CL MARCHF2 MAX MEIS1 MEPCE MFAP3L MINDY1 MISP3 MLH3 MMD MOB3C MORC1 MPIG6B MTURN MYEOV MYL9 MYLK MYZAP NCOA4 NEXN NEXN-AS1 NFE2 NRGN NT5C3A ODC1 OST4 OXTR PARD3 PCP2 PCYT1B PDCD10 PDE11A-AS1 PDE3A PDE5A PDGFA PDGFA-DT PDLIM7 PDZK1IP1 PEAR1 PF4 PF4V1 PGRMC1 PIP4P2 PLAAT1 PLEKHO1 PNMA1 PPBP PRKCA-AS1 PROS1 PSTPIP2 PTCRA PTGIR PTGS1 PTPN18 PTPRN PVALB R3HDM4 RAB11A RAB27B RAB6B RAP1B RASGRP2 RD3L REEP1 RGS10 RGS18 RGS6 RHOBTB1 RNF11 RSPH9 RSU1 RTN2 RUFY1 SAMD14 SCGB1C1 SCGB1C2 SCN1B SEC14L5 SELP SENCR SEPTIN5 SH3BGRL2 SLC18A2-AS1 SLC18A3 SLC24A3 SLC35D3 SLC6A4 SLFN14 SMIM5 SMOX SNAP23 SPARC SPDYC SPNS1 SPOCD1 SRC STON2 SWI5 SYTL4 TAGLN2 TBXA2R TDRP THEM5 TLN1 TMBIM1 TMCC2 TMEM140 TMEM40 TMEM91 TNFSF4 TNNC2 TNNI3 TPM4 TPTEP1 TRAPPC3L TREML1 TRIM40 TRIM58 TSC22D1 TSPAN18 TSPAN9 TUBA4A TUBA8 TUBB1 UBAC2 UBL4A UPK1A-AS1 VCL VEPH1 VIL1 VIM-AS1 WBP2 WDR1 WDR11-DT WFDC10B XPNPEP1 ZCCHC17 ZNF438 HAY_BONE_MARROW_PRE_DENDRITIC https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/HAY_BONE_MARROW_PRE_DENDRITIC AREG AXL CTSV SAMHD1 SPATS2L HAY_BONE_MARROW_PRO_B https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/HAY_BONE_MARROW_PRO_B ACADM ACAT2 ACOT7 ACP1 ACTG1 AKR1B1 ALDH7A1 AMOTL1 ANP32A ANP32E APBB1IP APOLD1 ARHGAP33 ARL6IP1 ASF1B ASPM ATAD2 ATP2A3 ATP5F1C AURKB BAHCC1 BARD1 BIK BIRC5 BUB3 C12orf57 C1orf112 C21orf58 CAMK2D CARHSP1 CBX1 CBX5 CCDC167 CCND3 CCNE2 CCNF CCNI CCP110 CD24 CD47 CD72 CDC25C CDCA5 CDCA7 CDCA7L CDCA8 CDK5RAP2 CDKN2A CDKN2C CENPA CENPF CENPM CENPN CEP55 CEP70 CIP2A CKAP2L CKS1B CLSPN CMTM8 CRNDE CSRP2 CTCF CTNNBL1 CTPS1 DCK DCLRE1C DCTN3 DDAH2 DDX39A DEK DERA DLEU2 DRAXIN DYNLT2B E2F1 E2F2 E2F7 E2F8 EAF2 EIF4A3 EIF4G2 ENSG00000187951 EPB41L2 EWSR1 EZH2 FAIM FAM111A FAM111B FANCG FBXO43 FBXO5 FOXM1 FUS GALNT14 GCSAM GDI2 GGH GLO1 GTSE1 H1-5 H2AC12 H2AC14 H2AC16 H2AC17 H2AC20 H2AX H2AZ1 H2AZ2 H2BC15 H2BC18 H2BC7 H2BC9 H3-3A H3C2 H3C8 H4C3 HASPIN HAUS1 HAUS8 HELLS HERC5 HIRIP3 HJURP HMCES HMGB1 HMGB2 HMGB3 HMGN1 HMGN2 HMGN3 HNRNPA0 HNRNPA1 HNRNPA2B1 HNRNPA3 HNRNPDL HNRNPH1 HNRNPH3 HNRNPK HNRNPM HNRNPR HNRNPU HP1BP3 IFT22 IFT25 IGLC5 IGLL1 IKZF2 IMMP1L INCENP ITGAE ITGB3BP KHDRBS1 KHDRBS3 KIF11 KIF14 KIF15 KIFC1 KNL1 KPNA2 KPNB1 LAT2 LIG1 LMNB1 MACROH2A1 MAD2L1 MAD2L2 MAGOH MAPRE1 MARCKSL1 MDH1 MED30 MFGE8 MID1IP1 MIS18BP1 MKI67 MND1 MSI2 MXD3 MYL6B MYO3A MZT1 N4BP2 N4BP3 NCAPD2 NCAPH2 NDC80 NDUFA4 NONO NPPC NRM NSD2 NTAN1 NUCKS1 NUDT21 NUDT5 NUF2 NUSAP1 PAIP2 PAQR4 PARP1 PDLIM1 PHF19 PHGDH PIF1 PIM1 PIMREG PIN1 POU2AF1 PPIA PPP1CA PPP1CC PRPSAP1 PRR11 PSIP1 PSMB8 PSMC3IP PSRC1 PTMA PXMP2 QPRT RACGAP1 RAD21 RAD51 RAD51AP1 RALY RBBP7 RBBP8 RBM8A RBMX RDM1 RMI2 RNASEH2B RPL39L RPRML RTKN2 SAC3D1 SAE1 SERHL2 SET SF3B2 SFPQ SGO1 SGO2 SHCBP1 SIVA1 SKA2 SKA3 SKP2 SLC25A5 SLC7A3 SMARCA4 SMARCB1 SMARCE1 SMC1A SMC4 SPC25 SPTBN1 SRP14 SRP9 SRSF10 SRSF3 SRSF9 SSBP2 STMN1 STRBP SUMO2 SYVN1 TACC3 TCF19 TCF3 TERF1 TFDP2 TIAM1-AS1 TIFA TIMELESS TLCD3B TMEM106C TMEM263 TMPO TMPO-AS1 TMSB15A TOP2A TP53I13 TPX2 TRA2B TRAIP TTC7A TUBA1B TUBB TXNDC12 TYMS UBB UBE2C UBE2E3 UBE2I UBE2S UGP2 USP1 VDAC1 WDR62 WDR76 YWHAQ ZNF704 ZWINT HAY_BONE_MARROW_STROMAL https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/HAY_BONE_MARROW_STROMAL ABCA10 ABCA6 ABCA8 ABCA9 ABCC8 ABI3BP ACKR3 ACSM5 ACSS3 ADAMDEC1 ADAMTS1 ADAMTS2 ADAMTS9 ADAMTS9-AS2 ADAMTSL3 ADGRL2 ADH1B ADH1C ADIPOQ ADIRF ADM AGT AGTR1 AKR1C2 ALDH1A3 ALPL ALX4 AMOTL2 ANGPT1 ANGPT4 ANGPTL2 ANGPTL4 ANK2 ANTXR1 APLNR APOB APOD APOE AQP7 ARHGAP20 ARHGAP28 ARHGEF10 ARHGEF17 ARHGEF25 ARHGEF28 ARMCX2 ARSJ ASPA ASS1 ATF3 BBOX1 BCAR1 BGN BICC1 BMP2 BMP4 BMP5 BMPER BNC2-AS1 BOC BPIFA2 BPIFB1 BPIFB4 C11orf87 C11orf96 C14orf180 C1QTNF1 C1R C1S C1orf122 C5orf15 C7 CACHD1 CACNA2D1 CALD1 CAV1 CAV2 CAVIN1 CAVIN3 CBLN2 CCBE1 CCDC8 CCDC80 CCL13 CCL2 CCL8 CCN1 CCN2 CCN5 CCN6 CD276 CD63 CD81 CDC42EP1 CDC42EP4 CDC42EP5 CDH11 CDH15 CDH5 CDO1 CFAP90 CFD CFH CFI CH25H CHL1 CHRD CHRDL1 CHRDL2 CHRNA3 CHST3 CHSY3 CIDEA CLCA2 CLDN11 CLIC4 CLMP CNN3 CNTFR CNTN1 COL11A1 COL12A1 COL14A1 COL16A1 COL1A1 COL1A2 COL21A1 COL28A1 COL3A1 COL4A1 COL4A2 COL5A1 COL5A2 COL5A3 COL6A1 COL6A2 COL6A3 COL7A1 CORO6 COX7A1 CP CPA1 CPN2 CPXM2 CRABP1 CRH CRIM1 CRISPLD1 CRYAB CSF1 CSRNP3 CTSK CTSO CXCL12 CXCL14 CXCL2 CXCL3 CYBRD1 CYP11A1 CYP1B1 CYP2A7 CYP39A1 CYP4X1 DAAM2 DAPK2 DCLK1 DCN DDR2 DENND2A DENND2B DENND2B-AS1 DEPP1 DIO3OS DLC1 DLX5 DLX6 DMD DMRTA1 DNALI1 DOK5 DPT DPYSL3 DRD1 DYNC1I1 DZIP1 EBF3 ECM2 ECRG4 EDIL3 EDNRA EDNRB EFEMP1 EFEMP2 EFHD1 EFNA1 EFNB1 EFS EGFLAM EGFR EGR1 EMILIN1 EMP1 EMP2 EMX2 ENAH ENOX1 ENPEP ENPP2 ENSG00000227496 EPAS1 EPB41L4B EPHA3 EPHX1 EPS8 ERRFI1 ERRFI1-DT ESM1 EYA1 EYA4 FABP4 FAM114A1 FAM13C FAM20A FAP FARP1 FAT1 FAT3 FBLN1 FBN1 FBXL7 FBXO17 FERMT2 FGF1 FGF7 FGFR1 FGFR3 FHL1 FIBIN FILIP1 FKBP10 FKBP7 FKBP9 FLRT2 FLRT3 FMO2 FMO3 FMOD FN1 FNDC1 FNDC4 FOLR1 FOSB FOXC1 FOXC2 FOXD1 FOXO6-AS1 FRMD4A FRMD6 FRMD6-AS2 FRZB FST FSTL1 FZD1 FZD4 FZD5 FZD7 FZD8 GADD45A GADD45B GALNT17 GAREM1 GAS1 GAS6 GASK1A GEM GFRA1 GGT5 GHR GJA1 GLDN GLI2 GLI3 GLIS2 GLT8D2 GMDS GNG12 GPC4 GPM6B GPR153 GPR88 GPRC5A GPRC5B GPX3 GPX8 GSN GUCY1A2 GULP1 HAS2 HCRTR2 HEPH HES1 HMGCLL1 HOTAIR HOXC10 HOXC6 HOXC8 HOXC9 HOXD-AS2 HOXD11 HOXD3 HOXD4 HOXD8 HP HRCT1 HSD11B1 HSD11B2 HSPA12A HSPB2 HSPG2 HTRA1 ID3 ID4 IGDCC4 IGF2 IGFBP2 IGFBP3 IGFBP4 IGFBP5 IGFBP6 IGFBP7 IL1R1 IL1RAPL1 IL34 IL6 IL6ST IL7 INHBB INSIG2 IRS1 IRX2 IRX2-DT IRX3 IRX5 ISLR ITGA1 ITGAV ITGB5 ITGB6 ITGBL1 ITIH5 JAG1 JUN KCNE4 KCNH1 KCNIP3 KCNT2 KIAA1217 KIAA1755 KIF7 KIRREL1 KITLG KLF15 KRT222 KRT27 KRTAP13-4 LAMA4 LAMB2 LAMC1 LAPTM4A LARP6 LBP LDLR LEPR LEPROT LGALS3BP LGI4 LHFPL6 LIFR LIMA1 LIMCH1 LINC00640 LINC00922 LINC00967 LINC01117 LINC01139 LINC01140 LINC01348 LINC01426 LINC01436 LINC01638 LINC01686 LINC01836 LINC02104 LINC02381 LINC02609 LINC02881 LINGO1 LMCD1 LMNA LOX LOXL1 LPIN3 LPL LRATD1 LRFN5 LRIG3 LRRC10B LRRC4C LTBP2 LUM LY6K MAGI1 MALL MAP1LC3A MAPK10 MAPK4 MARCKS MARK1 MATN3 MCC MDFI MDK MEDAG MEGF10 MEIS2 MFSD2A MGP MID1 MIR497HG MLF1 MMP14 MMP19 MMP2 MMRN2 MOCS1 MRC2 MRGPRF MRGPRF-AS1 MROCKI MSC-AS1 MSI1 MSX1 MT1A MT1E MT1M MT2A MTARC2 MTSS2 MXRA5 MXRA8 MYH14 MYL3 MYO10 MYO1B MYO6 NALCN NAV2 NAV3 NBL1 NCAM2 NCKAP1 NCKAP5 NDN NECAB1 NECTIN2 NFASC NFATC4 NFIB NGFR NHERF2 NID1 NID2 NLGN1 NLGN4X NLGN4Y NMB NNMT NOTCH3 NPB NPNT NPY1R NR2F1 NR2F1-AS1 NR2F2 NR2F2-AS1 NRP1 NRP2 NRXN1 NRXN2 NRXN3 NTRK2 NUPR1 NXPH3 OLFM4 OLFML1 OLFML2A OLFML2B OLFML3 OSMR OSMR-DT OSR2 OTOGL P3H2 PABPC5 PALLD PALMD PANX1 PAPPA PARVA PCDH18 PCDHB10 PCDHB12 PCDHB14 PCDHB15 PCDHB16 PCDHB5 PCDHB6 PCDHB7 PCDHGA2 PCGF2 PCOLCE PCSK6 PDE1A PDE1C PDGFRA PDGFRB PDGFRL PDLIM4 PDZRN4 PFN2 PGF PGM5P3-AS1 PHLDA3 PITX2 PLA2G5 PLA2R1 PLAC9 PLEKHA4 PLEKHA5 PLEKHH2 PLEKHS1 PLIN1 PLIN4 PLN PLPP1 PLPP3 PLS3 PLSCR4 PMEPA1 PNLIPRP3 PODN PODNL1 POU6F2 PPARG PPFIA2 PPIC PPP1R3C PRELP PREX2 PRICKLE2 PRRX1 PRRX2 PRTG PTGDS PTGFR PTGIS PTH1R PTN PTPN13 PTPN21 PTPRG PTPRM PTX3 PXDC1 PYGO1 RAI14 RAMP2 RAPGEF4 RAPH1 RARRES1 RARRES2 RASD1 RASL11A RBFOX2 RBMS1 RBMS3 RBMS3-AS3 RBP1 RCN1 RCN3 RETREG1 RFTN2 RGL1 RGL3 RGS16 RGS22 RGS3 RHBDF1 RHOJ RND1 RND3 RNF180 ROR2 RORB RRAD RSPO1 RSPO3 RTN4RL1 RUNX1 RUNX1T1 S100A13 S100A16 S1PR3 SAMD11 SATB2 SATB2-AS1 SCARA3 SCUBE1 SDC3 SELENOM SELENOP SEMA3G SEMA6D SEPTIN4 SERPING1 SERPINH1 SERTAD1 SERTAD4 SERTAD4-AS1 SFRP1 SFRP5 SGCB SGCE SH3PXD2B SHC2 SIX1 SIX2 SIX6 SLC1A3 SLC22A3 SLC25A25 SLC2A10 SLC39A14 SLC6A1 SLC7A10 SLC7A2 SLCO1C1 SLIT2 SLIT3 SLPI SMAD9 SMARCA1 SMOC1 SMOC2 SNAI2 SNCAIP SNCG SNHG18 SNX7 SOCS3 SOCS3-DT SOD3 SORBS2 SOX9 SPARCL1 SPATA18 SPRY1 SPRY4 SRPX SRPX2 SSPN SSTR2 STEAP1 STEAP2 SULF1 SVEP1 SYDE1 SYNPO2 TACC2 TACR1 TAGLN TBX15 TBX18 TCF7L1 TDO2 TEAD1 TEAD2 TEAD3 TENM2 TENM3-AS1 TENM4 TF TFPI THBS2 THSD4 THSD7B THY1 TIMP3 TIMP4 TINAGL1 TJP1 TLL1 TM4SF1 TM6SF2 TMEM100 TMEM108 TMEM119 TMEM132C TMEM150C TMEM179 TMEM200B TMEM233 TMEM35A TMEM37 TMEM45A TMEM47 TMEM50A TMEM54 TMEM59 TMEM64 TMEM98 TNC TNFAIP6 TNFRSF11B TNFRSF12A TNFRSF19 TNFRSF1A TNKS1BP1 TNS2 TNS2-AS1 TNS3 TPBG TPST1 TRABD2B TRAM1L1 TRARG1 TRHDE TRIM47 TRIM55 TRIP10 TSKU TSPAN4 TSPAN8 TUSC3 TWIST1 TWIST2 UNC5B UNC5C VASN VCAM1 VEGFC VGLL3 VWA1 WASF3 WDR86 WFDC2 WNT4 WWTR1 YAP1 ZCCHC24 ZFHX4 ZFP36 ZIC1 ZNF423 ZNF488 ZNF503 ZNF676 HE_LIM_SUN_FETAL_LUNG_C0_ACTC_POS_SMC_CELL https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/HE_LIM_SUN_FETAL_LUNG_C0_ACTC_POS_SMC_CELL AACS AAK1 ABCC1 ABHD17C ABHD8 ACOT1 ACOT7 ACTC1 ACTG2 ADAM19 ADAMTS19 ADAMTS6 ADAMTS8 ADCY5 ADK ADO AFMID AHNAK2 AIF1L AKAP1 AKAP5 AKIP1 AKIRIN1 ALDH1B1 ALKAL1 ALKAL2 ANAPC15 ANGPTL2 ANKRD29 ANKS1A ANO1 ANO10 ANOS1 ANXA3 APOC1 APOO ARC ARMC9 ARRDC1-AS1 ARVCF ASAP2 ASB2 ATL1 ATL2 B3GALNT2 B9D1 BACE2 BCAR1 BCAS4 BCL11A BEX1 BEX2 BICD1 BMPR1B BNC2 BOK BTBD6 BTN2A1 BTN2A2 C12orf75 C17orf75 C1orf198 C3orf70 C6orf226 CACNA1C CACNA1H CADM4 CAMK1D CAMTA2 CAP2 CARMN CASP9 CASZ1 CAV2 CAVIN2 CBX6 CCDC88C CCDC92 CCNQ CD24 CD47 CDC34 CDC42EP3 CDH2 CDH3 CDIP1 CDK20 CDK5 CDK8 CDKL5 CDON CDYL CFAP68 CHCHD7 CHD1L CHKA CHRM3 CHST15 CISD1 CITED4 CLMP CMIP CNN1 CNOT11 CNOT6L CNTNAP3B COL23A1 COQ10A CORO1C CPD CPNE2 CPT1A CPXM2 CRABP2 CRIM1 CRISPLD2 CRMA CRTC3 CRYL1 CSRNP3 CSRP2 CTHRC1 CTPS1 CTU1 CTXN1 CUEDC1 CXADR CXXC4 CYP39A1 CYRIB CYTH1 DCAF15 DCLK1 DCX DDAH1 DDX20 DEAF1 DGKH DHCR7 DHRS3 DIXDC1 DMD DMKN DMWD DMXL2 DNAH14 DNM2 DOCK9 DPP10 DPP3 DRD2 DUSP14 DUSP22 DUSP3 DYRK2 ECE1 ECHDC2 EDN3 EEPD1 EFNA1 EFNB3 EHD4 ELAC2 EML1 ENPP1 ENTPD1 EPB41L1 ERRFI1 ESYT2 ETHE1 ETV6 EVA1A EXOSC6 FAM89B FAXC FBN2 FBN3 FBXL15 FBXL22 FBXL7 FBXO22 FBXO32 FENDRR FGF7 FGFR2 FHDC1 FHL2 FILIP1L FLNB FLNC FLRT3 FOXF2 FOXP2 FOXP4 FRAS1 FREM2 FRMD6-AS2 FRZB FSD1 FST FZD2 FZD3 GAB2 GALE GALNT2 GALNT9 GAREM2 GARNL3 GAS2 GBP2 GCAT GCNT2 GEMIN7 GFRA1 GIPC1 GLCCI1 GLIPR1 GNAZ GNB5 GNPTAB GPM6A GPR161 GRB14 GREM2 GRK6 GTF2IRD1 H2BC21 HACD1 HAGH HAND2 HEPH HHIP HHIP-AS1 HINT3 HMGA1 HMGA2 HMGCS1 HNRNPA1L3 HOMER2 HOXA4 HOXC4 HOXC5 HPSE2 HRAS HSD17B14 HSPB7 HSPG2 IGFBP2 IGSF3 IL17B IL33 ILRUN IMPA2 INKA2 INPP4A INSIG1 INSIG2 INTS13 IQCJ-SCHIP1 IQGAP2 IRAG1 ISG15 ISL2 ITGA5 ITGB1BP2 JAG1 JAZF1 JPH2 KCMF1 KCND3 KCNMA1 KCNMB1 KCNS3 KCTD10 KCTD5 KHK KIAA1217 KIAA1522 KIAA1958 KIF1B KIF21B KITLG KLC2 KLF7 KLHL23 KLHL36 KLHL4 KLHL42 KLHL5 KPNA2 KPNA3 KRT17 KRT18 KRT8 LAMA5 LASP1NB LDB2 LDB3 LIG3 LIMS2 LINC01770 LINC02269 LINC02381 LIX1 LMOD1 LRATD2 LRIG1 LRRC3B LRRC8A LRRN1 LRWD1 LSS MACIR MACROD2 MAGI1 MALL MAP1A MAPK14 MBNL1-AS1 MDFIC MDM1 ME2 MEIS2 MEIS3 METTL21A MICALL1 MID1IP1 MIEN1 MIER2 MIPEP MLLT1 MMP11 MOAP1 MPPED2 MRAS MRGPRF MRPS9 MSC-AS1 MSRB1 MSRB3 MTCL1 MTHFD2L MXRA7 MYEF2 MYH11 MYL7 MYOCD NAT14 NAV2 NCAM1 NCKIPSD NEDD4L NEGR1 NET1 NETO2 NEURL1B NFIL3 NIPAL4 NKD1 NKX6-1 NOG NOL4L NPAS4 NPC1 NPDC1 NR4A3 NRG1 NSG1 NT5DC3 NTF3 NTM NTN1 NUDT14 NXN OCIAD2 OLFML2B OSTM1 OTUD5 OXCT1 P2RY1 PACSIN2 PAWR PCCA PCP4L1 PCSK7 PDCL3 PDGFC PDLIM3 PDLIM4 PDLIM5 PDXP PEDS1 PFKFB3 PGF PGM5 PGM5-AS1 PGP PHF13 PHLDA3 PHLDB2 PICK1 PIFO PIK3C2B PIM1 PITX2 PLA2G2A PLCB3 PLEKHG4B PLP2 PLPP2 PLXNA2 PNCK PODXL2 POU2F1 PPM1E PPP1R12B PPP1R12C PPP1R1A PPP1R3F PPP2R2D PREB PRELID3B PRICKLE2 PRKAB2 PRKACB PRKAG2 PRKAR2B PRKCE PRUNE2 PSD PSEN2 PSME4 PTBP2 PTCH2 PTPRF PTS PURB PVALB RAB33A RAB3C RAB9B RABGAP1 RABGAP1L RAI14 RALGPS2 RAMP1 RASD2 RASGEF1B RASSF3 RBM38 RBPMS2 RCSD1 REC8 REEP1 REEP3 RFLNB RGMA RGMB RGS17 RGS7 RHOJ RHOQ RIMS1 RIOX1 RMC1 RNF150 RNF175 RNF207 RNF217 ROGDI RPE65 RPRD1B RPS6KA2 RPS6KA5 RSPO1 RSPO3 RYBP SAMD4A SARM1 SCAI SCD SEC11C SEMA4B SH3PXD2B SIAH2 SIGIRR SINHCAF SIPA1L1 SIPA1L2 SLA SLC25A25 SLC25A33 SLC25A4 SLC27A6 SLC2A1 SLC2A13 SLC2A4 SLC2A8 SLC38A1 SLC4A7 SLC8A1 SLMAP SMOC2 SMYD3 SNTA1 SNX27 SORBS1 SOWAHC SOX15 SPEG SPSB1 SRF SRSF8 ST6GAL2 ST6GALNAC5 STARD13 STK38L STK39 STRBP STRN3 SULF2 SUPT3H SVIL SVIP SYNC SYNGR2 SYNJ2 SYNM SYNPO2 SYTL2 TACC2 TAF10 TAGAP TBC1D7 TCEAL2 TENM1 TES TFAP2C TGFBR1 THNSL2 THRB TINAGL1 TK1 TLE4 TMEFF1 TMEM106C TMEM51 TMEM65 TMTC2 TNFAIP8L1 TNMD TNNI1 TOB1 TOM1L1 TOMM34 TOX TP53I11 TPBG TRAF3IP2 TRAF5 TRAPPC2 TSPAN18 TSPAN2 TST TSTD1 TUBB2B TWIST1 UBALD1 UBE2H UBE2M USP12 VASP VEGFC VPS13A VWA1 WASF1 WDR77 WFDC1 WFS1 WIF1 XIST ZEB1 ZFHX4 ZFR2 ZNF154 ZNF48 ZNF516 ZNF649 ZNF703 HE_LIM_SUN_FETAL_LUNG_C0_ADVENTITIAL_FIBROBLAST https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/HE_LIM_SUN_FETAL_LUNG_C0_ADVENTITIAL_FIBROBLAST ADAM33 ADAMTSL3 ADAMTSL4 ANGPTL1 ANGPTL6 ANXA1 ASPN BST1 C1QTNF2 C1QTNF3 C1R CD34 CFH CHRDL1 CLEC3B COL12A1 CPZ CRABP2 CTSK DLK1 DNER DPYSL3 EMP1 ENTPD2 EPHB2 FIBIN FJX1 FLRT2 FMO1 FZD4 GFRA1 GXYLT2 HTRA3 IGFBP6 ITM2A KDELR3 LINC01133 LOX MFAP5 MIR503HG MXRA5 NAV3 NPDC1 NRK NTRK3 OMD PAMR1 PDGFRL PDIA5 PDLIM3 PI15 PID1 PRELP PROS1 PRRX1 PTGIS RASSF2 RCN3 RGS10 SCARA5 SCG5 SERPINF1 SH3BP5 SPON2 SSC5D TENT5A THBS2 THBS3 TNXB TRIO WNT2B HE_LIM_SUN_FETAL_LUNG_C0_AIRWAY_FIBROBLAST https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/HE_LIM_SUN_FETAL_LUNG_C0_AIRWAY_FIBROBLAST AGTR2 ALDH1A1 ASPN CAVIN2 CFH COL4A6 CRYM CXCL14 DPT EFNB2 FGF7 GALNT17 GPX3 HSD11B2 LY6H MECOM NKD2 NPNT NTF3 NTRK2 PLP2 ROR1-AS1 S100A4 SERPINF1 TENT5A TNC TSPAN13 HE_LIM_SUN_FETAL_LUNG_C0_ALVEOLAR_FIBROBLAST https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/HE_LIM_SUN_FETAL_LUNG_C0_ALVEOLAR_FIBROBLAST AFDN ANKS1B CFD FMO2 GABRD LYPD6B NALF1 OLFML2A PHEX SLC7A8 VEGFD HE_LIM_SUN_FETAL_LUNG_C0_ASPN_POS_CHONDROCYTE https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/HE_LIM_SUN_FETAL_LUNG_C0_ASPN_POS_CHONDROCYTE ACAN AIF1 ANOS1 AR ARPC1B ASPN AUTS2 BOC CAPG CAPN6 CDC42EP3 CFH CHL1 CILP2 CNMD COL11A1 COL12A1 COL15A1 COL25A1 COL2A1 COL8A1 COL8A2 COL9A1 COL9A2 COL9A3 CPM CRISPLD1 CTHRC1 CTSK CYP1B1 DLK1 DPT EFEMP1 EGLN2 EMILIN3 ERG EYA2 EYA4 F2RL2 FBN2 FGFR2 FIBIN FLI1 FNDC1 FOXC1 FRZB FST GFPT2 GPR180 HAPLN1 HAPLN3 HMGCLL1 INHBA IQGAP2 ITM2A JAM2 KCNE5 KCTD1 KDELR3 LDB2 LMO7 LRRN1 MATN4 MECOM MIA MME MPPED2 MPZL2 MXRA5 NPDC1 NPPC NRK NTRK2 OMD PCK2 PDGFC PDGFD PDGFRL PDPN PEG3 PI15 PLP2 PROM1 PRRX1 RARG RBP4 RFLNA RHOD RTKN S100A4 S100B SCGB3A2 SERPINF1 SERTAD4 SERTAD4-AS1 SIX1 SMOC1 SOX6 SOX9 SPINT2 SPOCK3 STEAP1 STEAP2 TENM3 THBS2 THBS3 THSD4 TM4SF1 TMEM100 TSPAN13 TTYH1 TWIST1 TWIST2 UCMA WWP2 YPEL2 ZEB1 HE_LIM_SUN_FETAL_LUNG_C0_EARLY_FIBROBLAST https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/HE_LIM_SUN_FETAL_LUNG_C0_EARLY_FIBROBLAST AIF1 AURKB BAZ1A BCL11A BID BIRC5 CCNA2 CCNB1 CCNB2 CDC20 CDCA5 CDCA7 CDK1 CDT1 CENPF CENPK CENPM CENPN CENPU CHAF1A CKS2 CLSPN CRABP2 CTPS1 FBXO5 FZD2 GINS2 GPC2 GPSM3 H1-1 H1-2 H1-3 H2AC14 H2AC25 H2BC9 HMGA1 HMGA2 HNRNPA1L2 HNRNPA1L3 HSPH1 IGF2BP1 KIF20A KPNA2 KRT18 KRT8 LIMD2 LMNB1 MAD2L1 MCM4 MCM7 MKI67 MND1 MSMO1 NNAT NSG1 NUSAP1 ORC6 PIMREG PSAT1 PTTG1 RASL11B RMI2 SCD SDC1 SERINC2 SFRP1 SINHCAF SNCG SPC25 TENM3 TMEFF1 TOP2A TYMS UBE2C UBE2T UCK2 UHRF1 UQCRHL XIST ZNF93 ZWINT HE_LIM_SUN_FETAL_LUNG_C0_EARLY_MESOTHELIAL_CELL https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/HE_LIM_SUN_FETAL_LUNG_C0_EARLY_MESOTHELIAL_CELL AAGAB AATF ABCC1 ABHD5 ABHD8 ABRACL ACTC1 ADAM15 ADAM33 ADAMTS5 ADAMTS9 ADARB1 ADH1C ADO AEBP2 AFDN AFDN-DT AGAP1 AGPAT2 AGRN AIF1L AJUBA ALCAM ALDH1A2 ALPL AMHR2 AMOTL2 ANK3 ANKRD13B ANKRD29 AP1G2 APLP1 ARHGAP22 ARHGAP29 ARL4A ARL4C ARL8A ARRDC1 ASH2L ASPG ASPHD1 ASS1 ASXL3 ATF7IP2 B3GALT6 B9D1 BAIAP2 BCAR3 BDNF BEX1 BEX2 BICD1 BICDL1 BID BMP3 BNC1 BNC2 BNIP1 C10orf82 C15orf39 C15orf61 C16orf87 C1GALT1 CA11 CA2 CACNB3 CADM2 CADM4 CADPS2 CAMK1D CAP2 CAVIN2 CBR4 CBX8 CCDC112 CCDC122 CCDC186 CCDC74A CCDC74B CCDC85C CCND3 CD24 CD320 CD47 CD74 CDC34 CDC42EP3 CDH2 CDH3 CDK20 CDK2AP2 CDK5 CDON CDV3 CERS4 CFAP68 CFC1 CFC1B CFI CHST3 CHST9 CISD1 CLDN15 CLUL1 CMYA5 CNTN4 COBLL1 COL11A1 COL18A1 COL26A1 COL2A1 COL4A6 COL9A3 COLGALT2 CPLX1 CPNE2 CPZ CRABP2 CRACR2B CRB2 CRLS1 CSDC2 CSRP2 CTSH CTXN1 CXADR CXXC5 CYFIP2 CYP26B1 CYRIB DAG1 DBP DDR1 DEDD2 DERL3 DHCR24 DHCR7 DHRS3 DICER1 DIPK1A DIRAS3 DISP1 DLG2 DMKN DNAH14 DNAJC22 DOCK11 DOK6 DPP3 DPP4 DSG2 DSP DUSP23 ECHDC2 ECHDC3 EDEM2 EDN3 EFEMP1 EFHD2 EFNA1 EFNA4 EFNB2 EFNB3 EHD4 EMC9 EPHA2 EPHA3 EPHA7 EPHB2 EPS8L1 EPS8L2 ERBB4 FAAH FAM110C FAM171A2 FAM174B FAM221A FAM241B FBN3 FBXL2 FBXL7 FCHO1 FDXR FENDRR FGF9 FKBP11 FKBP1B FLNB FLNC FLRT3 FOXP4 FRAS1 FREM2 FSTL3 FUCA1 FXYD7 FZD2 FZD3 FZD4 FZD6 GABARAPL1 GABRA2 GADL1 GAL3ST3 GALE GALNT9 GAS6 GASK1A GATA4 GATA6-AS1 GCA GDE1 GET4 GIT1 GJA1 GKAP1 GLIS2 GLS GNB5 GNPTAB GOLGA8B GPM6A GPRC5A GPRC5C GPRC5D-AS1 GPT2 GRB7 GSDME GTF2IRD1 GXYLT1 GYG2 H2AC25 HACD1 HAGH HAS1 HHIP HHIP-AS1 HIC2 HMCES HMGA1 HMGA2 HNRNPA1L3 HOOK1 HOXA4 HOXC4 HOXC5 HPGD HRH2 HSBP1L1 HSPA12A HVCN1 IER5L IGFBP2 IGLON5 IGSF9 IL6R IMMP2L IQCA1 ITGA3 ITLN1 ITM2A JOSD1 JUP KCMF1 KCNIP1 KCNN1 KDM6A KHDRBS2 KIAA1217 KIAA1522 KLF5 KLK5 KPNA2 KREMEN2 KRT18 KRT19 KRT8 LAMA3 LAMA5 LEPROTL1 LGALS2 LGALS8 LIN7A LIN7B LINC00665 LINC00842 LINC01003 LINC01023 LINC02381 LINC02482 LMNB1 LRATD2 LRP2 LRP8 LRRC61 LRRN1 LRRN4 LRRTM1 LSR LTC4S LY6H MACROD2 MAG MAGI1 MAGI2 MAMSTR MAP3K1 MAPRE3 MCRIP2 MEIS2 METTL21A MID1 MIEN1 MIR99AHG MLLT1 MMP11 MN1 MPPED2 MPV17L2 MTHFD2L MYCN MYEF2 MYL7 MYRF NAA40 NAT14 NCCRP1 NCKIPSD NDST3 NEDD4L NELL2 NEO1 NET1 NFE2L3 NHSL1 NINJ1 NLN NMU NOL4L NPDC1 NPNT NPW NRBP2 NRXN3 NSG1 NSUN7 NUDT10 NUDT11 NUDT14 NXN NXPH2 OCIAD2 OLFM2 OLFML2B ORC6 P3H2 PACC1 PAK4 PALS1 PAPLN PAPPA PARD6B PARM1 PATJ PAWR PCAT6 PCLO PCYOX1L PDGFC PDGFRL PDHX PDLIM4 PDPN PDXK PEG3 PERP PHF13 PHYHIPL PICK1 PIM3 PITPNC1 PKP2 PLA2G15 PLCB1 PLCE1 PLCL1 PLCXD1 PLEKHA1 PLEKHA8 PLEKHN1 PLLP PLP2 PLPPR3 PLXNB1 PNMA8A PNPLA4 PODXL PODXL2 POMGNT2 PPP1R16A PPP3CA PRKAA2 PRKAR1B PRKCI PRKCZ PSMG4 PTGS1 PTPN18 PTPRF PTPRU PYGM RAB11FIP1 RAB33A RAB38 RAB3C RAB6B RALGPS2 RAMP1 RASSF7 RCHY1 RDH10 REC8 REEP1 RFK RGS10 RGS5 RHOD RHOU RHPN2 RICTOR RIMS1 RNASE1 RND1 RNF141 RNF207 RNF8 RPRM RSPO1 RSPO3 RTN4R SBSPON SCG5 SEC11C SEMA3B SERGEF SERPINB9 SERTAD2 SETD9 SEZ6L2 SH3BP4 SH3BP5 SH3GLB2 SH3RF1 SHTN1 SIGIRR SINHCAF SIPA1L2 SIRPA SLC13A3 SLC16A3 SLC19A1 SLC22A5 SLC25A29 SLC25A33 SLC25A4 SLC2A1 SLC2A11 SLC35G1 SLC38A1 SLC39A10 SLC48A1 SLC4A2 SLC7A7 SLITRK4 SMAD6 SMIM1 SMOC2 SMPDL3B SMTNL2 SNCAIP SORBS2 SOS2 SOX6 SPECC1 SPINT2 SPOCK2 SPR SPRR2F ST6GAL1 ST6GAL2 ST6GALNAC3 STIM2 STK26 STK33 STRADB STRBP STX11 SULF1 SULF2 SVIL SVIP SYNGR2 SYNPR SYTL1 TAF10 TBC1D22A TCEAL2 TCEAL5 TDRP TEAD4 TECRL TEKT3 TES TGFB2 THNSL2 TIPARP TK1 TLCD4 TM4SF1 TM7SF2 TMEM106C TMEM132A TMEM151A TMEM178A TMEM235 TMEM37 TMEM88 TMUB1 TMX4 TNFAIP8L3 TNFRSF12A TNNI1 TNNI3 TNNT1 TNNT2 TOLLIP TOM1L1 TOMM34 TOX TP53RK TPBG TPD52L1 TRAF3IP2 TRAF4 TRAPPC6A TRNP1 TSEN15 TSPAN13 TSPAN2 TSPAN7 TST TSTD1 TUBB2B TUBB4A UBE2H UBTD1 UCHL1 UNC5B-AS1 UPK3B UQCRHL USP25 VAMP8 VPS13A VPS37C WASF1 WFDC2 WIPF3 WNT2B WT1 WWC2 XIST YARS1 YDJC ZDHHC12 ZFPM2 ZFR2 ZMIZ1 ZNF174 ZNF219 ZNF354A ZNF467 ZNF579 ZNF738 ZNF846 HE_LIM_SUN_FETAL_LUNG_C0_INTERM_CHONDROCYTE https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/HE_LIM_SUN_FETAL_LUNG_C0_INTERM_CHONDROCYTE ACAN AIF1L AMOT BEX1 BOC CAPN6 CDC42EP3 CHST11 CNMD COL11A1 COL11A2 COL15A1 COL2A1 COL9A1 COL9A2 COL9A3 CRISPLD1 CRYL1 CTHRC1 CYP26B1 DAAM2 DEPTOR DHRS3 DLK1 DOK5 EPYC EYA4 FGFR2 FGFRL1 FIBIN FOXP2 FRZB HAPLN1 HHIP LINC00511 MAG MATN4 MECOM MPPED2 NEDD9 NOTUM PDGFC PEG3 PLEKHG1 PRELP PRRX1 PSAT1 PYGL RARG RFLNA RGCC S100B SCARB1 SEMA6A SLC2A1 SNAI1 SOX5 SOX6 SOX9 SUSD5 TENM3 THSD4 TTYH1 TYRP1 VSNL1 WFDC2 WWP2 YPEL2 HE_LIM_SUN_FETAL_LUNG_C0_INTERM_FIBROBLAST https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/HE_LIM_SUN_FETAL_LUNG_C0_INTERM_FIBROBLAST ALDH1A1 ANXA1 CA3 CFD CNTN1 CNTNAP2 FMO1 GGT5 PAMR1 HE_LIM_SUN_FETAL_LUNG_C0_LATE_AIRWAY_SMC_CELL https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/HE_LIM_SUN_FETAL_LUNG_C0_LATE_AIRWAY_SMC_CELL ACTG2 ADAMTS5 ADAMTS8 ADAMTSL2 AKAP1 ARHGAP42 ARL4A ASB2 ATF3 BRINP3 C16orf89 CACNB2 CAP2 CCDC3 CD9 CDKN1A CHRDL1 CNN1 COL4A5 COL4A6 CRIP1 CRISPLD2 CSRNP1 CSRP2 CXADR DES DTNA DUSP2 ENTPD1 ENTPD1-AS1 EPCAM FBXL22 FBXO32 FENDRR FGF18 FHL2 FILIP1L FLRT2 FNDC1 FOSL2 GADD45G GALNT18 GBP2 GEM GLIPR1 GREM2 HHIP HHIP-AS1 HPSE2 HSPB7 IGF1 IL13RA1 IL21R IL4R IRAG1 ITGA9 KCNMB1 KIAA0408 KLF2 KLHL23 LDLRAD4 LEFTY2 LGR6 LMCD1 LMOD1 LRIG1 LTBP2 LUZP2 MAFF MAOB MRGPRF MT1X MTSS1 MYH11 MYOCD NET1 NR4A1 NR4A2 NR4A3 NTN1 PCSK7 PDGFC PDLIM3 PLP1 PPP1R12B RAMP1 RASL11A RBM38 RRAD SBSPON SCUBE1 SEMA3C SEMA3E SGCA SIK1 SLC16A3 SLC25A4 SLMAP SPEG SSC5D SVIL SYNGR2 SYNPO2 TACC2 TGFBR3 THBS2 THSD4 TINAGL1 TOB1 TSPAN18 TSPAN2 TSPAN7 WFDC1 WNT5A ZNF536 HE_LIM_SUN_FETAL_LUNG_C0_LATE_MESOTHELIAL_CELL https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/HE_LIM_SUN_FETAL_LUNG_C0_LATE_MESOTHELIAL_CELL A1BG A4GALT ABHD12B ABHD17A ABHD5 ACTC1 ADAM15 ADAM33 ADAMTS3 ADAMTS5 ADAMTSL4 ADARB1 ADGRD1 ADIRF AGA AGAP3 AGRN AHNAK2 AJM1 ALCAM ALDH1A2 ALDH3B1 ALOX15 AMHR2 AMOTL2 ANG ANKH ANKRD13B ANKRD29 ANOS1 ANXA1 ANXA3 ANXA8 ANXA8L1 ANXA9 AOX1 AP1G2 APLP1 APOL1 APOL2 APOL4 AQP1 AQP3 ARHGAP18 ARHGAP22 ARHGAP23 ARHGAP29 ARHGEF5 ARL4A ARL8A ARPC1B ARRDC1 ARRDC4 ASPHD1 ASS1 ATF7IP2 ATL1 ATP7A AVPI1 AXL B9D1 BAIAP2 BCAR3 BCAT2 BCL3 BCO2 BCR BDKRB1 BDNF BEX2 BHLHE40 BICDL1 BMP3 BNC1 BNC2 BOK BST1 BTC C17orf97 C19orf33 C1GALT1 C1QTNF1 C1R C1RL C1orf53 C21orf62 C3 C4A C4B CA11 CA2 CA9 CADPS2 CALHM6 CALML4 CAMK1D CAPG CARD16 CARNS1 CASP4 CAV2 CAVIN2 CCDC153 CCDC186 CCDC51 CCDC74A CCDC74B CCDC85C CCN4 CCND3 CCNDBP1 CCPG1 CD320 CD47 CD55 CD74 CD9 CDC42EP3 CDCP1 CDH3 CDK2AP2 CDKN1A CDON CFAP68 CFB CFC1 CFC1B CFH CFI CGN CGNL1 CHRDL1 CIC CLCF1 CLDN1 CLDN15 CLEC16A CLIC3 CLIC5 CLIP4 CLSTN3 CMYA5 CNTNAP3B COBL COBLL1 COL11A1 COL18A1 COL2A1 COL4A6 COL8A2 COL9A3 COMTD1 CPLX1 CPNE2 CRACR2B CRELD1 CRIM1 CRIP1 CRLS1 CSDC2 CSF1 CSRNP1 CST6 CTNNA3 CTSD CTSE CTSH CTXN1 CXADR CXCL16 CYBC1 CYP27A1 CYP4B1 CYP4X1 CYSTM1 DAG1 DBNDD2 DBP DDR1 DECR2 DHCR24 DHCR7 DHRS12 DHRS3 DLG5 DMKN DNAJC25 DOCK11 DOK7 DPP4 DPP7 DPYD DSC2 DSC3 DSG2 DUSP23 DVL1 ECHDC2 EEIG1 EFEMP1 EFNA1 EFNB2 EFNB3 EIF1AY EMILIN2 EML3 EMP1 ENTPD2 EPB42 EPHB6 EPS8 EPS8L1 EPS8L2 ERAP1 ERRFI1 ETHE1 EVA1C FAAH FABP3 FAM107B FAM110C FAM174C FAM221A FAM3B FBXL2 FBXO2 FCMR FENDRR FGF18 FGF9 FGFRL1 FKBP11 FLNB FLRT2 FLRT3 FMO1 FN3K FNDC1 FOSL2 FRAS1 FRY FSTL3 FUCA1 FXYD5 FYB2 FZD6 GABARAPL1 GADL1 GALE GALNT18 GALNT9 GAS1 GAS6 GATA4 GATA6-AS1 GBP3 GCA GCHFR GEM GFPT2 GIT1 GJA1 GKAP1 GLIS2 GLP2R GLS GOLGA8B GOLM2 GPM6A GPNMB GPRC5A GRB7 GSDMD GSDME GSG1L HAGH HAGHL HAS1 HDAC7 HEG1 HHIP HHIP-AS1 HLA-DQB1 HLA-DRB1 HPGD HRCT1 HSBP1L1 HSPA12A HSPB8 HSPG2 HTRA1 ICAM1 IDS IER5 IFI27 IFI35 IFITM1 IGFBP2 IGFBP6 IGHG4 IGSF9 IL10RB IL13RA1 IL16 IL17RE IL18 IL6 IL6R INMT IQCA1 IRF7 ITGA3 ITGA6 ITGB8 ITLN1 ITM2A ITPK1 ITPR2 ITPR3 JOSD1 KANK1 KCNT2 KDELR3 KIAA1522 KIF1C KIF21A KLF2 KLF5 KLF9 KLK1 KLK10 KLK11 KRT18 KRT19 KRT5 KRT7 KRT8 KRTCAP3 LAMA3 LAMA5 LAMC2 LEPROTL1 LGALS2 LGALS8 LHPP LIF LIME1 LIMS2 LINC00842 LINC01018 LINC01133 LINC01638 LINC02381 LMO7 LPAR5 LRATD2 LRP11 LRRN1 LRRN4 LRRTM1 LSR LTC4S LY6G6C LY6H MAFF MAG MAL2 MAMSTR MANSC1 MAP3K11 MAP3K3 MAP3K8 MAPKAP1 MBP MCRIP2 MCUB MDGA1 MEDAG MEGF6 MET METTL21A METTL25 MGAT4B MGLL MIB2 MIEN1 MIF4GD MISP MKNK2 MLPH MMEL1 MMP28 MN1 MRGPRF MSLN MST1 MT1E MT1M MT1X MTHFR MTHFS MTUS1 MUS81 MVP MX1 MYEF2 MYO1D MYO1E MYO5B MYRF NAAA NACC2 NADSYN1 NAV2 NCAM2 NCOA7 NCOR2 NDRG1 NDST3 NEDD4L NELL2 NET1 NFATC2 NHERF4 NHSL1 NINJ1 NIPAL3 NMI NMU NPAS2 NPDC1 NPNT NPR1 NQO1 NR4A1 NRBP2 NRG4 NSG1 NTNG1 NUDT14 NXPH2 OBSL1 OCIAD2 OPTN OSCP1 OSTM1 P4HA2 P4HTM PAK4 PALM PALS2 PARD3B PARD6B PARP9 PAWR PBX3 PBXIP1 PCK1 PCLO PCOLCE2 PDE1A PDGFA PDGFC PDGFRL PDLIM4 PDLIM5 PDPN PDXK PDZD2 PDZK1IP1 PDZRN4 PEG3 PERP PGF PHLPP2 PHYHIP PIEZO1 PIM3 PITPNC1 PKHD1L1 PKP2 PLA2G2A PLAAT3 PLAAT4 PLAUR PLCB1 PLCD3 PLEC PLEKHA1 PLEKHA4 PLEKHF1 PLEKHG3 PLLP PLP2 PLXNB1 PNOC PNPLA2 PODN PODXL POMGNT2 PPL PPP1R13L PPP1R16A PRELP PRG4 PRKCZ PROCR PROS1 PRR15 PRR15L PSMB8 PSMB9 PTAFR PTDSS2 PTGIS PTGS1 PTPN14 PTPRE PTPRF PTPRQ PUSL1 PYCARD PYGL RAB11FIP1 RAB29 RAB33A RAB7B RABGGTA RAET1E RALGDS RAPGEF3 RASSF7 RASSF8 RBM47 RBP7 RDH10 REC8 REEP1 RERG RETREG1 RFK RGP1 RGS10 RHOD RHPN2 RIC3 RILPL2 RNASE1 RNASE4 RNLS ROM1 RPRD1B RPRM RRAS RSPO1 RSPO3 SBSPON SCARB1 SCEL SCG5 SDC4 SEC11C SEMA3B SEMA3C SEMA6A SEPTIN1 SERPINB1 SERPINB9 SERTAD4-AS1 SEZ6L2 SFRP5 SH2D4A SH3BP4 SH3BP5 SH3GLB2 SHROOM3 SHTN1 SIRPA SIRT5 SLC16A1 SLC16A3 SLC22A18 SLC25A23 SLC25A29 SLC25A4 SLC26A2 SLC34A2 SLC38A1 SLC39A8 SLC48A1 SLC7A4 SLC7A7 SLCO3A1 SLPI SMIM1 SMIM11 SMOC2 SMPD3 SMPDL3B SMTNL2 SORBS2 SOX15 SOX6 SP100 SPACA9 SPECC1 SPINT1 SPINT2 SPOCK1 SPOCK2 SPRR2F SPTLC2 SRSF8 SSH3 ST3GAL5 ST6GAL1 STAP2 STK24 STK26 STRADB STX11 SULF1 SVIP SYCE1L SYNGR2 TAP1 TAPBP TBC1D10A TBC1D22A TBC1D2B TBX18 TCAIM TCEA3 TCEAL2 TFPI2 TGFB3 TGFBR2 TGM1 THSD4 TLL1 TM4SF1 TM7SF2 TMCO3 TMEM106C TMEM132A TMEM151A TMEM176A TMEM176B TMEM191B TMEM37 TMEM88 TMEM8B TMEM9B TMTC2 TNFAIP3 TNFAIP8L3 TNFSF13 TNNT1 TNNT2 TNXB TOB1 TOM1L1 TOR1AIP2 TPBG TPD52 TPRN TRADD TRAF5 TRIB1 TRNP1 TSPAN18 TSPAN7 TST TSTD1 TTLL5 TVP23A UAP1 UBE2D4 UBE2Q1 UBXN6 UCHL1 UNC5B-AS1 UPK1B UPK3B USP25 VAMP8 VEGFB VIPR2 VPS13A VSIR VWA5A WDTC1 WFDC2 WNT2B WT1 WWC1 WWC2 YDJC ZBTB7C ZC3HAV1 ZDHHC12 ZDHHC24 ZNF467 ZNF579 HE_LIM_SUN_FETAL_LUNG_C0_MESENCHYMAL_1_CELL https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/HE_LIM_SUN_FETAL_LUNG_C0_MESENCHYMAL_1_CELL ACTG2 ACTR1B ADAMTS19 ADAMTS8 ADCY5 ADRB3 AHDC1 AIF1 AKIRIN1 AKR1C1 AKR1C2 ALDH1A3 ANK3 ANKRD29 ANKS1A ANO1 ANXA3 ASAP2 ASPN B3GALNT2 BCAN BCL11A BCO2 BEX1 BEX2 BICD1 BMP7 BNC2 BST2 C12orf75 C3orf70 CA11 CACNB3 CADM4 CARMN CASC15 CCNQ CD24 CD47 CD74 CDC34 CDH3 CDH8 CDYL CFAP68 CGNL1 CHRM3 CLSTN3 CLUL1 CNN1 CNTN4 CNTNAP3B COL23A1 COL26A1 COLEC11 CRABP2 CSRP2 CTH CTHRC1 CTXN1 CUEDC1 CXXC4 CYTH1 DCX DEAF1 DEDD2 DHRS3 DIPK1B DKKL1 DLG2 DMKN DNAAF5 DNAH14 DNAJC12 DOCK9 DOK4 DPP10 DPY19L2 DUSP14 DUSP5 ECHDC2 ECHDC3 EDN3 EFEMP1 EFNA1 EFNB2 ELOVL6 ENC1 EPHA3 EPHA4 EPHB3 ETV6 EYA2 FAM118B FBN2 FBXO22 FCHSD2 FGF7 FHL2 FIBIN FLNB FLNC FLRT3 FMNL2 FOXP2 FOXP4 FRAS1 FRMD6-AS2 FRZB FUCA1 GABRA2 GALNT9 GAP43 GAS2 GFPT2 GFRA1 GLIPR1 GLP2R GPC4 GPR37 GPSM3 H2BC12 HAND2 HHIP HHIP-AS1 HMGA2 HOXA4 HPSE2 HSD17B14 HSPA12A HUNK IER5 IGF1 IGFBP2 IGSF3 IL1RAPL1 INTS6L IQCA1 IQGAP2 IRAG1 IRF1 ITGA5 ITM2A JAZF1 JPH4 JUP KCNIP1 KCNS3 KIF26B KIT KRT18 KRT19 KRT8 LASP1NB LDB2 LEF1 LIMS2 LINC00665 LINC02381 LMOD1 LRIG3 LRRC3B LRRC8D LY6H MADCAM1 MAPK10 MBP MCC MDFIC MEIS2 MID1IP1 MSC MSC-AS1 MSRA MXD1 MYOCD NCALD NCOA7 NET1 NEURL1B NKAIN3 NKX6-1 NPDC1 NR2F6 NRG1 NRXN1 NSG1 NTF3 NTM OCIAD2 OLFML2B PAPLN PAWR PBX2 PDE1A PDE3A PDGFC PDLIM4 PDXK PDXP PDZD2 PEG3 PHLDB2 PINK1 PITX2 PLCE1 PLCL1 PLEKHA1 PNMA8A PODXL2 PPP2R5B PRKAR2B PSD PTGIS RAB33A RAC2 RALGPS2 RAMP1 RARB RASL11B RBPMS2 RDH10 RGMA RGMB RHOD RNF150 RNF207 ROGDI RSPO3 SCG5 SCHIP1 SCUBE3 SEC11C SEL1L3 SERP2 SGK1 SIGIRR SIPA1L2 SLC25A33 SLC2A13 SLC2A8 SLC35G1 SLC38A1 SLC8A1 SMOC2 SMYD3 SORBS1 SOWAHC SPSB1 SRSF8 ST6GALNAC5 STAT4 STRA6 SULF2 SYNGR2 SYNM TACC2 TBC1D9 TCEAL5 TENM3 TENM4 TES THNSL2 TIPARP TLE4 TLL1 TM7SF2 TMEM178A TMEM186 TMEM63B TMTC2 TNFRSF21 TOX TPBG TRAF3IP2 TRAF4 TRAF5 TRIO TRIOBP TRPM4 TSPAN2 TSTD1 TUBB2B TWIST1 TWIST2 UCP2 VIPR2 VSIG10L XIST ZEB1 ZFAND2A ZFHX4 ZNF362 ZNF703 HE_LIM_SUN_FETAL_LUNG_C0_MESENCHYMAL_2_CELL https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/HE_LIM_SUN_FETAL_LUNG_C0_MESENCHYMAL_2_CELL ADAMTS19 AEBP2 AMOTL2 ANKS1A ANLN ANPEP ARHGAP11A ARHGAP33 ASF1B ASPM ATAD5 AURKA AURKB B3GALNT2 B3GALT6 BICD1 BIRC5 BMP7 BRCA2 BUB1 BUB1B C12orf75 C21orf58 C8orf34 CAPN5 CCDC74A CCDC74B CCNA2 CCNB1 CCNB2 CD24 CDC20 CDC25C CDC45 CDCA2 CDCA3 CDCA5 CDCA8 CDK1 CDKN3 CENPA CENPE CENPF CENPL CENPM CENPN CENPO CENPP CENPU CHST9 CIB2 CIP2A CISD1 CKAP2 CKAP2L CLMP CLSPN CNTN4 CNTNAP3B COL23A1 COLEC11 CRABP2 CTHRC1 CXXC4 CYTH3 DBF4 DCLRE1B DEPDC1 DEPDC1B DHX57 DIAPH3 DKKL1 DLG2 DLGAP5 DNAJC12 DPP10 DSN1 DTNB ECT2 EFEMP1 EFNB2 EMC9 EPB41 EPHA4 EPS8 ESCO2 EVA1A EYA2 EZH2 FAM83D FANCA FANCI FBN2 FBXO5 FENDRR FGF13 FHL2 FLNB FLRT3 FOXF2 FOXM1 FOXP2 FRZB FST FZD2 FZR1 GINS2 GPC4 GPR161 GPR37 GPSM3 GRIK2 GTF2IRD1 GTSE1 H1-1 H1-5 H2AC11 H2AC13 H2AC14 H2AC16 H2AC25 H2BC21 H2BC9 H3C2 H4C11 H4C12 HAPLN1 HELLS HHIP HHIP-AS1 HJURP HMGA2 HMGN5 HNRNPA1L3 HOXA4 HSD17B14 HSPA12A IGFBP2 IL17D INPP5F IQGAP2 ISL2 ITGA4 ITGB8 ITPRID2 JAZF1 KIAA1958 KIF11 KIF14 KIF15 KIF18A KIF18B KIF20A KIF22 KIF23 KIF26B KIF2C KIF4A KIFC1 KLHL5 KNL1 KNSTRN KPNA2 LATS2 LDB2 LDLR LEF1 LINC01082 LINC02381 LMNB1 LMNB2 LRIG3 LRR1 MAD2L1 MAPK10 MCM10 MCM4 MEIS2 MELK METTL21A METTL25 MID1 MID1IP1 MIR99AHG MKI67 MND1 MOB3B MSC MSC-AS1 MSRA MXD3 MYBL2 NCAM1 NCAPG NCAPH NDC80 NEIL3 NETO2 NEURL1B NKAIN3 NKX6-1 NSG1 NTF3 NTM NUDT14 NUF2 NUSAP1 OAF OIP5 OLFML2B OSR2 PAG1 PAWR PBK PCDH17 PDE1A PDE3A PDLIM3 PDLIM4 PDXP PEG3 PGP PHLDB2 PIM1 PIMREG PITX1 PITX2 PKMYT1 PLK1 POC1A PRC1 PRKAR2B PROM1 PTCH2 PTTG1 PXK RACGAP1 RAD51AP1 RALGPS2 RARB REEP3 RGMA RGS10 RHBDD2 RHNO1 RMI2 SERINC2 SGK1 SGO1 SGO2 SH3BP5 SHISA3 SIPA1L2 SKA3 SLC25A33 SLC2A13 SLC8A1 SPAG5 SPC24 SPC25 SPIN2A STARD4 SULF1 SYK SYNPO2 TACC3 TES THNSL2 THSD4 TK1 TMEFF1 TMEM176A TMEM176B TMEM65 TMTC2 TNFAIP6 TNFRSF21 TOP2A TOX TPBG TPX2 TRAIP TRIB2 TRIO TRIOBP TRIP13 TROAP TUBB2B TWIST1 TWIST2 UBE2C UBE2S UBE2T UHRF1 VOPP1 XIST ZFHX4 ZNF804A ZNF93 ZWINT HE_LIM_SUN_FETAL_LUNG_C0_MESENCHYMAL_3_CELL https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/HE_LIM_SUN_FETAL_LUNG_C0_MESENCHYMAL_3_CELL ADAMTS10 ADAMTS9 ADAMTSL1 ADM ADRB3 AKR1C2 ALCAM AMOT AMOTL2 ANK3 ANOS1 APLP1 ASPN ASS1 B3GALT6 BCL11A BEX1 BEX2 BST2 C2orf88 CA10 CADM4 CAMK1D CCDC102A CCDC3 CD24 CD74 CDC34 CDC42EP3 CDH2 CDON CFAP68 CFI CLCN5 CLUL1 CNTN4 COL11A1 COL25A1 COL26A1 COL2A1 COL9A3 CRABP1 CRABP2 CSRP2 CTHRC1 DACT1 DHRS3 DLK1 DMKN DOCK11 EBF2 EDN3 EFNA1 EFNA5 EFNB2 EPHA3 EPHA4 EPHA7 EPHB2 EPHB3 FBN2 FBN3 FHL2 FLNB FLNC FLRT2 FOXP4 FST FZD2 GAS2 GATA4 GJA1 GRAMD1A HGF HMGA2 HOXA4 IER5L IGF2-AS IGFBP2 IGLON5 INHBA IQCA1 IQGAP2 ITGA5 ITGB8 ITM2A KCNQ2 KIF21A KIF26B KLF7 KRT18 KRT8 LDB2 LIN7A LINC02381 LRRN1 LY6H MCC MEIS2 MEIS3 MIR503HG MIR99AHG MMP11 MN1 MPPED2 MXRA5 NET1 NKAIN3 NRXN1 NUDT14 OCIAD2 OLFM2 P3H2 P3H3 PACC1 PDE3A PDGFD PDLIM4 PDPN PDXK PEG3 PINK1 PITPNC1 PITX2 PLCL1 PODXL2 PRKD1 PRRX1 PTGIS PTX3 RAC2 RASL11B RELN RHOD RNF207 RPRM RSPO3 SCUBE3 SERINC2 SERPINF1 SH3BP5 SIGIRR SLC38A1 SMOC2 SNAI1 SPINT2 SPSB1 STRA6 SULF2 SVIL SYCE1L TCEAL5 TECRL TENM3 TENM4 TES TIPARP TM4SF1 TMEFF1 TMEFF2 TMEM132A TMEM200A TMEM54 TOMM34 TPBG TRIO TUBB2B TWIST1 UCHL1 WT1 XIST ZEB1 ZFHX4 ZNF579 HE_LIM_SUN_FETAL_LUNG_C0_MID_AIRWAY_SMC_1_CELL https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/HE_LIM_SUN_FETAL_LUNG_C0_MID_AIRWAY_SMC_1_CELL ACTG2 ADAMTS6 ADAMTSL2 ALKAL1 ANO4 ARHGAP6 ARL4A BCL11A C16orf89 C3orf70 CDH6 CEP120 CHRDL1 CNN1 COL23A1 DACH2 ENC1 ENTPD1 ENTPD1-AS1 EPCAM EYA4 FBXL22 FBXO32 FENDRR FHL2 HHIP HHIP-AS1 HIPK2 HTRA1 IGF1 IRAG1 ISM1 KCNK3 KCNMB1 KIF26B KLHL4 LDLRAD4 LIMS2 LMOD1 LRRN1 LTBP2 MTARC1 MTCL1 MYH11 MYL4 MYOCD NAV2 NGFR NPB PCSK5 PDGFC PLP1 PLPPR4 PLXNA4 PMEPA1 RASL11B RELB RHCG SEMA3C SEMA6D SLC16A3 SLC29A3 SPEG SSC5D TRAF5 TSPAN2 TYRP1 WFDC1 WNT5A ZEB1 ZNF536 HE_LIM_SUN_FETAL_LUNG_C0_MID_AIRWAY_SMC_2_CELL https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/HE_LIM_SUN_FETAL_LUNG_C0_MID_AIRWAY_SMC_2_CELL ACTG2 ADAM19 ADAMTS5 ADAMTS6 ADAMTS8 ADAMTSL2 ADGRE5 AK4 AKAP1 ALDH1B1 ALDOC ANKRD37 ANO1 ANOS1 AQP1 ARL4A ASB2 ATP1A2 BCL11A BEX1 BHLHE40 BMF BRINP3 BTC C16orf89 C1QTNF1 C3orf70 CAP2 CAVIN2 CCDC3 CCDC88C CCN4 CCND3 CD9 CDC42EP3 CDH13 CDKN1A CHRDL1 CNN1 COL4A5 COL4A6 COLGALT2 CRELD1 CRIP1 CRISPLD2 CSRNP1 CXADR DAPK3 DMD DTNA DUSP2 DUSP26 EGLN3 ENTPD1 ENTPD1-AS1 EPCAM ESYT2 FAM43A FBXL22 FBXO32 FEM1C FENDRR FGF18 FHL2 FILIP1L FLRT2 FNDC1 FOXP2 FOXP4 GADD45G GALNT18 GBP2 GEM GLRB GPR20 GREM2 HHIP HHIP-AS1 HPSE2 HSPB7 HSPG2 IGF1 IL17B IL21R IL4R INHBA INKA2 IRAG1 ITGA10 ITGA9 ITPK1 KANK1 KCNA5 KCNK3 KCNMA1 KCNMB1 KIAA0408 KLHL4 LAMA5 LEFTY2 LGR6 LIMS2 LMOD1 LRIG1 LTBP2 MAPKAPK3 MBNL1-AS1 MRGPRF MSRB3 MTCL1 MYH11 MYL4 MYOCD NCKAP5 NCOA6 NET1 NNMT NR4A1 NR4A2 NR4A3 NTN1 P3H2 PARM1 PBXIP1 PCSK7 PDGFC PDLIM3 PDLIM4 PEDS1 PFKFB3 PLN PLP1 PLP2 PLXNA4 PMEPA1 PNMT PPP1R12B PRKAG2 PTP4A3 RAMP1 RASL11A RASSF3 RBM38 RCSD1 RGS10 RRAD SBSPON SCUBE1 SEMA3C SEMA3E SLC16A3 SLC25A4 SLC29A1 SLC2A1 SLC8A1 SLMAP SMOC2 SORBS1 SPEG SSC5D SVIL SYNC SYNGR2 SYNPO2 SYT11 TACC2 TCEA3 THAP8 THBS2 THBS3 THSD4 TINAGL1 TM7SF2 TMEM255A TMEM59L TNNT2 TNNT3 TOB1 TRAF5 TRANK1 TRIB1 TSPAN18 TSPAN2 TSPAN7 TYRP1 WFDC1 WNT5A ZBTB16 ZEB1 HE_LIM_SUN_FETAL_LUNG_C0_MID_MESOTHELIAL_CELL https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/HE_LIM_SUN_FETAL_LUNG_C0_MID_MESOTHELIAL_CELL A1BG A4GALT AAGAB ABCC1 ABHD12B ABHD17A ABHD5 ABHD8 ABRACL ACKR3 ACOT7 ACTC1 ADAM15 ADAM17 ADAM33 ADAMTS3 ADAMTS5 ADAMTS8 ADAMTS9 ADAMTSL4 ADARB1 ADCK2 ADGRB2 ADH1C ADIRF AFDN AFF1 AGAP1 AGAP3 AGFG1 AGRN AHDC1 AIF1 AIF1L ALCAM ALDH1A2 ALDH1A3 ALOX15 AMHR2 AMOTL2 AMPD2 ANK3 ANKRD13B ANKRD29 ANKRD50 ANOS1 ANXA1 ANXA3 ANXA8 ANXA8L1 AP1G2 AP5Z1 APBB2 APLP1 APOL2 AQP1 AQP3 ARF3 ARHGAP22 ARHGAP23 ARHGAP29 ARL2 ARL4A ARL8A ARMC9 ARNT2 ARPC1B ARRDC1 ARRDC4 ARSA ARVCF ASAP3 ASH2L ASPG ASPHD1 ASS1 ATF7IP2 ATL1 ATP11A ATP2C1 ATP6V0E2 ATP7A ATP9A AXL B3GALNT1 B3GNT2 B4GALNT4 B9D1 BAIAP2 BCAR3 BCAS4 BCL3 BCO2 BCR BDNF BEX1 BEX2 BICC1 BICDL1 BMP3 BNC1 BNC2 BOK BST1 BTBD6 BTC C10orf82 C11orf98 C14orf132 C19orf33 C1GALT1 C1QTNF1 C1R C1RL C21orf62 C21orf91 C3 C4A C4B C6orf62 CA11 CA2 CA9 CACHD1 CACNA1H CACNA2D3 CACNB3 CADM2 CADPS2 CALHM6 CALML3 CALML4 CAMK1D CAPG CARD16 CARNS1 CASP4 CAV2 CAVIN2 CCDC106 CCDC112 CCDC186 CCDC30 CCDC51 CCDC74A CCDC74B CCDC85C CCN4 CCND3 CCNDBP1 CCPG1 CD22 CD320 CD47 CD55 CD74 CD9 CDC42EP3 CDH2 CDH3 CDK20 CDK2AP2 CDK7 CDON CDV3 CEP162 CERK CFAP68 CFB CFC1 CFC1B CFH CFI CGN CGNL1 CHCHD6 CITED4 CLCF1 CLDN1 CLDN15 CLIC3 CLPTM1L CLSTN3 CLUL1 CMTM8 CMYA5 CNTN3 CNTN4 COBLL1 COL11A1 COL18A1 COL26A1 COL2A1 COL4A6 COL8A1 COL8A2 COL9A2 COL9A3 COLGALT2 COMTD1 COQ8B CPLX1 CPNE2 CPZ CRABP2 CRACR2B CRB2 CRIM1 CRIP1 CRLS1 CSDC2 CTIF CTSD CTSH CTTNBP2NL CTXN1 CXADR CXXC5 CYB561 CYB561D2 CYB5R2 CYBC1 CYP4B1 CYSLTR1 CYSTM1 CYTOR DAG1 DBNDD2 DCBLD2 DCTN6 DDR1 DDX19B DECR2 DEDD2 DHCR24 DHCR7 DHRS1 DHRS12 DHRS3 DIPK1A DISP1 DLG2 DMKN DNAH14 DNAJB12 DNAJC22 DNALI1 DOCK11 DOCK9 DOK4 DOK5 DOK7 DPP3 DPP4 DPP7 DSC2 DSG2 DTD1 DTD2 DTX2 DUSP2 DUSP23 DVL3 DYNLT2B ECHDC2 EDEM2 EDN3 EEIG1 EFEMP1 EFNA1 EFNB2 EFNB3 EGFLAM EGLN2 EHD4 ELFN1 EML3 EMP1 ENTPD2 ENTPD6 EPB42 EPCAM EPHA3 EPHA7 EPS8 EPS8L1 EPS8L2 ERAP1 ERAP2 ERBIN ERO1B ERRFI1 ETHE1 EXOSC4 FAAH FABP3 FAM110C FAM174C FAM20A FAM221A FAM234A FAM241A FAM50B FAM98A FBN3 FBXL2 FBXW9 FCGR2A FCHO1 FDXR FENDRR FGF13 FGF18 FGF9 FGFRL1 FIG4 FKBP11 FLNB FLNC FLRT2 FLRT3 FMO1 FN3K FNDC1 FOXP4 FRAS1 FREM2 FRY FSTL3 FUCA1 FXYD7 FZD6 FZD7 GABARAPL1 GADL1 GALNT18 GALNT9 GAS6 GATA4 GATA6-AS1 GBA1 GBP3 GCA GCHFR GCLC GEM GFPT2 GIT1 GJA1 GKAP1 GLIS2 GLP2R GLS GNB5 GOLGA8B GPC1 GPM6A GPR137B GPRC5A GRB7 GRID2 GRM7 GSDMD GSDME GSG1L H2BC12 HACD1 HACD4 HAGH HDAC7 HDDC3 HEG1 HEXB HHIP HHIP-AS1 HINT3 HMCES HOOK1 HOXC4 HOXC5 HPGD HRH2 HSBP1L1 HSD17B14 HSPA12A HSPB8 HSPG2 HTR2B HTRA1 HVCN1 IFI27L1 IFI35 IFT140 IFT20 IGFBP2 IGFBP6 IGSF9 IL10RB IL13RA1 IL17RD IL1R1 IL6R INF2 INO80C INTS5 IQCA1 IQCJ-SCHIP1 IRAK1BP1 IRF7 ITGA3 ITGA6 ITGB5 ITGB8 ITLN1 ITM2A ITPK1 ITPR3 ITSN2 JMJD8 JOSD1 JUP KANK1 KCNIP1 KCNT2 KDELR3 KHDRBS3 KIAA1522 KIF13A KIRREL1 KLF13 KLF2 KLF5 KLHL36 KLK10 KLK11 KLK5 KLK8 KNDC1 KRCC1 KRT13 KRT17 KRT18 KRT19 KRT5 KRT8 L3MBTL3 LAMA3 LAMA5 LAMC2 LEPROTL1 LGALS2 LGALS8 LGI2 LIMS2 LINC00665 LINC00842 LINC01018 LINC01133 LINC01550 LINC02381 LLPH LMNB1 LMO7 LPAR5 LPCAT3 LRATD2 LRRC32 LRRC42 LRRC61 LRRC8A LRRN1 LRRN4 LRRTM1 LSR LTBP2 LTC4S LY6H LYST MACROD2 MAG MAGI1 MAILR MAMSTR MANSC1 MAP3K11 MAP3K3 MAP3K8 MBP MCRIP2 MCUB MEDAG MEGF6 MEIS2 MET METTL21A MGAT4B MIB2 MID1 MIEN1 MIF4GD MINCR MKNK2 MLLT1 MMEL1 MMP28 MN1 MOGS MOK MRGPRF MRPS17 MSLN MST1 MT1E MTHFD2L MTHFR MTHFS MTUS1 MUS81 MVP MYCBP MYEF2 MYO19 MYO1C MYO5B MYRF NAAA NACC2 NADSYN1 NAT8L NAV2 NBPF20 NBPF26 NBPF9 NCAM2 NCOA7 NCOR2 NDFIP2 NDRG1 NDUFA7 NEDD4L NELL2 NEO1 NET1 NFATC2 NGEF NHERF4 NHSL1 NINJ1 NINL NIPAL3 NLGN3 NLRX1 NMI NMU NOL4L NOMO2 NOP16 NPDC1 NPEPL1 NPNT NPR1 NPW NQO1 NRBP2 NRG4 NRXN2 NSG1 NSUN5 NSUN7 NTNG1 NUDT14 NXN NXPH2 OBSL1 OCIAD2 OLFML2B OPTN OSCP1 OSMR OSTM1 OTUD5 P3H2 P4HA2 P4HTM PACRG PAK4 PALS1 PAMR1 PAPPA PARD3B PARD6B PARM1 PARP9 PAWR PCDHAC2 PCK1 PCLO PCOLCE2 PCP4 PDE1A PDE4DIP PDE7B PDGFA PDGFC PDGFD PDGFRL PDLIM4 PDPN PDXK PDZD2 PDZK1IP1 PDZRN4 PEG3 PERP PEX11A PGF PGRMC2 PHACTR1 PHC2 PHLPP2 PHYHD1 PHYHIP PICK1 PIM3 PITPNC1 PKHD1L1 PKIA PKP2 PLA2G2A PLAAT3 PLAAT4 PLAUR PLCB1 PLCE1 PLEC PLEKHA1 PLEKHA4 PLEKHA7 PLLP PLP2 PLXNA2 PLXNB1 PNMA8A PNPLA4 PODN PODXL POM121 POMGNT2 PPIL6 PPL PPP1R16A PPP1R21 PRELID2 PRKAA2 PRKCI PRKCZ PROCR PROS1 PRR5 PRSS33 PRXL2C PSMB8 PSMB9 PSMG4 PTAFR PTDSS2 PTGIS PTGS1 PTHLH PTPN14 PTPN18 PTPRE PTPRF PTPRQ PXDC1 PYCARD PYGL PYGM RAB11FIP1 RAB11FIP2 RAB33A RAB6B RAB7B RABGGTA RAC2 RALGDS RAP1GAP RAPGEF3 RASSF7 RBP7 RCHY1 RDH10 REC8 RECK REEP1 REPIN1 RERG RFK RGS10 RGS5 RHOD RHOU RHPN2 RIC3 RIN2 RNASE1 RNASE4 RNF141 RNF207 RNF227 RNPEPL1 ROM1 RPRD1B RPS6KA2 RSPH3 RSPO1 RSPO3 RTN4R SASH1 SBK2 SBSPON SCAI SCAP SCARB1 SCG5 SCPEP1 SCTR SDC4 SDSL SEC11C SEC14L1 SEMA3B SEMA3C SEMA4B SEMA6A SERGEF SERPINB1 SERPINB9 SETDB2 SEZ6L2 SFRP5 SFTPD SGPL1 SGSH SH2D4A SH3BP4 SH3BP5 SH3GLB2 SHTN1 SIGIRR SINHCAF SIRPA SIRT5 SIRT7 SLC10A3 SLC16A1 SLC16A3 SLC16A4 SLC22A18 SLC25A23 SLC25A29 SLC25A4 SLC26A11 SLC26A2 SLC29A3 SLC2A1 SLC30A6 SLC34A2 SLC35A2 SLC38A1 SLC38A10 SLC39A10 SLC48A1 SLC4A2 SLC51A SLC6A13 SLC7A4 SLC7A7 SLCO3A1 SLITRK4 SLK SLPI SLX1A SMAD3 SMAD6 SMIM1 SMIM11 SMIM27 SMOC2 SMPD3 SMPDL3B SMTNL2 SNAP47 SNCAIP SNHG19 SNX8 SORBS2 SOX6 SP1 SP100 SPACA6 SPACA9 SPATA33 SPECC1 SPEG SPINT2 SPOCK2 SPR SPRR2F SPRYD3 SPRYD4 SPTLC2 SRP19 SRSF8 SSH3 SSX2IP ST6GAL1 ST6GAL2 STAP2 STAU2 STIM2 STK24 STK26 STRADB STRBP STX11 STXBP2 SULF1 SULF2 SVIL SVIP SYCE1L SYNGR2 SYS1 SYT17 TAF10 TAOK2 TAP1 TBC1D17 TBC1D22A TBC1D9 TBX18 TCAIM TCEA3 TCEAL2 TCEAL5 TDRP TEAD4 TENM2 TES TFPI2 TGFB2 TGFB3 TGM1 THBD THBS3 THSD4 TKFC TLCD4 TLE4 TLL1 TM4SF1 TM7SF2 TM7SF3 TMBIM4 TMCO3 TMEM106C TMEM120B TMEM132A TMEM151A TMEM176A TMEM176B TMEM191C TMEM37 TMEM88 TMEM8B TMEM9B TMUB1 TNFAIP8 TNFAIP8L3 TNFRSF12A TNFSF13 TNIP2 TNNI1 TNNI3 TNNT1 TNNT2 TNXB TOB1 TOLLIP TOM1L1 TOMM34 TOR1AIP2 TOX TPBG TPD52 TRADD TRAF5 TRNP1 TSC1 TSPAN13 TSPAN18 TSPAN7 TST TSTD1 TTLL5 TUBB2B TUSC2 TVP23A TYRO3 UBE2Q1 UBE3C UBTD1 UBXN2B UBXN6 UCHL1 UNC5B UNC5B-AS1 UPK3B USP53 USP9X VAMP8 VPS13A VPS18 VSIR VWA5A WARS1 WASF1 WFDC1 WFDC2 WNT2B WRNIP1 WT1 WWC1 WWC2 XPO6 YDJC ZBTB7C ZC3HAV1 ZDHHC12 ZDHHC24 ZFPM2 ZFTA ZMIZ1 ZMYM3 ZNF174 ZNF219 ZNF467 ZNF503-AS2 ZNF512B ZNF524 ZNF579 ZNF629 ZNF641 ZNHIT2 HE_LIM_SUN_FETAL_LUNG_C0_MYL4_POS_SMC_CELL https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/HE_LIM_SUN_FETAL_LUNG_C0_MYL4_POS_SMC_CELL ACTG2 ADAM19 ADAMTS6 ADAMTSL2 AKAP1 ALDH1B1 ALKAL1 ALKAL2 ANOS1 ARL4A ASB2 ATL2 ATP2A3 B3GALNT2 BCL11A C3orf70 CACNA1C CAP2 CARMN CAVIN2 CD24 CDC42EP3 CDH6 CEP120 CHCHD7 CHRM3 CLSTN2 CNN1 COL12A1 COL23A1 CORO1C CRTC1 CSRP2 CXCL14 DPP10 ENC1 FBN3 FBXL22 FENDRR FHDC1 FHL2 FOXP2 FOXP4 FST GBP2 GNPTAB GPR20 GREM2 HES6 HHIP HHIP-AS1 HMGA2 HTRA1 IGF1 IGFBP2 IL17B IRAG1 ISM1 ITGA11 ITGA5 JPH2 KCNMB1 KIAA1522 KIF26B KLF7 KREMEN2 KRT8 LIMS2 LINC00472 LMOD1 LRIG1 MIR503HG MIR99AHG MPPED2 MSRB3 MTCL1 MYH11 MYL4 MYOCD NET1 NFATC1 NKD1 NOG NRG2 OCIAD2 PAQR4 PDGFC PDLIM4 PMEPA1 PRKAG2 PSAT1 RALGPS2 RAMP1 RASL11B RBM38 RHCG RIMS1 SBSPON SCD SEMA3C SLC25A4 SLMAP SMOC2 SMTNL2 SORBS1 SPEG SPOCK3 SPSB1 SSC5D SYNPO2 TACC2 TES TMEM59L TNFRSF12A TNNI1 TNNT2 TOX TRAF5 TSPAN18 TSPAN2 TUBB2B TYRP1 WFDC1 ZEB1 HE_LIM_SUN_FETAL_LUNG_C0_MYOFIBROBLAST_1_CELL https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/HE_LIM_SUN_FETAL_LUNG_C0_MYOFIBROBLAST_1_CELL ACTG2 ADAMTSL2 ANO4 ARHGAP6 C1QTNF5 CPED1 CT45A1 CT45A10 CT45A2 CT45A3 CT45A5 CT45A6 CT45A7 CT45A8 CT45A9 CTXND1 CXCL14 DACH2 ENC1 ETV5 EYA4 FENDRR HTRA1 IGF1 IGSF1 INTS6L JCAD KCNK17 LEF1 MID1IP1 MMGT1 MSANTD4 MT1E MT1X MTUS1 MYH11 MYOCD NKD1 NOTUM PAG1 PCSK5 PLPPR4 PRAG1 PROM1 PTCH1 PTGER2 RAI2 RASL11B REEP1 RGN RHCG RNF43 SEMA3C SLC26A2 SLC4A4 SLC9A6 SLFN12L SNAI1 STC1 SYT1 SYT17 TAB2 THBD TMEM100 TPST2 WNT11 WNT5A ZEB1 ZNF536 HE_LIM_SUN_FETAL_LUNG_C0_MYOFIBROBLAST_2_CELL https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/HE_LIM_SUN_FETAL_LUNG_C0_MYOFIBROBLAST_2_CELL ABR ACTG2 ADAMTSL2 ALKAL1 ANO1 ANO4 ARHGAP6 ATP6V0E2 C16orf89 C1QTNF5 C1QTNF7 COL12A1 COL24A1 COL27A1 CPZ CT45A1 CT45A10 CT45A2 CT45A3 CT45A5 CT45A6 CT45A7 CT45A8 CT45A9 CTXND1 CXCL14 DACH2 ENC1 EOGT ETV5 EYA4 FAM118A FBXL22 FENDRR FGF18 HTRA1 IGF1 IGSF1 IL21R ISM1 ITGA9 ITPK1 ITPRIPL2 JCAD KCNK17 KCNK5 LEF1 LRP4 LRRTM1 LTBP2 MCTP2 MMGT1 MPP1 MT1E MT1X MTARC1 MYH11 MYOCD NEDD9 NKD1 NOTUM NRCAM PAG1 PCSK1N PCSK5 PCSK7 PLEKHG1 PLPPR4 PLXNA2 PLXNA4 PRAG1 PTGER2 RAI2 REEP1 RGCC RGN RUNX1 SCG5 SEMA3C SERPINE1 SLC26A2 SLC4A4 SLC9A6 SLCO2A1 SMIM3 SNED1 SORT1 SSC5D STC1 STK17A SYNDIG1 SYT1 TBX5-AS1 THBD TMEM100 TPST2 TSPAN2 TYRP1 VSNL1 WIF1 WNT11 WNT5A ZEB1 ZNF536 HE_LIM_SUN_FETAL_LUNG_C0_MYOFIBROBLAST_3_CELL https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/HE_LIM_SUN_FETAL_LUNG_C0_MYOFIBROBLAST_3_CELL ADAMTSL2 C16orf89 C1QTNF5 CTXND1 CXCL14 DACH2 ENC1 ETV5 FAM118A IGSF1 KCNK17 LINC00839 MCTP2 MT1E PLPPR4 PRAG1 PROM1 PTGER2 PTHLH RGN SAMD5 SLC26A2 SLFN12L SNED1 STC1 SYT1 TPST2 VSNL1 WIF1 HE_LIM_SUN_FETAL_LUNG_C0_PERICYTE https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/HE_LIM_SUN_FETAL_LUNG_C0_PERICYTE A1BG ABCC9 ABTB1 ADAMTS5 ADAMTS9 ADAMTSL3 ADCY3 ADGRD1 ADGRF5 AFAP1L2 AGRN ALDH1A2 ANGPT2 ANKRD44 APLNR ARHGAP26 ARHGAP29 ARHGAP42 ARHGDIB ARHGEF12 ARHGEF17 ARID5A BCAS3 BTBD3 C1QTNF5 CAMK1D CAV2 CCDC102B CCDC3 CDC42EP2 CDH6 CHRD CLIP1 CNTN4 COL18A1 COL5A3 COX4I2 CRISPLD2 CSPG4 CXCR4 CYGB CYP4X1 CYSTM1 CYTH3 CYTOR DBNDD2 DENND2A DGKH DGKZ DMD DOCK6 DUSP4 DYRK2 EBF1 ECE1 EGFLAM ENDOD1 EPAS1 EPS8 ESAM ETS1 FHL5 FKBP5 FOXS1 GAS6 GJA4 GJC1 GMFG GPM6B GPR183 GPX3 GRK3 GRP GUCY1A2 HACD4 HES1 HES4 HEYL HIGD1B HOXB-AS1 HRC HRH2 HSPA2 IGFBP2 IMPA2 INPP4B ISG15 ITGA4 ITPRIPL2 KCNJ8 KCNK17 KCNK3 KCNS3 KCP KIAA0040 KITLG KLHDC8B KLHL23 LAMC3 LIN7A LINGO1 LRRC32 LRRC4B MAP2 MAPT MARK1 MASP1 MCAM MCTP2 MEF2C MGLL MIR4435-2HG MLLT3 MOCS1 MT1E MT1X MTSS2 MTUS1 MYO3A MYOF NAB1 NBEA NCK2 NDRG1 NDUFA4L2 NECAB1 NEURL1B NGFR NOTCH3 NPR3 NRGN NTRK3 OLFM2 OLFML2B P2RY14 PAG1 PAWR PCDH1 PDE3A PDLIM5 PDZD2 PEAR1 PERP PHLDB3 PKNOX2 PLCB1 PLCE1 PLEKHA2 PLEKHG3 PLEKHH3 PLXDC1 PPFIBP2 PRKCA PTEN RAPGEF5 RASD1 RASL11A RCSD1 REM1 RERG RFTN1 RGS5 RPS6KA2 RRAD RRAS2 RXRG SEMA5A SEMA5B SEMA6D SEPTIN4 SERPINI1 SEZ6L2 SH2D3C SH3KBP1 SLC35B3 SLC7A2 SMIM3 SNRK SPRY4 SRSF8 STARD9 SYTL2 TANC1 TES TESC TINAGL1 TMEM204 TNFRSF21 TPPP3 TRIB2 TRPC6 TRPV2 VASP VSNL1 WFDC1 HE_LIM_SUN_FETAL_LUNG_C0_RESTING_CHONDROCYTE https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/HE_LIM_SUN_FETAL_LUNG_C0_RESTING_CHONDROCYTE ACAN ART3 BMPR1B C1GALT1 C1QTNF3 CAPN6 CDC42EP3 CDH7 CFH CHAD CHADL CHST11 CNMD COL11A1 COL11A2 COL12A1 COL15A1 COL24A1 COL27A1 COL2A1 COL8A2 COL9A1 COL9A2 COL9A3 CPM CRISPLD1 CSGALNACT1 CSPG4 CTHRC1 CXXC5 CYP26B1 DAAM2 DHRS3 DLK1 DOCK8 ENPP1 EPYC FGFBP2 FGFR2 FGFR3 FGFRL1 FIBIN FLNB FRY FRZB GDF5 HAPLN1 HMGCLL1 HSPA6 IGF2-AS IL16 ITGA10 ITGB5 ITM2A KLF5 KLHL13 LINC00511 MATN1 MATN3 MATN4 MIA MIOS MMP16 MPZL2 NEDD4 NEDD9 NOG NRK PCOLCE2 PDE4DIP PDPN PEG3 PENK PRDM16 PRELP PRKCD PRRX1 PYGL RARG RFLNA RNF144B S100A1 S100B SCARB1 SCUBE3 SDK2 SLC29A1 SLC2A1 SNAI1 SNORC SORBS2 SOX5 SOX6 SOX8 SOX9 STEAP1 STK26 SUSD5 SYT8 TENM3 THSD4 TNFRSF11B TRAPPC8 TRIM9 TRPV4 TTYH1 UCMA WFDC2 WIF1 WWP2 YPEL2 HE_LIM_SUN_FETAL_LUNG_C0_VASCULAR_SMC_1_CELL https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/HE_LIM_SUN_FETAL_LUNG_C0_VASCULAR_SMC_1_CELL ABCC9 ABTB1 ADCY5 ADGRF5 ADGRL3 ALCAM ARHGAP15 ARHGAP29 ARHGDIB ARID5A B3GNT2 BCAR3 BTBD3 CAP2 CAV2 CCDC102B CDH6 CNNM2 CNTN4 COL18A1 COL26A1 COX4I2 CRIP1 CRISPLD2 DBNDD2 DGKG DGKZ EBF1 ENTPD1 EPAS1 ESAM FGF13 FILIP1L FOXS1 FRZB FST GAS6 GATM GEM GJA4 GPR183 GPX3 GRP HES4 HEY2 HEYL HIGD1B HOXB-AS1 HRH2 HSPA2 INPP4B ITGA11 ITGA4 ITGA7 JAG1 KCNJ8 KCNS3 KIAA0040 KRT18 LASP1NB LGI4 LMOD1 LRRC32 LTBP2 LUZP2 MAP2 MAP3K7CL MARK1 MCAM MCTP2 MEF2C MEGF6 MGLL MLLT3 MOCS1 MRGPRF MYH11 NAB1 NBEA NEURL1B NIBAN1 NOTCH3 NPR3 NRGN NTN4 NTRK3 OLFM2 OLFML2B PAPPA PDE3A PDGFA PDLIM3 PDLIM5 PEG3 PERP PGM5P3-AS1 PLCE1 PLEKHG3 PLXDC1 PRELP RAP2A RASL11A RCSD1 REM1 RERG RFTN1 RIPOR2 RRAD SEMA5A SEMA5B SEPTIN4 SERPINI1 SGCA SH2D3C SPON2 SYTL2 TINAGL1 TM4SF1 TPPP3 TRIB2 TRPC6 TTYH1 WFDC1 ZHX2 HE_LIM_SUN_FETAL_LUNG_C0_VASCULAR_SMC_2_CELL https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/HE_LIM_SUN_FETAL_LUNG_C0_VASCULAR_SMC_2_CELL ABR ACAN ACTG2 ADGRE5 ADIRF AFAP1L2 AIF1L ALCAM ALDH1A2 ALDOC ANOS1 ARHGAP29 ARHGDIB ARHGEF7 ARID5A ATP1A2 B3GNT2 BCAR3 BCAS3 BTC C1QTNF1 CAP2 CASQ2 CAV2 CDH13 CDH6 CHST7 CNNM2 COL18A1 COL8A1 COX4I2 CRIP1 CSPG4 CSRP2 CTNNA3 CTXN1 DBNDD2 DGKH DGKZ DMPK EBF1 EFNB2 ENTPD1 EPAS1 ESAM EXD3 FAM241A FGF13 FILIP1L FJX1 FOXS1 FRK FRY FRZB GATM GJA4 GPRC5C GRP HACD1 HES4 HEY2 HEYL HIGD1B HIP1 HMCN1 HOXB-AS1 HRC HRH2 HS3ST1 HSPA2 HSPB7 IGFBP2 IL17B IL17RE INHBA INPP4B ITGA4 ITGA7 JAG1 KCNA5 KCNC4 KCNS3 KLHL23 LASP1NB LDB3 LGALSL LIMS2 LIX1 LMOD1 LRRC32 MAMDC2 MAP3K7CL MARK1 MCAM MED14 MEF2C MEGF6 MOCS1 MSRB3 MTHFD2 MYH11 MYOCD MYOM2 MYOZ1 NAB1 NDUFA4L2 NET1 NIBAN1 NOL3 NOTCH3 NRGN NRIP2 NTF3 NTN4 NTRK3 OLFML2A OLFML2B PARM1 PDE3A PDGFA PDLIM5 PEG3 PERP PGM5P3-AS1 PGM5P4-AS1 PHLDB2 PI15 PLCE1 PLEKHG3 PLN PLP2 PLXDC1 PPFIBP2 RAPGEF5 RASD1 RASGRP2 RASL11A RCAN2 RCSD1 RERG RGS16 RGS5 RIPOR2 RRAD SEMA5B SEPTIN4 SEPTIN5 SERPINI1 SGCA SIPA1L2 SLC8A1 SPTB SUSD5 SYNGR2 TBC1D1 TESC THSD4 TINAGL1 TLCD5 TM4SF1 TMEM51 TNNT2 TP53I11 TRPC6 TSPAN2 TTYH1 VAT1L WFDC1 WWP2 ZHX2 ZNF385B HE_LIM_SUN_FETAL_LUNG_C1_AT1_CELL https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/HE_LIM_SUN_FETAL_LUNG_C1_AT1_CELL ABCA1 ABCA8 ADIRF ALDH3B1 ANXA1 AQP5 BANCR CAV2 CAVIN1 CLIC5 COL4A3 COL4A4 COL8A1 CRYAB CYBRD1 EHD2 FAM20A FILIP1 HTRA1 ICAM1 ICAM4 IL18 ITGB6 KRT4 MMP28 MSLN NMU NRP2 PHACTR1 PKDCC PLLP RIN2 SEMA5A SFTPD SLC2A3 SLC39A8 ST6GALNAC5 STOM SUSD2 TGFBI TUBB6 UPK3B HE_LIM_SUN_FETAL_LUNG_C1_CLUB_CELL https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/HE_LIM_SUN_FETAL_LUNG_C1_CLUB_CELL AARD AGR3 ANXA1 ARFGEF3 ARHGEF38 BHLHE40 C3 CA8 CAPS CCNO CFH CFHR1 CLIC5 CP CRIM1 CRTAC1 CTSW CYP2B6 DPYD EHF ELAPOR1 EPAS1 ERP27 FCGR2A FMO2 GRHL1 HLA-B HS3ST1 IFITM1 ISG20 KDR KLK10 KLK11 KRT7 LIPH LMO3 MET MLPH MUC20 NDUFA4L2 NEGR1 NIBAN1 NXPH4 PAG1 PAPSS2 PRSS12 RHOV ROBO2 RUNX1 S100P SCGB1A1 SCGB3A1 SCNN1B SCNN1G SERPINA1 SERPINI1 SFTA1P SIX1 SLA SLPI SMIM22 SPARCL1 SPINK1 SPINK5 SPNS2 ST6GALNAC1 STEAP4 SULT2B1 TMC5 TRIM22 HE_LIM_SUN_FETAL_LUNG_C1_EARLY_AIRWAY_PROGENITOR_CELL https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/HE_LIM_SUN_FETAL_LUNG_C1_EARLY_AIRWAY_PROGENITOR_CELL ABCG1 ADM ALPL ASCL1 CAMK1D CDH2 CRH CTNND2 CYTL1 FRMD3 FSTL5 GABRA1 GADD45G GPC3 GRHL1 H3-5 HS3ST1 HSPA6 IGDCC3 INSIG1 LYPD6B MEG3 MITF MOXD1 MTTP NR2F2-AS1 OPRK1 PCDH17 PHLDA1 PLPP2 RP1 SCD SPTSSB SRGAP1 TBX1 TMEM178A TMEM47 TOX3 XIST ZMAT4 HE_LIM_SUN_FETAL_LUNG_C1_EARLY_STALK_CELL https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/HE_LIM_SUN_FETAL_LUNG_C1_EARLY_STALK_CELL ABCC1 ABHD3 ACAP3 ACOT7 ACVR1B ADAMTS7 ADM AEN AGPAT4 AIFM2 ALDH1B1 ALPL ALYREF ANK2 ANLN ANO8 APBA2 APLP1 APOA1 APOC1 ARG2 ARHGAP11A ARHGAP19 ARHGAP22 ARHGEF39 ARID3B ARRDC1-AS1 ASF1B ASPM ATAD2 ATAD3A ATAD5 ATP11C ATP2A1-AS1 AURKA AURKB BAG2 BFSP1 BIRC5 BLM BORA BRCA1 BRCA2 BRI3BP BRIP1 BUB1 BUB1B BYSL C14orf132 C1orf112 C5orf34 C6orf141 C6orf226 CADM2 CADM4 CAPN6 CBS CBX2 CCDC150 CCDC18 CCDC34 CCDC9 CCNA2 CCNB2 CCNE2 CCNF CCNJ CCNJL CCNQ CCNYL1 CD200 CD83 CDC20 CDC25A CDC25B CDC25C CDC45 CDC6 CDC7 CDCA2 CDCA3 CDCA5 CDCA8 CDH6 CDK1 CDKN3 CDO1 CDT1 CENATAC CENPA CENPE CENPF CENPH CENPJ CENPK CENPL CENPM CENPN CENPO CENPP CENPU CENPW CEP128 CEP55 CEP57L1 CFAP119 CFAP20DC CHAF1A CHAF1B CHEK1 CHEK2 CHRNA5 CHST6 CIP2A CITED4 CKAP2L CLEC11A CLSPN CNFN CNTNAP2 COCH COL1A2 COL26A1 COL9A1 CORO1C CPXM1 CRABP1 CRISPLD2 CSNK2A3 CTHRC1 CTNND2 CTPS1 CTSV CTU1 CTXN1 CYTH3 DDB2 DDC DDX11 DEPDC1 DEPDC1B DERL3 DHFR DIAPH3 DKK3 DLEU2 DLGAP5 DLX3 DNA2 DONSON DSCC1 DSN1 DTL DUSP8 E2F1 E2F5 E2F7 ECT2 EDIL3 EEF2KMT EFNB1 ELAVL4 ELOVL6 EME1 ERI1 ESCO2 ESPL1 ETNK2 EXO1 EXOSC6 F2R FADS2 FAM111B FAM216A FAM83D FANCA FANCB FANCD2 FANCG FANCI FAT3 FAXC FBXL19 FBXO5 FEN1 FGD6 FGF13 FGFR1 FJX1 FOXM1 FREM3 FSD1 FSD1L FUOM FZD4 GADD45A GADD45G GALNT16 GALNT6 GAS2 GAS2L1 GAS2L3 GASK1B GCH1 GEMIN2 GINS1 GINS4 GJC1 GLB1L2 GLCE GLDC GMPPB GNPNAT1 GPC2 GPSM2 GPX3 GRB10 GREB1 GRK6 GSTCD GTSE1 GUCY1A2 GYPC H1-1 H2AC11 H2AC13 H2AC14 H2AC20 H2BC11 H2BC9 H3-5 H3C12 H3C14 H3C15 H3C2 H3C8 HAUS8 HBEGF HDC HES6 HIC2 HJURP HMMR HMSD HNRNPA1L3 HOMER3 HRH2 HROB HSD17B14 HSPA2 HSPA4L HSPA6 HSPB8 HUNK ICA1L IGDCC3 IHH IL17RD ILDR2 INCENP INSIG1 IQCJ-SCHIP1 JAM3 KCMF1 KCNMB4 KCNN1 KDM2B KHDRBS3 KIF11 KIF14 KIF15 KIF18A KIF18B KIF20A KIF21B KIF23 KIF2C KIF3C KIF4A KIFC1 KIT KLHL5 KNL1 KNSTRN KNTC1 LAMA1 LARP6 LDLR LDLRAD3 LIMK1 LIN28B LIN52 LINC01224 LINC01315 LINGO1 LIX1 LOXL1 LOXL3 LRATD1 LRP2 LRR1 LRRC20 LRRC49 LTBP1 MAD2L1 MAN1A1 MAP1B MAP7D1 MASTL MCM10 MCM4 MCM6 MCM8 MDC1 MELK MEX3D MICA MKI67 MMP16 MMS22L MND1 MOCS1 MPV17L2 MPZ MSANTD3 MSI1 MTA1-DT MTHFD1L MTHFD2 MVK MXD3 MYBL2 MYCN MYO9B NCAPD2 NCAPG NCAPG2 NCAPH NDC1 NDC80 NDE1 NEIL3 NEK2 NES NEURL1B NEXN NFE2L3 NIBAN1 NLRP1 NPM3 NPPC NR2F2-AS1 NRXN3 NUAK1 NUDT11 NUF2 NUP205 NUP62CL NUSAP1 OIP5 ORC1 ORC6 PACC1 PAIP2B PAQR4 PAQR5 PARD6G PARD6G-AS1 PARPBP PARVB PASK PBK PCDH17 PCDH18 PCGF6 PCLO PCSK4 PCYT2 PDE7A PDF PDXP PGAM4 PGAM5 PGP PHLDA1 PHYHIPL PIF1 PIM1 PIMREG PKMYT1 PKN3 PLA2G3 PLAUR PLCB3 PLCL2 PLEKHA8 PLK1 PLK4 PLXDC2 PMAIP1 PNMA3 POC1A POLA1 POLA2 POLE POLE2 PPM1L PPP1R14A PRADC1 PRELID3A PRIM1 PRIM2 PRKAR2B PRKCA PRR11 PRTG PSMC3IP PSME4 PSRC1 PUDP PYGL RAB11FIP4 RACGAP1 RAD51AP1 RAD54B RAD54L RAD54L2 RANGAP1 RARRES2 RBL1 RBPMS2 RCOR2 RECQL4 RELT RFC4 RFC5 RFWD3 RFX6 RIPPLY3 RMI1 RND1 RND2 RND3 RNF144A RNF175 RRM2 RRS1 RTKN2 RTTN SACS SALL4 SANBR SARDH SCD SERAC1 SERPINE2 SFMBT1 SFR1 SFXN5 SGK1 SGO1 SGO2 SH3PXD2B SHCBP1 SHISAL2B SKA1 SKA3 SLC12A5 SLC16A14 SLC27A2 SLC29A1 SLC39A14 SLC5A3 SLC5A6 SLC6A8 SLF1 SMIM10 SNAI1 SPA17 SPAG5 SPC24 SPC25 SPDL1 SPECC1 SPINDOC SREBF1 SRSF12 SSX2IP ST8SIA2 STARD9 STIL STON2 STOX1 STRA6 STXBP6 SUV39H1 SUV39H2 SYNJ2 SYT11 TACC3 TAF5 TCEAL7 TCF7 TDP1 TEAD4 TEDC1 TEDC2 TENT5B TESMIN TFRC THNSL2 TICRR TIGAR TIMELESS TIPIN TK1 TMEFF1 TMEM178A TMEM37 TNFAIP3 TNFAIP8L1 TONSL TOP2A TOPBP1 TPM2 TPX2 TRAIP TRIP13 TRMT6 TRNP1 TROAP TSPAN2 TSPAN5 TTF2 TTI2 TTK TTLL5 TTR TUBB3 TUBB4A UACA UBE2C UBE2T UHRF1 UQCRHL USP43 USP49 VAV3 VCAN VRK1 WASF1 WDHD1 WDR76 WDR86 XRCC2 XRCC3 XXYLT1 YKT6 ZGRF1 ZNF442 ZNF695 ZNF724 ZNF730 ZNF788P ZNF850 ZSWIM6 ZWILCH HE_LIM_SUN_FETAL_LUNG_C1_EARLY_TIP_CELL https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/HE_LIM_SUN_FETAL_LUNG_C1_EARLY_TIP_CELL ACOT7 ACVR1B ALPL APOA1 APOC1 ARG2 AURKB BEX1 BIRC5 C1orf112 C5orf34 C6orf141 CBS CCNA2 CCNB2 CDC20 CDC45 CDC6 CDCA3 CDCA5 CDCA8 CDK1 CEACAM21 CENPE CENPF CENPH CENPM CENPN CENPU CENPW CHAF1A CHEK1 CHST6 CIP2A CLSPN CNFN COL26A1 COL9A1 CPXM1 CTNND2 CTPS1 CTXN1 DEPDC1B DLGAP5 DNA2 DSCC1 E2F1 FADS2 FAM83D FANCA FANCD2 FBXO5 FGF13 FOXM1 GADD45G GALNT6 GAS2 GINS4 GLDC GPC2 GTSE1 GUCY1A2 GYPC H1-1 H2AC13 H2BC9 H3C15 H3C2 HAGLROS HDC HNRNPA1L3 HSPA2 HSPA6 HSPB8 IHH KCNN1 KIF14 KIF20A LAMA1 LINC00511 LINC01224 LINC01315 LINGO1 LOXL3 MAD2L1 MASTL MCM10 MCM4 MCM6 MELK MND1 MPZ MYBL2 NCAPH NES NUDT11 NUF2 NUSAP1 ORC6 PARD6G-AS1 PBK PCDH17 PGP PIMREG PKN3 PLK1 PMAIP1 POC1A PRKCA PSMC3IP RAD54L RFX6 RND2 RNF175 SCD SERPINE2 SGO1 SHISAL2B SLC12A5 SNAI1 SPC24 SPC25 ST8SIA2 STRA6 SYT11 TACC3 TCEAL7 TK1 TMEFF1 TOP2A TPM2 TPX2 TRAIP TRIP13 TSPAN2 TTR TTYH1 TUBB3 UBE2C UBE2T UHRF1 UQCRHL VCAN WASF1 ZWINT HE_LIM_SUN_FETAL_LUNG_C1_GHRL_POS_NEUROENDOCRINE_CELL https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/HE_LIM_SUN_FETAL_LUNG_C1_GHRL_POS_NEUROENDOCRINE_CELL A1CF A4GALT ABCC8 ACSL1 AMPH ANK2 ANKH APLP1 ARFGEF3 ARHGEF26 ARX ATP2A3 BACE1 BTBD17 C21orf58 CA8 CACNA2D1 CACNB2 CACNG4 CADPS CALY CAMK2B CASZ1 CD200 CDH10 CDHR3 CELF3 CEP126 CFC1 CFC1B CHGA CHGB CLDN5 CLIP3 CNIH2 CNNM1 CNTNAP2 COL12A1 CPLX2 CXXC4 DIRAS2 DNAJC12 DPP10 DST ELAPOR1 EYA4 FFAR4 FSTL5 GABRB3 GHRL GNAO1 GNG2 GPBAR1 GPC6 GPRIN3 GPX3 HEPACAM2 HES6 HIVEP3 HLA-B IL1RAP INHBA INSM1 ISL1 JAKMIP2 KCNH2 KCNH6 KCNJ6 KIF1A KLHL32 LINC00261 LY6H LYSMD2 MAB21L4 MAFB MAP1B MAPK8IP1 MAPK8IP2 MAPRE3 MATN2 MIR7-3HG MMRN1 MS4A8 NAAA NEURL1 NEUROD1 NKX2-2 NLRP1 NPDC1 NRXN1 NSG2 PAPSS2 PCSK1 PCSK2 PDE8B PEX5L PGAM2 PLPPR2 PNMA2 PPP1R1A PROC PROX1 PSD PTPRN QPCT RAB26 RAB3B RAP1GAP2 RAPGEF4 RASA4 RASA4B RFX6 RGS17 RGS4 RIC3 RIMBP2 RIMS2 RNF128 RTN1 RUNDC3A RUNX1T1 SCG2 SCG3 SCGN SEMA3A SEZ6L2 SLC12A5 SNAP25 SNCA SPTSSB SRRM4 SSTR2 ST8SIA3 STMN2 STMN3 STX1A SV2B SYP SYT11 SYT4 SYT5 TAGLN3 TCEAL2 THSD4 TMEM176A TMEM176B TMEM51 TNFRSF21 TRNP1 TSPAN7 TTR UNC80 VSTM2L VTN VWA5B2 HE_LIM_SUN_FETAL_LUNG_C1_GHRL_POS_NE_PRECURSOR_CELL https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/HE_LIM_SUN_FETAL_LUNG_C1_GHRL_POS_NE_PRECURSOR_CELL A4GALT AAK1 ABCA2 ABCA5 ABCC8 ABLIM2 ACAP3 ACOT7 ACSL1 ACTL6B ADCY2 ADGRG1 ADGRL1 AGBL4 AKT3 AMPH ANK2 ANKH AP1AR APLP1 APPAT ARFGEF3 ARHGAP32 ARHGEF10L ARHGEF11 ARHGEF26 ARHGEF4 ARX ASCL1 ASCL2 ATP2A3 BACE1 BAHD1 BAIAP3 BCORL1 BEND7 BEX1 BEX5 BIK BTBD17 C14orf132 C15orf48 C21orf58 CA8 CACNA1A CACNA1H CACNA2D1 CACNB2 CACNG4 CADPS CALY CAMK1D CAMK2B CAPN15 CASZ1 CBFA2T3 CCDC28B CCSAP CD200 CDCP1 CDH10 CDHR3 CDKN2D CELF3 CENPF CENPS CEP126 CERS6 CFC1 CFC1B CHGA CHGB CIDEB CLDN5 CLIP3 CLN8 CNIH2 CNNM1 CNTN1 CNTNAP2 COL12A1 CRMP1 CRYM CTXN1 CXXC4 CYTH3 DACH1 DACH2 DCHS1 DCX DDC DDN-AS1 DEF8 DEPP1 DGKZ DIRAS2 DLG5 DLL3 DLL4 DNAJC12 DNAJC5 DOCK11 DOP1B DPP10 DPYSL3 DRAIC DST DUSP18 DUSP26 DUSP4 EFCAB11 ELAPOR1 ELAVL4 EMB ENO2 EPHA4 EXTL3 EYA4 FAM110B FAM131A FAM171A1 FAM215B FAM222A FAM227A FBXO44 FBXO6 FFAR4 FGF14 FLVCR1 FOXA3 FSTL5 FUT9 GABRB3 GAL3ST1 GALNS GCH1 GDAP1 GHRL GIPR GIT1 GLYCTK GNAO1 GNG2 GOLGA6L9 GPATCH11 GPBAR1 GPC6 GPR160 GPRIN3 GPX3 GRIK5 GRK3 GRP HEPACAM2 HES6 HIC2 HIRA HORMAD2-AS1 HSD11B1L HTR2C ICA1L IGFBP3 INHBA INSM1 INSR IQSEC1 IRS1 ISL1 ITGB8 ITPR1 JAKMIP2 JAM3 JRK KAT2B KCNH2 KCNH6 KCNJ11 KCNJ6 KCNMB2 KCNN3 KIF19 KIF1A KL KLC2 KLF12 KLF16 KLHL3 KLHL32 LARP6 LCMT2 LIN7B LINC00261 LINC00342 LINC01315 LINC01574 LINGO1 LRFN4 LRP11 LRRC24 LSS LY6H LYSMD2 LYST LZTS3 MAB21L4 MADD MAMDC4 MAMLD1 MAP1B MAP2 MAP4K2 MAP6 MAP7D3 MAPK15 MAPK8IP1 MAPKBP1 MAPRE3 MARK1 MAST1 MATN2 MCF2L MEGF9 MFSD6 MGAT3 MICAL3 MIR7-3HG MMP25-AS1 MMRN1 MS4A8 MSI1 MTMR7 MVB12B NAAA NACAD NAP1L5 NAV1 NBEA NCALD NCAM1 NDRG4 NEURL1 NEUROD1 NKX2-2 NLGN1 NLRP1 NLRP2 NOL4 NPDC1 NPIPA1 NPIPA5 NPIPB4 NRCAM NRG1 NRXN1 NSG2 NSMF NT5DC3 NUAK1 NUMBL OPTN ORAI2 PALM PAPSS2 PARD6A PCDH17 PCLO PCSK1 PCSK2 PDE2A PDE8B PFKP PGAM2 PKD1 PLCXD2 PLEKHH1 PLPPR2 PLXNC1 PNMA2 POU2F2 PPFIA3 PPIP5K1 PPP1R1A PPP2R5B PPP6R1 PRADC1 PRDM16-DT PRKCE PROC PROX1 PRXL2C PSD PTPRN PTPRN2 QPCT QSOX2 RAB26 RAB3B RALGDS RAP1GAP2 RAPGEF4 RASA4 RASA4B RASD1 RBM11 RCN3 RCOR2 REEP2 RFX2 RFX6 RGS11 RGS17 RGS4 RGS7 RHOU RIC3 RIMBP2 RIMKLA RIMS2 RIPPLY3 ROBO2 RPRM RPS21-DT RTL5 RTN1 RUNDC3A RUNX1T1 SAP30L SCAMP5 SCG2 SCG3 SCG5 SCGN SCN3A SCRN1 SDC3 SDK1 SEMA3A SERP2 SEZ6L2 SGPL1 SHISAL2B SLC12A5 SLC29A4 SLC38A11 SLC4A3 SLC6A8 SLC7A5 SLCO3A1 SMIM6 SMOC1 SNAP25 SNCA SOBP SPECC1 SPIRE2 SPR SPTBN2 SPTSSB SRGAP1 SRGAP3 SRRM4 SSTR2 ST6GALNAC5 ST8SIA3 STK32A STMN2 STMN3 STON2 STX1A STX2 STXBP1 SV2A SYNJ2 SYNJ2BP SYP SYT11 SYT13 SYT5 SYT7 TAGLN3 TBC1D24 TBL1X TCEAL2 TCEAL5 TCEAL7 TESK1 TEX2 THBS3 THSD4 TMED8 TMEFF1 TMEM178A TMEM198 TMEM51 TMEM65 TNFRSF21 TNFRSF25 TOM1L2 TOX TP53INP1 TPST2 TRAF3 TRAM2 TRIM3 TRNP1 TSPAN7 TTC39A TTC9 TTLL7 TTR TUBB3 TUT1 UNC80 USP27X USP41 VGF VPS33A VSTM2A VSTM2L VWA5B2 WASF1 WNK2 ZBTB18 ZDHHC14 ZDHHC8 ZFHX2 ZFTA ZNF646 ZNF793-AS1 HE_LIM_SUN_FETAL_LUNG_C1_INTERM_NEUROENDOCRINE_CELL https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/HE_LIM_SUN_FETAL_LUNG_C1_INTERM_NEUROENDOCRINE_CELL A4GALT ABCA5 ABCC8 ACSL1 ACTL6B ADAM28 ADCY1 ADCY2 ADGRG1 AK5 AMPH ANK2 ANKH AP3B2 APLP1 ARFGEF3 ARHGEF26 ASCL1 ASCL2 ATP2A3 BAALC BACE1 BAIAP3 BCL2 BICDL1 BIK BRSK2 BTBD17 C21orf58 CA8 CACNA1A CACNA1H CACNA2D1 CACNB2 CACNG4 CADM2 CADPS CAMK1D CAMK2B CASZ1 CBFA2T3 CCDC28B CD200 CDCP1 CDHR3 CEACAM1 CELF3 CFAP65 CFC1 CFC1B CHGA CHGB CHN2 CLDN5 CLIP3 CNIH2 CNTNAP2 COL12A1 CRH CRMP1 CTTNBP2 CXXC4 DACH1 DACH2 DCX DDC DEPP1 DLL3 DLL4 DNAJC12 DNER DOP1B DPP10 DPYSL3 DRAIC DST DUSP26 DUSP4 ELAPOR1 ELAVL4 EYA4 FAM110B FGF14 FSTL5 GABRB3 GCH1 GDAP1 GHRL GIPR GNAO1 GNG2 GPBAR1 GPR160 GPRIN3 GPX3 GRP HEPACAM2 HES6 HIVEP3 HSPA2 HTR2C ICA1L INHBA INHBB INSM1 IZUMO4 JAKMIP2 JAM3 KCNB2 KCNH2 KCNH6 KCNJ6 KCNMB2 KIAA0930 KIF19 KIF1A KL KLHL32 KLK11 KLK12 KSR2 LINC00261 LINC01315 LONRF2 LRATD2 LY6H LYST MAP1B MAP2 MAP6 MAPK8IP1 MAPK8IP2 MAPRE3 MARK1 MATN2 MIAT MIR7-3HG MMP25-AS1 MOXD1 MS4A8 MTMR7 NAAA NACAD NAP1L5 NAV1 NCAM1 NDRG4 NEGR1 NEURL1 NEUROD1 NKX2-2 NLRP1 NOL4 NPDC1 NPM2 NRXN1 OPTN OTULINL PALM PCDH17 PCLO PCSK1 PCSK2 PDZRN3 PGAM2 PLAC8 PLPPR2 POU2F2 PPP1R1A PROC PROX1 PRUNE2 PSD PTPRN PTPRN2 QPCT RAB26 RAB3B RAB3C RAP1GAP2 RASA4 RASA4B RASD1 RCOR2 REEP2 RFX6 RGS11 RGS17 RGS4 RGS7 RHBDL1 RIC3 RIMBP2 RIMS2 RNF128 RNF165 ROBO1 ROBO2 RPRM RTN1 RUNDC3A RUNX1T1 SCAMP5 SCG2 SCG3 SCG5 SCGN SCN3A SEMA3A SETBP1 SEZ6L2 SGSM1 SIX1 SLC12A5 SLC29A4 SLC38A11 SLC39A14 SLC7A4 SLIT1 SLITRK6 SMOC1 SMPD3 SNAP25 SPTBN2 SRRM3 SRRM4 SST SSTR2 ST18 ST6GALNAC5 STK32A STMN2 STMN3 STX1A STXBP1 STXBP5L SV2A SV2C SYP SYT11 SYT13 SYT14 SYT4 SYT5 SYT7 TACC2 TAGLN3 TCERG1L TECPR1 THSD4 TMEM169 TMEM176A TMEM176B TMEM178A TMEM51 TMOD2 TMPRSS3 TOX TOX3 TP53INP1 TRNP1 TTLL7 TUBB3 UNC79 VSTM2L VWA5B2 WDR17 WFS1 HE_LIM_SUN_FETAL_LUNG_C1_LATE_AIRWAY_PROGENITOR_CELL https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/HE_LIM_SUN_FETAL_LUNG_C1_LATE_AIRWAY_PROGENITOR_CELL AGR3 ANTXR2 ANXA1 AQP5 AQP5-AS1 ARSJ BANCR CAPS CFH CFHR1 CLIC5 CRTAC1 CYTL1 GAS6 ICAM1 ICAM4 LIPH LMO3 LURAP1L NCKAP5 NTN1 PCDH7 PCP4 RAB27B RP1 SULT2B1 HE_LIM_SUN_FETAL_LUNG_C1_LATE_BASAL_CELL https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/HE_LIM_SUN_FETAL_LUNG_C1_LATE_BASAL_CELL A4GALT ABI3BP ACTA2 ALPL ANXA1 ARSJ BOC CAPNS2 CASP1 CCDC122 CCNO CDKN1A CFH CH25H CHST9 CLDN1 CLDN10 COL14A1 COL1A2 COL7A1 CPNE8 CXCL1 CXCL6 CYP2S1 DKK3 DLK2 DST EGR3 EHD2 EHF EMP1 EPAS1 EVA1C EYA1 EYA2 F3 FBXO32 FHL1 FHL2 FJX1 FRZB FXYD5 GABRA1 GCLC GCNT1 GNG12 GPC3 HLA-B HS3ST1 IL33 JAG2 KITLG KLF2 KRT15 KRT5 LGALS1 LGALS7B LHFPL6 LMO3 LPCAT2 LYPD6B MARVELD1 MEG3 MT1E MYC NBL1 NPPC NRG1 NTF3 NTN1 OPTN PAX9 PDLIM2 PKP1 PMAIP1 PRNP PTGS2 PTPRE RARB RASSF6 REEP2 RGCC RGS10 RND3 S100A2 SCNN1B SCNN1G SFN SIX1 SLC5A7 SOSTDC1 SPINK5 ST6GALNAC2 STOM SULT2B1 TFAP2A TIMP1 TMEM150C TMEM40 TP63 TPM2 UBD VCAN WIPI1 WNT4 HE_LIM_SUN_FETAL_LUNG_C1_LATE_STALK_CELL https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/HE_LIM_SUN_FETAL_LUNG_C1_LATE_STALK_CELL ADIRF COL4A3 FILIP1 ICAM4 MSLN ST6GALNAC5 SUSD3 HE_LIM_SUN_FETAL_LUNG_C1_LATE_TIP_CELL https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/HE_LIM_SUN_FETAL_LUNG_C1_LATE_TIP_CELL ACOXL ADH1C ADORA1 AQP1 ASPG C10orf90 C11orf96 C16orf74 CD36 CDH16 CEMIP CLDN2 COL6A3 DLG2 ENG FGF20 FMN1 KCNJ5 LINC01331 LINC02038 MGLL NAPSA NOTUM PGC PPP1R1B RASGRF1 SFTPA1 SFTPA2 SHISA2 TMEM163 TNC HE_LIM_SUN_FETAL_LUNG_C1_MID_AIRWAY_PROGENITOR_CELL https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/HE_LIM_SUN_FETAL_LUNG_C1_MID_AIRWAY_PROGENITOR_CELL CALD1 CDH10 CDH2 CLDN10 COL6A2 CYTL1 ELAPOR1 FRMD3 GRHL1 MTTP NIBAN1 NTN1 PALMD RP1 SMOC2 THSD4 HE_LIM_SUN_FETAL_LUNG_C1_MID_BASAL_CELL https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/HE_LIM_SUN_FETAL_LUNG_C1_MID_BASAL_CELL A4GALT ABI3BP ADH7 ANXA1 BAALC BOC C16orf74 CAMK1D CAPNS2 CDCP1 CFH CH25H CHST9 CNTN1 CNTN4 COL14A1 COL17A1 COL1A2 COL5A1 COL7A1 CXCL14 CYP2S1 CYP2W1 DKK3 DLK1 DLK2 DPYSL3 DST EHF ELN EMP1 EMP3 EPAS1 EVA1C EYA1 EYA2 F3 FAM107A FBLN2 FBN1 FHL1 FHL2 FRZB FXYD5 GAS6 GPC3 GYPC HCAR2 HCAR3 HS3ST1 HSPA2 IFI16 IGFBP4 IL1RAP IRAG2 ISL1 ITGB4 JAG2 JAM3 KISS1 KLK10 KRT13 KRT14 KRT15 KRT5 LDLRAP1 LGALS1 LGALS7B LGR4 LHFPL6 LINC01133 LINC01503 LPAR6 LSP1 LTB4R2 LYPD6 LYPD6B MAFB MAOA MEG3 MEIS1 MT1E MYC NBL1 NCS1 NPDC1 NPPC NRG1 NRXN3 NTF3 NUAK1 NUPR1 OPTN OTX1 PART1 PAX9 PCDH7 PFKP PITX1 PKP1 PLXDC2 PNCK PROM1 PRRG4 PTGES RARB RARRES2 RASSF6 REEP2 RGS10 RGS14 RHBDL1 RMDN2 S100A2 SCGB3A1 SCNN1B SCNN1G SEMA3A SERPINE2 SERTAD4 SFN SIX1 SLC20A2 SLC5A7 SLIT3 SLITRK6 SLPI SNAI2 SOSTDC1 SOX15 SPARCL1 SPDEF SPINK5 SULF2 SULT1E1 SYTL1 TENM4 TFAP2A TFPI2 THSD4 TIMP1 TMEM150C TNFAIP8 TP63 TP73 TRIM29 VCAN ZNF385A ZNF385D HE_LIM_SUN_FETAL_LUNG_C1_MUC5AC_POS_ASCL1_POS_PROGENITOR_CELL https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/HE_LIM_SUN_FETAL_LUNG_C1_MUC5AC_POS_ASCL1_POS_PROGENITOR_CELL ABCG1 ACKR3 ACTL10 ASCL1 CACNA2D1 CALML3 CAMK1D CDC25B CDH2 CEACAM6 CHST9 CLDN10 CPXM2 CRACDL CRISPLD2 DLL1 DLL3 DRAIC ESPN FAM13C FMOD FSTL5 G0S2 HES6 IGFALS IGSF1 KIF19 LFNG LNX1 MAB21L4 MFNG MUC5AC MYCL NLGN1 OXTR PCP4 PHACTR3 PIGW PLLP RASAL1 RASD1 RNF186 RPRM SARDH SCNN1A SMOC2 SNCAIP SPX SRGAP1 SULT2B1 TEX45 TOX3 USHBP1 HE_LIM_SUN_FETAL_LUNG_C1_PROXIMAL_BASAL_CELL https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/HE_LIM_SUN_FETAL_LUNG_C1_PROXIMAL_BASAL_CELL A1BG A4GALT ABI3BP ACKR3 ADAM28 ADGRF1 ADH7 ALOX15 ANXA1 BAALC BHLHE40 BOC C16orf74 CAMK1D CAPNS2 CD40 CD82 CDCP1 CDKN1A CFH CH25H CHST9 CLDN1 CLDN10 COL14A1 COL17A1 COL1A2 COL6A2 COL7A1 CSTA CX3CL1 CXCL1 CXCL6 CYP2S1 CYP2W1 CYP4X1 DAPL1 DCN DGKH DKK3 DLK1 DLK2 DMRT2 DST EDARADD EDN1 EHD2 EHF ELN EMP1 EMP3 EPAS1 EVA1C EYA1 EYA2 F3 FAM107A FAT2 FBXO32 FHL1 FHL2 FMO1 FOSL1 FRZB FXYD5 GADD45G GCLC GJB2 GLIS3 GNG11 GNG12 GPC3 GPNMB GRAMD2B HCAR2 HCAR3 HLA-B HS3ST1 HSPA2 IFI16 IFITM1 IGFBP3 IGFBP4 IL1RAP IL33 IRAG2 ISL1 ITGB4 KISS1 KLF2 KLK10 KLK11 KRT13 KRT14 KRT15 KRT5 LARP6 LGALS1 LGALS7 LGALS7B LGR6 LINC01644 LMO2 LPAR6 LRP4 LSP1 LTB4R2 LYPD6B MAFB MARVELD1 MEG3 MEIS1 MFAP4 MMP10 MUC20 MUC4 MYC NBL1 NDUFA4L2 NLRP1 NMRK1 NPPC NR4A2 NRG1 NRXN3 NTF3 NUPR1 NXPH4 OPTN OTX1 PAPSS2 PART1 PAX9 PCP4L1 PFKP PITX1 PKP1 PLAT PNCK PRNP PROM1 PRRG4 PSPH PTGES RAPGEF5 RARRES2 RASSF6 RETREG1 S100A2 SCNN1B SCNN1G SEMA3A SERPINB5 SERTAD4 SERTAD4-AS1 SFN SGK1 SH3BP1 SIX1 SLC15A2 SLC20A2 SLC2A9 SLITRK6 SLPI SNCA SOSTDC1 SOX15 SPARCL1 SPINK5 ST6GALNAC2 STEAP1 STING1 STXBP6 SULF2 SYNPO2 TFAP2A TFPI2 TGFB1 TGFBI TIMP1 TMPRSS4 TNFAIP8 TNFSF10 TNNT3 TP63 TP73 TPM2 TRIM29 TSHZ2 VCAN WNT10A WNT4 WNT6 HE_LIM_SUN_FETAL_LUNG_C1_PROXIMAL_SECRETORY_1_CELL https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/HE_LIM_SUN_FETAL_LUNG_C1_PROXIMAL_SECRETORY_1_CELL ACKR3 ADAM28 ADRA2A AGR3 ANKRD35 ANXA1 ARFGEF3 ATP2A3 ATP2C2 B3GALT5 BCL6 BRINP2 CA10 CAMK1D CAPN8 CAPS CCNO CEACAM6 CFH CH25H CHST9 CP CRYM CTSW CX3CL1 CXCL1 CXCL2 CXCL3 CXCL8 CYTL1 DPYSL3 EFHD1 EHF ELAPOR1 FAM3D FCGBP FNBP1 GALNT12 GK GRHL1 GSTA1 HCAR2 HPGD HS3ST1 IRAG2 ISL1 ITIH2 JAKMIP2 KDR KLK10 KLK11 KRT4 LCN2 LINC01645 LIPH LUZP2 LYPD6B MEG3 MET MLPH MT3 MUC15 MUC16 MUC20 MUC5B NDUFA4L2 NEGR1 NT5E NTM NXPH4 PLAAT4 PLAT PLEKHS1 PLPP2 RHOV RNF150 RUNX1 S100A9 S100P SCGB1A1 SCGB3A1 SCGN SCNN1A SERPINA1 SFTA1P SFTPA2 SIX1 SLC15A2 SLITRK6 SLPI SOD3 SPDEF SPINK5 ST6GALNAC1 ST8SIA4 STEAP4 SULT2B1 TFPI TIAM1 TIMP1 TMEM150C TMEM45A TNFSF10 TOX3 TSPAN1 VTCN1 WIPI1 WNK2 ZNF385B HE_LIM_SUN_FETAL_LUNG_C1_PROXIMAL_SECRETORY_2_CELL https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/HE_LIM_SUN_FETAL_LUNG_C1_PROXIMAL_SECRETORY_2_CELL ABCG1 ABO ACKR3 ACSL4 ADAM28 ADGRF1 ADORA2B ADRA2A AGR3 ALDH3B1 ALOX15 ALPL AMN ANG ANKRD35 ANXA1 AQP5 ARAP2 ARFGEF3 ARHGAP23 ARHGAP27 ARHGAP32 ARHGDIB ARHGEF38 ARSJ ATP12A ATP13A4 ATP2A3 ATP2C2 B3GALT5 B4GALT5 BCL6 BHLHE40 BICDL2 BIK BMPR1B BPIFB1 C3 C4orf19 CA10 CAMK1D CAPN8 CAPNS2 CAPS CCDC80 CCNO CD82 CDC42BPG CDKN1A CEACAM6 CFH CFLAR CH25H CHRM3 CHST9 CNGA1 CNTN1 CNTN3 COL6A2 COMTD1 CP CPAMD8 CRACR2A CREB3L1 CRYM CSTA CTSW CX3CL1 CXCL1 CXCL2 CXCL3 CXCL8 CYBRD1 CYP2F1 CYP2J2 CYTL1 DAPP1 DDI2 DEFB1 DEGS2 DGKH DLK1 DNAH5 DNAJA4 DOCK5 DOCK9 DPYSL3 DTX2 DUSP4 EBF4 EEIG2 EFHD1 EGR3 EHF ELAPOR1 EMP1 ENTPD5 EPAS1 EPS8L1 ERN2 FAM181A FAM3D FCGBP FKBP11 FNBP1 FXYD5 FYB2 GABRP GALNT12 GBP3 GGT6 GK GLIPR2 GLIS3 GRAMD2B GRHL1 GRHL3 GSTA1 HCAR2 HEY1 HLA-B HPGD HS3ST1 IFITM1 IKBKE IL1R1 IQGAP2 IRAG2 ISG20 ISL1 ITGB4 JAKMIP2 KCNK6 KDR KIAA1671 KLK10 KLK11 KLK13 KRT13 KRT15 KRT4 KRT5 KRT7 LCN2 LGALS9 LHFPL6 LIPH LMO3 LMTK3 LNX1 LRG1 LRIG1 LSP1 LUZP2 LYPD3 LYPD6B MAB21L4 MAFB MAP1B MB MCC MCTP2 MEG3 MEIS1 MET MFSD6 MLPH MPZL3 MT1E MT3 MUC15 MUC16 MUC20 MUC4 MUC5B MYB MYC NAMPT-AS1 NDUFA4L2 NEBL NECTIN4 NIBAN1 NPDC1 NPNT NR4A2 NRXN3 NTM NTN1 NUPR1 NXPH4 OPTN PAG1 PAPSS2 PAQR4 PAX1 PAX9 PER2 PHLDB3 PLAAT3 PLAAT4 PLAT PLEKHS1 PLLP PLPP2 PLXND1 POF1B PPM1L PROM1 PRRG4 PSCA PTGFR RAB27B RASL11A RGS10 RHOV RIMS1 RND3 RNF150 RUNX1 S100A2 S100A9 S100P SAMHD1 SCGB1A1 SCGB3A1 SCNN1A SEMA3A SEMA3D SERPINA1 SFN SFTA1P SFTPA2 SH2D3A SIX1 SLC15A2 SLC16A11 SLC1A5 SLC22A23 SLC30A1 SLC44A4 SLCO4C1 SLITRK6 SLPI SMIM22 SMIM31 SOD3 SOSTDC1 SOX21 SPDEF SPINK1 SPINK5 SPTBN2 SRGAP1 ST6GALNAC1 STEAP1 STEAP4 STING1 STXBP6 SULT2B1 SYBU SYTL2 TF TFAP2A TFPI TGM2 TIAM1 TIMP1 TLL1 TLR5 TM4SF1 TMC5 TMEM144 TMEM150C TMEM176A TMEM176B TMEM40 TMPRSS4 TNFAIP8 TNFRSF14 TNFSF10 TNNT3 TOX3 TPCN1 TRERF1 TRIM22 TRPM4 TSPAN1 TSPAN5 TSPAN8 UPK1B UPK2 VCAN VIPR1 VSIR VTCN1 WDR49 WIPI1 WNK2 WNT5A ZBTB7C ZNF750 HE_LIM_SUN_FETAL_LUNG_C1_PROXIMAL_SECRETORY_3_CELL https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/HE_LIM_SUN_FETAL_LUNG_C1_PROXIMAL_SECRETORY_3_CELL A4GALT ABO ADGRF1 AGR3 ALDH1A3 ALPL AMOT ANKRD18A ANKRD35 ANKS6 ANXA1 ARAP2 ARHGAP32 ASS1 ATP12A ATP13A4 B3GNT3 BBOF1 BHLHE40 BICDL2 BIK BORCS8 BSPRY BST1 C15orf48 C15orf62 C3 CAMK1D CAPNS2 CAPS CASC2 CASZ1 CCDC113 CCDC122 CCL20 CCNO CD82 CDKN1A CDR2L CEACAM6 CFH CFLAR CH25H CHST9 CKMT1B CLDN1 CLDN10 CLUH COG8 CPAMD8 CSTA CXCL1 CXCL6 CYP2F1 CYP2J2 DGKA DNAJA4 DUS1L EDN1 EHD2 EHF ENSG00000233223 EPAS1 EPB41L4B ERMP1 ETV3 EYA2 FAM3D FBLN2 FBN1 FUOM FUT2 FUT3 FXYD5 GABRP GLIPR2 GLIS3 GNA15 GRAMD2B GRHL1 GRHL3 GTPBP2 HCAR2 HCAR3 HEY2 HLA-B HS3ST1 HTATIP2 IFI6 IFITM1 IGFBP3 IGFBP4 IL32 ISG20 ITGB4 ITGB8 KCNK6 KDM7A KIAA1671 KIF26B KLHL5 KLK11 KRT15 KRT4 KRT5 KRT6B KRT7 KSR1 LCN2 LGALS9 LGR4 LINC01133 LIPH LMTK3 LOXL1-AS1 LPAR6 LRRC4 LSP1 LYN LYPD6B MAFB MAP3K6 MCM8 MEG3 MEG8 MESP1 MPZL3 MSLN MUC15 MUC16 MUC20 MUC4 MX1 MYB N4BP3 NDUFA4L2 NEBL NECTIN1 NPDC1 NUDT8 NUPR1 NXPH4 OPTN OSCP1 PAQR4 PART1 PAX9 PDE8A PFKP PGM2L1 PHLDB3 PITPNM1 PKP1 PLAAT3 PLAAT4 PLAC8 PLEKHG5 PLEKHM1 PRADC1 PRKCH PROM1 PRR15 PRRG4 PSMB10 RAI1 RGS10 RHOV RND3 S100A2 S100A9 S100P SAMHD1 SCGB1A1 SCGB3A1 SEMA3F SERPINB2 SEZ6L2 SFN SGPP2 SIX1 SLC15A2 SLC1A5 SLC31A1 SLC39A11 SLC44A4 SLCO3A1 SLCO4C1 SLFN5 SLPI SMIM31 SMIM5 SNTB1 SOD3 SPINK5 SPIRE2 SREBF1 ST6GALNAC1 STEAP4 STXBP6 SULT2B1 SYTL2 TBC1D30 TFAP2A TLR5 TM4SF1 TMEM184A TMEM40 TNFAIP2 TNFAIP8 TNFRSF14 TNFSF10 TNNT3 TONSL TRIM29 TRMT2B TSHZ2 TSPAN1 TSPAN5 UBD UPK1B VAMP5 VCAN VSIR VTCN1 WIPI1 XKRX HE_LIM_SUN_FETAL_LUNG_C1_PROXIMAL_SECRETORY_PROGENITORS_CELL https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/HE_LIM_SUN_FETAL_LUNG_C1_PROXIMAL_SECRETORY_PROGENITORS_CELL ABCA7 ADRA2A AGR3 ANXA1 ARFGEF3 ARHGEF38 ARSJ ASAP1 ATP2A3 BCL6 BHLHE40 BMPR1B BRINP2 CAMK1D CAPNS2 CAPS CCL2 CCNO CDH2 CDKN1A CEACAM6 CFH CHST9 CNTN1 COL16A1 COL6A2 COMTD1 CP CRIM1 CRYM CXCL1 CXCL2 CXCL8 CYBRD1 CYTL1 DGKH DPYSL3 DRAIC DUSP10 DUSP4 EHF ELAPOR1 EMP1 EPB41L4A FMO2 FNBP1 FOXO1 GK GLIPR2 GLIS3 GRHL1 HCAR2 HPGD HS3ST1 IFITM1 ISG20 ISL1 ITGA1 ITGB4 ITIH2 JAKMIP2 KCNE5 KDR KLK10 KLK11 KRT15 LHFPL6 LINC01503 LIPH LMO3 LMTK3 LNX1 LYPD6B MAFB MAGI2 MEG3 MEIS1 MLPH MUC15 MUC20 MUC5B MYC NDUFA4L2 NEBL NIBAN1 NPNT NR4A2 NTN1 NXPH4 OSR1 PAG1 PAPSS2 PAQR4 PAX9 PCDH7 PFKP PLAT PLPP2 PROM1 PRSS12 PWWP3B RHOV RND3 RUNX1 S100A2 S100P SAMHD1 SCGB3A1 SCUBE3 SERPINA1 SIX1 SLC44A4 SLITRK6 SLPI SOD3 SPDEF SPINK1 SPINK5 ST6GALNAC1 STEAP4 STING1 SULT2B1 TIMP1 TLL1 TLR5 TMEM150C TMEM40 TMPRSS4 TNFSF10 TRIM14 TSPAN1 VCAN WDR49 WIPI1 ZNF385B HE_LIM_SUN_FETAL_LUNG_C1_PULMONARY_NEUROENDOCRINE_CELL https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/HE_LIM_SUN_FETAL_LUNG_C1_PULMONARY_NEUROENDOCRINE_CELL A4GALT ADA ADAM28 ADCY1 ADCY2 ADGRG1 AMIGO2 ANK2 ANKH AP3B2 APLP1 ARFGEF3 ASCL1 ATP2A3 BAALC BCL2 BEX1 BEX5 BIK BMERB1 CA8 CACNA1A CACNA1H CACNA2D1 CACNB2 CADM2 CADPS CALCA CAMK1D CAMK2B CASZ1 CBFA2T3 CCDC28B CELF3 CFAP65 CHGA CHGB CHN2 CHRD CLIP3 COL22A1 CORO7 CPLX2 CRMP1 CXXC4 DACH1 DACH2 DCX DDC DEUP1 DLL3 DLL4 DNAJC12 DNER DPP10 DPYSL3 DRAIC DTNA DUSP26 EFHD2 ELAPOR1 ELAVL4 ENO2 ESPL1 ESPN FAM13C FGF14 FLT4 FREM1 FSTL5 GABRB3 GALNT13 GCH1 GDAP1 GFRA3 GNB5 GNG4 GPM6A GRIA2 GRIK2 GRP HEPACAM2 HES6 HOXB5 INA INHBB INSM1 IZUMO4 JAKMIP2 JAM3 KCNA4 KCND3 KCNH2 KCNH3 KCNH6 KCNJ6 KCNMA1 KIF19 KIF1A KLK11 KLK12 KRT7 KSR2 LHFPL6 LINC00261 LINC01315 LRATD1 LYPD1 LYSMD2 MAOB MAP1B MAP6 MAPK8IP1 MAPRE3 MARK1 MEG3 MGAT4C MIAT MMP11 MS4A8 MTMR7 NAAA NCALD NDUFA4L2 NEBL NEGR1 NEURL1 NKAIN2 NLRP1 NOL4 NPDC1 NPTX1 NPW NR0B2 NRSN1 NRXN1 NXPH4 OPTN OTULINL PCDH9 PCSK2 PDGFD PDZRN3 PGAM2 PHGR1 PKD2L1 PKIB PLPPR2 PNPLA7 PPP1R1A PROX1 PRUNE2 PSD PTPRN2 QPCT RAB3B RALYL RAPGEF4 RASA4B RASD1 REEP2 RET RETREG1 RGS11 RGS17 RGS4 RGS7 RHBDL1 RIC3 RIMKLA RIMS2 RINL ROBO1 RPRM RUNX1T1 SCAMP5 SCG2 SCG3 SCG5 SCGN SCN3A SCNN1A SEZ6L2 SIX1 SLC16A11 SLC18A1 SLC1A5 SLC35D3 SLC36A4 SLCO3A1 SLITRK6 SMIM22 SMIM32 SMOC2 SMPD3 SNAP25 SNCA SPHKAP SRGAP1 SRRM4 SST ST18 STMN3 STX1A SYBU SYP SYT1 SYT11 SYT13 SYT4 SYT5 TACC2 TAGLN3 TCEAL2 TCEAL7 TCERG1L TENT5A TEX45 TIMP1 TMEM176A TMEM176B TMEM178A TMEM184A TMEM51 TMOD2 TOX3 TPBG TRIM46 TRMT9B TTC39A TUBB3 USP41 VWA5B2 HE_LIM_SUN_FETAL_LUNG_C1_PULMONARY_NE_PRECURSOR_CELL https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/HE_LIM_SUN_FETAL_LUNG_C1_PULMONARY_NE_PRECURSOR_CELL A4GALT ABCA5 ADAM28 ADCY1 ADCY2 ADGRG1 AKT3 AMIGO2 ANK2 ANKH AP3B2 APLP1 ARFGEF3 ASB13 ASCL1 ASCL2 ASNS ATL1 ATP2A3 BAALC BAIAP3 BCL2 BIK BMERB1 BTBD17 CA8 CACNA1A CACNA1H CACNA2D1 CACNB2 CADM2 CADPS CALCA CAMK1D CAMK2B CASZ1 CBFA2T3 CCDC181 CCDC28B CDH2 CDKN2D CELF3 CEP126 CFAP65 CFC1 CFC1B CHGA CHGB CHN2 CHRD CLDN5 CLIP3 CNIH2 COL22A1 COMTD1 CPEB3 CPLX2 CRMP1 CXXC4 DACH1 DACH2 DCX DDC DENND4A DGKZ DLL3 DLL4 DMPK DNAJC12 DNER DOP1B DPP10 DPYSL3 DRAIC DST DUSP10 DUSP26 EFHD2 EGLN3 ELAPOR1 ELAVL4 ELOVL7 EPB41L4A ERC2 ESPL1 ESPN FAM13C FBXW7 FGF14 FNBP1 FREM1 FSTL5 GAB2 GABRB3 GALNT13 GCH1 GCNT1 GDAP1 GFRA3 GNB5 GNG4 GPC6 GPM6A GRIA2 GRP HEPACAM2 HES6 HOXB5 INA INHBB INPP1 INSM1 IQSEC1 IZUMO4 JAKMIP2 JAM3 KCNA4 KCND3 KCNH2 KCNH3 KCNH6 KCNIP3 KCNJ6 KCNMA1 KCNT2 KIF19 KIF1A KLK11 KLK12 KRT7 LFNG LHFPL6 LINC00261 LINC01315 LMBRD2 LRATD1 MAOB MAP1B MAP2 MAP6 MAPK8IP1 MAPRE3 MARK1 MCF2L MEG3 MFSD6 MGAT4C MIAT MIR200CHG MISP3 MS4A8 MTMR7 NAAA NAALADL1 NAV1 NBEA NCALD NCAM1 NDRG4 NDUFA4L2 NEBL NEGR1 NEURL1 NEURL1B NEUROD1 NLRP1 NOL4 NPDC1 NPTX1 NR0B2 NRCAM NRG1 NRXN1 NXPH4 OPTN OTULINL PCDH17 PCLO PCSK2 PDGFD PDZRN3 PGAM2 PHGR1 PKIB PLCB4 PLCL1 PLPPR2 PNPLA7 PPP1R1A PPP2R5B PROX1 PRUNE2 PSD PTPRN PTPRN2 QPCT RAB26 RAB30 RAB3B RAB6B RALYL RAP1GAP2 RAPGEF4 RASA4 RASA4B RASD1 RASSF6 RCOR2 RETREG1 REXO1 RGS11 RGS17 RGS4 RGS7 RHBDL1 RIC3 RIMBP2 RIMKLA RIMS2 RINL ROBO1 RPRM RTN1 RUNDC3A RUNX1T1 SCG2 SCG3 SCG5 SCGN SCN3A SCNN1A SERP2 SEZ6L2 SH3BP4 SIX1 SLC16A11 SLC18A1 SLC29A4 SLC35D3 SLC36A4 SLC6A8 SLCO3A1 SLIT1 SLITRK6 SMIM22 SMIM32 SMOC1 SMOC2 SMPD3 SNAP25 SOBP SOX21 SPECC1 SPTBN2 SRGAP1 SRRM4 SST ST18 ST8SIA3 STMN2 STMN3 STX1A SYP SYT1 SYT11 SYT13 SYT4 SYT5 SYT7 TACC2 TAGLN3 TAMALIN TBC1D24 TBX1 TCEAL2 TCEAL5 TCERG1L THSD4 TIGAR TIMP1 TMEM176A TMEM176B TMEM178A TMEM181 TMEM184A TMEM51 TMOD2 TMPRSS3 TNFRSF21 TOX TOX3 TPBG TRIM46 TRMT9B TTC39A TTLL7 TUBB3 USP20 USP41 VGF VWA5B2 WIPI1 WSB2 ZMAT3 HE_LIM_SUN_FETAL_LUNG_C1_SMG_BASAL_CELL https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/HE_LIM_SUN_FETAL_LUNG_C1_SMG_BASAL_CELL ABCA13 ABCG1 ABTB2 ACP5 ACTA2 ACTG2 ACVR1B ADAMTS18 ADAMTS2 ADCK1 ADM AEBP1 AK4 ANGPT2 ANO1 APOD ARSJ BCL2 BCL2A1 BDH1 BHLHE40 BIRC3 BOC C17orf49 C1QTNF1 C6orf141 CA12 CAVIN1 CCDC122 CCDC146 CCDC28B CCDC3 CCDC74A CCL2 CCL20 CD200 CD40 CD70 CD82 CDKAL1 CDKN1A CEP55 CFH CFLAR CHST15 CHST9 CLDN1 CLDN10 CNFN COL14A1 COL16A1 COL1A2 COL22A1 COL4A1 COL5A1 COL7A1 COL9A1 CPXM1 CRYBG1 CSPG4 CSTA CX3CL1 CXCL1 CXCL2 CXCL3 CXCR4 CYP4X1 CYTH1 DAPL1 DCLK1 DDIAS DDX60 DGKA DKK3 DLK1 DLK2 DLL3 DMRTA2 DSCC1 DST DUSP5 EDAR EFHD1 EGR3 EHF ELAPOR1 EMP3 EOGT ETV4 EVA1C EYA2 FABP7 FAM216A FAS FBLN2 FBXO32 FBXO6 FERMT1 FEZ1 FGF3 FGFR1 FHL2 FMNL3 FNBP1 FOXC1 FRMD4A FRZB FST FXYD5 FZD7 GABRG3 GABRP GAS6 GCLC GFRA1 GINS3 GLCE GNG12 GNG2 GPM6B GPX2 GXYLT2 GYPC HEY1 HLA-B HLA-DPB1 HPDL HPRT1 HS3ST1 HSPA4L HTRA1 IFI16 IFIH1 IFITM1 IGFBP3 IGFBP4 IL17RD IL27RA IL32 IQCJ-SCHIP1 ISL1 ISLR ITGA9 ITGB4 ITGB6 ITM2A ITPR2 KCNAB3 KCNMB4 KCNN4 KIAA0825 KIAA1549L KITLG KLF2 KLHL13 KLK10 KNL1 KREMEN2 KRT14 KRT15 KRT23 KRT5 LAMA1 LAMA4 LAMP5 LAYN LEF1 LGALS1 LGALS9 LGR6 LHFPL2 LHFPL6 LINC01315 LINC01503 LPAR6 LPGAT1 LPL LRP4 LSAMP LSP1 LTB LUZP1 LY75 MAMDC2 MAP1B MAP2 MARCHF3 MARK1 MARVELD1 MCAM MCC MCUB MEG3 MEIS1 MFAP4 MGP MIA MMP16 MOXD1 MPPED2 MT1E MTBP MX1 MYB MYC NAAA NAMPT-AS1 NAP1L5 NBL1 NCALD NDE1 NEDD4 NEFH NEIL3 NFATC1 NFE2L3 NGFR NID1 NLRP1 NPB NPDC1 NPL NPPC NRP2 NRTN NTN1 NTRK2 NTRK3 NUDT11 NUPR1 OCA2 ODF3B OPTN OSR1 PADI2 PAK3 PALLD PAPSS2 PAQR4 PART1 PAX9 PDE4B PDZRN3 PFKP PGAP1 PHLDA1 PHLDA3 PITX1 PKP1 PLAT PLAU PLPP2 PLXDC2 PMAIP1 PMP22 PPP1R14A PPP1R18 PRKAR2B PRLR PRNP PROM1 PSTPIP2 PTGER4 PTK2B PTPRE PTX3 QPCT RAB30 RAC2 RAPGEF5 RARB RASIP1 RASSF6 RBL1 RCBTB2 REEP2 RELL1 RELL2 RFLNA RFLNB RGS10 RIC3 RND1 ROBO1 ROBO2 ROPN1 S100A2 S100B SAA1 SCARB1 SCD SELENOM SEMA6A SEMA6D SEPTIN4 SERPINE2 SERTAD4 SEZ6L2 SFN SFRP1 SGK1 SH3BP1 SH3BP5 SHISA2 SIRPA SIX1 SLC16A1 SLC1A1 SLC35F3 SLC6A8 SLCO3A1 SLFN12 SLIT3 SMOC2 SNAI2 SNCA SOSTDC1 SOX10 SOX15 SPARCL1 SPEG SPHK1 SPRY4 SRGAP3 SSPN ST20-AS1 ST3GAL4 ST6GALNAC2 STK38L STMN3 STOM STOX1 STRA6 STXBP6 SULF1 SYNPO2 TCEAL2 TFAP2A TFAP2C TGFA THY1 TIAM1 TICAM1 TM4SF1 TMEM158 TMEM200A TNFAIP2 TNFAIP3 TNFAIP8 TNFRSF14 TNFRSF4 TNFSF10 TNS4 TP63 TPM2 TRAF3 TRIM14 TRIM29 TRMT12 TRNP1 TRPV4 TSHZ2 TSLP TSPAN2 TTC39C TUBB6 TYMP UACA UBAC1 UBD USP31 VCAM1 VCAN VSIR VWA2 WNT10A WNT10B ZHX2 ZNF490 ZNF565 HE_LIM_SUN_FETAL_LUNG_C1_SMG_CELL https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/HE_LIM_SUN_FETAL_LUNG_C1_SMG_CELL A1BG A2M AACS ABCA3 ABCB10 ABHD15 ABHD17B ABHD17C ABO ACP5 ACSL4 ADAD2 ADAM28 ADGRG1 ADIPOR2 ADM2 AEBP1 AEN AGAP5 AGFG2 AJM1 AK4 ALDH1A3 ANG ANGPT2 ANKRD35 ANKRD9 ANO1 ANPEP ANXA1 APOBEC3C AQP5 AQP5-AS1 AREG AREL1 ARHGAP27 ARHGAP31-AS1 ARHGDIB ARHGEF11 ARHGEF3 ARHGEF35 ARHGEF37 ARHGEF38 ARID5A ARRDC4 ARSJ ASB13 ASS1 ATG2A ATL1 ATL3 ATP12A ATP2A3 ATP6V1E2 AVPI1 AZGP1 B3GNT3 B3GNT5 BAIAP3 BAK1 BARX2 BBS5 BCAR3 BCDIN3D BCL2 BCL3 BEND7 BHLHE40 BICDL2 BIK BLM BMAL1 BOK BORCS6 BPGM BTBD6 C10orf143 C14orf93 C17orf49 C17orf58 C19orf73 C1orf115 C2CD4D C4orf19 C4orf47 C8orf58 C9orf152 CA8 CAB39L CALCRL CALML5 CAPN10 CAPS CARD6 CASC8 CASP4 CASZ1 CATSPERG CAVIN1 CAVIN3 CBFB CBLC CBR3 CBS CBX4 CCDC146 CCDC160 CCDC163 CCL20 CCL28 CCNO CCSAP CCT6B CD14 CD3E CD40 CD82 CD83 CDC42BPG CDC42EP2 CDCP1 CDKN1A CDR2 CEACAM6 CEP120 CFB CFD CFH CHAF1B CHFR CHRM1 CHRM3 CHRNA7 CHST9 CITED4 CKMT2-AS1 CLCF1 CLDN10 CLDN8 CLDND2 CLGN CLMN CLPB CLYBL CNFN CNGA1 CNNM4 CNTN4 COBL COG8 COL28A1 COL6A2 COMTD1 CP CPEB2 CRACR2A CRIM1 CRLF3 CRPPA CRYAB CRYBB2 CRYM CSK CSTA CX3CL1 CXCL1 CXCL2 CXCL3 CXCL6 CXCL8 CYB5R2 CYP2F1 CYP4V2 CYP4X1 CYTH3 DAGLB DCUN1D1 DEAF1 DEFB1 DENND1A DENND5A DEPTOR DGKA DGKH DHRS12 DHRS4L2 DNAJC28 DOCK9 DSC2 DST DTX2 DTX4 DUSP4 EDEM1 EFHD1 EHF EIF4EBP3 ELAPOR1 ELMO1 EMB EML5 ENDOG ENTPD2 ENTPD3-AS1 EPHX4 EPS8L1 ERAP2 ERCC6L2-AS1 ESYT2 ETV4 EVA1C EXTL3 EYA2 EZH1 F3 F8A1 FABP7 FAM229A FAM3D FAM83A FAM83E FAM83H FAN1 FAT2 FBLN2 FBXL8 FBXO27 FBXO32 FBXO6 FCGBP FCMR FGD5 FGFRL1 FGGY FHL2 FKBP11 FMO5 FMOD FNDC10 FOLH1 FOSL1 FOXC1 FOXO1 FOXQ1 FOXRED2 FRAT2 FRMD4A FRMD6 FRZB FUT2 FXYD5 FYCO1 GABBR1 GABRP GAL3ST4 GALNT12 GALNT6 GATM GBA1 GBP1 GCLM GDPD5 GFM1 GGT6 GHDC GHR GK GK5 GLIPR2 GLIS3 GLYATL2 GMPR GNA15 GNE GNG7 GPR137B GPR173 GRAMD2B GRHL1 GRTP1 GSTA1 GXYLT2 H2AC15 HAPLN3 HARBI1 HDHD5-AS1 HEY1 HEY2 HHAT HHLA3 HIVEP3 HLA-B HS3ST1 HSD17B2 HSD3B7 HSH2D HTRA1 IDH1-AS1 IFI16 IFNAR2 IGFBP3 IGFBP4 IKBKE IL17RC INHBA INHBB INSR IQCE IQCH IQCH-AS1 IQGAP2 IQSEC2 ISG20 ISL1 ITFG2-AS1 ITGB4 ITGB8 ITPKC ITPR2 ITPRIPL1 JDP2 KANK4 KAT2B KAZALD1 KCNK6 KCNMA1 KCNN4 KCTD14 KHDRBS3 KIAA1671 KIF13B KIF16B KLF11 KLF9 KLK10 KLK11 KRT14 KRT15 KRT23 KRT4 KRT6B KRT7 KRT86 LARS2 LCN2 LENG9 LGALS9 LGR4 LHFPL2 LINC00342 LINC00649 LINC00847 LINC00920 LINC00992 LINC01023 LINC01133 LINC01198 LINC01473 LINC01535 LINC01644 LINC01876 LINC01889 LINC02188 LIPE-AS1 LMBRD2 LNX1 LPAR6 LPCAT2 LPGAT1 LRATD1 LRIG1 LRRC1 LRRC26 LSP1 LTC4S LTF LURAP1L LYN LYPD3 LZTS3 MAFB MANSC1 MAP1B MARCHF2 MARCHF3 MCC MEG3 MEIS1 MESP1 METRN METTL7A MFSD6 MFSD6L MGAT2 MGP MHENCR MIA MIATNB MICALL1 MICALL2 MIF4GD MIR200CHG MIRLET7BHG MKRN2OS MLPH MLYCD MMAA MMP7 MOB3C MR1 MRAS MT1E MT3 MUC16 MUC20 MUC5B MYC MYO15B MYO18A MZF1-AS1 N4BP3 NACAD NALCN NBL1 NBPF3 NCALD NCK2 NEBL NECTIN1 NEIL1 NEURL3 NEURL4 NFATC1 NIPAL1 NIPAL2 NMNAT3 NMRK1 NOL3 NOP14-AS1 NOXO1 NPB NPDC1 NPEPL1 NPHP3 NPIPB11 NPM2 NPNT NQO1 NR2F2-AS1 NR4A2 NRAD1 NRBP2 NSMF NTN1 NTRK2 NUMBL NUPR1 OAF ODF3B ODF3L1 OGFRL1 OPLAH OPTN ORAI1 PACS1 PADI2 PALLD PALMD PART1 PAX1 PAX9 PCAT6 PCDHB16 PCSK6 PDE12 PDE4B PDF PDK3 PDLIM2 PDZK1IP1 PER2 PEX11G PF4V1 PFKP PHF7 PHF8 PHLDA1 PHLDA2 PHLDB3 PIK3CD-AS2 PIK3IP1 PIM2 PINK1 PIP PITPNA PITPNC1 PITPNM3 PITX1 PKN2-AS1 PKP1 PKP2 PLA2G6 PLA2R1 PLAAT3 PLAAT4 PLLP PLPP2 PLPPR2 PMEPA1 PNPLA7 PODXL POLR2J3 POU2F3 PPFIA3 PPFIBP2 PPM1H PPP1R1B PPP1R3F PPP5D1P PPT2 PRAP1 PRKAR2B PRKCH PROM1 PROSER2 PRR15 PRR4 PRSS21 PSME4 PSMG3-AS1 PTGER4 PTH2R PTPN18 PTPN23 PTPRE PTRH1 PXDC1 PYGL RAB27B RAB3D RAPGEF5 RASAL1 RASSF5 RASSF6 RBM14 RBM27 RBP7 RCAN1 RDH10 RDH13 REEP2 RENBP REPS2 RETREG1 RETSAT RGCC RGS10 RHBDL1 RHOV RIC3 RILPL2 RIN2 RINL RIPOR2 RNF144B RNF150 RNF152 RNF227 RORA RPS6KA4 RRAGD RRAS RRP36 RTN2 RTN4IP1 RTTN RUNX1 RUNX3 S100A2 S100B SAMHD1 SAYSD1 SBNO2 SCGB1A1 SCGB3A1 SDCBP2-AS1 SEC24A SECTM1 SELENOM SELENOV SERTAD4 SERTAD4-AS1 SEZ6L2 SFN SFRP1 SGPP2 SH2D3A SH3BP4 SH3BP5 SH3PXD2B SH3RF1 SHC2 SHLD2 SIX1 SIX2 SLC15A2 SLC1A5 SLC22A23 SLC25A10 SLC25A21 SLC25A25-AS1 SLC25A27 SLC25A42 SLC25A43 SLC2A9 SLC30A4 SLC33A1 SLC35A3 SLC35F6 SLC37A1 SLC39A8 SLC43A2 SLC43A3 SLC44A4 SLC45A4 SLC49A3 SLC4A11 SLC4A3 SLC5A1 SLC5A8 SLC66A2 SLC66A3 SLC9A1 SLC9A6 SLCO1A2 SLCO3A1 SLCO4C1 SLIT3 SLITRK6 SLPI SMIM22 SMIM31 SMPDL3A SNAPC4 SNX19 SOCS6 SOSTDC1 SOX10 SOX21 SOX21-AS1 SOX8 SPATA13 SPDEF SPHK1 SPIRE2 SPSB2 SQOR SRF SRGAP1 ST20 ST3GAL1 ST3GAL4 ST6GALNAC1 STARD5 STEAP1 STEAP2 STK10 STPG1 STXBP5 SULF2 SULT1A3 SULT2B1 SUSD6 SYBU SYCE1L SYT7 SYTL3 SZT2 TACC2 TAP2 TAPBPL TCEA3 TCN1 TENT5A TENT5B TEX261 TF TFAP2A TFAP2C TGFA TGM2 TGM5 THBS3 THSD4 TIGD2 TIMP1 TIRAP TM4SF1 TM4SF1-AS1 TMC5 TMCO3 TMCO4 TMEM131L TMEM139 TMEM238 TMEM241 TMEM40 TMEM63A TMEM71 TNFAIP2 TNFAIP8 TNFRSF14 TNFSF10 TNFSF12 TNFSF13 TNFSF13B TOX3 TPBG TRAK1 TRIM17 TRIM29 TRIM47 TRPS1 TSHZ2 TSLP TSPAN1 TSPAN5 TSPAN8 TTC9 TTYH1 TUBB6 TYMP UACA UBXN8 UNC5CL USP43 UTP20 VCAN VEGFB VEGFC VSIR VTCN1 WAC-AS1 WFDC1 WFIKKN1 WHRN WIPI1 WNK2 WNT5B ZBTB7C ZBTB8A ZC3H3 ZDHHC2 ZFPM1 ZG16B ZHX3 ZNF12 ZNF182 ZNF212 ZNF217 ZNF296 ZNF30 ZNF319 ZNF385C ZNF426-DT ZNF449 ZNF513 ZNF524 ZNF554 ZNF598 ZNF70 ZNF701 ZNF750 ZNF774 ZNF788P ZSWIM8 HE_LIM_SUN_FETAL_LUNG_C1_SQUAMOUS_CELL https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/HE_LIM_SUN_FETAL_LUNG_C1_SQUAMOUS_CELL A2ML1 ABCG1 ABLIM3 ABO ACHE ADGRF1 ALDH1A3 ALS2CL AMN ANKRD13A ANXA1 APOBEC3A APOBEC3B APOBEC3C APOD ARAP2 ARHGAP27 ARRDC4 ASS1 ATG9B B3GALT4 B3GNT3 B3GNT8 B4GALT1-AS1 BARX2 BATF BICDL2 BMAL2 BNIPL C15orf39 C15orf48 C15orf62 C6orf132 CAB39L CALML3 CAMK2N1 CAPNS2 CCDC69 CD68 CDC42EP5 CDKN1A CDKN2B CEACAM6 CERS3 CLDN1 CNGA1 COMTD1 CPPED1 CRYAB CRYBG2 CST6 CSTA CTSV CYSRT1 CYTOR DAPP1 DDB2 DEFB1 DENND2C DHX58 DOCK8 DUOX1 DUSP5 ECM1 EHD3 EHF EMP1 EPHX3 EPS8L1 EVA1C F3 FAM25A FAM3D FAM83A FBXO32 FDXR FNBP1 FOSL2 FRMD6 FUT3 FUT6 GAN GBP2 GBP3 GCNT3 GDPD3 GGT6 GNA15 GNG12 GNG4 GPR160 GPR87 GRAMD1C GRAMD2B GRHL1 H2BC4 H2BC5 H4C14 H4C8 HECA HMOX1 HPGD HSPB8 IER5 IFI16 IFI27 IFI6 IL10RB IL1RN IL34 IL36RN IQANK1 IRAG2 IRF5 ISG15 ITGB8 IVL KANSL1-AS1 KLC3 KRT13 KRT15 KRT16 KRT23 KRT4 KRT7 KRT78 KRT80 LCN2 LGALS9 LINC00278 LINC01269 LINC01816 LINC02303 LNCTAM34A LNX1 LRATD1 LYPD2 LYPD3 LYST MAB21L4 MAL MEIS1 MGLL MIR200CHG MIR4435-2HG MOSPD1 MPZL3 MT1E MUC15 MUC20 MUC21 MUC4 MX1 MYZAP NABP1 NCCRP1 NEBL NECTIN4 NMRK1 NR1D1 NRG4 OAS1 OAS2 ODF3B OPTN OSBPL3 PADI1 PAX9 PHLDA1 PHLDA2 PHLDA3 PIK3IP1 PITX1 PKP1 PLAAT4 PLAC8 PLB1 PLD1 PLEKHF1 PLEKHG6 PRDM1 PRRG4 PRSS27 PSCA PTK6 PYGL RAB27B RARB RDH13 RECQL5 RHCG RHOV RNASEL RND3 RNF223 RNF39 RRAGD RUNX2 S100A4 S100A9 S100P SAMD9 SAMHD1 SBF2-AS1 SCEL SCNN1A SDCBP2 SERPINB2 SERPINB5 SERPINB7 SFN SKAP2 SLC15A2 SLC45A4 SLPI SMIM22 SMIM5 SMPDL3A SNX8 SP6 SPINK5 SPNS2 SPRR2A SPRR3 SRD5A3 SRGAP1 SRPX2 ST6GALNAC1 SYTL2 TCP11L2 TGFA TICAM1 TINCR TM4SF1 TMEM117 TMEM127 TMEM184A TMEM40 TMPRSS11B TMPRSS11E TMPRSS4 TNFRSF14 TNFSF10 TP53INP2 TPCN1 TRIM16 TRIM29 TSPAN1 TTC9 TUFT1 TYMP UACA UPK1B USP6NL VGLL1 VLDLR VSIR ZFY-AS1 ZFYVE1 ZNF185 ZNF524 ZNF554 ZNF57 ZNF750 ZNFX1 ZSWIM4 HE_LIM_SUN_FETAL_LUNG_C2_ADC_1_CELL https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/HE_LIM_SUN_FETAL_LUNG_C2_ADC_1_CELL A1BG ABCC4 ACHE ADAM19 ADORA2A ALCAM ANKRD33B ANKRD55 ANTXR2 AOC1 APOBEC3H ARHGAP10 ARHGAP22 ARL17B ATP6V0A2 ATP8A1 AUTS2 BCL2L11 BCL2L14 BIRC3 BTN2A2 C17orf49 C3orf14 CASP7 CASTOR1 CCDC28B CCDC81 CCL19 CCL22 CCR7 CD1E CD200 CD274 CD40 CD80 CEP135 CHD3 CHST7 CKB CLIC2 COMTD1 CXCL10 CXCL9 CYB5A DAAM1 DCAF6 DHX58 DLGAP4 DSG2 DUSP4 DUSP5 EBI3 EDARADD ENO3 ENOX1 EPSTI1 ETV3 ETV3L FAS FBXO27 FLT3 FOXD4L3 FOXD4L4 GADD45A GBP1 GBP4 GCSAM GNG11 GPR137B GPR157 H6PD HDHD3 HLA-DOB HLA-DQB2 HLA-F HMSD HOPX ICAM4 ICOSLG IDO1 IGKC IL15 IL32 IL4I1 IL7R IRF4 ISG20 JAG1 LAD1 LAMP3 LIMCH1 LINC01588 LINC01857 LRRC61 LRRFIP2 LUZP1 LY75 LZTFL1 MACROH2A2 MAP1LC3A MAP3K14 MAP4 MGLL MIR155HG MMD MMP2-AS1 MREG MYO1C NCCRP1 NDE1 NECTIN2 NET1 NIBAN1 NMRK1 NRP2 NUAK2 P2RY10 P2RY8 PHLDA2 PLAAT3 PLEKHG1 PLXNC1 POGLUT1 POLD1 PPP1R16B PSD3 PSEN2 RAB30 RAB5B RASGRF1 RASGRP3 RFTN1 RHOF RNF19B SAMD9L SBNO2 SLC22A23 SLC44A1 SLCO5A1 SNN SNX11 SOCS1 SPIB TBC1D4 TBC1D8 TFPI2 THAP2 TMCC3 TMEM176A TMEM176B TNFRSF8 TNIP2 TRABD2A TRADD TRAF1 TRAF5 TRAFD1 TREML1 TRIP10 TSPAN13 TSPAN15 TSPAN33 TUBB6 TVP23A UBD VAC14 WNT5B ZC3H7B ZEB1 ZNF296 ZNF366 ZNF608 HE_LIM_SUN_FETAL_LUNG_C2_ADC_2_CELL https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/HE_LIM_SUN_FETAL_LUNG_C2_ADC_2_CELL ADAM8 ALCAM APOL3 ARHGAP10 ARHGAP22 ARHGAP31 BIRC3 C15orf48 C17orf80 CCDC28B CCL17 CCL19 CCL22 CCR7 CD1C CD1E CD207 CD274 CD40 CD58 CD80 CDC42EP1 CHST7 CREB3 CST7 CXCL10 CXCL9 DNASE1L3 DUSP5 EBI3 EGLN2 EPHB3 ETV3 ETV3L GADD45A GBP1 GBP2 GBP3 GBP4 GMPPB GPR132 GPR137B GTDC1 HES4 HIVEP1 HIVEP2 HLA-DOB HLA-DQB2 HLA-F HYOU1 IDO1 IL2RG IL4I1 IL7R ISG20 LAMP3 MAP3K14 MCOLN2 MIR155HG MROCKI MT2A NAA30 NECTIN2 NET1 NIBAN1 NPIPA1 NR6A1 ORAI2 PARM1 PLA1A POGLUT1 PPAT PTPRK PXDC1 RFTN1 RNF144B SAMD9L SDC2 SGTB SH2B2 SLC25A25 SLC38A1 SLC9A1 SNN ST20 ST3GAL2 STARD10 TCHH TIFAB TMEM156 TNFRSF18 TNIP2 TRAF1 TRAF2 TRIP10 TUBB6 TVP23A UAP1 USP12 VCAM1 VMO1 ZBTB46 ZEB1 HE_LIM_SUN_FETAL_LUNG_C2_APOE_POS_M1_MACROPHAGE_CELL https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/HE_LIM_SUN_FETAL_LUNG_C2_APOE_POS_M1_MACROPHAGE_CELL ADAMDEC1 APOC1 APOE CASK CETP ENPP2 HBA1 MMP9 NR1H3 PLA2G2D PLA2G7 PTGDS RARRES2 TIMD4 UBD HE_LIM_SUN_FETAL_LUNG_C2_APOE_POS_M2_MACROPHAGE_CELL https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/HE_LIM_SUN_FETAL_LUNG_C2_APOE_POS_M2_MACROPHAGE_CELL A1BG ABCC3 ABCC5 ABCG1 ABITRAM ACADS ACBD5 ACOT13 ACOT2 ACOX1 ACP2 ACP5 ACVRL1 ADAM9 ADCK2 ADORA3 AGAP3 ALKBH4 AMDHD2 ANKH ANKRD9 ANPEP AP1AR AP5B1 AP5S1 APOC1 APOE APOL1 APOL6 APPL2 ARHGAP10 ARHGAP21 ATP13A2 B3GALT4 BACE2 BAP1 BCAM BCAP29 BCAR3 BCL2L1 BOLA3 BRD1 BRF2 BSCL2 C11orf54 C11orf96 C11orf98 C12orf4 C15orf48 C17orf80 C1orf122 C1orf54 C2 C6orf120 CADM1 CALU CARM1 CASP10 CBFB CCDC106 CCDC117 CCND1 CCZ1B CD151 CD209 CD276 CD38 CD40 CD58 CD59 CD5L CD72 CD82 CD9 CDCP1 CDK18 CEACAM21 CENATAC CENPB CEP41 CERS4 CETP CHCHD6 CHST10 CLIC2 CMKLR1 CMPK2 COPRS COPS8 CPNE2 CREB3 CREB3L2 CTSF CUEDC1 CUL9 CXCL12 CXCL3 CYP27A1 CYSTM1 DAPK1 DARS2 DCHS1 DDX60L DENND11 DENND2D DENND4C DERL1 DEXI DHODH DHRS7B DHX35 DHX58 DNAJC30 DNASE1L1 DNASE2 DNMT3A DPH6 DPY19L3 DST DTX3L DUS4L DYSF EBI3 EDC3 EEF2KMT EEIG2 EEPD1 EIF2AK2 ELL2 EMP1 ENPP2 EPAS1 EPB41L2 EPHX1 EPSTI1 ERRFI1 ETV5 EXT2 FABP3 FAM114A1 FAM120B FAM20C FAM78A FARP1 FBP1 FBXW2 FCGBP FCGR3A FCGR3B FECH FEZ1 FLVCR2 FMNL2 FNDC3B FPR3 FXYD6 GAL3ST4 GALK2 GALM GAS2L1 GAS2L3 GBA1 GBP1 GBP2 GCN1 GFER GFM2 GFRA2 GIMAP6 GNA12 GPNMB GPR137B GPR89A GPX3 GRAMD4 GRK3 GSAP H4C16 HAGHL HECTD3 HERC5 HIF1AN HIVEP3 HK3 HLA-F HMGXB3 HPSE HS1BP3 HSD17B14 HSD3B7 HYAL2 ICMT ID1 IER3IP1 IFI27 IFI44 IFI44L IFI6 IFIH1 IFIT1 IFIT2 IFIT3 IFT74 IGF2R IGSF21 IKBKE IL10 IL18 IL4I1 INF2 INTS5 IQSEC2 ITGA9 ITSN1 JKAMP KCMF1 KCNJ5 KCNMA1 KCTD7 KIAA1217 KIFC3 KLHDC8B LACC1 LDAH LGALS3BP LHFPL2 LINC01645 LINC03070 LMNA LONP1 LPCAT3 LRRC28 LRRK1 LXN LYSET LZTFL1 LZTR1 MAGEH1 MAIP1 MCM4 ME1 MED31 MERTK METTL13 MFAP1 MFHAS1 MFSD12 MFSD5 MGLL MITF MLLT1 MMD MMP19 MMP2-AS1 MORN2 MRPL1 MSR1 MSTO1 MX1 MYO1E MYO7A MYO9A NAB2 NAGLU NCEH1 NDST2 NECTIN2 NFAM1 NFE2L3 NIBAN2 NMRK1 NOL9 NPDC1 NR1H3 NRP2 NTMT1 NUAK1 NUPR1 OAS2 OAS3 OGFOD2 OPTN OTOA PALLD PANK3 PAPSS1 PAPSS2 PARP12 PATL2 PCBD2 PCK2 PCYT2 PDE6G PDGFC PDHX PDLIM7 PDZD11 PELATON PFKP PGM2L1 PGM3 PGPEP1 PHACTR2 PHYH PICK1 PIP5K1C PLA2G15 PLA2G7 PLBD2 PLD1 PLEC PLEKHM2 PLOD3 PLVAP PLXNA1 PNPO POLR3A PPARG PPFIBP2 PPIC PPME1 PRADC1 PRXL2A PWP2 PYROXD1 RAB35 RAB3GAP2 RAB42 RAB7B RALGDS RARRES1 RASGRP3 RCAN1 RCL1 RHOBTB1 RIDA RIGI RMDN3 RMND5B RNF14 RNF217 RNF26 RNLS RPP25 RRAGD S1PR1 SACS SAMD9L SASH1 SCD SCN1B SDC2 SDC3 SDSL SELENBP1 SENP5 SERINC2 SERPING1 SETBP1 SGPL1 SGSH SGTB SH3PXD2A SH3YL1 SIGLEC1 SIGLEC11 SIGLEC7 SIGLEC9 SIKE1 SIL1 SLC11A2 SLC1A3 SLC22A18 SLC26A11 SLC29A3 SLC35A2 SLC35A4 SLC35F6 SLC36A1 SLC37A2 SLC38A6 SLC38A7 SLC39A11 SLC44A2 SLC46A1 SLC48A1 SLC7A8 SLFN5 SMPD1 SMPDL3A SMUG1 SMYD3 SNTB2 SNX24 SOCS6 SPECC1L SPIC SPP1 SPRING1 SQOR SREBF1 STARD8 STK11IP STOM SUCNR1 SULT1A2 SULT1A4 TANC2 TCEAL3 TCN2 TCTN1 TDP2 TECPR2 TFPT TGFBRAP1 TGM2 TIMD4 TMEM138 TMEM140 TMEM176A TMEM176B TMEM203 TMEM220 TMEM37 TMEM9 TMEM94 TMIGD3 TNFRSF21 TNFSF12 TNS1 TNS3 TOR1B TOR4A TP53I3 TPCN2 TPD52 TREM2 TRIM14 TRIM47 TRMT61B TSC1 TSPAN15 TTC27 TTC38 TTLL4 TWF1 UACA UBA5 UBA6-DT UBASH3B UCKL1 UPP1 USP40 VAMP5 VAT1 VCAM1 VEGFB VMO1 VPS37C VPS54 WDR55 WDR81 XAF1 ZBTB24 ZER1 ZFYVE21 ZMAT5 ZNF134 ZNF26 ZNF260 ZNF480 ZNF585A ZNF654 ZNF669 ZNF76 ZXDC HE_LIM_SUN_FETAL_LUNG_C2_BASOPHIL_CELL https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/HE_LIM_SUN_FETAL_LUNG_C2_BASOPHIL_CELL ADAM19 ADAM8 ADGRG3 AKAP12 ALS2 ANKRD28 APOBEC3A ATP10D ATP2A3 BCL9L C10orf82 C16orf54 CA8 CCHCR1 CCNA1 CCR3 CD244 CD69 CD9 CLC CPA3 CR1 CSF1 CSF2RB CXCR1 EIF2AK3 EIF4E3 ELL2 ELP1 ENTPD7 EPC2 ETS1 FAM117A FGFR1 FRY GATA1 GATA2 GCSAML HCAR3 HDC HELB HK3 HPGD HS6ST1 HYPK IFITM1 IKZF2 IL1RL1 IL32 IL4 IL5RA ITGA2B JAZF1 KIF13A KIF21B KLF5 LAT LAX1 LFNG LIMK2 LINC00324 MCTP2 MHENCR MIR222HG MMP25 MS4A3 MXD3 MYB NLRC3 NMT2 NOTCH1 OLIG1 ORMDL3 OXER1 PABIR3 PADI4 PBXIP1 PDE3B PHLDA2 PIGA PIM1 PKP2 PRSS57 RAB27A RAB37 RAB3D RAB44 RCAN3 REXO5 RFLNB RGL4 RHEX S100P SERPINB2 SH3BP5L SLC18A2 SLC45A3 SPTBN1 STAP1 TEC TESPA1 TEX30 TMEM154 TNIK TOP1MT TRAF3IP2 TTC39B TTN UBA6-DT VSTM1 WIPI1 ZNF429 ZNF683 HE_LIM_SUN_FETAL_LUNG_C2_CXCL9_POS_MACROPHAGE_CELL https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/HE_LIM_SUN_FETAL_LUNG_C2_CXCL9_POS_MACROPHAGE_CELL ACSL1 ANKRD22 APOBEC3A APOL2 APOL3 APOL6 ARAP2 BATF BIRC3 C15orf48 C21orf91 CAMK2D CASP5 CCL19 CCL8 CD274 CD38 CD40 CD80 CLEC4E CUL1 CXCL10 CXCL11 CXCL9 DNAJC14 DRAM1 DTX3L EBI3 EPSTI1 ETV7 FAM241A FAS FBXO6 FCGR1BP FFAR2 FNDC3B GBP1 GBP2 GBP3 GBP4 GBP5 GCH1 GGT5 GPR84 HAPLN3 HCAR3 HIVEP2 HIVEP3 HLA-F IDO1 IFI35 IFI6 IFIH1 IFIT2 IFIT3 IFITM1 IKBKE IL15 IL15RA IL1RN IL27 IL32 IL4I1 IRF9 ISG20 JMJD4 KSR1 LAMP3 LGALS3BP LIMK2 LINC00937 LINC01678 METTL1 MIR503HG MT2A MX1 NBN NECTIN2 NFE2L3 NLRC5 OAS2 OAS3 OASL P2RX7 P2RY14 PARP12 PARP9 PATL2 PIM1 PLAAT4 PRR5L PTGIR RAPGEF2 RNF19B SAMD9L SECTM1 SERPINB9 SERPING1 SGTB SLAMF7 SLAMF8 SLC2A6 SLC31A2 SOCS1 SRC STAMBPL1 STAT1 STEAP4 TAP1 TAP2 TBC1D2B TIFA TIFAB TMEM140 TNFRSF4 TRAF1 TRAF3 TRAFD1 TRIM69 USP12 UST VAMP5 VCAM1 VPS9D1 XAF1 XKR8 HE_LIM_SUN_FETAL_LUNG_C2_CYCLING_DC_CELL https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/HE_LIM_SUN_FETAL_LUNG_C2_CYCLING_DC_CELL AAAS AARS1 AARS2 AASDH ABCB7 ABCB8 ACAA2 ACAD9 ACAP1 ACAT1 ACAT2 ACBD6 ACD ACOT2 ACOT7 ACOX3 ACP3 ACSF2 ACTL6A ACTR1B ACTR6 ACYP1 ADAM15 ADAP1 ADGRG5 ADK AGA AGGF1 AGK AGPS AHI1 AIFM1 AK6 AKIP1 ALCAM ALDH16A1 ALDH18A1 ALDH7A1 ALG1 ALG5 ALG8 ALMS1 ALYREF ANAPC10 ANAPC15 ANAPC2 ANAPC7 ANKRD26 ANKRD28 ANKRD36 ANKRD36B ANKRD39 ANKRD54 ANLN AP1G2 AP4M1 APEX2 APOBEC3B APOO AREG ARHGAP11A ARHGAP33 ARHGEF39 ARL13B ARL3 ARL4D ARL6IP6 ARMC10 ARMC6 ASF1A ASF1B ASH2L ASPM ASRGL1 ASTE1 ASXL1 ATAD2 ATAD3A ATAD3B ATAD5 ATF1 ATIC ATL2 ATP23 ATP6V0E2 ATPAF1 ATRIP AUNIP AURKA AURKB AUTS2 B3GNTL1 B4GALT4 BABAM2 BAG2 BANK1 BARD1 BBS7 BCAT2 BCKDHA BCL2 BCL2L12 BCL7A BCL7C BDH1 BEND5 BIRC5 BLM BNIP1 BOLA1 BOLA3 BOP1 BORA BRCA1 BRCA2 BRCC3 BRD7 BRD8 BRF2 BRI3BP BRIX1 BRPF1 BSCL2 BTG3 BUB1 BUB1B BUD13 C11orf24 C11orf98 C12orf29 C12orf43 C12orf75 C15orf61 C17orf49 C19orf48P C1orf109 C1orf112 C1orf122 C1orf131 C1orf174 C1orf35 C21orf58 C2orf69 C3orf14 C4orf33 C4orf46 C6orf136 C8orf76 C9orf40 CALHM2 CARHSP1 CASP6 CASP8AP2 CBFB CBX5 CC2D1A CCDC14 CCDC167 CCDC18 CCDC25 CCDC28B CCDC34 CCDC51 CCDC86 CCHCR1 CCNA2 CCNB1 CCNB1IP1 CCNB2 CCNE2 CCNF CCNK CCNQ CCP110 CCR2 CCSAP CD101 CD1C CD1E CD2 CD2BP2 CD69 CD7 CD79B CDC20 CDC23 CDC25B CDC25C CDC26 CDC27 CDC45 CDC6 CDC7 CDCA2 CDCA3 CDCA4 CDCA5 CDCA7 CDCA7L CDCA8 CDK1 CDK10 CDK16 CDK2 CDK5 CDK5RAP1 CDK5RAP2 CDKAL1 CDKN2AIP CDKN2AIPNL CDKN2D CDKN3 CDT1 CENPA CENPC CENPE CENPF CENPH CENPJ CENPK CENPL CENPM CENPN CENPO CENPP CENPQ CENPU CENPW CEP128 CEP131 CEP135 CEP152 CEP192 CEP20 CEP295 CEP41 CEP43 CEP55 CEP57L1 CEP78 CEP83 CEP85 CES1 CETN2 CETN3 CFAP119 CFAP20 CFAP298 CHAC2 CHAF1A CHAF1B CHCHD4 CHD1L CHEK1 CHEK2 CHMP7 CHRAC1 CHRFAM7A CHST14 CHST2 CHTF18 CIAO3 CIAPIN1 CIDEB CIP2A CISD1 CIT CKAP2 CKAP2L CKAP5 CKS1B CLEC11A CLECL1P CLK2 CLN6 CLPB CLSPN CMPK2 CMSS1 CNOT10 CNOT11 CNOT9 CNTLN COASY COL9A2 COPG2 COPRS COPS7B COPS8 COQ2 COQ4 COQ5 COQ7 COQ9 CPOX CPSF3 CPSF4 CRAT CRELD2 CRYBG1 CSE1L CSTF1 CSTF2 CSTF3 CTNNAL1 CTPS1 CTSW CTU2 CUL2 CUL3 CUTC CWC27 CXXC1 CYB561D2 CYB5A CYB5B CYBRD1 CYP51A1 CYREN DARS2 DBF4 DCAF15 DCAKD DCPS DCTPP1 DDA1 DDB2 DDX11 DDX49 DDX50 DDX55 DDX56 DEPDC1 DEPDC1B DERA DERL3 DHFR DHRS13 DHRS4L2 DHTKD1 DIAPH3 DKC1 DLAT DLD DLEU2 DLGAP5 DLST DMAC2 DNA2 DNAJA3 DNAJC21 DNAJC9 DOHH DONSON DPH2 DPH7 DPM1 DSCC1 DSN1 DTL DTYMK DUSP12 DVL2 DYNC2I2 E2F1 E2F2 E2F7 E2F8 EAF2 EBNA1BP2 EBP ECHDC2 ECI1 ECSIT ECT2 EDC4 EED EEF1AKMT1 EEF1AKMT2 EEF1E1 EFCAB11 EFL1 EFNA4 EFNB1 EGLN2 EHBP1 EIF1AD EIF2B3 EIPR1 ELF4 ELK1 ELP6 EMC9 EMSY ENHO ENOPH1 ENOSF1 EPB41 EPB41L2 ERAL1 ERCC4 ERG28 ERGIC2 ERI3 ERVK3-1 ESCO2 ESPL1 ESYT2 EXOSC1 EXOSC10 EXOSC2 EXOSC3 EXOSC6 EXOSC7 EXOSC8 EXOSC9 EZH2 F8A1 FADD FADS1 FADS2 FAF1 FAHD2A FAM104B FAM111A FAM111B FAM72A FAM72B FAM72C FAM72D FAM76B FAM83D FANCA FANCB FANCD2 FANCG FANCI FANCL FANCM FARSB FBLN1 FBLN2 FBXO22 FBXO4 FBXO5 FCER1A FEN1 FH FIGNL1 FILIP1L FLT3 FN3KRP FOXM1 FOXRED1 FPGS FTSJ1 FUNDC1 FZD2 FZR1 G2E3 GALM GALNT3 GAPT GAR1 GART GAS2L3 GATB GATD1 GCDH GCHFR GCSH GEMIN2 GEMIN4 GEMIN5 GEMIN6 GEN1 GFER GGH GINS1 GINS2 GINS3 GINS4 GLMN GLRX2 GLRX5 GLT8D1 GMDS GMEB1 GMNN GMPPA GMPPB GMPS GNB5 GNL2 GOLPH3L GON7 GOT1 GOT2 GPALPP1 GPATCH4 GPN1 GPN2 GPS2 GPSM2 GPX7 GRK6 GSS GSTM1 GSTZ1 GTF2E2 GTF2F2 GTF2H2 GTF2H2C GTF3C5 GTPBP3 GTPBP4 GTPBP6 GTPBP8 GTSE1 GXYLT1 H1-5 H2AC11 H2AC12 H2AC13 H2AC14 H2AC16 H2AC17 H2AC20 H2AC21 H2AC4 H2AC8 H2AX H2BC11 H2BC15 H2BC18 H2BC4 H2BC7 H2BC9 H3C10 H3C14 H3C15 H3C2 H3C3 H3C7 H3C8 H4C4 H4C6 HAAO HACD1 HACD3 HARS1 HARS2 HAT1 HAUS1 HAUS2 HAUS3 HAUS5 HAUS6 HAUS8 HBS1L HCCS HDAC3 HDDC3 HDGFL2 HDGFL3 HEATR6 HELLS HENMT1 HGH1 HILPDA HIRIP3 HJURP HLTF HMBS HMCES HMGB3 HMGN4 HMGXB4 HMMR HMOX2 HNRNPLL HPF1 HPS6 HRAS HROB HSPA13 HSPBP1 HTRA2 HYI HYLS1 IARS1 ICMT IDH3A IER3IP1 IFI27L1 IFRD2 IFT22 IFT52 IFT57 IGF2BP1 IGFBP7 IL18 ILVBL IMMP1L IMMP2L IMPA2 INAFM1 INCENP ING2 ING3 INIP INSR INTS10 INTS13 INTS14 INTS7 INTS9 IPO13 IPO5 IPO9 IQCB1 IRF4 ISG20L2 ISOC1 ISOC2 ISY1 ITGB3BP ITGB7 JADE1 JMJD8 JPT2 KANSL2 KATNA1 KCNE5 KCNMB1 KCTD17 KDM1A KEAP1 KIAA1586 KIF11 KIF14 KIF15 KIF17 KIF18A KIF18B KIF20A KIF20B KIF22 KIF23 KIF2C KIF4A KIFC1 KLHDC4 KLHL22 KLHL7 KMO KMT5C KNL1 KNSTRN KNTC1 KRI1 KRR1 LAPTM4B LAS1L LEO1 LETM1 LIG1 LILRA1 LIN52 LIN54 LINC01150 LLPH LMNB1 LMNB2 LRR1 LRRC14 LRRC23 LRRC40 LRRC42 LRRC45 LRRC47 LRRCC1 LTV1 LYAR MACROD1 MACROH2A2 MAD2L1 MAD2L1BP MAGEF1 MAGOHB MAIP1 MAK16 MALSU1 MAP2K5 MAP3K20 MAP4K1 MAP7D3 MARS1 MARVELD1 MASTL MATK MBIP MBOAT2 MCAT MCCC1 MCM10 MCM2 MCM3 MCM4 MCM6 MCM7 MCM8 MCOLN2 MCRS1 MDC1 MDFIC MDM1 MED20 MED21 MED30 MELK METAP1 METTL1 METTL17 METTL4 MFSD5 MGAT2 MGME1 MICB MIR4435-2HG MIS12 MIS18A MIX23 MKI67 MKRN2 MKS1 MLH1 MLST8 MMAB MMS19 MMS22L MMUT MNAT1 MND1 MOB3B MOCS2 MPHOSPH9 MRE11 MRGBP MRM2 MRM3 MRPL2 MRPL38 MRPL39 MRPL42 MRPL46 MRPL48 MRPL58 MRPS10 MRPS11 MRPS14 MRPS18A MRPS2 MRPS22 MRPS27 MRPS28 MRPS31 MRPS9 MRRF MRTO4 MSH2 MSH3 MSH6 MSLN MTA1 MTA2 MTA3 MTERF3 MTFP1 MTFR2 MTHFD1 MTRFR MUTYH MXD3 MYBL2 MYCBP MYL6B MYO19 MZF1-AS1 MZT1 N4BP2 NAA15 NAA40 NAA50 NABP2 NAE1 NAPSA NCAPD2 NCAPD3 NCAPG NCAPG2 NCAPH NCAPH2 NCBP1 NCKIPSD NDC1 NDC80 NDUFA9 NDUFAF6 NDUFC2 NDUFS1 NEDD1 NEFH NEIL3 NEK2 NELFCD NEMP1 NEMP2 NET1 NFYB NIBAN1 NIF3L1 NIP7 NIT2 NKG7 NMB NME1 NNT NNT-AS1 NOA1 NOC2L NOC4L NOL10 NOL11 NPM3 NPRL2 NR2C2AP NREP NRGN NRM NSD2 NSMCE2 NSMCE4A NT5C3A NT5DC2 NTAQ1 NTHL1 NTMT1 NUCB2 NUDCD1 NUDT15 NUDT2 NUDT8 NUF2 NUFIP1 NUP107 NUP133 NUP153 NUP155 NUP188 NUP205 NUP210 NUP37 NUP50 NUP54 NUP85 NUP88 NUP93 NUSAP1 NVL NXT2 ODF2 OGFOD1 OGFOD3 OGG1 OIP5 OPN3 ORC1 ORC2 ORC3 ORC6 OXCT1 PAAF1 PABIR2 PABPC1L PAF1 PAFAH1B3 PAGR1 PAICS PAIP1 PAK1IP1 PAK4 PAM16 PAQR4 PARP2 PARPBP PAXBP1 PBX3 PCBD2 PCGF6 PCID2 PCIF1 PCK2 PCLAF PCNA PCNT PCYT2 PDCD7 PDE12 PDE4D PDE7A PDF PDLIM1 PDRG1 PDS5B PDSS1 PDSS2 PDZD11 PELP1 PEX19 PEX3 PFKP PGAP2 PGM1 PGM2 PGP PGRMC1 PHAX PHETA2 PHF19 PHGDH PHTF1 PI4K2B PIDD1 PIGF PIGU PIGX PIMREG PITPNA-AS1 PKIB PKIG PKMYT1 PKP4 PLAA PLGRKT PLK1 PLK4 PLRG1 PM20D2 PMM1 PMS1 PMS2 PNO1 PNPT1 POC1A POC5 POLA1 POLA2 POLD1 POLD2 POLD3 POLE POLE2 POLQ POLR1E POLR1G POLR2C POLR2D POLR3A POLR3K POMZP3 POP4 POP7 PPAT PPIE PPIL1 PPM1D PPP1R14A PPP1R14B PPP1R8 PPP2R1B PPP2R5D PPP5C PRADC1 PRC1 PREB PRELID2 PRELID3B PRIM1 PRIM2 PRIMPOL PRKAG1 PRKAG2-AS1 PRKRA PRMT3 PRMT5 PRPF4 PRPS1 PRPS2 PRPSAP1 PRR11 PRR3 PSMB8-AS1 PSMC3IP PSMD10 PSMD14 PSMG1 PSMG3 PSMG4 PSPC1 PSPH PSRC1 PTCD3 PTPN7 PTTG1 PUDP PURB PWWP2A PXMP2 PXMP4 PYROXD1 QDPR QRSL1 RAB22A RAB34 RABEP2 RABL6 RAC3 RACGAP1 RAD1 RAD17 RAD18 RAD51AP1 RAD51C RAD51D RAD54B RAD54L RAMAC RANGAP1 RANGRF RAP1GDS1 RARS1 RASSF7 RAVER1 RBBP8 RBFA RBL1 RBM10 RCAN1 RCAN3 RCC1 RCC1L RCCD1 RCN2 REC8 RECQL RECQL4 RFC1 RFC2 RFC3 RFC4 RFC5 RFK RFWD3 RHBDD2 RHNO1 RHOH RIBC2 RIOK1 RMDN1 RMI1 RMI2 RNASE2 RNASEH1 RNASEH2A RNF26 RNF34 RNGTT RP9 RPA1 RPE RPIA RPL39L RPP30 RPS6KA5 RRM1 RRM2 RRP1 RRP1B RTCA RUNX2 RUSC1 RUVBL1 RUVBL2 RXYLT1 S100B SAAL1 SAC3D1 SACS SAE1 SAP130 SAP30 SAPCD2 SAR1A SARNP SARS2 SASS6 SCAPER SCCPDH SCFD2 SCMH1 SCO2 SCRN1 SDHAF3 SDHAF4 SEC22C SEC24B SEH1L SEL1L3 SENP5 SEPHS1 SEPTIN1 SEPTIN11 SFXN1 SFXN4 SGO1 SGO2 SHCBP1 SHMT1 SIGLEC5 SIGLEC6 SIGMAR1 SIRT6 SKA1 SKA2 SKA3 SKP2 SLC16A1 SLC16A7 SLC17A9 SLC19A1 SLC1A4 SLC25A1 SLC25A16 SLC25A17 SLC25A19 SLC25A24 SLC25A38 SLC25A40 SLC26A6 SLC27A5 SLC29A1 SLC2A1 SLC2A4RG SLC35B1 SLC35B2 SLC37A4 SLC38A1 SLC39A8 SLC41A2 SLC41A3 SLC43A3 SLC52A2 SLC5A6 SLF1 SMC2 SMC4 SMC5 SMC6 SMG9 SMIM13 SMIM19 SMN1 SMPD2 SMPD4 SMYD2 SMYD3 SNAI1 SNAPC1 SNAPC5 SNCA SNHG30 SNRNP25 SNUPN SNX4 SP2 SPAG5 SPATS2 SPC24 SPC25 SPDL1 SPHK2 SPIB SPINT1 SPNS3 SPOUT1 SPRTN SPTSSA SQLE SRD5A3 SRP68 SRPK1 SRPRB SRSF8 SSBP4 ST14 ST3GAL3 ST3GAL4 STAG1 STAM STIL STIM2 STK19 STK26 STRADA STX18 SUCLA2 SULF2 SUN2 SUPT3H SUV39H1 SUZ12 SVIP TADA1 TADA2A TAF1B TAF5 TAF6 TAF6L TAF9B TBC1D7 TBL2 TBL3 TBP TBRG4 TCF19 TCOF1 TCTN3 TDP1 TEDC1 TEDC2 TELO2 TERF1 TEX30 TFAP4 TFB1M TFB2M TFDP1 TFPT TGS1 THAP11 THAP3 THAP7 THEM4 THOC3 THOP1 TIFAB TIMELESS TIMM21 TIMM22 TIMM29 TIMM44 TIMM50 TIMM8A TIPIN TK1 TM7SF3 TMA16 TMED1 TMEM102 TMEM106C TMEM156 TMEM19 TMEM203 TMEM209 TMEM220 TMEM222 TMEM38B TMEM39B TMEM60 TMEM68 TMEM71 TMEM9 TMEM97 TMX2 TMX4 TNFAIP8L1 TNPO3 TOE1 TOMM34 TOMM40L TOP2A TOP3A TOPBP1 TOR1A TP53 TP53BP2 TP53I13 TPGS2 TPX2 TRAF2 TRAF4 TRAIP TRAP1 TRAPPC13 TRIAP1 TRIM11 TRIM14 TRIP13 TRIT1 TRMT10C TRMT13 TRMT6 TRMU TRNAU1AP TRNT1 TROAP TSEN15 TSEN54 TSFM TSN TSR1 TSR3 TST TSTD1 TTC39C TTC4 TTF1 TTF2 TTK TTLL12 TUBG1 TUBGCP3 TXNL4B TXNRD1 TYMS UAP1 UBALD1 UBE2C UBE2M UBE2S UBE2T UBL7-DT UBR7 UCHL5 UCK1 UCK2 UHRF1 UMPS UNG UPF3B UPK3A UQCC1 UQCC3 UQCC4 USB1 USP13 USP14 USP39 USP5 UTP11 UTP3 UTP4 VCPKMT VPS16 VPS26B VPS4A VRK1 VRK2 VSIG10 WARS2 WBP4 WDHD1 WDR18 WDR4 WDR41 WDR5 WDR54 WDR76 WDR83 WEE1 WRAP53 WRAP73 WWOX XPO7 XRCC1 XRCC4 YAF2 YARS1 YARS2 YDJC YEATS4 ZC3H18 ZC3H3 ZC3H8 ZC3HC1 ZCCHC17 ZCCHC8 ZDHHC16 ZDHHC6 ZGRF1 ZNF10 ZNF138 ZNF143 ZNF296 ZNF326 ZNF367 ZNF503 ZNF574 ZNF639 ZNF668 ZNF714 ZNF738 ZNF76 ZNF789 ZNF85 ZNF90 ZNF92 ZNF93 ZUP1 ZW10 ZWILCH ZWINT HE_LIM_SUN_FETAL_LUNG_C2_DC1_CELL https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/HE_LIM_SUN_FETAL_LUNG_C2_DC1_CELL ABHD6 ACAP1 ACOT7 ACSL5 ACSS2 ADAM19 ADORA3 AGPAT1 AHI1 AIM2 ALOX15 ANPEP AP1G2 AP1S3 AP3M2 AP4B1 APOL2 APOL3 ARHGAP31 ARSB ASB2 ATP2A3 ATP6V0A2 B3GNT7 B4GALT4 BATF3 BCAT2 BCL6 BEND5 BTLA BTN2A2 C10orf105 C15orf48 C1orf21 C1orf54 CADM1 CALCRL CAMK2D CAMK2G CASP9 CBFA2T3 CCDC122 CCDC126 CCDC146 CCND1 CCSER1 CD226 CD38 CD40 CDCA7 CENPBD1P CENPN CHN2 CHRFAM7A CHST2 CKB CLCN4 CLEC1A CLEC2B CLEC9A CLECL1P CLIC2 CLNK CNFN COMTD1 CRIP3 CRYBG3 CSKMT CSRP1 CTNNAL1 CXCR3 CYFIP2 CYP2E1 CYP2S1 CYSTM1 CYYR1 DAPK2 DBN1 DCTPP1 DENND1B DGAT2 DIPK2A DLGAP4 DNASE1L3 DOP1A DPP4 DST DUSP18 DUSP4 ECE1 ECHDC2 EGLN2 EGLN3 ENOX1 ENPP1 EPB41 ERAP2 ERICH5 ESAM FAH FAM135A FAM98B FAR2 FARP2 FARS2 FBXO27 FHIP1B FKBP1B FLNB FLT3 FMNL2 FNIP2 FRY FUT8 GCSAM GFOD1 GLTP GNG7 GOLGA8B GPR137B GPR160 GPT2 GRAMD2B GRAP2 H1-5 H2AC13 H2AC14 H2AC17 H3C10 HACD2 HLA-DOB HLA-DQB2 HLA-F HMGN4 HMOX2 HPS5 HSH2D HSPBP1 HTR3A IDH3A IDO1 IFT57 IGFBP7 INF2 INPP5F IQCE IRAK2 ISG20 ISYNA1 ITGB7 KATNA1 KIAA0040 KIAA1958 KIF16B KLHL22 LACC1 LDLRAD4 LIMA1 LINC02206 LMNA LMNB1 LONRF1 LRRCC1 LRRK2 LY75 LYRM4 MACROH2A2 MAP2K6 MAP3K20 MAP3K4 MAP4K1 MAP4K5 MBOAT2 MCM7 MCOLN2 MIR181A1HG MIR4435-2HG MTERF2 MVB12B MYCL MYO9A NAA40 NAE1 NAPSA NAV1 NBPF12 NCALD NCKAP5 NCOA7 NEGR1 NET1 NIBAN1 NID1 NMB NOP2 NT5C3B NUBPL NUP210 OAT OXCT1 OXSR1 P2RY10 P2RY14 P3H2 PAQR8 PARM1 PAWR PCLAF PDE4B PDE4DIP PDE6D PDLIM1 PDLIM7 PDP1 PELO PIGZ PIK3CB PKIB PLCD1 PLEKHA5 PLEKHM3 PLPP1 PMM1 PNMA1 POLA2 PON2 PPM1J PPP1R14A PPY PRELID2 PTGER2 PTK2 PTPN22 PTPRCAP PTTG1 QPCT QRSL1 RAB11FIP4 RAB29 RAB30 RAB3IP RAB7B RBBP8 RCN2 REC8 REEP3 REPS1 RFPL4A RFPL4AL1 RFTN1 RGCC RHEX RHOF RMI1 ROBO1 RUBCNL RUSC1 S100B SCARF1 SEL1L3 SEPTIN11 SERPINB9 SERPINF2 SH3RF2 SIGLEC10 SLAMF7 SLAMF8 SLC24A4 SLC25A12 SLC25A20 SLC25A29 SLC38A1 SLC46A3 SLC66A1 SLC9A7 SNRNP25 SNX22 SP140 SPATS2 SPINT1 ST14 ST3GAL2 STK17A STRADB STX3 SULF2 SVIP TACSTD2 TAP1 TAP2 THBD THEM4 TIFAB TK1 TLR10 TMEM102 TMEM14A TMEM156 TMEM191B TMEM191C TMEM38B TMEM97 TOMM34 TOP1MT TOX TP53RK TPMT TRERF1 TRIP6 TRPV2 TSPAN13 TSPAN15 TSPAN2 TSPAN33 TSPOAP1-AS1 TSTD1 UPK3A USP1 VAC14 VAV3 WDFY4 WDR41 XCR1 ZBED3 ZDHHC18 ZEB1 ZNF296 ZNF366 HE_LIM_SUN_FETAL_LUNG_C2_DC2_CELL https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/HE_LIM_SUN_FETAL_LUNG_C2_DC2_CELL ADAM28 ADAM8 ALCAM ARL4C BCL7A CCDC86 CD1C CD1E CD69 COL9A2 CYP2S1 FBLN2 FCER1A FCGR2B FILIP1L FLT3 GEM GPAT3 HLA-DOA HLA-DQB2 IL18 IL18BP IL1R2 IRF4 KCNMB1 KIF17 LGALS2 LPXN MAP4K1 MOB3B MSLN NAPSA NCKAP5 NDRG2 NR4A3 P2RY14 PKIB PPP1R14A PTGDR2 S100B SLAMF8 SLC38A1 SNAI3 SPINT1 ST14 TCTN3 TLR10 TMEM156 TMEM273 TMEM8B TVP23A VOPP1 HE_LIM_SUN_FETAL_LUNG_C2_DC3_CELL https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/HE_LIM_SUN_FETAL_LUNG_C2_DC3_CELL CD2 CES1 MTMR11 NRGN RNASE2 S100A8 UPK3A HE_LIM_SUN_FETAL_LUNG_C2_GMP_CELL https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/HE_LIM_SUN_FETAL_LUNG_C2_GMP_CELL ARMH1 AZU1 C16orf74 C1QTNF4 CITED4 CLEC11A CST7 CTSG DDX11 DEFA4 DEFB1 ELANE ERLIN1 FKBP11 FUT4 HERC5 HGF KCNE5 MCM6 MEG3 MGST1 MLC1 MPO MS4A3 MTARC1 MYB NKG7 NUCB2 PCLAF PRSS57 PRTN3 RAB44 RGL4 RNASE2 RNASE3 SERPINB10 SERPINB8 SLC43A1 TOP1MT TRGC1 TSPOAP1 HE_LIM_SUN_FETAL_LUNG_C2_HSC_CELL https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/HE_LIM_SUN_FETAL_LUNG_C2_HSC_CELL AAMDC AAR2 AASDH ABCB1 ABCB7 ABCC1 ABHD10 ABHD17B ABL2 ABLIM1 ABRAXAS1 ABRAXAS2 ABT1 ACAA2 ACAP1 ACAT2 ACBD6 ACCS ACOT13 ACOT2 ACP6 ACSM3 ACSS1 ACTL6A ACTR6 ACY1 ACYP1 ADA ADAT2 ADCY3 ADGRG1 ADK ADNP ADPRM AEBP1 AFAP1L2 AFMID AGBL5 AGL AGPAT4 AHDC1 AK3 AK6 ALDH18A1 ALDH1A1 ALDH1B1 ALDH6A1 ALG6 ALG8 ALG9 ALKBH2 ALKBH4 ALOX12-AS1 ANAPC1 ANAPC10 ANAPC7 ANGPT1 ANKLE2 ANKMY2 ANKRD26 ANKRD27 ANKRD28 ANKRD36 ANKRD36B ANKRD36C ANKRD46 ANKS3 ANTXR2 AP1G2 AP3M1 AP4B1 AP4M1 APP APTR ARHGAP22 ARHGEF3 ARHGEF9 ARID5B ARL13B ARL15 ARL16 ARL2 ARL4D ARMC6 ARMC8 ARMCX1 ARMH1 ARSD ARSK ASB9 ASF1A ASH1L-AS1 ASH2L ATAD1 ATG10 ATG4D ATIC ATP23 ATP2A3 ATP2C1 ATP6V0A2 ATP6V0E2 ATP8B4 ATPSCKMT ATXN7L1 ATXN7L3B AUH AUTS2 B3GALNT1 B3GNT2 B3GNTL1 B4GALT6 B9D2 BAALC BAMBI BCAS4 BCL2 BCL7A BCR BDH1 BDH2 BEND5 BEX2 BEX3 BICD1 BICRAL BIN3 BLMH BLZF1 BMP1 BMS1 BNIP1 BOLA1 BOLA2-SMG1P6 BRD8 BRF2 BSCL2 BSPRY BTBD3 BTN3A1 C11orf21 C12orf43 C12orf76 C14orf93 C15orf40 C16orf54 C16orf87 C17orf80 C18orf21 C19orf48P C1QTNF4 C1RL C1orf131 C20orf96 C21orf58 C2orf69 C7orf31 C9orf43 CA8 CABIN1 CACNA1C-AS1 CALCOCO1 CALCRL CAND1 CASC15 CASD1 CASP2 CASP3 CASP6 CASP7 CASP8 CAVIN1 CAVIN2 CBFA2T3 CBX2 CBX5 CCAR2 CCDC102A CCDC122 CCDC125 CCDC127 CCDC14 CCDC152 CCDC171 CCDC18 CCDC25 CCDC28B CCDC34 CCDC71 CCDC97 CCNB1 CCNB1IP1 CCND2 CCNJ CCNT2 CD109 CD200 CD244 CD320 CD34 CD38 CD69 CD7 CD79B CD82 CDADC1 CDC23 CDCA4 CDCA7 CDCA7L CDK17 CDK2 CDK6 CDKN2AIP CDKN2AIPNL CDT1 CEBPZOS CENPC CENPF CENPH CENPK CENPT CENPU CEP192 CEP20 CEP290 CEP41 CEP57L1 CEP68 CEP83 CEP85 CEP95 CEP97 CERCAM CERS5 CERS6 CETN3 CFAP119 CFAP20 CFAP298 CFAP36 CFAP68 CGRRF1 CHD1L CHEK2 CHRFAM7A CHRNB1 CHST11 CHST12 CHST13 CHST14 CIAO3 CIAPIN1 CIBAR1 CKAP2 CKB CLCN3 CLDN10 CLDN15 CLEC11A CLP1 CLSTN3 CMBL CMSS1 CMTM8 CNKSR3 CNNM2 CNOT10 CNPY2 CNST CNTROB COA1 COG6 COIL COL24A1 COPG2 COQ4 COQ8A COQ8B COQ9 COX11 COX15 CPA3 CPLANE1 CPT1A CPT2 CPXM1 CRCP CREB3L4 CRIPT CRNDE CROCC CRY1 CRYGD CRYZL1 CSGALNACT1 CSPP1 CSTF1 CSTF2T CSTF3 CSTPP1 CTPS1 CTPS2 CTSF CTSW CUL4A CUTC CXXC1 CXXC5 CYFIP2 CYP2R1 CYTL1 CYYR1 DAPK1 DBN1 DCAF13 DCAF16 DCAF17 DCAF6 DCTD DCTPP1 DCUN1D5 DDHD2 DDX1 DDX19A DDX50 DDX55 DEPTOR DFFA DGKE DGLUCY DHRS4-AS1 DIMT1 DIPK1B DKC1 DLG1 DLK1 DLST DMAC2 DMAC2L DMAP1 DNAAF2 DNAH14 DNAJC18 DNAJC9 DNAL4 DNMT3A DNMT3B DOLPP1 DPF2 DPH1 DPH5 DPH6 DPH7 DPPA4 DPY19L3 DSG2 DSTYK DTD1 DTNB DTWD1 DTX3 DUS2 DUS3L DUSP10 DUSP11 DUSP12 DUSP28 DVL2 DYNC2I1 DYNC2LI1 DYNLT5 DYRK1B DYTN DZIP3 EAF2 EARS2 EBP EBPL ECI2 ECSIT EDC3 EDEM2 EEF1AKMT2 EFHC1 EFL1 EIF1AY EIF2D EIF3J-DT EIF4EBP3 ELAC2 ELK1 ELOA-AS1 ELP2 ELP3 ELP6 EMC2 EMID1 EML2 ENTPD1-AS1 EPB41L4A-AS1 EPDR1 EPM2AIP1 EPS15L1 ERAL1 ERAP1 ERCC3 ERCC8 ERG ERG28 ERGIC1 ERICH6-AS1 ERLIN1 ERV3-1 ESAM ESCO1 ETAA1 ETFRF1 EVA1B EXD3 EXOC6 EXOG EXOSC2 EXOSC3 EXOSC7 EXOSC8 EXTL2 EZH2 F2R F2RL1 FADS1 FADS2 FAHD2A FAHD2B FAIM FAM117A FAM161A FAM172A FAM200A FAM216A FAM219B FAM222B FAM30A FAM50B FAM76B FAM86C1P FANCF FANCL FANCM FAR2 FARSB FASTKD1 FASTKD2 FASTKD5 FBXL4 FBXO38 FBXW9 FGF16 FHIP2A FHIT FHL1 FIRRE FKBP7 FLNB FMC1 FPGS FRA10AC1 FSTL1 FUNDC1 FUT8 G2E3 GABPA GABPB1 GABPB1-AS1 GALNT7 GAPT GAR1 GART GATA2 GATA2-AS1 GATB GATC GBP2 GBP3 GBP4 GCDH GCFC2 GCNT1 GEMIN4 GFER GFI1B GFM1 GFM2 GFOD2 GGH GLE1 GLI4 GLIDR GLMN GMCL1 GMDS GMDS-DT GMPR GMPS GNA12 GNAI1 GNG11 GNPAT GNPNAT1 GOLGA8B GOLPH3L GORAB GOT2 GPANK1 GPATCH4 GPHN GPN1 GPR146 GPR89A GPR89B GPSM2 GPX7 GRAP GRWD1 GSE1 GSKIP GSTM1 GSTM2 GSTM3 GSTZ1 GTF3C2 GTF3C3 GTF3C5 GTPBP3 GUCY1A1 GUCY1B1 GUF1 H2AC14 H2AC25 H2BC11 HACD1 HACD3 HACL1 HARS1 HAT1 HAUS1 HAUS3 HCG11 HCG18 HDAC6 HDAC7 HDAC8 HDDC2 HDGFL3 HDHD3 HEATR1 HECTD3 HELLS HEMGN HENMT1 HEXD HIBADH HIBCH HIC2 HLTF HMG20A HMGA2 HMGB3 HNRNPA1L3 HOMEZ HOPX HOXA10 HOXA7 HOXA9 HOXB2 HOXB4 HPGD HPS4 HSD17B8 HSF2 HSH2D HSPA13 HTR1F HTRA2 HUS1 HYAL2 HYAL3 IARS1 ICA1 ICAM2 ICE2 IDNK IFI27L1 IFRD2 IFT122 IFT172 IFT22 IFT57 IFTAP IGF1R IGF2BP1 IGF2BP2 IGFBP7 IGLL1 IGSF10 IGSF8 IKZF2 IL12RB2 IL18 IL1RAP IL27RA IMMP1L IMMP2L IMPA1 ING3 ING4 ING5 INKA1 INPP4B INTS13 INTS4 INTS7 INTS8 INTS9 IP6K2 IPO11 IPO13 IPO5 IQCB1 IQSEC3-AS2 IRF4 ISOC1 ISY1 ISYNA1 ITFG2 ITGA5 ITGA6 ITGB3BP ITM2A JAM3 JMJD4 JPX JUP KANSL3 KAT6B KATNB1 KBTBD4 KCNN4 KCNQ1OT1 KCNQ5 KCTD18 KCTD3 KDM1A KDM5B KEAP1 KHDC4 KIAA1586 KICS2 KIF9 KIFAP3 KIT KIZ KLF12 KLHDC2 KLHL12 KLHL20 KLHL23 KLHL6 KLHL7 KLRG1 KMT2A KNOP1 KPTN KRBA2 KRBOX4 KRBOX5 KRIT1 KRR1 L3HYPDH LANCL1 LAPTM4B LAS1L LDAF1 LDAH LDOC1 LEMD3 LETMD1 LIAS LIG3 LINC00539 LINC00623 LINC00662 LINC00665 LINC00667 LINC01003 LINC01023 LINC02210-CRHR1 LINC02573 LINC03052 LLPH LMBR1 LMF1 LMNB1 LONRF1 LPIN1 LRBA LRP5 LRP5L LRRC23 LRRC27 LRRC41 LRRC42 LRRC61 LRRC70 LRRC8A LRRC8B LRRC8D LRRFIP2 LSG1 LTBP4 LXN LYRM1 LYRM7 LYRM9 LZTFL1 LZTS2 MACIR MACO1 MACROD1 MAD2L1 MAGED1 MAGEH1 MAN1B1 MAN2A2 MANBAL MAP1A MAP2K5 MAP3K7 MAP4K2 MAP7 MAP7D3 MAP9 MAPK8 MAPKAPK5-AS1 MARK4 MAST4 MATK MBD5 MCM2 MCM3 MCM3AP-AS1 MCM7 MCRS1 MCTP2 MDC1 MDK MDM1 ME3 MECOM MECR MED17 MED19 MED20 MED21 MEF2C-AS1 MEG3 MEIS1 MEN1 MEST METAP1 METAP1D METTL1 METTL14 METTL15 METTL17 METTL18 METTL2A METTL3 METTL8 MEX3A MEX3B MFAP1 MFAP2 MFAP4 MFGE8 MFSD14A MIB1 MIEF1 MINPP1 MIR181A1HG MIR181A2HG MIR4458HG MIS18A MIX23 MKRN2 MKS1 MLC1 MLH3 MLLT3 MLST8 MMAB MMRN1 MMS19 MMUT MOAP1 MOB2 MOK MOV10 MPHOSPH10 MPHOSPH9 MPI MPL MPO MRE11 MRM1 MRM3 MRPL1 MRPL10 MRPL19 MRPL2 MRPL32 MRPL42 MRPL45 MRPL46 MRPL48 MRPL49 MRPL50 MRPS14 MRPS18A MRPS2 MRPS22 MRPS27 MRPS30 MRPS9 MRTO4 MSH2 MSI2 MSMO1 MSRB3 MTERF3 MTG1 MTHFD1 MTHFD2L MTHFSD MTM1 MTMR2 MTR MTRF1L MTRFR MTX2 MUTYH MYB MYC MYCN MYL6B MYLK-AS1 MYO18A MYO9A MZB1 MZF1 MZT1 NAA35 NAA80 NAE1 NAP1L3 NAPA-AS1 NAPEPLD NARS2 NBAS NBN NBPF1 NBPF11 NCBP2 NCBP2AS2 NDN NDUFAF1 NDUFAF6 NDUFAF7 NEDD1 NEDD4 NELFA NFATC1 NFE2 NFRKB NFYA NGDN NGLY1 NHLRC3 NIFK-AS1 NIP7 NIPAL3 NIPSNAP1 NIT2 NKAPD1 NLE1 NMD3 NME1 NME6 NME7 NMRAL1 NNT-AS1 NOA1 NOB1 NOC3L NOG NOL11 NOL8 NOLC1 NOMO1 NOP2 NPR3 NQO1 NR1H3 NR2C1 NR2C2AP NR6A1 NREP NSMAF NSUN3 NSUN4 NT5C2 NT5C3A NT5C3B NTHL1 NTPCR NUBPL NUCB2 NUDCD1 NUDT11 NUDT17 NUDT2 NUFIP1 NUP107 NUP155 NUP35 NUP37 NUP54 NUTM2B-AS1 NVL NXPE3 OARD1 OBI1 OCIAD2 ODF2 ODF2L OGFOD1 OMA1 ORAI2 ORC2 OSGEPL1 OXCT1 OXLD1 P2RX1 P2RY8 P3H1 P4HTM PAAF1 PABIR2 PAICS PAK1IP1 PAK4 PALS1 PALS2 PAM PAM16 PAPOLG PAPSS1 PARP6 PAXIP1-AS2 PBX1 PBXIP1 PCCB PCMTD2 PCNX4 PCYT2 PDCD11 PDCD4-AS1 PDCD7 PDCL PDE4D PDE7A PDIK1L PDLIM1 PDRG1 PEAR1 PELI2 PES1 PEX10 PEX14 PEX2 PEX5 PEX6 PFAS PFKM PFKP PGAP2 PGM2L1 PGRMC1 PHC1 PHF19 PHF6 PHGDH PHLPP1 PHTF1 PIAS3 PIAS4 PIBF1 PIGB PIGBOS1 PIGM PIGO PIGP PIGU PIGV PIK3C3 PILRB PIM1 PINLYP PIP5K1B PITPNA-AS1 PITPNB PKD2 PKIG PLA2G12A PLA2G6 PLAG1 PLAGL1 PLCB1 PLCXD1 PLEKHA5 PLPP1 PLPP5 PM20D2 PMM2 PMS1 PMS2 PNMA1 PNPT1 POC1B PODXL2 POGLUT1 POGLUT2 POLD1 POLD2 POLG2 POLI POLL POLM POLR1C POLR1F POLR2C POLR2D POLR2M POLR3D POLR3E POLR3F POT1 PPAT PPFIBP1 PPIE PPM1D PPP1R37 PPP1R8 PPWD1 PRELID2 PREP PRH1 PRIM1 PRIM2 PRIMPOL PRKACB PRKAR1B PRKCH PRKCQ PRMT3 PRMT5 PRMT6 PROM1 PRPF39 PRPS1 PRR3 PRR7 PRSS57 PRUNE1 PRXL2A PSKH1 PSMD10 PSMG4 PSPH PTAR1 PTCD3 PTER PTGDR2 PTGER2 PTK2B PTP4A3 PTPN7 PTPRCAP PTTG1 PUS7L PXDN PXMP2 PXN-AS1 PYCR1 PYGO2 QTRT1 R3HDM1 RAB30-DT RAB34 RAB37 RAB3IP RABEPK RABGAP1 RABL2A RAC3 RAD17 RAD18 RAD50 RAD51C RALGPS2 RAMP1 RARS1 RAVER1 RBAK RBM12B RBM19 RBM28 RBM34 RBM4 RBM41 RBM48 RBM7 RBPMS RCBTB1 RCC1 RCC1L RCCD1 RCE1 RCL1 RCN1 RCN2 REC8 RECQL5 REPS1 RETREG3 REXO2 REXO5 RFC3 RFX3 RFX5 RGL4 RGP1 RGS3 RHBDD3 RHEX RHOBTB1 RHOBTB3 RHOH RIDA RIMKLB RIOK2 RIOX1 RMND1 RNASEH1-DT RNASEH2A RNF125 RNF144A RNF214 RNF220 RNF24 RNF31 RNF8 RNFT1 ROBO3 RP9 RPAP1 RPAP2 RPGR RPP38 RPP40 RPRD1A RPTOR RPUSD4 RRAGB RRP15 RRP1B RRP8 RRP9 RSAD1 RSPRY1 RUSF1 RUVBL1 RUVBL2 RWDD3 RXYLT1 S1PR4 SAAL1 SACS SAMD13 SARS2 SATB1 SCAMP1 SCAMP1-AS1 SCARF1 SCCPDH SCFD2 SCMH1 SCML2 SCML4 SCOC SCRN2 SDE2 SEC22B SEC22C SEH1L SELENOI SEPTIN11 SERF1A SERF1B SERPINE2 SETD4 SETD9 SETMAR SFXN1 SFXN4 SGF29 SGO2 SHF SHPRH SHQ1 SIRT3 SIRT5 SKAP1 SLC12A2-DT SLC16A1 SLC17A9 SLC22A16 SLC25A17 SLC25A20 SLC25A26 SLC25A29 SLC25A38 SLC27A5 SLC30A9 SLC35B2 SLC35B3 SLC35E2A SLC35E3 SLC37A1 SLC38A5 SLC39A3 SLC39A8 SLC41A3 SLC43A1 SLC44A2 SLC45A3 SLC48A1 SLC9A7 SLC9B2 SLF1 SMAD1 SMAD5 SMARCAD1 SMARCAL1 SMARCD1 SMC2 SMIM1 SMIM24 SMIM27 SMIM8 SMN2 SMURF2 SMYD3 SNAPC3 SNCA SNHG10 SNHG19 SNHG30 SOCS2 SORD SORL1 SP2 SPAG16 SPART SPATA7 SPATC1L SPATS2 SPIDR SPIN1 SPIN2B SPINK2 SPOCK2 SPRY1 SPTAN1 SPTBN1 SQLE SRBD1 SRD5A3 SRP68 SRPK1 SRSF8 SSBP2 ST3GAL3 ST3GAL4 STAMBP STAP1 STARD10 STAT5B STEEP1 STIM1 STK16 STK26 STK38 STMN3 STN1 STRADA STRBP STRIP1 STX17 SUCLA2 SUGP1 SULT1C4 SUPT20H SUPT3H SUPV3L1 SVIP SVOPL SWSAP1 SYNE1 SYNGAP1 SYNGR1 SYTL1 TAB1 TADA1 TAF2 TAF8 TAMM41 TAPT1 TARBP1 TARBP2 TARS3 TASP1 TBC1D10C TBC1D22B TBC1D23 TBC1D25 TBC1D31 TBCCD1 TBCK TBL2 TBP TCAF1 TCEAL9 TCEANC2 TDP2 TEC TEFM TESMIN TESPA1 TEX10 TEX30 TFAP4 TFB1M TFB2M TFDP2 TFPI TGDS TGFBRAP1 TGIF2 THG1L THOC3 TIA1 TIE1 TIMM8A TIMM9 TIMP3 TIPIN TM7SF3 TMA16 TMCC1-DT TMCO3 TMEM101 TMEM106B TMEM106C TMEM11 TMEM135 TMEM163 TMEM177 TMEM18 TMEM182 TMEM184C TMEM185A TMEM185B TMEM216 TMEM220 TMEM220-AS1 TMEM245 TMEM254 TMEM260 TMEM263 TMEM35B TMEM38B TMEM41A TMEM43 TMEM63A TMEM68 TMEM69 TMEM87A TMEM9 TMIGD2 TMTC4 TNFSF4 TNIK TNPO2 TOGARAM1 TOP1MT TOPORS TOR1B TOX TP53I13 TP53I3 TPCN2 TPGS2 TPRA1 TRAFD1 TRAM2 TRANK1 TRAPPC2 TRBC2 TRH TRIM13 TRIM24 TRIM4 TRIM52 TRIM56 TRIM58 TRIP6 TRMT10C TRMT13 TRMT61A TRMT61B TRNT1 TRO TRUB2 TSC22D1 TSEN15 TSEN54 TSN TSPAN13 TSPAN2 TSPAN32 TSPYL4 TSTD1 TSTD2 TTC19 TTC27 TTC31 TTC32 TTC4 TTC5 TTLL12 TTN-AS1 TUBB4A TUBB6 TUBGCP4 TXLNG TXNL4B TYMS TYW3 UBA5 UBA6-DT UBA7 UBE2T UBFD1 UBIAD1 UBL4A UBL7-DT UBR5-DT UBXN7 UHRF1 UHRF2 ULK3 ULK4 UNC13D UNC45A UNG UPF3B UQCC6 URI1 USP11 USP14 USP20 USP21 USP42 USP47 UTP4 VAMP5 VAT1 VEZT VILL VIPAS39 VRK1 WARS2 WASF1 WDR12 WDR18 WDR3 WDR43 WDR46 WDR48 WDR49 WDR5 WDR54 WDR59 WDR75 WDR83 WDSUB1 WFDC1 WRNIP1 WWOX XAF1 XKR8 XPOT XXYLT1 YAE1 YARS1 YARS2 YDJC YEATS4 YIPF2 ZBED5 ZBTB16 ZBTB20 ZBTB44 ZBTB45 ZBTB8A ZC3H14 ZC3H6 ZC3H8 ZC3HC1 ZC4H2 ZCCHC7 ZCCHC9 ZDHHC21 ZDHHC9 ZEB1 ZER1 ZFAND1 ZFAND2B ZFP14 ZFP64 ZFP90 ZFPL1 ZFYVE1 ZFYVE27 ZKSCAN1 ZKSCAN4 ZMYM1 ZMYM4 ZMYND11 ZMYND8 ZNF121 ZNF131 ZNF134 ZNF141 ZNF195 ZNF226 ZNF227 ZNF253 ZNF254 ZNF260 ZNF266 ZNF268 ZNF28 ZNF281 ZNF302 ZNF326 ZNF329 ZNF33B ZNF346 ZNF37A ZNF397 ZNF410 ZNF420 ZNF426 ZNF429 ZNF439 ZNF444 ZNF445 ZNF451 ZNF493 ZNF496 ZNF506 ZNF512 ZNF521 ZNF529 ZNF561 ZNF566 ZNF574 ZNF576 ZNF606 ZNF610 ZNF618 ZNF627 ZNF639 ZNF664 ZNF667-AS1 ZNF668 ZNF677 ZNF680 ZNF69 ZNF691 ZNF692 ZNF7 ZNF708 ZNF711 ZNF717 ZNF736 ZNF737 ZNF738 ZNF74 ZNF75A ZNF766 ZNF771 ZNF830 ZNF84 ZNF85 ZNF875 ZNF91 ZNHIT6 ZNRF1 ZSCAN18 ZSCAN2 ZSCAN21 ZSCAN9 ZW10 HE_LIM_SUN_FETAL_LUNG_C2_HSC_ELP_CELL https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/HE_LIM_SUN_FETAL_LUNG_C2_HSC_ELP_CELL ABCD4 ABHD4 ACAP1 ACBD6 ACOT13 ACOT2 ACOX3 ACSS1 ACTR6 ACY3 ADA ADAT2 ADGRG1 ADPRM AK3 ALDH1A1 ALKBH4 ANGEL1 ANGPT1 ANKRD28 AP1G2 APP ARHGEF3 ARID5B ARMH1 ATP2A3 AUTS2 B3GNT2 BAALC BCAS4 BCL11A BCL2 BDH2 BEND5 BET1 BEX2 BEX3 BIN3 BPNT1 BRF2 C11orf54 C16orf54 C1QTNF4 C4orf46 CA8 CALCRL CAMK2G CAVIN1 CAVIN2 CBX2 CBX8 CCNB1IP1 CD109 CD200 CD34 CD3E CD69 CD7 CD79A CD79B CD82 CDCA7 CDCA7L CDK6 CEP290 CEP70 CFAP68 CHD1L CHRM3 CHST12 CLDN15 CLEC2D CLIP3 CLNK CMBL CMTR2 CNST CPXM1 CRACD CREB3L4 CRHBP CRY1 CSGALNACT1 CSNK1G1 CSTPP1 CTSW CUTC CXXC5 CYFIP2 CYTL1 CYYR1 DBN1 DCP1B DLK1 DNAJC18 DNASE1 DNMT3A DNMT3B DPH5 DPPA4 DVL2 EBPL EFNA1 EIF3J-DT ELP4 EMCN EPB41L4A-AS1 ERG ERGIC1 ERI1 ERMP1 ESAM EXD2 EXT2 FAM117A FAM216A FAM228B FAM30A FARSB FCMR FHIP2A FHL1 FUT8 GABPB1-AS1 GATA2 GATA3 GBP4 GIMAP2 GLMN GMDS-DT GNAI1 GNG11 GNL3L GPR146 GRAP GSTM2 GUCY1A1 H2BC11 H2BC12 H2BC7 H3C10 HACD1 HARS2 HCG18 HDAC7 HEMGN HLF HMGA2 HOPX HOXA9 HOXB2 HOXB4 HPGD HSH2D HTR1F ICA1 ID3 IFT57 IGF2BP1 IGF2BP2 IGHD IGHM IKBKE IMPA1 INPP4B INTS12 INTS4 IPO11 ISYNA1 ITM2A JCHAIN JUP KAT6B KCNN4 KCNQ1OT1 KDM5B KIT KLHDC2 KLRG1 KPNA5 KRBOX4 KRI1 LAPTM4B LCK LEF1 LINC00665 LINC02573 LMAN2L LPIN1 LRBA LRRC61 LRRC70 LTB LXN LZTFL1 MAGED1 MAP4K2 MAST4 MATK MDK MED17 MED21 MED9 MEG3 MEIS1 MEST MFAP2 MFAP4 MIB2 MKS1 MLC1 MLLT3 MMAB MMRN1 MPHOSPH9 MRM3 MRPL45 MRPS27 MSH2 MSI2 MSMO1 MSRB3 MTA3 MTMR6 MTRFR MUL1 MUTYH MYB MYL6B MZB1 NDN NDUFAF7 NFE2 NIBAN3 NIPSNAP1 NKG7 NOG NOP2 NPR3 NREP NT5C3B NTHL1 NUCB2 NUP107 OBI1 OCIAD2 ODF2L OXLD1 PAM PBXIP1 PDCD4-AS1 PDE7A PFKP PGAP2 PHGDH PIGQ PIGU PLAAT4 PLCB1 PM20D2 PMS2 PODXL2 POLR2C PRKACB PRKCQ PRKD2 PROM1 PRORP PRSS2 PRSS57 PTGDR2 PTK7 PTPN7 PTPRCAP PXDN QTRT1 RAB13 RAB37 RAMP1 RASD1 RBPMS RCL1 RCN1 RCN2 RDH14 RGP1 RHOBTB3 RHOH RHPN1 RNF220 RNF31 RPP40 RPRD1A RRP9 S1PR4 SAMD3 SATB1 SCAI SCMH1 SCN3A SCO2 SCRN2 SELENOI SEPTIN1 SEPTIN11 SERF1B SERPING1 SETD1A SHQ1 SLC17A9 SLC25A51 SLC2A5 SLC37A1 SLC39A8 SLC9B2 SMAGP SMARCAL1 SMIM24 SMYD3 SNHG21 SNRPN SOCS2 SPAG16 SPATA2L SPINK2 SPOCK2 SPTBN1 SS18 SSBP2 STAP1 STARD9 STIM1 STK26 STMN3 STRBP SULT1C4 SUPT3H SUPV3L1 SVIP SYNGR1 SYTL1 TARBP1 TASP1 TBC1D10C TBCC TCTN1 TEC TESMIN TEX30 TFDP2 TFPI THEM6 TIE1 TIMP3 TM7SF3 TMEM106B TMEM135 TMEM200A TMEM254 TMEM38B TMIGD2 TNFSF4 TNFSF8 TOX TP53BP1 TP53I3 TRAF3IP2-AS1 TRANK1 TRBC2 TRBV28 TRH TRIM32 TRIM5 TRUB1 TSC22D1 TSPAN2 TSPAN5 TTI1 TUBG2 UBR5-DT UMPS UQCC6 USP11 USP20 VARS2 VEZT VPREB1 VWA5A XXYLT1-AS2 ZCCHC7 ZEB1 ZNF100 ZNF140 ZNF212 ZNF23 ZNF254 ZNF302 ZNF420 ZNF44 ZNF444 ZNF493 ZNF506 ZNF512 ZNF521 ZNF574 ZNF576 ZNF606 ZNF711 ZNF738 ZNF74 ZSCAN12 ZSCAN18 HE_LIM_SUN_FETAL_LUNG_C2_MEGAKARYOCYTE https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/HE_LIM_SUN_FETAL_LUNG_C2_MEGAKARYOCYTE AATK ABCA7 ABCC3 ABCC4 ABHD16A ABHD4 ABLIM1 ABLIM3 ACAD8 ACCS ACRBP ACTR3B ACVR1 ADAT2 ADCY6 ADIPOR2 ADORA2B AFAP1 AGBL5 AGPAT1 AHCTF1 AKT2 ALAD ALOX12 ANGPT1 ANK1 ANKRD28 ANKRD33B ANKRD9 ANO6 ANXA3 AP5S1 APPL2 AQP10 ARG2 ARHGAP10 ARHGAP21 ARHGAP6 ARHGEF12 ARHGEF3 ARL15 ARL6IP6 ARMC8 ASAP2 ASB8 ASH2L ATE1 ATG4D ATG9A ATOSB ATP2A3 ATP2C1 ATP8A1 AXIN1 B3GNT2 BANK1 BBC3 BCL2L1 BET1 BET1L BEX3 BIVM BLTP1 BLZF1 BTN3A2 C11orf21 C12orf75 C19orf33 C1orf116 C1orf198 C2orf88 C3orf52 CA13 CA2 CALCOCO1 CALD1 CALU CARMIL1 CASP3 CASP6 CASS4 CATSPER1 CAVIN2 CCDC28B CCDC68 CCL5 CCR4 CCRL2 CD109 CD151 CD226 CD40LG CD69 CD82 CD9 CDC14B CDC37L1 CDIP1 CDK17 CDK2 CDKN2D CENPT CENPV CFAP45 CGRRF1 CHST12 CKAP5 CKB CLCN3 CLCN4 CLDN5 CLEC1B CLIC4 CLIP2 CLU CMAS CMTM2 CMTM5 CNST COL24A1 COMTD1 COPS4 COQ2 CPNE5 CR1L CRAT CRKL CST7 CSTPP1 CTDSPL CTNNAL1 CTNS CTSW CTTN CXCL2 CXCL3 CYB5R1 CYREN DAAM1 DBN1 DCAKD DCLRE1A DENND2C DENND4C DGKD DGKG DGKI DHCR7 DHRS7B DMTN DNAJB2 DNAJC16 DNM3 DOLPP1 E2F3 E2F6 ECE1 EFHC2 EFNB1 EFNB2 EGF EGLN2 EGLN3 EHD3 ELOVL7 EMILIN1 EML2 ENDOD1 ENO2 ENTREP3 EPDR1 EPHX2 EPOR EPS15L1 ESAM EVA1C EXOC3L2 F11R F2R F2RL3 FADS1 FADS2 FAH FAM104A FAM157C FAM234A FAM30A FAM83D FAR2 FAXDC2 FBXW9 FHL1 FHL2 FHOD1 FKBP1B FN3K FNBP1L FRMD3 FURIN FUT8 FYN GABRE GADD45A GADD45G GAS2L1 GATA1 GATA2 GCLM GCSAML GET1 GFI1B GFOD1 GJA4 GMPR GNAZ GNB5 GNG11 GOLGA2 GOLT1B GP1BA GP5 GP6 GP9 GPD2 GRAP2 GRK4 GRK5 GRTP1 GSAP GSE1 GTDC1 GTF3C5 GTPBP2 GUCY1B1 H2BC11 H2BC4 H2BC7 H3C10 HBD HBG1 HBQ1 HEMGN HERC1 HEXIM1 HEXIM2 HGD HIPK2 HNRNPLL HPGD HPSE HSDL1 HTATIP2 HTRA2 HYI ICA1 ICAM2 IFI27L1 IFT57 IGF1R IGF2BP2 IGSF10 INAFM2 INF2 ING5 INKA1 INKA2 INPP4B INPP5B INSIG2 IRAG1 IRAK2 ISCA1 ISOC1 ITFG1 ITGA2B ITGA6 ITGB3 KALRN KCNE3 KCTD10 KCTD20 KIAA0232 KIAA0513 KIFAP3 KIFC3 KLF9 KLHDC8B KLHL5 KLHL6 LANCL3 LAPTM4B LAT LCA5 LCN2 LDLRAP1 LGALS12 LGALSL LIMA1 LIN54 LINC00989 LINC01003 LINC01089 LINC02284 LIPH LMNA LRBA LRP12 LRRC32 LRRC8B LRRC8D LRRFIP2 LTBP1 LURAP1L LXN LY6G5C LY6G6F LYPLAL1 MACIR MAD2L1BP MADD MAFG MAN2A2 MAP1A MAP1LC3A MAP3K5 MAP4K2 MAP4K5 MAPK6 MARCHF2 MARCHF3 MAST4 MAVS MBOAT2 MBTD1 MCTP2 MCU MDM1 MED12L MEG3 MEIS1 MEST MFAP3L MFSD2B MGAT4B MGLL MICU1 MIGA2 MINDY1 MINDY2 MINPP1 MIR4435-2HG MITF MLC1 MLH3 MMD MMRN1 MOB1B MOB3C MPIG6B MPL MPP7 MSANTD3 MTFR1L MTHFD2L MTURN MYCT1 MYL9 MYLK MYO18A MYOM1 NAE1 NBEAL2 NCK2 NCKAP1 NCKIPSD NDST1 NECTIN2 NET1 NEXN NFATC1 NFE2 NFIB NHLRC2 NID1 NLK NLRC5 NLRX1 NOL4L NPAT NPRL3 NRGN NSMCE3 NT5C3A NT5M OPHN1 ORAI1 ORAI2 OSBP2 OTUD5 OXCT1 P2RX1 P2RY1 PADI4 PANX1 PAPSS1 PAPSS2 PARD3 PBX1 PCSK6 PCYOX1L PDE3A PDE4D PDE5A PDGFA PDGFB PDGFC PDIA5 PDK1 PDLIM1 PDLIM7 PDZD8 PEAR1 PELO PEX3 PF4 PF4V1 PFKP PGM1 PGRMC1 PHETA2 PHKA2 PHTF1 PHTF2 PIK3CB PIK3R6 PIM1 PKHD1L1 PKIG PKP2 PLA2G12A PLAG1 PLCH1 PLEKHF2 PLOD2 PLPP5 PNMA1 PPBP PPM1A PPM1L PPP1R14A PPP1R35 PRICKLE1 PRKAA1 PRKAR1B PRKAR2B PRKCQ PRKD2 PROS1 PROSER2 PRR7 PRTFDC1 PRUNE1 PSRC1 PTCRA PTGER3 PTGIR PTGS1 PTK2 PTK7 PTP4A3 PTPN12 PYCR2 PYGB RAB11FIP3 RAB13 RAB27B RAB30 RAB33A RAB37 RAB38 RAB3C RAMP1 RASA3 RASGRP3 RBM38 RBPMS2 RCHY1 RCL1 RDH11 RECQL5 RGS3 RGS6 RHAG RHBDD1 RHD RHOBTB1 RHOF RIPOR3 RIT1 RNF11 RNF24 RNF34 RNF8 ROCK2 RTN2 RUFY1 SACM1L SAMD14 SAV1 SCFD2 SCYL2 SDC4 SELP SEPTIN11 SERPINE1 SERPINE2 SERPINH1 SESTD1 SFI1 SH3BGRL2 SIAE SIAH2 SIRT3 SLA2 SLAIN2 SLC10A3 SLC18A2 SLC22A17 SLC24A3 SLC30A5 SLC35D1 SLC35D3 SLC37A1 SLC39A3 SLC39A4 SLC44A1 SLC44A2 SLC50A1 SLC7A1 SLC7A5 SLC9A1 SLFN14 SLMAP SLX4 SMIM1 SMIM3 SMIM5 SMOX SMTN SMYD3 SNCA SPARC SPATS2 SPHK1 SPIN2B SPRY1 SPTB SPTBN1 SPX SRC SRSF8 SSBP2 SSX2IP ST3GAL3 STIM1 STK17A STK26 STOM STON2 STRADB STRN4 STX1A STXBP5 SUSD1 SWI5 SYTL4 TAL1 TANGO2 TBC1D20 TBC1D25 TBPL1 TBXA2R TC2N TCEA2 TCEAL9 TCTA TDRP TEC TECPR2 TENT5C TESPA1 TFPI TGFB1I1 THBS1 TIMM22 TIMP3 TJP2 TLK1 TM6SF1 TMED8 TMEM140 TMEM163 TMEM164 TMEM185A TMEM263 TMEM40 TMEM41A TMEM45A TMEM63A TMEM63B TMEM64 TMEM87B TMEM91 TMSB4Y TNFAIP8L1 TNFSF4 TNIK TNNC2 TNNI3 TNS1 TOM1L2 TPM1 TPM2 TRAFD1 TRAPPC2 TRAPPC3L TREML1 TRIM13 TRIM24 TRIM58 TRIP10 TRPC6 TSC22D1 TSPAN13 TSPAN15 TSPAN18 TSPAN2 TSPAN32 TSPAN9 TSPOAP1-AS1 TTC33 TTC39B TTC5 TTC7B TUBA4A TUBA8 TUBB1 TUBGCP4 TVP23B TWSG1 TXNL4B UBASH3B UBE2C UBE2O UBL4A UNC13D UNC45A USP20 USP47 UTY UXS1 VAMP7 VANGL1 VAPB VIM-AS1 VKORC1L1 VPS13A VPS26B VPS37B VWA5A WASF1 WDR44 WFDC1 WIPI1 WRNIP1 XIRP2 XK XPNPEP1 XYLT2 YES1 YOD1 ZBTB16 ZC3HAV1L ZCCHC17 ZFAND2B ZFYVE21 ZGLP1 ZMYND8 ZNF175 ZNF185 ZNF33A ZNF431 ZNF664 ZNF778 HE_LIM_SUN_FETAL_LUNG_C2_MYELOCYTE_LIKE_CELL https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/HE_LIM_SUN_FETAL_LUNG_C2_MYELOCYTE_LIKE_CELL ANXA3 BPI CAMP CD177 CDA CHI3L1 CRISP3 DEFA1B DEFA3 HP LCN2 LTF MMP9 PGLYRP1 RGL4 S100A12 S100P TFF3 HE_LIM_SUN_FETAL_LUNG_C2_NEUTROPHIL_CELL https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/HE_LIM_SUN_FETAL_LUNG_C2_NEUTROPHIL_CELL ACSL1 ADGRE3 ADGRG3 ADM ANXA3 AP5B1 APOBEC3A AQP9 ASGR1 BST1 CDA CKAP4 CLEC4D CLEC4E CLEC5A CMTM2 CPD CYFIP2 CYP1B1 DGAT2 DYSF ECE1 F5 FCAR FCGR3B FOLR3 FPR2 G0S2 HK2 HK3 HP IGF2R LILRA5 LINC00937 LINC03078 LRRK2 LTB4R MCEMP1 MEGF9 MGAM MTARC1 NFE2 ORM1 ORM2 PADI2 PADI4 PELATON PGLYRP1 PROK2 QPCT RAB27A RBP7 RGL4 S100A12 S100A8 S100P SLC11A1 STEAP4 THBS1 TNFAIP6 TNFRSF10C TREM1 TUBA4A VNN1 VNN2 VNN3P HE_LIM_SUN_FETAL_LUNG_C2_NON_CLASSICAL_MONOCYTE https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/HE_LIM_SUN_FETAL_LUNG_C2_NON_CLASSICAL_MONOCYTE APOBEC3A BIRC3 CD300E CD79B CDC42EP2 CDKN1C CLEC12A FCGR3A GBP2 GCH1 HK3 IFITM1 LILRA1 LILRA5 PELATON PTGIR TCF7L2 HE_LIM_SUN_FETAL_LUNG_C2_PDC_CELL https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/HE_LIM_SUN_FETAL_LUNG_C2_PDC_CELL A1BG ABHD15 ADA ADAM19 ADAT3 ADGRG5 AEBP1 AHI1 APP ATP13A2 ATP2A3 BCL11A BCL7A C12orf75 CARD11 CCDC186 CD2AP CD3E CD7 CDCA7L CDH23 CDKN2D CHML CIB2 CLEC4C CLIC3 COBLL1 COL26A1 CUX2 CXCR3 CXXC5 CYB561A3 DERL3 DNASE1L3 DUSP5 EPHA2 EPHB1 ERN1 FUZ GNG7 GPX7 GRAMD1B GZMB HS3ST1 HS3ST3B1 IDH3A IFIT2 IFNLR1 IGHM IGKC IGLC2 IGLC3 IGLL5 IL3RA IRF4 JCHAIN KCNK17 KCTD5 KIRREL3 KPTN LAMP5 LILRA4 LIME1 LINC00513 LINC00865 LINC00996 LRRC26 LRRC36 LTB LY9 MAP1A MAPKAPK2 MDFIC MNAT1 MYBL2 MZB1 NEK8 NIBAN3 NPC1 OCIAD2 PACSIN1 PAFAH2 PARP10 PCED1B PFKFB2 PLVAP PMEPA1 PPM1J PPM1K PPP1R14B PRMT7 PRXL2A PTCRA PTPRCAP PTPRS RASD1 RECQL5 RELL2 RHEX RUNX2 SCT SEL1L3 SEMA7A SEPTIN1 SERPINF1 SGSM3 SH2D3C SIT1 SLA2 SLAMF7 SLC15A4 SLC20A1 SLC2A1 SLC37A1 SLC44A2 SLC7A5 SMC6 SMIM5 SMPD3 SOCS1 SPIB SPON2 ST3GAL2 ST6GALNAC4 STAMBPL1 STRBP SVIP TASP1 TCL1A TLR9 TMEM63A TMEM8B TMIGD2 TNFRSF17 TNFRSF21 TNNI2 TPM2 TRAF4 TSPAN13 TTC24 TTC39A TUBB6 UGCG ULK1 ZDHHC17 ZFAT ZNF296 HE_LIM_SUN_FETAL_LUNG_C2_PLATELET_CELL https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/HE_LIM_SUN_FETAL_LUNG_C2_PLATELET_CELL ABCC4 ACAD8 ACRBP ACSM3 ADORA2B AEN AGO3 AGPAT5 ALOX12 ANK1 ANKRA2 ANKRD33B ANKRD49 ANKRD9 ANXA3 AQP10 ARHGAP6 ARID5B ARL15 ARRDC4 ASH1L-AS1 ATG4D ATG9A ATOSA ATP6V0A2 B3GNT2 B4GALT4 BBC3 BCL2L1 BET1 BLTP3A BLZF1 BMT2 BPGM BROX BSDC1 BTBD19 C12orf76 C1orf52 C2orf88 CA2 CARMIL1 CASP3 CAV2 CAVIN2 CBLB CCNT2 CD226 CD58 CDC16 CDK17 CDK7 CDKL1 CEP44 CHAMP1 CISH CLCN3 CLCN7 CLEC1B CLK4 CMAS CMTM5 CNST COL24A1 COX10 CPEB2 CPEB4 CREBRF CREBZF CRKL CRYM CTNNAL1 CTNS CXCL3 DAAM1 DCLRE1A DENND4C DEPP1 DGKD DIPK1B DLEU2 DMTN DNM3 DPH2 E2F1 E2F3 ECE1 EGLN3 ELL2 ELOVL7 ENDOD1 EPB41 ESAM F2R FAM210B FAXDC2 FBXO3 FBXO30 GAB1 GADD45A GADD45G GAS2L1 GATA1 GATA2 GCLM GDF15 GFI1B GMPR GNG11 GP1BA GP9 GRAP2 GUCY1B1 H2AC11 H2AC13 H2AC14 H2AC15 H2AC17 H2BC11 H2BC12 H2BC15 H2BC18 H2BC21 H2BC4 H2BC7 H2BC8 H3C10 H4C11 H4C12 H4C14 H4C15 H4C16 H4C2 H4C8 HBG1 HEMGN HERC1 HSBP1L1 HTATIP2 ICAM2 IGF1R IGF2BP2 IKZF4 IKZF5 ING5 INKA1 INKA2 INPP5K KALRN KBTBD2 KCTD13 KDM5B KEL KHDC4 KIAA0232 KIAA1586 KIFAP3 KIFC3 KLF1 KLHL24 KLHL42 KLHL5 LANCL3 LAPTM4B LARP4 LAT LDB1 LEMD3 LGALSL LINC01003 LINC01089 LINC02284 LMBRD2 LRP12 LRRC8B LTBP1 LXN LYSMD3 MACIR MACO1 MAD2L1BP MAP4K5 MAPK6 MARCHF3 MBTD1 MCTP2 MEG3 MEIS1 MFAP3L MFSD11 MFSD14A MFSD2B MGME1 MIGA2 MITF MMD MOB1B MOB3C MPIG6B MPL MSI2 MTRR MTURN MYLK MYLK3 NECAB3 NET1 NEXN NFATC1 NFE2 NPAT NT5C2 NT5C3A NT5M NUDT4 OPTN OSER1-DT OTUD5 P2RX1 P2RY1 PBX1 PCGF5 PDE5A PDGFA PDGFB PDK1 PDLIM1 PDZD8 PDZK1IP1 PEAR1 PELI2 PF4 PHF1 PHF7 PHTF2 PIM1 PIM2 PITPNB PKHD1L1 PKIG PLAG1 PLCXD1 PLD6 PLEKHF2 POLR1C POLR3E PPBP PPM1A PPP4R3B PRIMPOL PRKAR1B PRKAR2B PTBP2 PTDSS2 PTGIR PTGS1 PTK2 PTP4A3 PXMP4 RAB27B RAB30 RAB37 RAB3IP RBM38 RBM7 RCHY1 RCL1 RDH11 REXO2 RHAG RIMKLB RIMOC1 RIPOR2 RIPOR3 RNF103 RNF139-DT RYBP SDE2 SELP SENP5 SERPINE1 SGMS1 SIAH1 SIRT3 SLC16A1 SLC25A17 SLC39A8 SLC66A2 SLFN14 SMIM1 SMTN SNCA SOCS2 SORBS1 SOS1 SPHK1 SPRY1 SRSF8 SSBP2 SSX2IP STAM STIM1 STOM STON2 STRADB STX17 SUOX SUSD1 SWT1 TAL1 TBC1D15 TBPL1 TBXA2R TCEAL9 TCP11L2 TENT5C TFPI TFR2 THBS1 THRA THUMPD1 TIMP3 TMEM140 TMEM263 TMEM40 TMEM64 TMEM91 TNFAIP8L1 TNFSF4 TNIK TNS1 TRAF6 TRAPPC2 TRAPPC2B TRIM13 TRIM23 TRIM24 TRIM58 TSC22D1 TSPAN32 TSPOAP1-AS1 TTC33 TUBA4A TUBB1 TWSG1 TXLNG TXNDC16 TXNL4B UBE2H UBL4A UIMC1 USP12 USP20 USP42 UTY VAPB WASF1 WASL WIPI1 XK XPNPEP1 XRN1 YES1 YOD1 YRDC ZBTB11 ZFYVE1 ZFYVE27 ZMYM5 ZMYND8 ZNF134 ZNF140 ZNF175 ZNF185 ZNF197 ZNF224 ZNF274 ZNF431 ZNF518B ZNF567 ZNF606 ZNF714 ZNF778 ZSCAN18 HE_LIM_SUN_FETAL_LUNG_C2_PRE_PDC_DC5_CELL https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/HE_LIM_SUN_FETAL_LUNG_C2_PRE_PDC_DC5_CELL A1BG AAR2 ABHD10 ACAA2 ACAP1 ACAT2 ACOT7 ACSL3 ACTL6A ADA ADAM19 ADGRG5 ADK AGK AHCTF1 AHI1 AKAP8 ALCAM ALG14 ALMS1 ANKMY2 ANKRD39 AP3M1 APP AREG ARHGEF3 ARL6IP6 ARMC6 ARV1 ASB1 ASF1A ASF1B ASPM ATAD2 ATAD3A ATAD3B ATAD5 ATP6V0A2 AVEN BANK1 BARD1 BCL11A BCL2 BCL7A BEND6 BIRC5 BRCA2 BRI3BP BTLA C11orf24 C12orf75 C19orf48P C1GALT1C1 CALCRL CARD11 CARHSP1 CBFA2T3 CBX5 CCDC146 CCDC167 CCDC34 CCDC51 CCDC69 CCNA2 CCNB1 CCNB1IP1 CCNB2 CCP110 CD2 CD200 CD22 CD2AP CD320 CD38 CD7 CDC14A CDC20 CDC23 CDC6 CDCA4 CDCA7 CDCA7L CDCA8 CDH1 CDH23 CDK1 CDK2 CDKN2AIPNL CDKN2D CDT1 CDYL CENPF CENPH CENPK CENPM CENPN CENPP CENPU CENPW CEP131 CEP20 CEP78 CEP95 CES1 CFAP119 CHAF1A CIB2 CKS1B CLEC4C CLECL1P CLIC3 CLSPN CMAS CMSS1 CNP CNTROB COG7 COQ4 COQ5 CPLANE1 CPSF3 CSF2RB CSTF3 CTPS1 CTSW CXCR3 CXXC5 CYB561A3 CYB5B CYFIP2 CYP51A1 CYYR1 DAPK2 DAXX DBR1 DCPS DCTPP1 DDX11 DERL3 DHFR DHTKD1 DIDO1 DKC1 DMAC2 DNAJA3 DNAJC9 DOLPP1 DPF2 DTL DTX2 DTYMK DUS3L DYNC2I2 EBNA1BP2 EBP EIF1AY ELAC2 ELP6 ENDOV ENHO EOLA1 EOLA2 EPHB1 ERCC6L2 ERG28 EXOSC3 EXOSC9 EZH2 FAM107B FAM98B FANCI FARS2 FBLN1 FBLN2 FBXO41 FEN1 FLT3 FMC1 FRY FUZ GADD45A GALNS GALNT3 GAPT GATD1 GEMIN2 GEMIN7 GGH GINS2 GLRX5 GMCL1 GMNN GMPPB GMPS GNG11 GNG7 GON7 GPATCH11 GPATCH4 GPR146 GPR180 GPRC5C GPX7 GTF2E2 GTF3C5 GTPBP3 GUF1 H2AC13 H2AC14 H2AC16 H2AX HAMP HAUS1 HELLS HEMK1 HIRIP3 HIVEP2 HMBS HMGB3 HMGCS1 HMMR HOMEZ HSPA13 HTR3A IARS1 ICMT IDH3A IGF2BP1 IGKC IGSF8 IL18R1 IL3RA IMMP1L INPP4A INPP5B INTS15 IRF4 ITGB3BP ITGB7 JCHAIN KCNE5 KCNMB1 KCTD5 KEAP1 KIF11 KIF17 KLHDC4 KMO KNTC1 KRI1 LANCL1 LAS1L LEMD3 LIG1 LILRA1 LILRA4 LIMA1 LIME1 LIN52 LINC00665 LLGL2 LMNB1 LMNB2 LPCAT4 LRR1 LRRC40 LRRC47 LSG1 LTB LTK LTV1 LY9 MAD2L1 MAG MAGED1 MAGOHB MAIP1 MAP3K7 MAP4K1 MATK MCAT MCM2 MCM3 MCM4 MCM6 MCM7 MCOLN2 MCRS1 MDFIC MED20 METTL13 METTL2A METTL2B MIS18A MIX23 MKI67 MNAT1 MND1 MPHOSPH6 MRPL39 MRPS10 MRTO4 MSH2 MT2A MTA1 MTERF2 MTG2 MTM1 MVD MX1 MYBL2 MYL6B MYO1E MYO9A MZB1 NAPSA NCAPG NCAPG2 NCBP2AS2 NCLN NDRG1 NFAT5 NGLY1 NIBAN1 NIBAN3 NIPA2 NIPSNAP1 NKG7 NOL10 NOP14 NOP16 NOP2 NPM3 NR2C2AP NREP NRF1 NSD2 NT5DC1 NT5DC2 NTAN1 NTHL1 NUCB2 NUDT17 NUFIP1 NUP160 NUP37 NUP54 NUP88 NUSAP1 OBI1 OCIAD2 ODF2 OPN3 ORC6 OXCT1 PAICS PALD1 PAM16 PARP10 PCCB PCED1B PCLAF PCNA PDCD2L PDLIM1 PDSS1 PFKP PGM3 PHF19 PHGDH PIDD1 PIGO PIGQ PITPNA-AS1 PKIG PLAAT3 PLCB3 PMM2 PMS1 POLA2 POLR1G POLR3A POLR3K PPM1J PPM1K PPP1R14A PPP1R14B PPP1R35 PPP2R5D PPP3CC PRC1 PRIM1 PRIM2 PRMT5 PRMT7 PRORP PRPS1 PRPS2 PRXL2A PSMA2 PTDSS2 PTPN7 PTPRCAP PTS PTTG1 PUS1 PXMP2 PYCR2 RAB29 RAB7B RACGAP1 RAD1 RAD17 RAD51AP1 RAD51C RAD9A RASD1 RASSF7 RAVER1 RCAN3 RCCD1 RCN2 RDH14 REXO4 RFC3 RFC5 RHEX RHOF RIOX2 RIPOR2 RMI2 RNASEH2A RPAP2 RPIA RPL39L RPUSD4 RRAGC RRM1 RRP9 RRS1 RUNX2 RUVBL1 RYBP S100B SAAL1 SACS SAMD9L SAP130 SARS2 SCN9A SCT SEL1L3 SEMA7A SERF1A SERF1B SH2D3C SHCBP1 SHQ1 SIGLEC5 SIGLEC6 SIT1 SLAMF7 SLC12A2 SLC15A4 SLC17A9 SLC1A4 SLC20A1 SLC27A5 SLC2A1 SLC2A4RG SLC2A6 SLC38A1 SLC39A6 SLC5A6 SLC7A5 SMARCD1 SMC2 SMC4 SMC6 SMN1 SMN2 SMPD2 SMPD3 SMYD3 SNAI1 SNCA SPATS2 SPDL1 SPIB SPNS3 SRD5A3 ST14 ST3GAL2 ST3GAL4 ST6GALNAC4 STK26 STRBP STRN3 STX18 SULF2 SUN2 SUSD1 SUV39H2 SUZ12 SVIP TBCC TCF3 TDP1 TEDC1 TFAP4 TFDP1 THEM4 TIFA TIFAB TIPIN TMEM138 TMEM63A TMIGD2 TNNI2 TOP1MT TOP2A TOPBP1 TPGS2 TPM2 TPX2 TRAF2 TRAF4 TRDMT1 TRERF1 TRMT13 TSEN54 TSPAN13 TSPOAP1-AS1 TSR1 TSTD1 TUBB6 TUBG1 TXLNG TYMS UBA5 UBE2C UBE2S UBE2T UBFD1 UBR7 UGCG UGDH UHRF1 UNG UPF3B UPK3A UQCC4 URI1 USP11 UTP23 VRK1 VRK2 WDR43 WDR5 XXYLT1 YARS1 YEATS4 YRDC ZBTB45 ZDHHC17 ZEB1 ZFAT ZMYM5 ZNF296 ZNF326 ZNF414 ZNF444 ZNF639 ZNF669 ZNF714 ZNF789 ZNF830 ZWINT HE_LIM_SUN_FETAL_LUNG_C2_PROMONOCYTE_LIKE_CELL https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/HE_LIM_SUN_FETAL_LUNG_C2_PROMONOCYTE_LIKE_CELL ACAP3 ACOT7 ALYREF ANAPC15 ANLN APOBEC3B ARHGAP11A ARHGEF39 ARMH1 ASF1B ASGR2 ASPM ASRGL1 ATAD2 ATAD5 AURKA AURKB AZU1 BARD1 BCL2L12 BIRC5 BRCA1 BRCA2 BST1 BTG3 BUB1 BUB1B C12orf75 C19orf48P C21orf58 CARHSP1 CBX5 CCDC18 CCDC34 CCNA2 CCNB1 CCNB2 CCNF CD2 CDA CDC20 CDC25B CDC45 CDCA3 CDCA4 CDCA5 CDCA7 CDCA8 CDK1 CDK5RAP2 CDKN3 CDT1 CENPA CENPE CENPF CENPH CENPK CENPM CENPN CENPU CENPW CEP152 CEP55 CEP78 CES1 CHAF1A CHEK1 CHTF18 CIP2A CIT CITED4 CKAP2 CKAP2L CKAP4 CKAP5 CKS1B CLEC11A CLSPN DBF4 DDB2 DDX11 DEPDC1B DHFR DIAPH3 DLGAP5 DNAJC9 DSN1 DTYMK DYNC2I2 E2F2 ERLIN1 EZH2 FAM107B FAM111A FAM72A FAM72B FANCA FANCD2 FANCI FASN FBXO5 FEN1 FLNB FOXM1 GCHFR GGH GINS2 GINS4 GMNN GOLM1 GPSM2 GRK6 GTSE1 H1-5 H2AC11 H2AC12 H2AC13 H2AC14 H2AC16 H2AC17 H2AX H2BC9 H3C10 H3C2 H3C3 H3C8 HEBP2 HELLS HERC5 HIRIP3 HJURP HMGB3 HMMR HP IGF2BP1 IGF2BP2 IGFBP2 IGFBP7 INCENP KBTBD11 KCNE5 KIF11 KIF14 KIF15 KIF18B KIF20A KIF20B KIF22 KIF23 KIF2C KIFC1 KNL1 KNSTRN KNTC1 LIG1 LMNB1 LMNB2 LRG1 LRR1 MAD2L1 MCEMP1 MCM2 MCM3 MCM4 MCM6 MCM7 MCM8 MDC1 MELK MGST1 MIS18A MKI67 MND1 MPHOSPH9 MPO MS4A3 MT1X MTFR2 MTMR11 MXD3 MYBL2 NCAPD2 NCAPD3 NCAPG NCAPG2 NCAPH NCAPH2 NDC1 NDC80 NFE2 NKG7 NLRC5 NRGN NRM NSD2 NT5DC2 NUCB2 NUF2 NUP210 NUSAP1 OAF ODF2 ORC1 ORC6 PADI4 PAQR4 PCLAF PCNA PDSS1 PDXK PHF19 PHGDH PKMYT1 PLK1 POC1A PRC1 PRIM1 PRR11 PSRC1 PTK2B PTTG1 PXMP2 RAB27A RAB3D RACGAP1 RAD51AP1 RANGAP1 RAPGEF2 RECQL4 RFC3 RFC4 RFC5 RFLNB RFWD3 RMI1 RMI2 RNASE2 RNASE3 RNASEH2A RNF26 RPL39L RRM1 RRM2 S100A12 S100P SAC3D1 SAE1 SAP30 SAPCD2 SERPINB8 SGO1 SGO2 SHCBP1 SKA2 SKA3 SLC2A4RG SLC44A1 SMC2 SMC4 SNRNP25 SPAG5 SPC24 SPC25 SPDL1 SQLE TCF19 TEDC1 TESMIN TFDP1 TIMELESS TK1 TMED8 TMEM106C TMEM170B TMPO-AS1 TMX4 TNNT1 TOP2A TOPBP1 TPX2 TROAP TUBA4A TYMS UBE2C UBE2S UBE2T UHRF1 UPK3A VRK1 ZWINT HE_LIM_SUN_FETAL_LUNG_C2_PROMYELOCYTE_LIKE_CELL https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/HE_LIM_SUN_FETAL_LUNG_C2_PROMYELOCYTE_LIKE_CELL ATAD2 AZU1 CDT1 CENPF CENPK CENPM CENPU CIP2A CITED4 CLEC11A CLSPN CTSG GINS2 HELLS HP IGFBP2 KBTBD11 KCNE5 MCM2 MCM4 MCM7 MKI67 MLC1 MPO MS4A3 NCAPD2 NKG7 NT5DC2 NUCB2 PCLAF PHGDH PRSS57 PRTN3 RFLNB RGL4 RNASE2 RNASE3 RRM1 S100P SERPINB10 SERPINB8 SLC2A4RG TIMELESS TK1 TOP2A TYMS UBE2C UHRF1 WEE1 HE_LIM_SUN_FETAL_LUNG_C2_S100A12_HI_CLASSICAL_MONOCYTE https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/HE_LIM_SUN_FETAL_LUNG_C2_S100A12_HI_CLASSICAL_MONOCYTE ADM ASGR1 ASGR2 BST1 CDA CKAP4 CLEC4E DYSF FCN1 G0S2 HK3 KCNE1 LILRA5 LRRK2 LTB4R MCEMP1 MEGF9 MGST1 MTMR11 NFE2 OLIG1 PADI4 PELATON RAB27A RBP7 RNASE2 S100A12 S100A8 S100P SLC11A1 STEAP4 THBS1 TREM1 VCAN VNN2 VSTM1 HE_LIM_SUN_FETAL_LUNG_C2_SPP1_POS_MACROPHAGE_CELL https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/HE_LIM_SUN_FETAL_LUNG_C2_SPP1_POS_MACROPHAGE_CELL A2M ABCA1 ABCC5 ABCG2 AGR2 BLVRA C1QB C2 CCL2 CD163L1 CD209 CD28 COLEC12 CTSL EGFL7 FAM20A HOMER3 HPGDS HRH1 IGF1 IGFBP4 ITGB5 ITSN1 LILRB5 LYVE1 MAN1A1 MERTK MTUS1 NPL NRP1 NRP2 PCDH12 PLEKHG5 PLTP RAB3IL1 RCN3 RNASE1 SCN9A SELENOP SIGLEC1 SLC12A5 SLC7A8 SLCO2B1 SPP1 TMEM37 TNFRSF25 VSIG4 WWP1 HE_LIM_SUN_FETAL_LUNG_C3_AEROCYTE https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/HE_LIM_SUN_FETAL_LUNG_C3_AEROCYTE ADAMTS1 ADAMTSL2 ADIRF APLN ARC ARHGAP6 ATF3 B3GALNT1 BTBD3 CD83 CDH13 CDH8 CDKAL1 COLEC10 CYB561 DISP1 DPEP1 DYRK2 EDNRB EHD3 EVA1B F2RL3 GBP1 GNG7 GPR4 GRID1 HLX HOPX HOXB5 IL12A ITGA1 ITGA3 ITGA4 KCNN2 KHDRBS2 KITLG LAMA5 LMO7 LRRC36 LRRC49 MATK MGLL MIER2 MPPED2 MYLK NCALD NCKIPSD NEDD4L NOS2 OAS2 PDE1C PHLDB1 PKIA PLXNC1 PRDM1 PRICKLE2 PRX PSEN2 RARG RGS9 RILPL2 RNF24 S100A3 S100A4 SEMA7A SLC12A2 SLCO2A1 SPON2 SPRED2 SPRY4 SULT1A1 SYNM TAGLN3 TBC1D20 TBX2 TBX2-AS1 TBXA2R TMEM108 TNFRSF4 TNS3 TRPV2 ULBP2 VASN VIPR1 XKR6 ZBTB16 ZNFX1 HE_LIM_SUN_FETAL_LUNG_C3_ARTERIAL_ENDOTHELIAL_CELL https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/HE_LIM_SUN_FETAL_LUNG_C3_ARTERIAL_ENDOTHELIAL_CELL ABCC4 ABR ADA2 ADAMTS6 ADGRL1 AFAP1L2 AIF1L ALPL AOPEP APLP1 APOA1 APOL4 ARC ARHGAP4 ARID5A ARL15 ARSJ ASRGL1 ASS1 ATP13A3 ATP2A3 B3GNT2 BCAT1 BMX BVES C14orf132 C19orf33 C1QTNF6 C1orf115 C3orf14 C4orf48 CALHM2 CAMK1D CCDC71L CD58 CDC42EP3 CDK19 CFH CGNL1 CHL1 CHMP4C CKB CLGN CLIC3 COL1A2 COL21A1 COL3A1 COL6A1 COL9A3 CPAMD8 CRIP1 CRYBG1 CSRNP1 CTSC CXCL12 CXCR4 CYB561D2 CYP26B1 CYTH3 DBNDD2 DENND11 DENND3 DGKA DHH DKK2 DSTYK DUSP4 EDNRB EGFL8 EGFLAM ENTPD1 ENTPD2 EPHA4 EPS8 ERBB2 EVA1C F2R FAM107A FAM234A FAM241A FAT4 FBLN2 FBLN5 FBN1 FCSK FGF18 FGFR3 FGR FILIP1L FOSL2 FUT8 FZD6 GATA6 GATA6-AS1 GBP2 GCH1 GCHFR GCNT1 GCNT2 GFOD1 GIPC2 GJA5 GLUD2 GNA14 GOLIM4 GPER1 GPR176 GPRIN3 GRIA2 GRIP2 GUCY1A1 GULP1 H2BC21 HBEGF HES4 HEY1 HEY2 HIP1R HLA-DRB1 HMCN1 HS6ST1 HSBP1L1 HSD17B14 ID2 IFI44L IFI6 IFITM1 IL11RA ITGB4 ITPR1 ITPR2 ITPR3 JAG1 JAG2 KANSL3 KAZALD1 KCNN3 KCNN4 KCNQ2 KITLG KLF12 LAMA5 LINC00440 LPCAT2 LTBP1 LTBP4 LTC4S LYPD2 MAMLD1 MCC MCTP1 MECOM MERTK MET METTL27 MEX3C MGP MIR503HG MLLT1 MMEL1 MMP15 MMP16 MPPED2 MSX1 MTMR11 MX1 MXRA7 MYO1E MYOF NOMO3 NOS1 NOVA1 NPW NR4A1 NR4A2 NSG1 NUAK1 ORAI1 PALLD PAPSS1 PCSK2 PCSK5 PDE10A PDE4D PDK3 PDLIM1 PELI1 PI16 PIK3C2B PIK3R3 PITPNM1 PKN3 PLAC9 PLCB4 PLCG2 PLLP PLPP1 PREX2 PRR7 PRRT1 PRXL2C PTGDS PTGIS PTPN14 QSOX1 RAB32 RAPGEF3 RASD1 RFC3 RFTN1 RGMB RIPK3 RNF144B RNLS ROBO2 RRAS RUNX1T1 S1PR4 SCGB3A1 SELENOM SELPLG SEMA3F SEMA3G SENP7 SERPINE2 SH2D4A SH3BP4 SIDT1 SKIL SLC12A2 SLC16A2 SLC18B1 SLC2A6 SLC48A1 SLC8A1 SMAD6 SMAD7 SNX18 SOX13 SOX5 SOX6 SPATA13 SRGN SSTR1 SSUH2 ST3GAL4 ST6GALNAC1 ST8SIA6 STAT6 STK38L SULF1 SULT1B1 SULT1E1 SWAP70 SYNJ2 SYNPO SYT1 SYT11 TAFA5 TANC2 TGFB2 THSD7A TIAM2 TMC7 TMED7 TMEM100 TMEM168 TMEM38A TMEM47 TNFAIP8 TNFRSF1B TNKS1BP1 TOB1 TOX2 TRABD2A TRAM2 TRH TRIM47 TSKU TSPAN2 TTLL3 USP53 VAMP8 VEGFC VPS37C ZBTB7B HE_LIM_SUN_FETAL_LUNG_C3_CYCLING_DEFINITIVE_ERYTHROBLAST https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/HE_LIM_SUN_FETAL_LUNG_C3_CYCLING_DEFINITIVE_ERYTHROBLAST ABCA7 ABCB10 ABCB8 ABHD5 ACHE ACKR1 ACSL6 ACSS1 ADD2 ADISSP AEN AGO2 AGPAT5 ALAD AMMECR1 ANK1 ANKLE1 ANKRD9 ANLN APEH APOBEC3B APOBEC3C AQP3 ARHGAP11A ARHGEF39 ART4 ARV1 ASF1B ASPM ATAD2 ATAD5 ATG4D ATIC ATP1B2 AURKA AURKB BIRC5 BLM BLVRA BOP1 BRCA1 BRCA2 BRI3BP BTG3 BUB1 BUB1B C17orf99 C21orf58 C2orf69 C2orf88 C8orf88 C9orf40 CA8 CCDC18 CCDC34 CCNA2 CCNB1 CCNB2 CCNE1 CCNF CCP110 CD44 CD82 CDC20 CDC45 CDC6 CDCA2 CDCA3 CDCA4 CDCA5 CDCA8 CDK1 CDKN2C CDKN3 CDT1 CENPA CENPE CENPF CENPH CENPK CENPL CENPM CENPN CENPP CENPU CENPV CENPW CEP152 CEP43 CHAC2 CHAF1A CHEK1 CHEK2 CHPT1 CHST2 CIP2A CISH CKAP2 CKAP2L CKS1B CKS2 CLSPN CMPK2 CPOX CPVL CR1L CRNDE CTSE CYBRD1 DBF4 DCLRE1B DDI2 DEPDC1 DEPDC1B DHFR DHRS13 DIAPH3 DLEU2 DLGAP5 DNAJA4 DNAJC6 DNAJC9 DONSON DPF3 DPP7 DSCC1 DSN1 DYNC2I2 E2F2 E2F8 ECT2 EEF1E1 ELL2 ELOVL6 EPB42 EPCAM EPOR ERI1 ERMAP ESCO2 EXO1 EXOSC3 EXOSC9 EZH2 FAH FAM117A FAM178B FAM72A FAM72B FAM83D FANCA FANCI FARSB FBXO5 FEN1 FERMT3 FHDC1 FKBPL FN3K FOXM1 GALNT6 GATA1 GCDH GCLC GCLM GEN1 GFI1B GINS2 GMNN GPSM2 GRK6 GTSE1 GYPA GYPB GYPE H1-3 H1-5 H2AC11 H2AC12 H2AC13 H2AC14 H2AC16 H2AC17 H2AC20 H2AC4 H2AC8 H2BC11 H2BC15 H2BC18 H2BC3 H2BC4 H2BC7 H2BC9 H3C10 H3C15 H3C2 H3C3 H3C8 H4C11 H4C12 H4C2 H4C4 H4C6 HBB HBQ1 HBZ HELLS HEMGN HES6 HIC2 HJURP HMGN5 HMMR HPRT1 ICAM4 IKZF1 IQGAP2 ISG20 ISOC1 ITGA4 JAZF1 KCNH2 KCNN4 KCTD9 KEL KIAA1586 KIF11 KIF14 KIF15 KIF18A KIF20A KIF20B KIF22 KIF23 KIF2C KIF4A KIFC1 KLF1 KMT5A KMT5C KNL1 KNSTRN KPNA2 KREMEN1 LDB1 LHPP LIG1 LIN52 LNPK LPCAT3 LRR1 LRRCC1 MACIR MAD2L1 MCM10 MCM2 MCM4 MCM5 MCM6 MELK MFHAS1 MFSD2B MGME1 MID1IP1 MIGA2 MINPP1 MIS18A MKI67 MLH1 MND1 MPHOSPH9 MRC2 MST1 MTHFD1 MTHFD2 MXD3 MYBL2 MYC MYCBP MYL4 MZT1 NAA50 NCAPD2 NCAPD3 NCAPG NCAPG2 NCAPH NCAPH2 NCEH1 NDC80 NEIL3 NEK2 NFE2 NMNAT3 NOP16 NSD2 NUDT1 NUF2 NUP210 NUP37 NUSAP1 OIP5 ORC1 ORC6 OSBP2 PAICS PAK1 PAK1IP1 PARPBP PBK PCCB PCK2 PCLAF PCNA PGP PIGQ PIP5K1B PKLR PKMYT1 PLEK2 PLK1 PLK4 PMM1 POC1A POLA2 POLD1 POLQ PPIF PPME1 PPOX PRC1 PRIM1 PRKAR2B PRMT3 PRPS2 PRR5 PTTG1 RAB3IL1 RAB6B RABGAP1L RACGAP1 RAD51AP1 RAD54L RBL1 RCCD1 RCL1 RECQL4 RFC3 RFC4 RFC5 RFESD RGS10 RHAG RHCE RHD RIPOR3 RMDN3 RMI2 RNASEH2B RNF123 RPS6KB2 RRM1 RRM2 S100A4 SASS6 SFXN4 SGO1 SGO2 SHCBP1 SKA1 SKA2 SKA3 SLC11A2 SLC1A5 SLC20A1 SLC22A16 SLC22A4 SLC25A21 SLC25A38 SLC37A4 SLC38A5 SLC43A1 SLC43A3 SLC48A1 SLC6A8 SLC6A9 SLC7A5 SMAP2 SMC2 SMIM1 SMIM5 SNHG10 SNRNP25 SNX22 SOX6 SPAG5 SPC24 SPC25 SPECC1 SPINT2 SPN SPTA1 SPTB SSX2IP STEAP3 STIL SYNGR1 TACC3 TANGO2 TESC TF TFDP1 TFR2 TFRC TIMM8A TK1 TLCD4 TMEM86B TMOD1 TOP1MT TOP2A TPX2 TRAK2 TRIM10 TRIP13 TROAP TSPAN17 TSPAN32 TSPO2 TTF2 TTK TTLL12 TTPAL TUBB1 TYMS UBAC1 UBE2C UBE2S UBE2T UHRF1 VRK1 WDHD1 WDR4 WDR76 WRN XK YEATS4 ZBTB7A ZWILCH ZWINT HE_LIM_SUN_FETAL_LUNG_C3_DEFINITIVE_ERYTHROBLAST https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/HE_LIM_SUN_FETAL_LUNG_C3_DEFINITIVE_ERYTHROBLAST ANK1 ANKRD9 ART4 ATG4D CPEB4 ERMAP FBXO30 FHDC1 HECTD4 LPIN2 NATD1 RIPOR3 RUNDC3A SLC7A5 SPECC1 SPTA1 TBCEL TFR2 TFRC TMCC2 TRAK2 TRIM58 XPO7 YPEL4 HE_LIM_SUN_FETAL_LUNG_C3_DEFINITIVE_ERYTHROCYTE https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/HE_LIM_SUN_FETAL_LUNG_C3_DEFINITIVE_ERYTHROCYTE AHSP ALAS2 CDKN2D EPB42 ESPN FECH GMPR GYPA GYPB HBA1 HBA2 HBB HBG1 HBG2 HBM HBQ1 HEMGN KRT1 MYL4 PHOSPHO1 RUNDC3A SLC14A1 SLC4A1 SMOX STRADB TENT5C TRIM58 YOD1 HE_LIM_SUN_FETAL_LUNG_C3_DEFINITIVE_RETICULOCYTE https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/HE_LIM_SUN_FETAL_LUNG_C3_DEFINITIVE_RETICULOCYTE ACSL6 AHSP ALAS2 ANK1 ANKRD9 ARG1 ART4 ATG14 ATG4D C17orf99 CA8 CHST11 CHST2 CMPK2 CPEB4 CPOX CR1L DCUN1D1 DNAJC6 DYRK3 E2F2 ELL2 EPB42 ERMAP ESPN FAXDC2 FBXO30 FHDC1 GATA1 GCLC GFI1B GMPR GYPA GYPB GYPE HBB HBM HBQ1 HBZ HECTD4 HEMGN HMBS IBA57 KEL KIAA0232 KLF1 KRT1 LPIN2 MFSD2B MOB1B MOSPD1 MRC2 MYL4 NATD1 NCEH1 NFE2 NPL OSBP2 PHOSPHO1 PIM2 PLEK2 PPME1 PRR5 RAP1GAP RFESD RGS6 RHAG RHCE RHD RIPOR3 RSAD2 RUNDC3A SDE2 SERPINI1 SIAH2 SLC14A1 SLC1A5 SLC22A4 SLC4A1 SLC6A9 SLC7A5 SMIM1 SMIM5 SMOX SOX6 SPECC1 SPTA1 SPTB STK17B TANGO2 TBCEL TCP11L2 TENT5C TESC TFR2 TFRC TLCD4 TMCC2 TMEM86B TRAK2 TRIM10 TRIM58 TSPAN32 TSPO2 TUBB1 UBAC1 UBE2O XK XPO7 YOD1 YPEL4 HE_LIM_SUN_FETAL_LUNG_C3_EARLY_CAP_CELL https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/HE_LIM_SUN_FETAL_LUNG_C3_EARLY_CAP_CELL AAAS ABCA1 ABL2 ACAT2 ACOT13 ACOT7 ACOT9 ACYP1 ADA ADISSP ADORA2A AIFM1 AIMP2 AK4 AKIP1 ALDH7A1 ALG3 ALG8 ALYREF AMPD2 ANAPC15 ANGPTL4 ANP32E APBA2 APLN ARFIP2 ARHGAP10 ARHGAP4 ARID3A ARMT1 ARRDC3 ASB1 ASB9 ASF1B ATAD2 ATAD3A ATAD3B ATIC ATP1B1 ATP6V0E2 AURKB AVEN BAALC BAMBI BASP1 BCAT1 BCAT2 BCL2L12 BCL3 BCOR BIRC5 BNIP1 BOP1 BYSL C11orf96 C12orf75 C12orf76 C19orf48P C1QTNF6 C6orf136 C8orf58 CA2 CACNB3 CBR1 CCDC112 CCDC34 CCDC85C CCDC86 CCDC9 CCN1 CCN2 CCNA2 CCNB1 CCNB1IP1 CCNB2 CCNQ CD24 CD70 CDC20 CDC42EP3 CDC42EP4 CDCA3 CDCA5 CDCA7 CDCA7L CDH13 CDH8 CDIP1 CDK1 CDK2 CDK5RAP1 CDKN3 CDR2L CDT1 CEACAM21 CEBPB CELF2 CENPE CENPF CENPH CENPK CENPM CENPN CENPU CENPV CENPW CFP CHAF1A CHCHD4 CHCHD6 CHEK1 CHN1 CIP2A CISD3 CKS1B CKS2 CLDN7 CLEC11A CLGN CLSPN CMSS1 CMTM8 COL15A1 COPG2 COQ5 CREG2 CTPS1 CTSC CTU2 CTXN1 CXCR4 CXXC5 CYP26B1 CYP2S1 CYRIB DALRD3 DCAF15 DCBLD1 DCPS DDX11 DEAF1 DEF8 DENND3 DHCR24 DHCR7 DHFR DIAPH3 DISC1 DLGAP5 DOK4 DOLPP1 DONSON DTNB DUSP3 DUSP4 DUSP5 DYNLT5 EBP ECHDC3 EDIL3 EFCAB11 EGFLAM EIF2B2 EIF2B3 EMC9 ENAH ERCC2 ERO1A ERRFI1 ETV4 EVA1B EXOSC2 EXOSC5 EXOSC7 EZH2 F2R FADS1 FAM110D FAM136A FAM13A FAM162B FAM210A FAM216A FAM229B FAM43A FAM78A FANCG FANCI FARSB FASN FBLN1 FBXO17 FBXO5 FDXR FEZ1 FH FKBP1C FKBP5 FLAD1 FLYWCH2 FOSL2 FOXM1 GAMT GATA3 GATB GFER GGH GINS2 GIPC1 GMDS GMNN GMPPB GNL2 GNL3 GOLM1 GPATCH4 GPR161 GPSM3 GPX8 GRB10 GRK5 GRWD1 GTPBP3 GTPBP4 GTPBP8 GTSE1 H1-1 H1-3 H2AC11 H2AC13 H2AC14 H2AC20 H2AC25 H2AC8 H2BC9 H4C11 HACD1 HADH HAPLN1 HAUS4 HDGFL2 HDHD5 HEBP2 HES6 HGH1 HIC1 HILPDA HIP1R HIPK2 HMGA2 HMGN5 HMMR HNRNPA1L2 HNRNPA1L3 HOXA4 HOXB2 HOXB4 HPRT1 HRAS HRH1 HS6ST1 HSD17B14 HSPA6 ICAM1 ID2 IER3 IER5L IFFO1 IFITM1 IFT22 IGF2BP1 IGFBP3 IL13RA1 IL4R INSIG2 ITGAE JMJD6 JPH1 KCNK6 KCNQ1 KCNQ1OT1 KDM1A KIF20A KIF20B KIF22 KIF2C KIF4A KIFC1 KLHDC8B KNSTRN KPNA2 KRT10-AS1 KRT8 LCA5 LDAF1 LDLRAP1 LEF1 LGALSL LHX6 LIG1 LIG3 LINC01082 LIPG LMNB1 LMNB2 LMO7 LONRF1 LRCH4 LRP5L LRR1 LRWD1 LYAR MACROH2A2 MAD2L1 MADCAM1 MAFB MAG MAP7D3 MAPK11 MAPK12 MARK4 MARVELD1 MBOAT7 MCAT MCC MCM2 MCM4 MCM5 MCM6 METTL1 MEX3A MGST1 MID1IP1 MIPOL1 MIR3667HG MIX23 MKI67 MLKL MLLT11 MMAB MMD MMP1 MND1 MPHOSPH6 MPI MRGBP MRPL10 MRPL39 MRPL49 MRPS27 MRRF MTA3 MTFP1 MTHFD1 MTHFD1L MTHFD2 MVD MVK MXI1 MYBL2 MYC MYLK2 MYO10 MZT1 NAA15 NAB2 NAGA NAMPT NARS2 NAT14 NCAPD2 NCAPG NCAPH NCKIPSD NCLN NDFIP2 NDUFAF2 NDUFAF4 NDUFAF6 NEK6 NELFA NEURL1B NHERF1 NIPSNAP1 NLE1 NNAT NOL4L NOP14 NOSTRIN NOX4 NPAS2 NPM3 NPW NQO1 NR2F6 NSMCE2 NTMT1 NUAK2 NUDT1 NUDT15 NUP37 NUP88 NUP93 NUSAP1 OIT3 ORAI1 ORC6 P3H3 P4HA1 PACC1 PACSIN3 PAICS PAQR4 PAWR PBK PBX3 PCAT14 PCBP4 PCDH1 PCLAF PCNA PDCL3 PDF PDLIM2 PDLIM4 PELO PEX14 PFKM PFKP PGAM4 PGP PHACTR1 PHF19 PHF23 PHGDH PIMREG PJA1 PKMYT1 PLAGL1 PLCXD1 PLEKHO1 PLK1 PLOD2 PMAIP1 PNO1 POC1A POLR1A POLR1E POLR3D PPIF PPIL1 PPP1R14B PPP1R35 PREP PRIM2 PRND PRR3 PRRT2 PRTFDC1 PRTG PSAT1 PSMC3IP PSMD14 PSRC1 PTGES2 PTGR1 PTTG1 PUM3 PUS1 PUSL1 PVR PYCR1 QPCT RAB32 RAB34 RAC2 RAC3 RAD51AP1 RANGAP1 RANGRF RARA-AS1 RARB RARG RASGRP2 RBM18 RBPMS2 RCBTB2 RCC1 RCC1L RDH13 REC8 RELT RFC2 RFC4 RFC5 RGS14 RGS19 RHNO1 RHOBTB3 RIN1 RIOK1 RIPK2 RMI2 RNASEH1 RNASEH1-DT RNASET2 RNF113A RNF144B RNF2 RNF24 ROBO1 RPL39L RPS6KA1 RPUSD3 RRAS2 RRM1 RRP15 RRP9 RTCA RUVBL1 SAAL1 SDHAF3 SELENOM SERINC2 SERPINE1 SFXN1 SFXN4 SGTA SIGMAR1 SIK1 SIPA1L2 SKA2 SLC12A5 SLC16A1 SLC16A14 SLC16A3 SLC19A1 SLC25A22 SLC25A26 SLC25A33 SLC25A4 SLC2A6 SLC35G1 SLC5A6 SLX9 SMAD6 SMC2 SMCO4 SMIM10 SMYD3 SNAI1 SNAI2 SNAPC1 SNHG12 SNHG19 SNHG32 SNRNP25 SNX24 SORD SPAAR SPATC1L SPATS2L SPDL1 SPINDOC SPOCK2 SPRYD4 ST3GAL4 STC1 STC2 STMN3 STRA6 SYT1 TACC3 TAGLN3 TARBP2 TBRG4 TCF15 TCOF1 TDP1 TEAD4 TEDC1 TEX10 TEX30 TFAP4 THBS1 THOC6 THOP1 THY1 TIMELESS TIMM9 TK1 TLCD3A TLE2 TLE3 TMC6 TMCC3 TMED3 TMEFF1 TMEM106C TMEM161A TMEM176A TMEM176B TMEM237 TMEM243 TMEM37 TMEM51 TMEM69 TMEM97 TMSB15A TNFRSF10A TOP2A TOR2A TP53RK TPM2 TPX2 TRABD TRAF4 TRIP13 TSR1 TTC9C TTLL12 TUBB2B TUBB3 TYMS TYRO3 UBALD2 UBE2C UBE2M UBE2S UBE2T UBL4A UBXN8 UCHL1 UCK2 UCP1 UHRF1 ULBP1 UNC119 UPP1 UQCRHL USB1 USP18 USP39 USP5 UTP18 VEGFA VRK1 WARS2 WASF1 WDR12 WDR25 WDR5 WIPI1 XIST XKR8 XRCC1 YARS1 YARS2 ZC3HC1 ZCCHC3 ZFAND2A ZNF219 ZNF346 ZNF579 ZNF581 ZNF593 ZNF622 ZNF771 ZWILCH ZWINT HE_LIM_SUN_FETAL_LUNG_C3_GRIA2_POS_ARTERIAL_ENDO_CELL https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/HE_LIM_SUN_FETAL_LUNG_C3_GRIA2_POS_ARTERIAL_ENDO_CELL ABCC4 ADAMTS6 ADAMTSL1 ADCY1 AFAP1L2 AIF1L AMD1 APOA1 APOL4 ASRGL1 ASS1 ATP13A3 BMF C1orf115 C7 CDK19 CFH CHRM3 CKB COBLL1 COL15A1 CXCL12 CXCR4 CYP26B1 CYTH3 DHH DKK2 DUSP4 EGFL8 ENPP2 EPS8 FAT4 FBLN5 FILIP1L FUT8 GATA6 GCH1 GCNT1 GFOD1 GIPC2 GJA5 GPER1 GRIA2 HES4 HEY1 HIP1R IGFBP3 IL11RA ITGB4 JAG1 JAG2 KL LAMA5 LPCAT2 LTBP1 LTBP4 LYPD2 MCC MECOM MERTK MET MIR503HG MPPED2 MYO1E NR4A1 NTRK2 PALLD PCSK5 PDGFB PDK3 PDLIM1 PIK3C2B PIK3R3 PLCG2 PLLP PREX2 PRND RAPGEF1 RAVER2 RELL1 RNF144B SEMA3G SERPINE2 SH2D4A SH3BP4 SIPA1L2 SLC35F3 SLC45A4 SLC6A6 SMAD6 SMAD7 SNX18 SORBS2 SOX13 SOX6 SRGN SSTR1 SSUH2 ST8SIA6 SULT1B1 SULT1E1 SYNJ2 SYNPO TFPI2 TGFB2 THSD7A TM6SF1 TMC7 TMEM100 TNFRSF19 TNFRSF1B TRAK1 TSPAN2 UNC5B VEGFC HE_LIM_SUN_FETAL_LUNG_C3_HMOX1_POS_PRIMITIVE_ERYTHROBLAST https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/HE_LIM_SUN_FETAL_LUNG_C3_HMOX1_POS_PRIMITIVE_ERYTHROBLAST ACSM3 AEN CDKN1A FDXR GDF15 GFI1B GRAP2 H2BC11 HBE1 HBZ HMOX1 ICAM4 KLF1 MT1F MT1G MT1H MT1X MTURN PPP1R14C S100A4 SLC39A8 SMIM5 TMOD1 UCA1 YPEL4 HE_LIM_SUN_FETAL_LUNG_C3_INTERMEDIATE_LYMPHATIC_ENDO_CELL https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/HE_LIM_SUN_FETAL_LUNG_C3_INTERMEDIATE_LYMPHATIC_ENDO_CELL A4GALT ABCA3 ABCA4 ABI3BP ABO ACKR2 ACSL5 ADAM22 ADAMTS12 ADAMTS9 ADIRF AGAP1 AHI1 AHNAK2 AK4 AKR1C1 AKR1C2 AKR1C3 ALDH1A1 ALDH3A2 ANG ANKRD6 APBA2 APOE APOLD1 ARID5B ARL15 ARRDC4 ASGR1 ASPH ATP9A B3GNT7 BCHE BCL2L11 BCR BHMT BHMT2 BMX C17orf58 C1QTNF4 C1orf198 C20orf204 C4orf48 C6orf141 CABLES1 CALHM2 CALHM6 CAMK1 CAMK2D CASK CCDC102B CCDC122 CCDC141 CCDC80 CCL21 CCN1 CCNJ CD38 CDC42EP5 CEACAM1 CELSR1 CEP19 CEP85L CFI CHRDL1 CLIP3 CMKLR2 CNST COL4A5 COL9A3 COLEC12 COQ8A CPXM2 CRNDE CRTAC1 CTBS CTDSPL CTTNBP2 CXADR CXCL2 CYB561A3 CYP1B1 CYP27A1 CYP39A1 CYP4X1 DAPK1 DBNDD1 DCHS2 DDX10 DKK3 DLGAP1-AS1 DNAAF4 DNASE2 DNPH1 DOC2B DOCK5 DOCK8 DPP4 DSEL DTX1 DTX4 EBF1 ECHDC2 EDNRB EEIG1 EFEMP1 EFNA5 ELK4 ENTREP1 EPB41L1 EPHB1 EPHB2 EPS8L1 F8 FAM110B FAM171B FAM174B FBLN2 FBN1 FBXO44 FCGR2A FHIT FHL2 FILIP1 FILIP1L FLNC FLRT2 FMOD FOXC2 FOXP2 FOXP4 FZD10 FZD6 GALNT1 GALNT2 GAS7 GCNT2 GDF10 GIMAP5 GLIS3 GLRB GLRX GLS GLT8D2 GNB5 GNG12 GPM6A GPR182 GSTM3 GUCY1A1 HAPLN3 HCLS1 HES4 HOXA7 HOXB4 HOXD3 HOXD8 HOXD9 HS3ST1 HSD3B7 HSPA2 HYAL3 IER3 IFT57 IGF1 IGFBP5 IGSF3 IL7 IRF8 ITGA9 ITGAV ITGB4 ITGB8 ITPK1 KBTBD11 KCNN3 KHDRBS3 KLF12 KLHL3 KLHL4 LAMB1 LAPTM4B LETR1 LGALS3 LGALS7 LINC00636 LINC01116 LINC01117 LRCH2 LRIG3 LRP11 LRRC70 LRRN4CL LTBP4 LY96 LYPD6 LYRM1 MAGED4 MAGED4B MAN1A1 MAN1C1 MAP3K1 MATN2 MCUB MEDAG MEST MET METTL7A MFAP4 MFSD4A MGST1 MID1 MITF MOB3B MPP7 MRC1 MVP MXRA8 MYEF2 MYO5C NAAA NBL1 NEO1 NEXN NFATC1 NFATC2 NFIA-AS2 NINL NIPAL2 NLGN4X NMNAT2 NNMT NR1H3 NR2F1 NR2F1-AS1 NR2F2-AS1 NTN1 NTS NUPR1 OAF OAS1 OLFML1 OMG OSBP OSBPL1A OXCT1 PAIP2B PARD6G PCLO PDE1A PDE2A PDE7B PDGFA PDGFC PDGFD PDIA5 PDLIM1 PDLIM3 PDLIM4 PDPN PEG10 PELI2 PGAP4 PGM1 PGM5 PGM5-AS1 PHLDB3 PKHD1L1 PLA2G4C PLAAT4 PLAC9 PLD1 PLEKHA4 PLEKHO2 PLIN5 PLPP1 PMP22 PPARG PPP1R9A PRKAA2 PRKAG2 PRKAG2-AS1 PRKCZ PROX1 PSEN2 PTGR3 PTGS1 PTPN14 PTPN3 PTPRE PTPRS PTX3 RAB11FIP1 RAB11FIP5 RAB29 RAB3IL1 RAB6B RADIL RARRES2 RASSF10 RASSF9 RCAN1 REEP1 RELN RHOD RHOU RNASE4 RNF165 ROBO3 RPP25 S100P SBSPON SCARA3 SCG3 SCN3A SCN3B SCNN1B SCRN1 SDC3 SEMA3A SEMA3D SEMA4D SETD9 SFT2D2 SFXN3 SGCD SGCE SGK3 SHC2 SIRPA SLC22A23 SLC24A1 SLC25A23 SLC26A4 SLC30A3 SLC35F6 SLC38A1 SLC38A4 SLC41A1 SLC43A3 SLC45A3 SLC5A3 SLC7A1 SLPI SMAD9 SMOC1 SMYD2 SNCG SNX10 SPR SRGAP3 SSH1 ST6GALNAC3 STAB2 STIM1 STON2 STOX2 SULF2 SYNE1 SYNM SYNPO TAC3 TANC2 TBX1 TCTN3 TFEB TFF3 TGFA THBS1 THBS3 THEMIS2 TLE1 TLR4 TM7SF2 TMEM120A TMEM38B TMOD2 TMTC1 TNFAIP8L3 TNFRSF11A TPBG TPD52 TRADD TRIM47 TRIP6 TRMT9B TSHZ1 TSHZ2 TSPYL2 TTC8 TTN UBAP1L ULK2 UNC5B UNC93B1 VSTM4 WASF3 ZDHHC14 ZDHHC17 ZNF385A ZNF490 ZSCAN16 HE_LIM_SUN_FETAL_LUNG_C3_LYMPHATIC_ENDOTHELIAL_CELL https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/HE_LIM_SUN_FETAL_LUNG_C3_LYMPHATIC_ENDOTHELIAL_CELL ABHD17B ABHD2 ABI3BP ABLIM3 ACADS ACKR2 ACSL5 ADAMTS12 ADAMTSL3 ADIRF ANGPT2 ANKDD1A ANKRD6 APBA2 APH1B APOD ARFGAP1 ARFGEF2 ARID5B ARRB2 ARRDC2 ARRDC4 ASB13 ASGR1 ASPH ATP9A B3GNT7 BCHE BCL7C BMP2K BZW2 C15orf39 C1QTNF4 C20orf204 C4orf48 C6orf141 CALHM6 CAMKK2 CAPG CARD19 CASP4 CCDC102B CCDC80 CCL14 CCL21 CD302 CD74 CDA CDC42EP5 CDKL1 CDKN1A CEACAM1 CEP85L CERS6 CFI CHCHD10 CHKA CHRDL1 CHST15 CISD1 CLU CMBL CMKLR2 CNTNAP3B COL4A5 COL5A2 COLEC12 COQ2 CRACR2B CRTAC1 CTDSPL CTHRC1 CTTNBP2 CXADR CXXC5 CYP39A1 CYP46A1 CYP4X1 CYTL1 DAPK1 DHODH DKK3 DLGAP1-AS1 DNASE2 DNMBP DNPH1 DOC2B DOCK5 DOCK8 DSE DSEL DSP DTX1 DTX4 EDNRB EEIG1 EFEMP1 EFNA5 EMID1 EMILIN1 ENOSF1 ENTREP1 EPHB1 EPHB2 EPS15 F8 FAM107B FAM162B FAM174B FCGR2A FHL2 FHL3 FILIP1 FLNC FLRT2 FRMD6 FRZB GAB2 GALNT1 GALNT15 GAS7 GCNT1 GCNT2 GGT5 GIMAP5 GJA1 GJC2 GLIPR2 GLIS3 GLS GLT8D2 GNB5 GNG12 GPM6A GPR182 GPRC5C GPRIN3 HAPLN3 HIVEP3 HOXA7 HOXD8 HOXD9 HS3ST1 HSD3B7 HSDL2 HTRA1 IFT57 IGF1 IGFBP5 IL7 IMPDH1 INPP4B IPO11 IQCA1 IQSEC3 ISLR2 ITGA1 ITGA9 ITSN1 KALRN KBTBD11 KCNIP1 KCTD17 KIAA1522 KIF3C KLHL3 KLHL4 KLKB1 LAMB1 LAPTM4B LAPTM5 LAYN LETR1 LGALS3 LGALS7 LGALS7B LGMN LIMCH1 LINC01116 LINC01558 LOX LRCH2 LRIG1 LRRC70 LRRN4CL LTBP4 LY96 LYN MAGED4 MAGED4B MAGI1 MAN1A1 MAN2A1 MAP3K1 MATN2 MCTP1 MEDAG MEGF6 MFAP4 MGST1 MICAL2 MID1 MITF MMP17 MMRN1 MPP7 MRC1 MTSS2 MTUS1 MVP MYO5C MYO7A NAV3 NBL1 NFIA-AS2 NIBAN1 NKAIN4 NLGN4X NNMT NPNT NR1H3 NR2F1 NR2F1-AS1 NR2F2-AS1 NTN1 NTS NUPR1 OAF OAS1 ODF2L OLFML1 OLFML2A P2RX4 P3H2 P4HA3 PARD6G PCLO PCSK6 PDE1A PDE2A PDGFA PDIA5 PDLIM3 PDPN PGAP4 PGF PGM1 PGM5 PIEZO2 PKHD1L1 PLA2G4C PLAAT4 PLD1 PLEKHA4 PLEKHG3 PLEKHO2 PLIN5 PLSCR4 PMP22 POLE4 PPARG PPARGC1B PPIC PRKAG2 PRKCZ PRKG1 PROX1 PRR5L PRSS23 PTPRE PTX3 PXDC1 PXMP2 RAB11FIP1 RAB11FIP3 RAB11FIP5 RAB3IL1 RAB6B RASSF9 REEP1 RELN RHOD RHOU RPP25 RSPH4A SAT2 SCAMP5 SCARA3 SCGB3A1 SCN3A SCN3B SCN9A SCNN1B SCRN1 SDC3 SEMA3A SEMA3D SFRP1 SFXN3 SGCE SGIP1 SGK3 SH3PXD2B SH3TC1 SIRPA SLC22A23 SLC24A1 SLC26A4 SLC27A3 SLC35E4 SLC38A1 SLC43A2 SLC43A3 SLC45A3 SLC7A7 SLC9A9 SLCO2B1 SMOC1 SMYD2 SNAI2 SNCAIP SNCB SNCG SNX10 SPATA6 SPHK1 SPOCK3 SPR SPRY1 SQOR ST3GAL6 STAB1 STAB2 STK32B STON2 STOX2 SULF2 SUSD4 SYNE1 SYNM TBC1D2B TBX1 TC2N TFF3 TGFBRAP1 THEMIS2 THSD7A TIMP2 TLE1 TM4SF18 TMEM120A TMEM140 TMEM38B TNFAIP8L3 TNFRSF11A TPBG TPD52 TRIL TRIP6 TRMT9B TRPC6 TSHZ1 TSHZ2 TSHZ3 TSPAN11 TTN TXNL4B UBAP1L UBTD1 UGP2 UNC5B USP13 VAV3 VPS35L VSTM4 WASF3 WDFY2 WIPF1 ZDHHC14 ZFPM2 ZNF521 ZP2 HE_LIM_SUN_FETAL_LUNG_C3_MID_CAP_CELL https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/HE_LIM_SUN_FETAL_LUNG_C3_MID_CAP_CELL ADGRL2 ADM ADORA2A AFF3 ANGPTL4 ANKRD44 APCDD1 ARHGEF26 CA2 CBX2 CCL2 CLEC1A CRYBG1 CX3CL1 DACH1 DIXDC1 DPEP1 DTL EDIL3 EGLN1 FCN3 FMNL2 GCOM1 GLCE GPIHBP1 GPX3 HLX HOPX JAM3 KHDRBS2 KIT LEPR LHX6 LIMD1 LONRF1 LRATD1 MADCAM1 MAOA MCAM MIR181A1HG MYOC NCKAP5 NENF NETO2 NEURL1B PDE3B PLAT POSTN RASSF2 RBP5 SCARB1 SLC35F2 SOX11 SPACDR TIAM1 TLE2 TMEM37 HE_LIM_SUN_FETAL_LUNG_C3_OMD_POS_ENDOTHELIAL_CELL https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/HE_LIM_SUN_FETAL_LUNG_C3_OMD_POS_ENDOTHELIAL_CELL ABCA2 ABCA3 ABCA8 ABI3BP ABR ACVR1 ADAMTS1 AGA AHNAK2 AIF1L AIG1 AKNA ALCAM ALDH1A1 AMPH ANKRD36 ANOS1 APLP1 APOL1 APPAT ARHGAP4 ARID5A ARSJ ASS1 ATL2 ATP2A3 ATXN1 BAMBI BCAT1 BCL9L BMP4 BMP6 BMX BST1 C19orf33 C1R C1S CADM1 CALHM5 CAMK4 CAPG CASP1 CBLN2 CBX6 CCDC80 CCN1 CCN2 CD58 CDA CDC42EP3 CDH11 CDIP1 CDKN1A CDO1 CERCAM CFH CHST3 CKB CLDN15 CLIC3 CLN8 CNTNAP3 COL1A2 COL21A1 COL23A1 COL3A1 COL5A1 COL5A2 COL9A3 COPZ2 CPAMD8 CPE CPLX1 CPXM2 CRABP2 CRIM1 CRIP1 CRISPLD1 CSF1 CSF2RB CSRNP1 CTSC CUBN CXCL12 CXCL2 CXCL3 CYBRD1 CYP1B1 CYTL1 DDAH1 DENND5B DHH DIPK2A DKK2 DNASE2 DPP7 DPYD DSE EFEMP1 EFNA5 ENTPD2 EPB41L3 EPDR1 EPS8 ERAP1 ERAP2 ERBB2 EVA1C EXT1 F2R FADS3 FAM107A FBLN1 FBLN2 FBLN5 FBN2 FGF18 FGFRL1 FGGY FILIP1L FMOD FNIP2 FOSL2 FOXC1 FOXC2 FUT8 FZD8 GALNT2 GARNL3 GASK1B GATA6 GBP1 GBP2 GCA GCHFR GDF7 GFOD1 GHR GIPC2 GJA5 GLIS2 GOLGA3 GOLGA8B GOLIM4 GRB14 GUCY1A1 GUCY1B1 HAPLN3 HAS2 HAUS7 HEXA HEY2 HIP1R HLA-DRB1 HMCN1 HMCN2 HNRNPA1L2 HOXA3 HOXB3 HTRA3 ID2 ID4 IER3 IFI44L IFI6 IFIH1 IFITM1 IFNAR2 IGFBP3 IL11RA IL13RA1 IL18BP IRF6 ITGB5 ITPR1 ITPR2 JAG1 KANK1 KAZALD1 KCNMB1 KCNN4 KISS1 KLHL13 LDLR LDLRAD3 LDLRAD4 LGR4 LINC01133 LMTK2 LOX LOXL1 LPCAT2 LRIG3 LTBP2 LTBP4 LYPD2 LYPD6 MAP3K8 MATN2 MCC MCTP1 MECOM MEDAG MET METRNL MFAP4 MGP MIR155HG MIR99AHG MLLT1 MMP16 MPZL2 MRAP2 MRC2 MX1 MYORG MYRIP NCAM1 NCOA7 NFKBIZ NMT2 NNMT NOMO1 NOMO2 NOMO3 NOX4 NPIPA1 NPIPA7 NPIPA8 NPLOC4 NR4A1 NR4A2 NRBP2 NRK NSUN5 NUAK1 OMD P3H3 P4HTM PCSK2 PCSK5 PDE3A PDE4A PDGFD PDLIM3 PEG10 PELI1 PER1 PGRMC2 PI15 PI16 PKP2 PLAC9 PLCG2 PLD5 PLK3 PLOD2 PLXNA2 PLXNA4 PMEPA1 POLG2 PPP1R3B PRSS35 PRUNE2 PTGDS PTGER4 PTGFRN PTGIS PTGS1 PTGS2 PTN PTPN14 PTPRF PTPRJ PTPRR PXDC1 QSOX1 RBMS3 RCN3 RGMB RND3 ROM1 RPS6KA5 RRAS RSPO3 RTN4RL2 RUNX1T1 S100B S1PR4 SAMD4A SELENOM SELL SELP SEMA3F SEMA3G SERPINE1 SERPINE2 SEZ6L2 SFRP4 SGCE SH3BP4 SH3RF2 SIDT2 SKI SKIL SLC16A14 SLC22A17 SLC25A34-AS1 SLC26A7 SLC6A4 SLC8A1 SLIT3 SMAD6 SMAD7 SMTNL2 SNX18 SOCS2 SOX5 SPEG SPOCK1 SSTR1 STON1 SULF1 SULT1B1 SULT1E1 SYNPO SYT11 SYT15 TAGLN TANC2 TENT5A TFPI2 THBS1 THBS3 TLR5 TM6SF1 TMEM120A TMEM231 TMEM47 TMTC1 TMTC2 TNFRSF12A TNFRSF1B TNRC6C TOX TP53I13 TRAM2 TRH TRIM22 TSPAN2 USP35 VCAM1 XAF1 ZBTB16 ZNF217 HE_LIM_SUN_FETAL_LUNG_C3_PRIMITIVE_ERYTHROCYTE https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/HE_LIM_SUN_FETAL_LUNG_C3_PRIMITIVE_ERYTHROCYTE ABAT ABCB10 ACHE ACSM3 ADD2 AHSP ALAD ANK1 ANKRD9 APOBEC3C ASIC4 ATP1B2 BEX1 C11orf21 C17orf99 C2orf88 CA2 CHPT1 CPED1 CPOX CR1L CRNDE CTSE CYTOR DHFR DHRS13 ELL2 EPB42 EPOR ERMAP ESPN GATA1 GATA5 GCAT GDF15 GFI1B GNG2 GRAP2 GYPA GYPB GYPE HBE1 HBQ1 HBZ HEMGN HMBS ICAM4 IQGAP2 KEL KLF1 MAP1A MAPKAPK3 MAPRE3 MIR4435-2HG MRC2 MT1E MT1F MT1G MT1H MT1M MT1X MTHFD2 MTURN MYL4 MYT1 NFE2 NT5DC4 OSBP2 PIM2 PITX1 PKLR PLEK2 PMM1 PNPLA4 PPP1R14C PTGS1 RAP1GAP RFESD RGS10 RHAG RHD RIPOR3 SCPEP1 SIAH2 SLC22A4 SLC30A10 SLC38A5 SLC39A8 SLC4A1 SLC6A9 SMIM1 SMIM5 SNX22 SOD3 SPECC1 SPINT2 SPTA1 SPTB SSX2IP ST6GALNAC1 ST8SIA1 TESC TF TFR2 TLCD4 TMOD1 TMSB15A TSPAN17 TSPAN32 TUBB1 UBAC1 UCA1 XK YPEL4 HE_LIM_SUN_FETAL_LUNG_C3_SCG3_POS_LYMPHATIC_ENDOTHELIAL_CELL https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/HE_LIM_SUN_FETAL_LUNG_C3_SCG3_POS_LYMPHATIC_ENDOTHELIAL_CELL A4GALT ABCA3 ABCA4 ABCC10 ABHD2 ACAD10 ACAP3 ACKR2 ACYP2 ADA2 ADAM19 ADAM22 ADAM9 ADAMTS12 ADAMTS6 ADIRF ADK ADNP2 AGA AGAP1 AGAP2-AS1 AHI1 AK4 AKR1C1 AKR1C2 AKR1C3 ALDH1A2 ALDH3A2 ALPK3 AMN1 ANGPT2 ANGPTL2 ANK2 ANKH ANKRD6 ANO10 ANPEP AOPEP APBA2 APOE APTR ARHGAP10 ARHGAP42 ARID5A ARID5B ARL15 ASGR1 ASPH ATP10D ATP11C B3GALT4 B3GNT5 B3GNT8 B9D1 BAMBI BBIP1 BCHE BCL7A BCR BEND5 BHMT BHMT2 BIK BMX BRSK1 BSCL2 C12orf75 C14orf132 C15orf61 C16orf87 C17orf58 C1QTNF2 C1orf198 C20orf204 C2CD4C C3orf14 C4orf48 CABIN1 CALHM2 CAMK1 CAMK2D CARS1 CASK CASP6 CBFA2T3 CCDC102B CCDC126 CCDC141 CCDC3 CCDC80 CCL21 CCNJ CDC42EP5 CEACAM1 CELSR1 CEP85L CFI CHRDL1 CIART CLASP2 CLDN11 CLIC2 CLIP3 CNST COG6 COL4A5 COL5A2 COL9A3 COLEC12 COMMD3 COQ10A COQ2 COQ8A CPE CPT1A CRAT CRIP1 CRNDE CROT CTTNBP2 CTXN1 CXXC5 CYB561D2 CYP27A1 CYP39A1 DAPK1 DBNDD1 DBNDD2 DBR1 DDX10 DDX3Y DIXDC1 DKK3 DLG1 DNAJC16 DNASE2 DOC2B DOP1B DPP4 DPP7 DSEL DTX1 DTX3 DUSP2 DUSP5 DYNC2LI1 EBF1 EBLN3P EDDM13 EDNRB EIF4EBP3 EML3 ENOX1 ENTPD6 ENTREP1 EPB41L3 EPS8L1 ETV2 EXOSC7 F8 F8A3 FAHD2B FAM110B FAM117A FAM131A FAM171B FAM221A FAM222B FAM3C FAM98A FBXO17 FBXO34 FBXO44 FGR FHDC1 FHIT FILIP1 FILIP1L FKBP1B FLNC FLRT2 FLRT3 FOXC2 FOXO1 FOXP2 FZD10 FZD6 GAA GAB1 GALC GALNS GALNT1 GALNT11 GALNT2 GBE1 GCNT2 GDF10 GJD3 GLIDR GLIS3 GLRX GLS GNB5 GPAT2 GPER1 GPRC5D-AS1 GRAMD2B GRAMD4 GREB1 GSPT2 GSTM3 GUCY1A1 H4C11 H4C12 HACD2 HAGLROS HCLS1 HEPH HES4 HGF HLA-F HOXA7 HOXB4 HOXD-AS2 HOXD3 HOXD8 HOXD9 HS3ST1 HS6ST1 HSBP1L1 HSD3B7 HSDL2 HSPA2 HVCN1 HYAL3 ICE2 IDE IDS IER3 IFI6 IFT122 IFT57 IGF1 IGHMBP2 IGSF3 IGSF8 IL1R1 IRF2BPL IRX3 ITGA9 ITGAV ITGB4 ITGB8 ITPR1 JARID2 KANK2 KBTBD11 KCNN3 KCNQ1OT1 KDELR3 KHDRBS3 KIF16B KIF21A KIZ KLF12 KLHL23 KLHL4 L3MBTL3 LACTB2 LAMA5 LAPTM4B LDOC1 LETR1 LGALS3 LGALS7 LGALS7B LINC00513 LINC00636 LINC01116 LINC01117 LMBR1L LPIN1 LRP11 LRRC61 LRRC70 LRRN2 LRRN4CL LTBP1 LTBP4 LY6L LY96 LYPD3 LYPD6 LYRM1 LYSMD2 MAGED4 MAGED4B MAPK13 MAPK7 MAPRE3 MARK1 MBOAT1 MBP MCUB MEDAG MEST MET MFAP4 MGST1 MICU3 MID1 MIF4GD MIGA1 MIR99AHG MITF MLYCD MMP16 MOB3B MPP7 MRAS MRGPRF MSMP MTFMT MVP MXRA8 MYEF2 MYO5C MZF1 NAAA NALCN NAPG NAV2 NBAS NBEAL2 NBL1 NDUFAF5 NEO1 NEXN NFATC1 NFATC2 NFX1 NHERF1 NINL NIT2 NLGN4X NLGN4Y NLRC5 NMD3 NMNAT2 NOL3 NPC1 NPPC NPY1R NR1H3 NR2F1-AS1 NRGN NTN1 NTS NUPR1 OAF OLFML1 ORAI3 OSBPL1A OSTM1 OTULINL OXCT1 P2RX4 PAIP2B PAK3 PAQR8 PARD3 PARD6G PBXIP1 PCAT6 PCCA PCLO PDE1A PDE4D PDE6G PDE7B PDGFA PDGFD PDLIM1 PDLIM3 PDLIM4 PDPN PEG10 PELI2 PERP PGAP4 PGM5 PHETA2 PHLDB3 PIGP PIK3C2G PIP5K1C PITPNM1 PKHD1L1 PLAC9 PLBD2 PLCD1 PLEKHA4 PLOD2 PLPP1 PLPP5 PLSCR3 PLXNB1 POC5 PODXL2 POF1B POLB PORCN PPARG PPFIA3 PPL PPP1R9A PPP3CC PRICKLE1 PRKAA2 PRKAG2 PRKCZ PROX1 PRR34-AS1 PRXL2C PSEN2 PTGR3 PTPN14 PTPN3 PTPRE PTPRF PTPRK PTPRS PWP2 PWWP2B R3HDM2 RAB11FIP1 RAB3IL1 RAB6B RABGAP1 RADIL RAI2 RANBP9 RAPGEF4 RASAL3 RASD1 RASGRP2 RASSF4 RASSF8 RCAN1 RCBTB1 REEP1 RGL1 RHBDD3 RHOBTB1 RHPN1 RINL RIOX1 RNASE4 RPRD1A RTTN RUFY1 RUVBL1 S100A4 S100P SBSPON SCARA3 SCG3 SCN3A SCPEP1 SDC3 SDC4 SEC14L2 SEMA3A SEMA3D SEMA4D SERINC2 SERINC5 SESTD1 SETD9 SFXN3 SGCE SGIP1 SGK3 SIAE SLC12A7 SLC16A7 SLC22A23 SLC2A6 SLC35A5 SLC35B4 SLC37A1 SLC38A1 SLC38A4 SLC41A1 SLC43A3 SLC44A3 SLC48A1 SLC5A3 SLC6A6 SLC7A1 SLPI SNX25 SOCS2 SOCS6 SPATA6L SPIN2B SPIN4 SPOCK3 SPPL2B SPR SQOR SRD5A3 SRGAP3 SRPK1 ST6GALNAC3 ST7 STARD10 STARD9 STPG1 STRADA STRN SULF2 SUN2 SV2C SWAP70 SYNE1 SYNM SYNPO SYS1 TANC2 TARS3 TBC1D4 TBC1D8 TBC1D9 TBX1 TBXA2R TCTN3 TEX2 TFEB TFF3 THBS3 TM7SF2 TMC6 TMEFF1 TMEM102 TMEM117 TMEM120A TMEM140 TMEM33 TMEM38B TMEM45A TMOD2 TMTC1 TMTC4 TNFAIP2 TNFAIP8L3 TNFRSF11A TNFRSF4 TOP2A TPBG TPCN1 TPD52 TPD52L1 TRDC TRIM47 TRIP6 TRMT9B TSHZ1 TSHZ2 TTC8 TTN TUBB2B TUBB3 TULP4 TXNRD2 UBE2E2 UCHL1 UNC119 UNC5B UNC93B1 URI1 USP13 VANGL1 VKORC1L1 VPS39 WDSUB1 WSB2 ZC3H8 ZDHHC1 ZDHHC17 ZDHHC24 ZIC2 ZMYND8 ZNF107 ZNF195 ZNF211 ZNF385A ZNF480 ZNF568 ZNF680 ZNF737 ZNF790 ZSCAN16 ZSCAN2 HE_LIM_SUN_FETAL_LUNG_C3_VENOUS_ENDOTHELIAL_CELL https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/HE_LIM_SUN_FETAL_LUNG_C3_VENOUS_ENDOTHELIAL_CELL ACKR1 ACKR3 ADAMTS6 ADGRG6 ALCAM APOL1 ASAP3 ASRGL1 ASS1 ATP2A3 C7 CCDC69 CD82 CDC42EP3 CDH11 CHODL COL3A1 COL9A3 CPE CYP1B1 DHH DLL1 DNM3 DUSP23 ECRG4 EHBP1L1 ENTPD1 EVA1C FAM124A FBLN2 FBN1 FILIP1L GFOD1 HAS2 HDAC9 HLA-DRB1 HMCN1 HMGCLL1 HSPA2 IL11RA IL1R1 ITGB4 LFNG LHX6 LRATD2 LTBP3 LTC4S LYPD2 LYST MALL MAP2 MGP MIR503HG MIR99AHG MMP28 MYOF NALF1 NPNT NUAK1 PALLD PLAC9 PLVAP PLXDC2 PTGDS PTGIS RARRES1 RBP5 S1PR4 SCUBE3 SELP SEMA3F SERPINE2 SLCO2A1 SORBS2 SPINK5 SRGN SULT1E1 SYT15 TLL1 TMEM273 TSLP VCAM1 VEGFC WFDC1 XAF1 HE_LIM_SUN_FETAL_LUNG_C4_ACTIVATED_NK_CELL https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/HE_LIM_SUN_FETAL_LUNG_C4_ACTIVATED_NK_CELL APLP2 BCL2A1 BCL2L1 BCL2L11 CD72 CD82 CRTAM DOT1L EGR2 FABP5 FAM3C FCRL3 FEZ1 GFOD1 HAVCR2 HYOU1 ICAM1 IRF8 LIM2 MAP1LC3A MIR155HG MRTO4 NDFIP2 NEK6 NME1 PHLDA1 PIM3 PNO1 PRR5L PUS1 RAMP1 RNF19A RRP9 RRS1 SFXN4 SLAMF7 SNX8 SPATA13 STARD4 STX11 TIMM8A TMEM120A TNFRSF18 TNFRSF4 TNFRSF9 TRAF1 TSPAN17 UCK2 HE_LIM_SUN_FETAL_LUNG_C4_CD16_POS_NK_CELL https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/HE_LIM_SUN_FETAL_LUNG_C4_CD16_POS_NK_CELL ADGRG1 CX3CR1 FCRL6 FGFBP2 GNLY GZMB GZMH KIR2DL1 KIR2DL3 KIR3DL1 LAIR2 MYOM2 PRSS23 RAP1GAP2 RASSF4 S1PR5 SPON2 ZEB2 HE_LIM_SUN_FETAL_LUNG_C4_CD4_T_CELL https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/HE_LIM_SUN_FETAL_LUNG_C4_CD4_T_CELL ACTN1 ARMH1 BACH2 CCR7 CD4 CD40LG CD5 CD6 CHI3L2 CSGALNACT1 CTSL EPHX2 FCGRT FHIT FKBP5 GPR183 ICOS IL6ST INPP4B LIMS2 LINC01550 LRRN3 MAL PASK RAB25 RCAN3 SERINC5 SIT1 SOCS3 SUSD3 THEMIS TMEM204 TRAT1 HE_LIM_SUN_FETAL_LUNG_C4_CD56BRIGHT_NK_CELL https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/HE_LIM_SUN_FETAL_LUNG_C4_CD56BRIGHT_NK_CELL CCL3L1 CXCR6 GZMK KRT86 PDLIM1 TOX2 HE_LIM_SUN_FETAL_LUNG_C4_CD8_T_CELL https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/HE_LIM_SUN_FETAL_LUNG_C4_CD8_T_CELL A1BG ACTN1 ARMH1 BACH2 CCR7 CD248 CD5 CD79A CD8B CHI3L2 CLEC11A CPNE2 DBN1 FAM117B FBLN2 GBP1 IGFBP2 JUP LDLRAP1 LIMS2 LINC01550 LINC02446 LRRN3 LYPD3 MAL MEOX1 NELL2 NPDC1 NT5E PAK1 PASK PCNT PECAM1 PRKAR1B RCAN3 S100B SERINC5 SERPINF1 SGK1 SIRPG SIT1 SPINT2 SREBF1 STMN3 THEMIS TMEM204 TOB1 TRABD2A YBX3 HE_LIM_SUN_FETAL_LUNG_C4_CYCLING_NK_CELL https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/HE_LIM_SUN_FETAL_LUNG_C4_CYCLING_NK_CELL ABHD10 ABHD11 ABHD3 ACAD9 ACAT2 ACD ACOT7 ACTL6A ACYP1 AHI1 AKIP1 AKT1 ALYREF ANKRD36 ANKRD36C ANLN AP1S1 APEX2 APOBEC3B ARHGAP11A ARHGAP33 ARHGEF39 ARL6IP1 ARL6IP6 ARMC1 ASB16-AS1 ASF1B ASPM ASRGL1 ATAD2 ATAD3A ATAD5 ATG16L2 ATP1B3 ATP23 ATP2A2 AURKA AURKB BAG2 BARD1 BAZ1B BCAP29 BCL2L12 BIRC5 BLM BLVRA BLVRB BORA BRCA1 BRCA2 BRI3BP BTG3 BUB1 BUB1B BUD13 C17orf58 C19orf48P C1orf112 C1orf35 C21orf58 C4orf46 CASP8AP2 CBFB CBX5 CCDC14 CCDC18 CCDC28B CCDC34 CCDC82 CCDC88A CCNA2 CCNB1 CCNB2 CCNE1 CCNE2 CCNF CCNJL CCP110 CDC20 CDC23 CDC27 CDC45 CDC6 CDC7 CDCA2 CDCA3 CDCA4 CDCA5 CDCA7 CDCA7L CDCA8 CDK1 CDK16 CDK19 CDK2 CDK5RAP2 CDKN1A CDKN2C CDKN3 CDT1 CEBPG CENPA CENPE CENPF CENPH CENPJ CENPK CENPL CENPM CENPN CENPO CENPP CENPQ CENPU CENPW CEP152 CEP192 CEP295 CEP43 CEP55 CEP57L1 CEP78 CEP85 CETN3 CFAP20 CGAS CHAF1A CHAF1B CHAMP1 CHEK1 CHEK2 CHRAC1 CHST2 CHTF18 CIDEB CIP2A CKAP2 CKAP2L CKAP5 CKS1B CLN6 CLSPN CMC2 CNTLN CNTROB COMMD4 CPSF3 CPSF4 CPXM1 CRTAP CTBP1 CTBP2 CTCF CTDSPL2 CTNNAL1 CTNNBIP1 CTPS1 CX3CR1 CXXC1 CYTOR DAB2 DARS2 DBF4 DCAF15 DDB2 DDX11 DEPDC1 DEPDC1B DERA DHFR DIAPH3 DLEU2 DLGAP5 DNA2 DNAJC9 DONSON DPM2 DSCC1 DSN1 DTL DTYMK DYNC2I2 E2F1 E2F2 E2F3 E2F7 E2F8 EBP ECT2 EED EMC9 EME1 ENOSF1 ESCO2 EXO1 EXOSC10 EXOSC3 EXOSC8 EXOSC9 EZH2 FABP5 FAF1 FAM111A FAM111A-DT FAM111B FAM76B FAM83D FANCA FANCD2 FANCG FANCI FANCL FAR1 FBXL6 FBXO4 FBXO5 FEN1 FHOD1 FMR1 FN3KRP FOXM1 FOXRED1 FUZ G2E3 GALE GATAD2A GGH GINS1 GINS2 GINS3 GINS4 GLO1 GMNN GMPPB GMPS GNGT2 GNL1 GON7 GPANK1 GPN3 GSS GSTM1 GTSE1 GUCD1 GUSB H1-1 H1-5 H2AC11 H2AC12 H2AC13 H2AC14 H2AC15 H2AC16 H2AC17 H2AC20 H2AC21 H2AC4 H2AC8 H2BC11 H2BC13 H2BC15 H2BC18 H2BC3 H2BC4 H2BC7 H2BC9 H3C10 H3C12 H3C14 H3C15 H3C2 H3C3 H3C7 H3C8 H4C1 H4C11 H4C12 H4C13 H4C14 H4C15 H4C4 H4C6 H4C8 HADH HAT1 HAUS1 HAUS2 HAUS4 HAUS5 HAUS6 HAUS8 HCFC1R1 HDGF HDGFL3 HELLS HIRIP3 HJURP HLTF HMGB3 HMGCS1 HMGXB4 HMMR HPF1 HSPA13 HTRA2 ICMT IFI27L1 IL12RB2 ILVBL INCENP ITGB3BP JADE1 JMJD4 JPT2 KAT5 KEAP1 KIF11 KIF14 KIF15 KIF18A KIF18B KIF20A KIF20B KIF22 KIF23 KIF2C KIF4A KIFC1 KIR2DL1 KIR3DL1 KLRC2 KLRK1 KMT5A KNL1 KNSTRN KNTC1 KPNA2 LGALS1 LIG1 LIN52 LIN54 LIN9 LMF2 LMNB1 LMNB2 LRR1 LRRC40 LRRC42 LRRC45 LRRC59 LRRCC1 MAD2L1 MAD2L2 MAGOHB MAP3K20 MASTL MCM10 MCM2 MCM3 MCM4 MCM5 MCM6 MCM7 MCM8 MCMBP MCUR1 MDM1 MED7 MELK METTL4 MFGE8 MFSD14B MGME1 MGST3 MICB MIR4435-2HG MIS12 MIS18A MIS18BP1 MKI67 MLC1 MLH1 MMAB MMUT MND1 MPC1 MPHOSPH9 MPST MRPL55 MSH2 MSH6 MTFR2 MTG2 MTHFD1 MTHFD2 MTRFR MUTYH MXD3 MYBL2 MZT1 NAA50 NABP2 NCAPD2 NCAPD3 NCAPG NCAPG2 NCAPH NCAPH2 NDC1 NDC80 NEIL3 NEMP1 NFATC2IP NFYB NIT1 NNT-AS1 NQO2 NRM NSD2 NSL1 NTAN1 NUDT1 NUDT15 NUF2 NUP107 NUP37 NUP50 NUP85 NUSAP1 OIP5 ORC1 ORC3 ORC6 OTULINL OXCT1 PANK2 PAQR4 PARP16 PARP2 PBK PCLAF PCNA PCNT PDLIM1 PDLIM7 PDS5B PDZD11 PGP PHF19 PHGDH PHTF1 PIDD1 PIGX PIMREG PKMYT1 PLK1 PMM1 PMVK POC1A POGLUT3 POLA1 POLA2 POLD1 POLD3 POLE POLE2 POLH POLQ POP4 POP7 POU2F1 PPCDC PPIF PPM1D PPP5C PRADC1 PRC1 PRDX4 PRIM1 PRIM2 PRIMPOL PRPS1 PRPS2 PRPSAP1 PSMC3IP PSMD14 PSMG1 PSMG3 PSRC1 PTBP2 PTPN18 PTTG1 PUSL1 PXMP2 RAB27A RACGAP1 RAD1 RAD18 RAD51AP1 RAD51C RAD51D RAD54B RAD54L RAD9A RANBP9 RANGAP1 RBBP8 RBL1 RBM14 RBM15 RCC1 RCC2 RCCD1 RDX RECQL4 REEP4 RELT REXO5 RFC2 RFC3 RFC4 RFC5 RFWD3 RHEBL1 RHNO1 RIF1 RMI1 RMI2 RNASEH2A RNF168 RNF26 RPL39L RRM1 RRM2 RUSC1 RUVBL2 SAAL1 SAC3D1 SAMD1 SAR1A SASS6 SCCPDH SCMH1 SEPHS1 SEPTIN11 SESTD1 SFMBT1 SFR1 SGO1 SGO2 SH3GLB2 SHCBP1 SHMT1 SIMC1 SKA1 SKA2 SKA3 SKP2 SLC1A4 SLC1A5 SLC25A1 SLC25A16 SLC25A25 SLC25A40 SLC27A3 SLC29A1 SLC2A4RG SLC43A1 SLC43A3 SLF1 SLFN13 SMC2 SMC6 SMCO4 SMIM13 SMPD4 SNRNP25 SNTB2 SP2 SPAG5 SPATA33 SPATS2 SPC24 SPC25 SPDL1 SPTSSA SQLE SRGAP2B ST3GAL4 STIL STRADA STX11 SUV39H1 SUZ12 SVIP SYK SYNE2 TACC3 TAF1B TBL3 TCEAL3 TCF19 TCF3 TCHP TDP1 TEDC1 TEDC2 TEX30 TFDP1 THAP7 THEM6 THOC1 THOP1 TIFA TIMELESS TIMM10 TIMM21 TIPIN TK1 TLNRD1 TM7SF3 TMEM106C TMEM107 TMEM18 TMEM209 TMEM97 TMPO-AS1 TNPO3 TOE1 TOP2A TOPBP1 TOR2A TOR3A TP53I13 TPGS2 TPRKB TPX2 TRAF2 TRAIP TRIM24 TRIM28 TRIP13 TRNAU1AP TROAP TSPAN4 TTF2 TTK TUBG1 TUBGCP3 TYMS UBALD2 UBE2C UBE2M UBE2S UBE2T UBL4A UBL7-DT UBR7 UBXN11 UBXN2A UCK2 UEVLD UHRF1 USP1 USP14 USP37 USP39 USP48 VANGL1 VPS26A VRK1 WDHD1 WDR5 WDR54 WDR62 WDR76 WEE1 WRAP53 WWOX XPO1 XRCC1 YEATS4 ZDHHC12 ZDHHC4 ZGRF1 ZNF346 ZNF367 ZNF574 ZNF672 ZNF738 ZNF85 ZW10 ZWILCH ZWINT HE_LIM_SUN_FETAL_LUNG_C4_CYCLING_T_CELL https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/HE_LIM_SUN_FETAL_LUNG_C4_CYCLING_T_CELL A1BG AAAS AARS1 ABHD12 ABI2 ACAD9 ACAT2 ACD ACOT7 ACTL6A ACTN1 ACYP1 ADK ADPRM AGPAT3 AHCY AHCYL1 AIDA AIG1 ALDH16A1 ALDH7A1 ALMS1 ALYREF ANAPC15 ANKMY1 ANKRD26 ANKRD36 ANKRD36B ANKRD36C ANKRD54 ANLN ANXA5 AP1B1 AP1S1 AP3M2 APOLD1 APOO ARHGAP11A ARHGAP33 ARHGEF39 ARID2 ARL17A ARL4D ARL6IP1 ARL6IP6 ARMC1 ARMH1 ASF1A ASF1B ASH2L ASPM ASRGL1 ATAD2 ATAD5 ATP1B3 ATP6V0E2 ATRIP ATXN3 AURKA AURKB AUTS2 BACH2 BAG2 BAG3 BAG4 BARD1 BAZ1B BCL11A BCL11B BCL2L12 BCL7A BCOR BDH1 BICD2 BICDL1 BIRC5 BLM BOLA3 BORA BRAP BRCA1 BRCA2 BRCC3 BRD8 BRIP1 BUB1 BUB1B BUD13 C19orf48P C1orf112 C1orf35 C20orf96 C21orf58 C4orf33 C4orf46 C5orf34 C8orf88 CALHM6 CAMK2G CAPG CASP2 CASP6 CASP8AP2 CBFB CBX1 CBX5 CCDC14 CCDC15 CCDC18 CCDC34 CCDC82 CCDC88A CCHCR1 CCNA2 CCNB1 CCNB2 CCNE1 CCNE2 CCNF CCNG1 CCNG2 CCP110 CD200R1 CD248 CD28 CD4 CD40LG CD5 CD6 CD8B CDC20 CDC25C CDC27 CDC45 CDC5L CDC6 CDCA2 CDCA3 CDCA4 CDCA5 CDCA7 CDCA7L CDCA8 CDK1 CDK19 CDK2 CDK5RAP2 CDKN2C CDKN3 CDT1 CDV3 CENPA CENPE CENPF CENPH CENPJ CENPK CENPL CENPM CENPN CENPO CENPP CENPQ CENPT CENPU CENPW CEP120 CEP131 CEP135 CEP152 CEP192 CEP295 CEP43 CEP55 CEP57L1 CEP63 CEP85 CERS6 CFAP20 CFAP68 CHAF1A CHAF1B CHAMP1 CHD1L CHD7 CHEK1 CHEK2 CHI3L2 CHMP4B CHRAC1 CHTF18 CIP2A CISH CIT CKAP2 CKAP2L CKAP5 CKS1B CLN6 CLSPN CMC2 CMPK2 CMSS1 CMTM7 CMTM8 CNOT10 CNOT9 CNPY4 CNTLN CNTRL CNTROB COMMD4 COPS8 COQ10A CRNDE CSE1L CSTF1 CSTF2 CTCF CTDSPL2 CTNNAL1 CTPS1 CUX1 CYTH2 DBF4 DBNDD2 DCAF16 DCAKD DCLRE1C DDB2 DDTL DDX11 DEPDC1 DEPDC1B DESI2 DGCR8 DHFR DHRS4L2 DIAPH3 DIPK1A DLEU2 DLG1 DLGAP5 DNA2 DNAJC9 DONSON DPAGT1 DPM1 DSCC1 DSN1 DTL DTNB DTYMK DYNC2I2 DYNLL2 DYNLT2B E2F1 E2F2 E2F7 E2F8 EBP ECT2 EED EEF1AKMT2 EEFSEC ELP5 EMC9 ENOSF1 ENTPD6 EPB41L2 EPOR ERAP1 ERAP2 ERVH48-1 ESCO2 ESPL1 EXO1 EXOC6 EXOG EXOSC6 EXOSC8 EXOSC9 EZH2 FABP5 FAF1 FAHD2A FAM111A FAM111B FAM13A FAM72A FAM72B FAM72C FAM76B FAM83D FAM98B FANCA FANCD2 FANCG FANCI FANCL FBLN2 FBXL5 FBXO5 FCGRT FEN1 FH FIGNL1 FKBP5 FOXJ2 FOXM1 FOXRED1 FZR1 G2E3 GAMT GAR1 GBA1 GBP1 GGCT GGH GINS2 GINS3 GINS4 GLA GLE1 GLRX5 GMNN GMPPB GMPS GNB5 GNL1 GOT1 GPA33 GPANK1 GPN3 GRAP GRAPL GRN GSPT1 GSS GSTM1 GTF2A1 GTF3C5 GTPBP8 GTSE1 GUSB H1-1 H1-5 H2AC11 H2AC12 H2AC13 H2AC14 H2AC15 H2AC16 H2AC17 H2AC20 H2AC21 H2AC4 H2AC8 H2BC11 H2BC13 H2BC14 H2BC15 H2BC18 H2BC3 H2BC4 H2BC7 H2BC9 H3C10 H3C14 H3C15 H3C2 H3C3 H3C7 H3C8 H4C1 H4C12 H4C16 H4C2 H4C4 H4C6 H4C8 HACD3 HADH HAT1 HAUS1 HAUS2 HAUS4 HAUS5 HAUS6 HAUS8 HCFC1R1 HDGF HDGFL2 HEBP2 HELLS HILPDA HIRIP3 HJURP HLTF HMCES HMGB3 HMGXB4 HMMR HNRNPUL2 HOOK1 HPGD HSD17B8 HSPA2 HYI HYLS1 ICOS ID1 IDH3A IER3 IFI27L1 IFNGR2 IGF2BP3 IGFBP2 IL23A IL6ST ILVBL INAFM1 INCENP INF2 ING1 ING2 INIP INTS4 INTS7 IPO5 ITGA6 ITGB3BP ITPRID2 JADE1 JPT2 JUP KATNBL1 KCNA3 KCTD18 KDM1A KIAA0586 KIF11 KIF14 KIF15 KIF18A KIF18B KIF20A KIF20B KIF22 KIF23 KIF2C KIF4A KIFC1 KMT5A KMT5C KNL1 KNSTRN KNTC1 KPNA2 LARP4 LDLR LETM1 LIG1 LIMK2 LIN54 LINC01550 LINC01572 LINC02273 LINC02446 LMF2 LMNB1 LMNB2 LRR1 LRRC45 LRRC58 LRRN3 LYRM7 MACROD1 MAD2L1 MAD2L2 MAGOHB MAL MAP3K1 MAP3K20 MAP4K2 MAP4K4 MAST4 MASTL MBD4 MBNL3 MCEE MCM10 MCM2 MCM3 MCM4 MCM5 MCM6 MCM7 MCM8 MCMBP MCUR1 MED13 MED29 MELK METTL2A METTL4 MFGE8 MFSD14CP MGME1 MICB MICU1 MID1IP1 MIS18A MIS18BP1 MKI67 MKKS MLH1 MLST8 MMAB MMD MMGT1 MMS22L MND1 MORF4L2 MOV10 MPDU1 MPHOSPH9 MPP1 MRGBP MRM2 MRPL35 MRPL39 MRPL48 MSH2 MSH3 MSH6 MTFR2 MTHFD1 MTHFD2 MTHFD2L MTRFR MUTYH MXD3 MYBL2 MYCBP MYEF2 MYL6B MYO19 MZT1 N4BP2 NAA50 NAB2 NANS NCAPD2 NCAPD3 NCAPG NCAPG2 NCAPH NCAPH2 NCKIPSD NCOR2 NDC80 NEDD1 NEIL3 NEK2 NEMP1 NEMP2 NENF NET1 NFATC2IP NFYB NIN NIPSNAP3A NNT NPAT NR2C2 NREP NRF1 NRM NSD2 NSMCE2 NTAN1 NTMT1 NUDT1 NUDT15 NUDT8 NUF2 NUP107 NUP155 NUP160 NUP188 NUP205 NUP35 NUP37 NUP50 NUP58 NUSAP1 NXPE3 ODF2 OIP5 ORC1 ORC3 ORC6 OXCT1 PABIR3 PAF1 PAFAH1B3 PAGR1 PAICS PAK1 PAQR4 PARP16 PARP2 PARPBP PAXBP1 PBK PBRM1 PCBD2 PCK2 PCLAF PCNA PCNT PDE3B PDK1 PDLIM7 PDS5B PDSS1 PDZD11 PEDS1 PGD PGM2L1 PGP PGRMC1 PHACTR4 PHC1 PHF19 PHF7 PHGDH PI4KA PIDD1 PIGX PIMREG PKMYT1 PKNOX1 PLCL2 PLEKHG2 PLK1 PLK4 PM20D2 PMM1 PMS1 POC1A POLA1 POLA2 POLD1 POLD2 POLD3 POLE POLH POLQ POP7 POT1 PPCDC PPIF PPP2R5D PPP4R1 PPT1 PRADC1 PRC1 PRIM1 PRIM2 PRPF19 PRPS1 PRPS2 PRPSAP1 PRR11 PRR3 PRXL2B PSAT1 PSMC3IP PSMD10 PSMD14 PSMG1 PSRC1 PTP4A3 PTTG1 PUSL1 PXMP2 R3HDM1 RAB25 RAB3IP RACGAP1 RAD1 RAD51AP1 RAD51C RAD54L RANBP3 RANGAP1 RBBP8 RBL1 RBM15 RBM15B RBM23 RCAN3 RCC1 RCC2 RCCD1 RCOR1 RDM1 REC8 RECQL RECQL4 REEP4 RETREG1 RFC2 RFC3 RFC4 RFC5 RFLNB RFWD3 RFX2 RHNO1 RIF1 RIMKLB RMI1 RMI2 RNASEH2A RNF138 RNF144A RNF168 RNF26 RPL39L RPP30 RRM1 RRM2 RTKN2 RUSC1 RUVBL2 SAAL1 SAC3D1 SAMD1 SARNP SASS6 SCAI SCMH1 SCML1 SEH1L SELENOI SEPHS1 SERINC5 SERPINF1 SERTAD2 SFI1 SGK1 SGO1 SGO2 SH3GLB2 SHCBP1 SHMT1 SIAH1 SIGMAR1 SIN3A SIRPG SIT1 SKA1 SKA2 SKA3 SKP2 SLC16A1 SLC19A1 SLC25A1 SLC25A14 SLC29A1 SLC2A4RG SLC35E3 SLC43A3 SLC44A1 SLC7A1 SLF1 SLFN11 SMARCA4 SMC2 SMC5 SMC6 SMCO4 SMPD4 SNIP1 SNN SNRNP25 SNRNP48 SOD2 SPAG16 SPAG5 SPATA5 SPC24 SPC25 SPDL1 SPICE1 SPRTN SPTSSA SREBF1 SRGAP2 SRGAP2B SRGAP2C SRPK1 SSBP2 ST3GAL3 STAG3 STAT1 STIL STK24 STK32C STMN3 STOX1 STRBP STRN SUSD3 SUV39H1 SUV39H2 SUZ12 SVBP SVIP SYCE1L SYNE2 TAB2 TACC3 TADA2A TAF5 TASP1 TBC1D10B TBL1X TBL1XR1 TCEA3 TCF19 TCOF1 TDP1 TEDC1 TEX30 TFDP1 THAP3 THEMIS THOC1 THOC5 THOC6 THOP1 TIFA TIMELESS TIMM10 TIMM21 TIPIN TK1 TMEM106C TMEM143 TMEM14A TMEM14C TMEM204 TMEM237 TMEM41B TMEM97 TNPO3 TOB1 TOE1 TOMM70 TOP2A TOPBP1 TPGS2 TPRKB TPX2 TRABD2A TRAF2 TRAIP TRAPPC14 TRAV8-2 TRIM28 TRIM59 TRIM69 TRIOBP TRIP13 TRMT10C TROAP TTF1 TTF2 TTK TUBB2A TUBD1 TUBG1 TYMS UBALD2 UBAP2 UBE2C UBE2Q1 UBE2S UBE2T UBIAD1 UBL7-DT UBR7 UBXN11 UHRF1 UHRF2 UMPS UQCC3 UQCRHL USP1 USP37 USP39 USP5 VKORC1L1 VRK1 VRK3 WBP4 WDHD1 WDR5 WDR54 WDR6 WDR62 WDR76 WEE1 WRAP53 XPO1 XRCC1 YEATS4 ZC3H3 ZCCHC8 ZDHHC12 ZEB1 ZFAND4 ZFYVE19 ZGRF1 ZNF326 ZNF367 ZNF524 ZNF66 ZNF714 ZNF83 ZNF85 ZNF93 ZW10 ZWILCH ZWINT HE_LIM_SUN_FETAL_LUNG_C4_ILC2_CELL https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/HE_LIM_SUN_FETAL_LUNG_C4_ILC2_CELL ACOX1 ACSL4 ADAM19 AHR ALAS1 ANTXR2 ANXA5 ARHGAP5 ARL4A ASPH ATP1B1 BACE2 BATF BCAR3 BCL3 BCOR BIRC3 C1orf162 CACNB3 CAMK1 CAPG CCDC86 CCNG2 CCR2 CD200R1 CD82 CD84 CENPV CFAP36 CFH CHCHD10 CHDH CMPK2 CMTM8 COL9A2 CSGALNACT1 CTSZ CYSLTR1 DAPK1 DENND6B DOK4 DPP4 DUSP10 DUSP6 ECRG4 EGLN3 EPAS1 EPS8L2 FSTL4 GAB2 GADD45G GAP43 GATA3-AS1 GDPD5 GFI1 GNA15 GRINA GRK5 HPGD HPGDS HSD17B4 IFNGR2 IL13 IL17RB IL1RL1 IL2RA IL9R INPP4B IRF2BPL IRS2 JUP KIF3A KIT KLF5 KRT1 LGALS12 LIF LINC02694 LPCAT2 LSR MAF MAST4 MBOAT2 MBOAT7 MDFIC MEG3 MGAT5 MGLL MMP25 MSI2 NAMPT NDFIP2 NR4A3 NTRK1 PDE7B PDLIM5 PHLDA1 PHTF2 PKIB PKP2 PLAGL1 PPARG PRNP PSTPIP2 PTGDR2 PTGER2 PTPRN2 RAD50 RASGRP4 REC8 RENBP RGS18 RHOBTB3 RNF130 RNF144A ROGDI S100P SAMSN1 SCART1 SCN2A SEL1L3 SEPTIN11 SH2B3 SLAMF1 SOCS2 SOCS3 SOS1 SPINT2 STAP1 STARD4 SVOPL SWAP70 THEM4 THG1L TIAM1 TIMP1 TMEM220 TMEM273 TNFRSF18 TNFSF10 TNFSF11 TNFSF14 TSPAN2 TSPO TTN TYMP UBQLN4 WDR86 ZG16B ZNF667-AS1 HE_LIM_SUN_FETAL_LUNG_C4_ILC3_CELL https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/HE_LIM_SUN_FETAL_LUNG_C4_ILC3_CELL ABHD15 ADAM12 ADAM19 AFF3 AHR ANKH APP ARHGAP10 ARL3 ATP10D BLK CA2 CAPG CCR6 CD82 CDKN1A CPNE7 CSF1 CXCR6 DAPK1 DPP4 ENPP1 FSD1 FYCO1 GGT1 GPR25 GPR35 IL17RE IL23R IL4I1 JAML JMY KIT KLF4 KRT86 LDLRAD4 LST1 LZTFL1 MAEA MAGED1 MAN1A1 MATN2 MGAT5 MPZL3 MVB12B NFATC1 NR1D1 NRIP1 PERP PHACTR2 PLXND1 PRNP RARG REC8 REEP3 RGS16 ROGDI RORC RUNX2 SCART1 SLAMF1 SLC16A3 SLC4A10 SPATS2L STK24 SVIL TIAM1 TNFSF13B TOX2 TSPAN15 TTC39C-AS1 WDR86 HE_LIM_SUN_FETAL_LUNG_C4_ILCP_CELL https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/HE_LIM_SUN_FETAL_LUNG_C4_ILCP_CELL ABCC1 ABHD15 ADAM12 AFF3 AHI1 AHR ALDOC AP1S1 APP ARHGAP10 ARHGAP6 ARL3 ASB2 ATP1B1 ATP8B4 BCAS1 BIRC3 CA2 CAMK1 CBFA2T2 CCDC50 CCNG2 CCR6 CD81 CDK2AP1 CENPV CEP170 CFH CHKA CIDEB CLEC11A CLOCK COL4A4 COL9A2 COQ8A CST3 CTSA CTSH CXCR5 DIAPH2 DOK4 DOK7 DTD1 EHBP1L1 ELAPOR1 ELK3 ELOVL6 EPS8L2 FAM174B FASN FES FLNB FRY FSD1 FUCA2 FURIN GALE GDE1 GGT1 GNA15 GNPNAT1 GRAMD1B GRAMD2B GRN GSN HNRNPLL HOOK1 HPN HUNK HYI ICAM1 IFNGR2 IGFBP4 IGFBP7 IL17RE IL1R1 IL23R IL4I1 INPP1 IRF2BP2 ISOC1 JAG1 JAML JMY KCNQ5 KIT KLF11 KRT81 KRT86 LAPTM4B LIF LINC00299 LPCAT4 LRRFIP2 LST1 LTA LTC4S LZTFL1 MAN1A1 MAP3K7 MARCKS MATN2 MBOAT7 MDFIC MPRIP MVB12B NCOA7 NDRG1 NET1 NFATC1 NIBAN1 NINJ1 NOMO2 NR1D1 NR1D2 NR4A3 NRIP1 ORAI3 PAPSS1 PCDH9 PDZK1 PECAM1 PEG10 PHF19 PHTF1 PHYH PITPNM1 PLCG2 PLD6 PLPP1 POGLUT2 PPP1R9A PRAM1 PRNP PXMP2 RARG RASD1 REEP3 REPIN1 RGS2 RIOX2 RORC RRBP1 RUNX2 S100A13 SCN1B SCRN1 SH3TC1 SLC16A3 SLC40A1 SLC4A10 SLCO2A1 SPART SPATS2L SPECC1 SPINK2 SPRY1 SRGAP3 SSBP2 TANC1 TCEAL4 TEX30 TIAM1 TIMP1 TMED8 TNF TNFRSF18 TNFRSF4 TNFSF11 TNFSF13B TOX2 TRAPPC5 TSPAN13 TSPAN4 TSPO TTC39C-AS1 TTC7A TTN UBASH3B UNC93B1 ZMIZ1 ZMIZ2 HE_LIM_SUN_FETAL_LUNG_C4_NKT1_CELL https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/HE_LIM_SUN_FETAL_LUNG_C4_NKT1_CELL BLK CCR6 CXCR6 IGFBP4 IL23R PHACTR2 RORC SLC4A10 TRDV2 HE_LIM_SUN_FETAL_LUNG_C4_NKT2_CELL https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/HE_LIM_SUN_FETAL_LUNG_C4_NKT2_CELL COL6A2 CPNE2 CXCR3 DBN1 IFNG-AS1 IGFBP2 IGFBP4 PDCD1 SIRPG TRDV2 TRG-AS1 ZNF683 HE_LIM_SUN_FETAL_LUNG_C4_TH17_CELL https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/HE_LIM_SUN_FETAL_LUNG_C4_TH17_CELL ADAM19 BLK CAPG CCR6 DPP4 GPR25 IL23A IL23R IL4I1 JAML LST1 MGLL NPDC1 RARG RORC SCART1 SLAMF1 TRDV2 HE_LIM_SUN_FETAL_LUNG_C4_TREG_CELL https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/HE_LIM_SUN_FETAL_LUNG_C4_TREG_CELL BCL2L11 BIRC3 CCR4 CD28 CD4 CD5 CD79A CHRM3-AS2 CTLA4 CYTOR DUSP4 EPHX2 FAS FBLN7 FOXP3 GK GPA33 HNRNPLL HS3ST3B1 ICOS IKZF4 IL2RA LGALS9 NCF4 PELI1 PERP PTMS RGPD1 RGPD2 RTKN2 SESN3 SIRPG SIT1 SLAMF1 SNX9 TBC1D4 TMEM154 TNFRSF4 TRAF1 TSPAN5 HE_LIM_SUN_FETAL_LUNG_C4_T_ALPHA_BETA_ENTRY_CELL https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/HE_LIM_SUN_FETAL_LUNG_C4_T_ALPHA_BETA_ENTRY_CELL ADORA2A AEBP1 ANKRD36 APC ARHGEF7 ARPP21 BCL7A BCOR CBFA2T3 CCR9 CD1A CD1B CD1C CD1E CD2AP CD4 CD8B CYP2U1 DAPK1 DNASE1 EDEM1 ELOVL4 EPHB6 ETV6 FOXK2 GALNT7 GNA15 GSE1 ITPR2 KCNA3 LDLRAD4 LETM1 MAFK MAP1A MCTP1 MED13L MIR181A1HG MOB1B MSI2 MTRFR MZB1 NREP PCSK5 PELI2 PIKFYVE PITPNM2 PPP1R1C PRKCG PTCRA PTK7 PTPRM RAG1 RAG2 RANBP6 RASSF6 RORC RPTOR RRAGB SCAI SH3TC1 SLC29A1 SSBP2 TBC1D19 TBL2 THEMIS TLE3 TNFRSF21 TSHR VOPP1 ZNF518B HE_LIM_SUN_FETAL_LUNG_C5_CD5_NEG_MATURE_B_CELL https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/HE_LIM_SUN_FETAL_LUNG_C5_CD5_NEG_MATURE_B_CELL ACP5 AHNAK ARHGAP24 ATP2B1 BIN1 BIN2 BIRC3 BTLA CCR6 CCR7 CD1C CD44 CD82 CD83 COL19A1 CPNE5 CTSH CXCR5 DPEP2 DUSP2 EGR1 FCER2 GPR183 GPR65 HLA-DOB IL10RA IL27RA ITGB7 KLF4 LINC00926 LY6E LY9 MARCHF1 NAPSA NCR3 NR4A1 NR4A2 NR4A3 PARVB PLEK PLPP5 PNOC RBKS RIN3 SELL SLC2A3 SP140 SPOCK2 TENT5C TRAF5 TRBC2 ZNF331 HE_LIM_SUN_FETAL_LUNG_C5_CD5_POS_CCL22_NEG_MATURE_B_CELL https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/HE_LIM_SUN_FETAL_LUNG_C5_CD5_POS_CCL22_NEG_MATURE_B_CELL ABI3 ACP5 ADAM28 ADAM8 ADAMTS6 AHNAK APOBEC3C APOBEC3G ARHGAP24 ARHGAP9 ARL4C BCL2 BCL2A1 BIN2 BIRC3 C1orf162 CCND2 CCR6 CCR7 CD1C CD1D CD27 CD40 CD44 CD5 CD82 CDC42EP3 CEPT1 CFLAR CHI3L2 CHMP7 CLEC17A CLECL1P CMTM3 COL19A1 CR2 CREM CTSH CTSZ CXCR5 CYBB DENND1C DNPH1 DOK2 DUS2 DUSP2 EEIG1 EGR1 ENTPD1 EVI2A EVI2B FCER2 FCGBP FCRL2 FCRL3 FCRL5 GM2A GPR183 GRK3 HCST HLA-DOB IFNGR1 IGFLR1 IL10RA IL27RA IRF5 ITGAL ITGB7 KBTBD8 KCNN4 KLF4 LINC00926 LINC01480 LPAR5 LPXN LRRK2 LTA LY9 MARCHF1 MCOLN2 METTL8 MIR155HG MPEG1 MS4A6A MYO1E NAPSA NEDD9 NFKBIE NFKBIZ NR4A2 NR4A3 PARVB PCED1B PDE7A PELI1 PKIG PLEK PLK3 PLPP5 PNOC PPP1R16B PRKCD PTGER4 PTPN22 RAB11FIP1 RAB29 RAB8B RASA4 RASA4B RBKS RGCC RGS1 RGS10 RHEX RHOC RHOF RRAS2 RUNX3 S100A10 S100A4 S100A6 SCML4 SEL1L3 SELL SEMA4A SEMA7A SH2B2 SH3BP1 SH3YL1 SHISAL2A SIGLEC10 SKAP1 SNX10 SNX11 SNX9 SP140 SPOCK2 SRGN TBC1D9 TENT5C TFEB TLR10 TMC8 TMEM154 TNFRSF13B TNFRSF13C TRAC TRAF5 TRBC2 TTN TYMP U2AF1L4 UGCG VSIR WNT10A ZBP1 ZDHHC21 ZNF331 ZNF490 ZNF827 HE_LIM_SUN_FETAL_LUNG_C5_CD5_POS_CCL22_POS_MATURE_B_CELL https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/HE_LIM_SUN_FETAL_LUNG_C5_CD5_POS_CCL22_POS_MATURE_B_CELL ABCA6 ABCE1 ABCF3 ABHD6 ABI3 ACADS ACAT1 ACOX3 ACP5 ACY1 ADAM19 ADAM8 ADAMTS6 ADGRG5 ADISSP ADPRH ADTRP AEN AFTPH AGL AGPAT3 AKNA ALDH18A1 ALDH3A2 ALG2 ALKBH2 ALKBH6 AMPD3 ANAPC1 ANKRD26 ANXA7 AP1S3 APOBEC3C APOBEC3F APOBEC3G ARF3 ARHGAP1 ARHGAP18 ARHGAP24 ARHGAP9 ARL4C ARMCX6 ARPC4 ASCC3 ATG4C ATIC ATP1A1 ATP2A2 ATP6V1C2 BATF BCAR3 BCAT2 BCL2 BCL2A1 BCL2L11 BHLHE40 BID BIK BIN2 BLTP1 BLVRB BMP2K BOLA2 BOLA3 BOP1 BRI3BP BRIX1 BSPRY C11orf80 C12orf42 C15orf39 C17orf49 C1GALT1C1 C1orf50 C4orf48 CALU CARM1 CASP1 CASP3 CBFA2T3 CCDC141 CCDC28B CCDC47 CCDC86 CCDC88C CCL22 CCL3 CCL3L1 CCL4 CCL4L2 CCND2 CCR10 CCR7 CD1C CD1D CD27 CD44 CD5 CD58 CD68 CD82 CDC42EP3 CDIP1 CDK4 CDKN2A CEBPB CENPH CEPT1 CFAP97 CFLAR CHD3 CHID1 CHKA CHKB CHMP4A CHMP7 CINP CISD1 CISD2 CKLF CLEC17A CLECL1P CMSS1 CMTM3 CNR2 COL9A2 COMMD1 COMMD10 COMTD1 COPRS CR2 CREB3L2 CRYM CRYZ CTSC CTSH CTSZ CTU2 CUL4B CXCR5 CYBB CYTOR DALRD3 DCPS DCTD DEGS1 DENND1C DENND5B DERL1 DESI1 DHRS13 DHRS4 DIPK1A DLD DNPH1 DOHH DOK2 DPH2 DPH5 DPH6 DPP3 DSE DTNB DUS2 DUSP23 DYRK4 EBI3 EBNA1BP2 ECE1 ECHDC2 ECPAS EEF2K EEIG1 EHD1 EHD4 EIF4G1 ELF4 ELK1 ELP3 EMC1 EML2 ENOSF1 ENTPD1 ENTR1 ERCC4 ERG28 ETF1 ETFB ETV6 EVI2A EXOSC4 EXOSC7 EYA3 FADD FAM136A FAM162A FAM81A FBXO4 FBXW8 FCRL2 FCRL5 FH FKBP5 FLNA FMNL3 FUNDC1 GBA1 GBF1 GCA GCHFR GCN1 GEN1 GGA1 GGCT GLS GLT8D1 GM2A GMDS GMFB GMPPA GNG8 GNL2 GNL3 GNPDA1 GNPTAB GPATCH4 GPR65 GPX7 GRK3 GSTZ1 GTF2H5 HCST HDAC3 HDAC9 HDHD5 HEATR5B HILPDA HMBS HMOX2 HPS5 HSD17B4 HSD17B8 HSDL2 HSPBP1 HTT HUWE1 ICAM1 ICMT IFI27L2 IFI30 IFNGR1 IFNLR1 IFRD2 IGF2BP3 IGFLR1 IGHG1 IGHG2 IGHG3 IL10RA IL21R IL27RA IL2RG IL6R ILRUN IMMP2L IMPACT INPP5B INSIG1 INTS9 IRF5 ISOC2 ITGAL ITGB7 ITPK1 IVD JADE2 JAK2 JAZF1 JOSD2 KAT2A KATNA1 KBTBD8 KCNAB2 KCNN4 KDM2A KLF13 KLF4 KLHL12 KNOP1 KPTN KYNU LACTB2 LARP4B LASP1 LCK LCMT1 LGMN LILRB4 LINC00926 LINC00996 LINC01480 LINC01857 LMAN1 LONRF1 LPCAT1 LPIN1 LRRK2 LTA LTBP3 MAP3K14 MAP3K8 MAPK13 MAPKAPK2 MATK MCCC2 MCM2 MCM6 MCOLN2 MCRIP2 MDFIC MDN1 MECR MED23 METTL8 MIF4GD MIR155HG MMAB MOGS MPDU1 MPEG1 MPHOSPH6 MPI MRNIP MRPL1 MRPL11 MRPL15 MRPL17 MRPL24 MRPL27 MRPL35 MRPS12 MRPS25 MRRF MRTO4 MS4A6A MSMO1 MTAP MTERF4 MTFP1 MTHFD2 MTLN MTX1 MVP MYBBP1A MYC MYO1E MYO3A MYO5A NAB2 NAGK NAGPA NAMPT NANS NAPSA NBPF10 NCLN NCOA1 NCOA7 NCOR2 NDFIP1 NDUFAF8 NEDD9 NENF NET1 NFAT5 NFATC1 NFKB1 NFKB2 NFKBIE NFKBIZ NIBAN1 NIPSNAP1 NLE1 NME1 NOC3L NOLC1 NOP16 NOP2 NOPCHAP1 NPIPB4 NPM3 NR4A3 NRG4 NT5DC1 NTHL1 NUDT14 NUDT2 NUDT4 NUFIP1 NUP205 NUP210 NUP37 NXPE3 OGT OMA1 ORAI1 ORMDL2 OTUD5 P2RY14 PABPC4 PAGR1 PAICS PAK1IP1 PAPSS1 PARN PARVB PASK PAWR PCBD1 PCCB PCK2 PCNX1 PDCD11 PDCD4-AS1 PDCL3 PDLIM2 PDLIM7 PDPK1 PELI1 PELP1 PES1 PEX10 PFAS PFKP PHF19 PHLDB3 PHPT1 PHTF1 PIAS2 PKIG PLAGL1 PLEK PLEKHO1 PLGRKT PLK3 PMM2 PMPCA PNO1 PNOC PNPLA6 POC1B POGLUT1 POLD2 POLD3 POLR1C POLR1E POLR1F POLR3E POLR3K PPCDC PPM1M PPP1R9B PPP2R5A PRDX4 PRKAR1B PRKCD PRKD3 PTGER4 PTGES2 PTPN12 PTPN22 PTPN7 PUM3 PYCR3 QDPR QPCT QTRT1 RAB11FIP1 RAB29 RAB30 RAB8B RARA RASA4 RASA4B RASSF2 RASSF5 RBM47 RECQL5 RELB RFTN1 RGCC RGS1 RGS10 RHEX RHOC RHOF RHPN1 RILPL2 RMND1 RNASE6 RNF121 RNF126 RPA1 RPIA RPP25 RRAS2 RRBP1 RRP1 RRP15 RRP9 RSU1 RUNX3 S100A10 S100A11 S100A13 S100A4 S100A6 SAMSN1 SCO2 SCYL2 SDHAF3 SEC11C SEC24D SEH1L SEL1L3 SEMA7A SERPINB9 SESN3 SFI1 SFXN4 SGK1 SH2B2 SH3BP1 SH3YL1 SHISAL2A SIGLEC10 SIGMAR1 SKAP1 SLAMF7 SLC12A2-DT SLC1A4 SLC25A13 SLC25A19 SLC25A45 SLC29A1 SLC30A7 SLC35B2 SLC37A1 SLC5A6 SLC7A7 SLX9 SMIM27 SMIM30 SMS SNAPC2 SNRNP25 SNX10 SNX11 SNX18 SNX25 SNX8 SNX9 SPATA20 SPOPL SRD5A1 SREBF2 SRGN SRM ST14 ST3GAL2 STAMBPL1 STAP1 STAT1 STK38L SUMF2 SUPT5H SYNE2 TADA1 TANK TARBP2 TBC1D8 TBC1D9 TBC1D9B TBL2 TCIRG1 TCTN3 TENT5C TESC TESPA1 TFEB TFRC TGFB1 THEM4 TICAM1 TIMMDC1 TLR10 TMEM14A TMEM154 TMEM35B TMEM42 TNFAIP8L1 TNFRSF10A TNFRSF13B TNFRSF13C TNFRSF18 TOLLIP TOM1 TOP1MT TOR3A TP53I11 TPTEP2-CSNK1E TRAC TRADD TRAF2 TRAF3 TRAP1 TRAPPC5 TRBC1 TRMT1 TRMT61A TRUB2 TSEN15 TSR3 TTC31 TTN TUBG1 TXLNA TXLNG TYK2 TYMP TYW3 U2AF1L4 UGCG UNG UQCC2 UQCC5 UROS UTP4 VARS1 VARS2 VOPP1 WAC-AS1 WAPL WARS1 WASHC3 WDFY1 WDR4 WDR43 WDR75 WDR89 WNT10A XPNPEP3 ZBTB17 ZC3H12A ZCRB1 ZDHHC12 ZMYND11 ZNF480 ZNF490 ZNF589 ZNF593 ZNF688 ZNF7 ZNF827 ZNF880 ZNFX1 ZYX HE_LIM_SUN_FETAL_LUNG_C5_DELTA_SMALL_PRE_B_CELL https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/HE_LIM_SUN_FETAL_LUNG_C5_DELTA_SMALL_PRE_B_CELL ACSM3 AMN BMP3 CEBPD DEPP1 LINC00472 HE_LIM_SUN_FETAL_LUNG_C5_LARGE_PRE_B_CELL https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/HE_LIM_SUN_FETAL_LUNG_C5_LARGE_PRE_B_CELL AAAS AAGAB AAMDC AARS1 ABCD3 ABHD12 ABHD12B ABHD3 ACAA2 ACAD9 ACAT1 ACAT2 ACLY ACOT13 ACOT7 ACTL6A ACTN4 ACYP1 ADI1 ADISSP ADK AFG3L2 AGGF1 AGO2 AGPAT2 AGPS AHCTF1 AHCY AHCYL1 AHI1 AIF1 AIFM1 AIMP2 AK3 AK6 AKIP1 AKR7A2 ALDH18A1 ALDH7A1 ALG5 ALG8 ALYREF AMOTL1 ANAPC15 ANAPC2 ANAPC7 ANKRD26 ANKRD36 ANKRD36B ANKRD36C ANKRD54 ANLN ANP32E AP1S1 AP3B1 AP4M1 APEH APEX2 APIP APMAP APOBEC3B APOLD1 APOO ARHGAP11A ARHGEF39 ARID3A ARL1 ARL6IP1 ARL6IP6 ARMC1 ARMC6 ASF1A ASF1B ASH2L ASL ASNSD1 ASPM ASRGL1 ASXL1 ATAD2 ATAD3A ATAD5 ATG10 ATIC ATP1A1 ATP23 ATPAF1 AURKA AURKB BAHCC1 BAP1 BARD1 BAZ1B BCAT1 BCKDK BCL2L12 BCL7B BCL7C BCR BDH1 BID BIRC5 BLM BLMH BOLA2B BOLA3 BRAT1 BRCA1 BRCA2 BRCC3 BRD3 BRD7 BRD8 BRF1 BRI3BP BRIX1 BTG3 BUB1 BUB1B BUD13 BYSL C11orf98 C12orf43 C12orf75 C17orf75 C19orf48P C1orf112 C1orf35 C21orf58 C4orf46 C5orf34 C6orf136 C8orf33 C9orf40 CALU CAMK4 CAMTA1 CASP2 CASP3 CASP8AP2 CBFB CBR1 CBX1 CBX5 CC2D1A CCDC14 CCDC167 CCDC18 CCDC25 CCDC34 CCDC77 CCDC81 CCDC86 CCDC88A CCHCR1 CCNA2 CCNB1 CCNB1IP1 CCNB2 CCNE2 CCNF CCNG1 CCP110 CCZ1B CD320 CDC20 CDC23 CDC25A CDC25C CDC27 CDC45 CDC5L CDC6 CDC7 CDCA2 CDCA3 CDCA4 CDCA5 CDCA7 CDCA8 CDK1 CDK16 CDK19 CDK2 CDK2AP1 CDK4 CDK5 CDK5RAP1 CDK5RAP2 CDK9 CDKN2A CDKN2AIP CDKN2AIPNL CDKN2C CDKN3 CDT1 CEBPG CENPA CENPE CENPF CENPH CENPJ CENPK CENPL CENPM CENPN CENPO CENPP CENPQ CENPT CENPU CENPW CENPX CEP131 CEP152 CEP192 CEP295 CEP41 CEP43 CEP55 CEP70 CEP76 CEP78 CEP85 CETN3 CFAP20 CFAP36 CFAP73 CHAC2 CHAF1A CHAF1B CHAMP1 CHCHD1 CHD1L CHEK1 CHEK2 CHML CHRAC1 CHTF18 CHTF8 CHTOP CIAO3 CIP2A CISD1 CISD2 CKAP2 CKAP2L CKAP5 CKLF CKS1B CLEC11A CLIC4 CLK2 CLN6 CLPP CLSPN CMAS CMC1 CMC2 CMSS1 CNOT10 CNOT11 CNOT9 CNP CNTLN COA3 COA5 COA6 COIL COMMD2 COMMD4 COMTD1 COPG2 COPS8 COQ4 COQ9 CORO1C COX11 CPSF2 CPSF3 CPSF4 CPXM1 CRLS1 CRNDE CSE1L CSPP1 CSRP1 CSRP2 CSTF1 CSTF2 CSTF2T CTBP1 CTBP2 CTCF CTDSPL2 CTNNAL1 CTNNBIP1 CTNNBL1 CTPS1 CTSC CWC27 CYB5A CYB5B CYREN DAP DAPK3 DAZAP1 DBF4 DCAF15 DCPS DCTPP1 DCUN1D5 DDB2 DDTL DDX1 DDX11 DDX23 DDX41 DDX49 DDX52 DDX55 DENND10 DEPDC1 DEPDC1B DERA DESI2 DGCR6L DHFR DHRS4L2 DIAPH1 DIAPH3 DIS3L DKC1 DLAT DLD DLEU2 DLGAP5 DLST DMAC2 DNA2 DNAJC1 DNAJC11 DNAJC21 DNAJC9 DNM1L DNMT1 DNTTIP1 DOHH DONSON DPM1 DPM2 DPP3 DPYSL2 DRG1 DSCC1 DSN1 DTL DTYMK DVL2 DYNC2I2 DYNLL2 DYNLT2B E2F1 E2F2 E2F3 E2F4 E2F7 E2F8 EBNA1BP2 EBP ECI1 ECI2 ECT2 EDC4 EED EEF1AKMT1 EFCAB2 EFHD2 EFTUD2 EI24 EIF1AY EIF2AK1 EIF2B1 EIF2B2 EIF2B3 EIF2S1 EIF3B EIF4EBP1 EIF4EBP2 EIF4G1 ELAC2 ELP4 ELP5 ELP6 EMC6 EMC8 EMC9 ENOPH1 ENOSF1 EPB41L2 EPRS1 ERAL1 ERG28 ERI3 ERLIN1 ESCO2 ETF1 ETFB ETHE1 ETS2 EXO1 EXOSC10 EXOSC2 EXOSC3 EXOSC7 EXOSC8 EXOSC9 EZH2 F8A3 FABP5 FADS1 FADS2 FAF1 FAHD2A FAIM FAM111A FAM111B FAM120A FAM136A FAM200B FAM216A FAM72A FAM72B FAM76B FAM83D FAM98B FANCA FANCD2 FANCG FANCI FANCL FARSA FARSB FBRSL1 FBXL5 FBXO22 FBXO5 FEN1 FH FHL1 FIGNL1 FKBP3 FLOT1 FN3KRP FOXM1 FOXRED1 FUBP1 FUCA1 G2E3 G6PC3 GALK1 GAMT GAR1 GARS1 GART GBE1 GCDH GCHFR GCSAM GDE1 GEMIN2 GEN1 GET1 GET3 GET4 GFER GFUS GGCT GGH GINS1 GINS2 GINS3 GINS4 GKAP1 GLE1 GLRX2 GLRX3 GLRX5 GLYR1 GMCL1 GMNN GMPPB GMPS GNA15 GNAI1 GNB1 GNL1 GNL3 GON7 GOT1 GOT2 GPANK1 GPATCH4 GPN3 GPSM2 GSPT1 GSS GSTO1 GTF3C5 GTPBP3 GTPBP4 GTPBP6 GTSE1 GUSB H1-5 H2AC11 H2AC12 H2AC13 H2AC14 H2AC15 H2AC16 H2AC17 H2AC20 H2AC21 H2AC4 H2AC8 H2AX H2BC15 H2BC18 H2BC3 H2BC7 H2BC9 H3C10 H3C12 H3C14 H3C15 H3C2 H3C3 H3C7 H3C8 H4C11 H4C12 H4C4 H4C6 HACD3 HADH HAGH HARS1 HASPIN HAT1 HAUS1 HAUS2 HAUS4 HAUS5 HAUS6 HAUS8 HCFC1 HCFC1R1 HDGF HDGFL2 HDGFL3 HDHD2 HDHD5 HDLBP HEBP1 HEBP2 HELLS HENMT1 HERC5 HIBADH HILPDA HINT2 HIRIP3 HJURP HLTF HMGB3 HMGN5 HMGXB4 HMMR HNRNPA1L3 HPF1 HPRT1 HS2ST1 HSPBP1 HTATSF1 HTRA2 HYLS1 IARS1 ICMT ID2 IFITM1 IFRD2 IFT22 IFT25 IFT27 IGF2BP1 IGFBP7 IKZF2 IL7R ILKAP ILVBL IMMP1L IMMT IMPDH1 INCENP ING1 ING2 ING5 INIP INSR INTS13 INTS14 IPO5 IPO7 IPO9 IRAK1 ISOC1 ISOC2 ISYNA1 ITGB1BP1 ITGB3BP IVD JADE1 JMJD8 JPT1 JPT2 KATNAL1 KATNB1 KBTBD4 KDM1A KEAP1 KHSRP KIAA1143 KIF11 KIF14 KIF15 KIF18A KIF18B KIF20A KIF20B KIF22 KIF23 KIF2C KIF4A KIFC1 KLHL23 KMT5A KNL1 KNOP1 KNSTRN KNTC1 KPNA2 KPNA3 LAGE3 LAP3 LAS1L LCORL LDLRAP1 LEO1 LETM1 LIG1 LIMS1 LIN52 LIN54 LIN9 LMAN1 LMF2 LMNB1 LMNB2 LRR1 LRRC40 LRRC42 LRRC45 LRRC58 LRRC59 LRRCC1 LYAR LYRM7 MAD2L1 MAD2L2 MAGEF1 MAGOHB MALSU1 MANF MAP2K2 MAP3K20 MAP7D3 MAPKAPK3 MAPKAPK5 MASTL MAZ MCAT MCM10 MCM2 MCM3 MCM4 MCM5 MCM6 MCM7 MCMBP MCUR1 MDM1 MED20 MED4 MELK MESD METTL4 MFAP1 MFGE8 MFSD14B MGST2 MGST3 MICB MIS12 MIS18A MKI67 MKKS MLEC MLH1 MLLT11 MLST8 MMAB MMS22L MNAT1 MND1 MNS1 MORF4L2 MOV10 MPC1 MPHOSPH6 MPHOSPH9 MPST MRE11 MRM2 MRPL11 MRPL13 MRPL15 MRPL17 MRPL2 MRPL21 MRPL22 MRPL23 MRPL27 MRPL3 MRPL35 MRPL36 MRPL39 MRPL46 MRPL47 MRPL48 MRPL49 MRPL55 MRPL58 MRPL9 MRPS10 MRPS11 MRPS12 MRPS14 MRPS15 MRPS16 MRPS18A MRPS2 MRPS23 MRPS24 MRPS27 MRPS28 MRPS33 MRPS9 MRTO4 MSH2 MSH3 MSH6 MT2A MTA1 MTA2 MTFP1 MTFR2 MTHFD1 MTHFD2 MTIF2 MTLN MTMR2 MTRF1L MTRFR MTX1 MTX2 MUTYH MXD3 MYBL2 MYCBP MZT1 N4BP2 NAA10 NAA15 NAA20 NAA50 NABP2 NAE1 NANS NARS1 NCAPD2 NCAPD3 NCAPG NCAPG2 NCAPH NCAPH2 NCBP1 NDC1 NDC80 NDUFA8 NDUFA9 NDUFAF8 NDUFS1 NEDD1 NEIL3 NEK2 NEK4 NELFE NENF NET1 NFATC2IP NFYB NIF3L1 NINJ1 NIPSNAP1 NIPSNAP3A NME1 NME4 NMRAL1 NNT NNT-AS1 NOC4L NOL10 NOLC1 NOP16 NRM NSD2 NSL1 NSMCE2 NSMCE4A NTHL1 NTPCR NUBP2 NUCB2 NUDCD1 NUDCD2 NUDT15 NUDT2 NUDT5 NUDT7 NUF2 NUP107 NUP155 NUP210 NUP37 NUP50 NUP54 NUP58 NUP62 NUP85 NUP93 NUSAP1 NXT1 OAT ODF2 OGFOD1 OGFOD2 OIP5 ORC1 ORC3 ORC6 OTULIN OXCT1 PABPC4 PAFAH1B2 PAFAH1B3 PAICS PAK1 PAK1IP1 PANK2 PAQR4 PARP2 PARPBP PAXBP1 PAXX PBK PCGF6 PCID2 PCLAF PCNA PCNT PDCD5 PDCD7 PDCL PDE12 PDHA1 PDHX PDLIM7 PDRG1 PDS5B PDXK PDZD11 PELP1 PGAP2 PGD PGM2 PGP PGRMC1 PHF19 PHF6 PHGDH PHTF1 PIDD1 PIGX PIMREG PITHD1 PKMYT1 PLAA PLGRKT PLIN2 PLK1 PLK4 PLPBP PMPCA PMS1 PMVK PNP POC1A POLA1 POLA2 POLD1 POLD2 POLD3 POLDIP2 POLE POLE2 POLQ POLR2D POLR2F POLR2H POLR3K POMZP3 POP4 POP5 POP7 PPA1 PPA2 PPAT PPIE PPIF PPIH PPIL1 PPIL3 PPME1 PPP1R35 PPP1R7 PPP2R2D PPP2R5D PPP4R1 PPP5C PPT1 PRADC1 PRC1 PRDX4 PRIM1 PRIM2 PRKAB1 PRKDC PRMT5 PRPF19 PRPF31 PRPF4 PRPS1 PRPS2 PRPSAP1 PRR11 PRXL2A PSAT1 PSMA1 PSMB5 PSMC2 PSMC3IP PSMD1 PSMD12 PSMD14 PSMD9 PSME3 PSME3IP1 PSMG1 PSMG3 PSPC1 PSPH PSRC1 PTP4A3 PTPA PTPMT1 PTPN11 PTTG1 PXMP2 RAB27A RAB3IP RABIF RABL6 RACGAP1 RAD1 RAD18 RAD51AP1 RAD51C RAD54L RAD9A RAE1 RANGAP1 RANGRF RARS1 RAVER1 RBBP8 RBL1 RBM10 RBM15B RBM28 RBMX2 RCC1 RCC1L RCC2 RCCD1 RCN1 RCOR1 RDX REC8 RECQL RECQL4 REEP4 REV1 REXO5 RFC1 RFC2 RFC3 RFC4 RFC5 RFWD3 RHNO1 RIC8A RIF1 RMDN1 RMDN3 RMI1 RMI2 RMND5B RNASEH2A RNF168 RNF26 RNF8 RNPEP RPA1 RPA3 RPE RPIA RPL26L1 RPL39L RPP30 RPS6KB2 RRM1 RRM2 RRP1 RRP1B RSRC1 RTKN2 RTN3 RUFY1 RUNX1 RUSC1 RUVBL1 RUVBL2 RWDD4 SAAL1 SAC3D1 SAE1 SAMD1 SAMHD1 SAR1A SARNP SARS2 SART3 SASS6 SCCPDH SCLT1 SCMH1 SDF2L1 SDHAF3 SEC22B SEC22C SEH1L SEPHS1 SEPTIN11 SESTD1 SF3B3 SFMBT1 SFR1 SFXN1 SFXN4 SGO1 SGO2 SGTA SHCBP1 SHMT1 SIGMAR1 SKA1 SKA2 SKA3 SKIC8 SKP2 SLBP SLC16A1 SLC1A4 SLC1A5 SLC20A1 SLC25A11 SLC25A17 SLC25A39 SLC25A40 SLC29A1 SLC2A4RG SLC35A4 SLC39A8 SLC43A3 SLC4A1AP SLC7A5 SLF1 SLX1A SLX1B SMARCD1 SMC1A SMC2 SMC4 SMC5 SMCO4 SMIM19 SMIM24 SMPD4 SMS SMYD2 SMYD3 SNAP29 SNF8 SNHG10 SNHG19 SNRNP25 SNRNP48 SORD SPAG16 SPAG5 SPATA33 SPATS2 SPC24 SPC25 SPDL1 SPIN1 SPOUT1 SPRTN SPTSSA SRGAP2B SRGAP2C SRM SRP68 SRPK1 STAG1 STIL STMN3 SUCLA2 SUGP2 SUMO3 SUPT16H SUV39H1 SUV39H2 SUZ12 SVIP SYNE2 TACC3 TACO1 TADA2A TAF1B TAF5 TAF6 TAF9B TARDBP TARS1 TASL TBCD TBL3 TBP TCEA2 TCEAL3 TCF19 TCHP TCOF1 TDP1 TDP2 TEDC1 TEDC2 TELO2 TESMIN TEX30 TFDP1 TFPT TGS1 THAP11 THAP7 THG1L THOC6 THOP1 THUMPD3 TIMELESS TIMM10 TIMM21 TIMM22 TIMM23 TIMM29 TIMM44 TIMM50 TIPIN TK1 TLNRD1 TM7SF3 TMEM106C TMEM11 TMEM126A TMEM126B TMEM14A TMEM14C TMEM18 TMEM203 TMEM209 TMEM214 TMEM70 TMEM97 TMPO-AS1 TMX1 TOE1 TOMM40 TOMM70 TOP2A TOPBP1 TOR2A TOX TPGS2 TPP2 TPRKB TPX2 TRAF2 TRAF7 TRAIP TRAP1 TRAPPC2L TRAPPC4 TRIAP1 TRIM24 TRIM28 TRIP13 TRMU TRNAU1AP TROAP TSEN15 TSEN54 TSFM TSN TSPO TSR1 TST TTC1 TTC39C TTF1 TTF2 TTI1 TTI2 TTK TUBA1C TUBB3 TUBG1 TUBGCP3 TXNDC12 TXNRD1 TYMS UBAC1 UBALD2 UBAP2 UBAP2L UBASH3B UBE2C UBE2M UBE2S UBE2T UBL4A UBL7-DT UBN1 UBR7 UBXN2A UCHL3 UCHL5 UCK1 UCK2 UFD1 UHRF1 UMPS UNG UQCC2 UQCC3 UQCC4 UQCC5 UQCRHL URM1 USB1 USP1 USP13 USP14 USP39 USP48 USP5 UTP11 UTP18 UTP4 VDAC3 VMA21 VPS25 VPS72 VRK1 WAPL WBP11 WBP4 WDHD1 WDR5 WDR54 WDR76 WDR83 WEE1 WRAP53 WWOX XPNPEP1 XPO1 XRCC1 XRCC4 YARS1 YEATS4 YIF1B YWHAG ZAP70 ZCCHC17 ZCCHC9 ZCRB1 ZDHHC12 ZNF367 ZNF639 ZNF714 ZNF726 ZNF738 ZNF76 ZNF771 ZNF85 ZNF93 ZNG1B ZNHIT3 ZW10 ZWILCH ZWINT HE_LIM_SUN_FETAL_LUNG_C5_LATE_PRO_B_CELL https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/HE_LIM_SUN_FETAL_LUNG_C5_LATE_PRO_B_CELL ADA C1QTNF4 CD27 CD34 CKMT2 DNTT EGFL7 ELK3 ENG ERG FHIT GBP4 GNG11 GSN H1-0 ITGA5 LILRA2 LINC00426 LINC01013 PECAM1 PSD3 RAG1 SCHIP1 SH2D4B SLC8A1-AS1 SMIM3 SOCS2 SORBS3 TNFRSF1A TRGV9 HE_LIM_SUN_FETAL_LUNG_C5_PRO_B_CELL https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/HE_LIM_SUN_FETAL_LUNG_C5_PRO_B_CELL AAMDC AARS1 ABHD12 ABHD3 ABI2 ACAT2 ACYP1 ADA ADGRG1 AIF1 AKIP1 ALDH5A1 ALDH7A1 AMOTL1 ANKRD36 ANLN ANXA2R AP3M2 ARHGAP11A ARHGAP33 ARHGEF39 ARL6IP1 ARL6IP6 ARMH1 ASF1B ASPM ATAD2 ATAD5 ATG10 ATL3 AURKA AURKB BARD1 BCL2L12 BEX3 BIRC5 BRCA1 BRCA2 BRD7 BRIP1 BUB1 BUB1B C19orf48P C1QTNF4 C21orf58 C4orf46 C5orf34 C8orf88 CBX2 CBX5 CCDC167 CCDC34 CCDC81 CCDC88A CCHCR1 CCN2 CCNA2 CCNB1 CCNB2 CCNE2 CCNF CCP110 CD34 CDC20 CDC25A CDC25C CDC45 CDC6 CDCA2 CDCA3 CDCA4 CDCA5 CDCA7 CDCA8 CDK1 CDK2 CDK2AP1 CDKN2C CDKN3 CDT1 CENPA CENPE CENPF CENPH CENPK CENPL CENPM CENPN CENPO CENPQ CENPU CENPW CEP152 CEP41 CEP55 CEP57L1 CEP78 CERS2 CFAP20 CGAS CHAF1A CHAF1B CHD3 CHEK1 CHEK2 CHTF18 CIP2A CIT CKAP2 CKAP2L CKAP5 CKLF CKS1B CLEC11A CLEC14A CLSPN CMC2 CMPK2 CMTM3 CNTLN CPNE2 CPT1A CRNDE CRTAP CSE1L CSTF2T CTBP2 CTDSPL2 CTNNAL1 DCLRE1B DDB2 DDX11 DEPDC1 DEPDC1B DHFR DHRS4L2 DIAPH3 DLEU2 DLGAP5 DNA2 DNAJC21 DNAJC9 DNTT DONSON DSCC1 DSN1 DTL DTYMK DYNLT2B E2F1 E2F2 E2F7 E2F8 EBP ECT2 EGFL7 ELK3 ENG ENOSF1 EPB41L2 ERG ESCO2 ETS2 EXO1 EZH2 F13A1 FADS1 FADS2 FAF1 FAM111A FAM111B FAM241A FANCA FANCD2 FANCG FANCI FANCL FBLN1 FBXO5 FBXW7 FEN1 FGD5-AS1 FHIT FHL1 FIGNL1 FOXM1 GAB2 GAMT GBP4 GEN1 GGH GINS1 GINS2 GINS3 GINS4 GMNN GMPS GNA15 GPR176 GPSM2 GSN GTSE1 GUCY1A1 H1-5 H2AC11 H2AC12 H2AC13 H2AC14 H2AC16 H2AC17 H2AC21 H2AC4 H2AC8 H2BC11 H2BC14 H2BC15 H2BC3 H2BC7 H2BC9 H3C12 H3C14 H3C15 H3C2 H3C3 H3C7 H3C8 H4C14 H4C15 H4C2 H4C6 HACD3 HAUS4 HELLS HIRIP3 HJURP HLTF HMGB3 HMGXB4 HMMR HPRT1 HYI IFT25 IGF2BP2 IGFBP7 ILVBL INCENP ITGA5 KATNAL1 KCTD9 KIF11 KIF14 KIF15 KIF18A KIF20A KIF20B KIF22 KIF23 KIF2C KIF4A KIFC1 KMT5A KNL1 KNSTRN KNTC1 LCN6 LCORL LCP2 LIG1 LILRA2 LIMK2 LIN9 LINC00426 LINC01013 LMNB2 LRR1 LST1 MAD2L1 MAP3K20 MASTL MBOAT2 MCM10 MCM2 MCM3 MCM4 MCM6 MDK MELK MGAT4A MIS18A MKI67 MLLT11 MMS22L MND1 MNS1 MOV10 MT1X MT2A MXD3 MYBL2 N4BP2 NAE1 NCAPD2 NCAPD3 NCAPG NCAPG2 NCAPH NCAPH2 NCF2 NDC80 NEIL3 NENF NET1 NINJ1 NIPSNAP3A NPY NRIP1 NSD2 NUF2 NUSAP1 OIP5 ORC1 ORC6 PAFAH1B3 PALM PAQR4 PARP2 PARPBP PBK PCLAF PCNA PCNT PDS5B PDZD11 PGRMC1 PHF19 PHGDH PIDD1 PIMREG PKD2 PKMYT1 PLCB1 PLEKHA5 PLK1 PLK4 PLSCR1 POC1A POLA1 POLD1 POLD3 PRC1 PRIM1 PRIM2 PRKCI PRPSAP1 PRR11 PRXL2A PSMC3IP PSMG1 PSRC1 PTTG1 PXDN PXMP2 RAB13 RAB34 RACGAP1 RAD1 RAD51AP1 RAD54L RASD1 RBBP8 RBL1 RCCD1 RDX RECK RETREG1 REXO5 RFC2 RFC3 RFC4 RFWD3 RHNO1 RIF1 RMI1 RMI2 RNASEH2A RNF168 RRM1 RRM2 S100A1 S100A13 SAC3D1 SAMD1 SCCPDH SCMH1 SCML2 SEPHS1 SERINC5 SGO1 SGO2 SHCBP1 SHMT1 SKA1 SKA2 SKA3 SLC20A1 SLC27A3 SLC2A5 SLC43A3 SLC44A1 SLC8A1-AS1 SLFN13 SMARCD2 SMC2 SMCO4 SMIM3 SMS SNCA SOCS2 SORBS3 SP1 SPAG5 SPATA33 SPC24 SPC25 SPDL1 SRGAP2C STK3 STMN3 SVIP SYNE2 SYNGR1 TACC3 TAF5 TAF9B TCAF1 TCEAL9 TCF19 TCF7L2 TEDC1 TFDP1 TIMELESS TK1 TMEM106C TMEM97 TMPO-AS1 TNFRSF1A TOP2A TOPBP1 TPGS2 TPX2 TRAIP TRIM24 TRIP13 TROAP TTF2 TTK TUBG1 TUBGCP3 TYMS UBE2C UBE2S UBE2T UBR7 UCK2 UHRF1 UNG VAMP5 VRK1 WDHD1 WDR76 WEE1 WWOX YEATS4 ZGRF1 ZMIZ1 ZNF367 ZNF771 ZWINT HE_LIM_SUN_FETAL_LUNG_C6_DEUTEROSOMAL_CELL https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/HE_LIM_SUN_FETAL_LUNG_C6_DEUTEROSOMAL_CELL ABLIM2 ACBD7 ACOT7 ANKS1B ANLN ASAP2 ASF1B ASPM ATP6V0A2 AURKA BARD1 BCL2L12 BHLHE40 BIRC5 BMAL2 BRCA2 BUB1 C19orf48P CADM1 CCDC14 CCDC15 CCDC158 CCDC171 CCDC178 CCDC18 CCDC188 CCDC88A CCNB1 CCNB2 CCT6B CD19 CDC20 CDC20B CDCA4 CDCA7L CDCA8 CDH23 CDK1 CDKN2D CDT1 CENPF CENPJ CENPK CENPU CENPW CEP152 CEP295 CEP57L1 CEP85 CHAF1A CHAF1B CHTF18 CKAP2L CKS2 CLDN10 CLDN12 CNTROB COCH CTNNBIP1 CYTH3 DBF4 DBNDD1 DENND6A DEPDC1 DHFR DLGAP5 DNAH14 DNAH17 E2F7 ECT2 EID3 EME1 ENC1 ENTPD3 ERCC6L EZH2 FADD FAM216A FAM3B FANCI FANCM FBN3 FBXO43 FOXM1 FOXN4 GGTLC2 GLRX GPR83 GPSM2 GSKIP H2AC11 H2AC17 H2AC8 H2BC11 H2BC15 H2BC8 H3C10 H3C6 H4C2 H4C8 HDGFL3 HELLS HES6 HMGB3 HYLS1 ICAM3 INSIG1 IQCC KIF14 KIF15 KIF18A KIF20A KIF20B KIF23 KNL1 KNSTRN KPNA2 KRT81 LACTB2 LIN9 LINC01392 LRR1 MAD2L1 MAP7D3 MARCKSL1 MATN2 MCIDAS MED21 MELK MEST MIF4GD MIIP MIS18A MIS18BP1 MMP23B MT1G MTFP1 MUC12 MYCL MYO3A NCAPH NEK2 NEU3 NUDT15 NUDT6 NUF2 NUP93 OAT OIP5 ORC6 PAQR4 PCCB PGP PHF7 PLAAT1 PLK1 PLK4 POC1A POGLUT3 POLH PPP1R14B PPP1R1B PRC1 PREX1 PTN PTTG1 PYGL RACGAP1 RAD51AP1 RAD54L RANGAP1 RASSF1 RCC2 REXO5 RFC4 RFWD3 RMI1 RNASEH2A RPL39L RTTN SASS6 SGO1 SGO2 SKA3 SLC12A2 SLC31A2 SLC43A3 SMC2 SPAG5 SPATS2 SPIN4 STIL SULF2 SYT5 TACC3 TBC1D31 TEDC1 TEDC2 TM7SF3 TMEM108 TOP2A TPX2 TRMT12 TRNT1 TROAP TSPAN2 TTK TUBG1 TYMS UBE2C UBE2S UBE2T USP31 WDR62 YBX2 YPEL1 ZDBF2 ZNF469 ZNF736 ZNF788P ZWINT HE_LIM_SUN_FETAL_LUNG_C6_MUC16_POS_CILIATED_CELL https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/HE_LIM_SUN_FETAL_LUNG_C6_MUC16_POS_CILIATED_CELL ANKUB1 APOD AQP5-AS1 C14orf132 CAPN9 CCDC190 CCN2 CD82 CES4A COL28A1 CORO2B CP CXCL17 CYP2W1 DIAPH2 DPYSL3 EPPIN FGF14 FYB2 GBP6 HBB ITGA2 ITGB4 KIAA0513 KLHL5 KLHL6 KRT7 LARP6 LGR4 LINC01550 LINC01558 MAOB MB MT3 MUC16 MUC20 MUC4 PALLD PAX9 PITX1 PLAAT2 PLAAT3 PLEKHS1 POU2AF1 PRR15 PZP SCPEP1 SEC14L3 SEPTIN11 SLC23A1 SLC2A10 SLIT1 SMAD3 TNFRSF21 TNNT3 TOX3 TRPV4 TXLNB UACA VCAN WDR24 WFDC6 HE_LIM_SUN_FETAL_LUNG_C7_COL20A1_POS_SCHWANN_CELL https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/HE_LIM_SUN_FETAL_LUNG_C7_COL20A1_POS_SCHWANN_CELL ACTC1 ADAMTSL1 AFAP1L1 ALDH1A1 ALDH1A3 ANGPT1 ANXA1 ARHGAP31 BGN CASP4 CD44 CHST9 COL20A1 COL28A1 COL6A3 CTNNA3 CYP4V2 CYTL1 DGKB DOCK8 DPY19L3 DYNLT2B EGLN2 ELN ENG FBN1 FRAS1 FST GABRA2 GPR17 GRID2 GRIP2 HMCN1 HSPB2 IFI16 IGFBP7 IL11RA IL17RC IL1RAP ITGA1 ITGA2 ITM2A KLF4 LMO3 LYPD6 MAL2 MGAT4C MYO1C NFIX NMI NTM P3H2 PDGFA PDLIM1 PLA2G4A PLAC9 PLSCR3 PSMB8 RPS4Y1 S100A4 SFXN3 SHROOM4 SMIM5 SP100 SRPX TFAP2C TGFBI TMEM176A TMEM176B TMEM35B USP53 UTP15 HE_LIM_SUN_FETAL_LUNG_C7_FGFBP2_POS_NEURAL_PROGENITOR_CELL https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/HE_LIM_SUN_FETAL_LUNG_C7_FGFBP2_POS_NEURAL_PROGENITOR_CELL ADM ANKHD1 AQP1 ARHGAP18 ARHGAP31 BCL11A BLOC1S5 CCSER1 DDC DGKB DNASE2 DOK4 EGLN2 EGLN3 EPAS1 ERV3-1 FGFBP2 FRMD5 FRZB GRIP2 KCNIP4 LAMA5 LINC02268 MAP3K5 METTL7A MFAP4 NDUFA4L2 NFIX NKD1 NPB PKP2 PLA2G6 PLAGL2 PLCD4 PRR34-AS1 PSMB8 RAPSN RIMS3 RNASE1 SCGB3A2 SELENOP SYN2 SYNM TAPT1 TMEM100 UNC5B VEGFA VIP VWDE WDR27 WFIKKN2 ZNF599 HE_LIM_SUN_FETAL_LUNG_C7_KCNIP4_POS_NEURON_CELL https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/HE_LIM_SUN_FETAL_LUNG_C7_KCNIP4_POS_NEURON_CELL ACTL6B ADM AK1 ARFGEF3 ARHGDIG ARPP21 ASPHD1 ATP2B4 ATP6V1G2 C1orf216 CAMK1D CASC15 CDH8 CHODL CHRFAM7A CHRM2 CHRM3 CNGB1 CNTN5 CNTNAP2 CPNE8 DIPK1A DLX3 DMTN DNER DPF3 DRAXIN DUSP23 ERVK3-1 F12 FAIM2 FBP1 FBXL2 GABRG2 GCHFR GNAO1 GPR27 GRK3 GUCY1A1 HDAC9 HEATR5A HMX2 HTR3A IFI16 ISOC1 KCNIP4 KCNQ5 KCNS3 KIF26B KIF5A LDB2 LGALS3BP LIN7B LINC00623 LINC01089 LINC01315 LIX1 MANSC1 MAP7 MTUS1 MYT1L NEGR1 NFIC NLGN4Y NOL3 NPB NPY2R NWD2 PALMD PCBP3 PCDH10 PCLO PCP4 PDE2A PIANP PIRT PKIA PLP2 PLPPR2 PLXNA2 PROM1 PTPRN PTPRR RAPGEF4 RGS11 RIIAD1 RNASE1 ROBO1 RUNDC3B SATB2 SGIP1 SLC10A4 SLC17A5 SMAD9 SNAP91 ST6GAL2 SYT17 SYT4 SYT5 TAPT1 TCEAL2 TCF7L2 TLE2 TMEM255A TNFRSF21 TRIM67 TSPAN7 TTC9B UNC5C VIP WFIKKN2 YPEL4 ZNF804A HE_LIM_SUN_FETAL_LUNG_C7_LATE_SCHWANN_CELL https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/HE_LIM_SUN_FETAL_LUNG_C7_LATE_SCHWANN_CELL AATK AHNAK ALDH1A1 AQP1 ART3 ASPA BGN BHLHE40 BMF CCL2 CD44 CDC42EP5 COL15A1 COL16A1 COL28A1 COL4A1 COL5A3 CYBRD1 DEPDC7 DNASE2 DOCK5 EEIG1 EGFL8 EMP3 ENTPD2 FADS3 FBLN2 FBLN5 FGL2 FIBIN FRMD3 FST FSTL3 GFRA3 GJC3 GPNMB GPR17 HSPG2 HTRA1 IFITM2 IGFBP7 IL11RA IQGAP2 ITGA1 LAMB1 LAMP5 LGALS3 LIMCH1 LINC02256 MAL MAL2 MARCHF3 MATN2 MIA MYL9 NAALADL2 NFIX NIBAN1 NTM OLFML2A PDGFC PLEKHA4 PLSCR4 PON2 PRSS23 PTX3 RAB20 RASGEF1C RBM43 RGS10 RNASE1 RNASE4 RPS4Y1 RXRG S100A11 SAMHD1 SCN7A SEMA3G SFTPC SH3D19 SHFL SLC16A4 SMIM5 SOCS3 SORBS1 ST6GALNAC2 TGFBR3 TMEM176A TMEM176B TMEM71 TPBG TRPM3 TSPAN11 USP53 VAMP5 WIPF1 XKR4 HE_LIM_SUN_FETAL_LUNG_C7_MFNG_POS_DBH_POS_NEURON_CELL https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/HE_LIM_SUN_FETAL_LUNG_C7_MFNG_POS_DBH_POS_NEURON_CELL ASS1 BAALC DBH DDC ENO3 ETV1 FNDC5 IGFBPL1 IL17B MFNG NFASC PIPOX PTPRK SEZ6 SRRM4 THBS4 VWDE HE_LIM_SUN_FETAL_LUNG_C7_MID_SCHWANN_CELL https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/HE_LIM_SUN_FETAL_LUNG_C7_MID_SCHWANN_CELL AATK ABCA8 ADAM9 ADAMTS5 ADAMTS9 AHNAK ALCAM ALOX15 ANGPTL4 ANGPTL7 ANK3 ANKRD28 ANXA1 ANXA3 APOA1 AQP1 ARHGAP15 ARHGEF26 ART3 ASPA ATG16L2 ATP1A2 AXL BACE2 BCAN BHLHE40 BMP1 C10orf82 CAHM CASKIN2 CAVIN1 CAVIN3 CCL2 CD59 CD82 CDC42EP5 CDH1 CDK18 CLDN19 CLMN CLSTN2 COBL COL14A1 COL15A1 COL16A1 COL19A1 COL27A1 COL28A1 COL3A1 COL4A1 COL4A5 COL5A1 COL5A3 CRYL1 CTXND1 CXCL16 DAG1 DCN DEPTOR DHH DHRS3 EEIG1 EGFL8 EGR3 ELOVL1 EMP3 ENDOD1 ENPP2 ENTPD2 EPHA5 ERBB2 ESPN FAM114A1 FBLN2 FBLN5 FCGRT FGL2 FN1 FNDC3B FRMD4B FSTL3 FSTL5 GAL3ST1 GAS2L3 GASK1B GATM GFRA3 GJC3 GLRB GNG11 GNG12 GPR137B GPR155 HBA1 HBA2 HBEGF HEY1 HLA-B HPDL HSPA12A HSPG2 IFI6 IFIT2 IFIT3 IFITM2 IGSF11 IL34 IQGAP2 ITGA2 ITGB4 ITGB8 ITIH5 ITM2A ITPR3 JAG1 KANK4 KCTD11 KDELR3 KIRREL2 KLK6 L1TD1 LAMA2 LAMB1 LAMB2 LAMP5 LATS2 LETR1 LGALS3 LIMCH1 LINC02256 LIPA LIPT1 LOXL2 LPAR1 LPCAT2 LPL LRIG1 LRP10 LRRC4 LRRTM1 LTBP3 MAF MAG MAL MAOB MATN2 MBP MIA MICALL2 MT1X MYL9 MYO1C NEK6 NFKB2 NIBAN1 NID2 NR2F1 NR2F1-AS1 NR2F2-AS1 NRBP2 NRXN3 NTRK2 NTRK3 NXPE3 OLFML2A OLFML2B P4HA2 PCDH7 PDGFC PDIA5 PDK4 PDPN PHLDA3 PLAAT3 PLEC PLEKHA4 PLEKHG3 PLLP PLP2 PLSCR4 PLXDC2 PLXNB3 PMP2 PON2 PPARA PPP1R1C PPT2-EGFL8 PRIMA1 PRKCD PRRT1 PRSS23 PTPRE RAB20 RAB31 RASL12 RASSF4 RDH10 RELN RGCC RGS10 RHBDF1 RHOJ RPS4Y1 RXRG S1PR3 SAMHD1 SBSPON SCN7A SELENOM SEMA3B SEMA3G SEMA7A SH3BP5 SH3D19 SH3GL3 SH3PXD2B SIPA1L2 SLC1A4 SLIT2 SLITRK2 SLITRK5 SMIM5 SMTN SORBS1 SORBS2 SOSTDC1 SPHK1 SPON2 SPP1 SRGAP2B SRGAP2C SSPN ST6GALNAC2 STARD9 SYNGR2 TAFA5 TCIM TENT5A TFPI2 TGFBR3 THBS1 TINAGL1 TLL2 TMC6 TMEM176A TMEM176B TMEM35B TMPRSS5 TNC TNFAIP6 TNFRSF12A TNS1 TNS3 TPBG TRPM3 TSPAN11 TSPAN15 TTYH2 UGT8 UTRN VGLL3 VLDLR VWA1 WIPI1 WWP1 XKR4 ZBTB7A ZCCHC24 HE_LIM_SUN_FETAL_LUNG_C7_PCP4_POS_NEURON_CELL https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/HE_LIM_SUN_FETAL_LUNG_C7_PCP4_POS_NEURON_CELL ACHE AKR1C2 ARHGEF28 ATP6V1G2 B3GNT4 CELF5 CHRM3 CNKSR2 CPLX2 DHCR24 DLGAP1 ELAVL2 ELMO1 ENTPD3 FAIM2 FRY GATA3 GNAO1 GRIA3 HMGCLL1 HOXD1 HRH1 ISL1 KLHL5 LY6H NSG2 NTNG1 PCP4 PENK PLCB2 PLPP4 PNCK PRSS3 PRUNE2 RBFOX1 RGS4 RUNDC3B SCN2A SCN3B SEPTIN3 SH3GL2 SLC18A2 SLC6A2 SLC8A1 SNCG SPOCK3 SST SULT4A1 SV2C SYBU SYT4 TMEM130 TMOD1 TRPV2 HE_LIM_SUN_FETAL_LUNG_C7_PROLIFERATING_SCHWANN_CELL https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/HE_LIM_SUN_FETAL_LUNG_C7_PROLIFERATING_SCHWANN_CELL A1BG AARSD1 AASS AATK ABCA1 ABCA8 ABHD11 ABHD3 ABLIM3 ABTB2 ACAD9 ACADS ACBD4 ACER3 ACY1 ADAL ADAM15 ADAM9 ADAMTS16 ADAMTS8 ADCY6 ADIRF AFMID AGA AGPAT2 AK5 AKAP11 ALAD ALCAM ALDH16A1 ALG6 ALG9 ALOX15 ALPL ANGPTL2 ANGPTL4 ANKH ANKRD28 ANLN ANXA1 ANXA11 ANXA3 AP3M2 APBA3 APOA1 APOBEC3B APOL2 APOLD1 AQP1 ARAF ARHGAP11A ARHGAP15 ARHGAP18 ARHGAP19 ARHGAP26 ARHGAP32 ARHGAP4 ARHGAP42 ARHGEF10 ARHGEF39 ARHGEF6 ARL2 ARPC1A ARPIN ARSI ARSJ ART3 ASF1B ASPM ASXL2 ATAD2 ATF5 ATL3 ATP1A2 ATP2A1-AS1 ATP8B3 AUNIP AURKA AURKB AVPI1 AZGP1 B3GAT1 B4GALNT1 B4GALNT3 BACE2 BAIAP2-DT BBS1 BCL2L12 BDNF-AS BGN BIRC5 BIVM BLM BLVRB BMP1 BMP2K BMP8B BOLA1 BORA BRCA1 BRCA2 BRI3BP BRME1 BROX BSPRY BUB1 BUB1B C10orf82 C11orf54 C14orf28 C14orf93 C16orf82 C17orf97 C1QTNF5 C1R C1orf112 C1orf54 C1orf56 C21orf58 C2orf76 C2orf88 C4orf33 C5orf34 C6orf62 C8orf88 C9orf40 C9orf64 CA2 CAB39L CAHM CAMK1 CAPN5 CASKIN2 CASP4 CASP7 CAVIN1 CBR3 CCDC102B CCDC15 CCDC152 CCDC18 CCDC34 CCDC77 CCDC9B CCN3 CCNA2 CCNB1 CCNB2 CCNE1 CCNE2 CCNF CCNT2-AS1 CD58 CD82 CD83 CDC14A CDC20 CDC25C CDC45 CDC6 CDC7 CDCA2 CDCA3 CDCA4 CDCA5 CDCA7 CDCA8 CDH7 CDK1 CDK18 CDKN2C CDKN3 CDT1 CENPA CENPE CENPH CENPJ CENPK CENPL CENPM CENPN CENPO CENPP CENPQ CENPU CEP112 CEP19 CEP192 CEP55 CEP85 CERCAM CFAP91 CFI CHAF1B CHAMP1 CHEK1 CHEK2 CHTF18 CIB1 CIDEB CKAP2L CKLF CLDN1 CLDN19 CLGN CLMN CLN3 CLN8 CLSPN CLSTN2 CLUAP1 CLYBL CNBD2 CNMD CNN1 CNTN6 COBL COL11A2 COL14A1 COL15A1 COL16A1 COL19A1 COL22A1 COL28A1 COL4A1 COL4A5 COL5A1 COL5A3 COL9A1 COMMD8 COPZ2 CPT2 CPTP CRNDE CRTAC1 CRYBG3 CSGALNACT1 CSTF2 CTDSPL CTNNA3 CTNS CTSO CTSV CTXND1 CXCL16 CYB5RL CYP27A1 CYP7B1 DAG1 DCLRE1A DCLRE1B DCN DDX11 DENND11 DEPDC1 DEPDC7 DEPTOR DHFR DHH DHODH DHRS13 DHRS3 DHRS4-AS1 DHRS4L2 DHX34 DIAPH3 DLG1 DLGAP1-AS1 DLGAP5 DNAAF9 DNASE2 DOCK5 DOK1 DOLK DPY19L3 DSCC1 DSN1 DTL DTX2 DUS1L DUSP14 E2F2 E2F7 E2F8 ECT2 EED EEF1AKMT2 EEFSEC EEIG1 EFL1 EFNA4 EFNB1 EGFL8 EGLN2 EHD2 EIF1AY ELAC1 ELK4 ELP4 EME1 EMP3 ENG ENPP2 ENSG00000233223 EPB41L4A-DT EPHA4 ERAP1 ERBB2 ERI1 ERI2 ERLIN1 ERVK3-1 ESCO2 ESPL1 ESPN EVA1A EXO1 F8A2 FAHD2A FAM111A FAM111B FAM114A1 FAM156A FAM72A FAM72C FAM76A FAM83D FAM98C FANCB FANCG FBLN5 FBXO4 FBXO5 FDXR FEN1 FGF14-AS2 FGF2 FGF7 FGF9 FGL2 FHDC1 FILIP1 FKBP5 FKTN FLT3LG FN1 FNTB FOXM1 FOXRED2 FRMD3 FRMD4B FRMD6 FRZB FST FUT10 FUT8 FUZ FXYD3 FZD7 FZR1 GABRA2 GAL3ST1 GALK1 GALM GALNS GALNT11 GALNT18 GALNT7 GAS2L1 GAS2L3 GASK1B GBA1 GBP1 GCNT1 GDPD5 GEN1 GFPT2 GFRA3 GINS1 GINS2 GINS3 GLI4 GLIPR2 GLRB GMPPB GNG11 GNG12 GPC3 GPER1 GPX8 GTF2A1 GTF2H4 GTSE1 H2AC16 H2AC17 HAUS2 HAUS8 HBA1 HBA2 HBEGF HBQ1 HEPH HES4 HEXA HEY1 HEY2 HIGD1A HIRIP3 HJURP HLA-B HMMR HPS5 HSPA12A HSPA2 HSPB6 HSPG2 HTATIP2 HTRA1 HUNK ICMT IDE IER3IP1 IFI27L1 IFI35 IFI44 IFI6 IFIT1 IFIT2 IFIT3 IFT80 IGFBP6 IGFBP7 IGSF11 IL17RE INCENP INTU IPP IQCJ-SCHIP1 IQGAP2 IQGAP3 IRAK4 IRF3 ISY1 ITGB3 ITGB4 ITGB8 ITIH5 ITPR3 JADE1 JAG1 JAK2 JAM2 JDP2 KANK2 KANK4 KAT2A KBTBD3 KCNE4 KCNMB4 KDELR3 KDM5D KHNYN KIAA1755 KIF11 KIF14 KIF15 KIF18A KIF18B KIF1C KIF20A KIF20B KIF23 KIF2C KIF4A KIFC1 KIRREL2 KIRREL3 KITLG KMT2E-AS1 KNL1 KNSTRN KYAT3 L1TD1 L3HYPDH LACTB2 LAMA2 LAMP5 LDLRAP1 LETR1 LGALS3 LGALS3BP LHFPL2 LIG1 LIMCH1 LIMS2 LIN54 LIN9 LINC00342 LINC02256 LINC03072 LMCD1 LMCD1-AS1 LMF1 LMO7 LOXL2 LPAR1 LPIN2 LPL LPP-AS2 LRIF1 LRIG1 LRMDA LRP10 LRR1 LRRC3 LRRC4 LRRC8C LRRCC1 LRRTM1 LST1 LTBP4 LYPD1 LYRM7 MAD2L1 MAF MAL MAL2 MAMDC2 MAMSTR MAOA MAOB MAP6D1 MAP7D3 MARCHF3 MASTL MATN2 MBD2 MBD4 MBP MCM2 MCM6 MDM1 MDP1 ME3 MEGF10 MEGF8 MELK MELTF MELTF-AS1 METTL27 METTL4 MFGE8 MFSD5 MGST2 MIA MIF4GD MIGA2 MIPEP MIR99AHG MITF MKI67 MND1 MNS1 MOV10 MPP1 MRPL53 MRPS17 MSH5 MT1E MT1F MT1X MTARC2 MTHFSD MVK MX1 MXD3 MYBL2 MYL9 MYLK-AS1 MYO15B MYO3A MYOZ1 N6AMT1 NAB2 NAGA NAGLU NAPEPLD NAV2 NAV3 NBPF26 NCAPD2 NCAPG NCAPG2 NCAPH NCAPH2 NDC80 NDE1 NDST1 NDUFA9 NEBL NEIL3 NEK6 NEMP1 NEMP2 NEURL1B NFATC2IP NFATC4 NFIA-AS2 NFKB1 NFKB2 NIBAN1 NID2 NKILA NMI NMT1 NMU NNT-AS1 NOTCH2NLA NPAT NPB NPIPA1 NPLOC4 NPW NQO2 NR1H2 NR2C2AP NR2F1 NR2F1-AS1 NR2F2-AS1 NRAV NRF1 NRXN3 NSF NSUN7 NTM NTRK2 NTRK3 NUF2 NUP85 NUSAP1 NXPE3 NXT2 OGFOD2 OIP5 OLFML2A OLFML2B OPHN1 ORC1 ORC6 OSGEPL1 OSMR P2RX6 P3H2 P4HA2 PACS1 PACSIN3 PARD3B PARP16 PARPBP PASK PBK PC PCBD2 PCDH7 PCLAF PCNX3 PCTP PCYT1A PDGFC PDK4 PEAK1 PHF19 PHOSPHO2 PI4K2B PI4KB PIEZO1 PIEZO2 PIGB PIGG PIGK PIGO PIK3CA PILRB PIMREG PKMYT1 PLAAT3 PLAUR PLCXD1 PLEKHA4 PLEKHB1 PLK1 PLK4 PLP2 PLSCR4 PLTP PLXDC2 PMP2 PNPO POC1A POC1B POGLUT3 POLD1 POLD3 POLH POLQ POLR3F PON2 PPARA PPIC PPM1M PPP1R1C PPP1R3E PPP2R3B PPT2 PPT2-EGFL8 PRADC1 PRC1 PRDM16 PRELID2 PREX1 PRIMA1 PRKD3 PROS1 PRPS2 PRR11 PRRG4 PRRT1 PRSS12 PRSS23 PRXL2C PSMA2 PSMB8 PSMB9 PSMC3IP PSRC1 PTPRD PTPRE QSOX1 RAB20 RAB31 RAB35-AS1 RAB38 RACGAP1 RAD51AP1 RAD51B RAD54B RAD54L RARRES1 RASIP1 RASL12 RASSF7 RAVER1 RBAK RBBP8 RBM15 RCC1 RCN3 RDH10 RDM1 RECQL REEP4 RELN RELT REM1 RETSAT REXO5 RFC3 RFLNA RFLNB RGCC RGMA RGS10 RGS9 RHBDF1 RHOJ RIBC2 RNASE1 RNASE4 RNF135 RNF180 RNF26 RNFT1 RNFT2 ROBO3 ROCK2 RP2 RPS21-DT RPS4Y1 RRAS RRM2 RTKN2 RXRG S100A4 S1PR3 SAMHD1 SAPCD2 SBSPON SCAMP1-AS1 SCLT1 SCML1 SCN7A SCPEP1 SCUBE2 SDC4 SEC14L5 SEMA3G SEPHS1 SERINC5 SERPINA5 SFI1 SFR1 SFTA3 SFXN2 SGCE SGO1 SGO2 SH2D4A SH3BP5 SH3D19 SH3KBP1 SHCBP1 SHMT1 SHQ1 SIPA1L2 SIX5 SKA1 SKA3 SKIC2 SLC10A7 SLC1A4 SLC1A5 SLC25A10 SLC25A21-AS1 SLC25A40 SLC30A6 SLC35A2 SLC39A3 SLC39A9 SLC45A3 SLC4A2 SLC9A8 SLF1 SLIT2 SLITRK5 SMAD3 SMCO4 SMIM10 SMIM11 SMIM30 SMIM5 SMYD4 SNAPC5 SNUPN SNX24 SORBS1 SORBS2 SORCS2 SOSTDC1 SOX13 SOX3 SOX8 SP100 SP110 SPA17 SPATA6 SPC24 SPC25 SPHK1 SPIN4 SPON2 SPOUT1 SPP1 SRCIN1 SREBF1 SRGAP2B SRGAP2C SRPX SSC5D SSPN ST6GALNAC2 STIL STOX1 STRADA STRN SULF2 SUV39H2 SV2B SWSAP1 SYNM SYNPO SYS1 SYT10 TACC3 TAF1B TAF5 TAFA5 TAFAZZIN TAP1 TAPBP TBC1D31 TBC1D4 TBL2 TCF19 TCIM TCTN1 TEDC2 TEX261 TEX30 TFPI2 TGFBR3 THAP9-AS1 THBS1 THBS3 TIFA TIMELESS TINAGL1 TK1 TLCD4 TLL2 TMC6 TMEM107 TMEM132B TMEM135 TMEM170A TMEM176B TMEM19 TMEM191C TMEM200B TMEM214 TMEM245 TMEM35B TMEM38A TMEM38B TMEM45A TMEM62 TMEM8B TMPO-AS1 TNC TNFAIP1 TNFRSF12A TNS1 TOM1L1 TONSL TOP2A TOR3A TPP1 TPPP3 TPX2 TRADD TRAIP TRAPPC13 TRIM35 TRIM38 TRIM41 TRIM47 TRIM52 TRIM59 TRIM68 TRIOBP TRIP13 TROAP TSPAN11 TSPAN15 TSPAN18 TSPAN9 TTK TUBB6 TUBGCP3 TUBGCP5 TULP3 TXNDC11 TXNDC5 TYK2 TYRO3 UBE2C UBE2D4 UGDH-AS1 UGGT1 UGT8 UHRF1 URB1-AS1 URGCP USP37 USP40 USP6NL UTP14C UTRN VAMP5 VANGL1 VEGFB VGLL3 VPS13D VPS18 VPS33A VSTM4 VWA1 WBP1L WDFY1 WDHD1 WDR5B WDR62 WDR76 WIPF1 WWC1 WWOX WWP1 XKR4 XKR5 XRCC3 XYLB ZBTB12 ZBTB14 ZBTB40 ZBTB44 ZBTB5 ZBTB7A ZBTB9 ZC3H10 ZCCHC4 ZDHHC5 ZDHHC6 ZFP1 ZFY ZGRF1 ZMYM1 ZNF233 ZNF239 ZNF267 ZNF311 ZNF317 ZNF343 ZNF367 ZNF410 ZNF416 ZNF441 ZNF488 ZNF551 ZNF578 ZNF584 ZNF595 ZNF596 ZNF610 ZNF624 ZNF675 ZNF681 ZNF697 ZNF718 ZNF788P ZNF853 ZNF865 ZNF90 ZNF99 ZWILCH ZWINT HE_LIM_SUN_FETAL_LUNG_C7_SCHWANN_PRECURSOR_CELL https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/HE_LIM_SUN_FETAL_LUNG_C7_SCHWANN_PRECURSOR_CELL ADAM12 ADGRG6 ANLN ANP32E ARAP2 ASF1B ASPM ATAD2 ATAD5 AURKB BAG3 BARD1 BCAR3 BCAT1 BCL2L12 BIRC5 BUB1 C1orf109 CALCB CCDC117 CCDC18 CCDC34 CCN2 CCNA2 CCNB1 CCNB2 CDC20 CDC6 CDCA2 CDCA3 CDCA4 CDCA5 CDCA7 CDCA7L CDCA8 CDK1 CDK2 CDKN3 CDT1 CENPA CENPE CENPF CENPH CENPK CENPM CENPN CENPO CENPU CENPW CHAF1A CHEK1 CIP2A CKAP2 CKAP2L CLSPN CMTM7 CRB1 CRYM CTH DBF4 DEPDC1 DEPDC1B DHFR DIAPH1 DIAPH3 DLGAP5 DNAAF5 DNAJA4 DNAJB4 E2F1 ECT2 EFCAB11 ELK3 EMILIN1 ENC1 ERBB4 EYA1 EZH2 FAM83D FANCI FBXO5 FEN1 FILIP1L FLRT1 FOXM1 FOXP2 FZD1 GGA2 GGCT GINS2 GJC1 GLI3 GMNN GTSE1 H1-1 H1-5 H2AC11 H2AC13 H2AC14 H2AC20 H2BC9 H3C2 HELLS HEYL HJURP HOOK1 HSPA6 IER5 IMPA2 INCENP INSC ITGA4 ITGB3BP KCNK2 KDR KIF11 KIF15 KIF16B KIF20A KIF20B KIF23 KIF2C KIF4A KIFC1 KNL1 LHFPL2 LINC01198 LRP5 LRR1 LYAR MAD2L1 MAFF MCM2 MCM3 MCM4 MCM6 MDFIC MELK MGST1 MIS18A MIS18BP1 MKI67 MND1 MNS1 MTAP MTERF3 MXD3 MYBL2 MYO10 NCAPD2 NCAPG NCAPH NDC80 NDE1 NET1 NOTCH1 NOX4 NPR3 NUF2 NUSAP1 OAF ORC6 PARPBP PBK PCNA PCSK5 PHF19 PHLDB2 PIMREG PKMYT1 PLK1 POC1A POLA2 POSTN PPIF PRIM2 PRSS56 PSRC1 PTTG1 RACGAP1 RAD51AP1 RBM38 REEP4 RFC4 RLBP1 RMI2 RNASEH2A RNF157 RRS1 RTKN2 RUBCNL SCRG1 SFRP2 SGO1 SGO2 SLC15A3 SLC16A1 SLC1A5 SMC2 SNTB1 SPAG5 SPC24 SPC25 STXBP6 SUV39H2 SVIP TAC1 TACC3 TCF7L1 TFAP2B TGFB2 TIMELESS TK1 TMEM51 TNFRSF19 TOP2A TP53 TPD52L1 TPX2 TRIM9 TRIP13 TROAP TYMS UBE2C UBE2T UHRF1 VRK1 WDHD1 WEE1 YAP1 YBX3 ZWINT HE_LIM_SUN_FETAL_LUNG_C7_SST_POS_NEURON_CELL https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/HE_LIM_SUN_FETAL_LUNG_C7_SST_POS_NEURON_CELL ABCA3 ABCB1 ABCC8 ABCG1 ACBD5 ACHE ACSS2 ACTL6B ADAM22 AKAP1 AKR1C1 AKR1C2 ALCAM AMPH ANK3 ANKS1A APBB3 ARFGEF3 ARG2 ARHGDIG ARHGEF28 ARL4C ASGR1 ASIC1 ASTN1 ASTN2 ATP13A2 ATP1A3 ATP6V1G2 ATP7A ATP8A2 B3GNT4 BBC3 BCAS4 BOK BRSK1 C11orf96 C1orf216 CACNA2D3 CACNB1 CACNB3 CADPS CALY CAMK2B CAMSAP3 CARMIL2 CDK5R2 CDKN2D CELF4 CELF5 CEND1 CHRFAM7A CHST1 CHST8 CIB2 CKMT1A CLSTN3 CNIH2 CNR1 CNTN1 CORO1A COX7A1 CPLX1 CPLX2 CTIF CTXN2 CXCR4 CXXC4 CYB561 CYGB DCLK1 DENND6B DIABLO DIPK1A DIRAS1 DLGAP1 DMTN DNAJC25-GNG10 DNER DNM3 DOC2B DPF1 DPP6 DPYS DUSP26 EFNA3 EFNB3 EGLN3 EID2B EIF4E3 ELAVL2 ELMO1 EML5 ENTPD3 EPB41L1 EPB41L3 ERC2 ETNK2 F12 F8A1 FABP3 FAIM2 FAM110B FAM174B FAM219A FAM241B FAM89A FAR2 FAXC FBXL16 FBXO31 FBXW8 FECH FGF10 FN3K FNDC4 FRY FSTL5 GABRA3 GATA3 GATA3-AS1 GCHFR GLT1D1 GNAO1 GNB5 GNE GPR22 GPR27 GPRIN1 GRIA2 GRIA3 GRK5 GRM8 GVQW3 HAGHL HCN3 HENMT1 HES4 HHIP HHIP-AS1 HID1 HMGCLL1 HOXB5 HOXD1 HRK HSD11B1L HTR3A HTR7 ICA1 INPP1 ISL1 ISLR2 JPH4 KCNK10 KCNK3 KCNMA1 KIAA1522 KIF5A KLC2 KLHDC9 KLHL5 KLRG1 LAYN LIN7B LINC01003 LINGO1 LINGO2 LIX1 LRFN2 LRRC24 LRRC8B LTK LUZP2 LY6H LZTS3 MACROD2 MAGEE1 MAGI2 MANEAL MAP6 MAP7 MAP7D2 MAPK8IP1 MAPK8IP2 MARCHF1 MARK1 MAST1 MCHR1 MEIS3 MPP2 MPP3 MTMR6 MTMR7 MTUS1 MXRA7 MYT1L NACAD NALCN NANOS1 NAPG NCDN NCS1 NELL1 NIPA1 NMNAT2 NOVA2 NPB NPM2 NRCAM NRG1 NRG2 NRP1 NSG2 NT5E NTNG1 NUBPL NYAP1 NYAP2 OGDHL OSTM1 PACRG PAK3 PAK5 PDE10A PEG3 PENK PFKP PGAM2 PHYHIPL PIANP PIRT PITRM1 PLD5 PLPP4 PLPPR2 PLPPR3 PLPPR5 PLXNC1 PNCK PNMA2 PNMA6A PORCN POU2F2 PPEF1 PPM1E PPP1R13B PPP1R1A PPP2R2B PPP2R5B PRKAR2B PRKCZ PRSS3 PRUNE2 PSD PSD3 PTGER3 PTPRN PTPRR RAB15 RAB3B RAB6B RASGEF1B RCAN2 RCAN3 REEP1 REEP2 RET RFTN1 RGS11 RGS17 RGS4 RGS7 RGS9 RIC3 RIMBP2 RIMS1 RIMS2 RPH3AL RPS6KA2 RPS6KL1 RTN2 RUFY2 RUNDC3B RXYLT1 RYR2 SAMD14 SCAMP5 SCD5 SCML4 SCN2A SCN3A SCN3B SEMA4D SEMA4F SEPTIN3 SEZ6L SH2B2 SH2D3C SH3GL2 SH3GL3 SHANK2 SLC10A4 SLC16A3 SLC17A5 SLC18A2 SLC18A3 SLC2A3 SLC37A1 SLC38A1 SLC4A8 SLC5A7 SLC8A1 SLC9A7 SLCO3A1 SMIM18 SMPD3 SNAP91 SNCG SNX10 SOBP SORL1 SPINT2 SPOCK1 SPTBN2 SRGAP1 SRRM3 SST ST8SIA2 STAMBPL1 STK32C SULT4A1 SV2A SVOP SYBU SYN1 SYN3 SYNGR3 SYNPO2 SYT17 SYT4 SYT5 TAC3 TANC2 TBX20 TCEAL2 TG TH TMEFF2 TMEM108 TMEM120A TMEM130 TMEM145 TMEM200C TMEM255A TMEM255B TMEM54 TMOD1 TOX2 TPD52 TPPP3 TRIM36 TRIM67 TRPV2 TSPAN7 TTC39C TTC9B UNC5D VAT1L VSTM2A VSTM2L VWA5A ZCCHC12 ZFR2 ZNF282 ZNF804A HE_LIM_SUN_FETAL_LUNG_C7_TM4SF4_POS_CHODL_POS_NEURON_CELL https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/HE_LIM_SUN_FETAL_LUNG_C7_TM4SF4_POS_CHODL_POS_NEURON_CELL ABCB1 AKAP6 APC2 ARHGEF28 ARHGEF3 ARID3B ATRNL1 BTBD8 CDK5R1 CDK5R2 CHODL CLCN4 CNGB1 CNTNAP2 CPT1C CXADR EPS8L1 FBP1 FNDC5 GPR22 HID1 HMX2 HS3ST5 IGFBPL1 IGLON5 MAB21L2 MTMR7 MYT1 NDUFA4L2 NRSN1 NXPH4 NYAP2 OLFM3 PHYHIPL PLEKHA6 POU2F2 PPP1R1A REM2 RPS6KL1 SGIP1 SLC5A7 SNX10 ST6GAL2 ST7 STX1A SYNPO2 TAC3 TLE6 TM4SF4 TRIM36 TSHZ3 VSTM2A YPEL4 HE_LIM_SUN_FETAL_LUNG_C7_TM4SF4_POS_PENK_POS_NEURON_CELL https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/HE_LIM_SUN_FETAL_LUNG_C7_TM4SF4_POS_PENK_POS_NEURON_CELL ACTL6B AKR1C1 AKR1C2 AMER2 ARHGEF28 ARL4C B3GNT4 BAIAP2 BBC3 CARMIL2 CASTOR2 CDK5R2 CELF4 CELF5 CHST1 CLCN4 DIRAS2 DLGAP1 DNER DNM3 DPF1 DPP6 DTNA DUSP26 EFNA3 ELAVL2 ELMO1 ENHO ENTPD3 EPS8L1 ERC2 FAM241B FSTL5 GATA3 GCHFR GLCCI1 GNB5 GPR137C GPR22 GPRC5B GRIA3 GRM8 HMGCLL1 HOXB5 HRK HTR3A ICA1 ISL1 ISLR2 KCNQ5 LINGO2 MAB21L2 MAPT MARCHF1 MIR7-3HG MPP2 MPP3 MTUS1 NALF1 NOS1AP NTNG1 OGDHL PAK3 PENK PIANP PIRT PLD5 PLPP4 PLPPR5 PNMA2 PNMA6A POU2F2 PPP2R5B PRSS3 PTGER3 PTGFR PTPRG RAB6B RADIL RASA4B REEP1 REM2 RFTN1 RGS7 RND2 RYR2 SAMD14 SCML4 SCN2A SCN3A SEMA4F SEZ6L SH2D3C SH3GL2 SLC18A3 SLC1A6 SLC2A1 SLC35G2 SLC38A1 SLC5A7 SMIM18 SORL1 SPINT2 ST7 SYNPO2 SYT5 TAC3 TG TM4SF4 TMEM130 TMEM200C TMOD1 TOX2 TSHZ3 TTC9B VASH2 VSTM2A VSTM2L YPEL4 ZCCHC12 ZFHX2 ZFR2 HU_FETAL_RETINA_AMACRINE https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/HU_FETAL_RETINA_AMACRINE ANK3 BEX1 CABP1 CCDC88A CD24 CELF4 CFL1 CRABP1 DIRAS2 DLG2 DPYSL2 ELMOD1 FAT3 FBXW7 GAD2 GPM6A GRIA2 GRIA4 INA LHX9 LINC00461 LUC7L3 MAB21L1 MAP2 MARCKSL1 MEIS1 MEIS2 MGARP MIR124-2HG MIR181A1HG MLLT11 MYT1L NNAT NREP NRP1 NRXN1 NRXN3 NSG2 PAX6 PCBP3 PPFIA2 RBFOX2 RCVRN RERE RGS8 RND3 RORB RTN1 RUNX1T1 SCG3 SCN3A SOX4 SRGAP3 SRRM4 STMN1 STMN2 SYT1 TAGLN3 TFAP2A TFAP2B TRIB2 TUBB2A TUBB2B ZNF385D HU_FETAL_RETINA_BIPOLAR https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/HU_FETAL_RETINA_BIPOLAR AANAT ABCA7 AGAP1 AIPL1 ANK3 ATP1B2 ATP2B1 BTBD8 CA10 CABP2 CACNA1F CADPS CAMK2B CCDC88A CDHR1 CHN2 CKB CRX CRYAA CRYBG3 CRYM FAM171B FRMD3 FSTL5 GNAT1 GNB3 GNG13 GPM6A GPX3 GRM6 KCNMA1 KCNV2 LINC00461 LRTM1 MAP4 MAP7 MEG3 MIR124-1HG MIR124-2HG MIR9-1HG MPP4 NETO1 NEUROD1 NEUROD4 NFIB NNAT NR2E3 NRL NRXN3 OTX2 PCBP3 PCBP4 PCP2 PDC PLCD4 PLXDC1 PRDM8 PROM1 PROX1 RAX2 RCVRN RD3 RIMS2 ROM1 RP1 SAG SLC17A7 SLC1A7 SLC4A10 SNAP25 SRRM4 ST18 STX3 SV2B SYP SYT1 TCF4 TF TFAP2B TMEM176B TMEM215 TRNP1 UNC119 VSX1 VSX2 WIF1 ZNF385B HU_FETAL_RETINA_BLOOD https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/HU_FETAL_RETINA_BLOOD ABCB10 ADA ADD3 ADIPOR1 AHSP ALAD ALAS2 ANK1 ANLN ANP32B ANXA1 ANXA2R APOBEC3C APRT ARID3A ARL4A ATP5F1E ATP5MF AURKA AURKB B2M BCL2L1 BGN BIRC2 BIRC5 BLVRB BPGM BTF3 BUB1 C17orf99 CALM3 CAPNS1 CAT CCND3 CCNDBP1 CD36 CDC42EP1 CDKN3 CENPF CENPH CENPW CHPT1 CIT CKS2 COL1A1 COL1A2 COL3A1 COX6B1 COX7B CPED1 CPOX CR1L CREG1 CRNDE CTSB CTSC CTSE CTSL CXCL12 CYP26A1 CYTOR DCAF12 DCT DCXR DHFR DMTN EDN3 EDNRA EIF1 EIF1AY EIF2AK1 EIF3K ELF1 ELL2 ELOB ELOF1 EMCN EMP3 EMX2 EPB42 EPOR ERMAP ESPN FAH FAM104A FAM210B FAXDC2 FBN2 FBXO7 FECH FIS1 FTH1 FTL FTLP2 FURIN GALNT10 GALNT2 GATA1 GFI1B GHITM GLIPR2 GLRX5 GMPR GNG11 GSTK1 GSTO1 GSTP1 GUK1 GYPA GYPB GYPC GYPE H2BC9 HBA1 HBA2 HBB HBE1 HBG1 HBG2 HBM HBQ1 HBZ HBZP1 HCN3 HEMGN HHEX HINT2 HK1 HLA-E HMBS HPS1 HSF1 IQGAP2 ITM2A KEL KLF1 KLF3 LGALS1 LMO2 LXN MELK METTL7A MGST1 MIR4435-2HG MIR4458HG MIR99AHG MKI67 MPC2 MPP1 MRC2 MT-TL1 MT1E MT1F MT1G MT1H MT1X MT2A MTURN MYH9 MYL4 MYL6 NAA50 NBAS NCOA4 NDC80 NDUFB6 NFE2 NID1 NPL NPRL3 NR1H2 NT5DC4 NUDT4 NUF2 OAZ1 OPTN OSBP2 PCBD2 PCGF5 PCOLCE PDCD10 PIM1 PIM2 PITX1 PKLR PLXND1 PMEL PODXL POLR2L PPOX PPP1R15A PRDX2 PRDX5 PRDX6 PRXL2A PSMF1 PTTG1 RAP1GAP RBM38 RBX1 RGCC RGS10 RHAG RHCE RHOG RIPOR3 RNASE1 RPA3 RPL29 RPL35 RPL36AL RPS12 RPS2 RRM2 S100A4 S100A6 SEC62 SELENBP1 SERF2 SHLD1 SLC1A5 SLC22A4 SLC25A37 SLC25A39 SLC2A1 SLC39A8 SLC4A1 SMIM1 SMIM5 SNCA SNORD3A SNX22 SNX3 SPECC1 SPTA1 SPTB ST6GALNAC1 STOM STRADB SYNGR2 TAL1 TALDO1 TCF19 TENT5C TESC TFRC TGM2 TLCD4 TMA7 TMEM141 TMEM14B TMEM14C TMOD1 TNS1 TP53I3 TRAK2 TRIM56 TROAP TSPAN32 TTLL12 TUBB1 TUBB6 TUBG1 TXNIP TYMS UBA52 UBAC1 UBB UBE2C UCP2 UFD1 UROD UROS USP15 UXT WASF2 WDR26 XK YBX1 YBX3 YOD1 ZMAT2 HU_FETAL_RETINA_FIBROBLAST https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/HU_FETAL_RETINA_FIBROBLAST ADD3 AEBP1 AHNAK ALCAM ALDH1A2 ALX4 AMOTL1 ANGPT1 ANPEP ANTXR1 ANXA2 ANXA5 APOD ARHGAP28 ARHGAP29 B2M BAMBI BCAP29 BGN BMP1 BTG2 C1R C1orf54 C6orf89 CALD1 CALU CAST CCDC80 CCN1 CCN2 CCND2 CCNL1 CD248 CD81 CD99 CDC42EP1 CDC42EP3 CDH11 CEBPD CENPW CFI CLIC1 CLIC4 CLMP CMTM3 CNN3 COL1A1 COL1A2 COL21A1 COL27A1 COL3A1 COL4A1 COL4A2 COL4A5 COL5A1 COL5A2 COL6A2 COL6A3 CPED1 CPXM1 CREB5 CRTAP CTSC CTSK CXCL12 CYBA CYFIP1 CYP26A1 CYTH3 CYTL1 DAB2 DCN DDR2 DHRS3 DKK2 DLC1 DNAJB1 DNM3OS DOCK1 DSE ECE1 ECI2 EDN3 EDNRA EFEMP2 EFNB1 EFNB2 EGFL6 EGFL7 EGFR EGR1 ELK3 EMCN EMILIN1 EML4 EMP2 EMP3 EMX2 ENG EPB41L2 EPHA3 EPHA7 EPHB4 EPS8 ERBIN ESAM ETS1 ETS2 EVA1B EXTL2 F2R FAM111A FAM114A1 FBLIM1 FBLN1 FBN1 FBN2 FCGRT FGFR1 FGFR2 FHL3 FKBP7 FKBP9 FLNA FLNB FLRT3 FN1 FOS FOSB FOXC1 FOXC2 FOXF2 FOXP1 FOXP2 FRMD4A FRMD6 FST FSTL1 FXYD5 GADD45B GLT8D2 GMDS GNG11 GNG12 GOLIM4 GPC4 GPX8 GSTO1 GUCY1A1 GYPC H19 H2AJ HAS2 HBA1 HBA2 HBE1 HBG2 HBZ HERPUD1 HES1 HIC1 HIF3A HLA-A HLA-E HMCN1 HMGA2 HSP90B1 HSPA5 ID1 ID3 IER2 IFI16 IFITM2 IFITM3 IGF2 IGFBP4 IGFBP5 IGFBP6 IGFBP7 IL11RA IL6ST IQGAP1 IRF1 ISG15 ITGA5 ITGB1 ITM2A JAG1 JUN JUNB KANK2 KCNQ1OT1 KCTD12 KCTD15 KDELR2 KLF2 KLF4 LAMA1 LAMA4 LAMB1 LAMB2 LAMC1 LAMC3 LAPTM4A LEPROT LGALS1 LGI1 LIMA1 LOXL2 LPAR6 LRIG3 LRRC17 LTBP4 LUM LUZP1 LY6E MAFF MAGED2 MAGT1 MCAM MCL1 MDFIC MDK MEF2C MEST MFAP2 MFAP4 MIR99AHG MMP2 MRC2 MSN MT-TC MT2A MXRA5 MXRA8 MYH10 MYH9 MYL12A MYL9 MYLIP NCOA7 NDNF NFIA NFKBIA NFKBIZ NHERF2 NHS NID1 NOTCH2 NOTCH3 NR2F2 NR3C1 NRP2 NUDT4 OAF OGN OLFML1 OLFML3 OSTC P3H1 P3H4 PARVA PCDH18 PCOLCE PDGFRA PDGFRB PEAR1 PFN1 PGF PHLDB2 PIEZO2 PITX1 PITX2 PLAC9 PLBD1 PLEKHG1 PLEKHH2 PLK2 PLPP3 PLS3 PLVAP PLXNC1 PMP22 PPP1R15A PRKAR1A PRRX1 PRSS23 PTCH1 PTH1R PTN PXDN RAB13 RAB34 RAMP2 RARB RARG RBMS1 RBMS3 RGS2 RHOC RHOJ RN7SL832P RNU4-2 RNU4ATAC ROCK2 RRBP1 RSPO3 S100A10 S100A11 S100A13 S1PR3 SCARA5 SCIN SCUBE1 SDC1 SDC2 SEC24D SERPINH1 SERTAD1 SHISA2 SIX1 SIX2 SLC25A37 SLC26A7 SLC2A3 SMAD3 SMARCA1 SMARCA2 SMIM7 SMTN SNAI1 SNAI2 SNED1 SNHG18 SNORD3A SNORD3B-2 SOCS3 SORBS3 SPARC SPATS2L SPON1 STING1 STK3 STOM SULF1 SULT1E1 SVIL SYNPO2 TBX18 TCEAL8 TCEAL9 TCF4 TCF7L1 TFPI TGFB1I1 TGFBI TGM2 THY1 TIMP1 TJP1 TLN1 TMEM119 TMEM204 TMEM263 TNS2 TP53I3 TPBG TPM1 TPM2 TPM4 TPST1 TSPYL2 TUBB6 TUSC3 TWIST1 TXNIP UACA UTRN VCAN WASF2 WLS WWTR1 ZFP36 ZFP36L1 ZFP36L2 HU_FETAL_RETINA_HORIZONTAL https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/HU_FETAL_RETINA_HORIZONTAL ADD2 CACNG3 CD24 CNTNAP2 CRYGD INA JPT1 MAGI1 MEIS1 MGARP MIAT MIR124-1HG MIR124-2HG MLLT11 NDRG4 NNAT NSG2 NTRK1 ONECUT1 ONECUT2 ONECUT3 PAX6 PLXNA2 PROX1 PTF1A PTPRF RORB RTN1 SCN3A SOX4 STMN1 STMN2 STMN4 SULF2 SYT4 TAGLN3 TFAP2A TFAP2B TUBA1A TUBB2B HU_FETAL_RETINA_MICROGLIA https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/HU_FETAL_RETINA_MICROGLIA A2M ABCG2 ABHD12 ABI3 ACTB ACTR2 ACTR3 ACY3 ADAM28 ADAM9 ADAP2 ADORA3 AIF1 AKAP13 ALOX5 ALOX5AP ANXA11 ANXA5 AOAH AP1B1 APBB1IP ARHGAP25 ARHGAP27 ARHGAP30 ARHGAP4 ARHGAP45 ARHGAP9 ARHGDIB ARPC1B ARPC2 ARPC3 ARPC5 ARRB2 ATF3 ATP6V0E1 ATP8B4 B2M B3GNT5 BAG3 BHLHE41 BIN1 BIN2 BLNK BTG2 C12orf75 C1QA C1QB C1QC C3 C3AR1 CAP1 CAPZB CASP1 CCL3L3 CCL4L2 CCNL1 CCR1 CD14 CD164 CD300A CD36 CD37 CD4 CD53 CD74 CD83 CD84 CD86 CDKN1A CEBPB CEBPD CHCHD7 CIB1 CLEC7A CMTM6 CMTM7 CNPY3 COLGALT1 CORO1A COTL1 CPED1 CPVL CREG1 CSF1R CSF2RA CSF3R CST3 CTSB CTSC CTSD CTSS CX3CR1 CXCL16 CXCL8 CYBA CYBB CYFIP1 CYRIB CYTH4 DDX5 DNAJB1 DOCK10 DOCK2 DOCK4 DOCK8 DUSP1 EFHD2 ELF1 ENTPD1 ETS2 EVI2A EVI2B FCER1G FCGR1A FCGR2A FCGR3A FCGRT FGD2 FGL2 FMNL3 FOLR2 FOS FOSB FPR1 FTL FTLP2 FYB1 GADD45B GAL3ST4 GAS6 GATM GIMAP4 GLIPR1 GLRX GLUL GM2A GMFG GNA13 GNAI2 GNB4 GNG5 GPR183 GPR34 GPSM3 GPX1 GRB2 GRK2 GRN GSN H2AC19 HAVCR2 HCK HCLS1 HCST HERPUD1 HLA-A HLA-B HLA-C HLA-DMA HLA-DMB HLA-DPA1 HLA-DRA HLA-DRB1 HLA-E HMOX1 HPGDS HSPA1A HSPA1B IER5 IFI16 IFNGR1 IGSF6 IKZF1 IL10RA IL13RA1 IL6R IL6ST INPP5D IPCEF1 IRF8 ITGAM ITGAX ITGB2 ITM2B ITPR2 ITSN2 JUNB KCTD12 KIAA0930 KLF2 KLF3 KLF6 LAIR1 LAMP2 LAP3 LAPTM5 LAT2 LCP1 LCP2 LGALS9 LGMN LILRB4 LIMS1 LINC00996 LIPA LPAR5 LPAR6 LPCAT2 LPXN LSP1 LST1 LY86 LY96 LYN MAF MBNL1 MED12L MEF2A MEF2C MERTK METTL7A MFSD1 MGAT4A MGST2 MILR1 MIS18BP1 MKNK1 MNDA MOB1A MPEG1 MS4A7 MSN MYH9 MYL12A MYLIP MYO1F MYO9B NAA20 NCF4 NCKAP1L NEAT1 NEK6 NFE2L2 NFKBIA NFKBIZ NINJ1 NPC2 NPL NR4A2 OAZ1 OGFRL1 OLFML3 OLR1 OSTF1 OTULINL P2RX4 P2RY12 P2RY13 PABPC1 PALD1 PARP14 PARVG PCED1B-AS1 PFN1 PIP4K2A PLAUR PLCB2 PLD4 PLEK PLEKHO1 PLSCR1 PLXDC2 PPP1R15A PPP1R18 PPT1 PREX1 PRKCD PRR13 PSAP PTAFR PTPRC PTPRE PYCARD QKI RAB31 RAC1 RAC1P2 RAP1A RAP1B RB1 RCSD1 RGS1 RGS10 RGS19 RGS2 RHBDF2 RHOA RHOB RHOG RNA5SP151 RNASE6 RNASET2 RNF213 RNU1-1 RPS6KA1 RUNX1 S100A11 SAMHD1 SAMSN1 SAT1 SCAMP2 SELPLG SERP1 SFMBT2 SFT2D1 SGK1 SH2B3 SH3BGRL SH3KBP1 SIGLEC10 SIPA1 SIRPA SKAP2 SLA SLC29A1 SLC2A3 SLCO2B1 SMAP2 SNX5 SORL1 SP100 SPI1 SPP1 SPRED1 SRGAP2 SRGAP2B SRGN ST6GAL1 STAB1 STING1 STK10 STK4 STXBP2 SUSD3 SWAP70 SYK SYNGR2 TACC1 TAGAP TAPBP TBXAS1 TGFBR2 TLN1 TLR10 TLR4 TMBIM6 TMC6 TMEM52B TMIGD3 TMSB4X TMSB4XP4 TMSB4XP8 TNFRSF1A TNFRSF1B TPT1 TREM2 TRIM38 TUT7 TXNIP TYMP TYROBP UBC UCP2 VAMP8 VAV1 VSIG4 VSIR WAS ZFP36 ZFP36L1 ZFP36L2 ZYX HU_FETAL_RETINA_MULLER https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/HU_FETAL_RETINA_MULLER ANGPTL1 ATP1A2 BEX1 CCND1 CDC42EP4 CKB CLU CRYM DKK3 FABP7 GAD2 GPM6B HES1 IRF4 LGI4 LINC00461 MIR9-1HG MYO10 NCAM1 NNAT PEA15 PLP1 PMEPA1 PRSS35 PTPRZ1 RASSF4 RCVRN RTN4 SAT1 SEL1L3 SIX6 SLC1A3 SNRPG SOX2 SPON1 SPP1 TF TRIB2 TTYH1 VIM WIF1 ZFP36L1 HU_FETAL_RETINA_PHOTORECEPTOR https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/HU_FETAL_RETINA_PHOTORECEPTOR AANAT AHI1 AIPL1 AKAP9 AMER2 ANKRD33B ATP1B2 BAZ2B BTBD8 CADPS CAMK2B CCDC181 CDHR1 CKB CNGB1 CRX DUSP1 EPB41L2 FABP7 FAM161A FOS FSTL5 GADD45G GNAT1 GNB3 GNGT2 GRM6 H3-3B H4C3 IMPG2 KCNV2 MAK MIR124-1HG MPP4 MRLN NDRG1 NEUROD1 NEUROD4 NNAT NR2E3 NRL NTM OTX2 PCBP4 PDC PLEKHB1 PRDM1 PROM1 PRPH2 PTPN13 PTPRZ1 RAX2 RBP3 RCVRN RIMS2 ROM1 RP1 SLC17A7 SLC1A7 SLC38A5 SNAP25 SOX4 SRRM4 SYT1 TERT TMEM244 TPI1 TUBB4B TULP1 UBXN4 UNC119 VAMP2 HU_FETAL_RETINA_RGC https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/HU_FETAL_RETINA_RGC ACAT2 ACHE ACLY ACOT7 ACSL3 ACSL4 ACTL6B ACTR10 ACTR1A ADAM11 ADCY1 ADD2 ADGRG1 ADISSP AFAP1 AKAP6 AKR1C1 AKR1C2 ALCAM ALDOC ANK2 AP3S1 APBB2 APLP1 ARL3 ARL6IP5 ARPC1A ARPC3 ARPC5 ARPP19 ATAT1 ATCAY ATL1 ATOH7 ATP5MK ATP5PO ATP6V1G2 ATP6V1H BASP1 BEND5 BEX1 BLOC1S2 BMERB1 BNIP3 BNIP3L BTBD10 C14orf132 C3orf14 C4orf48 CACNA1B CACNB3 CADM1 CALB2 CALM2 CALM3 CASP3 CBLN2 CCDC112 CCDC184 CCT5 CD200 CD24 CDC42 CDKN2D CDS2 CELF4 CEND1 CEP170 CETN2 CHGB CHN1 CHRNA3 CHRNB3 CNR1 CNRIP1 CNTN2 COMTD1 CORO2A COX17 COX6A1 CPLX2 CPNE4 CPNE9 CRABP1 CRABP2 CRIP2 CRMP1 CRNDE CTNNA2 CXADR CXCR4 CYCS DACH1 DACH2 DBI DBN1 DBNDD1 DCC DCDC1 DCLK1 DCTN2 DCTN3 DCX DDAH2 DLL3 DNER DPYSL2 DPYSL3 DPYSL4 DPYSL5 DSTN DTD1 DYNC1H1 DYNC1I2 DYNC1LI1 DYNC1LI2 DYNLRB1 DYNLT1 DYNLT3 EBF1 EBF3 EBP EDIL3 EIF1B ELAVL2 ELAVL3 ELAVL4 ENO2 EPHA5 EPHB1 EPS8L1 ETFB FABP3 FABP5 FABP5P7 FAM162A FAM171B FAM229B FAM241B FAR2 FASN FAXC FDFT1 FDPS FEZ1 FGF13 FHL1 FIBP FKBP1B FKBP3 FNBP1L FNDC5 FSD1 FXYD6 FXYD7 FYN GABARAPL2 GABBR2 GAP43 GAPDH GDAP1 GDAP1L1 GDI1 GET1 GFRA2 GLRX GNAI1 GNAO1 GNG2 GPI GRB2 GRIA2 GSTA4 GTF2A2 H3P16 H3P6 HCFC1R1 HDAC2 HEY1 HMGCR HMGCS1 HSPA12A IDH1 IDI1 INA INSIG1 IRX2 IRX3 ISL1 ISLR2 ITGB1BP1 JAKMIP2 JPT1 JUP KCTD16 KIDINS220 KIF3A KIF3C KIF5A KIF5C KIFAP3 KLC1 KLF7 KLHDC8A KLHL1 KLHL35 KPNA2 L1CAM LCOR LDHA LDOC1 LNPK LRFN5 LRRN3 LSS MAGED4B MAP1B MAP1LC3B MAP2 MAP4 MAP6 MAPK10 MAPRE2 MAPT MEAF6 MEIS3 MFSD10 MGST3 MIAT MLLT11 MORF4L2 MSMO1 MTCH2 MVD MYCN MYL12B MYO1B NAGK NAV1 NAV2 NCAM1 NCAN NDRG4 NDUFA12 NDUFB8 NDUFS4 NEFL NEFM NELL2 NHLH2 NIPSNAP3A NKAIN1 NKAIN4 NLN NME1 NMNAT2 NOP10 NOVA2 NPDC1 NRCAM NRN1 NSG1 NTRK1 OCIAD2 OLFM1 OPTN PAFAH1B3 PAK5 PAPSS1 PBX3 PCMT1 PCSK1N PCSK2 PDE6D PDK1 PFDN2 PFDN4 PFKFB3 PGAM1 PGK1 PGM2L1 PHACTR3 PHYHIPL PKIA PLPPR1 PLXNA3 PNMA1 PNMA2 POLR2K POU4F2 POU6F2 PPIAP22 PPP1R14B PPP1R1A PPP1R1C PPP2R1A PPP2R2B PRDX5 PRMT2 PRPH PRRT2 PRUNE2 PSENEN RAB10 RAB2A RAB31 RAB33A RAB3A RAB3B RAB6A RAB6B RABAC1 RALGDS RALYL RAP1GDS1 RBFOX2 RBFOX3 RBPMS RBPMS2 RBX1 RCN1 REEP1 RGMB RGS10 RIT2 RND3 RNF5 ROBO2 RTL8C RTN1 RTN3 RTN4 RUFY2 RUFY3 RUNDC3B RUSC1 RXRG S100A10 SBK1 SCD SCG3 SCG5 SCN3A SCN9A SCOC SEC11C SEC61G SEMA6A SEZ6L SEZ6L2 SGCB SH3BGRL2 SH3BGRL3 SLC17A6 SLC2A6 SLC35F1 SLC38A1 SLIT1 SMAD9 SMIM18 SMS SNAP25 SNCA SNCG SOX11 SQLE SRGAP1 SRI SRP9 SST STARD3NL STMN1 STMN2 STMN3 STMN4 STX1A STX7 STXBP1 SVBP SYT1 SYT13 SYT4 SYT5 SYT7 TAC1 TAF9 TAGLN3 TBCB TBPL1 TCEAL7 TCP1 TENM3 TFAP2D TLE4 TMEFF2 TMEM14A TMEM35A TMEM50A TMEM59L TMEM97 TMOD2 TMSB10 TMSB15A TMSB4X TMSB4XP4 TOX2 TP53I11 TPD52 TPM3 TPPP3 TRAPPC1 TRIM36 TSC22D1 TSPAN7 TTC9B TUBA1A TUBB TUBB2A TUBB2B TXN TXNDC17 UBE2D1 UBE2E2 UBE2L6 UCHL1 VAT1 VBP1 VDAC2 VDAC3 VKORC1 VPS72 VSTM2L WASF1 WDR47 XPR1 YWHAG YWHAH YWHAQ YWHAZ ZC2HC1A ZCCHC17 ZMIZ1 ZNF804A HU_FETAL_RETINA_RPC https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/HU_FETAL_RETINA_RPC AHI1 ALDH1A1 ANP32E ARRDC3 ATAD2 ATOH7 AURKB C19orf48P CCDC34 CCNB2 CCND1 CDCA7 CDH11 CDK1 CENPF CENPK CENPM CENPU CHD7 CKB CKS1B CKS2 CLRN1 COL2A1 COL9A1 CPAMD8 CRABP1 CRB1 CRYAA DAPL1 DEK EML1 FGF19 FIGN FOXN4 FZD5 GINS2 GMNN H2AZ1 H4C3 HELLS HES1 HMGA1 HMGB2 HMGN2 HMGN3 HNRNPA1L3 ID1 ID2 ID3 IFITM3 LGR4 LGR5 LMAN1 LRP2 MAB21L1 MAD2L1 MCM2 MCM3 MCM4 MCM5 MCM7 MDK MEIS1 MEST MIS18BP1 MSI2 NAP1L1 NASP NUSAP1 ODC1 PCDH7 PCLAF PCNA PIMREG PLEKHA1 PLPP3 PTTG1 RAB31 RAN RAX S1PR3 SCUBE3 SFRP2 SHISA2 SIX6 SLF1 SNRPB SNRPG SORCS1 SOX2 SPP1 SRSF2 SRSF7 TBX2 TMSB15A TOP2A TOX TYMS UBE2C UBE2T UHRF1 VIM VSX2 ZFP36L1 ZIC2 ZWINT HU_FETAL_RETINA_RPE https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/HU_FETAL_RETINA_RPE ABCA4 ABCC5 ABHD2 ACOT11 ADAMTSL3 ALDH1A3 APLP2 APOE APP ASAH1 ASB13 ATP6V1C2 B2M BACE2 BCAS4 BEST1 BHLHE40 BIRC7 BMP2 BMP4 BMP7 BSG C1S CA14 CALD1 CANX CCBE1 CCDC80 CCND2 CD63 CDO1 CDR2 CLDN19 CLIC6 CNDP1 COL18A1 COL1A2 COL27A1 COL8A1 COL8A2 COL9A2 COLEC12 CPEB4 CPVL CPXM2 CRIM1 CRISPLD1 CRTAP CST3 CTNNAL1 CTSD CTSH CTSV CYP27A1 CYP2W1 DCDC2 DCT DDR2 DHRS3 DPP7 DRD4 DSG2 ECHDC2 EFEMP1 ELN ELOVL7 EMP2 ENPP2 ENTREP1 EZR FAM107A FAM13A FAM174B FBN1 FGFR2 FGFR3 FGFRL1 FLRT2 FNIP2 FRZB FSTL1 FYB2 GALNT1 GALNT10 GEM GJA1 GNG11 GNS GOLGA4 GPNMB GPR143 GPR180 GPRC5C GSTP1 GULP1 HMGA2 HSBP1L1 HSD17B14 HSD17B2 HSPB1 ID3 IGFBP5 IGFBP7 INPP5K IQGAP2 ITGA6 ITGAV ITM2B ITPKB KLHL3 KRT18 KRT8 LAMB2 LHX2 LIN7A LIPG LITAF LOXL1 LPL LRAT LRATD2 LTBP1 LTBP3 LYPD1 MARVELD1 MET MFAP3L MGST1 MITF MLANA MORN1 MT-ATP6 MT-ATP8 MT-CO1 MT-CO2 MT-CO3 MT-CYB MT-ND1 MT-ND2 MT-ND3 MT-ND4 MT-ND5 MT-ND6 MT-RNR1 MT-RNR2 MTATP6P1 MTCO1P12 MTCO1P40 MTCO2P12 MYL9 MYO5C MYRF NBPF14 NBPF19 NCCRP1 NCOR2 NEAT1 NET1 NFE2L1 NHERF1 NMRK2 NOG NOTCH2 NPC2 NPFFR1 NPIPB5 NUCB1 OSBPL1A OTX2 PARD6B PBXIP1 PCOLCE2 PCP4 PDGFC PDGFRB PDLIM5 PDPN PEX7 PGM5 PGM5-AS1 PHACTR2 PLAAT3 PLAC9 PLCE1 PLD5 PLS3 PLTP PLXNB2 PMEL PPARGC1A PRDM16 PRDM16-DT PRKCQ PRNP PRXL2A PSAP PSAT1 PTGDS PTPN14 PXDN QPRT RAB27A RAB38 RASSF8 RBM47 RFLNB RGR RLBP1 RNASE1 RPE65 SCARB1 SDC2 SDCBP SEC14L2 SEMA3B SEMA3C SERPINF1 SERPINH1 SESN3 SFRP1 SFRP5 SGK1 SLC16A8 SLC22A8 SLC29A4 SLC2A1 SLC35D3 SLC38A11 SLC38A8 SLC39A12 SLC3A2 SLC45A2 SLC4A4 SLC5A6 SLC6A13 SLC6A20 SLC7A2 SLC7A5 SLC7A6 SLC7A8 SMAD3 SMC6 SNHG25 SOSTDC1 SPARC STRA6 STRIP2 STT3B SULF1 TACC1 TEX2 TFPI2 TIMP2 TIMP3 TMEM164 TMEM205 TMEM245 TMEM98 TNFRSF14 TNS3 TPD52L1 TPM1 TPM2 TPP1 TPRN TRPM1 TRPM3 TSKU TSPAN10 TSPAN4 TTLL4 TTR TTYH3 TYR TYRP1 UACA UBAP1L UTRN VAT1L VEGFA VEGFB VEPH1 VIM WFDC1 WLS WNT2B WWC1 WWTR1 YAP1 ZFP36L2 ZNF503 LAKE_ADULT_KIDNEY_C10_THIN_ASCENDING_LIMB https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/LAKE_ADULT_KIDNEY_C10_THIN_ASCENDING_LIMB ACADVL ACSL4 ACTG1 ACTR2 ADAM10 ADAMTS1 ADGRG1 ALDOA ANKRD10 ANXA2 ANXA5 APLP2 APP ARF1 ARFGAP3 ARPC1B ATP1A1 ATP5F1A ATP5F1B ATP5F1C ATP5F1E ATP5MC3 ATP6V0B ATP6V0E1 B2M BACE2 BCL6 BTF3 BTG1 C6orf62 CACNA2D3 CALM1 CANX CAPN2 CBR1 CCDC186 CCT3 CCT6A CD164 CD24 CD44 CD46 CD59 CD63 CD74 CD81 CDC42BPA CDH16 CEBPD CIB1 CLDN10 CLDN10-AS1 CLINT1 CNBP CNDP2 CNN3 COX4I1 COX5B COX7C CPD CPM CRYAB CSDE1 CTNNA1 CTSB CXXC5 CYCS CYSTM1 DBI DDX5 DEK DEPTOR DIAPH1 DNAH5 DNAJA1 DSTN DUSP23 EEF1A1 EEF1D EEF2 EFNA5 EID1 EIF1 EIF4A2 EIF4G2 EIF5 ELF3 EMP1 ENO1 EPCAM EPRS1 ERRFI1 FAM135A FAU FCHO2 FNIP2 FTH1 FTL G0S2 GADD45B GAPDH GCC2 GDF15 GHITM GNAI1 GNAS GOLM1 GPX1 GSPT1 GSTP1 H3-3B HADHA HADHB HIF1A HINT1 HIPK3 HLA-A HLA-B HLA-E HNRNPA2B1 HNRNPA3 HNRNPDL HNRNPM HNRNPR HNRNPU HSBP1 HSP90AA1 HSP90AB1 HSP90B1 HSPA8 HSPA9 HSPD1 HSPH1 ID2 IDH2 IER3 IFITM2 IFITM3 IQGAP1 ITGA2 ITGB1 ITGB6 ITM2B ITM2C ITPR2 IVNS1ABP JAK1 JTB KIF5B KNG1 KRT18 KRT7 LAMTOR5 LAPTM4B LDHA LDHB LINC01320 LINC01503 LITAF LRP10 LRRFIP1 MAOA MCL1 MGLL MKLN1 MRFAP1 MT2A MTCH1 MTUS1 MYL12A MYL12B MYL6 NAMPT NARS1 NCL NCOA7 NDUFA4 NEK10 NORAD NPM1 NRXN3 NUFIP2 OCIAD1 OSBPL3 OSMR PABPC1 PANTR1 PAPOLA PCBP1 PDIA3 PDIA6 PEBP1 PFDN5 PFKFB3 PGK1 PITPNC1 PKM PLEKHA1 PLOD2 PLPP3 PLSCR1 PNPLA8 PNRC1 PON2 PPA1 PPIA PPP2R3A PRDM16-DT PRDX1 PRDX6 PRKD1 PSAP PSMA7 PSMB1 PTGES3 PTMA PTPN11 PTTG1IP RACK1 RALGAPA2 RAN RARRES2 RASD1 REEP5 RHOA RIMS2 RPL10 RPL10A RPL11 RPL12 RPL13 RPL13A RPL14 RPL15 RPL18 RPL19 RPL21 RPL24 RPL3 RPL30 RPL31 RPL32 RPL35 RPL37A RPL4 RPL41 RPL5 RPL6 RPL7 RPL7A RPL8 RPL9 RPLP0 RPLP1 RPLP2 RPS11 RPS12 RPS13 RPS14 RPS15 RPS16 RPS17 RPS18 RPS19 RPS2 RPS20 RPS23 RPS24 RPS25 RPS27 RPS27A RPS28 RPS29 RPS3A RPS4X RPS5 RPS6 RPS7 RPS8 RPS9 RPSA RRBP1 S100A10 S100A11 S100A6 SARAF SASH1 SAT1 SDCBP SEC14L1 SELENOW SEPTIN7 SERBP1 SERF2 SERPINA1 SERPING1 SF3B1 SIM2 SKAP2 SLC16A7 SLC25A3 SLC25A5 SLC38A2 SLC4A7 SLPI SNX10 SOD1 SOD2 SPP1 SPPL2A SRP14 SRSF3 STAT3 STK24 TACSTD2 TAF7 TAX1BP1 TCIM TFPI TGM2 TIMP1 TM9SF3 TMBIM6 TMEM59 TMF1 TNFSF10 TNS3 TOP2B TPI1 TPST1 TPT1 TSC22D1 TXNIP UBA52 UBB UBC UBE2D3 UBXN4 UMOD UQCRB UQCRFS1 VMP1 VPS13C WFDC2 XRCC5 YBX1 YBX3 YWHAB ZC3H11A ZC3H15 ZFAND5 ZFP36L2 ZMYND8 LAKE_ADULT_KIDNEY_C11_THIN_ASCENDING_LIMB https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/LAKE_ADULT_KIDNEY_C11_THIN_ASCENDING_LIMB ACADVL ADAM10 ADAMTS1 ADAMTS9 ADK AFF1 AHI1 ALDH1A2 ARHGAP24 ARHGEF28 ARHGEF3 ASCC3 ATP1A1 BCL6 BICC1 BRWD1 C4orf19 CA10 CACNA2D3 CAMKMT CDC42BPA CDH16 CLDN10-AS1 COL18A1 CPM CRADD CTDSPL DDX5 DIP2C DNAH14 DNAH5 DOCK1 EEF1D EFNA5 EIF4G3 ELF2 ERBIN ERRFI1 ETV6 EXT1 FAM135A FBXL17 FCHO2 FNIP2 FOXP1 FOXP2 GALNT14 GCC2 GLIS3 GOLM1 GPC6 GRAMD2B HIF1A HIVEP2 IMMP2L ITGA2 ITGB6 ITPR2 IVNS1ABP KAZN KCNIP4 KIAA1958 KIAA2026 KIF13B LAMB1 LINC-PINT LINC01320 LPP LRBA LRRFIP1 MAGI1 MAGI3 MAST4 MECOM MED13L MGLL MKLN1 MSI2 MT2A MTUS1 MYO1E MYO9A NCOA1 NCOA2 NCOA7 NEAT1 NEK10 NFAT5 NIPBL NOS1AP NRXN3 OR7E14P OSBPL3 PACS1 PAX8 PCDH9 PCSK6 PDE1A PDE7B PFKFB3 PHF21A PIBF1 PITPNC1 PLCB1 PLEKHA1 PLEKHA7 PLOD2 PPP2R3A PRDM16-DT PRKCE PRKD1 PTK2 PTPRG QKI RALGAPA2 RASSF8 RBM47 RBMS1 RFX3 RIMS2 RUFY3 RUNX1 S100A6 SAMD12 SAMD4A SASH1 SAT1 SDCCAG8 SERPINA1 SGIP1 SIK3 SLC16A7 SLC4A7 SNED1 SOD2 SPIDR SPP1 SSBP2 STK3 SVIL TANC2 TBC1D5 TBCK TCIM TENM4 TFPI THRB TMTC2 TNS3 TPST1 TRA2A TRAPPC9 TRIM2 TRIO TRPS1 UBE2H UGGT2 UGT2B7 USP53 VMP1 VPS13B VPS13C WWC1 YAP1 ZEB1 ZFAND3 ZMYND8 ZNF385D ZSWIM6 LAKE_ADULT_KIDNEY_C12_THICK_ASCENDING_LIMB https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/LAKE_ADULT_KIDNEY_C12_THICK_ASCENDING_LIMB ACACB ACADVL ACAT1 ACSL1 ACSS1 ACSS3 AFG3L2 AIF1L AK3 ALDH1A1 ALDOA ANK2 ANXA11 APLP2 APP ARHGAP24 ATP1A1 ATP1B1 ATP5F1A ATP5F1B ATP5F1C ATP5F1E ATP5IF1 ATP5MC1 ATP5MC2 ATP5MC3 ATP5ME ATP5MG ATP5PB ATP5PD ATP5PF ATP6V0B B2M BACE2 BAG1 BEX3 BICDL1 CA12 CACNA2D3 CADM1 CAPN2 CASR CAT CBR1 CCDC148 CD24 CD59 CD63 CD81 CDH16 CGNL1 CHCHD10 CHCHD2 CIRBP CKB CLCN5 CLCNKA CLCNKB CLDN10 CLDN10-AS1 CNDP2 CNP COA3 COBL COL18A1 COX4I1 COX5A COX5B COX6B1 COX6C COX7A2 COX7B COX7C CPEB3 CPEB4 CPT1A CPVL CRIP2 CST3 CUTA CXCL14 CYC1 CYCS CYFIP2 CYS1 DDX17 DEFB1 DENND1B DNAJC11 DNAJC19 DNASE1 DSTN DZIP1 EDF1 EEF1A1 EEF1D EEF2 EFHD1 EGF EID1 EIF3K EIF4G2 ENO1 EPCAM EPHX2 EPS8L2 ERICH1 ESRRB ESRRG FAM13A FAM171A1 FAU FGFR3 FKBP2 FLNB FMN1 FOXP2 FREM1 FTH1 GAPDH GAS6 GHITM GNAI1 GNAS GOLM1 GOT1 GPC3 GPC5 GPX4 GSTM3 GUK1 HADHA HADHB HERPUD1 HIBADH HIP1 HLA-A HPN HS6ST2 HSBP1 HSPA2 HSPA8 IDH2 IMMT IMPA2 ITGB5 ITM2B ITM2C IVNS1ABP KCNJ1 KCNQ1 KCTD1 KCTD16 KIAA1217 KIDINS220 KIF12 KIFC3 KNG1 LDHB LINC01606 LLGL2 LMO7 MAGED1 MAL MDH1 METTL7A MFSD4A MGAT5 MGST3 MPC1 MPC2 MRFAP1 MST1L MTATP6P1 MYL6 MYO3B NACA NARS1 NDUFA1 NDUFA4 NDUFA5 NDUFB10 NDUFB2 NDUFB9 NDUFS1 NDUFS6 NDUFV1 NELL1 NNT NPC2 NR2F2-AS1 NRCAM NTRK2 NUDT4 OBSL1 OCIAD1 OSBPL3 OXCT1 OXR1 P4HB PANTR1 PCDH9 PDE1A PDHA1 PDXK PEBP1 PFDN5 PFKL PGK1 PIK3R1 PKM PKP4 PLAU PLCB1 PLCL1 PLEKHH2 PLPPR1 PLXNB1 PP7080 PPARGC1A PPIA PPIB PPM1L PPP1R1A PRDM16 PRDM16-DT PRDX3 PRDX5 PRDX6 PRKX PRSS8 PRXL2A PSAP PTGER3 PTPN3 PTPN4 PTTG1IP RACK1 RANBP3L RAP1GAP RARRES2 REEP5 RHOBTB3 RNF150 RPL10 RPL10A RPL11 RPL12 RPL13 RPL13A RPL14 RPL15 RPL18 RPL19 RPL21 RPL23 RPL24 RPL27 RPL27A RPL3 RPL30 RPL31 RPL32 RPL34 RPL35 RPL35A RPL37 RPL37A RPL4 RPL41 RPL5 RPL6 RPL7 RPL7A RPL8 RPL9 RPLP0 RPLP1 RPLP2 RPS11 RPS12 RPS13 RPS14 RPS15 RPS16 RPS17 RPS18 RPS19 RPS20 RPS21 RPS23 RPS24 RPS25 RPS27 RPS27A RPS28 RPS29 RPS3 RPS3A RPS4X RPS5 RPS6 RPS7 RPS8 RPS9 RPSA S100A10 S100A6 SARAF SCD5 SCHLAP1 SCNN1A SCP2 SDC1 SDC4 SDHA SELENBP1 SELENOW SERF2 SERPINA5 SFRP1 SGIP1 SGK2 SIM2 SLC12A1 SLC16A7 SLC22A2 SLC25A3 SLC25A4 SLC25A5 SLC3A1 SLC4A7 SMS SNHG29 SOD1 SORL1 SORT1 SRP14 SRSF5 SSR4 STK32B STPG2 STXBP4 SUCLG1 SULT1C2 TACC1 TACSTD2 TBC1D4 THY1 TMBIM6 TMEM161B-DT TMEM37 TMEM59 TMEM72 TMSB10 TPI1 TPT1 TRIM2 TSPAN33 TSPAN8 TUFM UBA52 UBB UGT8 UMOD UQCR10 UQCRB UQCRC1 UQCRC2 UQCRFS1 UQCRH UQCRQ USP2 USP24 UXS1 VAV3 VEPH1 WLS WNK4 YBX1 ZHX3 LAKE_ADULT_KIDNEY_C13_THICK_ASCENDING_LIMB https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/LAKE_ADULT_KIDNEY_C13_THICK_ASCENDING_LIMB ABLIM1 ADAMTS9-AS2 ADK AGBL4 AK3 ANK2 ANKRD26 ARHGAP24 ARHGAP6 ATP1A1 ATP1B1 AUH BABAM2 BCAS3 BICDL1 BRAF CA10 CA12 CACNA2D3 CASR CCDC148 CCSER1 CGNL1 CLCN5 CLCNKB CLMN COBLL1 COL4A3 CPEB4 CYFIP2 DANT2 DDX17 DNAH14 DOCK1 DPH6 DYNC2I1 EFNA5 EGF ENOX1 ERBB4 ESRRG FAF1 FBXL17 FGD4 FHIT FKBP5 FOXP2 GALNT18 GMDS-DT GPC5 HIBADH HIP1 IGF1R IMMP2L KANSL1 KCNIP4 KCNJ16 KIAA1217 KLF12 KLHL13 KNG1 LAMB1 LGR4 LINC00970 LINC01606 LRBA LRP1B MACROD2 MAML2 MECOM MSI2 MYO9A NAALADL2 NCOA2 NELL1 NHS NR2F2-AS1 NR3C2 OSBPL3 OXR1 PBX1 PCCA PCDH9 PDE1A PDE7B PHACTR1 PKHD1 PKP4 PLCB1 PLCL1 PNISR PPARGC1A PRKD1 PRKN PTGER3 PTH2R PTPN4 RANBP3L RHOBTB3 RNF150 RNPC3 SCHLAP1 SGIP1 SKAP1 SLC12A1 SLC16A12 SLC4A7 SNHG14 SOX6 SSBP2 STK32B STXBP4 SULT1C2 TACC1 TAPT1-AS1 TBC1D4 TBCK TFCP2L1 THRB TMEM161B-DT TNRC6A TRIM2 UMOD USP25 USP53 VAV3 VWA8 WNK1 WWC2 WWOX ZHX3 LAKE_ADULT_KIDNEY_C14_DISTAL_CONVOLUTED_TUBULE https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/LAKE_ADULT_KIDNEY_C14_DISTAL_CONVOLUTED_TUBULE ABCA10 ABCA5 ABLIM1 ACSL4 ADAMTS17 ADAMTS9-AS2 ADGRL2 AGAP1 AGBL4 AHI1 AK3 ANK3 ANKRD26 APBB2 ARHGAP24 ARHGAP5 ARHGAP6 ATP1B1 ATP9B ATXN1 AUH BCAS3 BICC1 BRAF BTBD9 CA10 CA12 CACNA1D CACNA2D3 CACNB4 CADM1 CADPS2 CALCR CAMKMT CASR CBLB CCDC148 CCDC198 CCSER1 CDK14 CDKAL1 CGNL1 CLASP1 CNNM2 COBLL1 COL4A3 COMMD10 CPEB4 CRADD CTDSPL DACH1 DANT2 DCDC2 DNAAF9 DNAH14 DPH6 DST DYNC2H1 EFNA5 EGF ERBB4 ESRRG EXOC4 EXOC6B FAAH2 FAF1 FAM172A FBXL17 FGD4 FGF13 FHIT FHOD3 FMN1 FNDC3B FRAS1 FREM1 FRMD3 FTX GMDS-DT GPC5 GPHN GRB14 HDAC8 HIBCH ICA1 IL1RAPL2 IMMP2L INPP4B ITPR1 IVNS1ABP JPX KANK1 KANSL1 KCNIP4 KCNJ16 KIAA1217 KIAA1958 KLF12 KLHL13 KLHL3 KNG1 LGR4 LIMCH1 LINC00645 LINC00970 LRBA LRCH1 LRMDA LRP1B MACROD2 MAML2 MAN1A1 MAP4K3 MAPK8 MBD5 ME3 MECOM MEF2A MITF MSI2 MTR NAALADL2 NAV2 NCOA1 NEDD4L NFE2L2 NHS NOS1AP NR2F2-AS1 NR3C2 OPHN1 OSBPL3 OXR1 PARD3B PCCA PDE10A PDE8A PIK3C2G PKHD1 PKP4 PLCL1 PLPPR1 PNISR PPARGC1A PPP2R3A PTGER3 PTH2R PTPN4 PTPRG QKI RABGAP1L RAD51B RALGAPA1 RBM25 RERE RHOBTB3 RNF150 RNPC3 RORA SAMD12 SAMD5 SBF2 SCAPER SCN2A SH3RF1 SHROOM3 SIK3 SKAP1 SLC12A3 SLC8A1 SMYD3 SNHG14 SNX29 SOX6 SVIL TACC1 TAPT1-AS1 TBC1D5 TBL1X TCF12 TEX41 THRB TMEM161B-DT TMEM52B TNRC6A TNRC6B TOX3 TRAPPC9 TRIM2 TRPM6 TRPM7 TSC22D2 UBA6-DT UBR3 USP24 USP25 VAV3 VPS13B VWA8 WDFY2 WDR72 WNK1 WSB1 WWOX XIST ZNF385D ZNF518A ZNF704 LAKE_ADULT_KIDNEY_C15_CONNECTING_TUBULE https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/LAKE_ADULT_KIDNEY_C15_CONNECTING_TUBULE AAK1 ADAM10 ADAMTS9 ADAMTS9-AS2 ADGRL2 ADK AGBL4 AHI1 ANK3 APBB2 ARHGAP6 ARID5B ARL15 ATP1B1 ATXN1 AUH BABAM2 BCAS3 BICC1 BMPR1B BRAF BTBD9 CA12 CADPS2 CALB1 CAMKMT CCDC178 CCDC198 CCSER1 CD2AP CDK6 COBLL1 COL4A3 COMMD10 CSGALNACT1 DACH1 DANT2 DCDC2 DEFB1 DLG1 DPY19L2 DYNC2H1 EFNA5 EIF4G3 EPB41L3 ERBB4 ESRRG EXOC6B EXT1 FAF1 FAM172A FBXL17 FER FGF13 FHIT FHOD3 FNDC3A FNDC3B FRAS1 GAREM1 GBE1 GLIS3 GLS GNAQ GPC5 GPHN GRIP1 GULP1 HDAC8 HSD11B2 IMMP2L ITGA2 ITGAV ITPR1 JPX KANSL1L KAZN KCNIP4 KCNJ16 KIAA1958 KITLG KLF12 KMT2C LAMB1 LCOR LGR4 LIMCH1 LINC01099 LRBA LRMDA LRP1B MACROD2 MAML2 MAN1A1 MAP4K3 MAPK10 MAPK8 MECOM MED13L MEF2A MID1 MITF MLLT3 MPPED2 MYO1B NAALADL2 NEBL NFAT5 NFE2L2 NLK NR3C2 OSBPL3 PCCA PCDH7 PCDH9 PDE4D PIK3C2G PKHD1 PPARGC1A PPFIBP1 PPP1R9A PRKCA PRKG1 PTGER3 PTH2R PTPN13 RABGAP1L RAD51B RALGAPA1 RALYL RASAL2 RBPMS RHOBTB3 RNPC3 RORA SBF2 SCAPER SCMH1 SCN2A SETBP1 SH3RF1 SHROOM3 SIK3 SLC16A7 SLC8A1 SLIT2 SMYD3 SNTG1 SPIDR SPIRE1 SSH2 STARD13 TANC2 TCF12 TEX41 TMEM117 TMTC2 TOX TOX3 TRAPPC9 TRHDE TRPM3 USP25 VAV3 WNK1 WSB1 WWTR1 XIST YAP1 ZFAND3 ZNF704 LAKE_ADULT_KIDNEY_C16_COLLECTING_SYSTEM_PRINCIPAL_CELLS_CORTEX https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/LAKE_ADULT_KIDNEY_C16_COLLECTING_SYSTEM_PRINCIPAL_CELLS_CORTEX ABTB2 ADAMTS9-AS2 ADK AFF1 AGBL4 AHI1 AKT3 ANK3 AQP2 ARID1B ARL15 ATXN1 BABAM2 BAZ2B BCAS3 BMPR1B BRAF BTBD9 C11orf80 CADPS2 CCSER1 CD2AP CDK6 COBLL1 COL4A5 DANT2 DCDC2 DLG2 EPB41L4A ERC1 FAF1 FAM172A FER FHOD3 FNDC3A FNDC3B FRAS1 FTX FYB2 GAREM1 GATA3 GLIS3 GLS GRIP1 HSD11B2 IMMP2L KAZN KCNIP4 KCNJ16 KCTD8 KSR2 LAMB1 LIMCH1 LINC01482 LRBA MACC1 MACROD2 MAGI3 MAML3 MAN1A1 MAPK10 MBD5 MECOM MED13L MIR99AHG MPPED2 MTR MYH10 MYO10 MYO1E NAALADL2 NBEA NDRG1 NFAT5 NFIB NLGN1 NLK NR2F2-AS1 NR3C2 PAPPA PCCA PDE10A PDE1A PDE4D PDE7B PDE8A PIK3C2G PKHD1 PLCL2 PPP1R9A PRKAG2 PRKCA PRKG1 PRKN PTBP3 PTH2R PTK2 PTPN13 PWRN1 RABGAP1L RAD51B RALBP1 RALYL RBBP8 RBPMS REV3L ROCK2 SAMD12 SCIN SCMH1 SCN2A SDK1 SH3RF1 SIK2 SIK3 SLC38A1 SLC8A1 SMARCA2 SMYD3 SNHG14 SPAG16 SSH2 ST6GAL1 STARD13 SYTL2 TANC2 TEX41 TGFBR1 THRB THSD4 THSD7A TMTC2 TOX TOX3 TRAPPC9 TRPM3 TRPS1 WSB1 WWTR1 XIST ZFAND3 LAKE_ADULT_KIDNEY_C17_COLLECTING_SYSTEM_PCS_STRESSED_DISSOC_SUBSET https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/LAKE_ADULT_KIDNEY_C17_COLLECTING_SYSTEM_PCS_STRESSED_DISSOC_SUBSET AAK1 ABLIM1 ABTB2 ACSL4 ACTG1 ACTN4 ADAMTS9-AS2 ADGRL2 ADK AFF1 AFF4 AGBL4 AHI1 AHNAK AKT3 ALDOB ANK3 ARHGEF12 ARID1B ARIH1 ARL15 ASAP2 ATF3 ATP1B3 ATXN1 BACE2 BACH1 BACH2 BCAS3 BMPR1B BRAF BTBD9 BTG2 C4orf19 CADPS2 CAST CCNL1 CCSER1 CD2AP CLMN COBLL1 COL18A1 CRY1 CSGALNACT1 DANT2 DCDC2 DDIT3 DEFB1 DLG2 DNAJA1 DNAJB1 DUSP1 DYRK1A EGR1 EIF2AK3 ELF3 ELOVL5 EMCN EPB41L5 ERBB4 ERC1 ESYT2 EXT1 EZR FAM110B FBXL17 FER FHIP1A FHOD3 FNDC3A FNIP2 FOS FOSB FRAS1 GAB1 GAREM1 GDF15 GLIS3 GLS GPX3 GRIP1 HERC1 HIF1A HIVEP2 HLA-E HMGCS1 HNRNPC HSD11B2 HSP90B1 HSPA1A HSPA5 HSPH1 IDI1 IFRD1 IGFBP5 IL6ST IMMP2L INSIG1 IQGAP1 ITGA2 ITGAV JMJD1C JUN KIAA1217 KIF13B KLF6 KRT19 LAMB1 LDLR LGALS3 LIMA1 LINC-PINT LMNA LRP1B LRRFIP1 MACC1 MACROD2 MAGI3 MAML3 MAP3K14 MAP4K3 MAPK8 MBD5 MCU MECOM MED13L MEF2A MID1 MIR4435-2HG MLF1 MPPED2 MSMO1 MTATP6P1 MTUS1 MYO10 MYO1B MYO1D MYO1E NAALADL2 NAMPT NCOA7 NDRG1 NEAT1 NEDD4L NEK1 NFAT5 NFE2L2 NFKBIZ NLK NOS1AP NPC1 NR3C2 NR4A1 OSBPL3 PALLD PAWR PCDH9 PDE4D PDK4 PFKFB3 PIK3C2G PPARGC1A PRKAG2 PRKCA PRKCE PRKG1 PRKN PWRN1 QKI RAB7A RAD51B RALGAPA1 RALYL RANBP2 RAP1B RAPGEF2 RBM47 RBPMS RNF19A RORA RTN4 SAMD12 SAT1 SCIN SCN2A SDK1 SGPP1 SH3RF1 SHROOM3 SIK2 SIK3 SLC19A2 SLC25A25 SLC38A1 SLC8A1 SMARCA2 SMYD3 SPAG9 SPTBN1 SQSTM1 SREBF2 SSH2 ST6GAL1 STAT3 TANC2 TEX41 THSD4 TIMP3 TJP1 TMEM51 TMTC2 TNFRSF10B TOP1 TOX TPM4 TPST1 TRA2A TRAK1 TRPS1 TSC22D2 UACA UBC UBE2D3 UBE2H UPP1 VCL VMP1 WSB1 WWC1 WWTR1 XIST YBX3 YWHAZ ZFAND3 ZFAND5 ZFP36 ZNF165 ZNF292 ZNF704 ZSWIM6 LAKE_ADULT_KIDNEY_C18_COLLECTING_DUCT_PRINCIPAL_CELLS_MEDULLA https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/LAKE_ADULT_KIDNEY_C18_COLLECTING_DUCT_PRINCIPAL_CELLS_MEDULLA ACADVL ACAT1 ACSL4 ACTG1 ACTR2 ADGRG1 AIF1L AKR1B1 ALDOA ANAPC16 ANXA2 APLP2 AQP2 AQP3 ARF1 ARG2 ARPC2 ASAH1 ATP1B1 ATP5F1A ATP5F1B ATP5F1C ATP5MC3 ATP6V0E1 ATP6V1A ATP6V1G1 B2M BAG1 BEX3 BMPR1B BTF3 BTG2 C11orf80 C12orf75 CA12 CA2 CALM1 CANX CCNI CCT6A CD164 CD24 CD2AP CD46 CD63 CD81 CD9 CDH16 CHCHD2 CIB1 CLINT1 CLU CNBP CNDP2 COX4I1 COX7C CREM CRYAB CSDE1 CTSH CXXC5 CYB5A CYSTM1 DCDC2 DDX5 DICER1 DSP DSTN DUSP1 DUSP6 DYNLT1 EEF1A1 EEF1D EEF2 EID1 EIF1 EIF4A2 EIF4G2 ENO1 EPCAM EPRS1 FAM107B FAU FTH1 FTL FUCA1 FXYD4 FYB2 GABARAPL1 GAPDH GATA3 GDF15 GNAS GPRC5C GPX1 GSTM3 GSTP1 GUK1 H3-3B HACD3 HADHA HINT1 HLA-A HLA-B HLA-C HNRNPA2B1 HNRNPA3 HNRNPDL HNRNPR HNRNPU HSD11B2 HSP90AA1 HSP90AB1 HSP90B1 HSPA9 HSPD1 ID1 IFITM2 IFITM3 IGFBP3 IGFBP7 IQGAP1 ISCU ITM2B ITM2C IVNS1ABP JAK1 KAZN KCNJ16 KIF5B KITLG KRT18 KRT19 KRT8 KTN1 LAMTOR5 LAPTM4A LDHA LDHB LITAF LLGL2 MAL MAL2 MAN1A1 MECOM METAP2 MGST3 MMP7 MNS1 MTATP6P1 MTUS1 MYH10 MYL12A MYL12B MYL6 MYO10 MYO1B NACA NAP1L1 NDRG1 NDUFA4 NORAD NPM1 NUCKS1 NUPR1 PABPC1 PAPOLA PAPPA PCM1 PCMTD1 PDE1A PDIA3 PDIA6 PDK4 PEBP1 PFDN5 PFKFB3 PGGHG PGK1 PIK3C2G PKM PLCL2 PLEKHA1 PLEKHA2 PLSCR1 PPIA PPIB PRDX1 PRDX6 PRKAG2 PRKAR1A PRPF40A PSAP PSMA7 PTBP3 PTGES3 PTMA PTPN13 PTTG1IP PWRN1 RACK1 RALBP1 RANBP2 RASD1 RBBP8 RDH10 REEP5 RHOA RHOBTB3 RNF213 RPL10 RPL10A RPL11 RPL12 RPL13 RPL13A RPL14 RPL15 RPL18 RPL19 RPL21 RPL23 RPL24 RPL3 RPL30 RPL31 RPL32 RPL34 RPL35 RPL37A RPL4 RPL41 RPL5 RPL6 RPL7 RPL7A RPL8 RPL9 RPLP0 RPLP1 RPLP2 RPS11 RPS12 RPS13 RPS14 RPS15 RPS16 RPS18 RPS19 RPS2 RPS20 RPS23 RPS24 RPS25 RPS27 RPS27A RPS28 RPS3A RPS4X RPS5 RPS6 RPS7 RPS8 RPS9 RPSA RSRP1 RTN3 RTN4 S100A10 S100A6 SARAF SAT1 SCIN SEC62 SEPTIN11 SEPTIN7 SERBP1 SERF2 SF3B1 SGPP1 SKIL SLC16A5 SLC38A1 SLC44A1 SLPI SMARCA5 SOD1 SOD2 SPTBN1 SPTBN2 SRP14 SRSF3 ST6GAL1 STIM2 SYTL2 TACSTD2 TAX1BP1 TGFBR1 TGOLN2 THSD7A TMBIM6 TMEM213 TMEM59 TMSB10 TMSB4X TOX TPI1 TPM4 TPR TPT1 TSPAN1 TXNIP UBA52 UBB UBE2D3 UBXN4 WFDC2 XRCC5 YBX1 YWHAB YWHAZ ZFP36L1 LAKE_ADULT_KIDNEY_C19_COLLECTING_DUCT_INTERCALATED_CELLS_TYPE_A_MEDULLA https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/LAKE_ADULT_KIDNEY_C19_COLLECTING_DUCT_INTERCALATED_CELLS_TYPE_A_MEDULLA ACAT1 ACTG1 ACTR2 ADGRF1 ADGRG1 AKR1C1 ALDH1A1 ALDOA ANAPC16 ANXA2 APLP2 APP AQP2 ARF1 ARHGAP18 ARHGAP5 ARHGEF28 ARL6IP5 ATP1B1 ATP5F1A ATP5F1B ATP5F1C ATP5MC3 ATP5PB ATP6AP2 ATP6V0A4 ATP6V0B ATP6V0D2 ATP6V0E1 ATP6V1A ATP6V1G1 B2M BMPR1B BTF3 BTG1 C12orf75 CA12 CA2 CALCA CALM1 CANX CAPN2 CBR1 CCT6A CD164 CD24 CD46 CD59 CD63 CD74 CD9 CDH16 CHCHD10 CHCHD2 CIAO2B CIB1 CLCNKB CLIP1 CLU CNBP CNN3 COX4I1 COX5A COX5B COX7C CRYAB CRYBG3 CSDE1 CUL5 CYB5A CYCS CYSTM1 DDX5 DHRS7 DMRT2 DSP DYNLT1 DYNLT3 EEF1A1 EEF2 EID1 EIF1 EIF3K EIF4A2 ENO1 EPCAM EPRS1 EPS8 ERP27 EZR FAU FDFT1 FOXI1 FTH1 FTL FUBP1 FYB2 GABARAPL1 GAPDH GAS5 GHITM GNAS GPBP1 GPX1 GRB14 GSTP1 H1-0 H3-3B HADHA HADHB HECTD1 HINT1 HLA-B HLA-C HNRNPA2B1 HNRNPR HNRNPU HSP90AA1 HSP90AB1 HSP90B1 HSPA4 HSPA4L HSPA5 HSPA9 HSPB1 HSPD1 HSPH1 IDH2 IGFBP7 IL18 INSIG1 ISCU ITGA6 ITM2B JAK1 KIF5B KIT KMT2E KRT18 LAMTOR5 LAPTM4A LDHA LDHB LGALS3 LIMA1 LINC01187 LITAF MAL MAP1LC3B MARCHF1 MBOAT2 MDH1 MOB1B MPP7 MPPED2 MSMO1 MT2A MTATP6P1 MTR MYL12A MYL12B MYL6 NACA NAMPT NCOA7 NDUFA4 NDUFA5 NFE2L2 NORAD NPM1 NRDC PAFAH1B1 PAPOLA PCBP1 PDIA3 PDIA6 PEBP1 PFDN5 PGGHG PGK1 PHLDB2 PKM PLOD2 PNPLA8 PPIA PRDX1 PRDX6 PRKAR1A PRPF40A PSAP PSMA7 PTBP3 PTGER3 PTGES3 PTGR1 PTTG1IP RACK1 RALBP1 RANBP2 RASD1 RBBP8 RCAN2 REEP5 RETREG1 RHCG RHOA RPL10 RPL10A RPL11 RPL12 RPL13 RPL13A RPL14 RPL15 RPL18 RPL19 RPL21 RPL23 RPL24 RPL3 RPL30 RPL31 RPL32 RPL34 RPL35 RPL35A RPL37A RPL4 RPL41 RPL5 RPL6 RPL7 RPL7A RPL8 RPL9 RPLP0 RPLP1 RPLP2 RPS11 RPS12 RPS13 RPS14 RPS15 RPS16 RPS17 RPS18 RPS19 RPS2 RPS20 RPS23 RPS24 RPS25 RPS27 RPS27A RPS28 RPS3 RPS3A RPS4X RPS5 RPS6 RPS7 RPS8 RPS9 RPSA RSRP1 RTN4 S100A10 SARAF SAT1 SCIN SEC62 SELENOW SEPTIN11 SERBP1 SERF2 SF3B1 SKP1 SLC16A5 SLC25A3 SLC25A39 SLC25A5 SLC26A7 SLC38A1 SLC4A1 SNHG29 SNTB1 SNX3 SOD1 SOD2 SPTBN1 SPTBN2 SRP14 ST6GAL1 STAP1 TACSTD2 TAF7 TAX1BP1 TBC1D14 TERF2IP TFCP2L1 TGOLN2 TM9SF3 TMBIM6 TMEM117 TMEM123 TMEM213 TMEM59 TMF1 TMPRSS2 TMSB4X TPI1 TPT1 TSPAN1 TXNIP TXNRD1 UBB UBE2D3 UBXN4 UQCRFS1 VAPA WFDC2 WWP1 XRCC5 YWHAB ZDHHC3 ZFAND5 LAKE_ADULT_KIDNEY_C1_EPITHELIAL_CELLS_UNASSIGNED https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/LAKE_ADULT_KIDNEY_C1_EPITHELIAL_CELLS_UNASSIGNED CALD1 CMC2 CPQ CSMD2 DLGAP1 EPB41L3 FARP1 GMDS-DT GPX3 LRMDA LRP2 MACROD2 MAST4 MEIS2 NHS NPAS3 NRG3 PAMR1 PBX1 PLCL1 PTH1R PTPRD RAPGEF2 SLC13A3 SLC5A12 SPATA22 TAOK1 TLN2 TRABD2B ZBTB16 LAKE_ADULT_KIDNEY_C20_COLLECTING_DUCT_INTERCALATED_CELLS_TYPE_A_CORTEX https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/LAKE_ADULT_KIDNEY_C20_COLLECTING_DUCT_INTERCALATED_CELLS_TYPE_A_CORTEX ABCA5 ABCC4 ADAMTSL1 ADGRF1 ADGRF5 AHCYL2 AKAP9 ARHGAP18 ARHGEF28 ARL15 ATP6V0A4 ATP6V0D2 ATP6V1A ATP6V1C2 ATXN1 BDP1 BRAF BTBD9 CA12 CA8 CAB39 CACNB2 CGNL1 CLIP1 CLNK COBLL1 CPEB4 DIP2C DLG1 DOCK8 DPH6 DSP EPS8 ESRRG EZR FAF1 FBXL17 FER FGD4 FNBP1L FNDC3A FOXO1 FOXP1 FREM1 FYB2 GALNT17 GLCCI1 GLIS3 GMDS-DT GNAQ GPAT3 GPHN GRB14 GULP1 HIPK2 HS6ST3 IGFBP5 IL18 ITGA6 ITGAV ITPR1 ITPR2 KANSL1L KIAA1217 KIAA1328 KIF21A LGR4 LIMCH1 LINC-PINT LRMDA LUC7L3 MACROD2 MAGI1 MAGI3 MAP4K3 MAPK8 MBNL1 MOB1B MPPED2 MSI2 MTR MYO10 MYO1D NCOA1 NCOA2 NEDD4L NR3C2 NRDC NRXN3 NXPH2 OSBPL3 OXR1 PACRG PCNX4 PDE1A PDE1C PDE4D PICALM PLCG2 PLCL1 PNISR PPARGC1A PPP1R12B PPP3CA PRKCA PRKCE PRKG1 PRKN PSD3 PTGER3 PTPRJ RALGAPA1 RALGPS2 RAPGEF2 RBM25 RCAN2 RERE RNF152 RUFY3 SAMD5 SBF2 SCAPER SCIN SEMA3C SETBP1 SHOC1 SHROOM3 SKAP1 SLC26A7 SLC4A1 SLIT2 SNHG14 SNTB1 STK3 SUMF1 TBC1D1 TBC1D14 TBC1D4 TFCP2L1 THRB THRB-AS1 THSD7A TMEM101 TMEM117 TMEM213 TRIM2 UBR3 WWOX WWP1 XIST ZBTB20 ZSWIM6 LAKE_ADULT_KIDNEY_C21_COLLECTING_DUCT_INTERCALATED_CELLS_TYPE_B https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/LAKE_ADULT_KIDNEY_C21_COLLECTING_DUCT_INTERCALATED_CELLS_TYPE_B ADAMTSL1 ADAMTSL3 ARHGAP18 ARL15 ARSJ ATP6V0A4 ATP6V0D2 ATP6V1H BMPR1B CA12 CA8 CELF2 CGNL1 CLNK COL4A4 DACH1 DGKI EPS8 ESRRG FAF1 FBXL17 FHIT FOXO1 FOXP1 FREM1 GAREM1 GLCCI1 GPC6 GPHN GULP1 HERC1 IGFBP5 IL18 IQGAP2 ITGA6 JADE1 KIF13B KIF21A KMT2C L3MBTL4 LGR4 LPP LRMDA MACROD2 MAGI1 MAGI3 MAP3K5 MAPK8 MEF2A MITF MSI2 MYRIP NCOA2 NCOA7 NEBL NEDD4L NR3C2 OSBPL3 PACRG PARD3B PDE1C PDE4D PHLDB2 PICALM PLCG2 PLCL1 PPARG PPARGC1A PPP3CA PRKCE PRKN PSD3 PTPRJ QKI RALGAPA2 RCAN2 RNF150 RNF152 RORA SCIN SDCCAG8 SEMA3C SIK3 SKAP1 SLC26A4 SLC35F3 SLC4A9 SNTB1 SOX6 SPTLC3 SSBP2 TBC1D4 TBC1D5 TBL1X TFCP2L1 TMEM117 TMEM213 TRHDE UBE2E2 WDR72 WWOX XIST ZBTB20 LAKE_ADULT_KIDNEY_C22_ENDOTHELIAL_CELLS_GLOMERULAR_CAPILLARIES https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/LAKE_ADULT_KIDNEY_C22_ENDOTHELIAL_CELLS_GLOMERULAR_CAPILLARIES ADGRF5 ADGRL2 AKAP12 AKT3 ALDOB ANKS1A APBB2 APP ARGLU1 ARHGAP26 ARHGEF12 ARHGEF3 ARL15 ASAP1 BCAS3 BMPR2 CACNA1C CACNA2D1 CADPS2 CALD1 CDH13 CEP112 CHRM3 COL4A1 COL4A2 DNAJB1 DNAJC1 DOCK4 DPYD DYRK1A EBF1 ELMO1 EMCN EPAS1 EPB41L4A EXOC6B FBXL7 FCHSD2 FKBP5 FLT1 FMNL2 FOS GNA14 GNAQ GPC5 GPX3 GRB10 HECW2 HERC1 HIBCH HIPK2 HIVEP3 HLA-E HSP90AA1 HSPA1A HSPH1 IGFBP5 IL6ST ITGA1 ITGA8 JMJD1C KALRN KIAA1217 LDB2 LDLRAD4 LIFR LIMCH1 LRCH1 MACF1 MACROD2 MAML3 MBNL1 MED13L MEF2A MEIS2 MTSS1 MYO1E NCOA1 NFIA NKTR NOSTRIN NRG3 NTN4 PAN3 PBX1 PDE8A PEAK1 PIAS1 PIK3C2A PIP4K2A PITPNC1 PLAT PLPP1 PLPP3 PLXDC2 PPFIBP1 PREX2 PRKCA PRKCE PRKG1 PTPRB PTPRG PTPRM QKI RABGAP1L RAPGEF4 RASAL2 RBMS1 RBMS3 RFX3 SASH1 SBF2 SEC14L1 SHANK3 SLCO2A1 SMYD3 SNED1 SORBS2 SPTBN1 ST6GAL1 ST6GALNAC3 STARD13 SVIL SYNE1 TACC1 TCF4 TEK TGFBR2 TIMP3 TJP1 TMTC1 TTC28 UACA UTRN ZBTB16 ZEB1 ZSWIM6 LAKE_ADULT_KIDNEY_C23_ENDOTHELIAL_CELLS_AVR https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/LAKE_ADULT_KIDNEY_C23_ENDOTHELIAL_CELLS_AVR ACTG1 ADAMTS9 ADGRF5 ADGRL4 AHNAK AKT3 APP ARHGAP26 ARHGAP29 ASAP1 B2M CANX CAVIN2 CD59 CD63 CD74 CD9 CEACAM1 CNN3 DDX5 DNASE1L3 DOCK4 EEF1A1 EGFL7 EIF1 EMCN ENG EPAS1 FBXL7 FLT1 FN1 FTH1 FTL GAPDH GPM6A H3-3B HLA-B HLA-DRA HLA-DRB1 HLA-E HNRNPA2B1 HNRNPDL HSP90AB1 HSP90B1 ID1 IFITM3 IGFBP5 IGFBP7 IL6ST JAK1 KALRN LDB2 MEF2A MEIS2 MIR99AHG MT2A MYL12A MYL12B MYL6 NAMPT NCL NPM1 PABPC1 PBX1 PECAM1 PLAT PLPP3 PPFIBP1 PRDX1 PSMA7 PTMA PTPRB PTPRM PTTG1IP QKI RACK1 RASAL2 RBMS1 RBMS3 RHOA RPL10 RPL13 RPL13A RPL18 RPL19 RPL3 RPL31 RPL4 RPL5 RPL7 RPL8 RPLP0 RPLP1 RPLP2 RPS12 RPS14 RPS16 RPS19 RPS2 RPS23 RPS27A RPS6 RPS8 SASH1 SH3BP5 SPTBN1 ST6GALNAC3 TCF4 TCIM TFPI TGFBR2 TGM2 TIMP3 TLL1 TMSB10 TMSB4X TMTC2 TPT1 TXNIP UBE2D3 UTRN VIM XRCC5 YWHAB ZEB1 ZNF385D LAKE_ADULT_KIDNEY_C24_ENDOTHELIAL_CELLS_AEA_AND_DVR https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/LAKE_ADULT_KIDNEY_C24_ENDOTHELIAL_CELLS_AEA_AND_DVR A2M ABI3BP ACTG1 ADAMTS1 ADAMTS6 ADAMTS9 ADGRF5 ADGRL4 AHNAK AKAP13 AKT3 APBB2 APP AQP1 ARGLU1 ARHGAP26 ARL15 B2M BMPR2 CALD1 CALM1 CD46 CD59 CD74 CD93 CDC42BPA CHRM3 CLDN5 CLIC4 CRIM1 CRYBG3 DEPP1 DNAJA1 DOCK4 DOCK9 DPYD DST DUSP1 EBF1 EGFL7 EIF1 ELMO1 EMCN EMP1 ENPP2 EPAS1 EXOC6 EXOC6B FBXL7 FCHSD2 FLT1 FOS FTL H3-3B HLA-B HLA-DRA HLA-DRB1 HLA-E HSP90AA1 HSP90AB1 HSP90B1 HSPA5 HSPH1 ID1 IFITM2 IFITM3 IL6ST IQGAP1 KCTD12 KIF5B KLF12 LDB2 LIMCH1 MACF1 MBNL1 MEF2A MEF2C MEIS2 MTUS1 MYH9 MYL12A MYL12B MYL6 NAMPT NFKBIA NPM1 PABPC1 PALMD PDE3A PDLIM5 PECAM1 PIK3C2A PLCB1 PLCB4 PLPP1 PODXL PSAP PTMA PTPRB PTPRG PTPRM PTTG1IP RALGAPA2 RASAL2 RBMS3 RHOA ROCK2 RPL10 RPL11 RPL14 RPL15 RPL19 RPL3 RPL4 RPL5 RPLP0 RPLP1 RPS16 RPS18 RPS2 RPS5 RPS6 SOX5 SP100 SPARC SPTBN1 SRGN SRP14 ST6GALNAC3 STOM SYN3 SYNE1 TACC1 TCF4 THSD4 THSD7A TIMP3 TJP1 TM4SF1 TMSB10 TMSB4X TMTC1 TPM3 TPT1 TTC28 UACA UBE2D3 UTRN VIM WWTR1 YWHAB ZEB1 LAKE_ADULT_KIDNEY_C25_ENDOTHELIAL_CELLS_UNASSIGNED https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/LAKE_ADULT_KIDNEY_C25_ENDOTHELIAL_CELLS_UNASSIGNED ARL15 ASAP1 CAST CPNE8 DOCK5 DOCK9 EFNA5 EPB41L4A FBXL7 FCHSD2 FOXP1 FOXP2 KALRN KMT2E LDB2 MMRN1 MYH9 PDE7B PLCB4 PPFIBP1 PPP3CA PROX1 RALGAPA2 SEMA3A SRPK2 SSH2 ST6GALNAC3 STOX2 TCF12 TCF4 TFPI TMEM161B-DT TPM4 TSHZ2 UTRN ZFAND3 ZFC3H1 ZFHX3 LAKE_ADULT_KIDNEY_C26_MESANGIAL_CELLS https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/LAKE_ADULT_KIDNEY_C26_MESANGIAL_CELLS A2M ACTN4 ADGRF5 ADGRL2 AGTR1 AHNAK AKAP12 AKAP9 AKT3 ALDOB ANKRD11 ANKRD12 APBB2 AQP1 ARGLU1 ARID5B ASCC3 B2M BMPR2 C7 CACNA2D1 CALD1 CAMK2D CBLB CDC42BPA COL12A1 COL25A1 COL4A1 COL4A2 CPM CRIM1 DAAM2 DAPK2 DGKH DLC1 DLEU2 DNAJB1 DOCK4 DOCK8 DPYD DST DUSP1 EBF1 EGR1 ELL2 EMCN ENG EPAS1 EPB41L2 EPS8 ETS1 EXT1 FBXL7 FCHSD2 FOS FOSB FRMD4A FTX GAS2 GATA3 GPX3 HERC1 HIPK2 HLA-E HSP90AA1 HSPA1A HSPA1B HSPB1 HSPH1 IGFBP5 IGFBP7 IL18R1 IL1RAPL1 IL6ST INPP4B ITGA1 ITGA11 ITGA8 ITPR1 JUN KALRN LAMA2 LHFPL6 LINC-PINT LMO7 LPP MAML2 MAML3 MAP3K5 MEF2C MEIS1 MEIS2 MGP MTSS1 MYH9 MYO1D MYO1E NBEA NBEAL1 NCOA1 NEAT1 NEK7 NFKBIA NKTR NR2F2-AS1 NR4A1 NRG3 PALLD PCDH9 PDE3A PDE7B PDGFRB PDS5B PHTF2 PIEZO2 PIP5K1B PLCL1 PLPP1 PLXDC2 POSTN PPARG PPP1R12A PRKCA PRKG1 PRR16 PSD3 PTEN PTPRD PTPRG PTPRM RAPGEF2 RAPGEF5 RAPH1 RASAL2 RBMS1 RBMS3 ROBO1 ROCK1 ROCK2 RORA SAMD12 SBF2 SEPTIN7 SH3D19 SLC38A2 SLCO3A1 SPAG9 SPARC SPOCK1 SPTBN1 SSBP2 STARD13 SYNE1 TACC1 TBC1D1 TBL1X TCF4 TEX41 TIMP3 TJP1 TMSB4X TMTC1 TNS1 TNS3 TOP1 TSC22D1 TTC28 UACA UBC UBR3 UNC5C USP53 UTRN WNK1 ZBTB16 ZEB2 ZFP36L1 LAKE_ADULT_KIDNEY_C27_VASCULAR_SMOOTH_MUSCLE_CELLS_AND_PERICYTES https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/LAKE_ADULT_KIDNEY_C27_VASCULAR_SMOOTH_MUSCLE_CELLS_AND_PERICYTES A2M ACTA2 ACTN4 ADGRL3 ADIRF AFF3 AKAP12 AKAP13 AKAP6 AKT3 ALDOB ANKRD36 APBB2 ARHGAP6 ARHGEF7 ARID1B ARID5B ARIH1 ATF3 ATP10A AUTS2 BMPR2 CACNA1C CACNA2D1 CACNB2 CALD1 CAMK2D CBLB CDC42BPA CDH13 CLMN COL18A1 COL4A1 COL4A2 CRIM1 CTNNA3 DGKB DGKG DGKH DLC1 DLG2 DMD DNAJB1 DOCK4 DST DSTN DUSP1 DYRK1A EBF1 EGR1 EPAS1 EPS8 ESYT2 FBXL7 FCHSD2 FER FLNA FOS FOSB FRY FTX GPC6 GPX3 GRID2 HIP1 HPSE2 HSPA1A HSPA1B HSPH1 IGFBP5 INPP4B ITGA1 JUN JUNB KALRN KCNAB1 KIF13A LHFPL6 LPP LRCH1 MAML3 MAP3K5 MBNL1 MCAM MED13L MEF2C MEIS2 MSRB3 MYH11 MYH9 MYLK MYO1D NBEAL1 NEAT1 NHS NR2F2-AS1 NR4A1 NRXN3 NTRK3 PALLD PAN3 PAWR PBX1 PDE1A PDE3A PDLIM5 PDZRN4 PIP5K1B PLCL1 PLPP1 PPP1R12A PPP1R12B PRKG1 PTEN PTPRG RAPGEF2 RASAL2 RBMS3 RBPMS RCAN2 RERG RGS6 ROCK1 ROCK2 SDK1 SIK3 SLC8A1 SLCO3A1 SLIT3 SORBS2 SOX5 SPARCL1 SSBP2 SYNPO2 TACC1 TAGLN TBC1D1 TBX2 THSD4 TIMP3 TJP1 TMTC1 TNS1 TPM1 TTC28 UBC UBR3 UTRN VCL WSB1 ZEB1 ZFHX3 ZFP36 ZFP36L1 ZNF704 LAKE_ADULT_KIDNEY_C28_INTERSTITIUM https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/LAKE_ADULT_KIDNEY_C28_INTERSTITIUM A2M AKAP12 AKT3 APBB2 ARHGAP10 AUTS2 C7 CACNA1C CALD1 CBLB CCN1 COL4A1 COL4A2 COL4A4 DACH1 DCN DGKH DPYD DST EBF1 EPS8 EXT1 FNDC3B FOXO3 IGFBP7 IL6ST INPP4B ITGA1 ITSN1 KALRN KIAA1217 LAMA2 LDB2 LHFPL6 LINC-PINT LPP MAP3K5 MED13L MEIS1 MEIS2 MGP MIR99AHG NAV2 NEGR1 NFIA NR2F2-AS1 PALLD PDLIM5 PLXDC2 PRKCA PRKG1 PTEN RASAL2 RBMS1 RBMS3 RERG REV3L ROCK1 ROCK2 RPLP1 SBF2 SCMH1 SETBP1 SLIT3 SORBS1 SSBP2 STK3 SYNE1 TACC1 TCF12 THBS1 THSD4 TIMP3 TMSB4X TNC TPM1 TSHZ2 TTC28 UACA UBE2E2 UGGT2 USP53 UTRN VMP1 ZBTB16 ZEB2 LAKE_ADULT_KIDNEY_C29_UNKNOWN_NOVEL_PT_CFH_POS_SUBPOPULATION_S2 https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/LAKE_ADULT_KIDNEY_C29_UNKNOWN_NOVEL_PT_CFH_POS_SUBPOPULATION_S2 ACSM3 AGBL4 AKT3 ALDH1A2 ARGLU1 ARHGAP29 AUTS2 BCL2 BICC1 BICD1 BNC2 CASC15 CCDC198 CCN2 CEP112 CFH CNTN4 CRIM1 CTTNBP2 DANT2 DCDC2 DLG2 DPYD DST EDIL3 EHBP1 ENTREP2 EXT1 FBXL7 FER FRMD4A GALNT14 GPHN GULP1 ITGB8 KANK1 KCNT2 KLF6 L3MBTL4 LINC01435 MACF1 MACROD2 MAGI2 MAML3 MBD5 MGAT4C MYO9A NALF1 NEDD9 NOX4 NR2F2-AS1 NRG3 OSBPL10 PALLD PARD3 PARD3B PAWR PDE1A PDE7B PLCB4 PLEKHA7 PRUNE2 RBFOX1 RBMS3 RERG RHEX RORA SHROOM3 SLIT3 SPIDR SVIL SYNE1 TENM3 THRB TMEM178B TPM1 TRAPPC9 TSHZ2 TTC28 UTRN WWOX ZBTB16 ZBTB20 ZDHHC14 ZEB1 ZFPM2 LAKE_ADULT_KIDNEY_C2_PODOCYTES https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/LAKE_ADULT_KIDNEY_C2_PODOCYTES ABLIM2 ACTN4 ADAMTS19 ADAMTS9 ADAMTS9-AS2 ADD3 AHNAK AKT3 ALS2CL ANKRD11 ANKRD12 ANKRD36 APBB2 ARHGAP28 ARHGEF12 ARHGEF26 ARHGEF3 ARMH4 ATP10A BACH1 BCKDHB BICD1 BMPR2 CA10 CACNB2 CALD1 CAST CBLB CCDC148 CCDC91 CCN2 CDC14A CDK6 CDKN1C CEP112 CERS6 CLIC5 CMAHP CMYA5 COL4A3 COL4A4 CPEB4 CPNE8 CPQ CR1 CRIM1 CSPP1 CTDSPL CTTNBP2 DACH1 DACH2 DLG2 DOCK4 DOCK5 DPP6 DST DYNC2H1 EEA1 EML4 ENPEP EPB41L5 ERBIN ERC1 EXPH5 FAT1 FBXL7 FCHSD2 FGF1 FMN2 FMNL2 FNDC3B FRMD3 FRY FTX FYN GHR GMDS GOLIM4 GPC6 GPHN GPX3 GULP1 HIVEP2 HTRA1 IGF1R INTS12 IQCJ-SCHIP1 IQGAP2 ITGA1 ITGAV ITGB8 KANK1 KCNQ1OT1 KIF13A KIF1B KIRREL1 KLF7 KLHL29 LARGE1 LRRC2 LUC7L3 MACF1 MACROD2 MAGI2 MAGI2-AS3 MAML3 MBD5 MGAT5 MIB1 MME MSI2 MTSS1 MYH9 MYO1B MYO1D MYO1E NCOA1 NEBL NES NFASC NLK NPAS3 NPHS1 NPHS2 NPNT NTNG1 P3H2 PALLD PALS1 PAM PAN3 PARD3 PARD3B PAWR PCED1B PCNX4 PCOLCE2 PDE7B PDLIM5 PHACTR4 PICALM PLA2R1 PLCE1 PLXDC2 PODXL PRKG1 PSD3 PTH1R PTPN13 PTPN14 PTPRD PTPRO PTPRQ QKI RABGAP1L RAI14 RASSF8 RBFOX1 RBMS1 RDX RERG RETREG1 RNF150 ROBO2 ROCK1 RYR3 SBF2 SEMA5A SEPTIN11 SGIP1 SH3RF1 SIK3 SLC7A8 SLK SOX2-OT SOX6 SPAG16 SPATS2L SPOCK1 SPOCK2 SRGAP1 SRGAP2 SRGAP2C SSBP2 ST3GAL6 ST6GALNAC3 SULF1 TANC1 TARID TBC1D1 TEAD1 TENM2 TENM3 TET2 TGFBR3 THSD7A TJP1 TMEM245 UACA UBA6-DT UBE2E2 UNC5C UTRN VEGFA VTI1A WIPF3 WWOX XIST ZDHHC6 ZNF804A ZNRF3 ZSWIM6 LAKE_ADULT_KIDNEY_C30_IMMUNE_CELLS_MACROPHAGES https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/LAKE_ADULT_KIDNEY_C30_IMMUNE_CELLS_MACROPHAGES AKAP12 ARHGAP15 CD163 DPYD FKBP5 IL7R MED13L PTPRC SP100 TCF12 LAKE_ADULT_KIDNEY_C3_PROXIMAL_TUBULE_EPITHELIAL_CELLS_S1_S2 https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/LAKE_ADULT_KIDNEY_C3_PROXIMAL_TUBULE_EPITHELIAL_CELLS_S1_S2 ABLIM1 ACMSD ACSM2A ACSM2B ADAMTS9-AS1 AFDN AFM AGAP1 AGXT2 AIG1 AKAP13 ALDOB ANK2 ANK3 ANKIB1 ANKRD11 ANKRD26 ANKS1B AOPEP ARHGAP6 ARHGEF28 ASH1L ASTN2 BCAS3 BCL2 BHMT BNC2 CALD1 CCDC198 CDK14 CGNL1 CHD9 CLDN10 CNKSR3 CNTN4 COL4A1 COMMD10 CPM CRADD CRYL1 CSPP1 CUBN CUX1 CWF19L2 DANT2 DENND1A DIP2C DLG2 DPH6 DPYS DYNC2I1 EBNA1BP2 EHBP1 ENOSF1 ENPEP EPB41L3 ERRFI1 EXOC4 FARP1 FGD4 FGGY FHIT FHOD3 FKBP5 FRAS1 FRMD3 FRMD4B FTX GALNT14 GALNT18 GLYAT GMDS-DT GOLGA4 GOLGB1 GPC6 GPHN GPX3 GRAMD1B HIBCH HPN IGF1R INSR KANK1 KANSL1L KCNJ15 KCNQ1OT1 L3MBTL4 LINC00871 LINC01060 LINC01320 LINC01515 LPP LRMDA LRP2 LUC7L3 MACROD2 MAP3K13 MAPK10 MAST4 MBD5 MIR100HG MME MSRA MYO6 N4BP2L2 NCKAP5 NEAT1 NEDD4L NFIA NFIB NHS NLGN1 NOX4 NRP1 OGA P3H2 PARD3 PATJ PAX8 PBX1 PCCA PCDH15 PCLO PCSK5 PDE4D PDE7A PDE8A PDZD2 PKHD1 PLEKHA5 PLEKHA6 PLEKHA7 PLG PLXDC2 PNISR PPARA PPFIBP1 PPP1R21 PRKN PRRC2C PRUNE2 PTH1R PTH2R PTPRD PTPRG PTPRJ PTPRM PUM3 RAB11FIP3 RABGAP1L RALYL RBM25 RBM47 RBM6 RERE RERG RHEX RHOBTB1 RMST RNF152 RORA SAFB2 SAMD5 SCAPER SCMH1 SDK1 SETBP1 SIK2 SIPA1L1 SLC13A1 SLC13A3 SLC16A12 SLC16A9 SLC17A1 SLC17A3 SLC1A1 SLC28A1 SLC2A9 SLC4A4 SLC5A12 SLIT2 SMIM2-AS1 SMYD3 SNHG14 SNX29 SORBS2 SORCS1 SPAG9 SREK1 SRRM2 SRSF11 SUGCT SUMF1 SYNE2 TACC1 TEAD1 TFDP2 THOC2 TINAG TLN2 TNRC6A TNRC6B TNS1 TRABD2B TRPM3 TRPS1 TTC28 UBE2E2 UGT2B7 ULK4 VPS13A VWA8 WDFY3 WDR72 WWOX ZBTB16 ZBTB20 ZBTB38 ZC3H13 ZHX3 ZNF804B LAKE_ADULT_KIDNEY_C4_PROXIMAL_TUBULE_EPITHELIAL_CELLS_S2 https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/LAKE_ADULT_KIDNEY_C4_PROXIMAL_TUBULE_EPITHELIAL_CELLS_S2 ABLIM1 ACSM2A ACSM2B ACSM3 ADAMTS9-AS1 AGAP1 AGBL4 AKAP12 AKAP13 ALPK2 ANK3 ANKIB1 ANKRD26 AOPEP ARGLU1 ARHGAP26 ARHGAP6 BABAM2 BCL2 BDP1 BICC1 BNC2 CALD1 CAMKMT CCDC198 CDH6 CDK14 CDKAL1 CLIC4 CLSTN2 CNKSR3 CNTN4 COL18A1 COL4A1 COL4A2 CREB5 CRIM1 CUX1 DANT2 DCDC2 DGKH DIP2C DLG1 DLG2 DLGAP1 DNAH14 DYNC2I1 EIF4G3 EPB41L4A EPS8 ERRFI1 EXOC4 EXT1 FAF1 FARP1 FHIT FHOD3 FKBP5 FMNL2 FOXP2 FTX GALNT14 GLIS3 GLS GMDS-DT GNAQ GPC6 GULP1 IGF1R ITGAV ITGB8 ITSN1 KANK1 KANSL1 KANSL1L KCNJ15 KIAA1217 KLF12 KLF6 L3MBTL4 LINC01320 LPP LRMDA LRP2 MACC1 MAML2 MAPK10 MAST4 MBD5 MEF2A NBEA NCKAP5 NEAT1 NFIA NFIB NHS NLGN1 NOX4 NRG3 NRP1 NTN4 OXR1 P3H2 PAM PARD3 PARD3B PATJ PAX8 PDE4D PDE7A PDE8A PDLIM5 PICALM PKHD1 PLCL1 PLEKHA5 PLXDC2 PPFIBP1 PPP1R9A PRKN PRUNE2 PTH2R PTK2 PTPRD PTPRG PTPRK PTPRM RAPGEF2 RASAL2 RBMS3 RBPMS RERE RERG RETREG1 RHEX RHOBTB1 RNF213 RORA SAMD4A SASH1 SBF2 SCMH1 SDK1 SEMA5A SHROOM3 SIPA1L1 SLC13A1 SLC16A12 SLC17A1 SLC2A9 SORBS2 SOX6 SPATS2L SSH2 STOX2 SUMF1 SVIL SYNE2 TCF12 TMEM178B TNIK TPM1 TRABD2B TRIO TTC28 UBE2E2 UGT2B7 VPS13A VWA8 WDFY3 WWC1 WWOX ZBTB16 ZBTB20 ZBTB38 ZFAND3 LAKE_ADULT_KIDNEY_C5_PROXIMAL_TUBULE_EPITHELIAL_CELLS_STRESS_INFLAM https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/LAKE_ADULT_KIDNEY_C5_PROXIMAL_TUBULE_EPITHELIAL_CELLS_STRESS_INFLAM ABAT ABCC2 ACACB ACIN1 ACSF2 ACSM2A ACSM2B ADAMTS8 ADD1 ADGRV1 AFM AFMID AGMO AGPAT3 AGXT2 AHI1-DT AIG1 AK4 AK9 AKAP13 ALDH6A1 ALDOB ANK1 ANKRD11 ANKS1B ANPEP AP3D1 AQP4-AS1 ARHGAP10 ARHGAP26 ARHGAP42 ARID4A ASPA ASPSCR1 ASS1 ASTN2 ASXL1 ATP2A2 ATXN7L1 BAZ1B BAZ2A BBS9 BCL2 BCOR BHMT BICDL1 BNIP3L BRD4 BRD9 BTNL10P C11orf65 C19orf12 C2orf27A C4orf19 C9orf85 CACNA1C CACNA1D CAMK4 CCAR1 CCDC149 CCDC191 CCND3 CDON CDR2 CFAP46 CFDP1 CHD2 CHD6 CHRM3 CLTC CLUAP1 CMBL CNTN1 CNTN4 CNTNAP2 COL27A1 COL4A1 CRADD CREBBP CRYL1 CSMD1 CSMD2 CSPP1 CTNNA3 CTSH CUBN CUX1 CYP2R1 CYP3A5 CYP4A22-AS1 CYTH1 DAB1 DCC DEPTOR DHRS3 DHTKD1 DIP2B DLG2 DMD DNAH2 DNM1 DNM2 DOK6 DPH6 DPP10 DPYS DRD3 DYNC2I1 DZIP1 EBNA1BP2 ECHDC2 EGR1 EIF5B EMX2OS ENOSF1 ENOX1 ENPP6 EOLA1-DT EOLA2-DT EPHA8 EPHX2 EPS8L2 EYA2 FAM227B FGD4 FGGY FKBP5 FMN1 FOS FRAS1 FRMD3 FRMD4A FRMD4B FRMD6-AS2 FSIP1 FXR2 GABBR2 GACAT3 GADD45A GALM GAS5 GCNT2 GHR GLIS1 GMDS-DT GNGT2 GOLGB1 GON4L GPX3 GRAMD1B GRIN2B GTF2IRD1 GUSBP11 HECW1 HIP1 HMGB1 HNF1A-AS1 HOOK2 HPN IGF2BP2 IL1RAPL2 IL36B INSR ITCH ITSN1 KAT6B KCNJ15 KCNK5 KDM2A KIAA1549 KIAA1671 KIF12 KIF26B KIFC3 KLHDC8A KMT2B LARGE1 LARP1 LENG8 LIN52 LINC00276 LINC00402 LINC00635 LINC00671 LINC00871 LINC00907 LINC01060 LINC01239 LINC01255 LINC01322 LINC01515 LINGO1 LMCD1-AS1 LRFN2 LRP2 LRRC4C LSAMP LUC7L LUC7L3 MACROD2 MAL2 MAOB MAP3K13 MAPT MARK2 MCTP1 MDN1 MET METTL7A MFSD4B MIOX MIR100HG MLXIPL MME MMP15 MOGAT1 MSRA MYO6 MYRIP NCKAP5 NCOR1 NELL1 NFE2L1 NFIC NFIX NFKBIA NHS NQO2 NR6A1 NRG1 NRP1 NRSN2-AS1 NSMF NSUN6 NT5C2 NUMB OGA OPHN1 OPTN OSBPL1A OTUD7A P4HA1 PAPPA2 PAQR5 PARP10 PAX2 PAX8 PCDH15 PCK1 PCSK5 PDE10A PDE4D PDHX PDZD2 PFKL PGPEP1 PHF14 PHF20 PIGL PIP5K1A PLCG2 PLEKHA5 PLEKHA6 PLEKHA7 PLG PNISR POR PPARA PPM1L PPP1R16B PPP1R21 PPP2R5E PPP6R2 PRICKLE2 PRKAG2 PRKCE PRKRIP1 PRLR PRODH2 PRPF38B PRRC2C PRSS51 PRUNE2 PTH1R PTMS PTPRG R3HDML-AS1 RAB11FIP3 RAPGEF3 RASGEF1B RASSF4 RBM25 RBM39 RBM47 RBM6 RGL3 RGN RHOBTB1 RIMS2 RIN2 RNA5SP475 RNF115 RNF152 RNF212B RNF220 ROBO2 RORA RRH RUNX1 SAFB2 SAMD5 SCAF8 SEMA4D SHANK2 SHISA6 SHROOM4 SIPA1L3 SLC13A1 SLC13A3 SLC16A10 SLC16A12 SLC16A9 SLC17A1 SLC1A1 SLC22A11 SLC22A12 SLC22A6 SLC22A7 SLC26A3 SLC28A1 SLC2A9 SLC36A2 SLC39A11 SLC43A2 SLC47A1 SLC4A4 SLC5A12 SLC7A7 SLC7A8 SLIT3 SMARCC1 SMG6 SMIM2-AS1 SMIM24 SNX29 SORBS2 SORCS1 SPEF2 SPPL3 SREK1 SRPK2 SRRM2 SRRT SRSF11 STX8 SUCLG1 SUCLG2-DT SUGCT TANC2 TAPT1-AS1 TBCA TCEA3 TCF25 TENM2 TENM4 TENT5A TEX36 TFDP2 THOC2 TIMM23B TLN2 TMEM214 TMEM232 TMEM63A TNRC6A TNRC6B TNRC6C TNS1 TOB2 TPCN1 TPD52 TRA2B TRABD2B TRPM3 TTC23L TTTY14 UBE4B UBN1 ULK4 UNC13B UPB1 UPF2 UPF3B UPP2 URGCP USH1C USP8 VDR WDR13 WDR19 WIPF1 WWOX XPC YTHDC1 ZBED3-AS1 ZBTB16 ZC3H13 ZC3H6 ZC4H2 ZFC3H1 ZHX3 ZMAT1 ZNF614 ZNF708 ZNF804B ZNF826P ZNF91 LAKE_ADULT_KIDNEY_C6_PROXIMAL_TUBULE_EPITHELIAL_CELLS_FIBRINOGEN_POS_S3 https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/LAKE_ADULT_KIDNEY_C6_PROXIMAL_TUBULE_EPITHELIAL_CELLS_FIBRINOGEN_POS_S3 ABCC4 ACMSD ADAMTS9-AS1 AGAP1 AGT AHI1 AKAP12 ALDH6A1 AOX1 APOL6 ARHGAP5 ARHGEF3 ASCC3 ASH1L ATM ATP11A BTG1 C6orf62 CAB39 CALM1 CANX CCNL1 CCT6A CD24 CD59 CDH6 CFI CHD1 CIB1 CLIC4 CLU CNDP2 CNKSR3 CNN3 CNTN4 COBL CRYAB CTSB CTSH CTSL CXCL14 CYB5A DICER1 DNAJC1 DOK6 ENO1 EPS8 EZR FAM135A FAU FBXL7 FCHO2 FGA FGB FGGY FMNL2 FNIP2 FOXP2 FTH1 FTL GALNT14 GATM GBP2 GCLC GLRX GPX3 GULP1 H2AC6 HINT1 HLA-E HOOK1 HSP90AA1 HSP90AB1 HSPA5 HSPA9 HSPD1 IL1R1 ITGB8 KCNIP4 KIF21A KRT18 L3MBTL4 LAPTM4A LINC00278 LINC01320 LPGAT1 LRP2 LRRK2 MACC1 MACF1 MAML2 MAST4 MGST1 MIOX MSRA MT1G NCKAP5 NEAT1 NFIA NLGN1 NRG1 NRP1 NT5C2 NUFIP2 OCIAD1 ODC1 PALS2 PARP14 PDZK1IP1 PEBP1 PHLDB2 PITPNC1 PLAAT4 PLCH1 PLEKHA1 PLSCR1 PNRC1 PRUNE2 PTGR1 PTPRK RALGAPA2 RASSF4 RHEX RNF19A RNF213 RPL18 RPL27 RPLP0 RPS15 RPS16 RPS19 RPS20 RPS23 RRBP1 SEMA6A SERPINA1 SERPINE2 SERPINF2 SIPA1L1 SKAP2 SLC13A1 SLC22A2 SLC27A2 SLC34A2 SLC3A1 SMIM2-AS1 SNX13 SOD1 SOD2 SPAG9 SPATS2L SPP1 SPTLC3 SQSTM1 SSBP2 STAT1 SVIL SYNE2 TAF1D TAX1BP1 TFPI TGM2 TINAG TKT TM9SF3 TMBIM6 TMSB10 TMTC2 TNFSF10 TRPS1 TXNRD1 UGCG UNC5CL VMP1 VPS13A WWTR1 ZBTB20 ZBTB38 ZFAND5 ZNF292 ZNF462 LAKE_ADULT_KIDNEY_C7_PROXIMAL_TUBULE_EPITHELIAL_CELLS_S3 https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/LAKE_ADULT_KIDNEY_C7_PROXIMAL_TUBULE_EPITHELIAL_CELLS_S3 AGBL4 AKAP12 ALDOB ANPEP AQP1 ARID5B ATP5F1E BCL2 BNC2 C11orf54 CALD1 CALM1 CCNI CD63 CDH6 CNDP2 CNKSR3 COL18A1 COL4A2 COX4I1 COX7C CTSB CXCL14 DCDC2 DLGAP1 EEF1A1 EEF2 EZR FTH1 FTL GALNT14 GATM GPX3 HINT1 HLA-A HSP90AB1 HSPA5 HSPD1 ITGAV ITGB8 KCNJ15 KLF6 LAPTM4A LRP2 MT1E MT1G MT2A MTATP6P1 NCL NFIA NOX4 NPM1 NUCKS1 NUMB PABPC1 PARD3 PDZK1IP1 PEBP1 PICALM PPFIBP1 PSAP PTMA PTPRD RERG RETREG1 RHEX RPL11 RPL12 RPL13 RPL13A RPL14 RPL18 RPL19 RPL21 RPL23 RPL24 RPL27 RPL27A RPL3 RPL31 RPL32 RPL34 RPL35 RPL35A RPL37 RPL37A RPL38 RPL4 RPL5 RPL6 RPL7 RPL7A RPL8 RPL9 RPLP1 RPLP2 RPS11 RPS12 RPS13 RPS14 RPS15 RPS16 RPS17 RPS18 RPS19 RPS20 RPS21 RPS23 RPS24 RPS25 RPS27A RPS28 RPS3A RPS4X RPS6 RPS7 RPS8 RPS9 RPSA S100A6 SDC4 SDK1 SERF2 SIPA1L1 SLC13A1 SLC16A12 SLC17A1 SPATS2L TMSB10 TPM1 TPT1 TTC28 UGT2B7 WWC1 ZBTB38 LAKE_ADULT_KIDNEY_C8_DECENDING_THIN_LIMB https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/LAKE_ADULT_KIDNEY_C8_DECENDING_THIN_LIMB ACSL4 ACTG1 ADAM10 ADAMTS1 ADGRG1 ALDH1A2 ALDOA ANXA2 ANXA5 APLP2 ARF1 ARHGAP29 ARHGAP5 ASAH1 ATP5F1A ATP6V1G1 B2M BEX3 BTF3 BTG1 CALM1 CANX CAPN2 CCNI CCT6A CD164 CD24 CD59 CD63 CD9 CDH6 CEBPD CHD1 CIB1 CIRBP CLTA CLU CNBP CNDP2 CPE CRYAB CSDE1 CTSB CTSL CYB5A CYP24A1 CYSTM1 DDX5 DSP DSTN DUSP6 DYNLT1 EDF1 EDIL3 EEF1A1 EEF1B2 EEF1D EEF2 EGR1 EHF EID1 EIF1 EIF4A2 EIF4G2 EIF5 ENO1 EPCAM EPRS1 ERMP1 FAU FOXP2 FTH1 FTL FUBP1 GAPDH GAS5 GDF15 GNAS GPX1 GSTP1 H3-3B HIF1A HINT1 HIPK2 HLA-A HLA-B HMGB1 HNRNPA2B1 HNRNPA3 HNRNPC HNRNPDL HNRNPM HNRNPR HNRNPU HSP90AA1 HSP90AB1 HSP90B1 HSPA5 HSPA8 HSPA9 HSPD1 ID1 IFITM3 IGFBP7 IL6ST IQGAP1 ITGA2 ITGB6 ITM2B JAK1 KIF5B KRT18 KRT8 KTN1 LAPTM4A LDHA LDHB LINC01320 LITAF LMAN1 LRRK2 MAOA MET MMP7 MT2A MYL12A MYL12B MYL6 MYO9A NACA NAMPT NAP1L1 NCL NDUFA4 NFE2L2 NFKBIZ NORAD NPM1 ODC1 PABPC1 PAPOLA PAX8 PCBP1 PDIA3 PDIA6 PEBP1 PFDN5 PFKFB3 PGGHG PGK1 PKM PLEKHA1 PLOD2 PPIA PPIB PRDX1 PRPF40A PSMA7 PSMB1 PTBP3 PTGES3 PTMA PTTG1IP RACK1 RAN RASD1 REEP5 RHOA RPL10 RPL10A RPL11 RPL12 RPL13 RPL13A RPL14 RPL15 RPL18 RPL19 RPL21 RPL23 RPL24 RPL3 RPL30 RPL31 RPL32 RPL34 RPL35 RPL37A RPL4 RPL41 RPL5 RPL6 RPL7 RPL7A RPL8 RPL9 RPLP0 RPLP1 RPLP2 RPS11 RPS12 RPS13 RPS14 RPS15 RPS16 RPS17 RPS18 RPS19 RPS2 RPS20 RPS23 RPS24 RPS25 RPS27 RPS27A RPS28 RPS3A RPS4X RPS5 RPS6 RPS7 RPS8 RPS9 RPSA RTN4 S100A10 S100A6 SARAF SASH1 SAT1 SEC62 SERBP1 SERF2 SERPINA1 SERPING1 SF3B1 SKP1 SLC34A2 SLC38A1 SLPI SOD1 SOD2 SPP1 SRP14 SRSF3 TACSTD2 TAF1D TAX1BP1 TCIM TFPI TFPI2 TGM2 TIMP1 TMBIM6 TMEM59 TMF1 TMSB10 TNFRSF11B TNFSF10 TPI1 TPM1 TPM3 TPT1 TSC22D1 TXNIP UBA52 UBB UBE2D3 UBXN4 UGT2B7 VCAM1 VCL VMP1 XRCC5 YBX1 YWHAB ZFP36L1 ZNF770 LAKE_ADULT_KIDNEY_C9_THIN_ASCENDING_LIMB https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/LAKE_ADULT_KIDNEY_C9_THIN_ASCENDING_LIMB ACSL4 ACTG1 ADGRG1 AIF1L AKR1B1 ALDOA ANK2 ANXA2 ANXA4 ANXA5 APLP2 APP ARF1 ARHGAP24 ARHGAP29 ASPH ATP5F1A ATP5F1B ATP5F1C ATP5MC3 ATP6V0E1 ATP6V1G1 B2M BEX3 BICC1 BTF3 BTG1 C12orf75 CALM1 CANX CAST CBR1 CCNI CCT6A CD24 CD59 CD63 CD9 CIB1 CIRBP CLDN1 CLDN10 CLINT1 CLU CNBP CNDP2 COL4A3 COX4I1 COX7C CRYAB CSDE1 CTNNA1 CYB5A CYCS CYS1 CYSTM1 DANCR DDX5 DEK DSTN DZIP1 EEF1A1 EEF1D EEF2 EID1 EIF1 EIF4A2 EIF4G2 ENO1 EPCAM ERMP1 FAU FCHO2 FOXP2 FTH1 FTL GAPDH GDF15 GNAS GOLM1 GPX1 GSTM3 GSTP1 H3-3B HECTD1 HIF1A HINT1 HLA-B HNRNPA2B1 HNRNPA3 HNRNPC HNRNPDL HNRNPM HNRNPR HNRNPU HOOK1 HSP90AA1 HSP90AB1 HSP90B1 HSPA5 HSPD1 IFITM2 IFITM3 IGFBP7 ITM2B IVNS1ABP JAK1 JTB KIF5B KRT18 KRT7 LAMTOR5 LAPTM4A LDHA LDHB LYPLAL1 MAL MAL2 MAOA MET MPC2 MYL12A MYL12B MYL6 NACA NAP1L1 NCL NCOA7 NDUFA4 NPM1 NTN4 OCIAD1 PABPC1 PDIA3 PDIA6 PEBP1 PFDN5 PFKFB3 PGK1 PKM PLEKHA1 PON2 PPIA PPIB PRDX1 PRDX6 PSMA7 PSMB1 PSME1 PTMA PTTG1IP RAC1 RACK1 RAN RARRES2 RBBP8 REEP5 RHOA RPL10 RPL10A RPL11 RPL12 RPL13 RPL13A RPL14 RPL15 RPL18 RPL19 RPL21 RPL23 RPL24 RPL3 RPL30 RPL31 RPL32 RPL34 RPL35 RPL37A RPL4 RPL5 RPL6 RPL7 RPL7A RPL8 RPL9 RPLP0 RPLP1 RPLP2 RPS11 RPS12 RPS13 RPS14 RPS15 RPS16 RPS17 RPS18 RPS19 RPS2 RPS20 RPS23 RPS24 RPS25 RPS27A RPS3 RPS3A RPS4X RPS5 RPS6 RPS7 RPS8 RPS9 RPSA RSRP1 RTN4 S100A10 S100A6 SARAF SASH1 SAT1 SCCPDH SCIN SDHA SEPTIN11 SERBP1 SERF2 SERPINA1 SF3B1 SIM2 SKIL SLC16A5 SLC25A3 SLC34A2 SLPI SOD1 SOD2 SPP1 SRP14 SRSF3 SYTL2 TACSTD2 TAX1BP1 TCIM TFPI TGM2 TGOLN2 TIMP1 TMBIM6 TMEM176A TMEM59 TNFRSF11B TNFSF10 TPI1 TPM1 TPR TPT1 UBA52 UBB UBE2D3 UBXN4 UGT2B7 VAV3 VMP1 VPS13C WFDC2 XRCC5 YBX1 YWHAB ZFAND5 MANNO_MIDBRAIN_NEUROTYPES_BASAL https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/MANNO_MIDBRAIN_NEUROTYPES_BASAL ACTB ACTG1 ATF4 ATP5F1B ATP5F1E ATP5ME ATP5MG ATP5MJ ATP5PB ATP5PO BEX3 BRK1 BZW1 CFL1 CHCHD2 COX4I1 COX6B1 COX6C DDX5 DYNLL1 EEF1A1 EEF1G EEF2 EIF4A2 ELOB FAU FMC1-LUC7L2 GABARAP H3-3B HNRNPA2B1 HNRNPDL HNRNPK HNRNPU HSPA8 MARCKS NACA2 NDUFA13 PARK7 PCBP1 PFDN5 PSMB4 RBM39 RBM8A RPL13 RPL14 RPL15 RPL28 RPL3 RPL31 RPL34 RPL38 RPL41 RPL6 RPL7 RPL7A RPL8 RPL9 RPS27A RPS4X RPS8 RSRC2 SAP18 SEC61B SEC61G SERBP1 SF3B1 SKP1 SLC25A3 SON SRP14 SRSF5 SUB1 SUMO2 TSC22D1 TUBA1B UBB UBL5 UQCRB UQCRQ MANNO_MIDBRAIN_NEUROTYPES_HDA https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/MANNO_MIDBRAIN_NEUROTYPES_HDA ACOT7 ACSL4 ACSL5 ACTL6B ACVR1B ADA2 ADARB2 ADCY2 ADCY8 AJAP1 AKAP1 AKAP12 AKR1C1 AKR1C2 AMPH ANK1 ANK2 ANK3 ANKRD12 ANKRD13B ANKRD36B ANKRD55 AP1S2 APLP1 APOL6 APP ARG2 ARHGAP23 ARHGEF3 ARL8A ARMH4 ASNS ATCAY ATP1A3 ATP2B2 ATP8A1 BASP1 BCL11A BEX2 BEX5 BICRAL BIN1 BIVM-ERCC5 C1QL1 C1orf35 C22orf42 C2CD4C CA1 CACNA1E CACNG2 CADM1 CADPS CALB2 CAMK2B CAMK2N1 CASZ1 CBLN2 CCDC136 CCSER1 CD2 CD24 CD27-AS1 CDC42EP3 CDH13 CDH4 CDK5R1 CELF3 CELF4 CELF5 CELSR3 CEP126 CGN CHD5 CHGA CHL1 CHRNA4 CHRNA7 CHST1 CLCN4 CLSTN2 CLUL1 CLVS1 CLVS2 CNGB1 CNTN1 COBL COL8A1 COLQ CPEB4 CPNE4 CRHBP CRMP1 CSMD1 CSRNP3 CTNNA2 CTTNBP2 CTXN2 CXADR CYRIA DAAM1 DACT1 DCLK1 DCX DDC DGKE DIRAS3 DLG2 DLG4 DLK1 DMTN DNASE1L1 DNER DNM3 DOCK4 DOK4 DOK6 DPP6 DPYSL3 DRAIC DSCAM EBF1 EBF2 EBF3 EDIL3 EEF1A2 EEPD1 EHBP1 EID2B ELAVL2 ELAVL3 ELAVL4 ELOVL3 ELOVL4 EN1 EN2 ENC1 ENO2 EPB41L1 EPHA5 ERBB4 ERC2 FAM13C FAM217B FAT3 FAXC FBLL1 FBXL16 FGF13 FGF9 FJX1 FNBP1 FNDC5 FNDC9 FOXA1 FOXA2 FOXP2 FRMD3 FSD1 FSTL4 FUT9 GABBR2 GABRA2 GABRB1 GABRB3 GABRG2 GALNT17 GAP43 GARNL3 GDAP1L1 GFRA1 GLCE GLRA2 GNAL GNAO1 GNAZ GNG2 GNG3 GOLGA7B GPC2 GPM6A GPR68 GPR85 GPRASP1 GPRIN3 GRIA1 GRIA3 GRIA4 GRIK2 GRIK3 GRIN3A GRIP1 GRIP2 GRM8 GSE1 HBA1 HBA2 HBG1 HBG2 HERC2P4 HIVEP3 HOOK1 HPCAL4 HPGD HS3ST4 ICA1L IGF1 IGSF9 INA INHBA-AS1 INSM1 IRF2BPL IRGQ JPH4 JUP KCNAB1 KCNIP4 KCNMA1 KCNN3 KCNQ3 KCTD8 KIF21B KIF3A KIF5C KIFC2 KLF7 KLHL1 KLHL14 KLHL29 KLHL32 KLHL35 L1CAM LAMC2 LDB2 LHFPL4 LMTK3 LMX1A LPCAT4 LRRC3B LRRC55 LRRC7 LSAMP LY6H LYST MAB21L1 MACO1 MAGI2 MAP1B MAP2 MAP3K11 MAP3K9 MAST1 MAST2 MED12L MEG3 MIAT MIR124-2HG MIR3917 MLLT11 MMP24 MSANTD3-TMEFF1 MTURN MTUS2 MUC16 MUC19 MYO5A MYRIP MYT1L NALF1 NAP1L3 NAV3 NCAM1 NCDN NEB NECTIN1 NEDD4L NEGR1 NFE2L3 NFIX NLGN4X NLK NMNAT2 NNAT NPY1R NR4A2 NREP NRXN1 NRXN2 NRXN3 NSG1 NSG2 NTM NTNG1 NTSR1 NYAP1 OLFM3 OPN5 OPRK1 OPTN OR4N2 PAK3 PAK5 PAK6 PAPPA PARP8 PBX1 PBX3 PCDH1 PCDHGC4 PDE4DIP PDZD7 PDZRN4 PGM2L1 PHACTR3 PIANP PID1 PIP4P2 PITX3 PKIA PLCXD3 PLEKHA1 PLEKHA6 PLEKHM3 PLPPR2 PLPPR4 PLXNA3 PLXNA4 PLXNC1 PNMA8B POU2F2 PPFIA2 PPP1R21 PPP2R3A PRDM8 PRKACB PRKAR1B PRKCA PRKCB PRKCZ PRKX PRLR PRRT2 PSD PSD2 PTGES3L PTK2B PTPN5 PTPRO PWAR1 RAB11FIP4 RAB9B RALGDS RALYL RAP1GAP2 RAPGEF5 RASSF5 RBFOX2 REEP1 REEP2 RELN RETREG1 RFPL1S RGS6 RIMS1 RIMS2 RIPOR2 RNF112 RNF113A RNF14 ROBO1 ROBO2 ROCK1 RTL9 RTN1 RUNDC3B SAMD14 SBK1 SCARNA22 SCD5 SCG3 SCG5 SCN2A SCN3A SCN3B SCN9A SDC1 SEMA3D SEMA3E SEMA6D SERINC1 SERTAD4 SEZ6L SEZ6L2 SH3BP5 SH3GL3 SH3PXD2A SHANK2-AS1 SHF SHISAL1 SHROOM2 SHTN1 SLC12A5 SLC16A14 SLC17A6 SLC18A1 SLC1A4 SLC24A3 SLC32A1 SLC39A8 SLC4A3 SLC4A8 SLC6A15 SLC8A2 SLITRK1 SLITRK4 SMIM18 SMPD3 SMURF1 SNAP25 SNAP91 SNORA12 SNORD116-29 SOBP SOX11 SPINT2 SRCIN1 SRGAP1 SRRM4 SSTR2 STAR STMN1 STMN2 STMN4 STOX2 SULT4A1 SV2A SV2B SVOP SYNJ1 SYT13 SYT4 SYT7 TAC1 TAFA1 TAGLN3 TBC1D3 TCEAL5 TENM1 TERF2 TERF2IP TFR2 TH THSD7B TLE2 TM2D3 TMCC3 TMEFF2 TMEM121B TMEM132B TMEM163 TMEM169 TMEM178B TMEM185B TMEM196 TMEM35A TMEM59L TMEM74B TMEM88 TMOD2 TOX2 TPPP TRIM38 TRIM46 TRIM67 TSPAN13 TSPAN7 TTC9B TTLL7 TUBA1A TUBB2B TUBB3 UBASH3B UBE2QL1 UCHL1 UGCG ULK3 UNC13A UNC79 VAV3 VWA5A XIST XKR4 XPR1 YPEL2 YWHAG ZBTB38 ZC2HC1A ZCCHC12 ZFHX2 ZFHX3 ZFP69B ZGLP1 ZNF33B ZNF385D ZNF568 ZNF57 ZNF697 MANNO_MIDBRAIN_NEUROTYPES_HDA1 https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/MANNO_MIDBRAIN_NEUROTYPES_HDA1 ABLIM3 ACSL4 ACSL6 ACTL6B ACVR2A ADAM2 ADAM22 ADARB2 ADCY1 ADCY2 ADCY8 AJAP1 AKAP9 AKR1C1 AKR1C2 AMER2 AMPH ANK1 ANK2 ANK3 ANKRD36B ANKRD44 AP1S2 APBA1 APLP1 APP ARG2 ARHGAP23 ARHGEF3 ARL8A ARMCX5-GPRASP2 ARMH4 ARRB1 ASB4 ASIC2 ASXL3 ATCAY ATP11C ATP1A3 ATP1B1 ATP8A2 ATP9A B3GALT2 BASP1 BCL11A BDNF BEND4 BEX5 BICRAL BNC2 C1orf35 C2CD4C C2CD5 CA1 CACNA1B CACNA1C CACNA1E CACNG2 CADM1 CADPS CADPS2 CALB1 CAMK2B CAMK2N1 CASP2 CBLN2 CCBE1 CCDC136 CCDC184 CCDC85A CCDC88A CCSER1 CD2 CD24 CDH13 CDH22 CDH3 CDH4 CDK14 CDK5R1 CDKL2 CDKN2D CELF3 CELF4 CELF5 CERS6 CHD3 CHD5 CHGA CHL1 CHN2 CHRNA4 CHRNA7 CHST1 CHSY3 CLASP2 CLCN4 CLVS1 CMIP CNR1 CNTN1 COMTD1 CORO2A CPEB3 CPEB4 CRMP1 CSMD1 CSMD2 CSMD3 CSRNP3 CTNNA2 CTXN2 CXADR CYP4X1 DAAM1 DAPK1 DCC DCLK1 DCX DDC DLK1 DMTN DNAJB5 DNAJC3 DNAJC6 DNER DNM1 DNM3 DOCK3 DOCK4 DOK4 DOK6 DPP6 DPYSL3 DRAIC DSCAM DUSP26 DUSP4 EBF3 EHBP1 EID2B ELAVL2 ELAVL3 ELAVL4 ELFN2 ELOVL3 ELOVL4 EN1 EN2 ENC1 ENO2 ENPP4 EPB41 EPB41L1 EPB41L4B EPHA5 ERBB4 ERC2 FADS3 FAIM2 FAM169A FAT3 FAT4 FAXC FBLL1 FBXL16 FBXL3 FBXO11 FGD1 FGF13 FGF9 FKBP1B FNBP1L FNDC9 FOXA1 FOXA2 FOXP2 FRMD5 FRMD8 FRMPD4 FRS3 FRY FUT9 GAB2 GABBR2 GABRA2 GABRB1 GABRB3 GABRG2 GAP43 GARIN1A GDAP1 GDPD5 GFRA1 GLRA2 GNAL GNAO1 GNAQ GNG2 GNG3 GNPTAB GOLGA7B GPC2 GPM6A GPR12 GPR176 GPR26 GPR85 GPRASP1 GRIA3 GRIK3 GRIN3A GRM8 GRP GSDME HBA1 HBA2 HCN3 HIVEP3 HMGCLL1 HMX2 HOOK1 HPCAL4 HS3ST4 HSPA12A IGDCC4 IGF1 INA INSM1 IQCJ-SCHIP1 IRGQ JAKMIP1 JAKMIP3 JPH3 JPH4 JUP KALRN KCNAB1 KCND2 KCNIP4 KCNJ6 KCNMA1 KCNN3 KCNQ3 KCTD7 KCTD8 KIAA1549L KIF21A KIF21B KIF3A KIF3C KIF5C KIFC2 KLC1 KLHL1 KLHL13 KLHL29 KLHL32 KLHL35 KSR2 L1CAM LDB2 LGI2 LHFPL4 LINGO1 LMO4 LMTK3 LMX1B LONRF2 LPCAT4 LPIN1 LRRC3B LRRC55 LRRC7 LRRTM2 LRRTM4 LSAMP MAB21L1 MACROH2A2 MAN2A2 MAP1B MAP2 MAP3K9 MAP6 MAPK8 MARCHF1 MARK1 MAST1 MAST2 MCF2L MEG3 MEST MFSD6 MIAT MID1 MIR124-2HG MLLT11 MMD MMP24 MSANTD3-TMEFF1 MTURN MTUS2 MYEF2 MYRIP MYT1L NALCN NALF1 NAP1L2 NAP1L3 NAP1L5 NAPB NAV1 NAV3 NBEA NCAM1 NCS1 NDRG4 NECAP1 NECTIN1 NEDD4L NEGR1 NETO2 NFASC NIPA1 NKAIN2 NLN NMNAT2 NNAT NOL4 NPAS4 NPNT NR4A2 NREP NRXN1 NRXN2 NRXN3 NSG1 NSG2 NTNG1 NTSR1 OCRL OLFM3 OPN5 OPRK1 OPTN OSBPL6 PAK3 PAK5 PALB2 PAPPA PBX1 PBX3 PCDH1 PCDHA7 PCSK1N PCSK2 PDE1A PDE1C PDE4D PDE4DIP PDZD7 PDZRN4 PEG3 PGAP4 PGM2L1 PHACTR3 PHYHIPL PID1 PIK3R1 PITX3 PKIA PLCB1 PLCB4 PLEKHA6 PLPPR4 PLXNA3 PLXNA4 PLXNC1 PNMA2 POU2F2 POU3F2 PPFIA2 PRDM8 PRICKLE2 PRKAG2 PRKAR1B PRKAR2B PRKCA PRRT2 PRRT4 PSD PSD2 PTPN18 PTPN3 PTPN5 PTX3 RAB11FIP4 RAB3A RAB3B RAD21-AS1 RALGDS RALGPS1 RALYL RAPGEF5 RASSF5 RBFOX2 RCAN2 RCOR2 REEP1 RELN RETREG1 REV3L RFPL1S RGS17 RIMS1 RIMS3 RIMS4 RNF112 RNF125 RNF144A RNF165 RNF175 ROBO1 ROBO2 RORA RTN1 RUFY2 RUFY3 RUNDC3A RUNDC3B RUSC1 SAMD14 SBK1 SCAPER SCD5 SCG2 SCG5 SCN2A SCN3A SCN3B SCN8A SCN9A SDC3 SEMA6D SEPTIN3 SERINC1 SERTAD4 SEZ6L SEZ6L2 SGTB SH3BP5 SHANK2 SHISA6 SHTN1 SLC12A5 SLC16A14 SLC17A6 SLC18A1 SLC18A2 SLC1A4 SLC22A15 SLC25A12 SLC38A1 SLC4A3 SLC4A4 SLC4A8 SLC6A3 SLC8A1 SLC8A2 SLC9A7 SLITRK4 SMIM17 SMPD3 SNAP25 SNAP91 SNCA SNTG1 SNX1 SOBP SOX11 SPINT2 SPOCK1 SRCIN1 SRGAP1 SRRM4 SSH2 SST SSTR2 ST8SIA2 ST8SIA3 STK32B STMN2 STMN4 STXBP1 STXBP5 SULT4A1 SV2A SV2C SVOP SYNGR3 SYP SYT13 SYT4 SYT7 TAC1 TAOK3 TBC1D24 TBC1D3 TBC1D9 TCEAL2 TENM1 TERF2IP TES TH TLCD3B TMCC3 TMEFF2 TMEM121B TMEM132B TMEM151A TMEM169 TMEM178B TMEM185B TMEM196 TMEM255A TMEM35A TMEM59L TMEM74B TMOD2 TMX4 TOX2 TOX3 TPPP TRHDE TRIM36 TRIM58 TRIM67 TSC1 TSHZ2 TSIX TSPOAP1 TTC9 TTC9B TUB TUBB2B TUBB3 TULP4 UBE2QL1 UBXN2B UCHL1 UNC13A UNC79 VASH2 VAT1 VAV3 VGF VSNL1 VSTM2A VSTM2A-OT1 VWA5A WASF1 WDR47 XKR4 XPR1 YPEL3 YWHAG ZBTB38 ZBTB46 ZBTB6 ZC2HC1A ZC3H8 ZCCHC12 ZFHX2 ZFHX3 ZFHX4 ZNF25 ZNF3 ZNF33B ZNF385D ZNF497 ZNF697 ZNF793 ZNF821 ZSWIM6 MANNO_MIDBRAIN_NEUROTYPES_HDA2 https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/MANNO_MIDBRAIN_NEUROTYPES_HDA2 AATK ABCA3 ABCC8 ABLIM3 ACOT7 ACTL6B ADARB2 AJAP1 AK5 AKR1C1 AKR1C2 ALDH1A1 ALX4 AMER3 AMN1 ANK3 ANKH ANKRD44 APBA1 APLP1 ARG2 ARHGAP28 ARHGEF3 ASB4 ASXL3 ATCAY ATP1A3 ATP1B1 ATP8A2 ATP9A B4GALNT1 B4GALT6 BAALC BASP1 BDNF BEGAIN BEX1 BEX2 BEX5 BICRAL BLCAP BNC2 BRSK1 BSN BTBD1 C10orf95-AS1 C12orf76 C19orf12 C1QL1 C1orf35 C22orf42 C6orf118 CACNA1A CACNA1B CACNA1E CACNG2 CACNG4 CACNG8 CADPS CALB1 CALHM6 CALN1 CAMK2N1 CASKIN1 CBLN2 CBLN4 CCDC85A CD2 CD24 CD27-AS1 CDH13 CDH4 CDH8 CDK14 CDK5R1 CDKL2 CDKN2D CDON CELF3 CELF4 CELF5 CEP126 CGN CHD5 CHL1 CHMP2B CHRNA4 CHRNA6 CHRNA7 CHRNB3 CHST1 CLDN1 CMIP CNR1 CNTN1 CNTN4 CNTN5 CNTNAP2 COL11A1 CORO2A CPEB3 CREG2 CRMP1 CSMD1 CSMD2 CSRNP3 CTNNA2 CXADR CYP4X1 DCC DCX DDC DEAF1 DGKE DIRAS2 DIRAS3 DKK3 DLG2 DLK1 DMTN DNAH2 DNAJC12 DNAJC6 DNM3 DOCK3 DOK4 DOK6 DOP1A DPP6 DPP7 DPYSL3 DRAIC DRD2 DSCAM DUSP4 DYNC1I1 EEF1A2 EID2B ELAVL2 ELAVL4 ELOVL3 ELOVL4 EN1 EN2 ENHO ENO2 ENOX1 ENPP4 ENTREP2 EPB41L1 EPB41L4B EPHA5 ERBB4 ERC2 FADS3 FAIM2 FAM184A FBLL1 FBXL16 FGF13 FGF9 FHOD3 FKBP1B FLRT3 FNBP1L FOXA1 FRMPD3 FRMPD4 FRY FUT9 FXYD6-FXYD2 GABARAPL1 GABRA2 GABRB1 GABRB3 GABRG2 GAP43 GARNL3 GFRA1 GNAL GNAO1 GNG3 GNPTAB GOLGA3 GOLGA8B GPC2 GPM6A GPR12 GPR26 GPR85 GPRASP1 GPRIN3 GRIA2 GRIA3 GRIK3 GRIP2 GRM5 GRP HBA1 HBA2 HBB HBG1 HBG2 HERC2P2 HMGCLL1 HOOK1 HPCAL4 HPRT1 IGF1 IKZF4 INA INSM1 IPCEF1 JAKMIP1 JPH3 JPH4 JPT1 JUP KCNC2 KCNIP4 KCNJ6 KCNN3 KCTD4 KIAA1549 KIF21B KIFAP3 KIFC2 KLC1 KLHL1 KLHL13 KLHL29 KLHL32 KRT17 KRT222 KRT5 L1CAM LGI1 LGI2 LHFPL4 LMO3 LMO4 LONRF2 LRFN5 LRRC37A3 LRRC3B LRRC49 LRRC55 LRRC7 LRRTM2 LRRTM4 LY6H MAP1B MAP2 MAP7D2 MAPRE2 MAST1 MCC MEG3 MEST MGAT4C MIAT MIR3917 MLLT11 MMP24 MPP2 MPPED2 MTURN MTUS2 MYCBP2 MYO5A MYRIP MYT1 MYT1L NALCN NALF1 NAP1L3 NAPB NCAM1 NDRG4 NEDD4L NETO2 NFASC NIPA1 NKAIN1 NKAIN2 NLN NMNAT2 NNAT NOL4 NPAS4 NPY1R NR4A2 NREP NRXN2 NRXN3 NSG1 NSG2 NTM NTSR1 NYAP1 OLFM3 OPN5 OPRK1 OPTN OSBPL6 PACS1 PAK3 PAK5 PAPPA PBX1 PBX3 PCDH1 PCDH17 PCDHB4 PCSK2 PDE11A PDE1A PDE1B PDE2A PDE4D PDP1 PDZD7 PDZRN4 PEX5L PFKP PGAP4 PGM2L1 PHACTR3 PHYHIPL PIANP PID1 PIK3CD PIK3R1 PITX3 PKIA PLA2G4C PLCXD3 PLEKHA6 PLPPR2 PLPPR4 PLXNA4 PLXNC1 PNCK PNMA2 POU2F2 POU3F2 POU6F1 PPFIA2 PRKACB PRKAR2B PRKCA PRKCB PRL PRRT2 PRRT4 PSD PSD2 PTPN3 PTPN5 RAB3B RAB3C RAB9B RALGDS RALYL RAP1GAP2 RASA4 RASGEF1B RASGRF2 RBFOX2 RCAN2 REEP1 REEP2 RERG RET RETREG1 REV3L RGS6 RIMBP2 RIMS1 RIMS2 RIMS3 RNF112 RNF125 RNF165 RNF17 ROBO1 ROBO2 RTN1 RUFY3 RUNDC3A RUNDC3B RUSC1 SBK1 SCAMP1 SCARNA1 SCG5 SCN2A SCN3A SCN3B SCN8A SCN9A SDC1 SDC2 SEMA6C SEMA6D SERINC1 SERTAD4-AS1 SEZ6L SEZ6L2 SH3BP5 SH3GL3 SH3PXD2A SHANK2 SHF SHISAL1 SHROOM2 SHTN1 SLC17A6 SLC18A1 SLC18A2 SLC1A4 SLC22A15 SLC4A3 SLC6A15 SLC6A3 SLC8A2 SLC9A7 SLITRK1 SLITRK4 SLITRK5 SMIM18 SMPD3 SNAP25 SNAP91 SNCA SNORD116-29 SNTG1 SNX1 SOBP SOX11 SOX6 SPIN4 SPINT2 SRCIN1 SRRM4 SSTR2 ST8SIA2 ST8SIA3 STMN1 STMN2 STMN4 STXBP1 STXBP5 SULT4A1 SV2A SV2B SV2C SYN2 SYNPR SYP SYT13 SYT4 SYT7 TAC1 TACC2 TBC1D3 TCEAL5 TH TLCD3B TMCC3 TMEM121B TMEM132B TMEM151A TMEM169 TMEM178B TMEM196 TMEM35A TMEM59L TMOD2 TOX2 TPBG TPPP TRIM36 TRIM46 TRIM67 TSIX TSPAN7 TTR TUB TUBA1A TUBB2A TUBB2B TUBB3 TXN UBASH3B UBE2QL1 UCHL1 ULK2 USP49 VGF VSNL1 VSTM2A VWA5A WSB2 XKR4 XKR6 XPR1 ZC2HC1A ZCCHC12 ZFHX3 ZNF697 ZNF813 ZNFX1 MANNO_MIDBRAIN_NEUROTYPES_HENDO https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/MANNO_MIDBRAIN_NEUROTYPES_HENDO A2M AAMDC ABCA1 ABCB1 ABCB4 ABCG1 ABCG2 ABHD17A ABLIM1 ABLIM3 ACE ACOT9 ACSL5 ACSS1 ACTN1 ACTN4 ACVR1 ACVRL1 ADAM15 ADAM1A ADAMTS1 ADAMTSL2 ADAMTSL4-AS1 ADCY4 ADGRA2 ADGRF5 ADGRL2 ADGRL4 ADM ADM5 ADORA2A ADORA2A-AS1 AFAP1L1 AFAP1L2 AFF1 AHNAK AJAP1 AKAP12 ALPL AMOTL1 ANGPT2 ANGPTL4 ANKRD37 ANXA1 ANXA11 ANXA2R ANXA3 ANXA4 ANXA5 AP1S2 APCDD1 APLN APLNR APOL4 APOLD1 APRT ARAP2 ARAP3 ARC ARHGAP18 ARHGAP29 ARHGEF1 ARHGEF12 ARHGEF15 ARPC1B ASAH1 ASB9 ATP8B1 AXIN2 B2M B4GALT1 BCAM BCAP29 BCL3 BCL6B BMP4 BNIP2 BOK BSG BTNL9 C1orf115 C1orf54 C2CD2L C2CD4B CA2 CA5A CALCRL CARD8 CASP1 CASP12 CASP3 CASP4 CAST CASTOR1 CAV1 CAV2 CAVIN1 CAVIN2 CAVIN3 CCDC141 CCDC186 CCDC68 CCDC85B CCM2L CCN1 CCN2 CCNL1 CCNY CCT8L1P CD164 CD19 CD27 CD34 CD4 CD55 CD59 CD81 CD82 CD93 CDA CDC42EP2 CDH11 CDH5 CDK7 CDKN1A CDKN2B CEACAM21 CEMIP2 CERS2 CETP CFLAR CGNL1 CHST15 CHST3 CHST7 CKMT2 CLDN5 CLEC14A CLEC1A CLEC2B CLEC3B CLIC2 CLIC4 CLIC5 CNN2 COBLL1 COX7A1 CPD CPNE2 CPNE5 CPT1A CRACDL CREB5 CREM CRIM1 CRTAP CSF3 CSGALNACT1 CSRNP1 CSRP1 CSRP2 CTDSP1 CTHRC1 CXCL1 CXCL12 CXCL2 CXCL8 CYB5A CYBA CYYR1 DAB2 DAP DCBLD1 DDIT3 DEDD2 DEGS2 DENND2C DENND3 DGKE DHRS3 DIPK2B DLL4 DNASE1L1 DNASE1L3 DOCK6 DOCK9 DOK4 DPEP1 DSP DTX3L DUSP1 DUSP5 DUSP6 DYSF ECE1 ECM1 ECSCR EDN1 EDN3 EEA1 EFCAB14 EFNA1 EFNB2 EGFL7 EGR1 EGR2 EGR3 EHD4 ELF1 ELL2 ELN ELOVL1 EMCN EMP1 EMP2 ENG ENTPD1 ENTREP2 EOGT EPAS1 EPHA2 EPHB4 EPHX4 ERC2-IT1 ERF ERG ERVMER34-1 ESAM ESM1 ESYT2 ETS1 ETS2 EVA1B F11R F2RL1 FABP4 FAM124B FAM43A FAM78A FAM89A FAR2 FBLN2 FCGR2A FCGRT FCHO2 FES FGD5 FGR FHL3 FKBP1A FKBP5 FLI1 FLNB FLT1 FLT4 FLVCR2 FMNL3 FN1 FOLH1B FOS FOSB FOXC1 FOXF1 FOXF2 FOXL2 FOXL2NB FOXN3 FOXQ1 FRMD4B FRMD6 FRMD8 FSCN1 FSTL1 FUT1 FXYD5 FZD4 FZD6 GAB1 GABRE GADD45A GADD45B GALNT18 GAS6 GATA2 GBP4 GBP6 GDF15 GDPD5 GGT5 GIMAP1 GIMAP4 GIMAP5 GIMAP6 GIMAP7 GIPC3 GJA1 GJA4 GJC2 GLRX GMFG GNA14 GNAI2 GNG11 GNG5 GPCPD1 GPD1L GPR146 GPR155 GPR4 GRAP GRN GRPEL2 GUK1 GZMA HAPLN1 HAPLN3 HBA1 HBA2 HBB HBEGF HBG1 HBG2 HDAC7 HEG1 HELZ2 HERPUD1 HES1 HEY2 HHEX HIC1 HID1-AS1 HLX HOPX HPGD HRCT1 HSD17B14 HSPA12B HSPA2 HSPB1 HSPG2 HTRA1 HYAL2 ICA1 ICAM1 ICAM2 ICAM4 ICOSLG ID1 ID3 IER2 IFI16 IFI27 IFI35 IFI44 IFI44L IFI6 IFITM2 IFITM3 IGFBP2 IGFBP3 IGFBP4 IGFBP7 IKBKE IL32 IL4R IL6ST INPP5D INSR IQGAP1 IQGAP2 IRF1 IRF2 ISG15 ISLR ISM1 ITGA1 ITGA5 ITGA6 ITGB1 ITM2A ITPKB ITPR3 ITPRID2 ITPRIP ITPRIPL2 ITSN2 IVNS1ABP JAG1 JAG2 JAK1 JAM2 JCAD JPH1 JUN JUNB JUP KANK2 KANK3 KANK4 KCNJ2 KDR KIAA1671 KITLG KL KLF1 KLF13 KLF2 KLF3 KLF4 KLF6 KLHL29 KLHL5 KLHL6 KRT14 KRT5 LAMA4 LAMB1 LAMB2 LAMC1 LAPTM4A LATS2 LAYN LCP2 LDB2 LDLR LDLRAP1 LEF1 LEPR LGALS9 LHFPL2 LHX6 LIFR LIMS1 LIMS2 LIPA LMCD1 LMO2 LONRF3 LPAR6 LPP LRP8 LRRC36 LRRC55 LRRC8C LSMEM1 LSR LTA LTBR LUZP1 LXN LYL1 LYSMD2 MAFF MAGT1 MALT1 MAOA MAP3K1 MAP3K11 MAP4K2 MAP4K3 MAST4 MATN3 MBNL2 MBTPS1 MCAM MCF2L MCL1 MDN1 MECOM MEF2A MEF2C MEF2D MEGF6 MFNG MFRP MFSD2A MGAT1 MGST2 MICOS10-NBL1 MIR155HG MIR17HG MIR211 MIR22HG MKNK2 MMD MMP25 MMP28 MMRN2 MPP1 MSN MSRB3 MT1E MT1F MT1X MT2A MTUS1 MYC MYCBPAP MYCT1 MYH9 MYL12A MYL12B MYLK2 MYO1B MYO1C MYO5C MYO6 MYORG MYRIP MYZAP N4BP3 NAMPT NECTIN2 NEDD9 NEIL1 NHERF2 NIBAN1 NID2 NKD1 NLRC3 NMI NOD1 NOS2 NOS3 NOSTRIN NOX4 NPAS2 NPC2 NPDC1 NPIPB3 NPIPB5 NPR1 NQO1 NR1D1 NR3C1 NR4A1 NR4A3 NRP1 NRP2 OSMR OSTF1 PABPC4L PALD1 PALMD PAM PAQR5 PARP12 PARP14 PARP9 PCAT19 PCDH12 PCED1B PDE4B PDE7B PDE8A PDGFB PDK4 PDXK PEAK1 PECAM1 PELO PER1 PFKL PFN1 PGAP6 PGF PGGHG PHLDA1 PICALM PIEZO1 PIK3CB PIK3IP1 PIK3R6 PINK1 PITPNA PKIG PKP4 PLA2G4C PLAAT3 PLAUR PLCB3 PLCG2 PLEKHA1 PLEKHG1 PLEKHG2 PLIN2 PLK2 PLLP PLOD1 PLS3 PLSCR1 PLVAP PLXND1 PMAIP1 PNP PNRC1 PODXL POLD4 POMP PON2 PPFIBP1 PPIC PPM1H PRCP PRDM1 PREX1 PRICKLE2 PRKCH PRKD3 PROCR PROSER2 PRSS12 PRX PRXL2A PTBP1 PTGS2 PTPRB PTPRG PTPRM PXDC1 PXN PZP QPCT RAB13 RALB RAMP2 RAPGEF3 RAPGEF4 RAPGEF5 RAPH1 RARG RASGRP2 RASGRP3 RASIP1 RASSF3 RBMS1 RBMS2 RBP1 RBPMS RCAN1 RCSD1 REEP3 RELL1 REST RFTN2 RGCC RGL1 RGS3 RHBDF2 RHOA RHOB RHOC RHOJ RIGI RNASE1 RNF135 RNF144B RNF19A ROBO4 RPS28 RPS6KA2 RPS6KA3 RRAS S1PR1 SAT1 SCARB1 SCARF1 SCML1 SDC3 SDCBP SEC14L1 SEL1L3 SELE SELENOP SEMA3G SERINC5 SERPINB6 SERPINB8 SERPINE1 SERPINH1 SERTAD1 SESTD1 SGK1 SH2B3 SH2D3C SH3BP4 SH3PXD2A SH3TC1 SHANK3 SHC1 SHE SHROOM1 SHROOM4 SIK1 SLC16A1 SLC16A14 SLC16A2 SLC16A3 SLC16A4 SLC16A5 SLC1A4 SLC22A23 SLC26A2 SLC2A1 SLC2A3 SLC31A1 SLC35F2 SLC38A2 SLC38A3 SLC38A5 SLC39A1 SLC39A8 SLC3A2 SLC46A3 SLC4A1 SLC52A3 SLC5A6 SLC7A1 SLC7A11 SLC7A5 SLC7A8 SLC9A1 SLCO1A2 SLCO2A1 SLCO2B1 SLK SMAD1 SMAD6 SMAD7 SMAGP SMARCA2 SMCO4 SMG1P3 SMTN SNAP23 SNHG12 SNHG8 SNRK SNX3 SOCS3 SOD2 SOS1 SOX17 SOX18 SOX7 SP6 SPINK8 SPOCK2 SPRY4 SPSB1 SPTBN1 SPTSSA SPX SQOR SQSTM1 SRARP SRGN ST3GAL1 ST6GAL1 ST6GALNAC1 STAB1 STARD13 STARD4 STARD8 STAT3 STAT6 STING1 STOM STRA6 STX3 STXBP2 SUCLG2 SULT1C4 SVIL SYNGR2 SYPL1 TACC1 TAF1C TAGLN2 TAMALIN TAX1BP3 TBC1D4 TBX1 TBX3 TBXA2R TCF15 TCF4 TCIM TCIRG1 TCN2 TEK TES TFEB TFRC TGFB1 TGFBR2 TGM2 THBD THSD1 TIAM1 TIE1 TIMP1 TJP1 TLE1 TLN1 TLR4 TM4SF1 TM4SF18 TM6SF1 TMBIM1 TMC6 TMC7 TMEM123 TMEM19 TMEM229B TMEM255B TMEM35B TMEM37 TMEM45B TMEM88 TMOD3 TMSB4X TNFAIP1 TNFRSF14 TNFRSF1A TNFRSF1B TNS1 TNS2 TOMM40 TOR4A TP53I11 TPD52L1 TPM4 TRAM1 TRAM2 TRIM38 TSC22D3 TSPAN14 TSPAN5 TSPAN9 TTC29 TTN TTYH2 TUBB6 TWIST1 TXNIP UACA ULBP2 UNC5B USHBP1 USP53 USP54 UTRN VAMP3 VAMP5 VASH1 VCL VEGFC VIM VIP VSIG2 VWA1 VWA2 VWF WASF2 WDFY1 WDR1 WFS1 WIPF1 WIPI1 WWTR1 XAF1 XIRP2 YBX3 YES1 YPEL2 ZBTB2 ZBTB38 ZC3HAV1 ZFAND2A ZFP36 ZFP36L1 ZFP36L2 ZIC2 ZIC3 ZIC5 ZNF366 ZYX MANNO_MIDBRAIN_NEUROTYPES_HGABA https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/MANNO_MIDBRAIN_NEUROTYPES_HGABA A2M-AS1 AATBC AATK ABCA3 ABCC5 ABLIM3 ABR ACSL4 ACSL6 ACTL6B ACVR1B ACVR2A ACVR2B ADAM23 ADAMTS3 ADAMTSL4-AS1 ADAP1 ADARB2 ADCY1 ADGRB1 ADGRD1 ADGRL1 ADGRL3 AFF2 AFF3 AGAP1 AGAP12P AGTPBP1 AHDC1 AHNAK2 AJAP1 AKAP6 AKAP9 AKR1C1 AKR1C2 AMER2 AMER3 ANK1 ANK2 ANK3 ANKAR ANKIB1 ANKRD12 ANKRD18A ANKRD36 ANKRD36B ANKRD44 ANKS1B ANO5 ANO8 AP1S2 AP1S3 AP3B2 APBA1 APBA2 APC APC2 APLP1 ARFGEF1 ARFGEF3 ARHGAP23 ARHGAP24 ARHGAP35 ARHGEF12 ARID4A ARL4C ARL8A ARMH4 ARNT2 ARPP21 ASIC2 ASNS ASXL3 ATCAY ATL1 ATP1A3 ATP1B1 ATP2B1 ATP2B2 ATP8A1 ATP9A ATRX AUTS2 B3GALT2 B3GAT1 B4GALNT4 BACE1 BACH2 BASP1 BCL11A BCL11B BCL2L15 BDNF BDP1 BEND4 BEX2 BIVM BIVM-ERCC5 BLCAP BLID BLTP3B BOD1L1 BRD1 BRF1 BRSK2 BRWD1 BSN BZW2 C11orf87 C17orf67 C1orf35 C2CD5 C2CD6 C3orf62 CA1 CABP4 CACNA1A CACNA1C CACNA1E CACNA1G CACNA1I CACNB3 CACNB4 CACNG2 CACNG4 CACNG8 CADM1 CADM2 CADM3 CADPS CALB2 CALN1 CAMK2B CAMK2N1 CAMK2N2 CAMSAP2 CAMTA1 CAPRIN2 CASK CASKIN1 CASZ1 CATSPERG CBLN2 CBLN4 CBX4 CCDC112 CCDC141 CCDC144A CCDC17 CCDC184 CCDC186 CCDC85A CCDC88A CCPG1 CCSER1 CD2 CD24 CDC42EP3 CDH13 CDH22 CDH4 CDH8 CDK5R1 CDKL2 CDKN2D CDON CDRT4 CELF1 CELF2 CELF3 CELF4 CELF5 CELF6 CELSR3 CEMIP CEND1 CEP126 CEP85L CERS6 CERT1 CGN CHD3 CHD5 CHGA CHIC1 CHL1 CHN1 CHN2 CHRM5 CHRNA4 CHST1 CHST11 CHSY3 CITED2 CLCN4 CLIP1 CLVS1 CLVS2 CMIP CNOT6L CNR1 CNTN1 CNTN4 CNTN5 CNTNAP2 CNTNAP4 COL11A1 COL6A6 COL8A1 COMTD1 CPEB2 CPEB3 CPEB4 CPNE5 CREBRF CREG2 CRIM1 CRMP1 CSAD CSGALNACT1 CSMD1 CSMD2 CSMD3 CSNK1G2 CSPG5 CSRNP3 CTNNA2 CTNND2 CXADR CXCL5 CYFIP2 CYLD CYP4X1 CYRIA CYTH1 DAAM1 DACT1 DACT3 DBET DCC DCLK1 DCLK2 DCLK3 DCX DGKE DHX33 DICER1 DIP2B DIRAS2 DLG2 DLG3 DMTN DNAJB14 DNAJC12 DNAJC16 DNAJC6 DND1 DNER DNM1 DNM3 DOCK3 DOCK4 DOK3 DOK4 DOK6 DOP1A DOP1B DPF1 DPP6 DPYSL3 DSCAM DSCAML1 DUSP26 DUSP4 DYRK2 EBF1 EBF2 EBF3 EEA1 EEF1A2 EFHC2 EFNA5 EHD4 EID2B ELAVL2 ELAVL3 ELAVL4 EN2 ENC1 ENOX1 ENSG00000255240 ENTREP2 EPB41 EPB41L1 EPHA3 EPHB1 ERAP2 ERC2 ERC2-IT1 ESRRG ETS2 F11R FADS3 FAM114A2 FAM117B FAM169A FAM171B FAM184A FAM216A FAM217B FAM219A FAM43B FAM81A FAR2P2 FAT2 FAXC FBLL1 FBXL16 FBXO48 FGF12 FGF14 FGF7P3 FGF9 FHOD3 FKBP15 FMNL2 FNBP1 FNBP1L FNDC5 FNDC9 FOXD4L5 FOXN3 FRMD3 FRMD4B FRMD5 FRMPD3 FRMPD4 FRS3 FRY FSIP2 FUT9 GABBR2 GABPB1-AS1 GABRA1 GABRA2 GABRB2 GABRB3 GABRG1 GABRG2 GAD1 GAD2 GALNT12 GALNT15 GAP43 GATA3 GDAP1 GDAP1L1 GDPD1 GFOD1 GFRA1 GIGYF1 GK5 GLRA2 GNAL GNAO1 GNAQ GNAZ GNG2 GNPTAB GOLGA3 GOLGA7B GOLGA8A GOLGA8B GOLGA8J GPC2 GPD1L GPM6A GPR12 GPR137C GPR155 GPR158 GPR176 GPR26 GPR85 GPRASP1 GPRIN3 GRIA1 GRIA2 GRIA4 GRID1 GRID2 GRIK1 GRIK2 GRIK3 GRIN3A GRIP1 GRIP2 GRK3 GRM1 GRM3 GRM4 GRM5 GRM7 GSE1 GUCY1A1 HBB HBE1 HBG2 HCFC2 HCN3 HERC1 HERC2P2 HERC2P4 HIVEP3 HNF1B HNRNPCL3 HOOK1 HPCAL4 HS6ST2 HS6ST3 HSPA12A HYCC2 HYDIN ICA1L IDS IGFN1 IGSF3 IGSF9B IKZF3 IKZF4 INA INPP4A INSYN2A IRF2BPL IRGQ IRX1 IRX2 IRX3 ITGA8 JAG2 JPH1 JPH3 JPH4 KBTBD11 KBTBD6 KCNA3 KCNC1 KCNC2 KCNH8 KCNIP4 KCNIP4-IT1 KCNK2 KCNMA1 KCNN3 KCNQ1OT1 KCNQ3 KCTD7 KDM2B KHDRBS2 KHDRBS3 KIAA1549 KIAA1549L KIF13A KIF1A KIF21A KIF21B KIF3A KIF3C KIF5C KIFAP3 KIFC2 KLC1 KLF7 KLHL13 KLHL14 KMT2E KRT14 KRT222 KSR2 L1CAM LAMA3 LAMA5 LAMC2 LANCL2 LARP1B LBH LGI2 LGR5 LHFPL3 LHFPL4 LHX1 LIN54 LINC00205 LINGO1 LMOD3 LOC283299 LONRF1 LONRF2 LPAR2 LPCAT4 LPIN1 LRATD1 LRFN5 LRP12 LRP1B LRRC2 LRRC3B LRRC49 LRRC4B LRRC7 LRRK2 LRRN3 LRRTM2 LSAMP LSM11 LUC7L LYSMD2 LYST LZTS3 MAB21L1 MACO1 MAGI2 MAGI3 MAP1B MAP2 MAP2K3 MAP3K2 MAP3K9 MAP6 MAP7D2 MAPK8IP2 MAPRE2 MAPRE3 MARCHF1 MARK1 MAST1 MAST4 MBLAC2 MCF2 MCF2L MDGA1 MDGA2 MDN1 MED13L MEG3 MEGF6 MEGF9 MFSD6 MGAT4C MGAT5 MIA3 MIAT MICAL3 MICU3 MIR124-2HG MIR3945HG MLLT11 MLLT3 MMP24 MPP3 MPPED2 MSANTD3-TMEFF1 MSR1 MTMR6 MTSS1 MTURN MTUS1 MTUS2 MUC19 MUC2 MVB12B MYCBP2 MYO5A MYO7A MYT1 MYT1L N4BP2 NALCN NALF1 NALF1-IT1 NAP1L2 NAP1L3 NAP1L5 NAPB NAV1 NAV3 NBEA NCAM1 NCAN NCDN NCOA7 NCR3LG1 NCS1 NDRG4 NDST3 NEB NECTIN1 NEDD4L NEGR1 NELL1 NETO1 NFASC NFIX NGEF NINL NIPA1 NKAIN2 NLGN1 NLGN4X NLK NLN NMNAT2 NNAT NOL4 NOL4L NOVA1 NOX4 NPAS3 NPDC1 NPFF NPNT NPTXR NREP NRP2 NRSN1 NRXN1 NRXN2 NRXN3 NSG1 NSG2 NT5DC3 NTM NTNG1 NTRK3 NUAK1 NUTM2A NXPH1 NXPH2 OCRL OGDHL OLFM1 OLFM3 OPCML OPN5 OPRM1 OPTN OSBPL6 OTP OTUD4 PABPC1L2A PACS1 PAK3 PAK5 PAPPA PAQR8 PAX5 PBX3 PCDH1 PCDH11X PCDH17 PCDH19 PCDH7 PCDH8 PCDH9 PCDHA7 PCDHB4 PCGF3 PCLO PCOLCE2 PCP4 PDE11A PDE1A PDE1B PDE4C PDE4D PDE4DIP PDE7A PDIK1L PDP1 PDXP PDZD4 PDZD7 PDZRN4 PEG3 PEX1 PEX5L PFKP PGAP1 PGM2L1 PHACTR3 PIANP PIAS2 PIEZO2 PIK3CD PILRB PIP4K2B PITPNC1 PKIA PLCB4 PLCXD3 PLEKHA1 PLEKHA6 PLPPR1 PLPPR4 PLXNA1 PLXNA3 PLXNA4 PLXNC1 PNCK PNMA2 PNMA8B PNOC POU2F1 POU2F2 POU3F2 PPARGC1A PPARGC1B PPFIA2 PPFIA4 PPFIBP1 PPP1R9A PPP2R2B PPP2R2C PPP2R3A PPP3CB PPP3R1 PRAMEF1 PRDM2 PRDM8 PREPL PRICKLE2 PRKAA2 PRKAB2 PRKACB PRKAR1B PRKAR2B PRKCA PRKCB PRKCZ PRLR PRNP PRRC2B PRRT2 PRRT4 PRSS12 PRSS53 PSD PSD2 PTBP3 PTEN PTPN5 PTPRK PTPRO PTPRT PWAR1 PXK PYCARD-AS1 R3HDM1 RAB11FIP4 RAB22A RAB3A RAB3B RAB9B RABGAP1L RAI1 RALGDS RALGPS1 RALYL RAP1GAP2 RAPGEF5 RAPGEF6 RAPH1 RASA4 RASAL2 RASGEF1B RB1CC1 RBFOX1 RBFOX2 RBFOX3 RBM26 RBM33 RBMS3 RCOR2 REEP1 RELN RETREG1 RETREG2 REV3L RFK RFPL1S RFPL3S RFX7 RGS17 RGS6 RGS7BP RHOT2 RICTOR RIMBP2 RIMS1 RIMS2 RIMS3 RIPOR2 RNF112 RNF146 RNF157 RNF165 ROBO1 ROBO2 RORA RTN1 RTN4 RUFY2 RUFY3 RUNDC1 RUNDC3A RUNDC3B RUNX1T1 RUSC1 RUSC2 RYR2 SALL4 SAMD11 SAMD14 SAMD5 SAMD8 SARDH SBF2 SBK1 SCAI SCD5 SCIN SCN1A SCN2A SCN3A SCN3B SCN8A SCN9A SDC3 SEC31B SECISBP2L SEMA3A SEMA3C SEMA3E SEMA6D SERINC1 SERINC5 SERPINI1 SEZ6L SEZ6L2 SGK2 SGMS1-AS1 SH3BP5 SH3KBP1 SH3PXD2A SHANK2 SHANK3 SHC4 SHISAL1 SHOX2 SHROOM2 SHTN1 SIK3 SIN3A SIX3 SLC12A5 SLC16A14 SLC16A9 SLC17A6 SLC1A2 SLC22A15 SLC22A4 SLC24A2 SLC24A3 SLC25A12 SLC25A22 SLC32A1 SLC37A1 SLC38A1 SLC39A12 SLC4A1 SLC4A3 SLC4A8 SLC5A3 SLC6A1 SLC6A15 SLC6A17 SLC7A14 SLC8A1 SLC8A2 SLC9A6 SLC9A7 SLCO3A1 SLITRK1 SLITRK4 SLITRK5 SMARCC2 SMG1P3 SMIM17 SMPD3 SMURF1 SNAP25 SNAP91 SNORD11 SNORD116-29 SNORD12 SNTG1 SNX1 SOBP SOCS7 SORBS1 SORCS3 SOX11 SOX14 SP4 SPAG17 SPAST SPATA13 SPEG SPINT2 SPOCK1 SPOCK2 SPOCK3 SRCIN1 SRGAP1 SRGAP3 SRRM3 SRRM4 SRSF12 SSBP3 SSH2 SSPOP SST SSTR2 ST3GAL5 ST6GAL2 ST8SIA2 ST8SIA3 ST8SIA4 STEAP2 STIM2 STK32B STMN2 STMN4 STOX2 STRIP1 STXBP1 STXBP5 SUGP2 SULT4A1 SV2A SV2B SV2C SVOP SYBU SYCP2L SYN2 SYN3 SYNGR3 SYNJ1 SYNPR SYP SYT1 SYT13 SYT4 SYT6 SYTL2 TAC1 TAFA2 TAFA5 TAL1 TANC2 TAOK3 TARBP1 TATDN2 TBC1D24 TBC1D2B TBC1D3 TBC1D32 TBC1D9 TCEAL2 TCEAL5 TCERG1 TCERG1L TENM1 TENM2 TERF2IP TES THEM4 THRA THSD7A TLCD3B TLL1 TLN2 TMCO3 TMEFF2 TMEM121B TMEM132B TMEM151A TMEM163 TMEM169 TMEM178B TMEM185B TMEM196 TMEM229B TMEM255A TMEM35A TMEM59L TMEM74B TMOD2 TNFSF13B TNK2 TNKS TNRC6A TNRC6C TOX2 TOX3 TPD52L1 TRHDE TRIM2 TRIM46 TRIM58 TRIM67 TRIM9 TSC2 TSHZ2 TSIX TSPAN7 TSPOAP1 TSPYL4 TTC14 TTC3 TTC9 TTC9B TTLL7 TTN TUBB2B TUBB3 TULP4 TUT4 TVP23C UBASH3B UBE2Q2 UBE2QL1 UBE2Z UBN2 UBQLN2 UBXN2B UCHL1 UGCG UNC13A UNC79 USP49 VASH2 VAV2 VAV3 VCAN VGF VHL VPS53 VSNL1 VSTM2A VWA5A VWCE WAC-AS1 WASF1 WDR97 WNK3 WNT7A WT1-AS XIST XK XKR4 XKR6 XPA XPR1 YPEL2 YWHAG ZBED10P ZBTB38 ZBTB43 ZC3H8 ZCCHC12 ZFHX2 ZFHX3 ZFHX4 ZFPM2 ZGLP1 ZMAT1 ZMIZ1 ZMYND8 ZNF248 ZNF264 ZNF28 ZNF318 ZNF32 ZNF354A ZNF385D ZNF462 ZNF471 ZNF663P ZNF697 ZNF77 ZNF793 ZNF816 ZNRF1 ZYG11B MANNO_MIDBRAIN_NEUROTYPES_HMGL https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/MANNO_MIDBRAIN_NEUROTYPES_HMGL A2M ABCG1 ABI3 ACSF2 ACSL5 ACY3 ADAM28 ADAMTSL4-AS1 ADAP2 ADAT2 ADCK2 ADCY7 ADORA3 ADPGK AFF1 AGR2 ALOX5 ALOX5AP ANKRD44 ANO1 ANOS1 ANXA11 ANXA4 ANXA5 AP1B1 APBB1IP APOBEC3C APOBEC3D APOBR APOC1 APOC2 APOE ARHGAP25 ARHGAP26 ARHGAP4 ARHGAP45 ARHGDIB ARHGEF6 ARPC1B ARRB2 ARRDC2 ASAH1 ATF3 ATP8B4 AXL B2M B3GNT5 B4GALT1 BAG3 BCAP29 BCL2A1 BCL3 BDNF BHLHE41 BIN1 BIN2 BIRC3 BLNK BLVRB BMP2K BRI3 BTK C12orf75 C17orf67 C1QA C1QB C1QC C1orf54 C3 C3AR1 CAPG CAPZB CARD11 CARD9 CASP1 CASP4 CASP9 CCDC17 CCDC175 CCL2 CCL3 CCL4 CCR1 CCRL2 CD14 CD163 CD274 CD36 CD37 CD4 CD44 CD48 CD53 CD5L CD68 CD69 CD74 CD83 CD84 CD86 CDH17 CDK7 CDKN1A CEBPA CEBPD CHCHD1 CLEC7A CMKLR1 CNPY3 COLGALT1 CORO1B CPED1 CPVL CREG1 CREM CRYBB1 CSF1 CSF1R CSF3R CSRNP1 CTDSP1 CTSB CTSC CTSD CTSH CTSL CTSS CX3CR1 CXCL2 CXCL8 CYBA CYBB CYFIP1 CYTH4 CYTIP DAB2 DENND3 DENND4A DEPTOR DERL3 DHRS3 DHRS9 DNAJA4 DNAJB1 DNAJB4 DOCK1 DOCK4 DOCK8 DOK2 DPF3 DPP7 DRAM1 DRAM2 DUSP1 DUSP2 EDEM1 EFHD2 EGR1 EGR2 EGR3 ELF1 ELL2 ELOVL1 ENTPD1 ERF ERMAP ETS2 EVI2A EVI2B EXOSC5 FABP3 FAR2 FCER1G FCGR1A FCGR1BP FCGR2A FCGR3A FCGRT FERMT3 FGD2 FGL1 FGL2 FHL3 FKBP15 FKBP4 FKBP5 FLI1 FOLR2 FOSB FOXN3 FOXO3 FPR1 FTL FYB1 GAB3 GADD45B GAL3ST4 GAS6 GATM GIMAP4 GIMAP5 GLIPR1 GLRX GM2A GMFG GNB4 GNG7 GNGT2 GPNMB GPR137B GPR183 GPR34 GPR65 GPRIN3 GPX1 GRN GSN GYPC HAUS4 HAVCR2 HBA1 HBA2 HBG1 HBG2 HCLS1 HCST HERPUD1 HHEX HMOX1 HPGDS HPSE HRH1 HS3ST1 HSD17B14 HSPA6 HSPA7 HSPB1 HSPD1 HSPH1 HTRA1 ICA1 ICAM1 IER2 IER5 IFI16 IFNGR1 IGF1 IGFBP3 IGSF6 IKBKE IKZF1 IL13RA1 IL16 IL17RA IL18 IL1B IL1R1 IL27RA IL4R IL6R IL6ST IL7R INPP5D INPPL1 INTS6L IPCEF1 IRAK2 IRF1 IRF8 ITGAV ITGB2 ITM2B ITPR2 ITPRIPL2 ITSN2 JAK3 JUNB KBTBD8 KCNE3 KCNK13 KCNK3 KCNK6 KCTD12 KIAA1755 KIF14 KLF2 KLF3 KRT14 KRT17 KRT5 LAIR1 LAPTM5 LAT2 LCP1 LGMN LHFPL2 LILRA2 LILRB4 LIMS1 LIPA LITAF LPAR5 LPAR6 LPCAT2 LPL LRRC8C LRRK2 LTA LTBR LY86 LY96 LYN LYST MAF MAFB MAFF MALT1 MANBA MAP2K3 MAP3K5 MAP3K8 MARCHF1 MBP MCTP1 MEF2C MERTK METTL7A MFNG MFSD1 MFSD12 MGST2 MICOS10-NBL1 MIR221 MKNK1 MLKL MMRN1 MNDA MOB3C MPEG1 MPP1 MRC1 MS4A4A MS4A7 MYADM MYLIP MYO1F NAGA NAIP NAV3 NCF2 NCF4 NCKAP1L NEAT1 NEK6 NEU4 NFATC1 NFATC2 NFKBIA NFKBIZ NIBAN1 NINJ1 NKX2-2 NLRP3 NPC1 NPC2 NPL NR3C1 NR4A1 NR4A2 NRG2 NUP37 OAS1 OGFRL1 OLFML3 OLR1 OPRK1 OSTF1 OTUD1 P2RX4 P2RY12 P2RY13 P3H2 PAG1 PALD1 PAQR8 PARP14 PARP9 PARVG PCDH12 PCDHGC3 PCED1B-AS1 PDK4 PDPN PGGHG PIEZO1 PIK3CG PIK3IP1 PITHD1 PLA2G15 PLAU PLAUR PLCB2 PLCG2 PLD4 PLEK PLSCR1 PLVAP PLXDC2 PMAIP1 PNRC1 POLD4 POU2F2 PPFIA4 PPIF PPP1R15A PPP3R1 PPT1 PRDM1 PRKCA PROCR PTAFR PTGER4 PTGS2 PTK2B PTPN18 PTPN6 PTPRC PTPRE PYCARD PYGL RAB13 RAB32 RAB3IL1 RAP2C RASAL3 RASGEF1B RASSF3 RASSF4 RBM47 RCSD1 REL RGL1 RGS1 RGS19 RHBDF2 RHOG RILPL2 RIN2 RIPK3 RNASE6 RNASET2 RNF125 RNF213 RPS6KA4 RREB1 RUNX1 RUNX3 RYR2 SAMHD1 SAMSN1 SASH3 SAT1 SCAMP2 SCARB1 SCARNA9 SCIN SCPEP1 SELPLG SEPTIN6 SERPINF1 SFMBT2 SGK1 SH2B3 SIGLEC1 SIGLEC14 SIRPA SKAP2 SLA SLC11A2 SLC15A3 SLC1A5 SLC25A19 SLC25A39 SLC37A2 SLC4A1 SLC4A4 SLC6A3 SLC7A11 SLC7A7 SLC9A9 SLCO2B1 SNHG12 SNORD114-1 SNX1 SNX18 SOD2 SORL1 SOX14 SPI1 SPINT2 SPP1 SQSTM1 SRGN ST6GAL1 STAB1 STAT1 STAT5A STAT6 STING1 STK17B STOM STX11 STXBP2 SUCLG2 SYK SYNGR2 SYT6 TAGAP TAL1 TAMALIN TASL TBC1D12 TENT5A TESC TFEC TGFBR2 TIAM1 TICAM1 TLN1 TLR1 TLR4 TLR7 TM6SF1 TMBIM1 TMC8 TMEM119 TMEM144 TMEM19 TMEM35B TMEM63A TNFAIP3 TNFRSF11B TNFRSF1A TNFRSF1B TNFSF9 TOR3A TOR4A TPP1 TPT1 TREM2 TRIM22 TRIM38 TRPV2 TXNIP TYMP TYROBP UBA7 UBC UCP2 ULBP1 USP36 VAMP8 VAV1 VSIG4 WASF2 WIPF1 WNT7B XAF1 YPEL2 ZC3H12A ZC3HAV1 ZFAND2A ZFP36 ZFP36L1 ZFP36L2 ZNF217 ZNF48 MANNO_MIDBRAIN_NEUROTYPES_HNBGABA https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/MANNO_MIDBRAIN_NEUROTYPES_HNBGABA AATK ABLIM3 ACSL4 ACSL6 ACVR1B ADAM23 ADAMTS5 ADCK2 ADCY1 ADCY2 ADGRB1 ADGRB3 ADORA2A-AS1 AHDC1 AJAP1 AK5 AKAP1 AKAP7 AKAP9 AKR1C1 AKR1C2 AMPH ANK1 ANK2 ANK3 ANKRD12 ANKRD13D ANKRD36B ANKRD44 ANKRD9 ANO5 ANO8 ANOS1 APLP1 APOL6 ARFGEF3 ARID4A ARPP21 ASIC2 ASNS ASXL3 ATCAY ATP1A3 ATP1B1 ATP2B1 ATP2B2 ATP8A2 ATP9A B4GALNT4 BAALC BACH2 BASP1 BCL11B BCO2 BDNF BDP1 BEND6 BLCAP BLTP3B BNC2 BRINP1 BRINP2 BRINP3 BRSK1 BSN C11orf87 C12orf76 C1QL4 C1orf35 C22orf42 C3orf62 CA1 CABLES2 CACNA1A CACNA1B CACNA1C CACNA1E CACNA1G CACNG2 CACNG4 CACNG8 CADM1 CADM2 CALN1 CAMK2B CAMK2N1 CAMSAP2 CASZ1 CBLN2 CBLN4 CBX4 CCDC136 CCDC144A CCDC184 CCDC39 CCDC85A CCDC88A CCSER1 CD2 CD24 CD27-AS1 CDH4 CDH8 CDK5R1 CDKL2 CDKL5 CDKN2D CDRT4 CELF2 CELF3 CELF4 CELF5 CEND1 CERS6 CFAP90 CHCHD1 CHD5 CHERP CHGA CHIC1 CHL1 CHN1 CHRNA4 CHRNA7 CHST1 CLVS1 CLVS2 CMIP CMTM4 CNGB1 CNR1 CNTN4 CNTNAP2 CNTNAP3P2 CNTRL COMTD1 CPEB2 CPEB3 CPEB4 CREG2 CRMP1 CSAD CSGALNACT1 CSMD1 CSMD2 CSMD3 CSRNP3 CTNNA3 CTTNBP2 CXADR CYFIP2 DAAM1 DACT1 DCLK1 DCX DENND3 DGKE DICER1 DIRAS3 DLG2 DMTN DNAJC3 DNAJC6 DND1 DNER DNM3 DOCK3 DOCK4 DOK4 DOP1A DPP6 DPYSL3 DSC3 DSCAM DYNC1I1 EDIL3 EEA1 EEF1A2 EID2B ELAVL2 ELAVL3 ELAVL4 ELFN2 ELOVL4 EML5 ENC1 ENPP4 ENSG00000230725 EPB41L1 EPHA5 EPHB1 ERAP2 ERC1 ERC2 EYA4 FAM131B FAM169A FAM171B FAM182B FAR2 FAR2P2 FBLL1 FBXL16 FGF13 FGF14 FGF7P3 FGF9 FHOD3 FLJ16779 FMN2 FNBP1 FNBP1L FNDC5 FRMD3 FRMD4A FRMD4B FRMPD4 FRY GABBR2 GABPB1-AS1 GABRA1 GABRB1 GABRB2 GABRB3 GABRG1 GABRG2 GAD2 GAP43 GATA3 GDPD1 GFOD1 GK5 GLRA2 GLS GNAL GNAO1 GNG2 GNPTAB GOLGA7B GOLGA8A GOLGA8B GP1BB GPM6A GPR12 GPR137C GPR155 GPR176 GPRASP1 GPSM1 GRIA1 GRIA2 GRIA4 GRID2 GRIK2 GRIN3A GRIP2 GRK3 GRM4 GRM5 GRM7 GRM8 GSE1 GUCY1A1 HCN3 HERC2P2 HOOK1 HPCAL4 HS3ST1 HS6ST3 ICA1L IDH3A IGF1 IGFBP3 IKZF4 INA INHBA-AS1 IRGQ JAG2 JAKMIP1 JAKMIP3 JPH3 JPH4 KCNA3 KCNC1 KCNC2 KCND2 KCNIP4 KCNIP4-IT1 KCNK6 KCNMA1 KCTD7 KCTD8 KHDRBS2 KIAA1549L KIF21A KIF21B KIF3A KIF3B KIF5C KIFC2 KIRREL1 KIRREL3 KLC1 KLHL1 KLHL32 KSR2 L1CAM LGI2 LHFPL4 LINGO1 LONRF2 LPCAT4 LPIN1 LRFN5 LRP1B LRRC3B LRRC7 LRRC8C LRRTM3 LRRTM4 LSAMP MAB21L1 MACO1 MAP1B MAP1LC3A MAP2 MAP6 MAP7D2 MAPRE2 MAPRE3 MARCHF1 MARK1 MAST1 MCF2 MCF2L MDGA1 MDGA2 MEG3 MEGF6 MEIS2 MFSD6 MIAT MICU3 MIR124-2HG MMP17 MMP24 MPP2 MPP3 MSANTD3-TMEFF1 MTSS1 MTURN MUC19 MYCBP2 MYRIP MYT1L NALCN NALF1 NALF1-IT1 NAP1L2 NAP1L5 NAT1 NBEA NCAM1 NDRG4 NDST3 NECTIN1 NEGR1 NEIL1 NELL1 NFASC NFATC2 NFIL3 NKAIN2 NKX2-2 NLGN1 NLN NNAT NOL4 NPAS3 NPAS4 NPTXR NPY1R NRG2 NRN1 NRXN1 NRXN2 NRXN3 NSG1 NSG2 NTM NUAK1 OCRL OGDHL OLFM1 OLFM3 ONECUT1 ONECUT2 OPCML OPN5 OPRM1 OPTN PAK3 PAK5 PALB2 PAQR8 PAX5 PBX3 PCDH17 PCDH19 PCDH7 PCDH9 PCDHA7 PCGF3 PCLO PCSK2 PDE11A PDE4D PDE4DIP PDP1 PDPK1 PDZD4 PDZD7 PEG3 PEX5L PFKP PGAP1 PGM2L1 PHACTR3 PIANP PIGX PIK3CD PISD PITX2 PKIA PKNOX1 PLCB4 PLEKHA1 PLEKHA6 PLPPR4 PLXNA2 PLXNA4 PMFBP1 PNCK PNMA8B POLR3E POU2F2 PPARGC1A PPARGC1B PPFIA2 PPFIA4 PPP2R2C PPP3CB PRDM6 PRICKLE2 PRKACB PRKAR2B PRKCB PRLR PRRT2 PSD PSD2 PTPN18 PTPN5 PTPRK PTPRT PXK RAB11FIP4 RAB3B RAB6B RALGAPA1P1 RALGDS RALGPS1 RALYL RAP1GAP2 RAP2B RASA4 RASGEF1B RASSF5 RBFOX1 RBFOX2 RBFOX3 RBMS3 REEP1 REEP2 RETREG1 REV3L RFK RGS7BP RHOU RIMBP2 RIMS2 RIMS3 RIPOR2 RNF112 RNF125 RNF165 RNF175 ROBO1 ROBO2 RTN1 RUFY3 RUNDC3A RUNDC3A-AS1 RUNDC3B RUNX1T1 RUNX3 RYR2 SAMD5 SBK1 SCAI SCAMP1 SCAPER SCD5 SCG2 SCN1A SCN2A SCN3A SCN3B SCN7A SCN8A SCN9A SDC3 SEMA3C SEMA3E SEMA6D SERPINI1 SERTAD4 SEZ6 SEZ6L2 SGTB SH3BP5 SH3GL3 SHANK2 SHROOM2 SIRPA SLC12A5 SLC17A6 SLC1A2 SLC24A3 SLC32A1 SLC37A1 SLC38A1 SLC4A1 SLC4A3 SLC5A7 SLC6A17 SLC7A14 SLC8A1 SLC8A2 SLC9A6 SLC9A7 SLCO3A1 SLITRK1 SLITRK4 SMIM18 SMPD3 SNAP25 SNAP91 SNCA SNORD11 SNORD116-29 SNORD12 SNX1 SNX31 SOCS7 SOGA3 SORCS1 SORCS3 SOX1 SOX14 SPAST SPINT2 SPOCK1 SPOCK3 SPRED3 SRCIN1 SRRM3 SRRM4 SS18L1 SSBP3 ST3GAL2 ST6GAL2 ST8SIA3 STAR STK32B STMN2 STMN4 STRIP1 STX3 STXBP1 STXBP5 SULT4A1 SV2A SV2B SV2C SVOP SYBU SYN2 SYN3 SYNGR3 SYNPR SYP SYT1 SYT13 SYT4 SYT7 SYTL2 TAC1 TAFA1 TAFA2 TAFA5 TAL1 TARBP1 TBC1D24 TBC1D3 TBC1D32 TCEAL2 TENM1 TENM4 TERF2IP TESMIN TFAP2B TGFB2-OT1 THEM4 THSD7B TIGD3 TLN2 TMC7 TMEFF2 TMEM121B TMEM127 TMEM129 TMEM132B TMEM178A TMEM18 TMEM185B TMEM192 TMEM196 TMEM35A TMEM74B TMOD2 TNFRSF6B TNK2 TNRC6C TOX2 TRHDE TRIM36 TRIM46 TRIM58 TRIM67 TSHZ2 TSIX TSPAN7 TSPAN9 TSPYL4 TTLL7 TTN TUBB2B TUBB3 TULP4 UBASH3B UBE2J2 UBE2K UBE2QL1 UBN2 UCHL1 UNC13A UNC79 URB1 VASH2 VAT1L VAV3 VGF VHL VOPP1 VSTM2A VSTM2A-OT1 WDFY4 XIST XKR4 XKR6 XPR1 YPEL2 YPEL3 YPEL4 ZBTB38 ZBTB46 ZFHX2 ZFHX3 ZFHX4 ZNF248 ZNF264 ZNF283 ZNF292 ZNF33B ZNF362 ZNF462 ZNF525 ZNF568 ZNF573 ZNF716 ZNF793 ZNRF3-AS1 MANNO_MIDBRAIN_NEUROTYPES_HNBM https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/MANNO_MIDBRAIN_NEUROTYPES_HNBM ACVR2B ADA2 ADAMTS5 ADGRG1 AFAP1 AJAP1 AMER2 ANK2 AP3B2 APOL4 ASIC3 ASXL3 ATCAY ATL1 ATOSA ATP1A3 AUTS2 BCL11A BHLHE22 BRSK2 BSN BZW2 C1orf35 C3orf14 CADM1 CADPS CALB2 CASD1 CBFA2T2 CCBE1 CCSAP CD2 CD24 CD27-AS1 CDC42EP3 CELF3 CELSR3 CHML CHN2 CLVS1 CLVS2 CNR1 CNTN2 CRACD CRB1 CRMP1 CSMD3 CSRNP3 CTNNA2 CXADR CYRIA DCC DCLK1 DCX DIS3L2 DLL3 DMRTA2 DNAJB5 DPYSL3 DPYSL4 DPYSL5 DSCAML1 DUSP26 EBF1 EBF2 EBF3 EDIL3 EFS ELAVL2 ELAVL3 ELAVL4 EN2 EPB41 FGF9 FMN2 FNDC5 FOXA1 FOXA2 FOXP2 GABARAPL1 GAP43 GAS2 GDAP1L1 GDPD1 GDPD3 GFRA1 GNG2 GNG3 GPC2 GPM6A GREM2 GRIK2 GRIN3A GRM8 GSE1 H2AC25 HEPACAM2 HS3ST1 IGFBPL1 INA INHBA-AS1 INSM1 JPT1 KCNH8 KCNQ3 KIF21B KIF5C KLC1 KLHL35 LCOR LMOD3 LPAR2 LRRC55 LRRTM2 LRRTM4 LZTS1 MAB21L1 MACO1 MAML3 MAP1B MAP2 MAP3K9 MAP6 MAPK6 MAPK8 MCF2L MDGA1 MEGF6 MIAT MIB1 MICAL1 MIR124-2HG MIR671 MIR7-3 MLLT11 MSANTD3-TMEFF1 MTUS2 MYT1 NAPB NAV1 NCAM1 NCAN NEDD4L NEUROD1 NEUROD4 NEUROD6 NEUROG2 NFASC NFIX NHLH1 NHLH2 NKAIN1 NNAT NOVA1 NRN1 NRSN1 NSG1 NXPH4 OTP PAK3 PAPPA PBX3 PCBP4 PCDH8 PCDHGC3 PCSK2 PDE4DIP PDP1 PEX5L PGBD5 PHACTR3 PHF21B PHLDA1 PHTF1 PIP4P2 PITX2 PKP2 PLEKHA6 PLXNA3 POLB POU2F2 POU3F1 POU3F2 POU6F1 PPP1R17 PRDM8 PRKAR2B PRKX PTPRG PTPRO RAB11FIP4 RAB3C RALGDS RAP1GAP2 RBFOX2 RBFOX3 RCOR2 RELN RGMB RGS4 RHOU RMST RND3 RNF165 ROBO1 ROBO3 RPS19 RUFY3 RUNDC3A SAMD5 SBK1 SCG3 SCG5 SCHIP1 SCN3A SCN8A SCRT2 SEC31B SEMA6C SEZ6 SHF SHOX2 SKIDA1 SLC17A6 SLC22A15 SLC38A1 SLC46A3 SLC4A8 SLITRK1 SMIM18 SMPD3 SNAP25 SOBP SOGA3 SOX11 SOX4 SOX5 SRL SRRM4 SSBP3 SSTR2 ST18 ST6GAL1 ST6GAL2 ST8SIA2 ST8SIA3 STMN1 STMN2 STMN4 STXBP5 SV2B SVIP SYT7 TAGLN3 TAMALIN TERF2IP TES THSD7A TLCD3B TMEM121B TMEM163 TMEM169 TMEM86B TMSB15A TMTC4 TOX3 TRIM36 TRPM8 TSIX TSPAN11 TSPAN13 TUBA1A TUBB2B TUBB3 TUBB4A UBE2QL1 VASH2 VAV3 VWA5A VWDE XIST XKR4 ZBTB46 ZFHX4 ZFTA ZHX1 ZMAT4 ZNF117 ZNF195 ZNF33A ZNF529-AS1 ZNF737 ZNF738 ZNF878 ZSCAN9 MANNO_MIDBRAIN_NEUROTYPES_HNBML1 https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/MANNO_MIDBRAIN_NEUROTYPES_HNBML1 ACTL6B ACVR1B ACVR2B ADA2 AKR1C1 AKR1C2 AMER2 ANK2 ANK3 AP1S2 ARFGEF3 ARPP21 ASIC4 ASNS ASPA ASXL3 ATCAY ATL1 ATP11C ATP1A3 BASP1 BCL11A BIN1 BRSK2 BZW2 C1QL1 C1QL4 C1orf35 C2CD4C CACNB3 CACNB4 CACNG7 CADPS CBLN2 CCBE1 CCDC122 CCDC184 CD2 CD24 CDK5R1 CELF3 CELF5 CELF6 CELSR3 CLCN4 CMIP CNR1 CNTN2 CRMP1 CSMD3 CSRNP3 CTNNA2 CXADR CXXC4 CYRIA DCC DCX DOCK3 DOCK4 DOK6 DPYSL3 DRD2 DSCAM DTD1 DUSP26 EBF1 EBF3 EDIL3 ELAVL2 ELAVL3 ELAVL4 ENSG00000248540 ENTREP2 EPB41 EPHA8 ETFB FGF12 FGF14 FGF9 FHOD3 FMN2 FNIP2 FOXA1 FOXA2 FOXD2 FOXD2-AS1 FOXP2 GABRB3 GABRG2 GAP43 GDAP1L1 GLRA2 GNAL GNG2 GNG3 GP1BB GPC2 GPM6A GPR12 GPRIN3 GRIA2 GRIN3A GRM4 GSDME GSE1 HS6ST3 IGSF9 INA INSM1 ISLR2 ITGA6 JPH4 JUP KCNA3 KCNH8 KCNQ3 KCTD4 KIF21A KIF21B KIF26A KIF3C KIF5C KLC1 KLHL32 KLHL35 LCOR LHX1 LINGO1 LPAR2 LPCAT4 LRRC49 LRRC55 LRRTM4 MACROH2A2 MAML3 MAP1B MAP2 MAP6 MAP7D2 MAPK6 MAPK8 MAPK8IP2 MAPRE3 MAST1 MCF2 MCF2L MIAT MICAL1 MIR124-2HG MIR7-3 MLLT11 MPP3 MSANTD3 MSANTD3-TMEFF1 MSI1 MYO5A MYT1 NALF1 NAP1L3 NAPB NAV1 NCAM1 NDRG4 NDST3 NEGR1 NELL2 NFASC NHLH2 NKAIN2 NKX6-2 NMNAT2 NNAT NREP NRN1 NSG1 NUAK1 NXPH4 NYAP1 OCIAD2 OLFM1 OLFM3 ONECUT1 ONECUT2 PAFAH1B3 PAK3 PAK5 PALB2 PCBP4 PCDH11X PCDH9 PCSK1 PCSK1N PDE1A PDZD7 PER1 PEX5L PGM2L1 PHACTR3 PHF21B PHLDA1 PHYHIPL PITX2 PKP2 PLCL1 PLCXD3 PLEKHA6 PLPPR1 PLPPR3 POU2F2 POU3F1 POU3F2 PRKACB PRKAR2B PRRT2 PSD2 PTPN3 PTPN5 RAB3A RAB3C RAB9B RAP1GAP2 RAPGEF5 RASGEF1B RBFOX2 RHOU RIPOR2 RNF112 RNF165 RNF175 ROBO1 ROBO2 RPL13AP5 RPL23A RPS19 RPS6KA2 RTN1 RUFY3 RUNDC3A RUSC1 SAMD5 SBK1 SCAMP5 SCG3 SCG5 SCN3A SCN8A SCUBE1 SEMA3A SEMA3E SEZ6L SEZ6L2 SH3PXD2A SHISA2 SHISA6 SHROOM2 SIM1 SLC17A6 SLC22A15 SLC37A1 SLC38A1 SLC4A8 SMIM18 SMPD3 SNAP25 SNAP91 SOX11 SOX4 SPINT2 SRGAP1 SRRM4 SRSF12 ST6GAL1 ST8SIA3 STMN1 STMN2 SV2A SVOP SYBU SYCP2 SYN3 SYT4 SYT6 SYT7 TAC1 TAFA2 TAGLN3 TBC1D3 TENM1 THSD7A TLCD3B TMEM132B TMEM169 TMEM178A TMEM196 TMEM35A TMSB15A TOX3 TRIM36 TRIM67 TRMT13 TSC22D1-AS1 TSIX TTC9B TUBA1A TUBB2B TUBB3 TULP4 UBE2QL1 UCHL1 UNC13A USP44 VASH2 VWDE WNT7A XIST XKR4 XPR1 YPEL4 YWHAG ZBED10P ZBTB38 ZBTB6 ZC3H8 ZMAT4 ZNF521 ZNF697 ZNF737 ZNF878 MANNO_MIDBRAIN_NEUROTYPES_HNBML5 https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/MANNO_MIDBRAIN_NEUROTYPES_HNBML5 AASDHPPT AATK ABLIM3 ACTL6B ACVR1B ACVR2A ADARB2 ADAT2 ADD2 ADGRB3 AFF2 AJAP1 AKAP1 AKR1C1 AMER2 AMER3 AMPH ANK2 ANK3 ANKIB1 ANKRD13B ANKRD44 ANKS1B APBA2 APC APC2 APLP1 APOL6 ARFGEF3 ARPP21 ASIC1 ASIC4 ASXL3 ATCAY ATOSA ATP1A3 ATP8A1 AUTS2 B3GALT2 BASP1 BCL11A BCL11B BEND4 BHLHE22 BICD1 BSN BZW2 C1orf35 C22orf42 CACNA1G CACNB3 CACNG2 CADPS CASKIN1 CASZ1 CBLN4 CCDC112 CCDC85A CCDC85B CD2 CD24 CDH13 CDH4 CDK5R1 CELF3 CELF4 CELF5 CELSR3 CEP126 CHGA CHN2 CHST1 CLCN4 CLUL1 CMIP CNGB1 CNR1 CNTNAP2 COMTD1 CORO2A CPEB2 CPEB3 CPEB4 CRACD CRMP1 CSRNP3 CTSC CXADR DACT1 DACT3 DCC DCX DGKE DICER1 DLG3 DMTN DNAJC16 DNAJC6 DNER DNM3 DOK6 DOT1L DPYSL3 DSCAM DUSP26 DUSP4 EFCAB7 ELAVL2 ELAVL3 ELAVL4 EMX2 EMX2OS ENC1 ENO2 EPB41 EPHA3 ERC2 ESRRG EYA1 F11R FABP3 FAM117B FAM81A FBXL12 FGF14 FGF9 FICD FMN2 FNDC9 FOXA2 FRMD5 FRY FSCN1 FSD2 FTO FUT9 GABRA1 GABRB2 GABRG2 GAD1 GAD2 GATA2 GATA3 GATA3-AS1 GNAO1 GNG2 GNG3 GNPTAB GOLGA8B GPC2 GPM6A GPR12 GPR137C GPR26 GRIA1 GRIA2 GRIA4 GRIP1 GRIP2 GRM7 GSE1 HBA1 HBB HCN3 HDAC1 HERC1 HIVEP3 HOOK1 HS3ST4 HS6ST3 IGBP1 IGFBPL1 INA INSM1 IRF2BPL IRGQ IRX2 JAKMIP2 JPH4 KALRN KCNC1 KCNC2 KCNH8 KCNMA1 KCNMB2 KDM5B KIF21A KIF21B KIF5C KIRREL3 KLC1 KLF7 KLHL14 KLHL35 KSR2 L1CAM LARP1B LHFPL4 LHX1 LHX5-AS1 LINC00205 LINGO1 LMO1 LMOD3 LMTK3 LONRF2 LPIN1 LRATD1 LRCH2 LRRTM2 MACO1 MACROH2A2 MAP1B MAP2 MAP3K9 MAP6 MAP7D2 MAPK8 MAPRE3 MARK1 MAST1 MCF2 MDGA1 MDGA2 MED12L MEG3 MFSD6 MIAT MICU3 MIR124-2HG MLLT11 MMP24 MSANTD3-TMEFF1 MTUS2 MUC19 MVB12B MYT1 MYT1L NALCN NALF1 NAP1L3 NAV1 NBEA NCAM1 NCAN NCDN NCS1 NDRG4 NEDD4L NELL1 NFASC NKAIN2 NKX2-2 NLN NMNAT2 NNAT NOL4 NOVA1 NOVA2 NPTXR NREP NRXN1 NRXN2 NRXN3 NSG1 NSG2 NTNG1 NUAK1 NXPH2 ONECUT1 OPCML OPN5 OPTN OSBPL6 PAK3 PAK5 PAPPA PAPPA2 PAQR5 PAX5 PBX3 PCDH11X PCDH7 PCDH9 PCGF3 PDE11A PDP1 PDS5B PDZD7 PEG3 PGM2L1 PHACTR3 PHF21B PHYHIPL PIANP PITPNC1 PLEKHA6 PLPP2 PLPPR1 PLPPR2 PLXNA2 PLXNA3 PLXNA4 PLXNC1 PNMA2 PNOC POU2F1 POU2F2 PPFIA2 PPP1R17 PPP2R3A PRKACB PRKAR2B PRKCB PROX1 PRSS12 PSD2 PTPN5 PTPRN2 PTPRO PTPRT RAB11FIP4 RALGPS1 RAP1GAP2 RAPGEF5 RBFOX1 RBFOX2 RCOR2 REEP2 RGS7BP RIMS1 RIMS2 RIMS4 RIPOR2 RNF112 ROBO1 ROBO2 RPH3A RTN1 RUNX1T1 RYR2 SAMD11 SAMD14 SBK1 SCAI SCARNA22 SCD5 SCN2A SCN3A SCN3B SCN8A SCRT2 SEC31B SEPTIN3 SERTAD4 SEZ6L2 SH3BP5 SHANK2 SHISA2 SHISAL1 SIX3 SIX3-AS1 SLC12A5 SLC16A9 SLC32A1 SLC37A1 SLC38A1 SLC8A2 SLC9A6 SLCO3A1 SLITRK1 SLITRK4 SMAD9 SMPD3 SNAP25 SNORA12 SOX1 SOX11 SOX14 SOX4 SPEF1 SPEG SPOCK3 SRCIN1 SRRM3 SRRM4 SSBP3 ST18 ST8SIA3 STK32B STMN2 STMN4 STRIP1 STXBP1 SULT4A1 SV2A SYBU SYNPR SYT13 SYTL2 TAC1 TAFA2 TAGLN3 TAL1 TAOK3 TCAF1 TCERG1 TCERG1L TENM1 TENM2 TERF2IP THSD7A TLCD3B TMCC1 TMEM121B TMEM132B TMEM169 TMEM192 TMEM35A TMOD2 TNFRSF6B TOX2 TOX3 TP53I11 TRHDE-AS1 TRIM13 TRIM36 TRIM67 TSHZ2 TSIX TSPOAP1 TSPYL4 TUBB2B TUBB3 UBE2QL1 UBN2 UCP3 UNC13A USH2A USP27X USP49 VASH2 VSNL1 VSTM2A VSTM2B WNT11 XKR4 XKR6 XPR1 YWHAG ZBTB43 ZC3H12C ZFHX2 ZFHX3 ZFHX4 ZFPM2 ZHX1 ZNF117 ZNF195 ZNF283 ZNF385D ZNF441 ZNF697 ZNF776 ZNF793 MANNO_MIDBRAIN_NEUROTYPES_HNPROG https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/MANNO_MIDBRAIN_NEUROTYPES_HNPROG ABCA1 ACTL6A ADAMTS5 ADORA2A-AS1 AGO1 ANKRD13B ANOS1 ARHGAP11A ARHGAP28 ARL4A ASB2 ASCL1 ASPA ASPM ATP8A1 ATP8B5P BDH2 BHLHE22 BIRC5 BOC BRSK2 BUB1B CADPS CBFA2T2 CCDC152 CCDC88B CCN1 CCNA2 CCNB2 CCND1 CCND2 CD24 CDC25B CDCA3 CDCA8 CDK1 CDKN1C CELF3 CELSR3 CEMIP2 CENPF CHN2 CHST1 CKAP2L CLVS1 COBL CRB1 CRNDE DCC DCX DDC DEPDC1 DEPDC1B DIS3L2 DLGAP5 DLL1 DLL3 DMRTA2 DNAH2 DOK5 DPH5 EBF2 EFS ELAVL2 ELAVL4 ENO3 ENTREP2 EPB41 EPHA4 EPHB2 FAM72A FAM83D FBXW7 FMN2 FNDC5 FOXA2 FOXN3 FREM2 FRMD5 GNG5 GPC2 GPRIN3 GPSM2 GSE1 GTSE1 GULP1 H2BC9 H3C2 H3C7 HEPACAM2 HES6 HIC2 HJURP HMGA1 HMGB2 HNRNPA1L2 HNRNPA1P1 HUNK IGDCC3 IGF2BP1 IGFBPL1 IGSF9 INSM1 KCNQ2 KIAA1755 KIF11 KIF14 KIF15 KIF23 KIF2C KIF4A KLHDC8A KNL1 LAMA5 LMOD3 MAD2L1 MAGOHB MAP6 MAT2B MEGF6 MFNG MIAT MIR17HG MKI67 MLLT11 MSANTD3-TMEFF1 MSI1 MT1X MUSTN1 MYT1 NCAPH NDNF NEK2 NES NEUROD1 NEUROD4 NEUROG1 NEUROG2 NHLH1 NKX2-3 NPTX2 NRN1 NUF2 NUSAP1 OTX2 PAK1 PARPBP PBK PCBP4 PCDH8 PCSK2 PDE11A PDE1A PDPN PHF21B PHLDA1 PIF1 PIMREG PLK1 PMAIP1 POU3F1 POU3F2 PPP1R17 PRC1 PRDX1 PRMT8 PROSER1 PSRC1 PTX3 RACGAP1 RAP1GAP2 RCOR2 RFTN2 RGS4 RHOH RHOU RNF165 RPL13AP5 RPL18 RPL23A RPL36A-HNRNPH2 RPS14 RPS19 RTKN2 SCARNA14 SEMA3A SGO1 SGO2 SLC6A8 SNHG5 SOX11 SOX2 SP5 SRL SRRM4 ST18 STK17B STMN1 TACC3 TAGLN3 TCF12 TEAD2 TFDP2 THSD7A TMEM132B TMEM169 TMPRSS5 TMSB15A TNFRSF19 TOP2A TP53I11 TP53TG1 TPX2 TRIM59 TSIX TSPAN11 TSPAN18 TUBB3 UBE2C VXN WNT5A WNT7A XIST ZBTB18 ZC3H12C ZMAT4 ZNF28 ZNF573 ZNHIT2 MANNO_MIDBRAIN_NEUROTYPES_HOMTN https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/MANNO_MIDBRAIN_NEUROTYPES_HOMTN AATK ABCA3 ABCC8 ABLIM1 ACOT7 ACSL4 ACTL6B ACVR1B ADAM22 ADCY1 ADCY2 ADGRA1-AS1 ADGRB3 AHNAK2 AKR1C1 AKR1C2 ALCAM ANK2 ANK3 APC2 APLP1 ARFGEF3 ARG2 ASNS ATCAY ATL1 ATP11C ATP1A3 ATP2B1 ATP2B2 ATP6V1A B4GALNT1 BACH2 BASP1 BEX1 BEX2 BEX5 BRINP2 BSN BZW2 C11orf87 C17orf75 C1QL2 C1orf35 C4orf48 CACNA1C CACNB3 CACNG2 CADM1 CADM3 CAP2 CASZ1 CCDC112 CCDC184 CD2 CD24 CELF3 CELF6 CELSR3 CEND1 CHGA CHN2 CHRM2 CHRNA3 CHRNB4 CLCN4 CLUL1 CLVS1 CNST CNTN2 CNTN4 CNTNAP2 CNTNAP4 CORO2A CPEB3 CPNE8 CRMP1 CRNDE CSMD3 CTNNA2 CTXN2 CTXN3 CXADR CYP4X1 DACH1 DBH DCX DGCR6 DMTN DNAJC6 DNM1 DNM3 DOCK4 DOK4 DOK5 DOK6 DPYSL3 DTD1 DUSP26 ECEL1 EDIL3 EEF1A2 ELAVL2 ELAVL3 ELAVL4 ELOVL4 ENO2 ENSG00000248540 EPB41L1 EPHA3 ESRRB ESRRG ETFB EYA1 FABP6 FADS3 FAIM2 FAM131B FAR2P2 FAXC FGF1 FGF13 FGF9 FNBP1L FNDC5 FNDC9 FRY FSD1 FSTL5 GABRA5 GABRG2 GAP43 GARNL3 GDAP1 GDAP1L1 GLRA2 GLRX GNAL GNG2 GNG3 GPC2 GPR155 GPR176 GPR85 GPRIN1 GREM2 GRIA4 GRIK1 GRM1 GSG1L HCN3 HMGCLL1 HSPA12A HTR3A INA INHBA-AS1 INSYN2A IRX3 ISL1 ISL1-DT ISL2 JPH3 JPH4 JUP KCNH8 KCNMA1 KHDRBS3 KIF21A KIF26A KIF3A KIF5C KIFAP3 KIFC2 KLC1 L1CAM LCOR LHX4 LINGO1 LRFN5 LRRN3 LRRTM2 LYST LZTS1 LZTS3 MAB21L2 MAP1B MAP1LC3A MAP2 MAP3K9 MAP4 MAP6 MAP7D2 MAPK6 MAPRE3 MAST1 MCF2 MCF2L MDGA2 MEG3 MGAT5 MIR218-2 MIR7-3 MLLT11 MMP24 MPP2 MPP3 MSANTD3-TMEFF1 MT1F MYO5A MYT1 N4BP3 NALF1 NAPB NEFL NEFM NEIL1 NELL1 NELL2 NETO1 NFASC NIPA1 NLN NMNAT2 NRP2 NSG1 NTRK1 NYAP1 OCIAD2 OGDHL OLFM1 OSBPL6 P2RX3 PAFAH1B3 PCBP4 PCDH7 PCDH9 PCDHA7 PDE1B PDP1 PEX5L PFKM PHACTR3 PHF21B PHOX2A PHOX2B PIANP PID1 PIP4P2 PLCB1 PLCL1 PLCXD3 PLPPR2 PLPPR4 PLXNA3 PLXNA4 PMFBP1 POU6F2 PPFIA2 PPP2R2B PPP2R2C PRKACB PRKAR2B PRMT8 PRPH PRRT2 PSD2 RAB11FIP4 RAB15 RAB3A RAB6B RAB9B RAPGEF5 RAPH1 RASA4 RBFOX1 RBFOX2 RBMS3 RCOR2 REEP1 RELN RHOU RIMBP2 RIPPLY2 RNF157 RNF165 RTN1 RUFY2 RUNDC3A RUNDC3B RUSC1 RXRG SCG5 SCN3A SCN8A SCN9A SCRT2 SEMA3A SEMA3C SEMA3D SEMA3E SEMA4D SEMA6D SEPTIN3 SEPTIN6 SEZ6L2 SH3PXD2A SHROOM2 SHTN1 SIM2 SLC18A3 SLC1A4 SLC38A1 SLC4A8 SLC5A7 SLC6A15 SLIT3 SLITRK1 SLITRK4 SMAP2 SMPD3 SNAP25 SNCA SNCB SNCG SNORD116-1 SNORD116-24 SNX1 SP5 SPINT2 SPOCK3 SRL SRRM3 SRRM4 SST ST18 ST8SIA3 STAC STMN1 STMN2 STMN3 STMN4 STXBP1 STXBP5 SULT4A1 SV2C SVOP SYN3 SYP SYT2 SYT4 SYT7 TAGLN3 TCEAL5 TENM2 TENM3 THSD7B TIGD3 TLCD3B TLE4 TLN2 TMEM121B TMEM169 TMEM255A TMEM59L TMOD2 TMX4 TRHDE TRIM36 TRIM8 TRPV2 TSPAN7 TSTD1 TTC9B TUBA1A TUBB2A TUBB2B TUBB3 UBE2QL1 UCHL1 UNC79 VAT1L VGF VSTM2A VSTM2L XKR4 ZC2HC1A ZFHX3 ZMAT4 ZNF33B MANNO_MIDBRAIN_NEUROTYPES_HOPC https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/MANNO_MIDBRAIN_NEUROTYPES_HOPC ACSS1 ADAM22 ADAMTS3 ADAMTS6 ADCYAP1R1 ADGRB1 ADGRG1 AFAP1L2 AFF1 AGA AIF1L AK4 AKAP7 ANGPTL2 ANKRD44 ANKS1B APOD APOL6 ARC ARHGAP11A ARHGAP23 ARHGAP42 ARL8A ASCL1 ASTN1 ATCAY ATP13A2 ATP13A4 ATP1B1 ATP1B2 ATP2B4 B4GALNT1 B4GALT6 BAALC BAMBI BARD1 BCAN BCHE BCLAF3 BIRC3 BIRC5 BIVM-ERCC5 BLOC1S1 BOC BRINP1 BRINP2 BRINP3 BUB1B C1QL1 C1orf21 C21orf58 C2orf27A C2orf72 CA1 CACFD1 CACNA1G CACNG2 CACNG7 CADM2 CADM4 CALCRL CASK CCDC175 CCDC39 CCND2 CDCA7L CDK7 CEND1 CEP83-DT CGREF1 CHKB-CPT1B CHN1 CHST11 CHTF8 CMYA5 CNMD CNTN1 COL2A1 COL9A1 COL9A3 CPEB1 CPNE2 CREB5 CRTAC1 CRYL1 CSGALNACT1 CSMD3 CSPG5 CTHRC1 CTNND2 DBI DCLK2 DHX32 DNAAF3 DNAH7 DND1 DNER DNM3 DOCK1 DPP6 DSEL EDNRB EFCAB14 EGFR EGR1 EID2B ELF1 ELFN2 EPN2 ERBB3 ERF ETV1 ETV5 EVI2A EYA2 FABP5 FABP7 FALEC FAM181B FAM182B FAM89A FGFBP3 FICD FXYD6 FYN GAB1 GABBR2 GAL3ST1 GAREM2 GATM GFOD1 GNAL GNG4 GNG7 GPM6A GPM6B GPR17 GRAMD1C GRB14 GRIA3 GRIA4 GRID1 GRID2 GRM5 GTSE1 HAGH HBA1 HBA2 HBB HBG1 HBG2 HEPACAM HEPN1 HES5 HSH2D IDH1 IFI27L2 IGF1 IGFBP2 IGSF9B INHBB INTS1 ITGAV ITGB5 ITGB8 ITM2C ITPKB ITPR2 JPH3 KANK1 KCND2 KCNE5 KCNIP1 KCNJ1 KCNQ2 KIF13A KIF14 KLRC2 KRT14 KRT17 LGR5 LHFPL2 LHFPL3 LIMA1 LINGO1 LMOD3 LPAR4 LRP1 LRRC4C LRRK2 LRRTM3 LRRTM4 LUZP2 MAML2 MAP3K1 MCTP1 MDGA2 METRN METTL7A MIR9-1HG MMP16 MMP2 MT2A MT3 MYT1 NALF1 NCAM2 NCAPH NDRG2 NEIL1 NEK6 NELL1 NETO1 NFIX NHERF1 NKAIN4 NKX2-2 NLGN1 NLGN2 NLGN3 NLGN4Y NPAS3 NRXN1 NTM NTRK3 NXPH1 OLIG1 OLIG2 OMG OPCML OPHN1 OSBPL6 PBK PCDH11X PCDH15 PCDH17 PCDHA7 PCDHGB4 PCDHGC3 PDE1C PDGFRA PEA15 PHACTR3 PHGDH PHLDA1 PHYHIPL PID1 PIF1 PLAT PLEKHH2 PLLP PLPP4 PLPPR1 PLPPR2 PMP2 PMP22 PPP2R2B PRDM8 PREX1 PRKCA PRKCQ-AS1 PSD PTN PTPRE PTPRT PTPRZ1 PXDC1 QKI RAB31 RAB9A RARG RFTN2 RIMS1 RIT2 RNF144A ROBO3 RTKN2 RUNDC3A SALL3 SAPCD2 SCAMP2 SCARB1 SCD5 SCG3 SCN1A SCN3A SCRG1 SCUBE2 SDC3 SEL1L3 SERINC5 SERPINE2 SEZ6 SEZ6L SGO1 SGO2 SH3D19 SHC3 SIRT2 SKA3 SLC15A2 SLC16A14 SLC1A2 SLC22A17 SLC25A16 SLC35F1 SLC44A1 SLC6A1 SLC7A11 SLC9A7 SLC9A9 SLITRK1 SLITRK2 SLITRK4 SMOC1 SNTG1 SORCS3 SOX1 SOX2 SOX2-OT SOX5 SOX6 SOX8 SOX9 SOX9-AS1 SPATA6 SPRED1 SPRY4 SRI SSPOP STK32B TAF1B TAFA2 TAFA5 TAMALIN TAOK3 TF THUMPD2 THY1 TIMP4 TMEM35B TMOD1 TMOD2 TNK2 TNS1 TOP3A TPPP TRAF4 TRIM67 TRIM68 TSPAN12 TSPAN7 TTK TTYH1 TYMS UBL3 UHRF1 VXN WFDC1 WNT7B WSCD1 XYLT1 ZCCHC24 ZFP36L1 ZGRF1 ZMAT3 MANNO_MIDBRAIN_NEUROTYPES_HPERIC https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/MANNO_MIDBRAIN_NEUROTYPES_HPERIC A2M AAMDC ABCA1 ABCA9 ABCC9 ABHD17A ABHD2 ACOT9 ACTA2 ACTN1 ADA ADAM12 ADAM9 ADAMTS1 ADAMTS18 ADAMTS4 ADAP2 ADCY4 ADGRA2 ADGRD1 ADGRF5 ADORA2B AFAP1L2 AGAP2-AS1 AGRN AKAP12 ALDH9A1 ALX4 AMOTL1 ANGPT2 ANGPTL4 ANKRD37 ANKRD44 ANPEP ANTXR1 ANXA2 ANXA4 ANXA5 ANXA6 AP2S1 APOBEC3C APOE APOL6 APOLD1 ARAP3 ARHGAP1 ARHGAP15 ARHGAP24 ARHGAP26 ARHGAP29 ARHGAP42 ARHGAP6 ARHGDIB ARHGEF12 ARHGEF17 ARHGEF4 ARHGEF6 ARID5B ARRDC2 ASAH1 ASB9 ATF3 ATP1A2 ATP1B2 ATP1B3 ATP8B1 AVPR1A AXIN2 AXL B2M B4GALT3 BCAP29 BCHE BCL3 BCL6 BGN BTN3A3 C11orf96 C16orf89 C1QTNF1 C1S C2CD2L C9orf153 CA2 CA4 CACNA1C CACNB4 CADM4 CALCRL CALD1 CALU CAMK2D CARMN CASP4 CAST CASTOR1 CAV2 CAVIN3 CCDC17 CCDC3 CCDC8 CCL2 CCL8 CCM2L CCN1 CCN4 CCT8L1P CD163L1 CD164 CD19 CD248 CD4 CD44 CD63 CD81 CD9 CDC42EP2 CDC42EP5 CDH11 CDH6 CDK7 CDKN1A CEBPB-AS1 CEBPD CETP CFH CFHR1 CHCHD1 CHMP1B CHST2 CHSY3 CISD1 CISH CLDN7 CLEC11A CMKLR1 CMTM6 COBLL1 COL18A1 COL1A2 COL21A1 COL3A1 COL4A1 COL4A2 COL5A2 COL5A3 COL6A1 COL9A1 COLEC11 COLEC12 COX4I2 COX7A1 CPED1 CPQ CPT1A CREM CRIP1 CRISPLD2 CRTAP CSAG1 CSPG4 CSRNP1 CTDSP1 CTSK CXCL2 CYBA CYP4X1 CYSLTR1 CYSTM1 CYTH3 DAAM2 DACT1 DACT3 DBH DBNDD2 DCBLD1 DCLK3 DCN DDIT3 DENND2B DGKA DGKH DNAJB4 DNAJC15 DNM3OS DOCK1 DOCK6 DRAM1 DSP DUSP5 DYNLT3 EBF1 ECE1 ECH1 ECM2 EDNRA EFCAB14 EFCAB5 EFEMP2 EFHD2 EGR1 EGR2 EGR3 EHBP1L1 EHD2 ELL2 ELOVL1 EMCN EMILIN1 EML2-AS1 EML3 EMP2 ENPEP ENTPD1 EPAS1 EPB41L1 EPB41L2 EPHA2 EPHB4 EPHX1 EPS8 EPSTI1 ERF ETS1 EVA1B EVA1C F2R F2RL2 F3 FABP4 FAM13A FAM162B FAM43B FAR2 FARP1 FBN1 FCGRT FCHSD1 FERMT2 FES FGD5 FHL5 FILIP1L FKBP1A FKBP5 FLNA FMNL3 FMO1 FN1 FNDC3B FOS FOSB FOXC1 FOXD1 FOXF2 FOXL1 FOXQ1 FOXS1 FRMD4B FRMD6 FRMD8 FRZB FSTL1 FZD1 GAB1 GABRE GADD45B GALNT18 GAS6 GBGT1 GDF15 GEM GGT1 GGT5 GGTLC2 GIMAP2 GIPC3 GJA4 GJA5 GJC1 GLA GLRX GLS GLT8D2 GMFG GNG11 GNG12 GP1BB GPC1 GPER1 GPNMB GPR21 GPR4 GPRC5C GPX8 GRK3 GRM3 GRN GSN GSTK1 GUCY1A1 GUCY1A2 GUCY1B1 HAAO HADHB HBA1 HBA2 HBB HBEGF HBG1 HBG2 HCST HES1 HES4 HEXIM1 HEY2 HEYL HIC1 HIGD1B HOPX HRC HSPA2 HSPB1 HSPB8 HTATIP2 HTR1A HTR1F HTRA3 ID3 IER2 IFI27L2 IFI35 IFI44 IFITM1 IFITM2 IFITM3 IGFBP4 IGFBP7 IL17RC IL1R1 ILK ING1 INS-IGF2 IQGAP1 IRF1 ISCA1 ISG15 ISYNA1 ITGA1 ITGA11 ITGA4 ITGA8 ITGAV ITGB1 ITGB5 ITIH5 ITM2C ITPKB ITPRIP ITPRIPL2 JAG1 JAK1 JAML JUN JUNB KANK1 KANK2 KCNE3 KCNE4 KCNJ8 KCNK3 KCNMB1 KCNMB3 KCNS3 KCP KIRREL1 KLF1 KLF3 KLF6 KLF9 KLHL15 KMT2E-AS1 KRT17 KRT5 L1TD1 L3HYPDH LAG3 LAMA2 LAMA4 LAMB1 LAMB2 LAMC1 LAMC3 LAPTM4A LATS2 LAYN LBH LCP2 LDLRAP1 LEPR LGALS1 LGALS3BP LHFPL6 LIMA1 LIMS1 LINGO1 LMNA LMOD3 LOXL2 LPAR6 LPP LPP-AS2 LRIG1 LRP1 LRRC17 LRRC32 LRRC55 LSMEM1 LTBR LUM LYPD3 LZTS1 M6PR MAFF MAGED2 MAGT1 MAML2 MAP1LC3A MAP2K3 MAP3K20 MAP3K5 MCAM MEF2C MEF2D MELTF MFGE8 MFRP MGLL MGP MICOS10-NBL1 MIR198 MIR22HG MIR4435-2HG MMP11 MMP25 MOCS1 MOGAT1 MPZ MRC2 MS4A8 MSN MSRB3 MT2A MTUS1 MUSTN1 MXRA5 MYADM MYC MYH9 MYL12A MYL12B MYL9 MYLK MYO1B MYO1C MYOF MYOM2 NAALADL1 NAB1 NAGA NCK2 NCOA7 NDUFA4L2 NECTIN2 NFATC4 NFE2L2 NHERF1 NHERF2 NIBAN1 NID1 NID2 NKX3-2 NODAL NOSTRIN NOTCH2 NOTCH3 NQO1 NR2F2 NR3C1 NR4A1 NR4A3 NRARP NUDT4 OAZ2 OLFML1 OLFML2A OLFML3 OPCML OSMR OSTF1 P2RY14 PABPC1 PABPC4L PAG1 PALD1 PAMR1 PAPSS2 PARP14 PARVA PCDH18 PCOLCE PDE2A PDE3A PDE4C PDE5A PDE7B PDE8A PDE8B PDGFRB PDGFRL PDLIM1 PDLIM2 PDZD2 PEAK1 PELO PER1 PFN1 PGF PGGHG PHLDA1 PHLDB3 PID1 PIEZO1 PIEZO2 PIK3CD PIK3CD-AS2 PIP4P2 PIP5K1B PKIG PLA2G4C PLA2R1 PLAC9 PLAT PLAUR PLCE1 PLCL1 PLEKHG2 PLEKHH2 PLOD1 PLS3 PLSCR1 PLSCR4 PLTP PLVAP PLXDC1 PMEPA1 PMP22 PNRC1 POLD4 POLR1F POMP PPARGC1B PPFIBP1 PPIB PPIC PPP1R12A PPP1R14A PRDX4 PRELP PRKAR1A PRKCB PRKCD PRKG1 PRMT8 PRR16 PRX PTEN PTGDR2 PTGR1 PTGS2 PTH1R PTN PTPRG PTPRK PTPRM PXDC1 PXDN PXK PYCARD-AS1 PZP RAB13 RAPGEF3 RAPGEF4 RAPGEF5 RARG RASGRP2 RASL12 RBMS1 RBMS2 RBMS3 RBMS3-AS3 RBPMS RCAN1 RCSD1 REEP3 RERGL RFTN1 RFXANK RGL1 RGS16 RGS5 RHBDL2 RHOC RHOJ RNF135 RNF213 ROBO3 RRAD RRAS RSU1 RUNX1 RUNX3 S1PR3 SASH1 SCAMP2 SCN4B SCPEP1 SDCBP SEMA5A SEPTIN11 SEPTIN4 SEPTIN6 SEPTIN7 SEPTIN8 SERF1A SERINC3 SERINC5 SERPINB6 SERPING1 SERPINH1 SERTAD1 SGCE SH2B3 SH2D3C SH3KBP1 SH3PXD2A SHC1 SHISA3 SIDT1 SIK1 SLC12A2 SLC12A7 SLC16A12 SLC25A5 SLC2A14 SLC2A2 SLC2A3 SLC35A1 SLC38A11 SLC38A2 SLC4A1 SLC66A3 SLC6A1 SLC6A12 SLC8A1 SLC9A1 SLCO1C1 SMAGP SMTN SNAI2 SNAP23 SNHG12 SNHG18 SNHG5 SNRK SNX18 SOCS3 SORBS1 SPARC SPARCL1 SPATS2L SPECC1 SPON2 SPRED1 SPRY1 SPRY4 SPTBN1 SRPX SSR3 ST3GAL5 STARD13 STARD8 STAT3 STAT4 STAT6 STEAP1B STING1 STOM STOML3 SUCLG2 SULT1E1 SVEP1 SVIL SYCP2 SYNM SYNPO SYPL1 SYTL2 SYTL4 TACC1 TAGLN TAGLN2 TAPBPL TBC1D2B TBX15 TBX18 TBX2 TBXA2R TCIRG1 TEAD4 TENT5A TES TESC TFPI TGFB1 TGFB3 TGFBI TGFBR2 THY1 TIMP1 TIMP2 TJP1 TLE1 TLN1 TMBIM1 TMC4 TMEM19 TMEM35B TMEM74B TMOD3 TNFAIP1 TNFAIP3 TNFAIP6 TNFRSF1A TNFRSF21 TNN TNS1 TNS2 TNS3 TPM2 TPM4 TRIM22 TRIM38 TRPC6 TRPV2 TSC22D3 TSC22D4 TSPAN12 TSPAN7 TTYH2 TUBB6 TULP2 TWIST1 TXNIP UACA UBA7 UBASH3B UCKL1-AS1 UGP2 UNC5B VAMP3 VAMP5 VAMP8 VCL VSIG2 VSTM4 WASF2 WDFY4 WDR1 WIPI1 WWTR1 YBX3 ZBTB2 ZBTB38 ZBTB46 ZC3HAV1 ZEB1 ZFP36 ZFP36L1 ZIC1 ZIC2 ZIC4 ZNF716 ZNF73P ZYX MANNO_MIDBRAIN_NEUROTYPES_HPROGBP https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/MANNO_MIDBRAIN_NEUROTYPES_HPROGBP AAMDC ACTL6A AJUBA ANLN ANP32E ANTXR1 ARHGAP11A ARHGEF26 ARL4A ASB2 ASCL1 ASPM ATAD2 AURKA AURKB BCAT1 BDH2 BIRC5 BOC BRCA1 BRCA2 BUB1 BUB1B C19orf48P C21orf58 CCDC34 CCN1 CCN2 CCNA2 CCNB1 CCNB2 CCND1 CDC25C CDCA3 CDCA5 CDCA8 CDHR1 CDK1 CDK2 CDKN3 CELSR2 CEMIP2 CENPE CENPF CENPK CENPN CENPQ CENPU CENPW CHEK1 CIP2A CKAP2 CKAP2L CKS1B CKS2 CLSPN CNPY1 COL2A1 CPSF3 CRB2 CROT CRYM CRYZ CTNNAL1 DBF4 DEPDC1 DEPDC1B DHFR DIS3L2 DLGAP5 DMBX1 DMRTA2 DNAJC9 DSC2 DSG2 DSN1 DTX4 ECT2 EEF1D ENOSF1 EPHB2 ESCO2 FAM72A FAM83D FANCB FANCI FAT2 FAT3 FBLN2 FBXO5 FGFR3 FNDC3B FOXA2 FOXM1 FZD1 FZD2 GBX2 GINS1 GINS2 GMNN GNG5 GPSM2 GSTP1 GTSE1 GULP1 H2AX H2AZ1 H2BC9 H3C2 H3C3 H4C12 H4C9 HAT1 HELLS HERC2P4 HES1 HES5 HJURP HK2 HMGA1 HMGA2 HMGB2 HMGN2 HMMR IGDCC3 IGF2BP1 IGFBP2 ILDR2 IRX2 IRX3 ITGB3BP ITGB8 JAM2 KCNQ2 KIF11 KIF14 KIF15 KIF18A KIF22 KIF23 KIF2A KIF2B KIF2C KIF4A KIRREL2 KNL1 KNSTRN LAMA1 LBR LGR5 LHFPL6 LIMCH1 LITAF LMNB1 LMNB2 LRP2 LRRN1 MAD2L1 MAT2B MCM5 MCM6 MCM7 MDK MELK MID1 MIR221 MIR454 MIR99AHG MIS18BP1 MKI67 MND1 MSI1 MTTP MXRA8 MYBL2 MYLK NAXE NCAPD2 NCAPG NCAPG2 NCAPH NEK2 NELL2 NEMP2 NES NOTCH1 NPTX2 NRARP NUF2 NUSAP1 OTX2 OTX2-AS1 PAICS PAPPA PARPBP PBK PCDH8 PCNA PDE1A PDPN PDZRN3 PHGDH PIEZO2 PIF1 PIMREG PLIN3 PLK1 PLP1 PLSCR1 PMAIP1 POU3F1 POU3F2 PRC1 PRR11 PRTG PTTG1 PTX3 RACGAP1 RAD51AP1 RCOR2 RFC3 RFC4 RFTN2 RFX4 RIDA RNASEH2A RNF13 RPA3 RPL13AP5 RPL18 RPL23A RPS14 RPS19 RRM2 RTKN2 SALL1 SALL4 SAPCD2 SCUBE1 SFRP1 SFRP2 SGO1 SGO2 SHISA2 SHISA3 SHROOM3 SKA3 SLC39A4 SLC6A8 SMC4 SNRPF SOX1 SOX2 SOX9 SP5 SPAG5 SPC25 SPDL1 SRF STK17B STON1 STON1-GTF2A1L SYT2 TACC3 TDP1 TET1 TGIF2 TIMELESS TK1 TMEM97 TMPO TMSB15A TOP2A TP53TG1 TPX2 TRIM59 TROAP TSIX TTK TYMS UBE2C UBE2T UHRF1 VEPH1 VIM VIT WEE1 WNT5A WNT7A XRCC3 YAP1 ZC3H12C ZFP36L1 ZFP36L2 ZGRF1 ZNF395 ZNF519 ZNF738 ZNF878 ZWINT MANNO_MIDBRAIN_NEUROTYPES_HPROGFPL https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/MANNO_MIDBRAIN_NEUROTYPES_HPROGFPL AASS ACVR2B ADAMTS6 AJUBA AK4 ANLN AP5M1 ARHGEF26 ARL4A ARX ASPM ATAD2 ATAD5 AURKA AURKB B3GNT5 BARD1 BDH2 BIRC5 BMP7 BRCA1 BRCA2 BUB1 BUB1B C21orf58 C22orf15 CALML4 CAP2 CCDC8 CCN1 CCN2 CCNA2 CCNB1 CCNB2 CCND1 CDC25A CDC25C CDCA3 CDCA5 CDCA8 CDH2 CDK1 CDK2 CDK6 CDKN3 CELSR1 CEMIP2 CENPE CENPF CENPN CENPU CENPV CENPW CEP152 CHAF1A CHEK1 CHN2 CHRDL1 CKAP2 CKAP2L CKS1B CLSPN CNN2 CNPY1 CNTN4 CNTN6 COL2A1 CRB2 CRYZ CTNNAL1 CYYR1 DBF4 DDC DEK DENND11 DEPDC1 DEPDC1B DHFR DIPK2A DIS3L2 DLGAP5 DMRTA2 DOK1 DSC2 DSG2 ECT2 EEF1D EFNA5 EFS ELOVL2 EN2 ENKUR EPHB2 ESCO2 EZH2 FAM72A FAM83D FANCB FANCI FBLN1 FBN1 FBXL7 FBXO5 FNDC3B FOXA1 FOXA2 FOXM1 FREM1 FREM2 FZD1 FZD2 FZD3 GASK1B GBX2 GINS1 GINS2 GMNN GNG5 GPC4 GPRC5C GPSM2 GPX8 GTSE1 GULP1 H2AX H2BC9 H3C2 H3C3 H4C11 H4C6 HELLS HES1 HJURP HK2 HMGA1 HMGA2 HMGB2 HMGN2 HMMR IGDCC3 IGF2BP1 IGF2BP3 IGFBP2 ITGB3BP JAM2 JAM3 JPT2 KCNQ2 KIF11 KIF14 KIF15 KIF18A KIF22 KIF23 KIF2A KIF2C KIF4A KLHDC8B KNL1 KNSTRN LGI1 LIPG LMNB1 LMNB2 LMX1A LMX1B LOXL4 LRATD2 LRP2 LSM4 LTBP1 MACROH2A2 MAD2L1 MASTL MAT2B MCM2 MCM3 MCM6 MCM7 MDK MELK MEST MID1 MIR99AHG MIS18BP1 MKI67 MMRN1 MND1 MSI1 MT1X MYBL2 NAXE NCAPD2 NCAPG NCAPH NECTIN3 NEK2 NELL2 NES NKD1 NPY NRCAM NUDT4 NUF2 NUSAP1 OTX2 OTX2-AS1 PARPBP PBK PDGFC PDZRN3 PHGDH PIF1 PIMREG PIP5K1B PLEKHA5 PLK1 PLOD2 PMAIP1 POU3F1 PRC1 PROM1 PRR11 PRTG PSRC1 PTGR1 PTPRK PTPRO PTTG1 PTX3 RAD51AP1 RAI14 RANBP1 RBM24 RCN1 RCOR2 REST RFC3 RFX4 RNASEH2A RPA3 RPL13AP5 RPL23A RPS14 RPS19 RRM2 RTKN2 SALL1 SALL4 SDC1 SDC2 SFRP2 SFXN2 SGO1 SGO2 SHROOM3 SIVA1 SKA3 SLC39A8 SLF1 SLIT2 SMAD6 SMC2 SMC4 SNORA18 SNORD73A SNRPB SOX2 SOX21 SPAG5 SPC25 SPDL1 SRF STK17B STON1 SYT2 TACC3 TCF12 TCF3 TENM4 TET1 TFF3 TIMELESS TK1 TMEM123 TMEM132C TMEM47 TMPO TMSB15A TOP2A TOX3 TPBG TPX2 TRABD2B TRIM59 TROAP TSPAN11 TSPAN18 TSPAN19 TTK TWIST1 TXLNB TYMS UBE2C UBE2T UHRF1 VEPH1 VIM VIT VRK1 VSTM2L WEE1 WNT1 WNT5A WNT7A YAP1 ZEB2 ZFHX3 ZFP36L1 ZFP36L2 ZMAT4 ZWINT MANNO_MIDBRAIN_NEUROTYPES_HPROGFPM https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/MANNO_MIDBRAIN_NEUROTYPES_HPROGFPM ACTL6A ADAMTS5 ADAMTS6 AJUBA AK4 ALDH6A1 ANLN ANP32E ANTXR1 AP5M1 ARHGAP11A ARHGEF26 ARL4A ARX ASPM ATAD2 AURKA AURKB BIRC5 BMP4 BMP7 BRCA1 BRCA2 BUB1 BUB1B C19orf48P C21orf58 C22orf15 C6orf118 CAP2 CCDC34 CCDC8 CCN1 CCNA2 CCNB1 CCNB2 CCND1 CDC25A CDC25B CDC25C CDCA3 CDCA5 CDCA8 CDK1 CDKN3 CEBPA CEMIP2 CENPE CENPF CENPK CENPN CENPQ CENPU CENPW CEP152 CHAF1A CHEK1 CHN2 CHRDL1 CHST9 CIP2A CKAP2 CKAP2L CKS1B CKS2 CLSPN CNN2 CNPY1 CNTN6 COL2A1 CPSF3 CRB2 CRNKL1 CRYZ CSRP2 CSTF3-DT CTNNAL1 CTNNBL1 DANCR DBF4 DCC DDC DEK DEPDC1 DEPDC1B DHFR DIPK2A DIS3L2 DLGAP5 DMRTA2 DSC2 DSG2 DSN1 ECT2 EEF1D EFS EN2 ENSG00000255647 EPHB2 EPHB4 ERF ESCO2 EXOSC8 FAM72A FAM83D FANCB FANCI FBLN1 FLRT2 FNDC1 FOXA1 FOXA2 FOXM1 FREM1 FREM2 GALNT7 GAS2 GASK1B GBX2 GINS1 GINS2 GMNN GNG5 GPRC5C GPX8 GSTP1 GTF2H2 GTSE1 GULP1 H2AC25 H2AZ1 H2BC11 H2BC9 H3C2 H3C3 H3C7 H4C11 H4C12 H4C6 H4C9 HADH HELLS HES1 HILPDA HJURP HK2 HMGA1 HMGA2 HMGB1 HMGB2 HMGB3 HMGN2 HMGN5 HMMR HNRNPA1P1 HSH2D HUNK IGDCC3 IGDCC4 IGF2BP1 IGFBP2 IMMP1L INPPL1 IRS1 ITGB3BP JAM2 KCNQ2 KDM4A-AS1 KIF11 KIF14 KIF15 KIF18A KIF22 KIF23 KIF2A KIF2B KIF2C KIF4A KLHDC8B KNL1 KNSTRN KPNA2 KRT19 LDHA LGI1 LGR5 LIX1 LMNB1 LMX1A LMX1B LOXL2 LRATD2 LRP2 LTBP1 MAD2L1 MAGOHB MAGT1 MAP3K20 MARCO MAT2B MBD4 MBNL2 MCM2 MDK MELK MEST MID1 MIR99AHG MIS18BP1 MKI67 MLLT3 MMP2 MND1 MRPL22 MRPS15 MSI1 MT1X N4BP3 NAP1L1 NCAPD2 NCAPG NCAPG2 NCAPH NEK2 NES NPM1 NPY NR2F6 NUF2 NUSAP1 NXPH2 OTX2 OTX2-AS1 PAICS PARPBP PBK PDGFC PDPN PGGHG PHGDH PIEZO2 PIF1 PIH1D1 PIMREG PKIB PLEKHA5 PLIN2 PLIN3 PLK1 PMAIP1 POU3F1 PRC1 PRDX2 PROM1 PRR11 PRTG PTGR1 PTPRO PTTG1 PTX3 RACGAP1 RAD51AP1 RAN RBM24 RBMX RCN1 RCOR2 REST RFC4 RFX4 RMST RNASEH2A RNF175 RPA3 RPL13AP5 RPL18 RPL23A RPL26 RPL36A-HNRNPH2 RPS14 RPS19 RPS3 RRM2 RTKN2 SALL1 SALL4 SCARNA22 SDC1 SDC2 SEPTIN1 SFRP2 SFXN2 SGO1 SGO2 SHROOM3 SIVA1 SKA3 SLC4A1 SLC6A8 SLF1 SMC2 SMC4 SNORD22 SNRPC SNRPF SOX2 SOX21 SPAG5 SPC25 SPDL1 SRF STMN1 STON1 SVIP SYNE2 SYT4 TACC3 TBL1X TCF12 TDP1 TEAD2 TENM4 TFF3 TMEM123 TMEM132C TMPO TMPO-AS1 TMSB15A TOP2A TOX3 TP53TG1 TPBG TPX2 TRIM59 TROAP TTK TWIST1 TXLNB TYMS UBE2C UBE2S UBE2T UCP2 UHRF1 VIM VRK1 VWCE WEE1 WNT1 WNT5A YAP1 ZFP36L1 ZMAT4 ZWINT MANNO_MIDBRAIN_NEUROTYPES_HPROGM https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/MANNO_MIDBRAIN_NEUROTYPES_HPROGM ABCA8 ACTL6A ACVR1 ADGRV1 ADSS2 AGAP12P AGO1 AJUBA ALCAM ANXA5 APOA1 AQP4 ARAP2 ARHGAP24 ARHGAP5-AS1 ARHGEF26 ARHGEF28 ARL4A ARMC3 ARSJ ARX AURKB BDH2 BIRC5 BMP1 BMP4 BMP7 BRCA1 BUB1 BUB1B C1orf226 C6orf118 CAP2 CCDC8 CCN1 CCN2 CCNB2 CCND1 CD47 CDC25A CDCA3 CDCA5 CDCA8 CDK1 CDKN3 CDO1 CDON CELSR1 CEMIP2 CENPE CENPF CENPQ CENPU CENPW CEP152 CERKL CFAP126 CFAP144 CFAP210 CFAP44 CHEK1 CHN2 CHRDL1 CIBAR2 CKAP2L CKS1B CLXN CMTM8 CNPY1 CNTN4 CNTN6 COL27A1 COL2A1 CORIN CRB2 CRISPLD1 CRYZ CTHRC1 CYTL1 CYYR1 DCC DDC DDIT4 DEPDC1B DIPK2A DMRTA2 DNAH7 DSC2 DSG2 DYNLT5 EFCC1 EFEMP2 EFNA5 EN2 ENO1 ENPP2 ENSG00000255647 ERF FAM13A FANCI FAT1 FAT3 FNDC1 FNDC3B FOXA1 FOXA2 FOXJ1 FOXM1 FOXP2 FREM2 FRMD3 FZD1 FZD2 GASK1B GBX2 GDPD2 GINS2 GNG5 GPD1L GRM8 GTF2F2 GTSE1 GULP1 H2BC9 H3C2 H4C12 HEATR5A HES1 HILPDA HJURP HK2 HMGA1 HMGA2 HMGB2 HMMR HOATZ HYDIN IFT88 IGDCC3 IGF2BP1 IGFBP2 IQGAP2 IRS1 ITGA6 ITGB3BP ITGB8 JADE1 JAM2 JAM3 KCNG1 KCNMA1 KIF11 KIF15 KIF2A KITLG KLHDC8B KLHL32 L3HYPDH LGI1 LIPG LMX1A LMX1B LRP2 MAD2L1 MAGOH MAGT1 MAML2 MAP6 MCM2 MCM3 MCM5 MDK MELK MEST MID1 MIR3652 MIR99AHG MLF1 MMP11 MMP2 MMRN1 MND1 MNS1 MSI1 NCAPG NCAPG2 NCAPH NECTIN3 NEK11 NES NOX4 NPY NRCAM NUF2 NUSAP1 NXPH1 OTX2 OTX2-AS1 P4HA1 PAM PBK PBXIP1 PDE11A PDE3A PDGFC PDLIM5 PDZRN3 PHGDH PIFO PLCL1 PLEKHA5 PLK1 PLOD2 PLP1 PLTP PLXDC2 PON2 PPIL6 PPP1R3C PRADC1 PRC1 PROM1 PTGR1 PTPRO PTX3 RAB13 RAI14 RALGPS2 RBM24 RBMS1 RBP1 RCN1 RCOR2 RERG RFC3 RFX4 RIPPLY3 RNASEH2A RPA3 RPGR RPL13AP5 RPL18 RPL23A RPS14 RPS19 RSPH4A RSPH9 RSPO3 SALL1 SALL4 SCN7A SDC2 SDC4 SERPINF1 SERTM1 SFRP2 SH3RF1 SHROOM3 SKA3 SLC39A8 SLC7A11 SLF1 SLIT2 SOX2 SP5 SPAG17 SPAG6 SPC25 SRF STAR STON1 SULF1 SYT2 TACC3 TBL1X TCIM TFF3 TMEM132C TMEM47 TMEM98 TMSB15A TOP2A TOX TOX3 TPBG TRABD2B TRAM2 TRIM59 TROAP TSPAN11 TTK TTR TWIST1 TXLNB TYMS UCP2 UHRF1 VIM VSTM2L WEE1 WNT1 WNT5A YAP1 ZFP36L1 ZFP36L2 ZMAT4 ZNF497 MANNO_MIDBRAIN_NEUROTYPES_HRGL1 https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/MANNO_MIDBRAIN_NEUROTYPES_HRGL1 AASS ACSS1 ADAMTS6 ADGRV1 AFF1 AHNAK ANTXR1 APCDD1 AQP4 ARHGAP5 ARHGAP5-AS1 ARHGEF26 ARHGEF26-AS1 ARMC3 ARX ASIC3 ATP2B2 ATXN1 B3GLCT B3GNT5 BCAN BCO2 BLVRB BMP6 BMP7 BRCA1 C1orf226 C21orf62 C6orf118 C8orf34 C9orf24 CADM3 CAP2 CBLN4 CCDC146 CCDC17 CCDC181 CCDC39 CCN1 CCN2 CCND2-AS1 CD44 CDC25C CDK6 CDO1 CDON CELSR1 CEMIP2 CEP126 CFAP126 CFAP144 CFAP210 CFAP299 CFAP44 CFAP45 CFAP77 CFAP90 CHN2 CHST3 CLU CLXN COL18A1 COL21A1 COL23A1 COL4A5 CPNE2 CRB2 CREB5 CROT CRYAB CRYL1 CSPG5 CSPP1 CTDSP1 CXCL2 DACH1 DCDC1 DCN DDAH1 DENND2B DEPTOR DIPK2A DMRTA2 DNAAF1 DNAH6 DNAH7 DNAJB4 DOK5 DSG2 DTX4 DYNLT5 ECEL1 ECHDC2 EEPD1 EFHC2 EFHD2 ELN ELOVL1 ENKUR EPHB4 ERBB4 ERF ERMN EVI5 FABP7 FAM216B FAT1 FAT2 FAT3 FGFR3 FJX1 FLNC FLVCR2 FNDC1 FOXA1 FOXA2 FOXJ1 FOXM1 FOXP2 FREM2 FRMD3 FRMPD2 FRZB FSTL5 FZD1 FZD6 GABPB2 GASK1B GCA GDPD2 GLIS3 GNG12 GPC4 GPM6B GPRC5C GRIK1 GULP1 HBA1 HBA2 HBG1 HBG2 HEATR5A HEPACAM HES1 HES5 HEY1 HK2 HOATZ HYDIN ID3 ID4 IFI6 IGDCC3 IGDCC4 IGFBP2 IGFBP5 IGSF1 IL18 IL33 ILDR2 INHBB INTU IQANK1 IQCA1 IQCG IRS1 ITGB8 ITPKB ITPRID2 JAM2 KCNG1 KCNN3 KIAA1549L KLF15 KLHDC8A KLHDC8B KMT2E-AS1 LAMB2 LGI1 LHFPL6 LHX3 LIPG LMCD1 LMX1A LRATD2 LRP2BP LRP8 LRRC17 LRRC37A3 LRRIQ1 LRRN2 LRRTM3 LTBP1 LYPD1 MAML2 MED12L MGST1 MIR99AHG MLF1 MNS1 MOK MORN2 MORN5 MPPED2 MSI1 MSX1 NACC2 NCKAP5 NDNF NEBL NEK11 NES NFATC2 NFIA NFIB NINJ1 NKAIN4 NKD1 NOTCH1 NOTCH2 NPNT NPR3 NPTX2 NRBP2 NTS NUAK2 NUDT4 NXPH1 ODAD3 OPHN1 OTX2 PALS1 PARD3B PBXIP1 PDE11A PDE1A PDE3A PDGFC PDLIM3 PDLIM5 PDPN PEA15 PIFO PIK3IP1 PLEKHA5 PLIN3 PLOD2 PLP1 PLSCR4 PLTP PMP22 PON2 PPIL6 PREX1 PRTG PSAT1 PSD3 PTK2B PTPRO PXDC1 QKI RAB2A RAI14 RCN1 REST RFTN2 RFX4 RGMA RGS4 RHOJ RIDA RMST RNF182 ROPN1L RPGR RSPH1 RSPH9 RSPO2 RTKN2 S1PR1 SAMD13 SCD SCN1A SERTAD4 SERTM1 SHISAL1 SHROOM3 SLC16A9 SLC19A2 SLC25A18 SLIT1 SLIT2 SMYD3 SNTG1 SOX2 SOX21 SOX5 SOX6 SOX9 SPAG1 SPAG17 SPAG6 SPEF1 STOM STON1 STON2 SULF2 TACR1 TAGLN2 TBC1D32 TCF12 TEKT1 TENM3 TENM4 TES TF TFF3 TGIF2 TMEM123 TMEM132C TMEM218 TMEM231 TMEM47 TMPRSS5 TNFRSF11B TP73-AS1 TPBG TRABD2A TRAM2 TRIM59 TRIM9 TSC22D4 TSHR TSIX TSPAN11 TSPAN18 TTC29 TTK TTYH1 TWIST1 VEPH1 VIM VIT VSTM4 VWA3A WEE1 WFS1 WLS WNT1 WNT5A WNT7B WNT8B WSCD1 XPO4 YAP1 YBX3 ZBBX ZBTB2 ZC3H12C ZFP36L1 ZFP36L2 ZGLP1 ZNF474 ZNF682 MANNO_MIDBRAIN_NEUROTYPES_HRGL2A https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/MANNO_MIDBRAIN_NEUROTYPES_HRGL2A AASS ABAT ABCA5 ABHD2 ACSS1 ACTRT3 ADAM33 ADAMTSL4-AS1 ADCYAP1R1 ADGRB2 ADGRB3 ADGRG1 ADIRF AFF2 AHNAK AIF1L AK4 AKAP6 ALDH6A1 ALDH9A1 ALDOC ANOS1 ANTXR1 ANXA5 ANXA6 APC AQP4 ARAP2 ARHGEF1 ARHGEF26 ARHGEF4 ARHGEF6 ARMC3 ARVCF ASTN1 ATP13A4 ATP1A2 ATP1B2 ATP2B2 ATP2B4 ATXN1 B3GAT1 B3GNT2 BCAN BCAP29 BCHE BDH2 BMP7 BOC C12orf75 C12orf76 C1orf21 C2orf72 C6orf118 C8orf34 C8orf48 C9orf24 CA12 CACNB2 CADM4 CAP2 CAST CCDC146 CCDC17 CCDC175 CCDC39 CCL2 CCN1 CCN2 CCND2-AS1 CD44 CD81 CDC42EP4 CDH13 CDHR1 CDR1 CELSR1 CEP126 CETN2 CFAP107 CFAP126 CFAP144 CFAP210 CFAP299 CFAP44 CFAP45 CFAP47 CFAP52 CFAP73 CFAP77 CFAP90 CHST3 CHST6 CHST9 CIBAR2 CLCN3 CLU CLXN CMTM5 CNMD CNN2 COL11A1 COL27A1 COL4A5 COL8A1 COLQ COMT CPNE2 CPNE5 CPXM2 CRB1 CRB2 CREB5 CRISPLD1 CRYAB CRYM CSGALNACT1 CSMD3 CSPG5 CST3 CTNND2 CXCL2 CXCR4 CYP26B1 CYP2F1 DAG1 DBX2 DCDC1 DCLK1 DCLK2 DDAH1 DENND2B DHCR7 DHX32 DIO3 DKK3 DLEC1 DNAAF1 DNAAF3 DNAAF4-CCPG1 DNAH6 DNAH7 DNAI2 DNAI4 DNAJB1 DNAJB13 DNAJB4 DNALI1 DOK5 DPP6 DTNA DTX4 DYNLT5 EDNRB EEPD1 EFEMP1 EFEMP2 EFHC2 EGFR EGR1 EGR2 ELN ELOVL2 EMP1 ENHO ENKUR ENPP2 EPB41L4B EPHA3 EPHB1 ERF ERMARD ETFRF1 EVI5 EZR F3 FABP5 FABP7 FADS2 FAM167A-AS1 FAM181B FAM216B FAM3C FAM66D FAT1 FAT2 FAT3 FGF1 FGFBP3 FGFR3 FHL1 FLNC FLRT3 FNDC3B FOLH1B FOS FOSB FOXJ1 FRMPD2 FSTL5 FUT9 FZD2 GABBR2 GALC GAREM2 GASK1B GATM GCA GDPD2 GFAP GJA1 GLIS3 GLUD1 GNG12 GNG7 GOLM1 GPC1 GPC4 GPM6A GPM6B GPR137B GPR155 GPRC5B GRIA1 GRID2 GRM3 GULP1 H1-2 H2AC6 H2BC12 HAPLN3 HAS2 HBA1 HBA2 HBG1 HBG2 HDAC4 HEATR5A HEPACAM HEPN1 HES1 HES4 HES5 HMGCS1 HOATZ HSDL2 HSPA6 HSPA7 HSPB1 HSPB8 HTRA1 HYDIN ICA1L ID4 IER2 IFI27L2 IFI44L IGDCC3 IGFBP2 IGSF5 IL5RA ILDR2 INHBB INPPL1 INSIG1 INTU IQCA1 IQCG IQGAP2 IRF1-AS1 IRX1 IRX2 IRX4 ITGAV ITGB5 ITGB8 ITM2C ITPR2 JAG1 JUN KAT2B KBTBD11 KCNE5 KCNIP1 KCNJ1 KCNK1 KCNMB1 KCNN3 KCNQ2 KCTD12 KCTD21 KIF1A KIF9 KIRREL3 KLF15 KLHDC8A KLHL25 KLHL32 KRT14 KRT17 KRT5 LAMA4 LAMB2 LDLRAD4 LFNG LGALS3BP LIFR LIMCH1 LIPA LIPG LITAF LIX1 LIX1L LLGL1 LMCD1 LPAR4 LPCAT1 LPIN2 LRATD2 LRIG1 LRP1 LRP2 LRRC17 LRRC4C LRRIQ1 LRRK2 LRRN2 LRRN3 LTA4H LTBP1 LYPD1 LZTFL1 MAGT1 MAMDC2 MAML2 MASP1 MCC MCL1 MCTP1 METRN METTL7A MFAP4 MFGE8 MFRP MGST1 MIR9-1HG MIR99AHG MKX MLC1 MLF1 MMD2 MNS1 MOK MORN2 MORN5 MPC1 MPDZ MRC2 MSMO1 MT3 MTTP MXRA8 MYORG NACC2 NADK2 NBEA NCAM2 NCAN NCKAP5 NDNF NDP NDRG2 NEK11 NEK6 NELL2 NFIA NFIB NFIX NHERF1 NKAIN4 NLGN1 NLGN3 NLGN4X NLGN4Y NME5 NMNAT2 NOTCH1 NOTCH2 NPAS3 NPC2 NRARP NRK NRXN1 NSMF NTRK2 NTRK3 OAT OBSL1 ODAD1 OPHN1 OR11H2 OSBPL6 P3H4 P4HA1 PACRG PAG1 PALLD PALS1 PARD3B PBXIP1 PCDH1 PCDH7 PCDHGB4 PCSK6 PDE1A PDE1C PDLIM3 PDLIM5 PDPN PDZRN3 PEA15 PER1 PHGDH PHLPP1 PHYHIPL PI15 PI16 PIFO PLCD3 PLIN3 PLP1 PLPP3 PLTP PLXNB1 PMP2 PMP22 PON2 PPIL6 PPP2R2B PPT1 PRCP PRDM8 PREX1 PRKAA2 PRKCA PSAP PSAT1 PTCH1 PTK2B PTPRZ1 PXDC1 QKI RAB27A RAB6B RAB9A RANBP3L RASSF2 RASSF4 REST RFTN2 RFX4 RGMA RGS2 RIDA RIPOR2 ROBO3 ROPN1L RPGR RPS27L RRAGD RSPH1 RSPH4A S1PR1 SALL1 SALL2 SCAMP2 SCD SCG3 SCHIP1 SCN1A SCN4B SCRG1 SEC11C SEL1L3 SELENOP SEMA5B SEMA6A SERPINE2 SERPINH1 SESN3 SEZ6L SFRP1 SFRP2 SFRP4 SH3PXD2B SHISA3 SLC11A2 SLC13A5 SLC15A2 SLC16A9 SLC1A2 SLC1A3 SLC1A4 SLC25A18 SLC39A12 SLC4A4 SLC6A9 SLC7A11 SLIT1 SLITRK2 SMOC1 SMYD3 SNCAIP SNORA12 SNORA77 SNX31 SORBS1 SORCS2 SOX1 SOX2 SOX2-OT SOX21 SOX6 SOX8 SOX9 SPAG1 SPAG16 SPAG17 SPARCL1 SPATA6 SPECC1 SPEF1 SPRED1 SPRY1 SPRY2 SRGAP3 STK33 STOM STON2 SYPL1 TAFA5 TAGLN2 TC2N TCF4 TCIM TEKT1 TF TGFB2-OT1 TGIF2 THOC2 THSD4 TIMP3 TIMP4 TLE2 TMED5 TMEM161B-DT TMEM18 TMEM221 TMEM231 TMEM232 TMEM47 TMEM98 TMEM9B TNC TNFRSF11B TOM1L2 TP53TG1 TPPP TRAM2 TRIL TSC22D4 TSPAN18 TSPAN6 TSPAN7 TTC29 TTYH1 TTYH3 TUBB2B UBL3 UBXN1 VCAM1 VEPH1 VIM VSTM2L VWA3A WDR38 WEE2-AS1 WIPF2 WLS WNT7A WSCD1 WWC1 XYLT1 YBX3 ZBBX ZFP36L1 ZFP36L2 ZMAT1 ZNF474 ZNF497 MANNO_MIDBRAIN_NEUROTYPES_HRGL2B https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/MANNO_MIDBRAIN_NEUROTYPES_HRGL2B AAMDC ABAT ACBD7 ACSL6 ACSS1 ADAMTS6 ADAMTSL4-AS1 ADCYAP1R1 ADGRB2 ADGRB3 ADGRG1 AFF2 AHNAK AIF1L AK4 AKAP7 ALDH6A1 ANOS1 AQP4 ARAP2 ARHGEF26 ARHGEF4 ARHGEF6 ASCL1 ASIC3 ATP13A4 ATP1A2 ATP1B1 ATP1B2 ATP2B2 ATP2B4 AURKB BARD1 BCAN BCAP29 BCL6 BCLAF3 BIRC5 BOC BRCA1 BTN3A3 BUB1B C17orf67 C21orf58 C2orf72 C6orf118 C8orf34 C9orf24 CA12 CABIN1 CCDC144A CCDC146 CCDC17 CCDC8 CCN1 CCND2-AS1 CDC25C CDCA8 CDH13 CDK1 CDR1 CENPE CENPN CEP126 CFAP210 CFAP44 CHD5 CHST3 CITED1 CMTM4 CMTM5 CNMD COL11A1 COL27A1 COL4A5 COLQ CPNE2 CRB2 CREB5 CRYAB CSGALNACT1 CSMD2 CSMD3 CSPG5 CSPP1 CST3 CTDSP1 CTNND2 CYP26B1 DBI DBX2 DCLK2 DDAH1 DENND2B DEPDC1 DNAAF1 DNAH6 DNAH7 DNAJB1 DPF3 DPP6 DSC3 DSEL DTX4 EDNRB EEPD1 EFHC2 EFHD2 EGFR EGR1 EGR2 ELN ELOVL2 ENHO ENPP2 EPB41L4B EPHA3 ERF ERVK13-1 ESCO2 ETV1 F3 FABP5 FAM167A-AS1 FAM181B FANCI FASN FAT1 FAT2 FAT3 FGF1 FGFBP3 FGFR3 FHL1 FLJ16779 FOS FOXJ1 FZD2 GAB1 GABBR2 GABRG1 GAREM2 GATM GBX2 GDPD2 GFAP GINS1 GJA1 GLIS3 GNG12 GNG7 GOLGA8A GPC1 GPC4 GPM6B GPR137B GPX8 GRIA1 GRID2 GRM3 H2AX HAS2 HBA1 HBA2 HBB HBG1 HBG2 HDAC4 HEATR5A HEPACAM HEPN1 HES1 HES5 HEY2 HS6ST2 HSDL2 HSPA6 HSPA7 HSPB1 HYDIN ID4 IFI27L2 IFI44 IFI44L IFI6 IGFBP2 IGSF9B ILDR2 INHBB INKA2 INPPL1 IQCA1 IQGAP2 IRX1 IRX2 IRX4 ITGA6 ITGB5 ITGB8 ITPKB ITPR2 JAM2 JUN KANK1 KCNE5 KCNJ1 KCNN3 KCNQ2 KIF11 KIF14 KIF15 KIF1A KIF23 KIF2C KIRREL3 KLF15 KLF9 KRT14 KRT17 KRT5 LAMA5 LFNG LIFR LIMCH1 LIPG LITAF LIX1 LRATD2 LRIG1 LRP1 LRP2 LRRC17 LRRC37A3 LRRC4 LRRC4C LRRN1 LTBP1 LUZP2 LYPD1 MAML2 MASP1 MCC METRN METTL7A MFGE8 MGST1 MIR9-1HG MKI67 MLC1 MMD2 MNS1 MPC1 MPZ MRC2 MT1F MT3 MTSS2 MTTP MYBL2 MYORG NACC2 NADK2 NCAN NCAPG NCKAP5 NDNF NDP NDRG2 NES NFATC2 NFIA NFIB NFIX NKAIN4 NKX2-2 NLGN4X NOTCH1 NOTCH2 NPAS3 NPTXR NRARP NSMF NTRK2 NTRK3 NUF2 NUSAP1 OBSL1 ODAD1 OMG OPHN1 OSBPL6 PARD3B PAX3 PAX7 PBK PBXIP1 PCDH1 PDE1C PDE4C PDLIM3 PDLIM5 PDPN PEA15 PEAK1 PHGDH PHYHIPL PIAS2 PIF1 PIFO PLCD3 PLIN3 PLP1 PLPP3 PMP2 PMP22 PON2 POU3F2 POU6F1 PRDM13 PREX1 PRKD3 PTCH1 PTF1A PTN PTPRZ1 PXDC1 QDPR QKI RABL6 RACGAP1 RANBP3L RASSF2 RBMS2 REST RFTN2 RFX4 RGMA RIDA RIPOR2 ROBO3 RSPH4A RTKN2 SALL1 SALL3 SCD SCD5 SCN1A SCUBE2 SDC3 SEL1L3 SELENOP SEMA6A SENP3 SERINC5 SERPINE2 SERPINH1 SESN3 SEZ6L SFRP2 SGO1 SGO2 SHISA3 SLC1A2 SLC1A3 SLC25A18 SLC39A12 SLC4A4 SLC6A9 SLC7A11 SLFN13 SLITRK2 SMOC1 SNCAIP SOX1 SOX2 SOX2-OT SOX21 SOX5 SOX8 SOX9 SPAG1 SPAG17 SPARCL1 SPATA6 SPECC1 SPRED1 SPRY2 SRGAP3 SRI STK33 STON2 TACC3 TAF1C TAOK3 TCERG1L TCF4 TCF7L2 TF TGFB2-OT1 TGIF2 TIMP3 TIMP4 TNC TNFRSF11B TNK2 TNRC18 TNS1 TPX2 TRIL TRIM59 TSC22D4 TSPAN18 TSPAN7 TTYH1 UBL3 VCAM1 VEPH1 VIM VSTM4 VWA3A WDR93 WFDC1 WFS1 WLS WNT7A WNT7B WSCD1 WWC1 XRCC3 XYLT1 YAP1 YBX3 ZBTB2 ZFAND2A ZFP36L1 ZFP36L2 ZMAT1 ZNF682 ZNF83 MANNO_MIDBRAIN_NEUROTYPES_HRGL2C https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/MANNO_MIDBRAIN_NEUROTYPES_HRGL2C ABHD17A ACBD7 ACSL6 ACSS1 ADAMTS3 ADAMTS6 ADCYAP1R1 ADGRB1 ADGRB3 ADGRG1 AFF1 ALDH9A1 ANOS1 ANXA5 APBA1 AQP4 ARAP2 ARC ARHGAP42 ARHGEF4 ARHGEF6 ATP13A4 ATP1B1 ATP1B2 ATP2B2 BCAN BIRC5 C1orf21 C21orf58 C21orf62 C22orf15 C2orf72 C6orf118 C9orf24 CA12 CCDC39 CCDC8 CD44 CD82 CDCA5 CDH13 CENPF CENPK CENPN CEP126 CFAP44 CHKA CHST3 CHST6 COL27A1 COL2A1 COL9A3 CPNE5 CREB5 CRTAP CSGALNACT1 CSMD1 CSMD2 CSMD3 CSPG5 CST3 CTNNA3 CTNND2 CYP26B1 DBI DCLK1 DCLK2 DHFR DHX32 DNAAF3 DNAH6 DNAH7 DNER DOCK1 DPF3 DPP6 DPP7 DTNA EDNRB EEPD1 EFHD2 EGFR EGLN3 EGR1 ELN EPHA3 ERBB3 ERF ETV1 ETV4 ETV5 F3 FABP5 FABP7 FAM181B FAM81A FAM89A FANCB FANCI FBLN2 FGFBP3 FGFR3 FOXL2 FOXM1 FUT9 GABBR2 GATM GDPD2 GINS1 GLTP GMPR GNG12 GNG7 GPM6A GPM6B GRAMD1C GRIA1 GRID2 GRIP2 GRM3 GRM5 HAPLN3 HAS2 HBA1 HBA2 HBG1 HBG2 HEPACAM HEPN1 HES1 HES5 HOATZ HRH1 HTRA1 IER3IP1 IFI44L IGFBP2 IGSF9B ILDR2 INKA2 IQCA1 IRX1 ITGAV ITGB5 ITGB8 ITPKB ITPR2 JPH3 KANK1 KAT2B KCND2 KCNE5 KCNIP1 KCNJ1 KCNQ2 KLRC2 KRT17 LAMA1 LAMB2 LFNG LHFPL3 LIFR LIMA1 LITAF LIX1 LMCD1 LRATD2 LRFN5 LRIG1 LRP1 LRP1B LRRC17 LRRC4B LUZP2 LYPD1 MAP3K1 MAPK14 MCM5 MDGA2 METRN METTL7A MGST1 MIR9-1HG MLC1 MNS1 MORN5 MPC1 MRC2 MT1X MT2A MT3 MYBL2 MYLK MYORG NAV1 NCAN NCDN NDP NDRG2 NEK11 NEK6 NES NFATC2 NFIA NFIX NKAIN4 NKX2-2 NLGN4Y NOL7 NOTCH1 NPNT NRXN1 NSRP1 NUSAP1 OLIG2 OMG OPCML OPRM1 OSBPL6 PACRG PBK PCDH17 PCDH7 PCDHGC4 PDE1C PDE7B PDLIM3 PDPN PEA15 PHGDH PI15 PIEZO2 PIK3CB PKMYT1 PLAT PLEKHH2 PLLP PLPP3 PLTP PMP2 PMP22 PNOC PON2 PREX1 PRKCA PSAT1 PTCH1 PTN PTPRE PTPRT PTPRZ1 QKI RAB13 RAB31 RAB9A RACGAP1 RASSF2 RAVER1 RELN RFC3 RHOJ RIT2 RPE65 SCAMP2 SCD5 SCG3 SCHIP1 SCN1A SCRG1 SCUBE2 SDC3 SEC14L2 SERPINE2 SGO2 SH3D19 SHISA3 SKA3 SLC1A2 SLC1A3 SLC25A18 SLC4A4 SLC6A1 SLC6A9 SLC7A11 SLITRK2 SMOC1 SMYD3 SNORD27 SOX2 SOX2-OT SOX8 SOX9 SOX9-AS1 SPAG17 SPARCL1 SPATA6 SPEF1 SPRED1 SPRY1 SPRY2 SPRY4 TAGLN2 TAOK3 TEKT1 TGFB2-OT1 THSD4 THUMPD2 TIMP4 TMBIM1 TMEM232 TMEM255A TNC TNFRSF1A TRIB2 TRIM67 TSC22D4 TTYH1 UHRF1 USP2-AS1 VWA3A VXN WFDC1 WSCD1 ZNF474 ZWINT MANNO_MIDBRAIN_NEUROTYPES_HRGL3 https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/MANNO_MIDBRAIN_NEUROTYPES_HRGL3 ABCA8 ACSS1 ACVR1 ADAM9 ADAMTSL4-AS1 ADCY2 ADCYAP1R1 ADGRB2 ADGRV1 AFF2 AGA AGBL2 AGT AHNAK ALCAM ALDH6A1 ALDH9A1 ANKRD9 ANO2 ANTXR1 ANXA1 ANXA2 ANXA5 ANXA6 APLP2 APPL2 AQP4 ARAP2 ARHGAP24 ARHGAP5 ARHGEF26 ARHGEF26-AS1 ARHGEF28 ARL6IP5 ARMC3 ARX ATF3 ATOSA ATP1A2 ATP1B2 ATP2B2 ATXN1 B3GNT2 B4GALT6 BCAN BCHE BCO2 BMP1 BNC2 BOC C12orf75 C12orf76 C1orf226 C21orf62 C2orf72 C6orf118 C6orf89 C8orf34 C9orf24 CACNG4 CADM3 CALU CAST CATIP CCDC146 CCDC17 CCDC39 CCDC8 CCN1 CCN2 CD19 CD36 CD44 CD47 CDH13 CDH4 CDK2AP1 CDO1 CDR1 CELSR1 CEP126 CERKL CETN2 CFAP107 CFAP126 CFAP144 CFAP210 CFAP276 CFAP299 CFAP44 CFAP45 CFAP47 CFAP52 CFAP77 CFAP90 CFC1 CHPF CHST3 CHST6 CLU CLXN CMTM4 CMTM8 CNMD CNPY4 CNTN4 COBL COL18A1 COL27A1 COL4A5 COL6A1 COL8A1 COLEC12 CORIN CPEB2 CPNE8 CPQ CPXM2 CRB1 CRB2 CREB5 CRIM1 CRIP1 CRISPLD1 CRYAB CRYZ CSGALNACT1 CSPG5 CTNNA3 CTSC DAG1 DAPK1 DCDC1 DCDC2 DCLK1 DCN DDAH1 DENND2B DHRS3 DIPK2A DIRAS2 DKK3 DLG5-AS1 DLGAP1-AS1 DNAAF3 DNAAF4-CCPG1 DNAH6 DNAH7 DNAI4 DNAJB13 DNAJB4 DNALI1 DPP6 DPP7 DSC2 DSC3 DSG2 DST DTHD1 DTNA DTX4 DYNLT5 ECHDC2 EDNRB EEPD1 EFCAB14 EFCC1 EFEMP1 EFEMP2 EFHC2 EFNB3 EGLN3 EGR1 EID2B ENKUR ENPP2 ENSG00000286190 EPB41L3 EPHA1-AS1 EPHA3 ERF ETFRF1 EVA1C EVI5 EZR F5 FADS2 FAH FAT1 FAT2 FAT3 FBLN5 FBXL7 FGF1 FGFR3 FIBIN FJX1 FLJ16779 FLNC FLRT3 FMNL2 FNDC3B FOS FOXA1 FOXJ1 FOXP2 FREM2 FSTL1 FZD1 FZD3 GALC GALNT15 GALNT3 GAREM2 GASK1B GATM GCA GDPD2 GET1 GJA1 GLB1 GLIS3 GNA12 GNG12 GPC4 GPM6B GPR155 GPRC5C GRIA1 GRIN2A H2AC6 HAPLN1 HAS2 HBA1 HBA2 HBG1 HBG2 HDAC4 HEATR5A HEPACAM HEPN1 HES1 HES4 HES5 HEY1 HK2 HNRNPCL3 HOATZ HS3ST1 HS3ST4 HSDL2 HSPB1 HTRA1 HYDIN ID3 ID4 IFI27L2 IFI35 IFT57 IFT88 IGFBP2 IGFBP5 IGFBP7-AS1 IL33 INHBB IQCA1 IQCG IQGAP2 IRS1 ITGA6 ITGB5 ITGB8 ITIH5 ITM2C ITPKB ITPRID2 ITSN1 JAM2 JUN KCNAB1 KCNE5 KCNG1 KCNIP1 KCNK2 KCNMA1 KCNMB1 KCNMB4 KCNN3 KCTD12 KIF5C KIF9 KIFC2 KIRREL3 KLF15 KLF9 KLHDC8B KLHL32 LAMB2 LAMP1 LANCL2 LCA5 LDLRAD4 LGALS3BP LGI3 LIFR LIMCH1 LIPA LIPG LITAF LIX1 LIX1L LMBRD1 LMCD1 LPAR4 LPL LRIG1 LRP1 LRP1B LRP2 LRP2BP LRRC17 LRRIQ1 LRRK2 LRRN2 LRRN3 LYPLAL1 LZTFL1 MAGI2 MAGT1 MAMDC2 MAN2A2 MAOA MAP3K5 MAP7 MBP MEMO1 MEST METRN MFRP MGST1 MIR198 MIR3652 MKX MLC1 MLF1 MMRN1 MNS1 MORN2 MORN5 MPDZ MRC2 MRPL57 MT3 MTSS2 MTTP MUC19 MXRA8 NACC2 NADK2 NDFIP1 NDNF NDRG4 NEBL NECTIN3 NEK11 NES NKAIN4 NME5 NMNAT2 NOTCH2 NPC2 NR3C1 NR4A3 NRBP2 NRCAM NRP1 NSMF NTN1 NTRK2 NXPH1 OBSL1 ODAD1 ODF3B OPN5 OSBPL6 P3H4 P4HA1 PACRG PAM PAPLN PARD3B PBXIP1 PCDHGB4 PDE1C PDE3A PDE8B PDGFC PDLIM3 PDLIM5 PDPN PEA15 PHGDH PIFO PLCXD3 PLD3 PLEKHA5 PLEKHH2 PLIN3 PLOD2 PLPP3 PLPPR1 PLTP PMM1 PMP22 PON2 PPIL6 PPP1R14C PPP1R32 PPP1R3C PPT1 PRCP PREX1 PRLHR PROM1 PSAP PSAT1 PTPMT1 PXDC1 PYCR2 PYGL QKI RAB9A RAI14 RALGPS2 RANBP3L RERG RERGL RFTN2 RFX4 RGMA RGS6 RHBDD2 RHOJ RIDA RMST RNF13 ROPN1L RPGR RSPH1 RSPH4A RSPH9 RSPO3 RWDD3 RXRG SALL1 SALL2 SCD SCGB1A1 SCN1A SDC2 SERPINB6 SERTM1 SFRP2 SHISA6 SHROOM3 SIPA1L2 SIRT2 SLC15A2 SLC1A3 SLC35G2 SLC38A1 SLC44A1 SLC4A4 SLC6A1 SLC6A9 SLC7A11 SLIT1 SLIT2 SMAD9 SMYD3 SNTG1 SORCS1 SORCS2 SOX2 SOX9 SOX9-AS1 SPAG1 SPAG16 SPAG17 SPAG6 SPARC SPARCL1 SPEF1 SPOCK1 SPON1 SRGAP3 SSPOP STAT3 STAT6 STEAP3 STK33 STON1 STON1-GTF2A1L SULF1 SULF2 SUSD5 TACR1 TAGLN2 TBC1D2B TBC1D4 TCIM TEKT1 TF TFF3 TGFB1 THSD4 THSD7A THUMPD2 TIMP2 TIMP3 TIMP4 TMBIM6 TMC5 TMEM132C TMEM18 TMEM231 TMEM232 TMEM47 TMEM59L TMEM63A TMEM9B TNFRSF11B TNFRSF1A TNIK TOM1L2 TPP1 TPPP TPPP3 TRABD2B TRAM2 TRIL TRIM9 TSC22D4 TSHZ2 TSPOAP1 TSTD1 TTC29 TTR TTYH1 TXLNB UBL3 UCP2 VAMP5 VCAM1 VEPH1 VIM VSTM2L VWA3A WFS1 WLS WNT5A WNT7A WWC1 WWTR1 YAP1 YBX3 ZBBX ZFP36L1 ZFP36L2 ZMAT4 ZNF395 ZNF474 ZNF529-AS1 ZSCAN1 MANNO_MIDBRAIN_NEUROTYPES_HRN https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/MANNO_MIDBRAIN_NEUROTYPES_HRN ACSL6 ACTL6B ACVR1B ACVR2A ADA2 ADAMTS5 ADARB2 AKAP6 AKR1C1 AKR1C2 ALDH1L2 AMER2 ANK2 ANK3 ANKRD44 AP1S2 APLP1 ARFGEF3 ARRB1 ASIC4 ASXL3 ATCAY ATL1 ATP1A3 ATP6V1H AUTS2 B3GALT2 BAALC BASP1 BCL11A BEND5 BICRAL BIVM-ERCC5 BRINP2 BZW2 C1QL4 C1orf21 C1orf35 CACNB3 CACNG2 CADPS CBLN2 CCDC184 CD2 CD24 CDC42EP3 CDH22 CDK5R1 CDK7 CELF3 CELF4 CELF5 CELSR3 CERS6 CHGA CHML CLVS1 CLVS2 CNR1 CNTN4 COMMD3-BMI1 COMTD1 CPEB3 CRMP1 CTNNA2 CXADR DCLK1 DCX DMRTA2 DNM3 DOCK3 DOK4 DOK6 DPYSL2 DPYSL3 DUSP26 DUSP4 EBF3 EDIL3 ELAVL2 ELAVL3 ELAVL4 ELOVL4 EMX2 EMX2OS ENC1 ENOX1 ENSG00000248540 EPB41 EPB41L1 ESRRG ETFB FAM117B FAXC FBLL1 FBXL16 FGF12 FGF14 FHOD3 FNIP2 FOXA2 FOXP2 GABRB3 GABRG2 GAP43 GDAP1L1 GLRA2 GNG2 GNG3 GOLGA7B GOLGA8B GPC2 GPM6A GPR155 GPRIN1 GREM2 GRIA2 GRIK2 GRIN3A GRIP1 HAUS1 HIVEP3 HOOK1 HUNK INA IQCJ-SCHIP1 ISLR2 JAKMIP1 JPH4 KCNA3 KCNC1 KCND2 KCNH8 KCNQ3 KHDRBS3 KIF21B KIF26A KIF3A KIF3C KIF5C KLC1 KLHL1 KLHL35 KMO L1CAM LETMD1 LHFPL4 LHX1 LMTK3 LONRF2 LONRF3 LPAR2 LPGAT1 LPIN1 LRFN5 LRRC49 LRRTM4 LZTS1 MAP1B MAP2 MAP6 MAP7D2 MAPK6 MAPK8 MAPK8IP2 MAPRE2 MARCHF1 MCF2 MCF2L MIAT MIR124-2HG MIR22HG MLLT11 MMP24 MSANTD3-TMEFF1 MTUS2 MYO5A MYT1 NAP1L5 NAPB NCAM1 NCAN NCDN NEDD4L NFASC NHLH2 NKAIN1 NKAIN2 NLGN4X NMNAT2 NNAT NOL4 NOVA1 NREP NRN1 NRSN1 NRXN1 NSG1 NSG2 NXPH4 OCIAD2 OPN3 OSBPL6 PAFAH1B3 PAK3 PAK5 PAPPA PBX3 PCDH9 PCDHA7 PCDHGC3 PCSK2 PDE11A PDE4DIP PEX5L PGM2L1 PHACTR3 PHF21B PHYHIPL PITX2 PLEKHA6 PLPPR2 PLPPR4 PLXNA3 POU2F2 POU3F1 POU4F1 PPFIA2 PPP3R1 PRICKLE2 PRKAR2B PRSS12 PTPN5 PTPRO RAB3A RAB3C RAB3IP RAB9B RALYL RAPGEF5 RBFOX1 RBFOX2 RBM18 RELN RIMS4 RND3 RNF112 RNF182 ROBO2 ROBO3 RSBN1 RTN1 RUNDC3B RUNX1T1 SAMD14 SAMD5 SBK1 SCARA5 SCG3 SCN3A SCRT2 SEMA3C SEPTIN3 SEZ6L2 SH3BP5 SHANK2 SHISA6 SLC16A14 SLC17A6 SLC1A2 SLC22A15 SLC37A1 SLC38A1 SLC6A15 SLC8A2 SMAP2 SMIM18 SMPD3 SNAP25 SNAP91 SNCG SORCS3 SOX11 SOX4 SRCIN1 SRRM4 SSBP3 ST6GAL2 ST8SIA3 STMN1 STMN2 STMN4 STXBP1 SV2A SYBU SYP SYT13 SYT7 TAFA2 TAGLN3 TBC1D2B TENM2 TERF2IP TES THSD7A TLCD3B TMEM121B TMEM132B TMEM169 TMEM185B TMEM196 TMEM35A TRHDE TRIM36 TSC1 TSIX TUBB2B TUBB3 UBE2QL1 UCHL1 UNC79 USP49 VASH2 XIST YWHAG ZBED4 ZBTB6 ZFHX3 ZFHX4 ZNF124 ZNF354A ZNF497 ZNF697 ZNF91 ZSCAN9 MANNO_MIDBRAIN_NEUROTYPES_HSERT https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/MANNO_MIDBRAIN_NEUROTYPES_HSERT AATK ABHD17A ABLIM1 ABR ACOT7 ACSL6 ACTL6B ADAM22 ADCY1 ADGRB1 AFF2 AK5 AKAP7 AKR1C1 AKR1C2 ANK2 ANKRD44 ANO8 AP3B2 APBA1 APLP1 ARFGEF3 ARRB1 ASB2 ASXL3 ATCAY ATL1 ATP1A3 ATP2B2 ATP6V1A B9D1 BAALC BASP1 BEX1 BEX2 BEX5 BOP1 BRINP1 BRINP3 BTBD1 BTBD6 C10orf95-AS1 C22orf42 CA1 CACNA1A CACNA1B CACNA1C CACNA1E CACNA1G CACNG8 CADM1 CALB1 CAMK2B CAMK2N2 CASZ1 CBLN2 CCDC184 CCDC85A CCSER1 CD2 CD47 CDH13 CDH8 CDK5R1 CDKL2 CDKN2D CDRT4 CELF3 CELF4 CELF5 CELF6 CEP126 CFAP276 CGREF1 CHCHD1 CHD5 CHGA CHGB CHODL CHRNA4 CHST1 CLCN4 CLVS1 CNGB1 CNIH2 CNTN1 CNTN4 CNTNAP4 COL5A2 COMTD1 CPEB3 CPNE4 CPNE5 CPNE7 CREG2 CRMP1 CRTAC1 CSRNP3 CTHRC1 CTXN2 CYP4X1 DACT3 DCX DDC DIRAS2 DMTN DNAJC12 DNAJC5 DNAJC6 DNM3 DOK6 DPF1 DPYSL3 DYNC1I1 EEF1A2 EID2B ELAVL2 EMID1 ENO2 EPB41L1 ERC1 ERC2 FAR2 FBLL1 FBXL16 FEV FGF13 FGF14 FKBP1B FNDC10 FNDC9 FRMPD4 FRY FSD1 GABBR2 GABRB1 GABRB2 GABRG1 GABRG2 GAP43 GARNL3 GATA2 GATA3 GATA3-AS1 GCH1 GCHFR GDAP1L1 GFOD1 GLRA2 GLT8D2 GNAL GNAO1 GNG2 GNG3 GOLGA7B GOT1 GPC3 GPM6A GPR12 GPR149 GPR176 GPR26 GPRASP1 GREM2 GRIA1 GRIA2 GRIA4 GRIK2 GRIN3A GRIP2 GRM5 GRM7 GRM8 HBA1 HPCAL4 HS3ST4 HS6ST3 HSPA12A ICA1 IL27RA INA INHBA-AS1 JAKMIP1 JPH3 JPH4 KANK4 KCNC1 KCNIP4 KCNK3 KCNQ3 KCTD2 KIF5C KIFC2 KIRREL3 KIT KLC1 KLHL29 KLHL32 KRT17 KSR2 L1CAM LGI1 LHFPL3 LHFPL4 LINGO1 LMTK3 LMX1B LONRF2 LPCAT4 LPIN2 LRATD1 LRFN5 LRP1B LY6H MAOA MAP1B MAP1LC3A MAP2K4 MAP7D2 MAPK8IP2 MAPRE2 MAPRE3 MARCHF1 MAST1 MCF2 MCF2L MEG3 MEST MFSD6 MGAT4C MICOS10-NBL1 MLLT11 MMP24 MSANTD3-TMEFF1 MTURN MTUS2 MYCBP2 MYO5A NALCN NALF1 NAP1L3 NAP1L5 NAPB NCAM1 NCDN NCOA7 NDFIP1 NDRG4 NEGR1 NELL1 NFASC NKAIN2 NOL4 NPTXR NRXN1 NRXN2 NSG1 NSG2 OLFM3 OPCML OPN5 OPTN PAK6 PAQR8 PCDH11X PCDH19 PCDH7 PCDH9 PCDHA7 PCSK1N PDE11A PDZD7 PEG3 PFKP PGM2L1 PHACTR3 PI4KA PIGZ PITPNC1 PITRM1 PKIA PLCB1 PLCH2 PLCXD3 PLPPR2 PLPPR3 PLPPR4 PLPPR5 PLXNC1 PNCK PNMA2 PNMA8B POU2F2 PPFIA2 PPFIA4 PPM1H PPP2R2B PRKACB PRKAR1B PRKAR2B PRKCB PRKCZ PRRT2 PRRT4 PSD PSD2 PTPRM PTPRR QDPR RAB15 RAB24 RAB3B RAB9B RALGDS RALYL RASA4 RASGRP2 RBFOX1 RBFOX2 RBFOX3 RBMS3 REEP1 RETREG1 RFPL1S RGS17 RIMBP2 RIMS1 RIMS2 RIMS4 RIPOR2 RNF112 RNF175 ROBO2 RTN1 RUFY3 RUNDC3B SAMD14 SBK1 SCG2 SCG5 SCN2A SCN3A SCN3B SCN7A SCN9A SEMA3C SEPTIN6 SERINC1 SERPINI1 SEZ6 SEZ6L2 SH3BP5 SH3GL3 SH3KBP1 SHANK3 SLC12A5 SLC18A2 SLC22A17 SLC24A3 SLC35F3 SLC37A1 SLC4A1 SLC4A3 SLC4A8 SLC6A1 SLC6A15 SLC6A4 SLC7A14 SLC8A2 SLC9A6 SLITRK1 SLITRK4 SMARCD3 SMIM17 SMIM18 SMPD3 SNAP25 SNAP91 SNCA SNCG SNORD116-29 SNX1 SORCS3 SOX1 SOX14 SPINT2 SPOCK1 SPOCK2 SPOCK3 SRRM4 SSTR2 ST8SIA3 STMN2 STMN4 STXBP1 SVOP SYBU SYN2 SYNGR3 SYP SYT1 SYT13 SYTL2 TAC1 TAFA1 TAFA2 TAFA5 TARBP1 TENM2 THRA THSD7B TMEM121B TMEM14A TMEM151A TMEM169 TMEM178B TMEM35A TMEM59L TMOD2 TNS1 TPH2 TPPP TRIM46 TRIM67 TRPV2 TSHZ2 TSPAN7 TTC9B TUBB2A TUBB3 TUBB4A UBE2E2 UCHL1 UNC79 USP27X VAT1L VGF VSNL1 VSTM2A XKR6 XPR1 YPEL2 YWHAG YWHAH ZC2HC1A ZCCHC12 ZFHX2 ZFHX3 ZNF32 ZNF385D MENON_FETAL_KIDNEY_0_CAP_MESENCHYME_CELLS https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/MENON_FETAL_KIDNEY_0_CAP_MESENCHYME_CELLS ANKRD11 ANP32B ATRX BAZ1B BAZ2B BDP1 BPTF BRD3 BST2 CCDC14 CCDC88A CENPF CHD4 CUX1 DACH1 DDX24 DEK DNMT1 EIF3A ENAH GABPB1-AS1 GOLGA4 H19 H4C3 HMGB1 HMGB1P6 HMGB2 HNRNPA1L3 IGF2 ILF3 ITGA8 KAT6B LAMA4 LUC7L3 LYPD1 MCM7 MDK MEIS2 MKI67 NAP1L1 NASP NBPF1 NCAM1 NCL NKTR NNAT NOP56 NR2F1 NR2F2 NTRK2 NUDT3 PAX2 PEG10 PPM1G PRXL2A PSIP1 PTMA PTMAP2 PTMAP5 PTMS PTPN14 RBM25 RBP1 RIF1 RPL13AP25 RPS10 RPS19P1 RPS3AP6 RPS4XP6 RSF1 SEPTIN6 SET SF3B2 SMC1A SMC3 SMC4 SNRNP70 SOX4 SPEN SUPT16H SYNE2 TIA1 TOP2A TOP2B TPR TUBA1A USP1 XIST ZC3H13 ZKSCAN1 MENON_FETAL_KIDNEY_10_IMMUNE_CELLS https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/MENON_FETAL_KIDNEY_10_IMMUNE_CELLS ACTB ACTR2 AIF1 ARHGDIB ARPC1B ARPC2 ARPC3 ATP5F1E B2M CAP1 CAPZB CCDC88A CD74 CFL1 CNPY3 CORO1A COTL1 CST3 CYBA CYBB DAB2 EEF1B2P6 FGL2 FOS FTL FTLP3 FYB1 GPX1 GRB2 HLA-A HLA-B HLA-C HLA-DPA1 HLA-DPB1 HLA-DRA HLA-DRB1 HLA-DRB6 HLA-E IGSF6 IQGAP1 KLF6 LAPTM5 LCP1 LGALS1 LRRFIP1 LST1 MAF MEF2C MNDA MYL6 NEAT1 OAZ1 PABPC1 PFN1 PSAP PTPRC RBPJ RGS10 RPL12 RPL27 RPL27A RPLP1 RPLP2 RPS15A S100A11 S100A4 S100A6 SAMHD1 SAT1 SH3BGRL3 SNHG5 SRGN TMSB10 TMSB4X TMSB4XP8 TOP1 TPM3 TPT1 TUBA1B TYROBP UBA52 VAMP8 ZFP36L2 MENON_FETAL_KIDNEY_1_EMBRYONIC_RED_BLOOD_CELLS https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/MENON_FETAL_KIDNEY_1_EMBRYONIC_RED_BLOOD_CELLS ACTB ARL6IP1 ATP5F1C ATP5MC2 ATP5PF BTF3 CADM1 CALR CHCHD2 CNBP DUT DYNLL1 EEF1B2 ERH FKBP3 FOS FTH1 GAPDH H1-3 H2AZ1 H3-3B H4C3 HACD3 HBA1 HBA2 HBB HBG1 HBG2 HMGB1P5 HMGB2 HNRNPC HNRNPF HSPA8 HSPE1 ID3 IFITM2 ILF2 JUN LYPD1 MACROH2A1 MARCKSL1 MKI67 MT-CYB MT-ND1 MT-ND2 MT-ND5 MTATP6P1 MTCO1P12 MTND1P23 NACA NPM1 NPM1P39 NUSAP1 OSTC PCBP2 PCNA PFN1 PPDPF PPIA PPIAP22 PTTG1 RAD21 RAN RANBP1 RHOA RPL10P16 RPL10P6 RPL10P9 RPL15 RPL15P3 RPL18A RPL19 RPL23A RPL23AP42 RPL26 RPL26P19 RPL29 RPL3 RPL31 RPL32 RPL35A RPL4P4 RPL5 RPL5P34 RPL6 RPL7 RPL7A RPL7AP6 RPLP0 RPLP0P6 RPS13 RPS13P2 RPS15A RPS18 RPS23 RPS25 RPS2P5 RPS4Y1 RPS7 RPS7P1 RPSA RPSA2 SEC11A SELENOF SINHCAF SKP1 SMC4 SNRPB SNRPC SNRPD2 SRP9 SRSF2 SSBP1 STMN1 SUMO2 TMPO TMSB15A TOP2A TPT1 TUBA1B TUBB UBB YBX1 YBX1P1 YBX1P10 YWHAQ MENON_FETAL_KIDNEY_2_NEPHRON_PROGENITOR_CELLS https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/MENON_FETAL_KIDNEY_2_NEPHRON_PROGENITOR_CELLS ABLIM1 AFDN ANP32E BTG1 CCDC198 CCND1 CD24 DBI DCDC2 EIF3F EMX2 EPCAM ERBB4 HES1 HIPK2 HMGA1 HOXA10 HOXB3 HOXB7 HOXD8 HSP90AA1 JAG1 LAMB1 LHX1 LIMCH1 MAL MARCKSL1 MECOM MST1L ODC1 PLEKHA1 POU3F3 RAB3IP RPL3 RPL7P1 RPLP0 RPLP0P6 RPS2 RPSA RPSA2 SOX4 TRIB2 TUBB2B UTRN MENON_FETAL_KIDNEY_3_STROMAL_CELLS https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/MENON_FETAL_KIDNEY_3_STROMAL_CELLS AKAP12 ALCAM ATP2B1 C12orf57 CALD1 CCDC88A CD81 CDH11 CHD3 CLDN11 COL1A1 COL1A2 COL21A1 COL3A1 COL4A1 COL4A2 COL5A2 COL6A3 CTSC CYP1B1 DST EMCN FLRT2 FN1 FOS FSTL1 GNAS GPC3 H19 IGF2 IGFBP5 ITGB1 KCNQ1OT1 LGALS1 MACF1 MAGED2 MARCKS MDK MEG3 MEIS2 MYH10 MYL6 MYLK NCAM1 NKTR NR2F1 NR2F2 PALLD PBX1 POSTN PPP1R12A PTN PXDN RAI14 RBP1 RPL24P8 RPL28 RPS4XP6 RRBP1 SELENOW SEPTIN11 SEPTIN7 SERPINH1 SFRP1 SOX4 SPARC SULT1E1 TCF21 TMSB4X TNC TOP2B TPM1 TPM2 TPM4 TTC3 TUBA1A UACA VCAN VIM XIST ZEB2 MENON_FETAL_KIDNEY_4_PODOCYTES https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/MENON_FETAL_KIDNEY_4_PODOCYTES ACTN4 ADAMTS9 ADD3 AHNAK AIF1 AIF1L ALCAM ANKRD11 ANKRD12 ANXA2 ANXA2P2 ANXA5 APLP2 ARF1 ARHGAP29 ARHGEF12 ARMCX3 ARMH4 BAZ2B BBX BCAM BMP7 BNIP3L BRD2 BST2 C4orf3 CALD1 CALM2 CALR CANX CAST CCN2 CCNL2 CD151 CD2AP CD59 CD63 CD81 CDKN1C CGNL1 CHD3 CHD4 CIRBP CITED2 CLDN5 CLIC5 CMYA5 COL18A1 COL4A4 COL9A1 CPXM1 CRIM1 CXCL12 DACH1 DDN DDX17 DSC2 DST DSTN DYNC2I1 DYNLRB1 EFNB2 EIF3M EMC10 ENPEP EVL EZR FKBP2 FNDC3B FOXC1 GABARAPL2 GADD45A GINM1 GOLGB1 GOLIM4 H3-3B HIPK2 HMGN3 HSP90B1 HSPA5 HTRA1 IQGAP2 ITGB1 ITIH5 ITM2B KMT2A KMT2E KTN1 LEPROT LRRFIP1 LUC7L3 MAFB MAGI2 MAGI2-AS3 MALAT1 MAN1A2 MIR503HG MME MPHOSPH8 MTDH MXRA8 MYH9 MYL12B MYL6 MYL9 NDUFB2 NEAT1 NEBL NES NFE2L1 NORAD NPHS1 NPHS2 NPNT NTNG1 NTRK2 PALLD PALS1 PARD3B PCBP1 PCMTD2 PDIA3 PHACTR4 PHIP PLA2R1 PLCE1 PLOD2 PLTP PODXL PON2 PPP1R9A PRDX6 PRMT2 PRRC2C PSAP PTBP3 PTH1R PTMS PTPN14 PTPRD PTPRO PUF60 RAB2A RAD50 RASSF8 RBMS1 RDX RETREG1 RFC1 RNF145 ROBO2 RPL36AL S100A6 SARAF SDC2 SEC62 SELENOP SEMA3B SEPTIN11 SEPTIN2 SERINC1 SLK SOST SPARC SPATS2L SPINT2 SPOCK2 SRGAP1 SRRM2 ST3GAL6 STT3B SULF1 SYNPO TAX1BP1 TBCB TCEAL3 TCEAL9 TCF21 TCF25 TERF2IP TGFBR3 THSD7A TJP1 TMED9 TMEM150C TMSB4X TMSB4XP8 TNNI1 TNNT2 TPM1 TPPP3 TRIB2 TSC22D3 TSPAN3 TTC14 TXNIP TYRO3 UACA UBE2G2 VEGFA VIM WASF2 WT1 WT1-AS YIPF4 ZFP36L2 MENON_FETAL_KIDNEY_5_PROXIMAL_TUBULE_CELLS https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/MENON_FETAL_KIDNEY_5_PROXIMAL_TUBULE_CELLS ACAA2 AFP AIG1 AKR1A1 ALDH6A1 ANXA4 APOE APOM ARID5B ATP5IF1 ATP5PD ATP5PF ATP6V1F ATP6V1G1 ATXN7L3B C11orf54 CALM1 CALM3 CARMIL1 CCDC198 CD164 CD24 CDH6 CITED2 CLU CTSB CUBN CYB5A CYBA DAB2 DBI DCDC2 DNPH1 DPP4 DSEL DYNLRB1 EMX2 EPHA7 ETFB FARP1 FLRT3 FTH1 FTL FTLP3 GLYATL1 GNG11 GPC3 HADHA HOOK1 HSPD1 HSPE1 ID1 ID2 ID4 IGFBP7 ITM2B JAG1 KCNJ15 LAMTOR5 LAPTM4A LRP2 MDH1 MPC2 MRPL32 MSRB1 MTCO1P12 MYO6 NDUFC1 NHERF1 NIPSNAP1 NPC2 OCIAD2 ODC1 PCBP2 PDZK1 PPFIBP1 PSMA2 PTGR1 PTTG1IP QPRT RAB3IP RIDA RNF181 RPL10P9 RPL14P1 RPS2P5 RPS4Y1 RPS7 RTN4 S100A10 SELENOP SLC27A2 SLC3A1 SMIM24 SMS SNHG29 SNHG8 SPATS2L SPEF2 SPINT2 SPP1 SYAP1 SYNE2 TMBIM6 TNFSF10 TPT1 TPT1P9 TSPAN12 TUBB4B TXN UGCG VCAN MENON_FETAL_KIDNEY_6_COLLECTING_DUCT_CELLS https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/MENON_FETAL_KIDNEY_6_COLLECTING_DUCT_CELLS ADH1C AFDN AGR2 AHI1 AKR1B1 ALDH1A1 ANXA2 ARL4C ARPC2 ASAH1 B2M BCAT1 BTG2 CALM1 CCDC198 CD2AP CD9 CHD3 CLDN4 CLTC CLU COA3 COBLL1 CTSH CYB5A DMKN ECHDC2 EFNB2 EGR1 EIF1 ELF5 EMX2 EMX2OS ENO1 EPCAM EZR FOS GATA3 GSTM3 GSTP1 HDAC1 HOXB7 HSPB1 ID1 IER2 IQGAP1 IVNS1ABP JUN KLF6 KRT18 KRT19 KRT8 LHX1 LIMCH1 LRPAP1 LRRFIP1 MAL MAL2 MAP4 MECOM METAP2 MGST3 MRPL33 MYL12A MYO6 NEDD4L NPNT PAX8 PDHA1 PPDPF PTBP3 PTPN13 PTPRF RAB11FIP2 RALBP1 RDH10 RTN4 S100A10 S100A11 S100A6 SAT1 SCIN SCOC SPATS2L SPINT2 STC1 TBX3 TCEAL9 TMSB4X TMSB4XP8 TSC22D1 TSTD1 WFDC2 ZFP36L1 MENON_FETAL_KIDNEY_7_LOOPOF_HENLE_CELLS_DISTAL https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/MENON_FETAL_KIDNEY_7_LOOPOF_HENLE_CELLS_DISTAL ABLIM1 ACADVL ACP3 AFG3L2 AFP AHCYL1 AK3 AKAP9 AKIRIN1 ALDH1A1 ALDOA ANK3 ANXA11 APLP2 APOE ARHGAP24 ASAH1 ATP1A1 ATP1B1 ATP1B3 ATP5F1A ATP5F1B ATP5F1C ATP5F1D ATP5F1E ATP5MC1 ATP5MC3 ATP5ME ATP5MG ATP5MJ ATP5MK ATP5PB ATP5PD ATP5PF ATP5PO ATP6AP1 ATP6AP2 ATP6V0B ATP6V0E1 ATRAID AURKAIP1 BEX2 BEX3 CA12 CAPN2 CD24 CD63 CDH16 CHCHD10 CHMP2A CISD1 CKB CLCN5 CLCNKB CLDN10 CLDN16 CLDN19 COA3 COBLL1 COL18A1 COL6A1 COMMD6 COX20 COX4I1 COX5A COX5B COX6A1 COX6B1 COX6C COX7A2 COX7B COX7C COX8A CPM CPNE3 CRYL1 CTDSPL CTSL CXCL12 CYC1 CYCS CYFIP2 CYP1B1 CYS1 CYSTM1 DCDC2 DECR1 DEFB1 DMAC1 DNER DUSP9 DZIP1 ECI1 EGFL6 EIF3K ENO1 EPCAM ERBB4 ESD ESRRG ETFB FAM162A FKBP2 FTL FTLP3 FXYD2 GABARAPL2 GHITM GNG5 GOT1 GPI GSTK1 GSTM3 HIGD2A HINT2 HOXD8 HOXD9 HSBP1 HSPA9 HSPE1 ID2 IDH2 IGFBP7 IMMT IRX2 ISCU ITM2B ITM2C ITPRID2 IVNS1ABP KCNJ1 KCNJ16 KNG1 KRT10 LAMB1 LAMTOR5 LDHB MAGEF1 MAL MDH1 MECOM MEST MGST3 MICOS10 MICOS13 MINDY2 MPC1 MPC2 MRPL33 MRPL41 MRPS25 MRPS5 MRPS6 MST1L MST1P2 MT-ATP6 MT-ATP8 MT-CO1 MT-CO2 MT-CO3 MT-CYB MT-ND1 MT-ND2 MT-ND3 MT-ND4 MT-ND4L MT-ND5 MT-ND6 MT-RNR1 MT-RNR2 MTATP6P1 MTURN MUC1 MYO6 NARS1 NDFIP1 NDUFA1 NDUFA10 NDUFA2 NDUFA3 NDUFA4 NDUFA5 NDUFA6 NDUFA8 NDUFB1 NDUFB2 NDUFB4 NDUFB5 NDUFB6 NDUFB7 NDUFB8 NDUFB9 NDUFC1 NDUFC2 NDUFS2 NDUFS3 NDUFS6 NDUFS7 NDUFS8 NDUFV1 NEAT1 NEDD4L NEFL NIPSNAP2 NPC2 NUDT4 PAPPA2 PAPSS2 PDHA1 PEBP1 PGK1 PHB1 PIK3R1 PKM PKP4 PLEKHB2 PNKD POLR2L POU3F3 PP7080 PRDX3 PRDX5 PTGER3 PTH1R RBM47 REXO2 RHOBTB3 RNF7 RNPC3 RTL8C S100A6 SDC4 SERF2 SLC12A1 SLC25A4 SLC25A5 SLC25A6 SLC2A11 SLC5A3 SLIRP SMDT1 SMIM24 SPINT2 SPP1 SUCLG1 SULT1C2 TCEAL4 TFAP2B TFCP2L1 TMBIM6 TMEM213 TMEM59 TMEM72 TOMM7 TPI1 TRIM2 TSPAN12 TSTD1 TUBB2B UCHL1 UGT8 UMOD UQCR10 UQCR11 UQCRB UQCRC1 UQCRC2 UQCRFS1 UQCRH UQCRHL UQCRQ VAMP8 VAV3 VDAC1 WSB1 XPA MENON_FETAL_KIDNEY_8_CONNECTING_TUBULE_CELLS https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/MENON_FETAL_KIDNEY_8_CONNECTING_TUBULE_CELLS ABLIM1 ACADVL ADAMTS9 ADD3 AFG3L2 AHCYL1 AHNAK AIF1L ANK3 ANXA11 APLP2 ARHGAP24 ARL4C ARSD ATP1A1 ATP1B1 ATP1B3 ATP5F1A ATP5F1B ATP5F1E ATP5IF1 ATP5MC1 ATP5MC3 ATP5ME ATP5MG ATP5MK ATP5PD ATP6AP2 ATP6V0B ATP6V0E1 ATP6V1B1 ATP6V1F BEX2 BTG1 CA12 CA2 CAMK2N1 CCDC198 CD24 CDH16 CHCHD10 CHMP2A CISD1 CLCN5 CLCNKB CLINT1 COA3 COBLL1 COL18A1 COL1A2 COL6A1 COMMD6 COPS6 COPS9 COX20 COX4I1 COX5A COX5B COX6A1 COX6B1 COX6C COX7A2 COX7B COX7C COX8A CTDSPL CYB5A CYC1 CYCS CYS1 DAZAP2 DCDC2 DECR1 DEFB1 DNASE1 DSTN ECI1 EMX1 EMX2 EPCAM ERBB2 ERBB4 ETFB FAM171A1 FERMT2 FKBP2 FRMD4A FXYD2 GALNT11 GATA3 GCC2 GLS GPRC5B GSTK1 GSTM3 HIGD2A HIPK2 HNF1A-AS1 HOXA9 HOXB-AS3 HOXB3 HOXD8 HOXD9 HSD11B2 HSP90AA1 IGFBP3 IGFBP7 ITM2B ITM2C IVNS1ABP JADE1 KCNJ1 KCNJ15 KCNJ16 KIF12 KIF3B KNG1 KNOP1 KRT19 KRT8 LAMB1 LAMTOR5 LDHB LHX1 LIMCH1 LLGL2 LMAN2 LRPAP1 LRRFIP1 MAL MALAT1 MECOM MFHAS1 MGST3 MICOS10 MICOS13 MITF MPC1 MPC2 MPHOSPH8 MRPL33 MRPS18B MRPS6 MST1L MST1P2 MT-CO1 MT-CO2 MT-CO3 MT-ND3 MT-ND6 MT-RNR1 MTURN MUC1 MYO10 MYO6 NDRG1 NDUFA1 NDUFA10 NDUFA13 NDUFA2 NDUFA3 NDUFA4 NDUFA5 NDUFA6 NDUFB1 NDUFB10 NDUFB2 NDUFB7 NDUFB9 NDUFC1 NEAT1 NEDD4L NFE2L2 NIPSNAP2 NOP10 NPC2 NPNT NSRP1 NUDT4 OST4 PAWR PDHA1 PEBP1 PFKL PHGDH PHLDB1 PIK3R1 PLEKHA5 PLEKHJ1 PLXNB1 PNKD POLR2L POU3F3 PRMT2 PSAP PTBP3 PTGR1 PTH1R PTPN13 PTPRF PTTG1IP QKI QPRT RAB3IP RALBP1 RBM47 RGL3 RNPC3 ROMO1 RPL36AL RPS4Y1 RTN4 S100A13 S100A6 SARAF SAT1 SCIN SCUBE3 SDC4 SEC61G SEC62 SELENOP SERF2 SERPINF2 SLC25A5 SLC8A1 SMIM24 SNHG14 SNRPN SOD1 SUCLG1 SULT1C2 TCEAL4 TFCP2L1 TFDP2 TGOLN2 TMA7 TMBIM6 TMCO1 TMED4 TMEM213 TMEM245 TMEM52B TMEM59 TMEM72 TRIM2 TRIM56 TSTD1 TTC14 UBE2G2 UQCR10 UQCR11 UQCRB UQCRFS1 UQCRQ VAMP8 VAV3 VDAC1 WFDC2 WNK1 WSB1 YTHDC1 YWHAB ZC3H13 ZMAT2 ZNF503 ZNHIT1 MENON_FETAL_KIDNEY_9_ENDOTHELIAL_CELLS https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/MENON_FETAL_KIDNEY_9_ENDOTHELIAL_CELLS A2M ACTR2 ADGRF5 ADGRL4 ANXA2 APLNR APP ARHGAP29 ARPC2 B2M CALM1 CAVIN1 CAVIN2 CCND1 CD34 CD74 CD81 CDC37 CLDN5 COL4A1 COL4A2 COTL1 CRIP2 EFNB2 EGFL7 EHD3 EMCN ESAM ETS1 FKBP1A FLT1 FN1 GMFG GNAI2 GNG11 H19 HLA-A HLA-B HLA-E HMGB1P5 HSPG2 IER2 IFI16 IFITM2 IFITM3 IGFBP4 IGFBP5 IL6ST ITGB1 KDR KIF5B KTN1 LGALS1 LIFR LPP MAGED2 MAP4K4 MARCKS MEF2C MEIS2 MKI67 MSN MYL12A MYL6 NEAT1 NES NIN NOSTRIN NOTCH4 NRP1 PBX1 PCDH17 PECAM1 PIEZO2 PLPP3 PRCP PTTG1IP PXDN RAMP2 RDX RHOA RNASE1 ROCK2 RRBP1 S100A6 SERPINH1 SPARC SPTBN1 TCF4 TCIM TGFBR2 THY1 TIMP3 TM4SF1 TM4SF18 TMSB10 TMSB4X TPM3 TPM4 TUBA1B UACA VAMP5 MURARO_PANCREAS_ACINAR_CELL https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/MURARO_PANCREAS_ACINAR_CELL AADAC ABCC3 ABHD11 ABRACL ACAA1 ACO1 ACOX1 ACSL4 ACTG1 ACTN4 ADAM9 ADAMTS1 ADD3 ADH1C ADI1 ADM2 AHCY AKR1B10 AKR1C1 AKR1C2 AKR1C3 AKR7A3 ALAD ALB ALDH2 ALDH3A2 ALDOB AMOTL2 AMY2A AMY2B ANGPTL4 ANKRD36 ANKRD36B ANO6 ANPEP ANXA11 ANXA4 AOX1 AP4B1 AQP8 ARHGAP18 ARHGAP26 ARPC1A ARRDC3 ARSD ASNS ASS1 ATF3 ATF4 ATP10B ATP8B1 ATRN B2M B3GALNT2 B3GNT2 B3GNT5 B3GNT7 B4GALT1 BACE2 BAIAP2L1 BAZ1A BCAT1 BCL3 BHLHE40 BIRC3 BLVRB BMF BNIP5 BTF3 BTG1 C15orf48 C1R C1RL C2CD2 C3 C4orf19 C5 CA12 CAMK1D CAPN2 CAPZA1 CASP4 CASP6 CASP7 CAV2 CBR1 CBS CCL2 CCL20 CCL28 CCL8 CCNC CCND2 CCNG1 CCPG1 CD151 CD24 CD2AP CD44 CD47 CD74 CDC42EP1 CDH1 CDR2L CDV3 CEBPD CEL CELA2A CELA2B CELA3A CELA3B CEMIP2 CES2 CFB CFI CGNL1 CHAC1 CHMP4C CHP1 CLDN1 CLDN10 CLDN12 CLDN2 CLDN4 CLDN7 CLIC6 CLMN CLPS CMPK1 CNN2 CNN3 CPA1 CPA2 CPA4 CPB1 CPM CREB3L1 CREB5 CREG1 CTRB1 CTRB2 CTRC CTRL CTSD CTTN CXADR CXCL1 CXCL12 CXCL16 CXCL17 CXCL2 CXCL3 CXCL8 CYB5A CYFIP1 CYP17A1 CYP1A1 CYP3A5 DAB2IP DAG1 DBNDD1 DDAH1 DHRS3 DNAJC3 DUOX2 DUSP16 DUSP23 DUSP4 EBP EBPL EDEM3 EDN1 EEF1A1 EEF1B2 EEF1D EEF1G EEF2 EGFR EHD4 EIF2S2 EIF2S3 EIF3D EIF3E EIF3F EIF3L EIF4E2 EIF4EBP1 EIF4EBP2 ELF3 EML4 ENAH ENC1 EPB41L4B EPHX1 ERBB3 ERO1A ERP27 ESRP1 ETS2 ETV6 F11R F3 FA2H FAM107B FAM13A FAM161A FAM162A FAM3B FBP1 FBXO25 FDX1 FGA FGD6 FGG FGL1 FKBP11 FKBP1A FKBP9P1 FLRT2 FNDC4 FNIP2 FOXC1 FRMD8 FTH1 FTH1P3 FTL FUT4 FZD5 GALNT2 GALNT3 GALNT7 GAREM1 GATA4 GATA6 GATM GBP2 GCLC GCNT3 GDF15 GJB1 GLRX GLUL GMNN GOLM1 GP2 GPR160 GPRC5A GPRC5B GPT2 GPX2 GRB10 GSTA1 GSTA2 GSTP1 GUCD1 GULP1 H6PD HDGF HDHD3 HEBP1 HERPUD1 HES1 HEYL HHLA2 HIF1A HLA-B HLA-C HLA-DMA HLA-DRA HLA-DRB1 HLA-F HOMER2 HPN HSD17B11 HSD17B4 HSPB1 HSPB8 HTATIP2 IDH1 IDH2 IER2 IFITM3 IFNGR1 IGBP1 IGFBP2 IL18 IL22RA1 IL32 IMPA2 IMPDH2 INSR IQGAP2 ITGA2 ITGA6 ITGAV ITPRID2 JPT1 JUN JUP KCNQ1 KDELR3 KIAA1522 KIF1C KITLG KLF3 KLF5 KLF6 KLK1 KRAS KRT18 KRT7 KRT8 KRTCAP3 LAD1 LAMB3 LASP1 LCN2 LDHA LDHB LGALS2 LGALS3 LGALS9 LGR4 LIMA1 LIMK2 LMO7 LRG1 LRP10 LRRC59 LSR LTB LYN LYPD1 LYZ MACC1 MAGT1 MAL2 MAN2A1 MAP3K20 MAP3K5 MARCKS MARCKSL1 MBNL2 MCCC1 MCFD2 MCL1 MECOM MET METTL7A MGAT4B MGST1 MKNK2 MLEC MLPH MLXIP MOB3B MSN MT1G MTHFD2 MTMR12 MTUS1 MUC1 MUC20 MXI1 MXRA5 MYC MYH9 MYL12A MYL12B MYO1C MYO5B MYO5C NACA NACA2 NAMPT NCOA7 NDRG1 NEAT1 NECTIN4 NEDD4L NET1 NEXN NFE2L2 NFIB NFKBIA NFKBIZ NHSL2 NIBAN1 NIBAN2 NOP53 NPM1 NR0B2 NR5A2 NRARP NTN4 NUPR1 OAF OCLN OLFM4 OSMR OSTC OXA1L P4HB PABPC1 PABPC3 PABPC4 PACSIN2 PARD3 PARD6B PARP4 PARVA PBLD PCBP2 PDCD4 PDGFA PDLIM1 PDLIM5 PDP1 PDZK1IP1 PGM1 PGM2L1 PGM3 PHGDH PHLDA1 PIGR PIK3AP1 PIM3 PLA2G1B PLIN5 PLS3 PLSCR1 PLTP PMAIP1 PNLIP PNLIPRP1 PNLIPRP2 PNRC1 PODXL POLD4 POLDIP2 POLR1D POU2AF3 PPIA PPIC PPIF PPP1R3C PPP2R5A PRDX1 PRDX4 PRDX6 PRPS2 PRR15L PRSS1 PRSS3 PRSS3P2 PSAT1 PSMB10 PSMB8 PTER PTF1A PTGFRN PTGR1 PTMA PTMAP11 PTP4A1 PTP4A2 PTPRF PTPRK PYCR1 RAB11FIP1 RAB27B RAB3D RAB9A RACK1 RASEF RASGRP3 RASSF6 RBM3 RBM47 RBPJ RBPMS RBSN RDH10 RDX REG1A REG1B REG1CP REG3A REG3G REPS2 RER1 REST RETREG1 RETSAT RHOC RLIM RNASE1 RND1 RNF181 RNF19A RNF213 RPL10 RPL10A RPL10L RPL11 RPL12 RPL13 RPL13A RPL13AP20 RPL13AP5 RPL14 RPL17 RPL18A RPL19 RPL22L1 RPL23 RPL23A RPL23P8 RPL24 RPL26 RPL27 RPL27A RPL29 RPL30 RPL31 RPL32 RPL34 RPL35 RPL35A RPL36 RPL36A RPL36A-HNRNPH2 RPL36AL RPL37 RPL37A RPL38 RPL39 RPL4 RPL41 RPL7 RPL7A RPL9 RPLP0 RPLP0P2 RPLP1 RPLP2 RPN2 RPS11 RPS12 RPS13 RPS15A RPS16 RPS19 RPS2 RPS20 RPS21 RPS23 RPS24 RPS25 RPS27 RPS27A RPS27L RPS28 RPS29 RPS3 RPS3A RPS4X RPS4Y1 RPS5 RPS6 RPS6KA2 RPS7 RPS8 RPS9 RPSA RPSA2 RRBP1 RSU1 S100A11 SAT1 SAV1 SCN9A SDC4 SEL1L SEL1L3 SERINC2 SERP1 SERPINA3 SERPINB1 SERPINB6 SERPINF1 SERPINI2 SETD7 SGK1 SH2D4A SH3BP4 SHMT2 SHROOM3 SKIL SLC12A2 SLC12A7 SLC16A7 SLC22A23 SLC25A37 SLC25A5 SLC30A2 SLC35D2 SLC35E1 SLC38A1 SLC38A2 SLC39A14 SLC39A8 SLC44A4 SLC66A3 SLC7A11 SLFN5 SMAD3 SMIM14 SNAP23 SNHG5 SOCS3 SOD2 SORBS2 SORD SOX4 SOX9 SP100 SPATA13 SPCS3 SPINK1 SPSB1 SPTBN1 SPTSSA SQSTM1 SRD5A3 SRI SSR3 STAT6 STEAP4 STK17A STK24 SUCLG2 SYNGR2 SYTL2 TACSTD2 TAGLN2 TALDO1 TAPBP TBC1D1 TC2N TCEA3 TCIM TCIRG1 TCN1 TES TFPI TGIF1 TJP2 TKT TM4SF1 TM7SF2 TM9SF3 TMBIM1 TMC4 TMC5 TMED2 TMED9 TMEM123 TMEM125 TMEM165 TMEM41A TMEM51 TMEM87B TMEM97 TMEM98 TMPRSS2 TMSB10 TMSB4X TNFAIP1 TNFAIP3 TNFAIP8 TNFRSF10B TNFRSF12A TNFSF10 TOB1 TOR1AIP2 TP53I11 TP53INP1 TPD52L1 TPM1 TPST2 TPT1 TRAF4 TRAM1 TRIB1 TRIB2 TRIM47 TSPAN13 TSPAN15 TSPAN6 TST TUBA1C TUBB2A TUBB3 TUBB4B TXN TXNRD1 UBA52 UBD UBE2H UGDH UGT2B15 UNC5CL USP53 VAMP8 VAPA VIM VMP1 VTN WIPI1 XBP1 XPNPEP1 YAP1 YBX3 YWHAZ ZC3H12A ZFAND5 ZFP36L1 ZNF114 ZNF117 ZNF217 ZNF704 MURARO_PANCREAS_ALPHA_CELL https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/MURARO_PANCREAS_ALPHA_CELL A1CF ABHD15 ABHD16A ABI2 ABLIM1 ACLY ACVR1C ADA2 ADCY1 ADCY2 ADGRG2 AGT AHI1 AIG1 AK2 ALDH1A1 ALPK3 ANAPC11 ANKH ANXA6 ANXA7 AP1S2 AP3B2 APH1B APLP1 APOH APOL4 ARFGEF3 ARHGAP1 ARL3 ARNT2 ARRDC4 ARX ASPH ATP2B1 ATP5F1EP2 ATP5MF ATP5MG ATP6AP1 ATP6AP2 ATP9A ATRAID ATXN2 BACE1 BCAR3 BCKDHB BEX1 BEX2 BEX3 BEX5 BIVM BOLA3 BTG2 BUD23 C12orf75 C1orf122 C21orf58 C2CD4A C2CD4B CACNA1A CACNA2D2 CADPS CALCOCO2 CALM1 CAMK2B CAMK2G CAPZB CBX6 CCDC18-AS1 CCDC86 CD164 CD200 CD36 CD46 CD63 CD82 CD99L2 CDC42EP3 CEACAM19 CEP126 CERCAM CERK CERS6 CFC1 CHGA CHGB CHKA CHST9 CITED2 CKB CKMT1A CKMT1B CLU CMIP CNIH2 CNIH3 CNKSR3 CNNM1 CNPY2 CNTN1 CNTN4 COA3 COL9A2 COPE COPZ1 COTL1 COX17 COX7A2 COX8A CPE CPLX2 CPNE3 CPNE8 CRELD1 CRH CRMP1 CRTAC1 CRYBA2 CSGALNACT1 CSRNP3 CST3 CSTF3 CTNND2 CUTA CYSTM1 DACH1 DAPK2 DEPP1 DNAJA4 DNAJC12 DNER DNPH1 DPP4 DPP6 DYNLRB1 DZIP3 ECH1 EDIL3 EGFEM1P ELAPOR1 ELL2 EMB EMC10 ENAM ENPP1 ENPP2 ENSG00000274253 EPB41L3 EPHX2 ESYT1 F10 FABP5 FADS1 FAM104B FAM110B FAM167A FAM210B FAM47E FAP FAR2P2 FBXL16 FBXW7 FEV FGF12 FKBP2 FLNB FNDC3A FSTL5 FXYD3 FXYD6 FYB2 G6PC2 G6PC3 GADD45G GC GCG GCH1 GCNT1 GDA GDI1 GFOD2 GGA2 GK5 GLS GNAI1 GNAS GNAZ GNE GNG2 GNG4 GPAA1 GPC6 GPR137B GPX3 GRAMD4 GRIA3 GRK3 GRM4 GRSF1 GSTA4 GUSBP14 H1-10 H1-2 H2BC21 HECTD4 HERC5 HIGD1A HIPK2 HLA-A HMGB3 HMGN2 HMGN3 HMGN5 HNF1A-AS1 HPS1 HS6ST3 HSD17B12 HSD17B14 IDI1 IDS IFI27L2 IFI6 IFIH1 IL6R INA IRF6 IRX1 IRX2 ISL1 ITFG1 ITM2B ITPK1 ITPR1 IVNS1ABP JADE1 KCNA5 KCNIP1 KCNJ3 KCNJ6 KCNK16 KCNK17 KCNK3 KCNMA1 KCNMB2 KCNQ1OT1 KCTD12 KDELR1 KIAA0319 KIF12 KLHL3 KLHL41 LBH LCLAT1 LDB2 LDLRAP1 LGI2 LIMCH1 LINC00261 LOXL4 LRATD1 LRP11 LRPAP1 LRRTM2 LSAMP LUC7L3 MAB21L3 MAFB MAGED1 MAGED2 MAGI2 MAGI2-AS3 MALAT1 MAMLD1 MAN1A1 MANEAL MAP7D3 MBD4 MBOAT2 MIA2 MLLT11 MMRN1 MOB1B MPC2 MRC1 MTMR7 MTSS2 MUC13 MYEF2 MYH10 MYL6 MYO10 NAA20 NAA38 NAV1 NAXE NBDY NDUFA1 NDUFA7 NDUFAF3 NDUFAF8 NDUFB11 NDUFB2 NDUFB8 NDUFC1 NENF NEURL1 NEUROD1 NFASC NIPSNAP3A NLGN2 NME4 NOL4 NOMO1 NOVA1 NPDC1 NPNT NPTN NPTXR NR4A2 NRCAM NRXN1 NSG2 NT5C3A NUCB1 NUCB2 OAZ1 OCRL OGT OSBPL6 P4HA2 P4HTM PAK3 PALLD PAM PAPPA2 PAPSS2 PARM1 PAX6 PCBD1 PCDH17 PCDHB4 PCNX1 PCSK1N PCSK2 PDE3B PDE4D PDK3 PDK4 PDXDC2P PDZK1 PEG10 PEMT PFN2 PGAP1 PGR PHTF2 PIGT PITRM1 PKD2 PKM PLCE1 PLIN3 PLK2 PLP2 PLPP5 PLPPR4 PNMA2 POPDC3 PPM1K PPP1R1A PPP1R3B PPP2R2B PPP3CB PRAF2 PRKAG2-AS1 PRKAR1A PRKCE PRLR PROX1 PRPS1 PSEN2 PTGER3 PTGER4 PTP4A3 PTPRD PTPRN PTPRN2 PTPRT PTS PVR PYROXD2 QDPR QPCT QSOX2 RAB11A RAB26 RAB27A RAB29 RAB3B RAB3C RAB3GAP2 RADX RAP1GAP2 RASSF5 RCAN2 REC8 REEP4 RFX6 RGS17 RGS4 RGS9 RHBDD2 RIMBP2 RIMS2 RIN2 RNASE4 ROMO1 RPS6KA3 RSAD2 RTL5 RTN1 RUNDC3A SCAMP1 SCG2 SCG3 SCG5 SCGB2A1 SCN3B SDC2 SDF2L1 SDK1 SEC14L1 SELENBP1 SELENOI SEM1 SERF2 SERPINE2 SERPINI1 SERTAD4BP SESN2 SESN3 SEZ6L SEZ6L2 SGPL1 SGSM1 SGSM2 SH3GL2 SH3KBP1 SH3RF1 SIK3 SLC22A17 SLC25A53 SLC29A1 SLC29A4 SLC30A8 SLC35G2 SLC36A4 SLC37A4 SLC38A10 SLC38A4 SLC7A14 SLC7A2 SLC7A8 SLC8A2 SLC9A7 SMAP2 SMARCA1 SMARCA2 SMDT1 SMIM24 SMOC1 SNAP25 SNED1 SNHG6 SNU13 SPC25 SPCS1 SPINT2 SPOCK3 SPTSSB SRPK2 SSBP2 SSTR1 SSTR2 SSX2IP ST18 ST8SIA1 ST8SIA3 STC2 STMN1 STMN2 STX11 STX16 STXBP6 SYNGR4 SYP SYT4 SYT5 TBC1D30 TBC1D9 TBL1X TCEAL2 TCEAL3 TCEAL5 TCTA TCTN1 TENT5A TENT5C THEM6 THRB TLCD4 TM4SF4 TMED3 TMEM147 TMEM14A TMEM164 TMEM17 TMEM176A TMEM176B TMEM178B TMEM205 TMEM236 TMEM258 TMEM260 TMEM59 TMEM60 TMEM80 TMEM9 TMX4 TOX3 TPD52 TRAK1 TRNP1 TSPAN2 TSPAN7 TTC8 TTR TUBA1A TUBA1B TUNAR TUSC3 TXNDC11 UBB UBL5 UNC13A UPB1 UQCR11 UQCRQ USH1C USP25 VAMP2 VDR VGF VKORC1 VPS26B VPS41 VSTM2L VWA5B2 WDR59 WFS1 YIPF2 YIPF6 ZBED5-AS1 ZBTB41 ZDHHC14 ZKSCAN1 ZNF618 ZNRF1 MURARO_PANCREAS_BETA_CELL https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/MURARO_PANCREAS_BETA_CELL AACS AARS1 ABAT ABCA5 ABCC8 ABCG1 ABHD10 ABHD3 ABR ABRACL ACAT1 ACLY ACVR1 ACVR1B ACVR1C ADCYAP1 ADH5 ADM ADRA2A AFF1 AFF4 AGTPBP1 AHCTF1 AKAP11 AKT3 AKTIP ALCAM ALDOC ALG2 ALKBH5 AMPD2 ANKH ANKMY2 ANKRD12 ANKRD65 ANO5 ANP32B ANP32E AP1AR AP3B1 APC APCDD1L-DT APPL1 APPL2 ARFGEF2 ARG2 ARHGAP35 ARHGAP5 ARHGEF3 ARHGEF9 ARL4D ARL6IP5 ARL8B ARMCX3 ARPP19 ASAP1 ASH1L ATF6 ATG3 ATP1B2 ATP2A3 ATP6V0A1 ATP6V0E2 ATP6V1A ATP6V1B2 ATP6V1C1 ATP6V1D ATP6V1E1 ATP6V1G1 ATP8A1 ATRNL1 ATRX ATXN2 AZI2 BAG3 BBS2 BBX BCL2L2 BCL9 BEX1 BEX2 BEX4 BHLHE41 BLOC1S2 BMP5 BNIP3 BNIP3L BRD7 BRI3 BTBD1 BTBD3 BTBD8 BTF3L4 BTG3 C12orf76 C14orf132 C15orf61 C1D C1orf43 C21orf91 C2CD5 C2orf69 C4orf3 CABP7 CACNA1D CACNA1H CACNA2D1 CACYBP CADM1 CADPS CAMK2N1 CAMLG CANX CAPN13 CAPN7 CASC3 CASR CBX4 CBX7 CCNI CCSER2 CCT4 CD200 CDC37L1 CDC42BPA CDC42EP3 CDC5L CDCP1 CDIP1 CDK5R1 CDK6 CDKN1A CDKN1C CDV3 CEBPG CELF4 CENPC CERK CFAP36 CFAP68 CFL2 CHD7 CHD9 CHL1 CHN1 CIRBP CISD2 CLASP2 CLCN3 CLCN4 CLGN CLIP1 CLIP4 CLTA CLTC CMTM8 CNBP CNP CNRIP1 COBLL1 COMMD9 COPRS COPS2 COPS7A COX7A2L CPD CPEB4 CRACD CREB3L2 CREBL2 CREBRF CRMP1 CSDE1 CYFIP2 CYP2U1 CYYR1 DARS1 DBI DDIT3 DDR1 DDX24 DDX3Y DENND5B DGKD DGKE DHRS2 DHRS7 DICER1 DIP2C DLGAP4 DLK1 DMXL2 DNAH5 DNAJB1 DNAJB9 DNAJC12 DNAJC3 DNAJC6 DOCK10 DPP6 DPYSL2 DSP DST DSTYK DTX3 DYNC1H1 DYNLT3 ECPAS EDARADD EDN3 EEF2 EFNA5 EFR3A EIF1B EIF3E EIF3H EIF4A2 EIF4B EIF4G3 ELAVL4 ELMO1 ELMO2 ELP4 EML6 ENDOD1 ENO1 ENO2 ENPP5 ENTPD3 EPB41L1 EPB41L3 EPB41L4A-AS1 EPM2AIP1 EPRS1 ERICH5 ERO1B ERRFI1 ESD ETNK1 EXOC2 EXOC5 EXPH5 FAM107A FAM135A FAM174B FAM200B FAM219A FAM222A FAM8A1 FASN FBXL16 FBXL17 FBXO17 FBXO33 FBXO7 FFAR4 FGF9 FKBP4 FKBP5 FLOT1 FMN2 FNIP1 FNIP2 FOXA2 FOXJ3 FOXN3 FOXO1 FRA10AC1 FTH1 FTH1P3 FTL FXR1 FYN FYTTD1 G3BP1 G3BP2 G6PC2 GABARAP GABARAPL2 GAD2 GAS5 GCC2 GDA GDAP1 GEM GFPT1 GHITM GIGYF2 GLCCI1 GLIS2 GLIS3 GLT8D2 GNA13 GNAO1 GNAS GNG4 GNG7 GNPDA1 GOLGA4 GOLGA8A GOLGB1 GPM6A GPR158 GPRASP1 GPSM1 GREM1 GREM2 GRIA4 GRPEL2 GSE1 GSN GTF3C1 GYG1 HABP4 HACD3 HADH HAPSTR1 HAX1 HCFC2 HDAC9 HECTD1 HECTD4 HERPUD1 HIVEP2 HLF HLTF HMGCLL1 HNRNPC HOOK1 HOPX HPS4 HS6ST1 HSP90AA1 HSP90AB1 HSPA13 HSPA1A HSPA1B HSPA4L HSPA8 HSPA9 HSPD1 HSPH1 HUWE1 IAPP ID1 ID4 IER3 IGBP1 IGF1R IGSF1 IGSF11 IL17RB IL6R ILF3-DT INA ING2 INPP5F INS INSIG1 INSM1 IPO7 IQSEC1 IRF2BP2 IRS2 ISCU ISOC1 ITPR3 JAZF1 JKAMP JUND KAT2B KAT6B KATNAL1 KCMF1 KCNG3 KCNH2 KCNJ11 KCNK16 KCNK17 KCNK3 KCNMA1 KCTD13 KDM3A KDM7A KIAA2026 KIDINS220 KIF13A KIF1A KIF21A KIF3A KIF3B KIF5B KIF5C KLF10 KLF13 KLHDC10 KLHDC8A KLHL12 KLHL2 KLHL42 KMT2C KTN1 LARP1 LDOC1 LETMD1 LINC01128 LMAN1 LMO2 LNPK LOC154761 LONRF2 LPIN1 LRPPRC LRRTM3 LYSMD2 LYST MADD MAFA MAFB MAFG MAGI2-AS3 MAN1A2 MAN1C1 MAN2A2 MAP1A MAP1B MAP1LC3A MAP2 MAP3K2 MAP6 MAPRE1 MAPRE2 MAPT MARK1 MAST4 MATR3 MBD1 MBP MCC MCUB MDM2 ME1 MEG3 MEGF9 MEIS2 METTL5 MGAT4A MIA3 MIR4458HG MIR7-3HG MIS18BP1 MKRN2 MLXIPL MNX1 MPHOSPH8 MPP1 MRPL34 MRPL49 MRPS18B MSANTD4 MT1F MT1X MT2A MTERF2 MTERF4 MTMR6 MTSS1 MTSS2 MTURN MTUS2 MXI1 MXRA7 MYCBP2 MYH14 MYO1D MYO3A MYO5A NANOS1 NAP1L1 NAP1L2 NAP1L5 NAPA NAV2 NBEA NCKAP1 NCOA3 NCOA4 NCOR2 NDFIP1 NDRG1 NEBL NECTIN3 NEFM NEO1 NEU1 NEUROD1 NEXMIF NFASC NFE2L1 NFIC NGRN NIN NISCH NKX2-2 NMNAT2 NMRK1 NORAD NPR2 NPTX2 NR0B1 NR1D2 NR3C1 NRCAM NRDC NSG1 NUCKS1 NUS1 OCIAD1 OLA1 OLFM1 OLMALINC ORC3 OSBPL8 OSTM1 OTULINL P2RY1 PAFAH1B1 PAIP2 PALS2 PAN2 PAPSS2 PARVB PATL1 PCDH7 PCGF5 PCLO PCM1 PCMT1 PCSK1 PDE4DIP PDE8B PDX1 PDZD2 PDZD8 PDZRN3 PEBP1 PEG3 PELI1 PEPD PER3 PERP PFKFB2 PFN2 PGK1 PGRMC2 PHACTR2 PHC2 PHF1 PI4KA PIGA PIK3C2A PIKFYVE PIM3 PIP4P2 PIPOX PIR PITHD1 PJA2 PKIB PKP2 PLAGL1 PLCB1 PLCB4 PLCL2 PLCXD3 PLEKHA6 PLOD2 PNMA1 PNMA2 PNMA8A PPID PPL PPM1A PPM1E PPP1R1A PPP1R2 PPP2CB PPT1 PRDM4 PREPL PRKACB PRKAG2 PRKAR2B PRKCH PRMT2 PRNP PRPF8 PRPS1 PRRC2B PRSS23 PRUNE2 PRXL2A PSAP PSD3 PSIP1 PSMB1 PSMC6 PSMD1 PTAR1 PTBP3 PTCH1 PTEN PTGES3 PTPN1 PTPN11 PTPN3 PTPRJ PTPRN PURA PURB RAB11FIP1 RAB11FIP5 RAB12 RAB15 RAB22A RAB29 RAB39B RAB3B RAB3GAP1 RAB3IP RAB5A RABEP1 RABGGTB RAD17 RAD50 RALGPS1 RANBP2 RAP1GAP2 RAPH1 RASA4 RASD1 RASGRF1 RASGRP1 RASSF6 RBBP8 RBP4 RCAN2 RCAN3 RCBTB2 RCOR3 REPIN1 RERE RETREG2 RGL1 RGS16 RHEB RHOQ RIMKLA RMND5A RNF13 RNF130 RNF157 RNF187 RNF19B RNF2 RNF6 RNMT ROBO1 ROBO2 ROCK1 ROR1 RORA RPA2 RPH3AL RPL17 RPL3 RPL31 RPL36AL RPL37 RPL4 RPL5 RPL7A RPS23 RPS3 RPS4X RRAGA RRAGC RRAGD RRM2B RRN3 RTCB RTN4 RUFY3 RUNX1T1 SAMD3 SARS1 SBDS SBNO1 SC5D SCAPER SCD SCD5 SCG3 SCGN SCN1B SEC11C SEC63 SELENOW SEMA5A SEMA6D SERINC1 SERPINB4 SESN1 SETBP1 SETD3 SETD7 SGMS2 SH3GL2 SHISAL1 SHISAL2B SHOC2 SHTN1 SIPA1L2 SIX2 SIX3 SKIC3 SLAIN2 SLC11A2 SLC16A9 SLC18A2 SLC1A4 SLC25A34 SLC25A36 SLC25A4 SLC29A1 SLC2A1 SLC2A13 SLC2A2 SLC30A8 SLC39A14 SLC4A10 SLC4A7 SLC6A17 SLC6A6 SLC7A1 SLK SMAD7 SMAD9 SMIM29 SNAP91 SNHG32 SNHG7 SNX29 SNX9 SOBP SOCS2 SOCS7 SORL1 SPECC1L SPEG SPIN1 SPIRE1 SPOPL SPRYD3 SQSTM1 SRD5A1 SREBF1 SRPRA SRXN1 SSTR5-AS1 ST13 ST18 ST3GAL5 ST8SIA3 STAG2 STMN2 STMN3 STX1A STX3 STXBP1 STXBP5 SUCO SUMO3 SURF2 SURF4 SUSD4 SUSD6 SV2A SVIP SYBU SYNE2 SYNM SYT11 SYT13 SYT4 SYT7 TAB2 TAF9 TAGLN3 TANC2 TAOK1 TBC1D24 TBC1D4 TBC1D9B TBCC TBL1XR1 TCAF1 TCAF2 TCEA1 TERF2 TERF2IP TFCP2L1 TGFBR3 TGOLN2 THAP5 THAP6 THBD TIAM1 TIMP2 TLE5 TMCC3 TMED6 TMEM109 TMEM126B TMEM132B TMEM150C TMEM167A TMEM181 TMEM33 TMEM37 TMEM38B TMEM64 TMEM65 TMOD1 TMOD2 TNFRSF11A TNKS2 TNS1 TOGARAM1 TOMM20 TOMM34 TOMM70 TOR1AIP1 TPD52 TPM3 TPP1 TPRG1L TRAPPC8 TRIB3 TRIM2 TRIM23 TRIM37 TRIM9 TRIP11 TRIQK TRMT112 TSHZ1 TSHZ3 TSPAN1 TSPAN13 TSPAN7 TSPYL1 TSPYL2 TSPYL5 TTC3 TTC3P1 TTC7B TTLL7 TUBA4A TUBB2B TUNAR TXNL1 TXNRD1 U2SURP UBC UBE2QL1 UBE3C UBL3 UBN1 UBQLN1 UBQLN2 UBXN1 UBXN4 UCHL1 UCHL5 UHMK1 UNC79 UNC80 USF3 USP1 USP12 USP34 USP48 USP51 USP9X UTRN VAMP2 VAPB VAT1L VEGFA VEGFB VLDLR VOPP1 VPS13C VPS35 VPS37A VWDE WAC WARS1 WDR17 WDR33 WDR7 WFS1 WHAMM WLS WNT4 WSB2 WSCD2 XPC XPOT YME1L1 YWHAG ZBTB33 ZBTB38 ZBTB4 ZC3H6 ZCCHC14 ZCRB1 ZHX3 ZMAT3 ZMIZ1 ZMYND11 ZNF106 ZNF204P ZNF277 ZNF292 ZNF318 ZNF331 ZNF395 ZNF483 ZNF652 ZNF667-AS1 ZNF746 ZNF770 ZNF91 ZZZ3 MURARO_PANCREAS_DELTA_CELL https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/MURARO_PANCREAS_DELTA_CELL ABCC5 ABCC9 ABHD16A ABI3BP ACSL1 ACVR1B ADGRL2 ADGRV1 AHI1 AKAP12 AMIGO2 AMPH ANK3 APOBEC2 AQP3 ARFGEF3 ARL4D BAALC BAMBI BCHE BEX1 BEX2 BEX4 BHLHE41 BTG2 BTG3 C14orf132 CABP7 CADM1 CADPS CALB1 CALCB CAMK2B CASR CBLN4 CD9 CDHR3 CDK14 CDKN2A CELF4 CEP41 CHN2 CPE CREM CXXC4 CYFIP2 DHRS2 DIRAS3 DNAJB9 DNAJC12 DNAJC6 DPYSL3 DUSP26 DUSP6 DYNC2H1 EDN3 EEIG1 EGR1 EHF ELAVL4 ENSG00000286190 EPHX2 ERBB4 ERICH3 ETV1 EXOC6 EYS F5 FAM167A FANCF FBXL16 FFAR4 FGF12 FGF14 FHOD3 FOS FOXP2 FRZB FTO FXYD6 GABRA1 GABRB3 GABRG2 GAD2 GAL GCH1 GHSR GPAT4 HADH HAP1 HEPACAM2 HHEX HID1 HMGCLL1 HMOX1 HPN HSPA6 HTATSF1 ICA1L IDS IER2 INPP5F INSM1 IRS2 ISL1 ISL1-DT ITM2C JAM3 KCNB2 KCNH2 KCNIP1 KCNJ2 KCNJ8 KCNT2 KCTD8 KRT10 LCORL LEPR LINC00261 LMO2 LONRF2 LPIN1 LRCH2 LRFN5 LRRC42 MAGEL2 MAP1B MAP2 MAP6 MAP9 MBNL2 MCC MDFIC MEST MIR7-3HG MLPH MRAP2 MS4A8 MTURN NAP1L3 NBEA NCAM1 NDRG4 NECTIN3 NOL4 NPHP4 NSG1 NUAK1 NUDT9 OXCT1 PAIP2B PAK3 PAM PARVB PBX3 PCK1 PCLO PCP4 PCSK1 PCSK1N PDE2A PDLIM4 PDZRN3 PEG10 PEG3 PHGR1 PIPOX PJA2 PKDCC PKIB PLEKHB1 PLXNA2 PNMA1 PNMA2 PNMA8A PNRC2 PON3 POU3F1 PPP4R4 PREPL PRG4 PRKACB PROX1 PRSS23 PSIP1 PTPRN QDPR RAB3D RADX RBP4 RCAN3 RGS2 RHOBTB3 RIPPLY3 RUFY3 RUNDC3A RUNX1T1 SAMD5 SCRN1 SEC11C SERTAD4BP SESN3 SETBP1 SILC1 SLC17A6 SLC2A13 SLC38A1 SLC4A8 SLC6A17 SLC7A5 SLC7A5P2 SNAP25 SORL1 SST SSTR1 ST3GAL1 ST8SIA3 ST8SIA4 STAU2 STXBP5L SYNE2 SYT1 SYT4 TANC2 TBC1D24 TCEAL2 TCEAL3 TCEAL5 TCEAL6 TENM2 TENM3 THSD7A TLE2 TMEM132D TMEM200A TMOD1 TPD52 TPPP3 TSHZ2 TTC3 UBE2QL1 UCHL1 UCP2 UNC5B UNC80 VAT1L VWA5A WHRN ZKSCAN1 ZMAT1 MURARO_PANCREAS_DUCTAL_CELL https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/MURARO_PANCREAS_DUCTAL_CELL A2M ABCA1 ABCB1 ABCC3 ABCC4 ABCF1 ABHD11 ABHD2 ABHD3 ABHD4 ABI1 ABRACL ABTB2 ACAA1 ACAA2 ACADVL ACOT9 ACP5 ACSL4 ACSS1 ACSS2 ACTB ACTG1 ACTN4 ACTR2 ACTR3 ADAM10 ADAM28 ADAM9 ADAMTS1 ADAMTS9 ADCY5 ADGRA3 ADGRF1 ADGRG6 ADI1 ADM AFAP1 AFDN AGAP1 AGPAT3 AGR2 AGT AHNAK AHR AKAP13 AKAP7 AKR1B10 AKR1C1 AKR1C3 ALAD ALDH1A3 ALDH2 ALDH3A2 ALDH3B1 ALDOA ALKAL2 ALOX5 ALOX5AP AMBP AMOTL1 AMOTL2 ANK3 ANKRD1 ANKRD13A ANKRD9 ANO6 ANXA1 ANXA11 ANXA2 ANXA2P2 ANXA3 ANXA4 ANXA5 ANXA9 APBB1IP APCDD1 APCS APEX1 APLP2 APOL1 APOL6 APP AQP1 ARF6 ARHGAP12 ARHGAP18 ARHGAP21 ARHGAP26 ARHGAP29 ARHGDIB ARHGEF12 ARHGEF18 ARHGEF40 ARL4C ARL6IP1 ARL6IP5 ARPC1B ARPC2 ARPC3 ARPC5 ARRB2 ARSD ASAH1 ASAP2 ASS1 ATF3 ATP10B ATP11A ATP11B ATP13A3 ATP1A1 ATP1B1 ATP2B4 ATP5F1A ATP5F1B ATP5F1C ATP5MC3 ATP5PO ATP8B1 B2M B3GNT5 B3GNT7 B4GALT1 B4GALT4 B4GALT5 BAAT BACE2 BAIAP2L1 BAMBI BAZ1A BCL10 BCL2 BCL3 BCL6 BDH2 BHLHE40 BICC1 BIRC3 BMP2 BPGM BRI3 BTBD7 BTG1 BZW1 C12orf75 C1QA C1QB C1QC C1R C1RL C1S C1orf116 C1orf198 C3 C4orf19 C5AR1 C6 CA12 CA2 CALD1 CALM2 CANT1 CAP1 CAPG CAPN1 CAPN2 CAPN6 CAPZA1 CARHSP1 CASK CASP10 CASP4 CASP6 CASP7 CAST CAT CAV1 CAV2 CBR1 CBX3 CCDC198 CCDC50 CCDC6 CCDC71L CCL2 CCL20 CCL28 CCL3 CCN1 CCN2 CCN3 CCND1 CCNG2 CCT2 CD151 CD24 CD276 CD2AP CD300A CD44 CD47 CD53 CD59 CD63 CD68 CD74 CD84 CD9 CDC42EP1 CDH1 CDH19 CDH6 CDK2AP2 CDK6 CDKN1A CDKN2B CDR2 CDR2L CDS1 CDX2 CEACAM5 CEACAM6 CEACAM7 CEBPB CEMIP2 CERS2 CES1 CFAP221 CFB CFH CFI CFL1 CFLAR CFTR CGNL1 CHD4 CHI3L1 CHML CHMP2B CHP1 CHST15 CIAO2A CITED4 CLDN1 CLDN10 CLDN2 CLDN23 CLDN4 CLDN7 CLIC1 CLIC4 CLINT1 CLMN CLN8 CMPK1 CMTM3 CMTM7 CNDP2 CNN2 CNN3 CNPPD1 COL18A1 COX5A COX5B COX6A1 COX7B COX7C CPA3 CPM CPPED1 CPT1A CRCT1 CREB5 CREG1 CRIM1 CRP CRYAB CRYBG1 CRYZ CS CSF1 CSF1R CSRP1 CSTB CTBP2 CTNNA1 CTNNB1 CTSB CTSC CTSD CTSE CTSH CTSL CTSO CTSS CTTN CTTNBP2NL CX3CL1 CXADR CXCL1 CXCL16 CXCL2 CXCL3 CXCL5 CXCL6 CXCL8 CYBB CYC1 CYCS CYFIP1 CYP1A1 CYP1B1 CYP3A5 CYP4V2 CYP51A1 CYTH2 DAB2 DAB2IP DAG1 DAPK1 DAZAP2 DCBLD2 DCDC2 DCTPP1 DDAH1 DDAH2 DDIT4 DDX52 DECR1 DEFB1 DERL1 DGLUCY DHCR24 DHRS3 DHRS7 DIAPH1 DLD DOCK1 DOK5 DSC2 DSG2 DST DTX3L DUOX2 DUSP1 DUSP16 DUSP23 DUSP4 DUSP5 DUSP6 DYNC1I2 DYNLT1 EBP EDN1 EEIG1 EFNA1 EFNB2 EFTUD2 EGFR EGLN1 EGR1 EHD4 EHF EIF2S3 EIF4E2 EIF4EBP2 EIF4G2 EIF6 ELF1 ELF3 ELOVL1 ELOVL7 ENAH ENC1 ENO1 EPB41L1 EPCAM EPHA2 EPRS1 EPS8 EPS8L3 ERBB3 ERBIN ERGIC1 ERICH5 ERLIN2 ERO1A ERRFI1 ETFA ETS2 ETV6 EXOC6 EXT1 EZR F11R F2RL1 FA2H FAHD1 FAM110C FAM133CP FAM171A1 FARP1 FAT1 FBLIM1 FCER1A FCER1G FDFT1 FGA FGD6 FGF19 FGF2 FGFR2 FGFR3 FGL2 FH FILIP1L FLII FLNA FLRT2 FLRT3 FMNL2 FNDC3B FNDC4 FOXO3 FRMD4A FRMD8 FSTL1 FTH1 FTH1P3 FUCA1 FUT4 FYB1 FZD5 G6PC1 GADD45A GADD45B GALNT1 GALNT2 GALNT3 GALNT7 GATA6 GATM GBP2 GBP3 GCC2 GCNT3 GDE1 GDF15 GJA1 GJB1 GLB1 GLIS3 GLO1 GLUL GM2A GMNN GNG12 GNG5 GNPTAB GNS GOLM1 GOT1 GOT2 GPNMB GPRC5B GPX1 GPX2 GRB2 GRN GSN GSTK1 GSTM4 GSTO1 GSTP1 GSTT1 GUCD1 GULP1 GYPC H19 H3-3B HABP2 HADHA HADHB HBEGF HCK HCP5 HDAC7 HDGF HDHD3 HEBP1 HEBP2 HEG1 HES1 HEXB HGSNAT HIF1A HINT3 HIP1 HK1 HKDC1 HLA-A HLA-B HLA-C HLA-DMA HLA-DMB HLA-DPA1 HLA-DPB1 HLA-DQA1 HLA-DQB1 HLA-DRA HLA-DRB1 HLA-DRB6 HLA-E HLA-F HMGB1 HMGCS1 HMGN1 HNF1B HNMT HNRNPAB HNRNPF HOMER2 HPCAL1 HS3ST1 HSD11B2 HSD17B11 HSD17B2 HSPA1A HSPB1 HSPB8 HTATIP2 ICAM1 ID1 ID2 ID3 IDH2 IER2 IER3 IER5 IFI16 IFI30 IFIT3 IFITM2 IFITM3 IFNAR1 IFNGR2 IGF2BP2 IGF2R IGFBP7 IGSF3 IGSF6 IL10RB IL17RD IL18 IL1R1 IL1RN IL4R IL6ST IMPA2 INSIG2 IQGAP1 IQGAP2 ITGA2 ITGA3 ITGA6 ITGAV ITGB1 ITGB2 ITGB4 ITGB5 ITGB8 ITIH5 ITPR2 JAG1 JCAD JOSD1 JPT1 JUN JUP KANK2 KCNJ15 KCNJ16 KCNK5 KCNQ1 KDM5B KDSR KIAA0930 KIAA1217 KIAA1522 KIF13B KIF1C KIT KLF13 KLF3 KLF5 KLF6 KLHL24 KLHL5 KNOP1 KRT17 KRT18 KRT19 KRT23 KRT7 KRT8 KRT80 KRTCAP3 LACC1 LAD1 LAMA3 LAMA5 LAMB1 LAMB3 LAMC1 LAMC2 LAMP2 LANCL1 LAPTM4A LAPTM4B LAPTM5 LASP1 LATS2 LBH LBR LCN2 LCP1 LDHA LDLR LEPROT LGALS3 LGALS3BP LGALS4 LGALS8 LGALS9 LGR4 LHFPL2 LIF LIMA1 LIMS1 LINC01133 LIPA LIPH LITAF LLGL2 LMAN2 LMNA LMO4 LMO7 LPAR6 LPCAT2 LPGAT1 LPP LRATD2 LRG1 LRP10 LRRC8A LRRFIP1 LTB LURAP1L LUZP1 LYN LYPD1 LYPLA1 LYZ MACC1 MACF1 MAFF MAGI1 MAGI3 MAL2 MALL MAOB MAP1LC3B MAP3K1 MAP3K20 MAP3K21 MAP4 MAPK6 MAPKAP1 MARCKSL1 MAT2B MBD2 MCAM MCL1 MDH1 MDK MELTF MET METTL7A MGAT4B MGAT5 MGST3 MID1 MINDY2 MIR4435-2HG MITF MLEC MLPH MMP7 MOB3B MPC1 MPEG1 MPRIP MPZL1 MRPL15 MS4A7 MSMO1 MSN MSR1 MST1L MTMR12 MTUS1 MUC1 MUC13 MUC20 MYADM MYD88 MYH14 MYH9 MYL12A MYL12B MYO10 MYO1C MYO1E MYO5B MYO6 MYOF MYRF NAGK NAMPT NAPG NARS1 NCAM1 NCEH1 NCF2 NCK2 NCL NCOA4 NCOA7 NDFIP2 NDRG2 NDUFA4 NDUFA6 NDUFS2 NEAT1 NECAP2 NECTIN2 NECTIN4 NEDD4L NEDD9 NET1 NEURL3 NEXN NFE2L2 NFIA NFIB NFIX NFKBIA NFKBIZ NGFR NHERF1 NIBAN2 NINJ1 NIPSNAP2 NLN NMT2 NNT NOP10 NOTCH2 NOTCH2NLA NPAS2 NPC2 NPNT NR0B2 NR1H4 NR2F2 NR5A2 NRAS NRP1 NTN4 NTRK2 NUAK2 OCIAD2 OCLN ODC1 OGA OLFM4 OLFML2A OLR1 ONECUT2 OPTN OSBPL1A OSMR OXSR1 PACSIN2 PAFAH2 PAH PAIP1 PAK1 PAK2 PARD3 PARD6B PARP14 PARP4 PATJ PAWR PBX1 PCSK5 PCYOX1 PDCD6IP PDE3A PDE5A PDGFC PDGFD PDHA1 PDIA5 PDLIM1 PDLIM3 PDLIM5 PDP1 PDZK1IP1 PEA15 PERP PFKFB3 PFKP PFN1 PGK1 PGM2 PGM2L1 PHB1 PHLDA1 PHLDA2 PHLDB2 PICALM PIGR PIGS PIK3AP1 PIK3IP1 PIK3R1 PIM1 PKHD1 PKP4 PLA2G7 PLAU PLAUR PLD1 PLEKHA2 PLEKHB1 PLS1 PLS3 PLSCR1 PLXNB1 PMEPA1 PMP22 PNKD PNP PNPLA2 PNRC1 POF1B PON2 PPARGC1A PPDPF PPFIBP1 PPIA PPIC PPIF PPP1CB PPP1R11 PPP1R18 PPP2R3A PRDM16 PRDX1 PRKCA PRKX PROM1 PRR13 PRR15L PRSS22 PRSS23 PRXL2B PSAP PSG4 PSMB10 PSMB8 PSME3 PTAFR PTGFRN PTMA PTMAP11 PTP4A1 PTP4A2 PTPN12 PTPN14 PTPRC PTPRF PTPRK PTPRM PTTG1IP PWWP3B PXDC1 QKI QSOX1 RAB10 RAB11FIP1 RAB25 RAB27B RAB32 RAB5B RAB6A RAB9A RAC1 RAC2 RALA RALB RALGAPA2 RAP2B RAPGEF5 RASEF RASSF4 RASSF8 RB1CC1 RBM47 RBP1 RBPMS RCAN1 RCC2 RCN2 RDH10 RDH11 RERG RESF1 REST RETSAT RGS1 RHBDF1 RHOB RHOC RHOG RHOQ RHOU RHPN2 RIPK2 RMND5A RNASE1 RNASET2 RND3 RNF103 RNF128 RNF19A RNF213 RNF44 RNPEP RPS27L RPS6KA2 RRAS2 RSU1 RUNX1 RUNX3 S100A10 S100A11 S100A13 S100A14 S100A16 S100A6 SAMD12 SAMD9 SAT1 SATB1 SAV1 SCAF11 SCNN1A SDC1 SDC4 SDCBP SDHA SDHB SDS SEL1L3 SEMA6A SEPHS2 SERINC2 SERINC5 SERPINA1 SERPINA3 SERPINA5 SERPINA6 SERPINB2 SERPING1 SERTAD2 SESTD1 SETD7 SFPQ SFRP5 SGPP1 SH2D4A SH3BGRL3 SH3BP4 SH3D19 SH3PXD2B SH3YL1 SHROOM3 SIAE SINHCAF SIPA1L1 SIRPA SKIL SLA SLC12A2 SLC12A7 SLC15A1 SLC16A7 SLC17A4 SLC1A1 SLC20A1 SLC25A23 SLC25A24 SLC25A3 SLC25A5 SLC28A3 SLC34A2 SLC35B2 SLC35F6 SLC38A1 SLC38A2 SLC39A1 SLC3A1 SLC40A1 SLC43A3 SLC44A2 SLC44A4 SLC46A3 SLC4A4 SLC66A3 SLC6A20 SLFN5 SLK SLPI SMAD3 SMARCC1 SMC5 SMS SMURF1 SNAP23 SNHG12 SNX10 SNX6 SOD2 SORBS2 SOWAHC SOX10 SOX4 SOX9 SP1 SP100 SPAG1 SPATS2L SPINT1 SPNS2 SPP1 SPRED1 SPRY2 SPSB1 SPTAN1 SPTBN1 SPTSSA SQSTM1 SRGAP1 SRGN SRP14 ST3GAL1 ST6GAL1 STAB1 STARD7 STAT6 STAU1 STK17A STK17B STK24 STK38 STK38L STOM STS STX7 SUCLG1 SUCLG2 SULT1C2 SUSD6 SVIL SWAP70 SYK SYNCRIP SYNE2 SYNGR2 SYNPO SYPL1 SYT8 TACC1 TACSTD2 TAGLN2 TANC1 TAPBP TBC1D16 TBC1D5 TBXAS1 TC2N TCF7L2 TCIM TCP1 TEAD2 TES TFF1 TFF2 TFPI TFPI2 TFRC TGFA TGFB2 TGFBI TGFBR2 TGIF1 TGM2 THBS1 THSD4 TIMP2 TIMP3 TINAGL1 TIPARP TJP1 TJP2 TLE1 TM2D2 TM4SF1 TM7SF3 TMBIM1 TMBIM6 TMC4 TMC5 TMEM106B TMEM123 TMEM127 TMEM132A TMEM165 TMEM41A TMEM43 TMEM50A TMEM51 TMEM87A TMEM87B TMEM98 TMOD3 TMPRSS2 TMSB10 TMSB4X TNFAIP2 TNFAIP3 TNFAIP8 TNFRSF10B TNFRSF11B TNFRSF12A TNFRSF1B TNFRSF21 TNFSF10 TNFSF15 TNKS1BP1 TNS1 TNS3 TOB2 TOP1 TOP2B TP53BP2 TP53I11 TP53INP2 TPBG TPD52L1 TPGS2 TPI1 TPM1 TPM4 TPSAB1 TRAK2 TRIB1 TRIM25 TRIM26 TRIM38 TRIM47 TRIM8 TRIOBP TRIP10 TRPV6 TSHZ2 TSPAN14 TSPAN15 TSPAN3 TSPAN6 TSPAN8 TST TTC9 TTL TTN TTYH3 TUBA1C TUBB TUBB3 TUBB4B TUBB6 TUT7 TXN TXNDC17 TXNIP TXNRD1 TYROBP UBALD2 UBAP1 UBC UBD UBE2L6 UCA1 UGCG UGP2 UGT2A3 UGT2B15 UPK1B UQCRC2 UQCRFS1 UQCRH UTRN VAMP8 VASN VASP VAT1 VAV3 VCAM1 VCL VDAC1 VDAC2 VGLL3 VMP1 VNN1 VPS26A VSIG4 VTCN1 WASHC4 WBP2 WDR1 WDR72 WEE1 WFDC2 WLS WNK2 WSB1 WWC1 WWTR1 XRCC5 XRN2 YAP1 YBX3 YWHAB YWHAZ ZBTB20 ZC3H12A ZDHHC3 ZDHHC7 ZFP36 ZFP36L1 ZFP36L2 ZNF117 ZNF208 ZNF217 ZNF267 ZNF292 ZNF503 ZNF704 ZNF83 ZSWIM6 ZYX MURARO_PANCREAS_ENDOTHELIAL_CELL https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/MURARO_PANCREAS_ENDOTHELIAL_CELL A2M ABI3 ACE ACVRL1 ADAMTS4 ADAMTS9 ADGRF5 ADGRG1 ADGRL2 ADGRL4 AFAP1L1 AHR ANGPT2 ANGPTL2 ANKRD11 ANKRD50 APLNR APP ARHGAP23 ARHGAP29 ARHGAP31 ARHGDIB ARHGEF12 ARPC2 ATAD3C ATP1B3 BCL6B BDKRB2 BGN BMPR2 BNIP2 CALCRL CAV1 CAVIN1 CBL CBLB CCND1 CD34 CD36 CD59 CD81 CD9 CD93 CDC37 CDH5 CDK2AP1 CDR2L CEBPG CEP170 CFL1 CHSY1 CLEC14A CLIC2 CLIC4 COL13A1 COL15A1 COL4A1 COL4A2 COL5A3 CSF2RB CTNNA1 CTNNB1 CXCL12 CXCR4 CYGB CYP1A1 CYP1B1 CYYR1 DAB2 DAB2IP DENND11 DGKD DHRS3 DIPK2B DKK3 DLC1 DOCK4 DPYSL3 DUSP6 ECE1 ECSCR EFNA1 EFNB2 EFNB3 EHD4 ELK3 EMCN EMP1 EPAS1 ERBIN ERG ESAM ESM1 ETS1 ETS2 EXOC3L2 F2R F2RL3 FABP5 FAM43A FCN3 FHOD1 FKBP1A FLT1 FLT4 FMNL3 FRMD4A FRMD8 FSCN1 FSTL1 FZD4 GAB1 GARRE1 GASK1B GATA2 GBP4 GIMAP4 GIMAP7 GIMAP8 GMFG GNG11 GPR4 GPX1 GRB10 HDAC7 HEG1 HEY1 HIP1 HK1 HLA-B HLA-E HLX HMGB1 HOXB6 HPCAL1 HTRA1 HTRA3 ICAM1 ID1 ID2 ID3 IFI16 IFI27 IFITM1 IFITM2 IFITM3 IGFBP4 IGFBP7 IL4R IL6ST INSR ITGA1 ITGA2 ITGA5 ITGAV ITPRIP ITPRIPL2 JAG1 JAK1 JAM3 JUP KBTBD2 KCNN3 KCTD20 KDR KLF13 KLHL24 LAMA4 LAMB1 LAMC1 LATS2 LBH LDB2 LDHB LGALS1 LHFPL2 LHFPL6 LIFR LIMS1 LMO2 LPAR6 LRRC32 LRRC8A LRRC8C LUZP1 LXN MACF1 MADCAM1 MARCKSL1 MCAM MCF2L MECOM MEF2A MEF2C MLEC MLLT1 MMP1 MMP2 MMRN2 MPRIP MRTFB MSN MSX1 MYCN MYCT1 MYH9 MYL12B MYLK NEDD9 NID1 NKX2-3 NLRC3 NOL4L NOTCH1 NOTCH4 NOVA2 NQO1 NRARP NRP1 NRP2 OLFML2A P2RY6 PASK PCAT19 PDE2A PDGFA PDGFB PEA15 PECAM1 PELO PFKP PGM2 PGM2L1 PIM3 PITPNC1 PKP4 PLEKHG1 PLEKHO1 PLPP3 PLVAP PLXNA2 PMEPA1 PNP PODXL PPP1R18 PRCP PRDM1 PREX1 PRSS23 PTMA PTMAP11 PTPN12 PTPRB PTPRE PXDN PXN QKI RAB31 RAI14 RAMP2 RAP1A RAPGEF1 RAPGEF4 RASA4 RASGRP3 RB1 RBMS1 RCC2 RDX RELL1 REST RFLNB RGCC RGS5 RHOJ RILPL2 RIPOR1 ROBO4 RSU1 S100A13 SASH1 SEC14L1 SELE SEMA3G SERPINE1 SERPINH1 SGK1 SH2B3 SH2D3C SH3KBP1 SHANK3 SHE SKAP2 SLC12A7 SLC26A2 SLC2A3 SLC38A2 SLC44A2 SLC7A11 SLCO2A1 SMAD6 SMAD7 SNAI1 SNAP23 SNRK SNTB2 SOCS3 SOX18 SOX4 SPARC SPARCL1 SPG7 SPON2 SPRED1 SPRY4 SPTBN1 SRGN ST8SIA4 STC1 STING1 STOM SULF2 SWAP70 SYNM SYNPO TBC1D1 TBC1D8 TCF4 TCIM TEK TGFBR1 TGFBR2 THBD THBS1 TIE1 TM4SF1 TM4SF18 TMEM204 TMEM47 TMSB10 TP53I11 TP53INP2 TSC22D1 TSPAN14 TUBB6 UACA UBE2J1 UNC5B UPP1 UTRN UXS1 VASH1 VIM VWA1 VWF WDR1 WWTR1 YES1 ZEB1 ZFP36L2 ZNF503 ZNF532 MURARO_PANCREAS_EPSILON_CELL https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/MURARO_PANCREAS_EPSILON_CELL ACSL1 AGT ANXA13 ARX ASAH1 ASGR1 BMP7 CDKN2A CLU DEFB1 DIRAS3 EBF1 FAXDC2 FFAR4 FGF14 FRZB GHRL HEPACAM2 KCNH2 LINC00261 NEDD9 NUAK1 PCSK1 PEG10 PHGR1 PIGK PROX1 SAMD5 SEMA3E SERPINA1 SERPINA10 SERPINB6 SPINK1 SPON2 SPTSSB SUCNR1 SYNJ2 TM4SF4 TM4SF5 TMEM45B TRNP1 VSTM2L VTN ZKSCAN1 MURARO_PANCREAS_MESENCHYMAL_STROMAL_CELL https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/MURARO_PANCREAS_MESENCHYMAL_STROMAL_CELL A2M ABCA1 ABHD4 ACSL4 ACTA2 ACTB ACTG1 ACTN1 ACTR3 ACVR1 ADA ADAM12 ADAM19 ADAMTS2 ADAMTS4 ADGRA2 ADH5 AEBP1 AFAP1 AHNAK AHR AKAP12 AKAP13 ALDH1L2 AMOTL1 ANGPTL2 ANGPTL4 ANKRD11 ANO1 ANO6 ANTXR1 ANXA1 ANXA2 ANXA2P2 ANXA5 ANXA6 AP2M1 APEX1 ARF4 ARHGAP21 ARHGAP23 ARHGEF17 ARHGEF2 ARHGEF40 ARID5B ARL4C ARL8B ARPC1B ARPC2 ASNS ATF4 ATF5 ATP1B3 ATXN1 AXL B4GALT1 BASP1 BAZ1A BGN BHLHE40 BMP1 BMP8A BPGM BTF3 BZW1 C11orf96 C1R C1S C2CD2 C3orf80 CALD1 CALU CAMSAP2 CAP1 CAPZB CARMN CAV1 CAVIN1 CAVIN3 CBLB CBR1 CBS CBX3 CCDC102B CCDC71L CCDC74A CCDC80 CCN1 CCN2 CCN4 CD248 CD276 CD59 CD82 CDH11 CDK2AP1 CDK4 CDR2L CEBPB CEMIP CEP170 CERCAM CFL1 CHST15 CHSY1 CKAP4 CLIC4 CMTM3 CNN2 CNN3 COL12A1 COL15A1 COL16A1 COL18A1 COL1A1 COL1A2 COL3A1 COL4A1 COL4A2 COL5A1 COL5A2 COL5A3 COL6A1 COL6A2 COL6A3 COL8A1 COLGALT1 COPA COPS8 CREB3L1 CRISPLD2 CRLF1 CRTAP CSGALNACT2 CTDSP2 CTHRC1 CTNNB1 CTSB CTSC CTSK CTSL CYBRD1 CYGB CYP1B1 CYTH3 CYTOR DAB2 DACT1 DCBLD2 DCN DDIT4 DDX21 DEGS1 DIMT1 DKK3 DLC1 DSE DUSP14 DUSP5 DUSP6 DYRK2 EBF1 EDNRA EDNRB EEF1A1 EEF1B2 EEF1D EEF2 EFNB2 EHD2 EID1 EIF2S2 EIF2S3 EIF3A EIF3M EMP1 ENAH ENC1 ENO1 EPAS1 EPRS1 EPS8 ETS1 EXT1 F2R F2RL2 FADS1 FAM114A1 FAP FARP1 FAT1 FBN1 FBXO32 FERMT2 FEZ2 FGF2 FGF7 FHL2 FHOD1 FIBIN FKBP10 FKBP11 FKBP9 FLNA FMNL3 FMOD FN1 FNDC3B FOXF2 FRMD6 FSCN1 FSTL1 FTH1P3 FYN G0S2 G6PD GALNT1 GALNT10 GAPDH GARS1 GAS7 GASK1B GEM GFPT2 GJD3 GLI2 GNB4 GNG11 GOLIM4 GOLT1B GPC6 GPNMB GPX7 GPX8 GREM1 GSTO1 GUCY1A2 GYPC H2AZ1 HAPSTR1 HAS2 HBEGF HCLS1 HDAC7 HDLBP HEG1 HES1 HEYL HIC1 HK1 HMCN1 HMGB1 HNRNPA1L2 HNRNPAB HOXB2 HSD11B1 HSPA5 HTRA1 HTRA3 HYCC1 IARS1 ID3 IER3 IFI16 IFITM1 IFITM2 IFITM3 IGFBP3 IGFBP4 IGFBP5 IGFBP7 IKBIP IL11 IL1R1 IL33 IL4R IL6 INHBA IRX4 ISLR ITGA1 ITGA11 ITGA2 ITGA5 ITGAV ITGB1 ITGB1BP1 ITGB3 ITGB5 ITPRIP ITPRIPL2 JAG1 JAK1 JAM3 JARID2 JCAD KANK2 KANK4 KCNE4 KCNG1 KCTD10 KDELR2 KDELR3 KITLG KLF13 KLF9 KPNA4 LACC1 LAMA2 LAMA4 LAMB1 LAMC1 LAMC3 LAMP5 LATS2 LDHA LDHB LGALS1 LHFPL2 LHFPL6 LIF LIMS1 LITAF LMCD1 LMNA LMO4 LOX LOXL2 LRRC32 LRRC59 LTBP1 LTBP2 LUM LXN MANF MAP1A MAP3K20 MAP4 MAP4K4 MAPKAPK2 MARCKS MARCKSL1 MARS1 MAX MCC MCL1 MDFIC MEDAG MFAP4 MFGE8 MGP MGST1 MICAL2 MIR100HG MIR4435-2HG MMP1 MMP11 MMP2 MMP9 MPZL1 MRAS MRC2 MSANTD3 MSC-AS1 MSN MSX1 MT2A MTDH MTHFD2 MXRA8 MYADM MYC MYH9 MYL12A MYLK MYO10 MYO1E MYOF NAP1L1 NAV1 NCK2 NDN NES NEXN NFIC NHS NHSL2 NID1 NID2 NIN NKD1 NNMT NOTCH1 NOTCH2 NOTCH2NLA NOTCH3 NPC2 NPM1 NQO1 NR2F2 NR3C1 NREP NRP1 NRP2 NT5E NUMBL NUPR1 OAT OLFML2A OSMR OSTC OXA1L P3H4 P4HA3 PABPC1 PABPC3 PABPC4 PAG1 PAPPA PARVA PCK2 PDE3A PDGFRA PDGFRB PEA15 PEAK1 PELO PFN1 PGAM1 PGD PHB2 PHC2 PHGDH PHLDA1 PHLDB1 PIEZO2 PLAT PLAU PLAUR PLEKHO1 PLIN2 PLOD1 PLOD2 PLS3 PLSCR4 PLXDC1 PMEPA1 PMP22 POMP POSTN PPFIBP1 PPIC PPP1R18 PRDM1 PRDX1 PRDX6 PRKG1 PRRX1 PSAT1 PSMA7 PTDSS1 PTGES PTGFRN PTGS1 PTGS2 PTK7 PTMA PTPN12 PTPN14 PTPRE PXDN QKI RAB23 RAB31 RAB32 RACK1 RAI14 RAN RAP1B RASAL2 RASL12 RASSF8 RB1CC1 RBM3 RBMS1 RBPMS RCAN1 RCC2 RCN1 RCN2 REST REXO2 RFLNB RFTN1 RGS10 RHBDF1 RHOQ RIC8A RLIM RND3 RNF168 RNF24 ROCK2 RPL10 RPL10A RPL10L RPL13A RPL22L1 RPL23 RPL27 RPL39 RPL4 RPLP0 RPLP1 RPS13 RPS16 RPS23 RRAGA RSL24D1 RSU1 RUNX1 S100A11 S100A16 S1PR3 SACS SAR1A SASH1 SCARA3 SDC2 SEC13 SEC23A SEC24D SEC31A SELENOS SERPINE1 SERPINF1 SERPINH1 SFRP1 SFRP2 SGCD SH2B3 SH3BGRL3 SH3KBP1 SH3PXD2A SH3PXD2B SHC1 SHMT2 SKIL SLC1A5 SLC25A3 SLC2A3 SLC38A2 SLC44A1 SLC4A7 SLC7A11 SMC4 SMIM3 SNAI1 SNAI2 SNHG16 SNHG5 SNX9 SPARC SPART SPATS2L SPHK1 SPOCK1 SPON1 SPON2 SPRED1 SPRED2 SPRY4 SPSB1 SRM SRPX2 SRXN1 SSC5D SSH1 SSR3 STC1 STEAP1 STK17B STK24 STK38L STON1 SULF1 SULF2 SUSD2 SVIL SYDE1 SYNCRIP SYNJ2 TALDO1 TARS1 TBC1D16 TBX2 TBX3 TCF4 TFPI TFPI2 TGFB1I1 TGFB3 TGFBI TGFBR1 TGM2 THBS1 THBS2 THY1 TIMM17A TIMP1 TIMP2 TIMP3 TKT TLN1 TMED9 TMEM158 TMEM165 TMEM204 TMEM214 TMEM47 TMEM50A TMEM98 TMSB10 TMSB4X TMTC3 TNC TNFAIP6 TNFRSF12A TNKS1BP1 TNS1 TNS3 TPBG TPI1 TPM1 TPM2 TPM4 TPST1 TPT1 TRAM2 TRIB3 TRIO TSPAN5 TTYH3 TUBA1C TUBB TUBB6 TWSG1 TXN TXNRD1 UACA UNC5B VASN VCAN VCL VDR VIM VMP1 VSTM4 WARS1 WBP1L WDR1 WIPF1 WIPI1 WLS WNT5A WWTR1 XPOT YAP1 YARS1 YBX1 YIPF5 YKT6 ZBTB38 ZCCHC24 ZEB1 ZEB2 ZFP36L1 ZNF281 ZNF469 ZNF532 ZYX MURARO_PANCREAS_PANCREATIC_POLYPEPTIDE_CELL https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/MURARO_PANCREAS_PANCREATIC_POLYPEPTIDE_CELL ABCA5 ABCB1 ABCC8 ABCC9 ACSL6 ADGRL2 AK4 AKAP12 AMOTL1 APLP1 APOBEC2 AQP3 ARX ATP8A1 BCYRN1 BMERB1 BMF BTG2 C1GALT1 C21orf62 CABP7 CACNA1A CACNA1H CALB1 CALY CAMK2N1 CARD11 CARTPT CDKN1A CEP126 CHD5 CHN2 CHRM3 CSGALNACT1 CTTNBP2 CXXC4 DDC DDR1 DEPTOR DIRAS3 DPYSL3 EGR1 EGR2 EGR3 EHF ENTPD2 ETV1 FABP5 FEV FGB FGD4 FGFR1 FOS FOXP2 GAD2 GLT8D2 GNAS GRIA3 H1-10 H2BC21 IBA57 ID1 ID2 ID4 IDS IL17RB INA INPP5F ISL1 ITM2C KCNG1 KCNJ3 KCNJ8 KCNMB2 KCNQ1OT1 KIAA0319 L1TD1 LDLRAP1 LINC02591 LMO3 MAB21L3 MAF MALAT1 MAP2 MDFIC MEIS1 MEIS2 METTL21A MIR7-3HG MRLN NEURL1 NEUROD1 NKX2-2 NPHP4 NR0B1 NR4A1 NR4A2 PAM PAX6 PCDH17 PCDH8 PCDH9 PCLO PCSK1N PDK3 PEG10 PGM5P2 PGR PLEKHB1 PLPPR4 PON3 PPY PRKACB PTGFR PTP4A3 PXK RASD1 REV3L RFX1 RHOBTB3 SAMD5 SCG2 SCGB2A1 SDK1 SEMA3E SERPINA1 SERTM1 SGSM1 SHISAL2B SLC40A1 SLC6A4 SLITRK6 SPC25 SPOCK1 SREK1 STMN2 STX11 SYNPO2 TENM2 THSD7A TMEM45B TMEM47 TMOD1 TONSL TOX TOX3 TRMT9B TUBB2A VWA5B2 YPEL2 ZNF503 ZNF608 ZXDC RUBENSTEIN_SKELETAL_MUSCLE_B_CELLS https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/RUBENSTEIN_SKELETAL_MUSCLE_B_CELLS ACTR3 ALOX5AP ARHGAP24 ARPC3 ATP6V1G1 B4GALT1 BANK1 BTG1 BTK BTLA C1orf162 C1orf56 CALHM6 CARD16 CASP4 CCDC32 CD37 CD48 CD52 CD53 CD69 CD74 CD79A CD79B CD83 CLK1 CMTM6 COX7C CTSS CXCR4 CYBA CYRIB DRAM2 EAF2 EEF1A1 EEF1B2 EEF1D EIF4A2 ERP29 EVI2B FAU FCER2 FCMR FCRL1 FCRLA GAPT GMFG GPR183 GTF3A HLA-DMA HLA-DOB HLA-DPA1 HLA-DPB1 HLA-DQA1 HLA-DQB1 HLA-DRA HLA-DRB1 HVCN1 IRF8 ITSN2 JCHAIN JUNB LAPTM5 LIMD2 LINC00926 LTB LY86 MS4A1 MT-CO1 NCF1 NOP10 NOP53 NPM1 OAZ1 OSTF1 PABPC1 PAIP2 PAPOLA PFDN5 PLAC8 PLEKHF2 PLPP5 POLD4 PPP1R2 PTPRC PTPRCAP PYM1 RAC2 RACK1 RASGRP2 RHOH RNASET2 RPL10 RPL11 RPL12 RPL13 RPL13A RPL14 RPL15 RPL18 RPL18A RPL19 RPL21 RPL22 RPL23 RPL23A RPL26 RPL27 RPL27A RPL28 RPL29 RPL3 RPL30 RPL32 RPL34 RPL35A RPL36 RPL36A RPL37 RPL37A RPL38 RPL39 RPL4 RPL41 RPL5 RPL6 RPL7 RPL7A RPL8 RPL9 RPLP1 RPLP2 RPS10 RPS12 RPS13 RPS14 RPS15 RPS15A RPS18 RPS19 RPS2 RPS21 RPS23 RPS24 RPS25 RPS26 RPS27 RPS27A RPS28 RPS29 RPS3 RPS3A RPS4X RPS4Y1 RPS5 RPS6 RPS7 RPS8 RPS9 RPSA RPSA2 RSRP1 SELL SMDT1 SNHG8 SNX2 SSR1 STK4 TBC1D10C TCL1A TMEM243 TPD52 TRIM22 TSC22D3 UBA52 VPREB3 WDR74 RUBENSTEIN_SKELETAL_MUSCLE_ENDOTHELIAL_CELLS https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/RUBENSTEIN_SKELETAL_MUSCLE_ENDOTHELIAL_CELLS A2M ABLIM3 ADGRF5 ADGRL4 AFDN AHNAK ANXA3 AQP1 ARGLU1 ARHGAP29 ARL6IP1 ATP5PF B2M BST2 BTNL9 C1orf54 CA4 CALM1 CAV1 CAV2 CAVIN1 CAVIN2 CCDC85B CD34 CD36 CD59 CD74 CD93 CDH5 CLDN5 CLEC14A COL4A1 COL4A2 CRIP2 DDX17 DPYSL2 EGFL7 EMCN ENG EPAS1 ESAM ETS1 F8 FABP4 FABP5 FKBP1A FLT1 FMO2 FOXN3 GIMAP4 GIMAP7 GNAI2 GNG11 HLA-A HLA-B HLA-C HLA-DMA HLA-DPA1 HLA-DPB1 HLA-DRA HLA-DRB1 HLA-E HMGB1 HSPB1 HSPG2 ICAM2 ID1 ID3 IFI27 IFITM2 IFITM3 IGF2 IGFBP4 IL32 ISG15 ITGA1 ITGA6 ITM2A KIF25 KLF2 KLF6 LAP3 LGALS3 LPAR6 LY6E MEF2C MGLL MGST2 MMRN2 MYCT1 MYH9 MYL12A MYL12B MYL6 NEAT1 NHERF2 NKTR NRP1 PALMD PDLIM1 PHACTR2 PLS3 PODXL POLR2L POMP PPIC PTPRB RAMP2 RDX RGCC RHOC RNASE1 S100A16 SEC14L1 SEC62 SLC14A1 SOX4 SPARCL1 SPTBN1 SRGN STOM SYNE2 TACC1 TCF4 TIMP3 TM4SF1 TM4SF18 TMEM88 TMSB10 TMSB4X TNFSF10 TXNIP UACA VAMP5 VWF WARS1 WSB1 RUBENSTEIN_SKELETAL_MUSCLE_FAP_CELLS https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/RUBENSTEIN_SKELETAL_MUSCLE_FAP_CELLS ABCA10 ABCA8 ABCA9 ACKR3 ADD3 ADH1B AKAP12 AKR1B1 ALDH1A1 ANGPTL1 ANXA1 ANXA2 AP3S1 APOD APP ARF4 ARL6IP5 ATP5MC1 ATP6AP2 ATP6V0E1 ATRAID BEX3 C1R C1S C3 CCDC80 CCN5 CD63 CD81 CD99 CFD CFH CHD9 CHRDL1 CILP CKS1B COL15A1 COL1A1 COL1A2 COL3A1 COL6A1 COL6A2 COL6A3 CPQ CST3 CSTB CXCL12 CXCL14 CYB5A CYB5R3 CYBRD1 DAB2 DBI DCN DDAH2 DHRS7 DPT EFEMP1 EID1 EMP1 EMP3 EPHX1 FBLN1 FBLN2 FBLN5 FCGRT FGL2 FHL1 FMO2 FN1 FSTL1 FXYD1 GPNMB GPX3 GPX4 GSN HSD11B1 HSP90B1 HSPA5 HSPG2 HTRA3 IGF1 IGFBP6 IGFBP7 ISLR ITM2B JUND KDELR2 KRTCAP2 LAMA2 LAMC1 LAPTM4A LGALS3BP LHFPL6 LIMA1 LMNA LRP1 LSP1 LTBP4 LUM MALAT1 MAP1B MARCKS MEG3 MFAP4 MFAP5 MGP MGST1 MME MMP2 MT-ND3 MXRA8 MYOC NDFIP1 NDUFS4 NFE2L2 NFIA NOVA1 NPC2 NR3C1 NUPR1 PCOLCE PDGFRA PDGFRL PDIA3 PGF PI16 PLAC9 PLPP3 PMP22 PODN PPIB PRDX1 PRDX4 PSAP PTGDS RAB1A RAB2A RBPJ REEP5 RND3 RTN4 S100A10 S100A11 S100A13 S100A4 S100A6 SCN7A SDC2 SELENOM SELENOP SELENOS SERPINF1 SERPING1 SFRP4 SGCE SLC66A3 SMOC2 SPON2 SPRY1 SRI SSPN SSR2 SSR4 TCEAL9 TFPI TIMP1 TIMP2 TMCO1 TMED2 TMEM14C TMEM59 TNXB TRAM1 TSC22D3 TSPAN4 VCAN VIM VIT RUBENSTEIN_SKELETAL_MUSCLE_FBN1_FAP_CELLS https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/RUBENSTEIN_SKELETAL_MUSCLE_FBN1_FAP_CELLS ABI3BP ACAT1 ACKR3 ACTG1 ADAMTS5 ADD3 ADI1 AHNAK AKAP12 ALDH1A3 ALDOA ANXA1 ANXA11 ANXA2 ANXA4 ANXA5 ANXA7 AP3S1 APCDD1 ARF4 ARL4D ARL6IP5 ATP2B1 ATP5PD ATP6V0E1 AXL BEX3 BEX4 BIN1 BLOC1S1 BZW1 C17orf58 C1QTNF3 C1R C1S C3 CALU CAST CAVIN3 CCDC80 CCN1 CCN5 CD248 CD55 CD63 CD99 CDK4 CELF2 CFD CHRDL1 CKS1B CLIC1 CLU COL12A1 COL14A1 COL1A1 COL1A2 COL3A1 COL6A1 COL6A2 COL6A3 COX6C CPE CREB5 CRIP1 CST3 CSTB CTSK CYBRD1 CYTOR DAB2 DBI DBN1 DCN DDAH2 DDR2 DDX24 DEFB1 DGUOK DST DYNC1H1 DYNLT1 EBF1 EFEMP1 EFHD1 EIF1 EIF5 ELN EMP3 ENO1 F10 FABP3 FBLN1 FBLN2 FBLN5 FBN1 FGFR1 FHL1 FILIP1 FN1 FNDC1 FSTL1 FTH1 FTL FXYD1 GAS1 GFPT2 GLIPR2 GLUD1 GLUL GPNMB GPX3 GPX4 GSN GSTO1 GTF2H5 GYPC H2AJ HIGD1A HNRNPF HSBP1 HSD3B7 HSP90AA1 HSPA1A HSPE1 HTRA1 HTRA3 IDS IGFBP5 IGFBP6 IL6ST ISLR ITGB1BP1 ITGB5 JAG1 JUND KLF4 KRT10 LAMB2 LAPTM4A LDHA LIMA1 LINC01133 LMNA LOXL1 LRP1 LSP1 LTBP4 MARCKS MEDAG MEG3 MFAP4 MFAP5 MGP MGST1 MIR4435-2HG MMP14 MMP2 MPC1 MRPL33 MRPL51 MRPS36 MRPS6 MT-CO3 MT-CYB MT-ND1 MT-ND2 MT-ND3 MT-ND4 MT1E MTCH1 MXRA8 MYADM MYDGF MYOF NAA38 NBPF10 NCL NDFIP1 NDUFB1 NEGR1 NID1 NOTCH2 NOVA1 NTM NTRK2 NUPR1 OAT OAZ1 OLFML2A OLFML3 OSR2 OST4 OSTC PAM PCOLCE PCOLCE2 PDGFRA PDGFRL PHPT1 PI16 PKM PLA2G2A PLAC9 PLPP1 PLTP PMP22 POLR2L PPIC PRDX5 PRG4 PROCR PRRX1 PSAP PTGIS PTPRA PXN RAB32 RAP1A RBM39 RBMS1 RBMS3 RBPJ RNF13 RNF7 RNH1 RPL36AL RPLP0 RPS27L RSL1D1 RTN4 S100A10 S100A11 S100A13 S100A4 S100A6 SCARA5 SDC2 SDCBP SEC61B SEC61G SEC63 SELENOM SELENOS SEMA3C SERF2 SERPINF1 SERPING1 SH3BGRL3 SLPI SMIM14 SOD1 SPRR2B SSB SSR3 SVBP TAF9 TCEAL9 TFPI TGFBR3 TIMM13 TIMP1 TIMP2 TIMP3 TMCO1 TMEM106C TMEM109 TMEM176B TMEM258 TNFAIP2 TNXB TPPP3 TPT1 TRIO TUBA1A TUBA1B TUBB TXN TYMP UAP1 UBXN4 UGP2 VCAN VIM VIT VKORC1 YBX3 ZFP36L2 ZYX RUBENSTEIN_SKELETAL_MUSCLE_MYELOID_CELLS https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/RUBENSTEIN_SKELETAL_MUSCLE_MYELOID_CELLS ABRACL ACTB ACTR2 ACTR3 AIF1 ALDOA AP1S2 AP2S1 APOBEC3A ARHGDIB ARPC1B ARPC2 ARPC3 ARPC5 ARRB2 ASAH1 ATP1B3 ATP5F1E ATP5MC2 ATP5MG ATP5MJ ATP5PB ATP6V0B ATP6V0D1 ATP6V0E1 ATP6V1F BCL2A1 BID BLOC1S1 BLOC1S2 BTG2 C1orf162 C4orf48 C5AR1 CALHM6 CAPZA1 CAPZB CARD16 CASP1 CASP4 CCL3 CCNI CD14 CD37 CD44 CD48 CD52 CD53 CD55 CD68 CD74 CD83 CDC42 CDC42SE1 CDKN1A CEBPB CFL1 CFP CITED2 CKLF CLEC2B CLEC7A CMTM6 COMMD6 CORO1A COTL1 COX4I1 COX5A COX7A2 COX7C CPVL CREG1 CRIP1 CSF2RA CST3 CSTA CSTB CTSB CTSH CTSS CTSZ CXCL8 CYBA CYBB CYCS CYRIA CYRIB DNAJB1 DUSP1 DUSP2 DYNLT1 EEF1A1 EEF1B2 EFHD2 EIF1 EIF3E EIF3F EIF3K EIF3L EIF4A1 EIF4E2 EIF4EBP1 EMP3 ENSA ENY2 FCER1G FCGR1A FCGR3A FCGRT FCN1 FGL2 FOS FOSB FPR1 FTH1 FTL FXYD5 FYB1 GABARAP GAPDH GCA GDI2 GLIPR1 GLIPR2 GLRX GMFG GPSM3 GPX1 GSTP1 H3-3A HCK HCLS1 HCST HERPUD1 HIGD2A HLA-DMA HLA-DPA1 HLA-DPB1 HLA-DRA HLA-DRB1 HNMT HSBP1 HSD17B11 HSPA1A ID2 IER3 IFI30 IFNGR2 IGSF6 IL10RA IL1B ITGB2 JAML JUNB JUND KLF4 LAMTOR1 LAMTOR2 LAMTOR4 LAPTM5 LCP1 LILRA5 LIMD2 LRRFIP1 LSM6 LSP1 LST1 LTA4H LY86 LY96 LYST LYZ M6PR MACROH2A1 MCL1 METTL9 MNDA MOB1A MPEG1 MRPL52 MS4A6A MS4A7 MT-CO1 NAAA NACA NAMPT NAP1L1 NDUFB1 NDUFB3 NDUFB5 NEDD8 NFKBIA NFKBIZ NOP10 NPC2 NR4A1 NR4A2 NUP214 OAZ1 OST4 OSTF1 PABPC1 PCBP2 PDCL3 PFDN5 PFN1 PGK1 PGLS PILRA PLAC8 PLAUR PLBD1 PLEK PLP2 PLSCR1 POLE4 PPP1CA PPP1R15A PPP1R18 PPT1 PRDX3 PRELID1 PRR13 PSAP PTP4A2 PTPRC PYCARD RAB5IF RAP1A REEP5 RGS10 RGS18 RGS2 RHOG RNASE6 RNASET2 RNF130 RPL11 RPL15 RPL17 RPL19 RPL21 RPL22L1 RPL23 RPL23A RPL26 RPL27 RPL28 RPL30 RPL32 RPL34 RPL36A RPL36AL RPL37 RPL38 RPL39 RPL4 RPL41 RPL6 RPL7 RPLP1 RPLP2 RPS12 RPS13 RPS14 RPS16 RPS19 RPS2 RPS21 RPS23 RPS24 RPS28 RPS29 RPS3A RPS4X RPS4Y1 RPS7 RPS9 S100A11 S100A12 S100A4 S100A6 S100A8 S100A9 SAMHD1 SARAF SAT1 SEC11A SELENOH SERF2 SERP1 SERPINA1 SERPINB1 SFT2D1 SH3BGRL3 SLC25A5 SLC25A6 SLC31A2 SMAP2 SMCO4 SMDT1 SNHG8 SNX3 SOD2 SPG21 SPI1 SRGN SSB SSR2 SSR3 STMP1 STX11 STXBP2 SUB1 SUPT4H1 TALDO1 TBCA TBXAS1 TIMP1 TKT TMEM167A TMEM176B TMSB10 TMSB4X TNFSF13B TPM3 TSC22D3 TSPO TXNDC12 TYMP TYROBP UBA52 UBE2D1 UBE2D3 UCP2 UQCRFS1 UQCRH VAMP8 VCAN VMA21 VMP1 VPS29 WDR74 YBX1 ZFAS1 ZFP36 ZNF706 RUBENSTEIN_SKELETAL_MUSCLE_NK_CELLS https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/RUBENSTEIN_SKELETAL_MUSCLE_NK_CELLS ABRACL ACP1 ACTB ACTG1 ACTR3 AKR1C3 ALOX5AP ANXA1 ARHGDIB ARPC1B ARPC2 ARPC3 ARPC5 ARPC5L ATP5F1E ATP5MC2 ATP5MG ATP6V0E1 B2M BIN2 BTG1 C11orf58 C12orf75 C1orf162 C1orf56 CALM1 CAP1 CAPZB CASP4 CCL3 CCL4 CCL5 CCND3 CD164 CD247 CD37 CD47 CD48 CD52 CD53 CD69 CD7 CD99 CDC42 CDC42SE1 CFL1 CIB1 CKLF CLEC2B CLIC1 CLIC3 CMC1 COPE CORO1A COX8A CST7 CTSC CTSD CTSW CUTA CYBA CYCS CYRIB DAZAP2 DBI DDIT4 DHRS7 DOK2 DRAP1 EIF1 EIF3G EIF4A1 EMP3 ENO1 ETS1 EVL FCER1G FCGR3A FGFBP2 FLNA FYB1 GADD45B GHITM GIMAP4 GLRX GMFG GNG2 GNLY GPR65 GPSM3 GZMA GZMB GZMH GZMM H3-3B HCST HMGN1 HNRNPA1 HNRNPDL HNRNPF HOPX HSPA5 HSPA8 ID2 IER2 IFITM2 IGF2R IL2RB IL2RG ITGB2 JAK1 JUN JUNB KLRB1 KLRC1 KLRD1 KLRF1 LAPTM5 LCK LCP1 LIMD2 LITAF LSM14A MSN MT-CO1 MYL12A MYOM2 NDUFA12 NDUFB11 NDUFB2 NDUFB3 NKG7 NPM1 OST4 OSTC OSTF1 PABPC1 PARK7 PAXX PDIA3 PFN1 PLAAT4 PLAC8 PLEK PPP1CA PPP1R18 PPP2R5C PRELID1 PRF1 PRR13 PSMA7 PSMB9 PSME1 PSME2 PTGDR PTMA PTP4A2 PTPRC PTPRCAP PYHIN1 RAC2 RAP1B RBM3 RBM8A RPL14 RPL15 RPL21 RPL23A RPL27 RPL28 RPL36AL RPL41 RPL6 RPLP1 RPS15A RPS19 RPS2 RPS26 RPS27 RPS27A RPS29 RPS3 RPS3A RPSA S100A4 SAMD3 SARAF SCP2 SEC11A SELENOT SERF2 SFT2D1 SH3BGRL3 SLC38A2 SNRPB SNRPG SPCS2 SPON2 SRGN SSR2 STK17A STK4 SUB1 TBC1D10C TLE5 TMA7 TMED2 TMSB4X TPM3 TPM4 TPST2 TRAPPC1 TSC22D3 TUBB TYROBP UBB UBE2D2 UBE2D3 UBL5 UCP2 UFC1 VAMP8 XBP1 XCL2 YWHAZ ZFP36L2 RUBENSTEIN_SKELETAL_MUSCLE_PCV_ENDOTHELIAL_CELLS https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/RUBENSTEIN_SKELETAL_MUSCLE_PCV_ENDOTHELIAL_CELLS ABLIM1 ACKR1 ACTN1 ADAM15 ADGRL4 ADIRF AKR1C3 ANXA4 APLNR AQP1 ARL4A ARL6IP1 ATP5MC2 BCAM BHLHE40 CALCRL CAPZA2 CAST CAVIN1 CCL14 CCNI CD59 CD74 CD93 CHMP3 CLEC2B CLTA CLU COMMD6 CRHBP CRIM1 CRIP2 CRTAP CTSC CYSTM1 CYYR1 DOCK9 DUSP23 ECSCR EEF1A1 EGFL7 EGLN1 EIF4B ELK3 ERG ETS2 FABP5 FKBP1A FLI1 FLOT1 FOXP1 FXYD5 GADD45B GBP4 GIMAP1 GIMAP4 GIMAP5 GIMAP6 GIMAP7 GNAI2 GNAQ GNG11 GNG5 GUK1 HINT1 HLA-A HLA-B HLA-DMA HLA-DPA1 HLA-DPB1 HLA-DQA1 HLA-DQB1 HLA-DRA HLA-DRB1 HLA-E HMGB2 HSPB1 HSPD1 HYAL2 ID1 ID3 IFI16 IFITM1 IFITM2 IFITM3 IGFBP4 IL33 IL3RA IL6ST ITM2A JAM2 JCAD KCTD12 KLF2 KLF4 LDB2 LIFR LIMS1 LMCD1 LRRFIP1 LY6E LYST MAP1LC3B MAP3K11 MARCKSL1 MGST2 MMRN2 MTUS1 MYH9 MYL12A NAA38 NAP1L1 NDRG1 NEDD9 NFKBIA NOP10 NOSTRIN NPC2 NPDC1 NRN1 NSRP1 NUAK1 OCIAD2 PALMD PCBP2 PDLIM1 PERP PFDN5 PIM3 PKP4 PLAT PLK2 PLSCR1 PLVAP POLE4 PRCP PRMT1 PSME2 PTMA PTPRB RAB11A RAMP3 RBIS RPL10 RPL11 RPL12 RPL15 RPL17 RPL22 RPL26 RPL29 RPL3 RPL31 RPL32 RPL34 RPL35A RPL36 RPL36A RPL37 RPL7 RPL7A RPL8 RPLP0 RPS11 RPS12 RPS13 RPS14 RPS15 RPS15A RPS18 RPS19 RPS2 RPS21 RPS23 RPS24 RPS25 RPS27A RPS28 RPS3A RPS4X RPS4Y1 RPS5 RPS6 RPS6KA2 RPS7 RPS8 RPS9 S100A10 S100A16 S1PR1 SAT1 SDCBP SET SH3BP5 SLC2A3 SMAD1 SNCG SNHG7 SNHG8 SNRPF SOCS3 SOX18 SPARCL1 SUN1 SYNE2 TGFBR2 TM4SF1 TM4SF18 TMEM273 TMSB10 TMSB4X TPM3 TPM4 TPT1 TSHZ2 TSPAN7 UBXN1 VAMP3 WNK1 YBX1 YBX3 YWHAE ZFAS1 ZFP36L2 ZFYVE21 RUBENSTEIN_SKELETAL_MUSCLE_PERICYTES https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/RUBENSTEIN_SKELETAL_MUSCLE_PERICYTES ABCC9 ACTA2 ADIRF ADISSP ALDOA ANXA5 ARHGDIB ASAH1 ASPN ATP5F1A ATP5F1B ATP5MC2 ATP5MC3 ATP5MK ATP6V1G1 BSG C12orf57 CALD1 CALM2 CAVIN3 CD151 CD36 CD44 CD63 CD9 CHCHD10 CNN3 COL3A1 COL4A1 COL4A2 COL6A2 COL6A3 COX4I2 COX5B COX6B1 COX7A1 COX7A2 COX7B COX8A CPE CPM CRIP1 CRIP2 CSNK1E CXCL12 CYB5R3 CYGB CYTOR DLC1 DPYSL2 EFHD1 EGFLAM EIF3K EPHX1 EPS8 ESD FAM162B FLNA FRMD3 GAPDH GAS6 GJA4 H3-3B HES1 HIGD1B IFITM3 IGFBP7 ISYNA1 ITGB1 ITM2B ITM2C KCNJ8 LAPTM4A LDHB LEPROT LGALS1 LHFPL6 LPL MALAT1 MCAM MDH1 MEF2C MFGE8 MGST3 MIR4435-2HG MT-ATP6 MT-CO1 MT2A MYH9 MYL9 MYO1B NDRG2 NDUFA1 NDUFA11 NDUFA13 NDUFA4L2 NDUFB7 NOTCH3 NR2F2 PDGFRB PDLIM1 PEBP1 PPP1R14A PRDX1 PRXL2A PSMB1 PTMS RABAC1 RGS5 RHOB SDHD SELENBP1 SELENOM SERPING1 SH3BGRL SKP1 SLC25A5 SLC25A6 SNCG SOD1 SPARC SPARCL1 SRI STEAP4 TAGLN TECR TESC TFPI THBS4 TIMP1 TIMP3 TINAGL1 TMEM50A TMEM59 TNFRSF21 TPI1 TPM1 TPM2 TUBA1A TXNIP UBB VAMP2 VDAC2 YWHAB RUBENSTEIN_SKELETAL_MUSCLE_SATELLITE_CELLS https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/RUBENSTEIN_SKELETAL_MUSCLE_SATELLITE_CELLS AK1 AKR1B1 ALDH1A1 ALDOA ANXA5 APOC1 APOE APRT ARF4 ARL6IP5 ATP5F1A ATP5F1D ATP5MC1 ATP5MC2 ATP5MC3 ATP5MF ATP5MG ATP5PO BANF1 BEX3 BEX4 BTF3 BTG2 CADM2 CCN1 CCT3 CCT4 CCT8 CD63 CD9 CEBPD CHCHD10 CHCHD2 CHRNA1 CIRBP CLU CNBP CNN3 COMMD6 COMT COPS9 COX4I1 COX7A2L CRYAB CSRP2 CST3 CXCL14 DAG1 DARS1 DBI DDAH2 DES DLK1 DNAJC7 DUSP1 DUT EDF1 EEF1A1 EEF1B2 EEF1D EEF2 EGR1 EIF1 EIF2A EIF3D EIF3E EIF3F EIF3H EIF3K EIF3L EIF3M EIF4A1 EIF4A2 EPB41L4A-AS1 ESD ESF1 FAM162A FAU FGL2 FOS FOSB FUNDC2 FXYD1 GADD45GIP1 GAPDH GLUL GNAS H1-0 HADHA HDAC2 HDDC2 HEY1 HIGD2A HMGN1 HMGN2 HNRNPA0 HNRNPA1 HNRNPDL HNRNPR HSBP1 HSP90AB1 HSPA8 HSPD1 HSPE1 IER2 IGFBP5 IMPDH2 JUN JUNB JUND LAMP2 LDHB LMNA LSM5 LSP1 MDH2 MEG3 MEST MICOS13 MIF MOCS2 MORF4L2 MRPL20 MT-CO1 MT-CO3 MT-ND5 MT1E MT1X MYC MYF5 MYF6 NAA20 NACA NDRG2 NDUFA4 NDUFA5 NDUFB9 NDUFS4 NDUFS5 NDUFS6 NFIA NHP2 NOP53 NPM1 PABPC1 PARK7 PAX7 PDLIM3 PDLIM4 PEBP1 PMP22 PON2 PPIA PPP1R14B PPP1R15A PRDX3 PRDX6 PRKX PSMB7 PTMA PYURF RACK1 RAN RARRES2 RASD1 RBM3 RBMX RBP1 RHOA RHOB RHOBTB3 RND3 RPL10 RPL10A RPL11 RPL12 RPL13 RPL13A RPL14 RPL15 RPL17 RPL18 RPL18A RPL19 RPL21 RPL22 RPL22L1 RPL23 RPL23A RPL24 RPL26 RPL27 RPL28 RPL29 RPL3 RPL30 RPL31 RPL32 RPL34 RPL35 RPL35A RPL36 RPL36A RPL37 RPL37A RPL38 RPL39 RPL4 RPL41 RPL5 RPL6 RPL7 RPL7A RPL7L1 RPL8 RPL9 RPLP0 RPLP1 RPLP2 RPS10 RPS12 RPS13 RPS14 RPS15 RPS15A RPS16 RPS18 RPS19 RPS2 RPS20 RPS21 RPS23 RPS24 RPS25 RPS26 RPS27 RPS27A RPS28 RPS29 RPS3 RPS3A RPS4X RPS4Y1 RPS5 RPS6 RPS7 RPS8 RPS9 RPSA RSL1D1 RSL24D1 RXRG S100A4 S100A6 SARAF SBDS SDHC SEC63 SGCA SGCE SIRT2 SLC25A3 SLC25A6 SMDT1 SNHG32 SNHG8 SNRPD1 SNRPD2 SNRPE SNRPF SPATS2L SPG21 SPRY1 SRSF3 ST13 STAC3 TAF7 TCEAL9 TIMM13 TLE4 TMEM123 TMEM230 TOMM7 TPD52L1 TPT1 TRDN TSC22D1 TTC3 TUBA1A TUBA1B TUBB TUBB2B U2AF1 UBA52 UBXN1 UQCRB UQCRFS1 UQCRH UXT VAMP2 VAPA VDAC1 VDAC2 VDAC3 VIM WDR74 ZBTB20 ZFAS1 ZFP36 ZFYVE21 RUBENSTEIN_SKELETAL_MUSCLE_SMOOTH_MUSCLE_CELLS https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/RUBENSTEIN_SKELETAL_MUSCLE_SMOOTH_MUSCLE_CELLS ACTA2 ACTB ACTG2 ACTN1 ACTN4 ADI1 ADIRF AIG1 AK1 ALDOA ANAPC16 ANP32B ANXA6 AP2M1 ARHGEF25 ARID5A ARID5B ARPC1A ARPC2 ARPC5 ATF3 ATP5F1A ATP5F1B ATP5F1C ATP5F1D ATP5IF1 ATP5MC2 ATP5MC3 ATP5ME ATP5MG ATP5MJ ATP5MK ATP5PB ATP5PD ATP5PO ATP6V1G1 AURKAIP1 AXL BAG1 BBX BCAM BEX3 BEX4 BGN BRK1 BTF3 BTF3L4 BTG2 BUD31 C11orf96 C1orf43 C7orf50 CALD1 CALM2 CALM3 CAMTA1 CAP1 CAPZA2 CASQ2 CAVIN3 CCDC107 CCDC3 CCL2 CCND1 CCNI CCT7 CD151 CD9 CDH6 CHCHD10 CHMP4A CHMP4B CHURC1 CKB CNBP CNIH4 CNN1 CNN3 COMMD6 COPS6 COPS8 COX14 COX17 COX20 COX4I1 COX4I2 COX5A COX5B COX6A1 COX6B1 COX6C COX7A1 COX7A2 COX7B COX7C COX8A CPE CPM CRIM1 CRIP1 CRIP2 CRTAP CRYAB CSDE1 CSNK1A1 CSRP1 CSRP2 CYB5R3 CYC1 CYCS CYSTM1 DBI DCTN2 DDAH2 DDT DEK DKK3 DSTN DYNLRB1 DYNLT1 ECH1 ECRG4 EDNRA EFHD1 EGR1 EID1 EIF1B EIF3H EIF3K EIF3L ENTPD1 ENTPD3 EPS8 ERGIC2 FAM162A FAM162B FAU FBXL13 FHL1 FHL5 FILIP1 FILIP1L FIS1 FLNA FMC1-LUC7L2 FOS FRZB FTH1 FXYD1 GADD45B GAPDH GBP2 GHITM GPRC5C GTF2A2 GTF3A GTF3C6 GUCY1A1 GUCY1B1 H1-0 H4C3 HACD1 HCFC1R1 HES1 HES4 HIGD1B HIGD2A HIKESHI HMGN2 HNRNPA1 IAH1 IDS IGFBP5 IGFBP7 IK ILK IRAG1 ISCU ISYNA1 ITGA8 ITGB1 ITGB1BP1 ITIH5 ITM2C JAG1 JUN JUNB KANK2 KCNMB1 KIF5B KLHL23 KLHL42 LBH LDHA LDHB LITAF LMNA LMO4 LMOD1 LPP LSM5 MAF1 MAGED2 MAP1B MAP3K13 MAP3K20 MAP3K7CL MAPRE2 MCAM MDH1 MEF2C METTL5 MFF MFGE8 MGST3 MICOS10 MICOS13 MIR145 MOB2 MORF4L1 MPC1 MPRIP MRPL18 MRPL23 MRPL32 MRPL33 MRPS36 MRPS6 MSRB3 MT-ATP6 MT-CO1 MT-CO2 MT-CO3 MT-CYB MT-ND1 MT-ND2 MT-ND3 MT-ND4 MT-ND4L MT1E MT1M MT2A MTHFD2 MYH11 MYL6 MYL9 MYLK NCOR1 NDUFA1 NDUFA10 NDUFA13 NDUFA4 NDUFA4L2 NDUFA5 NDUFA6 NDUFA8 NDUFAB1 NDUFB10 NDUFB11 NDUFB2 NDUFB3 NDUFB7 NDUFB9 NDUFS4 NDUFS5 NDUFS6 NDUFS7 NDUFS8 NDUFV2 NET1 NIPSNAP2 NOTCH3 NPM1 NPTN NR2F2 NSA2 NTN4 NTRK2 NUDC NUDT4 NUPR1 OAZ2 OPTN OR51E1 OTUD6B-AS1 PALLD PARK7 PARL PCNP PDCL3 PDLIM3 PDLIM7 PEBP1 PFDN5 PGAM1 PGRMC1 PHB1 PHLDA2 PHPT1 PIP5K1B PKIG PKM PLAC9 PLN PLP2 PNRC1 PPDPF PPIG PPP1CB PPP1R12A PPP1R12B PPP1R14A PPP1R15A PRDX2 PRDX3 PRSS23 PSMB6 PSMC1 PTGES3 PTK2 PTMA PTMS PTN PTP4A3 RAB13 RABGAP1 RAN RANBP1 RAP1A RBBP7 RBPMS RBPMS2 RCAN2 RCN2 REEP3 RERGL RGS16 RGS5 ROCK1 RPL10A RPL14 RPL15 RPL23 RPL3 RPL36AL RPL37A RPL4 RPL41 RPL5 RPL6 RPL7 RPL7A RPL8 RPL9 RPLP1 RPS25 RPS27L RPS3A RPS4X RPS5 RPS7 RSL24D1 RSU1 S100A4 SAP18 SBDS SDHD SELENOK SELENOM SELENOW SEM1 SERPINI1 SF3B2 SGCE SH3BGRL SIVA1 SKP1 SLC25A3 SLC25A5 SLC25A6 SLC38A11 SLC38A2 SLIRP SLIT3 SMIM30 SNCG SNHG32 SNRK SNX3 SOD1 SOD3 SORBS2 SPARCL1 SPCS1 STOML2 STRAP SVIL SYNPO2 TAGLN TAX1BP1 TBCA TBX2 TCEA1 TCP1 TGFB1I1 TIMMDC1 TINAGL1 TMED2 TMEM14C TMEM230 TMEM38B TNS1 TOMM22 TPI1 TPM1 TPM2 TPRKB TSC22D1 TSPAN3 TSPO UBA2 UBB UBE2D2 UBE2V2 UBL5 UGP2 UQCR10 UQCRB UQCRC1 UQCRC2 UQCRFS1 UQCRH UQCRQ VCL VDAC2 VDAC3 VIM WDR1 YBX1 YWHAQ ZFHX3 ZFP36 ZFYVE21 ZNG1A ZYX RUBENSTEIN_SKELETAL_MUSCLE_T_CELLS https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/RUBENSTEIN_SKELETAL_MUSCLE_T_CELLS ABRACL ACTR3 APRT ARHGDIB ARL6IP5 ARPC1B ATP5MG BTF3 BTG1 C1orf56 CD2 CD37 CD3D CD3E CD3G CD44 CD48 CD52 CD69 CD7 CDC42SE1 COMMD6 CORO1A COTL1 COX7C CRIP1 CUTA CXCR4 CYBA EEF1A1 EEF1B2 EEF1D EIF1 EIF2S2 EIF3D EIF3E EIF3F EIF3H EIF3L EMP3 ERP29 ETS1 EVL FAU FXYD5 FYB1 GIMAP4 GMFG HCST HINT1 HMGN1 HNRNPA1 HSPA8 IER2 IL2RG IL32 IL7R ISG20 JUNB LAPTM5 LCK LDHB LEPROTL1 LIMD2 LTB NOP53 NOSIP NPM1 OCIAD2 OST4 PABPC1 PFDN5 PFN1 PLAC8 PLP2 PPP1R2 PPP2R5C PRKCQ-AS1 PTPRC PTPRCAP RACK1 RPL10 RPL10A RPL11 RPL12 RPL13 RPL13A RPL14 RPL15 RPL17 RPL18 RPL18A RPL19 RPL21 RPL22 RPL23 RPL23A RPL24 RPL26 RPL27 RPL27A RPL28 RPL29 RPL3 RPL30 RPL31 RPL32 RPL34 RPL35 RPL35A RPL36 RPL36A RPL36AL RPL37 RPL37A RPL38 RPL39 RPL4 RPL41 RPL5 RPL6 RPL7 RPL7A RPL8 RPL9 RPLP0 RPLP1 RPLP2 RPS10 RPS12 RPS13 RPS14 RPS15 RPS15A RPS16 RPS18 RPS19 RPS2 RPS20 RPS21 RPS23 RPS24 RPS25 RPS26 RPS27 RPS27A RPS28 RPS29 RPS3 RPS3A RPS4X RPS4Y1 RPS5 RPS6 RPS7 RPS8 RPS9 RPSA RPSA2 RSL1D1 RSL24D1 SARAF SELL SERP1 SH3BGRL3 SLFN5 SNHG32 SNHG8 TMA7 TMEM123 TMSB4X TOMM7 TPT1 TRAF3IP3 TSC22D3 UBA52 UBE2D2 UQCRB UXT ZFAS1 ZFP36L2 TRAVAGLINI_LUNG_ADVENTITIAL_FIBROBLAST_CELL https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/TRAVAGLINI_LUNG_ADVENTITIAL_FIBROBLAST_CELL ABCA10 ABCA6 ABCA8 ABCA9 ABHD14A ABI3BP ABL1 ABL2 ABLIM1 ACKR3 ACKR4 ACVRL1 ADD3 ADH1B ADM AHR AKAP12 AKR1C1 AKR1C2 AKR1C3 ALDH1A1 ALDH1A3 ANK2 ANXA1 ANXA2 AOX1 APOD APOL1 ARF4 ATP1A1 B4GALT1 BAG3 BDH2 BICC1 BTG2 BZW1 C16orf89 C1QTNF3 C1R C1S C3 C7 CADM3 CCDC80 CCL2 CCN1 CCN5 CD248 CD34 CD44 CD55 CD74 CFD CFH CHRDL1 CLDN11 CLEC2B CLEC3B CLMP CNTFR COL1A1 COL1A2 COL3A1 COL6A1 COL6A2 COL6A3 COLEC12 CPE CPVL CPXM2 CRABP2 CSF1 CSRNP1 CST3 CTSF CTSH CTSK CTSL CXCL12 CXCL14 CYBRD1 CYP1B1 CYP27A1 DAB2 DCLK1 DCN DHRS3 DNAJB1 DPT DPYSL3 DUSP1 EFEMP1 EGR1 EMP1 ERRFI1 ESYT2 F3 FAIM2 FBLN1 FBLN2 FBLN5 FBN1 FCGRT FGF7 FGFR1 FGL2 FIBIN FOS FOSB FOSL1 FSTL1 FTL GABARAPL1 GAS1 GAS7 GATA6 GFPT2 GPNMB GPRC5A GSN GSTM5 H19 HAS1 HAS2 HSD3B7 HSPB8 HSPH1 HTRA3 IER2 IFI16 IFITM1 IGF1 IGFBP4 IGFBP6 IGSF10 IL1R1 IL32 IL33 ISLR ITM2A JUN JUNB JUND KLF2 KLF4 LAMB2 LAMP2 LDHA LEPR LGALS3 LGALS3BP LIMA1 LINC01133 LMNA LOX LOXL1 LRP1 LRRC17 LRRN4CL LSP1 LTBP4 LUM LXN MAFF MARCHF3 MATN2 MCL1 MEDAG MEG3 MFAP5 MGP MGST1 MMP2 MOXD1 MPZL1 MRC2 MT1G MYC MYDGF MYOC NCOA7 NEGR1 NFE2L2 NFKBIZ NNMT NOVA1 NPR1 NR4A1 NRP1 NT5E NTM NUCB2 OAF OGN OLFML3 OMD OSR1 OSR2 PAMR1 PCOLCE PCOLCE2 PDGFRA PDGFRL PDLIM4 PDPN PER2 PGM3 PHGDH PI16 PID1 PIM1 PLA2G2A PLAT PLAU PLAUR PLBD1 PLK3 PLTP PODN PPP1R15A PRCP PROS1 PRRX1 PTGIS PTHLH PTPRS PTX3 PXDC1 RARRES1 RCN3 RDH10 REXO2 RGMA RGS10 RSPO3 RTN4 S100A10 S100A13 S100A4 S100A6 S1PR2 SCARA5 SCPEP1 SEMA3B SEMA3C SERPINF1 SERTAD1 SFRP1 SFRP2 SFRP4 SH3BP5 SKIL SLC16A7 SLC19A2 SLC20A1 SLIT2 SLPI SMS SOCS3 SPSB1 SPTBN1 SRPX SSR3 STEAP1 STEAP2 SVEP1 TCN2 TGFBR2 THBS2 THY1 TIMP1 TIMP2 TIPARP TMEM176A TMEM176B TNFAIP2 TNFRSF12A TNFSF13B TPST1 TSC22D2 TSHZ2 TSKU TUBB6 UAP1 UCHL1 UGDH VAT1 VEGFA XBP1 YBX3 ZC3H12A ZC3HAV1 ZDHHC9 ZFP36 ZFP36L2 ZNF385A TRAVAGLINI_LUNG_AIRWAY_SMOOTH_MUSCLE_CELL https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/TRAVAGLINI_LUNG_AIRWAY_SMOOTH_MUSCLE_CELL ACTA2 ACTG2 ACTN1 AKAP1 ALDOC ANAPC16 ANGPT2 ANTXR1 ATP1A2 BCAM C12orf75 CALM2 CAMK2G CAP2 CASQ2 CAV1 CAV2 CCN3 CCN5 CD151 CD9 CDH13 CHURC1 CNN1 COX6A1 COX7A1 COX7C CPED1 CRIP2 CRYAB CSRP1 CSRP2 DES DSTN EDNRB EFHD1 ENTPD1 EPAS1 ESAM EZR FLNA FOXS1 GPRC5C H2AJ HACD1 HCFC1R1 HES4 HEY2 HSPB1 HSPB7 ID4 IGFBP5 IGFBP7 IRAG1 ISYNA1 ITGA7 ITIH3 JAK2 JPH2 KANK2 KCNA5 KCNAB1 KCNMB1 KRT18 LDB3 LIMS2 LMOD1 LPP MAP1B MAP3K7CL MCAM MEF2C MGLL MGST3 MICAL1 MOB2 MRPL33 MSRB3 MYH11 MYL6 MYL9 MYLK MYOCD MYOZ1 MZT2B NDUFA4 NDUFB1 NDUFB2 NDUFB4 NDUFB7 NET1 NEXN NIBAN1 NOL3 NRGN NTF3 NTN4 NTRK3 PDLIM5 PFN1 PLAC9 PLN PPP1R12A PPP1R12B PPP1R14A PTMA RAB20 RAMP1 RASGRP2 RASSF3 RCAN2 RERGL ROCK1 RPL10A RPL14 RPL18 RPL21 RPL23 RPL23A RPL27 RPL27A RPL31 RPL34 RPL37A RPL38 RPL41 RPL5 RPLP1 RPS14 RPS16 RPS21 RPS27 RPS27A RPS6 SEPTIN7 SERPINI1 SH3BGRL SLC38A1 SLIRP SLMAP SNCG SOD3 SORBS1 SORBS2 SPEG SYNPO2 TAGLN TBC1D1 TBX2-AS1 TGFB1I1 TGM2 THSD4 TINAGL1 TLN1 TM4SF1 TMEM38B TNNT2 TPM1 TPM2 TSPAN2 UBL5 UNC45B UQCRB UQCRQ WDR1 WFDC1 TRAVAGLINI_LUNG_ALVEOLAR_EPITHELIAL_TYPE_1_CELL https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/TRAVAGLINI_LUNG_ALVEOLAR_EPITHELIAL_TYPE_1_CELL ABCA1 ABCA7 ABCA8 ABI3BP ABLIM1 ACAA2 ACKR4 ACTB ACTG1 ADRB1 ADRB2 AGER AGRN AGTPBP1 AHNAK ALDH3A2 ALS2CL ANGPTL2 ANKRD1 ANKRD29 ANKS1A ANO6 ANOS1 ANXA2 ANXA3 APLP2 AQP4 ARAP2 ARHGAP29 ARHGEF26 ARL6IP5 ARPC5 ATF3 ATOH8 ATP11A ATP1B3 ATP2B4 B2M B3GNT2 B3GNT7 B3GNT8 B4GALT1 BCAP31 BDNF C10orf67 C14orf132 C1orf198 CADM1 CAPN2 CAV1 CAV2 CCBE1 CCN1 CCN2 CD151 CD47 CD55 CD63 CD9 CDKN1A CDKN2B CEACAM6 CELF2 CFL2 CFLAR CGN CKB CLDN18 CLDN4 CLDN7 CLIC2 CLIC3 CLIC5 CLIP4 CNPPD1 CNTN6 COL12A1 COL4A1 COL4A2 COL4A3 COL4A4 COL8A1 COMT CPM CRIP2 CRYAB CST6 CUX1 CXCL16 CYBRD1 CYP4B1 CYSTM1 DAD1 DAPK2 DENND3 DIPK2A DLC1 DNAJB1 DOCK11 DOCK4 DPYSL2 DST DUSP1 DUSP7 ECEL1P2 EDN1 EFEMP1 EFNA1 EFR3B EHD1 EHD2 ELOVL5 EMP2 ENTREP1 EPB41L3 EPB41L5 EPCAM EPS8L2 ERRFI1 EVA1A EYA4 FADS3 FAS FBLN5 FERMT2 FHL1 FILIP1 FKBP9 FLNA FN1 FOLR1 FSTL3 FZD5 GADD45B GALK1 GALNT18 GAS6 GGT1 GGTLC1 GJA1 GKN2 GLS GOLGA8A GPM6A GPRC5A GPRIN2 GRK5 H3-3B HACD1 HBEGF HCFC1R1 HEBP1 HEG1 HIP1 HLA-C HOPX HPCAL1 HSPB1 HSPB8 HSPG2 HYAL1 ICAM1 IGFBP7 IL18 IL32 INF2 INSIG2 IRF1 ISG20 ITGA3 ITLN2 ITM2B ITPRIP JADE1 KCNN3 KHDRBS2 KIF5B KLF2 KLF6 KLK7 KRT18 KRT19 KRT7 KRT8 LAMA3 LAMB3 LAMC1 LAMC2 LAPTM4A LGALS3 LIMCH1 LIMS2 LMO7 LMTK2 LPCAT3 LRRN4 MALAT1 MAP2 MAP7D1 MATN3 MGAT3 MGLL MS4A15 MSLN MT1E MT1X MT2A MVB12B MYADM MYL12A MYL12B MYL6 MYL9 MYO1B MYO1C MYRF N4BP1 NBEAL2 NCKAP5 NDNF NDST1 NEAT1 NEDD4L NEDD9 NEXN NGF NHSL1 NTM NXN OPN3 OSGIN1 OSGIN2 OTUD1 P3H2 P4HA2 PAPSS2 PARD6B PARP14 PAX8-AS1 PCYOX1 PDGFA PDLIM2 PDLIM3 PDPN PDZD2 PEAK1 PEBP4 PFKFB3 PGM1 PHLDB2 PIEZO1 PKDCC PLAC8 PLCE1 PLEKHA1 PLEKHO1 PLLP PLS3 PMP22 PNPLA2 POLR2L PON2 PPFIBP1 PPP1R15A PRDX1 PRKCZ PROS1 PRR5L PRSS8 PTGS2 PTPN1 PTPN21 PTPRE RAB11FIP1 RAB31 RAB32 RANBP17 RASAL2 RASSF8 RBP1 RDX RGCC RHOF RIN2 RIPK2 RNASE1 RNF128 RNF213 ROR1 RRAS RTKN2 S100A10 S100A4 SAMD4A SBDS SBSPON SCD5 SCEL SCNN1B SDC1 SDCBP SEMA3B SEMA3E SEMA5A SEMA6D SERINC5 SFN SFTA1P SGCE SH2D4A SLC1A1 SLC2A3 SLC39A13 SLC39A8 SLC40A1 SLC6A4 SLC7A6 SLC7A7 SMAD7 SNAP23 SNX21 SNX22 SPARC SPINT1 SPINT2 SPOCK2 SPRING1 SPRYD7 SPTAN1 SPTBN1 SRGAP2B SSR2 ST3GAL4 ST6GALNAC5 STX11 STX12 STX3 SULT1A1 SULT1A2 SULT2B1 SUSD2 SYNGR2 TACC1 TACSTD2 TAGLN TBC1D2 TES TGFBR2 TIMP2 TIMP3 TM4SF1 TMEM109 TMEM139 TMEM179B TMEM59 TMOD3 TMPRSS2 TMSB4X TNFAIP1 TNFRSF12A TNNC1 TNS1 TOR1AIP2 TPM4 TPPP TRIM16 TSC22D2 TSPAN13 TSPAN15 TSPAN4 TSPAN7 TTC7A TTLL7 TUBA4A TUBB6 TXNDC11 UBC UNC13D UPK3B VCL VEGFA VSIG2 WASF3 WFS1 WNT3A WNT7A WWC2 YWHAH ZBED2 ZFP36 ZFYVE9 TRAVAGLINI_LUNG_ALVEOLAR_EPITHELIAL_TYPE_2_CELL https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/TRAVAGLINI_LUNG_ALVEOLAR_EPITHELIAL_TYPE_2_CELL ABCA3 ACADL ACSL4 AGPAT2 AK1 AKAP13 ALOX15B ALPL AQP1 AREG ASRGL1 B3GNT8 BLVRB BMP2 C11orf96 C16orf89 C1orf21 C3 C4BPA CA2 CACNA2D2 CAT CD36 CD44 CD74 CD83 CDC42EP1 CHCHD7 CHI3L1 CHI3L2 CHIAP2 CHP1 CPB2 CRTAC1 CSF3 CSF3R CTSH CXCL2 CXCL3 DBI DCXR DMBT1 DRAM1 DUSP6 EDNRB ELAPOR2 ESAM ETV1 ETV5 FABP5 FASN FBP1 FGG FMO5 FTL GKN2 GSTA4 HHIP HHIP-AS1 HLA-DRB1 HMOX1 HP HSD17B4 KCNJ15 KCNJ8 LAMP3 LANCL1-AS1 LGALSL LGMN LHFPL3-AS2 LPCAT1 LPL LRRC36 LRRK2 LTA4H MALL MED24 MFSD2A MLPH MSMO1 MSN MUC1 NAPSA NECAB1 NFKBIA NNMT NPC2 NRGN ODC1 ORM1 P3H2 PARM1 PEBP4 PGC PID1 PLA2G1B PLIN2 PPP1R1B QDPR RAB27A RASGRF1 RBPMS-AS1 RGS16 RND1 S100A14 SCD SDR16C5 SELENBP1 SERPINA1 SERPINB1 SFTPA1 SFTPA2 SFTPB SFTPC SFTPD SLC22A31 SLC34A2 SLC46A2 SLC6A14 SMAGP SNX25 SNX30 SOCS2 SOD2 SPRY4 STC1 STEAP4 TFPI TIFA TMEM163 TMEM243 TPD52L1 TTN WIF1 ZDHHC3 ZNF385B TRAVAGLINI_LUNG_ALVEOLAR_FIBROBLAST_CELL https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/TRAVAGLINI_LUNG_ALVEOLAR_FIBROBLAST_CELL A2M ABCA6 ABCA8 ABI3BP ADAMTS8 ADARB1 ADH1B ALDH1A1 ANGPT1 ANO1 ANXA1 AOC3 ARHGAP20 BMP5 CAMK2N1 CASP12 CASP4 CCBE1 CCN1 CCN2 CD14 CD36 CD44 CD82 CD8A CDH11 CDH13 CDO1 CES1 CHRDL1 CMKLR1 COL13A1 COL6A3 COL6A6 COL8A1 COLEC12 CYP3A5 CYP4B1 CYP7B1 DHRS3 DKK3 DOCK4 DST DUSP1 DUSP6 DYNC2LI1 EFCC1 ELMO1 EMP2 ENPP2 F11R FBLN5 FBP1 FGFR4 FHL1 FIBIN FMO2 FMO3 FN1 G0S2 GDF10 GPC3 GPM6B GRIA1 HIVEP3 HMCN1 HSD11B1 ICAM1 IGSF10 IL15RA INMT IRS2 ISLR ITGA2 ITGA8 KANK4 KCNK6 KIFC3 LAMA4 LBH LIMCH1 LIMS1 LINC00968 LITAF LMCD1 LRRN3 LSAMP LTBP4 LUM MACF1 MAL MAMDC2 MAOB MCOLN2 MCOLN3 METTL7A MFAP4 MME MMP19 MMP2 MOXD1 MRC2 MYADM MYH10 NABP1 NCAM2 NEBL NPNT NRP1 NTNG1 NUAK1 OLFML3 OR7E47P PDGFRA PDLIM2 PER2 PGAP2 PIEZO2 PLEKHH2 PLXDC2 PMP22 PRELP PRG4 PTGIR RARRES2 RGCC RGS3 ROBO2 S100A4 S1PR2 SAMHD1 SAT1 SCN7A SERINC5 SERPINB9 SERPING1 SGCD SGCG SLC1A5 SLC29A1 SLC38A5 SLIT2 SNCA SPINT2 SPTBN1 SRGAP1 SRGN SVEP1 TCF21 TGM2 TIMP3 TMEM108 TMEM119 TMEM176A TMEM176B TMEM37 UCP2 ULK4 USP53 VEGFC WNT2 ZDHHC14 ZNF106 ZYX TRAVAGLINI_LUNG_ARTERY_CELL https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/TRAVAGLINI_LUNG_ARTERY_CELL ABI3BP ADAM15 AIF1L ARGLU1 ARHGAP4 ARHGDIB ASRGL1 ATP13A3 ATP1A1 AZIN1 BMX CALCRL CDC42EP3 CFAP36 CKB CLDN10 CLIC3 CTDSPL CTNNAL1 CTSC CTTNBP2NL CXCL12 CXCL2 CYYR1 DKK2 EFNB2 ENPP2 ENTPD1 EPS8 EXOC6 F2R F8 FAM107A FBLIM1 FBLN2 FBLN5 FGF18 FN1 FNBP1 GATA6 GFOD1 GIMAP1 GIMAP7 GIMAP8 GIPC2 GJA5 GLUL HERPUD1 HES4 HEY1 HIF1A HS6ST1 HSD17B12 IFI44L IFI6 IFITM1 IGFBP3 IL11RA IL33 ITGB4 ITPR2 JAM2 KAZALD1 KCNMB4 KCTD12 LIFR LIMA1 LPCAT2 LTBP1 LTBP4 MECOM MGP MMRN2 MT1E MYLIP NOS1 NPDC1 NPR3 OCIAD2 PALLD PALMD PCSK5 PDCD4 PGRMC2 PIK3C2B PIR PLA2G5 PLAC9 PLCG2 PLK2 PLLP PLTP PNRC1 PPP1R14A PRKX PROCR PTGIS PTPRB PTPRR RASGEF1B RNASE1 RND3 RNF144B RUNX1T1 SEC11C SELP SEMA3G SERPINE2 SLC15A3 SLC7A2 SMAD6 SOX17 SOX4 SRGN SRP14 SRPX SSTR1 STMN1 SULF1 TACC1 THSD7A TIPARP TM6SF1 TMEM120A TMEM245 TOX2 TRABD2A TSPAN2 TSPAN7 VEGFA ZFAND5 TRAVAGLINI_LUNG_BASAL_CELL https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/TRAVAGLINI_LUNG_BASAL_CELL ABI3BP ACTG1 ADH1C AHCY ALDH3A1 ALDH3A2 ALDH7A1 ANXA2 AOPEP APOD AQP3 ARG2 ARPC2 AXL BASP1 BLCAP BTF3 C1R CALD1 CAPNS2 CCND2 CD177 CD9 CDH3 CDK4 CFH CH25H CLDN1 CLU CNN2 CTSB CYP24A1 DCN DHRS3 DKK3 DLK2 DST DUSP23 EEF1A1 EFNA5 EGFR EIF1 EIF3M EIF4B EMP3 ENO1 EPAS1 ETS2 EYA2 F3 FAF1 FBLN1 FBXO32 FHL2 G0S2 GAPDH GAS5 GLTP GPC1 GPC3 GPR87 HAS3 HCAR2 HCAR3 HMGB3 HNRNPA1 HNRNPH1 IFI16 IFITM1 IGFBP2 IGFBP4 IGFBP6 IGFBP7 IKBIP IL33 IMP3 IMPDH2 ISYNA1 ITGA2 ITGB4 JAM3 JUNB KCNN4 KCTD1 KRT15 KRT17 KRT5 LAMB3 LDHA LGALS1 LGALS7 LGALS7B LMO4 LOXL4 LRRC8A LTBP4 MARCKS MIR205HG MT2A MYC NACA NAP1L1 NGFR NPM1 NPM3 NSG1 OAT PALLD PDLIM1 PDPN PER2 PERP PGAM1 PKP1 PLP2 PRMT1 PRNP RAB34 RAP2B RASSF10 RGS12 RHOC RPL10A RPL12 RPL13 RPL13A RPL13AP5 RPL14 RPL15 RPL23 RPL29 RPL3 RPL32 RPL4 RPL5 RPL6 RPL7 RPL8 RPL9 RPLP0 RPLP1 RPS11 RPS2 RPS3 RPS3A RPS4X RPS5 RPS6 RPS7 RPSA S100A2 SERPINB5 SERPINF1 SFN SH3BGRL3 SLC1A5 SLC38A2 SLC3A2 SLC43A3 SNCG SNHG29 SOD3 SOX9 SPINK5 SPOCK3 SSPN STK17A SYT8 TACSTD2 TAGLN2 TCF4 TGFBI THBD TIMP1 TINAGL1 TLE3 TMEM237 TNS4 TP63 TPM2 TRPV4 TSC22D1 TUSC1 UBC UGCG VSNL1 YBX3 ZFP36L2 TRAVAGLINI_LUNG_BASOPHIL_MAST_1_CELL https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/TRAVAGLINI_LUNG_BASOPHIL_MAST_1_CELL ACER3 ACOT7 ACSL4 ADAM12 ADRB2 AHNAK2 AKAP13 AKAP5 AKIP1 ALAS1 ALDH1A1 ALOX5AP ALS2 ANXA1 ANXA11 ANXA4 ANXA7 AP2M1 AREG ARHGAP18 ARHGEF6 ARL2 ARMCX3 ASAH1 ASRGL1 ATP6V0A2 ATP6V1F BACE2 BATF BEX4 BHLHE40 BLVRA BTK C7orf50 CAPG CATSPER1 CD22 CD33 CD44 CD59 CD63 CD69 CD82 CD9 CDK15 CHN2 CLU CNIH1 CNRIP1 COBLL1 COL18A1 COX17 COX7A1 CPA3 CPEB4 CPM CSF1 CSF2RB CSTPP1 CTNNBL1 CTSD CTSG CTTNBP2 CYSTM1 DAD1 DHRS9 DLC1 DNAJC9 DUSP1 DUSP10 DUSP6 DYNLL1 DYNLT5 EGFL7 EGR1 EIF5 ENPP3 EPAS1 FAH FCER1A FER FERMT2 FHL3 FOS FOSB FOXP1 FXYD5 GABPB1 GALC GATA1 GATA2 GBE1 GCSAML GLUL GMPR GNPTAB GPR65 GPX4 GRAP2 GSTM3 H3-3B HDC HLTF HPGD HPGDS HS3ST1 HS6ST1 HSD17B12 HSD17B4 HSP90AB1 IDS IL18 IL18R1 IL1RL1 IL5RA ING2 ITM2C JUN KCNH2 KIAA1522 KIAA1549 KIF13B KIT KREMEN1 KRT1 KRT19 LAPTM4A LAT2 LAX1 LDHB LGALS3 LIF LMNA LMO4 LPCAT2 LTC4S LXN LYL1 MACIR MAGED2 MAOB MARCHF3 MAST4 MBOAT7 MEIS2 MITF MLPH MPP1 MS4A2 MYADM MYB NDFIP2 NDRG2 NDST2 NDUFA4 NDUFAF3 NENF NFE2L3 NFKBIA NFKBIZ NMT2 NSMCE1 NSMCE1-DT NTM NTRK1 OSBPL8 P2RX1 P2RY14 PARVB PBX1 PEBP1 PHF20 PIK3R6 PKIG PLAT PLGRKT PLIN2 PMP22 PPP1R15A PRDX1 PRDX6 PRKX PRNP PROCR PROS1 PSMD1 PTGS1 PTGS2 RAB27B RAB32 RAB34 RAB37 RAB38 RAC2 RALB RARRES1 RENBP RGS1 RGS10 RGS13 RGS2 RHBDD2 RHOBTB3 RHOH RNF130 RPL36AL RPS6KA5 SAMSN1 SCIN SDSL SEC22C SEPTIN2 SERINC3 SERPINB1 SIGLEC17P SIGLEC8 SLC11A2 SLC18A2 SLC1A5 SLC26A2 SLC27A2 SLC43A3 SLC44A1 SLC45A3 SMIM3 SMYD3 SNHG8 SNX5 SOCS1 SOX4 SPINT2 SQSTM1 SRGN ST3GAL4 STAP1 STMN1 STOML2 STX3 STXBP6 SVOPL SWAP70 SYTL3 TCEAL4 TDRD3 TESC TESPA1 TFG TIMP3 TM6SF1 TMEM154 TMEM176B TMEM220 TMEM233 TMEM44 TMOD1 TNFRSF12A TNFRSF21 TNFRSF4 TNIK TPSAB1 TPSB2 TSC22D1 TSEN54 TSPAN4 TUBA1A TUBB6 UMPS VAT1 VIM VMP1 VWA5A WNK3 ZBTB20 ZBTB32 ZNF704 ZNRF1 TRAVAGLINI_LUNG_BASOPHIL_MAST_2_CELL https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/TRAVAGLINI_LUNG_BASOPHIL_MAST_2_CELL ABCA1 ABHD17B ACOT7 ACSL4 ACVR1B ADAM12 ADRB2 AGPS AHR ALDH1A1 ALG13 ALOX5 ALS2 ANKRD28 ANKRD37 ANKRD9 ANXA1 ANXA11 ANXA4 ANXA7 AP1S3 AP2M1 AP3S1 AREG ARHGAP18 ARHGAP29 ARHGDIB ARHGEF6 ARL2 ARMCX3 ASAH1 ASRGL1 ATG12 ATP6V0A2 B4GALT5 BABAM2 BACE2 BATF BCAS2 BCL2A1 BCL3 BEX4 BHLHE40 BIRC3 BMP2K BNIP3L BTG2 BTG3 BTK BTN2A2 BZW1 C12orf57 C17orf107 C21orf91 C4orf48 CALB2 CAMLG CAPG CATSPER1 CAVIN1 CAVIN2 CCL2 CCNH CD22 CD33 CD44 CD63 CD69 CD82 CD83 CD9 CDC42EP3 CDCA7L CDK15 CDKN1A CFAP36 CHASERR CHMP1B CHPT1 CKLF CLCN3 CLEC4OP CLIC1 CLU CNRIP1 COL13A1 COL18A1 COL9A2 COX17 COX7A1 CPA3 CPEB4 CPM CRBN CREM CRLF2 CSDE1 CSF1 CSF2RB CSRNP1 CSTPP1 CTNNB1 CTNNBL1 CTR9 CTSG CYCS CYSLTR1 CYSTM1 DAD1 DBI DDAH2 DDIT4 DDX27 DDX3X DDX5 DEXI DHRS9 DLC1 DNAJA1 DNAJB14 DNAJB6 DNAJB9 DNAJC19 DUSP10 DUSP14 DUSP6 DYNLT3 DYNLT5 EGR1 EGR3 EHD1 EIF1AX EIF1B EIF3E EIF4A3 EIF5 EIF5A ELF1 ELL2 EMD EMP3 ENPP3 ENSA EPAS1 ERF EXOSC8 FAH FAM107B FAM177A1 FCER1A FDX1 FER FERMT2 FOSB FOSL2 FOXP1 FTH1 FTH1P3 FUNDC2 FXYD5 GABPB1 GABPB1-IT1 GADD45B GALC GALNT6 GATA1 GATA2 GBE1 GCSAML GIHCG GLUL GMPR GNA15 GNPTAB GPAT4 GPBP1 GPR65 GRAP2 H3-3B HAMP HAX1 HBP1 HBS1L HDC HECW2-AS1 HEG1 HEXIM1 HEY1 HIF1A HILPDA HLTF HMGN1 HNRNPA0 HNRNPA2B1 HNRNPA3 HNRNPH1 HNRNPH3 HNRNPK HNRNPM HNRNPU HPGD HPGDS HS3ST1 HS6ST1 HSD17B12 HSD17B4 HSP90AB1 HSPA5 HSPA9 ICAM1 ID2 IDS IFITM10 IL13 IL18R1 IL1RL1 IL4R IL5RA ILF2 ITM2A ITM2C JMJD6 JUNB JUND KDM6B KIT KLF6 KLRG1 KMT2E KRT19 LAPTM4A LAT LAT2 LAX1 LEO1 LGALS12 LIF LINC01140 LINC02207 LINC03002 LMNA LMNB1 LMO4 LPCAT2 LRP4 LRRC70 LTC4S LXN LYST MACIR MAFF MAGED2 MALAT1 MAOB MAP3K8 MAPK6 MAPRE1 MAPRE3 MARCHF3 MAST4 MAT2A MBOAT7 MCL1 MCTP1 MEIS2 METTL21A MIR202HG MIR23AHG MIR4435-2HG MITF MLF1 MLPH MORF4L1 MORF4L2 MRPL32 MRPL33 MS4A2 MSRA MTFR1L MYADM MYO5C NDEL1 NDFIP2 NDRG2 NDST2 NDUFA4 NEDD9 NFATC1 NFE2L2 NFE2L3 NFKB1 NFKB2 NFKBIA NFKBIB NFKBID NFKBIZ NINJ1 NME4 NMT2 NR4A1 NR4A2 NR4A3 NSMCE1 NSMCE1-DT NTM NTRK1 NXT1 OAZ2 OSBPL8 P2RX1 P2RY14 PAG1 PAK1 PALLD PAPOLA PBX1 PDCD4 PDCL3 PDE4A PDLIM5 PEBP1 PHF20 PIGA PIK3R6 PIM3 PKIG PLAT PLAUR PLEKHF2 PLIN2 PLK3 PLPP1 PMP22 PNPLA8 POLR1F POLR2K PPP1CB PPP1R15A PPP1R15B PPP3CA PRDX1 PRDX6 PRG2 PRKAR1A PRKCA PRKX PRNP PROCR PRPSAP2 PRXL2C PTAFR PTGS1 PTGS2 PTMA RAB27B RAB32 RAB34 RAB37 RALB RARRES1 RASGEF1B RASSF5 RBBP8 RBM39 RBM8A RBMX REL RELB RENBP RGS1 RGS13 RGS2 RHBDD2 RHEX RHOBTB3 RHOH RILPL2 RNF145 RPL24 RPL34 RPL36AL RPL37A RPS4X RPS6KA5 RTF2 SAMSN1 SBDS SCIN SDCBP SEC22C SELENOK SELENOM SEPTIN2 SERINC3 SERPINB1 SERPINB6 SERTAD1 SFPQ SFT2D1 SGK1 SH3KBP1 SIGLEC17P SIGLEC8 SIK1 SKIL SLC11A2 SLC18A2 SLC1A5 SLC26A2 SLC2A3 SLC43A3 SLC44A1 SLC45A3 SMIM3 SMYD3 SNHG8 SNHG9 SNX5 SOCS1 SOCS2 SOCS3 SOX4 SPART SPATA13 SPECC1 SPINT2 SQSTM1 SRGN SRSF2 SRSF3 SRSF5 SRSF6 SRSF7 ST13 STARD10 STK17B STMN1 STX11 STX3 STXBP6 SVIP SVOPL SWAP70 SYAP1 SYPL1 SYTL2 SYTL3 TAF7 TANK TCEAL4 TDRD3 TENT5A TESPA1 TFG TGIF1 TIMP3 TIPARP TLE3 TMEM176B TMEM233 TMEM255B TMEM88 TMEM91 TNFAIP3 TNFRSF4 TNFRSF9 TNFSF10 TNIK TP53BP2 TPM1 TPM4 TPSAB1 TPSB2 TPSG1 TRAPPC2B TRIM63 TSC22D1 TSEN54 TSPAN4 TSPYL1 TSPYL2 TUBA1A U2AF1 UBA7 UBB USP53 UTS2 VAPA VAT1 VEGFA VIM VMP1 VPS37B VWA5A WDR45B XIST YWHAE YWHAZ ZBTB32 ZFP36 ZNF331 ZNF48 ZNF511 TRAVAGLINI_LUNG_BRONCHIAL_VESSEL_1_CELL https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/TRAVAGLINI_LUNG_BRONCHIAL_VESSEL_1_CELL ABCB1 ACKR1 ACTN1 ADAMTS1 ADAMTS4 ADAMTS9 ADGRL4 ADM5 ANGPT2 ANP32B APOLD1 ARID5A ARID5B BACE2 BHLHE40 BZW2 C11orf96 C2CD4B CCDC3 CCDC85B CCN1 CCN2 CDA CDC37 CDC42EP3 CDKN1A CMAHP CMIP COL15A1 COTL1 CPXM2 CYYR1 DDX21 DIPK2B DUSP23 EEF2 EGR1 EGR2 EGR3 EHD4 EIF3D EIF3E EIF3F EIF3G EIF4B ENO1 ENPP2 EPS8 ETS2 EVL FAM110D FAM43A FAU FOXC1 FOXO1 GADD45A GAS5 GASK1B GJA1 GNL3 HAPLN3 HBEGF HMGN1 HNRNPA1 HSP90AB1 HSPD1 HSPE1 HSPG2 IFITM1 IGFBP2 IGFBP7 IMPDH2 INHBB INSR ITPKC LAPTM4B LDHA LGALS3 LITAF LYRM1 MAT2A MCTP1 MEF2C MGLL MGP MLEC MPZL2 MTHFD2 MYC MYL9 NACA NCOA7 NDRG1 NET1 NHP2 NME1 NNMT NOP16 NPM1 NR4A2 NUAK1 OLFM1 PABPC1 PALMD PCDH17 PFDN5 PFKP PIM1 PITPNC1 PKP4 PLVAP PNP POLE4 POSTN PPP3CA PRDX4 PRDX6 PTMA PTMS RBP7 RCAN1 RDX RELL1 RPL10 RPL10A RPL11 RPL12 RPL13 RPL13A RPL13AP5 RPL14 RPL15 RPL18 RPL18A RPL19 RPL21 RPL22 RPL22L1 RPL23 RPL23A RPL24 RPL26 RPL27 RPL27A RPL28 RPL29 RPL3 RPL30 RPL31 RPL32 RPL34 RPL35 RPL35A RPL36 RPL37 RPL37A RPL38 RPL39 RPL4 RPL41 RPL5 RPL6 RPL7 RPL8 RPLP0 RPLP1 RPLP2 RPS12 RPS13 RPS14 RPS15 RPS15A RPS16 RPS19 RPS2 RPS20 RPS21 RPS23 RPS24 RPS27 RPS27A RPS28 RPS29 RPS3 RPS3A RPS4X RPS5 RPS6 RPS7 RPS8 RPSA RPSA2 RSL1D1 RSL24D1 RUNDC3B SEMA6B SERBP1 SLC25A5 SNHG16 SNRPD1 SNRPE SOCS3 SPARCL1 SPP1 SPRY1 SWAP70 TAGLN TESC THBS1 TM4SF18 TMEM70 TPT1 TRIB1 TSPAN13 UBA52 UGCG UPP1 UQCRB UXT VWA1 ZFAND5 ZFAS1 ZFP36L2 ZNF385D TRAVAGLINI_LUNG_BRONCHIAL_VESSEL_2_CELL https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/TRAVAGLINI_LUNG_BRONCHIAL_VESSEL_2_CELL A2M ABCB1 ABL2 ACTB ACTG1 ADAMTS1 ADAMTS9 ADM ADRB1 AHR APOL4 APOLD1 ARF4 ARF6 ARID5A ATF3 ATP1B3 B3GNT5 BAG3 BCL10 BEX5 BHLHE40 BMP6 BTG2 BZW1 C11orf91 C11orf96 C1orf52 C1orf54 C1orf56 CCN1 CCN2 CCNL1 CD200 CD300LG CD34 CD36 CDC42EP1 CDC42EP3 CDC42SE1 CDK17 CDKN1A CEBPD CFAP20 CLEC14A CLIC4 COL15A1 COL4A1 COQ10B COX17 CP CRHBP CSRNP1 CTNNB1 CXCL12 CYCS CYP51A1 CYTH2 CYYR1 DCAF13 DDX21 DDX3X DDX5 DIPK2B DLC1 DNAJA1 DNTTIP2 EGR1 EGR3 EIF1 EIF3I EIF3J EIF4G2 ELF1 ELOC EMP1 ENPP2 ESAM ETS2 ETV6 F8 FAM110D FAM133B FAM13C FAM43A FMO2 FN1 FOSB FOSL2 FUS GADD45B GJA1 GNAI3 GTF2B H2AZ1 H3-3B H3P6 HBEGF HNRNPA1 HNRNPA2B1 HNRNPDL HNRNPF HNRNPH1 HNRNPM HSP90AB1 HSPA8 IDI1 IFI16 IFI6 IFIT1 IFIT3 IFITM1 IFITM2 IFITM3 IGLL5 ILF2 INSIG1 IRF1 IRF2BPL IRF7 ITM2A ITPRIP IVNS1ABP JMJD1C JUNB KDM6B KLF10 LDHA LDLR LMCD1 LMNA LPAR6 LRRC32 LYZ MAFF MAGOH MAT2A MCL1 MEF2C MGLL MIDN MIR22HG MLEC MRPL33 MSX1 MT2A MX1 MYC MYCT1 MYL9 NAMPT NEDD9 NFE2L2 NIP7 NNMT NPM1 NR4A1 NR4A2 PALMD PCDH17 PER2 PFDN2 PFKFB3 PGK1 PICALM PIM1 PISD PLAUR PLEKHF2 PLPP3 PLSCR1 PNP POMP PPP1R14A PRDM1 RAB20 RAB5A RAP1B RAPGEF4 RASGRP3 RBM7 RBM8A RBMX RBP7 RBPMS RCAN1 RDX RGCC RGS1 RND3 RNF122 RNF138 RPIA RPL17 RPS10 RRP7A RSL24D1 RUNDC3B SAR1A SARAF SCGB3A2 SDCBP SDE2 SERPINH1 SERTAD1 SERTAD3 SFPQ SFTPC SIK1 SLC25A25 SLC25A5 SLC2A3 SMU1 SNAI1 SNRPB2 SNRPD1 SNX3 SOCS2 SOCS3 SOS1 SOX17 SPARCL1 SPRY1 SRGN SRSF3 SRSF5 SRSF6 SRSF7 STARD4 STC2 STOM STX12 SUB1 SWAP70 TAF7 TAP1 TCF4 TFPI2 THBD TM4SF1 TM4SF18 TMEM70 TMSB15A TNFRSF12A TPD52 TPM4 TPSAB1 TRIB1 TSC22D1 TSC22D2 TSPAN13 TUBA1B TUBB4B U2AF1 UAP1 UBC UBE2D3 UBE2J1 UGCG ULBP2 VASP VWA1 WARS1 WSB1 XIST YBX3 YWHAH ZC3HAV1 ZFAND5 ZFP36 ZNF593 ZYX TRAVAGLINI_LUNG_B_CELL https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/TRAVAGLINI_LUNG_B_CELL ADAM19 ADAM28 ADK AFF3 ARHGAP24 ARID5B ATP2A3 BACH2 BANK1 BCL11A BCL7A BIRC3 BLK BLNK BLOC1S2 BTLA C16orf74 CAMK1D CAMK2D CCDC50 CCR7 CD180 CD19 CD200 CD22 CD24 CD37 CD40 CD52 CD72 CD74 CD79A CD79B CDCA7L CHMP7 CHPT1 CLECL1P CXCR4 CXCR5 CXXC5 CYB561A3 DAPP1 DRAM2 DUSP22 EAF2 EBF1 EEF2 ELOVL5 EZR FAM3C FCER2 FCGR2B FCMR FCRL1 FCRL2 FCRLA FGD2 GGA2 GNG7 GUCD1 HHEX HIP1R HSH2D HVCN1 IFT57 IKZF3 IL4R IRF8 ITSN2 KIAA0040 KLHL5 LAPTM5 LBH LIMD2 LINC00926 LINC01215 LY86 MARCHF1 MBD4 MEF2C METTL7A MS4A1 MYCBP2 NAPSB NCF1 NCOA3 NIBAN3 NUP88 ORAI2 OSBPL10 P2RX5 P2RY10 PARP1 PAX5 PDLIM1 PKIG PLAC8 PLCG2 PLEKHF2 PNOC POLD4 POU2AF1 POU2F2 PPM1K PRKCB PTPN6 QRSL1 RALGPS2 RASGRP2 RASGRP3 RB1 RCSD1 RPL15 RPL18 RPL8 RPLP0 RPS23 RPS5 RRAS2 SCIMP SEL1L3 SELL SEMA4B SESN1 SMC6 SMCHD1 SMIM14 SNX2 SNX22 SP100 SP110 SP140 SPIB ST6GAL1 STAP1 STRBP STX7 SWAP70 SYPL1 TCF4 TCL1A TLE1 TLR10 TMEM154 TMEM156 TMEM243 TNFRSF13B TNFRSF13C TPD52 TRAF5 TSPAN13 TXNIP VPREB3 ZBTB20 ZCCHC7 TRAVAGLINI_LUNG_CAPILLARY_AEROCYTE_CELL https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/TRAVAGLINI_LUNG_CAPILLARY_AEROCYTE_CELL ADGRL2 AQP1 B2M B3GALNT1 CA4 CD74 CD83 CYP3A5 DHRS7 EDNRB EMCN EMP2 EXPH5 F3 GNG11 GPX1 GPX3 HOPX HPGD ICAM2 IL1RL1 IL32 INMT ITM2B LGALS1 PRKCE PRX RNF24 RTN1 S100A3 S100A4 S100A6 SERPINE1 SLC12A2 SLC14A1 SOSTDC1 SPARC TBX2 TGFBR3 TUBA1A UBB VIPR1 TRAVAGLINI_LUNG_CAPILLARY_CELL https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/TRAVAGLINI_LUNG_CAPILLARY_CELL BTNL9 CA4 CD36 DUSP6 EDN1 FCN3 IL7R KIAA1217 NTRK2 RGCC RNASE1 RNF144B SLC6A4 TNFSF10 TRAVAGLINI_LUNG_CAPILLARY_INTERMEDIATE_1_CELL https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/TRAVAGLINI_LUNG_CAPILLARY_INTERMEDIATE_1_CELL ACE ACVRL1 ADGRF5 ADGRL2 AFF3 ANXA1 ANXA3 AQP1 ATP2B4 B3GALNT1 BAIAP2 CA2 CA4 CCND3 CD14 CD74 CD82 CD83 CDH5 CDKN2B CHST2 CMTM3 CNN3 CSF1 CX3CL1 CYP3A5 DENND2B DISP1 DLGAP4 DNAJB1 DNAJC1 DOCK9 EDIL3 EDN2 EDNRB EFNB1 EMCN EMP2 ESAM EXPH5 F2RL3 FAXDC2 FENDRR FHL1 FKBP5 FMNL2 FNBP1L FOXF1 FRY FZD4 GALNT18 GPX1 GPX3 HECW2 HLA-B HLA-DQA1 HLA-DQB1 HLA-DRB1 HLA-DRB5 HOPX HPGD HSPB8 IBA57 ICAM1 ICAM2 IFNGR1 IL15RA IL1RL1 IL32 IL7R IRF1 ISG20 ITGA1 ITGA3 ITGA5 JAM3 KCNQ1OT1 KIAA1217 KLF7 MBOAT2 MEF2A MTSS1 MXD4 MYADM MYLK MYO6 NCALD NEDD9 NTN4 NUAK2 PALD1 PAPSS2 PCDH1 PCDH12 PDGFB PDLIM1 PHLDA1 PHLDB1 PIK3IP1 PLAGL1 PLAU PLEKHG1 PLIN2 PPP1R15A PPP3CC PREX1 PRKCE PRX RAPGEF5 RASAL2 RCSD1 RGCC RNASET2 RPN1 RRAS RSRP1 RTN4 S100A3 S100A4 SAMD9L SERPINB1 SERPINB6 SERPINE1 SGK1 SH2D3C SLC14A1 SLCO3A1 SLCO4A1 SOSTDC1 SPARC STC1 STX11 STXBP6 SYNGR2 TBX2 TBX3 TBXAS1 TGFBR3 TIMP3 TINAGL1 TMEM100 TMEM204 TMEM51 TNFRSF1A TNIP1 TSC22D3 TSPAN12 TSPAN15 TUBA1A TYMP UBC VAT1 VIPR1 WASF2 WFDC1 ZDHHC14 ZFP36L1 ZNF331 TRAVAGLINI_LUNG_CAPILLARY_INTERMEDIATE_2_CELL https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/TRAVAGLINI_LUNG_CAPILLARY_INTERMEDIATE_2_CELL ADIPOR2 ADIRF AKR1C3 ANAPC13 ANAPC16 ANP32A ANP32B ANP32E AP3S1 APOL3 ARHGAP18 ARHGEF12 ARL2 ARL2BP ARMCX3 ARPC1A ARPC2 ARPP19 ARRDC2 ATOX1 ATP2C1 ATP5F1E ATP5IF1 ATP5ME ATP5MJ ATP5MK ATP5PD ATP5PF ATRX B2M BAALC BAG1 BBLN BCL6B BLOC1S1 BNIP3 BRK1 BTN3A1 BTN3A3 BUD31 C1orf115 C1orf54 C22orf39 C4orf3 C7orf50 C9orf78 CALM1 CALM3 CALR CAPN2 CAPZA2 CARD16 CARHSP1 CAVIN1 CAVIN2 CCDC25 CCDC69 CCDC82 CCL20 CCND1 CCND3 CCNI CDC25B CDC26 CETN2 CFAP36 CFDP1 CHCHD7 CHMP2A CHMP5 CLTB CMPK1 COMMD6 COPS9 COX17 COX4I1 COX6B1 COX6C COX7A1 COX7A2 COX7C CPNE2 CSDE1 CSTB CYB5A DAZAP2 DBI DCTN1 DDAH2 DDIT4 DPYSL2 DPYSL3 DYNC1LI2 DYNLRB1 DYNLT1 DYNLT3 EEF1A1 EGFL7 EI24 EIF4EBP2 EIF5B ELOB EMP3 ENSA EPAS1 EPB41L2 ERGIC2 FAM107A FAM204A FAU FBXO21 FCN3 FGD5-AS1 FIS1 FKBP1A FKBP5 FKBP8 FNBP1L FOXN3 FTH1 FTL FYTTD1 GABARAP GATA2-AS1 GBP3 GIMAP4 GIMAP6 GMFG GNG5 GOLGA4 GPBP1L1 GPIHBP1 GPX1 GPX4 GRK5 GTF3A GUK1 GYPC H2AZ2 HLA-DPB1 HLA-DQA1 HLA-DQA2 HLA-DQB1 HLA-DRA HMGB1 HMGN2 HNRNPA3 HNRNPH3 HNRNPM HPCAL1 HPGD HSBP1 HSPA12B HTATIP2 IFI27 IFI27L2 IFI6 IFITM2 IFITM3 IK IL32 IL7R IRF1-AS1 ISCU ITGB1 JCAD KIF1C KIF5B KLHL5 KTN1 LAMTOR1 LARP7 LGALS1 LHFPL6 LRCH1 LSM3 MAFF MAP4 MAPRE1 MBP MED28 MKRN1 MMP24OS MOCS2 MORF4L1 MPG MRFAP1 MRPL33 MRPS18B MRPS18C MT1E MT1L MT1M MT2A MTIF3 MXRA7 MYH9 MYL12A MYL6 MYL9 MYLK MYZAP NAA38 NAP1L1 NDEL1 NDRG2 NDUFA12 NDUFA13 NDUFA2 NDUFA3 NDUFA4 NDUFB1 NDUFB4 NDUFB9 NDUFS5 NDUFS6 NEDD8 NGRN NHERF2 NOSTRIN NSRP1 NUCB2 OAZ1 OPTN OST4 OTUD6B-AS1 PAK2 PAK4 PCAT19 PCGF5 PCNP PCTP PDAP1 PDLIM2 PEA15 PET100 PFDN5 PHACTR2 PIN4 PINK1 PKIG PLGRKT POLR2F POLR2L POLR3GL POMP PPIA PPP1R11 PPP2R5A PRDX5 PRMT1 PRX PSIP1 PSMA6 PSMB9 PSME1 PSME2 PSME3IP1 PTMA PTMS PTP4A3 PTPRN2 R3HCC1 RAB13 RALA RAP1A RBM17 RBX1 RCSD1 RFLNB RGCC RHOA RNF11 RNF115 RNF181 ROMO1 RPL22 RPL23 RPL27 RPL27A RPL30 RPL31 RPL34 RPL35 RPL36AL RPL37 RPL37A RPL38 RPL39 RPL41 RPLP1 RPLP2 RPS11 RPS12 RPS19BP1 RPS20 RPS21 RPS24 RPS25 RPS26 RPS27 RPS27A RPS27L RPS28 RPS29 RPS4Y1 RPS7 RTF2 RWDD1 S100A10 S100A13 S100A3 S100A4 S100A6 SAP18 SCGB1A1 SCGB3A1 SEC14L1 SEC61G SEC62 SELENOK SELENOW SEPTIN2 SEPTIN7 SERF2 SERINC1 SERPINB6 SET SH3BGRL SH3BGRL3 SH3BP5 SH3D19 SLC14A1 SLIRP SLU7 SNHG32 SNHG6 SNRPD2 SNX5 SPARC SPOP SPTBN1 SRP9 SRSF4 SSU72 STXBP6 SUMO2 SUMO3 SVIP SYF2 SYNJ2BP SYNPO SZRD1 TADA3 TAF15 TAGLN TCEAL3 TCIM TLE5 TMA7 TMEM100 TMEM126B TMEM204 TMEM219 TMEM230 TMSB10 TMSB4X TNFSF12 TNIP1 TOMM7 TP53TG1 TPM1 TPM3 TPM4 TPR TPT1 TRAPPC1 TRIR TSR2 TTC1 TUSC2 UACA UBA52 UBE2E1 UBE2L3 UBE2L6 UBE2Q2 UBL5 UQCR10 UQCR11 UQCRB UQCRQ VAMP3 VAMP5 VAMP8 WASHC2A WBP11 WDR45B WFDC1 YBX1 YWHAE ZBTB8OS ZC3H13 ZEB1 ZNF667-AS1 TRAVAGLINI_LUNG_CD4_MEMORY_EFFECTOR_T_CELL https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/TRAVAGLINI_LUNG_CD4_MEMORY_EFFECTOR_T_CELL ARHGAP15 BCL11B CAPN2 CCR6 CD2 CD28 CD3D CD3E CD40LG CD5 CD52 CD6 CD96 CDC14A CLEC2D CNN2 CORO1A CRIP2 CTLA4 ETS1 EVL GIMAP7 GPR183 GSTK1 HINT1 HLA-A HNRNPLL HSPA8 ICAM3 ICOS IFITM1 IL10RA IL2RG IL32 IL7R INPP4B ITGB1 ITK LCK LDHB LEF1 LINC00892 MIAT PBXIP1 PCED1B-AS1 PRDM1 RASGRP1 RCAN3 RORA RPL13A RPL23A RPS27 RPS29 RPS3 SARAF SEPTIN1 SIT1 SKAP1 SLAMF1 SLC38A1 SLFN5 SPOCK2 SUSD3 SYNE2 TMEM123 TNFRSF25 TRADD TRAF3IP3 TRAT1 TTC39C TXNIP TRAVAGLINI_LUNG_CD4_NAIVE_T_CELL https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/TRAVAGLINI_LUNG_CD4_NAIVE_T_CELL AAK1 ABLIM1 ADTRP AQP3 BCL11B CCR7 CD27 CD3D CD3E CD6 CHMP7 CMPK1 DGKA DPP4 EEF1A1 EEIG1 EPHX2 FCMR FHIT GIMAP4 GIMAP7 IFITM1 IL32 IL6ST IL7R INPP4B ITK LCK LDHB LDLRAP1 LEF1 LINC00861 MAL MYC NDFIP1 NELL2 NOSIP NPM1 OXNAD1 PASK PCED1B PCED1B-AS1 PIK3IP1 PIM1 PIM2 PRKCA PRKCQ-AS1 RCAN3 RPL10 RPL10A RPL11 RPL12 RPL13 RPL13A RPL13AP5 RPL14 RPL15 RPL18 RPL18A RPL19 RPL23 RPL23A RPL24 RPL26 RPL27 RPL27A RPL28 RPL29 RPL3 RPL30 RPL31 RPL32 RPL34 RPL35 RPL35A RPL36 RPL37 RPL37A RPL38 RPL39 RPL4 RPL41 RPL5 RPL6 RPL7 RPL8 RPLP0 RPLP1 RPLP2 RPS12 RPS13 RPS14 RPS15 RPS15A RPS16 RPS19 RPS2 RPS20 RPS21 RPS23 RPS27 RPS27A RPS28 RPS29 RPS3 RPS3A RPS5 RPS6 RPS7 RPS8 SARAF SATB1 SELL SEPTIN1 SERINC5 SNHG3 SNHG5 SPOCK2 STMN3 SUSD3 TC2N TCF7 TESPA1 THEM4 TLE5 TMC8 TNFRSF25 TRABD2A TRAF3IP3 TRAT1 TXK TXNIP TRAVAGLINI_LUNG_CD8_MEMORY_EFFECTOR_T_CELL https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/TRAVAGLINI_LUNG_CD8_MEMORY_EFFECTOR_T_CELL CCL5 CD3D CD3G CD8A CD8B CDC42SE2 CMC1 CXCR6 DUSP2 FYN GZMK IKZF3 IL32 IL7R LINC00861 MALAT1 PIP4K2A PRDM1 PYHIN1 RPL23A RPL30 RPL31 RPS14 RPS25 RPS27 RPS29 SH2D1A SYNE2 TC2N TRAVAGLINI_LUNG_CD8_NAIVE_T_CELL https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/TRAVAGLINI_LUNG_CD8_NAIVE_T_CELL AAK1 ABHD17A ADGRG1 AKNA ANXA6 APMAP APOBEC3G ARL4C ARPC5L B2M BCL11B BIN1 BTN3A1 BTN3A2 C12orf75 C1orf21 CALM1 CAPN2 CCL5 CCND2 CCND3 CD2 CD3D CD3E CD3G CD7 CD8A CD8B CD96 CDC25B CDC42SE2 CHST12 CMC1 CNOT6L CRTAM CST7 CTSW CX3CR1 EMB EOMES ETS1 F2R FCRL6 FGFBP2 FYN GFI1 GNG2 GNLY GZMA GZMB GZMH GZMM HCST HLA-A HLA-B HLA-F IFITM1 IKZF3 IL10RA IL12RB1 IL32 IRF1-AS1 ISG20 ITGAL ITGB2 ITK KLF2 KLRD1 KLRF1 KLRG1 LAG3 LCK LSP1 LYAR MALAT1 MATK MBP MIAT MYL12A MYO1G NHERF1 NKG7 OPTN PFN1 PIP4K2A PLAAT4 PLEKHF1 PPP2R5C PRDM1 PRF1 PRKACB PRKCH PRSS23 PTGDR PTP4A2 PTPN4 PYHIN1 RAB27A RAP1B RASAL3 RNF125 RORA RPL23A RPL27A RPS27 RPS3 RPS4Y1 RUNX3 S1PR4 S1PR5 SAMD3 SEPTIN1 SH2D1A SH2D2A SIGIRR SKAP1 SLA2 SLAMF6 SLFN5 SPN SPOCK2 SPON2 SSBP4 STAT4 SUN2 SYNE1 SYNE2 SYNGR1 SYTL3 TBC1D10C TBX21 TC2N TGFBR3 TIGIT TLE5 TOB1 TPST2 TRG-AS1 TSEN54 TTC38 TUBA4A ZAP70 ZBTB38 ZFP36L2 TRAVAGLINI_LUNG_CILIATED_CELL https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/TRAVAGLINI_LUNG_CILIATED_CELL ABCA13 ABHD11 ABI2 ABITRAM ACAP1 ACYP1 ADGB ADGRE5 ADSS1 AGBL4 AGR2 AGR3 AGTRAP AHNAK2 AHSA1 AIG1 AK7 AK8 AK9 AKAP14 AKAP9 AKNA AKR1C3 AKR7A2 ALDH1A1 ALDH3A1 ALDH3B1 ALMS1 ALOX15 AMPD3 AMZ2 ANAPC4 ANAPC5 ANG ANKMY1 ANKRD26 ANKRD37 ANKRD42 ANKRD45 ANKRD54 ANKRD65 ANKRD66 ANKUB1 ANKZF1 ANXA1 ANXA11 ANXA2 ANXA4 ANXA5 AP3M2 APBB1 APH1B APOBEC4 APOO APPL2 ARHGAP18 ARHGAP39 ARL13B ARL3 ARL4A ARL6 ARMC2 ARMC3 ARMC9 ASL ATP6AP1 ATP6V0D1 ATP6V1D ATP9A ATXN7L3B AZI2 AZIN1 B3GNT5 B3GNT7 B9D1 B9D2 BACE2 BAIAP2 BAIAP2L1 BAIAP3 BANF1 BASP1 BBC3 BBIP1 BBS2 BBS4 BBS5 BBS9 BCAS1 BCAS3 BCL2L1 BCO2 BHLHE41 BICC1 BICDL3P BIN3 BPHL BUD31 C10orf67 C10orf95 C11orf16 C11orf97 C12orf75 C1orf141 C1orf87 C20orf85 C20orf96 C21orf58 C22orf15 C22orf23 C2orf73 C2orf81 C4orf3 C4orf47 C4orf48 C5AR1 C5orf15 C6 C6orf118 C6orf132 C6orf52 C7orf57 C8orf34 C9orf24 C9orf72 CABIN1 CACNG6 CALM1 CALM2 CALM3 CAPS CAPS2 CAPSL CARS1 CASC2 CATIP CATSPERD CBY1 CC2D2A CCDC113 CCDC138 CCDC146 CCDC148 CCDC153 CCDC157 CCDC17 CCDC170 CCDC181 CCDC184 CCDC24 CCDC28A CCDC30 CCDC33 CCDC34 CCDC39 CCDC40 CCDC60 CCDC65 CCDC66 CCDC69 CCDC74A CCDC74B CCDC78 CCDC80 CCDC81 CCDC82 CCDC88B CCDC88C CCDC89 CCDC96 CCN2 CCNA1 CCNDBP1 CCP110 CD164 CD164L2 CD24 CD4 CD59 CDC14A CDC14B CDC16 CDC42EP3 CDHR3 CDHR4 CDKL1 CDKN1A CDKN2A CDKN2D CDS1 CENPBD2P CENPM CEP126 CEP162 CEP164 CEP19 CEP290 CEP41 CEP43 CEP83 CEP89 CEP97 CERKL CES1 CES4A CETN2 CFAP107 CFAP141 CFAP144 CFAP20 CFAP210 CFAP221 CFAP251 CFAP276 CFAP36 CFAP43 CFAP44 CFAP45 CFAP46 CFAP47 CFAP52 CFAP53 CFAP54 CFAP57 CFAP58 CFAP61 CFAP69 CFAP70 CFAP74 CFAP90 CFAP91 CFAP95 CFDP1 CHCHD5 CHCHD6 CHIC2 CHMP2A CHMP2B CHMP5 CHST6 CHST9 CHURC1 CIB1 CIBAR2 CIPC CIR1 CKB CLDN1 CLDN16 CLDN3 CLDN8 CLGN CLHC1 CLIC6 CLMN CLSTN1 CLTA CLUAP1 CLXN CMTM6 CNDP2 CNIH2 CNPY3 CNTD1 CNTN5 CNTRL COA3 COBL COG7 COL21A1 COPRS COQ10A COQ4 CRACDL CRISP2 CRISPLD1 CRLF1 CRNDE CROCC CSNK1G1 CSNK1G2 CSPP1 CST6 CSTB CSTPP1 CTBP2 CTSL CTSS CTXN1 CWH43 CYB561 CYB5R1 CYGB CYP27A1 CYP4X1 CYSTM1 CYTH2 DALRD3 DAPP1 DAW1 DCDC2 DCDC2B DDX3Y DEGS2 DENND6B DGKH DICER1-AS1 DIXDC1 DLEC1 DMD DMKN DNAAF1 DNAAF10 DNAAF11 DNAAF3 DNAAF5 DNAAF6 DNAAF8 DNAH1 DNAH10 DNAH11 DNAH12 DNAH2 DNAH3 DNAH5 DNAH6 DNAH7 DNAH9 DNAI1 DNAI2 DNAI3 DNAI4 DNAI7 DNAJA1 DNAJA4 DNAJB13 DNAJB6 DNAJC10 DNAJC16 DNAL1 DNAL4 DNALI1 DNER DNPH1 DNTTIP1 DOC2A DPCD DPY30 DRAM2 DRC1 DRC7 DSP DSTN DTHD1 DTX2 DTX3 DUSP18 DUSP4 DYDC1 DYDC2 DYNC2H1 DYNC2I1 DYNC2I2 DYNC2LI1 DYNLL1 DYNLRB1 DYNLRB2 DYNLT1 DYNLT2B DYNLT4 DYNLT5 DZANK1 DZIP1 DZIP1L DZIP3 EBNA1BP2 ECI2 ECRG4 ECT2L EFCAB10 EFCAB11 EFCAB12 EFCAB2 EFCAB6 EFHB EFHC1 EFHC2 EFHD2 ELF3 ELK3 ENAH ENDOG ENKD1 ENKUR ENO4 ENOSF1 ENPP5 EP300-AS1 EPB41L4B EPPIN EPPK1 ERGIC3 ERICH2 ERICH3 ERICH5 ERICH6-AS1 ESPN ETNK1 ETV6 EVA1C EVI5 EZR FABP6 FAIM FAM104B FAM161A FAM166B FAM166C FAM172A FAM174A FAM216B FAM221A FAM227A FAM229B FAM47E FAM81B FANCF FANK1 FBXL13 FBXO15 FBXO36 FBXW9 FDFT1 FDXR FGF14 FHAD1 FLACC1 FOCAD FOXJ1 FSD1L FSTL1 FTH1 FTO FUZ GABPB1-AS1 GADD45A GALC GALK2 GALNS GAS2L2 GAS7 GAS8 GBP1 GBP3 GCC2 GCLM GET1 GFOD2 GIPR GLB1L GLB1L2 GLIPR2 GLT8D1 GLUL GLYR1 GNA14 GNAI2 GOLGA2P5 GOLGA2P7 GOLM2 GOLPH3L GPC3 GPR162 GPX2 GPX4 GRIN3B GSN GSTA1 GSTA2 GSTA3 GSTP1 H1-2 H2AJ H2BC5 HACD4 HADH HAGH HAGHL HES2 HHLA2 HIBADH HIPK1 HMGB2 HMGN2 HMGN3 HMGN5 HNRNPF HOATZ HSBP1 HSD11B1L HSP90AA1 HSPA8 HSPBP1 HSPD1 HSPH1 HYDIN ICA1L ICMT IDH2 IFI44L IFI6 IFT122 IFT140 IFT172 IFT20 IFT22 IFT25 IFT27 IFT43 IFT46 IFT52 IFT57 IFT74 IFT80 IFT81 IFT88 IFTAP IGF2BP2 IGFBP5 IGFBP7 IK IL20RA IL5RA IL7 INHBB INTS10 INTU IQCA1 IQCB1 IQCD IQCE IQCG IQCH IQCK IQGAP2 IQUB IRF2 ISCA2 ITGB8 JKAMP JOSD2 KATNAL2 KATNB1 KATNIP KCNE1 KCNH3 KCNN3 KCNRG KCTD12 KDM1B KIAA0232 KIAA2012 KIF19 KIF21A KIF27 KIF2A KIF3A KIF3B KIF9 KIFAP3 KLHDC9 KLHL13 KLHL32 KLHL6 KNDC1 KRT42P KRT80 LAMC2 LAP3 LBH LCA5 LCA5L LDLRAD1 LDLRAD4 LEKR1 LGALS1 LIMK2 LINC00467 LINC01571 LITAF LKAAEAR1 LMLN LMNTD1 LMO2 LRGUK LRP11 LRRC10B LRRC18 LRRC23 LRRC26 LRRC27 LRRC34 LRRC4 LRRC45 LRRC46 LRRC49 LRRC56 LRRC61 LRRC71 LRRC73 LRRC74B LRRIQ1 LRTOMT LRWD1 LSM4 LXN LYPLA2 LZTFL1 MAGIX MAILR MAK MAOB MAP1A MAP1B MAP3K19 MAP6 MAP9 MAPK10 MAPRE3 MARCHF10 MARCKS MAT2B MCAT MDH1 MDH1B MDM1 MEAF6 MED25 MED31 MEIG1 METRN METTL7A MFSD10 MGMT MGST3 MICOS13 MIPEP MKS1 MLF1 MNAT1 MNS1 MOK MORF4L2 MORN1 MORN2 MORN3 MORN5 MPC2 MPDZ MRPL23 MRPL40 MRPL41 MRPS31 MS4A8 MSH3 MSRB1 MTF1 MTSS2 MUC12 MUC15 MUC4 MYB MYEF2 MYG1 MYO1E MZF1 NAA20 NAA35 NANS NAP1L1 NAT1 NAT14 NCS1 NDUFAB1 NDUFAF3 NEK1 NEK10 NEK11 NEK4 NEK5 NELL2 NGRN NHLRC4 NME5 NME7 NOP56 NPHP1 NQO1 NRAV NSMCE1 NSUN7 NT5C3A NUCB2 NUDC NUDT14 NUDT7 NWD1 OAS2 OCEL1 ODAD1 ODAD2 ODAD3 ODAD4 ODF2 ODF2L ODF3B OMA1 OR7E37P ORAI2 ORMDL2 OSBPL3 OSBPL6 OSCP1 OXTR P4HA2 P4HTM PACRG PAIP2 PAIP2B PALMD PAPOLA PAPSS1 PCAT19 PCM1 PCSK1N PCYT2 PDK4 PDLIM4 PEX6 PFDN5 PFN2 PGAP1 PGM2L1 PHTF1 PIBF1 PIERCE1 PIERCE2 PIFO PIGQ PIGT PIH1D2 PIN1 PIP PITPNM1 PKIG PLAAT3 PLAC8 PLCH1 PLEKHB1 PLEKHG7 PLEKHS1 PLIN3 PLSCR1 PLTP PLXNB1 PLXNB2 PNMA1 POFUT2 POLD2 POLD3 POLR2I POU2AF2 POU2AF3 PPID PPIE PPIL6 PPME1 PPOX PPP1CB PPP1R14C PPP1R16A PPP1R32 PPP1R36 PPP1R42 PPP1R7 PPP4R3B PRDX1 PRDX5 PROM1 PRPS1 PRR13 PRR15 PRR29 PRR7 PRRG4 PRRT3 PRSS12 PRUNE2 PSD3 PSENEN PSMB5 PSMD10 PSMD4 PSMG3 PTGES3 PTPRN2 PTPRT PXN PYCR2 PZP RAB28 RAB36 RABL2A RABL2B RALB RAMP1 RARRES1 RBKS RBM38 RCAN3 RFX2 RFX3 RGS22 RHBDD2 RHPN1 RHPN2 RIBC1 RIBC2 RIIAD1 RILPL2 RNF130 RNF32 RNPEP ROPN1L RP1 RPA2 RPA3 RPGR RPGRIP1L RPP38 RPS4Y1 RRAD RRAGA RRAGD RRM2B RSPH1 RSPH14 RSPH3 RSPH4A RSPH9 RTP4 RUNDC1 RUVBL1 RUVBL2 S100A11 SANBR SARAF SAXO2 SCAMP4 SCARF2 SCCPDH SCGB2A1 SCPEP1 SEC14L3 SEMA3C SERPINB6 SFXN3 SGPL1 SHANK2 SHROOM3 SIGIRR SIX1 SIX4 SLC12A7 SLC16A5 SLC22A23 SLC22A4 SLC25A14 SLC25A4 SLC27A2 SLC35A2 SLC44A4 SLCO3A1 SLFN13 SLFN5 SMAP2 SMIM14 SMIM19 SMIM22 SMIM5 SMIM6 SMKR1 SMPD2 SMYD2 SNHG10 SNTN SNW1 SNX3 SNX7 SOAT1 SOD1 SORBS2 SOX2 SPA17 SPAG1 SPAG16 SPAG17 SPAG6 SPAG7 SPAG8 SPATA17 SPATA18 SPATA33 SPATA4 SPATA6 SPATA6L SPATA7 SPATS1 SPATS2L SPEF1 SPEF2 SPON2 SPTBN1 SQLE SRA1 SRD5A2 SRGAP3 SRI SSB SSBP3 SSBP4 ST6GALNAC2 STAM2 STEAP3 STING1 STK33 STK36 STMND1 STOM STOML3 STOX1 STPG1 STRBP STX2 STYXL1 SUDS3 SUGT1 SYNE1 SYNE2 SYS1 SYT8 SYTL1 SYTL2 SYTL3 TAT-AS1 TAX1BP1 TBC1D8 TBCB TCTN1 TCTN2 TEKT1 TEKT2 TEKT3 TEKT4 TEX9 THADA THNSL2 THYN1 TJP3 TMC4 TMC5 TMEM107 TMEM121 TMEM138 TMEM14B TMEM154 TMEM190 TMEM212 TMEM218 TMEM231 TMEM232 TMEM254 TMEM45B TMEM53 TMEM59 TMEM67 TMEM68 TMF1 TNFAIP8L1 TNFRSF19 TP53BP1 TP53INP1 TP53TG1 TP73 TPPP3 TPRG1L TPST1 TRAF3IP1 TRAK1 TRIM29 TRIP13 TRNAU1AP TSGA10 TSNAXIP1 TSPAN1 TSPAN19 TSPAN3 TSPAN6 TSPYL4 TSTD1 TTC12 TTC16 TTC21A TTC21B TTC26 TTC29 TTC30B TTC39C TTC5 TTC8 TTC9 TTLL10 TTLL5 TTLL7 TUBA1A TUBA4B TUBB4B TUBGCP2 TUFM TULP3 TUSC2 TUSC3 UBAC1 UBB UBE3D UBXN10 UBXN11 UCKL1-AS1 UCP2 UFC1 UGDH ULK4 UNC119B UNC93B1 USP11 USP2 USP43 USP51 VDAC3 VNN3P VPS35 VRK3 VSTM2L VWA3A VWA3B WARS1 WDR13 WDR19 WDR35 WDR38 WDR49 WDR54 WDR73 WDR86-AS1 WDR90 WDR93 WFDC21P WFDC6 WLS WRAP53 WWC1 XPNPEP3 XRCC1 XRRA1 YBX3 YWHAH ZBBX ZBED5-AS1 ZC2HC1A ZC2HC1C ZDHHC1 ZMYND10 ZMYND12 ZNF106 ZNF204P ZNF273 ZNF3 ZNF440 ZNF664 ZNF688 ZNHIT1 ZNHIT2 ZNRD2 TRAVAGLINI_LUNG_CLASSICAL_MONOCYTE_CELL https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/TRAVAGLINI_LUNG_CLASSICAL_MONOCYTE_CELL ACAP2 ACSL1 ACTR2 ADGRE2 AGO4 AGTPBP1 AGTRAP AHNAK AHR AOAH AP1S2 APAF1 APLP2 APOBEC3A ARRB2 ASAH1 ASGR1 ATP6V0B ATP6V1B2 BACH1 BLVRB BRI3 C19orf38 C1orf162 C4orf48 C5AR1 C9orf72 CAPNS1 CARD16 CARS2 CASP1 CAST CCNY CCR1 CCR2 CD14 CD163 CD1D CD300E CD300LF CD33 CD36 CD4 CD86 CD93 CEBPB CEBPD CFP CHST15 CLEC12A CLEC7A COTL1 CPPED1 CPVL CR1 CREB5 CRISPLD2 CRTAP CSF3R CST3 CSTA CTSS CUX1 CYBB CYP1B1 CYRIA DENND10 DICER1 DMXL2 DOK3 DPYD DUSP6 EFHD2 EHBP1L1 EMILIN2 ENTPD1 ETS2 EVI2B FAM120A FAR1 FBXL5 FCER1G FCGR2A FCGRT FCN1 FES FGD2 FGD4 FGL2 FGR FOS FPR1 GAS7 GASK1B GLT1D1 GNAQ GNS GPBAR1 GPX1 HCK HIPK3 HK2 HRH2 IFI30 IFNGR1 IL13RA1 IL17RA IL6R INSR IQGAP1 IRAK3 IRS2 ITGAM JDP2 JMJD1C KCNE3 KCTD12 KIAA0930 KLF4 KYNU LGALS1 LGALS2 LGALS9 LMO2 LPGAT1 LRP1 LRRC25 LRRK2 LTA4H LY86 LYN LYZ MACROH2A1 MAFB MAP3K1 MARCHF1 MBD2 MCL1 MEF2A MEF2C MEGF9 METTL7A MFSD1 MGST1 MIS18BP1 MNDA MPEG1 MS4A6A MTMR11 MYO1F NACC2 NADK NBPF14 NCF1 NCF2 NCOA4 NEAT1 NFAM1 NFE2 NLRP3 NOTCH2 NPC2 NRG1 NRGN NUDT16 NUMB NUP214 ODF3B P2RY13 PABPC1 PECAM1 PELI1 PER1 PGD PHC2 PICALM PILRA PLBD1 PLEC PLEKHO1 PLXDC2 POU2F2 PPM1F PRAM1 PRKAG2 PSAP PTPRE PYCARD PYGL QKI RAB31 RAC1 RASSF2 RASSF3 RBM47 RBP7 RNASE2 RNASE6 RNF130 RNF144B RNF149 ROGDI RPLP1 RPS13 RPS24 RTN3 RXRA S100A12 S100A4 S100A6 S100A8 S100A9 SAP30 SAT1 SCIMP SCPEP1 SERF2 SERPINA1 SKAP2 SLC11A1 SLC12A6 SLC24A4 SLC7A7 SLC8A1 SMARCD3 SNX27 SPI1 SPTLC2 SRGAP2B STK17B STXBP2 SULF2 SULT1A1 SYK TET2 TET3 TFEC TGFBI THBS1 TIMP2 TKT TLR2 TLR4 TLR8 TMEM170B TMSB10 TNFAIP2 TNFRSF1A TNFRSF1B TNFSF10 TNFSF13B TPP1 TPT1 TRIM25 TRIP12 TSPO TYMP TYROBP UBE2R2 UBXN11 USP15 USP3 VCAN VMP1 YBX3 ZEB2 ZFAND5 ZNF106 ZNF385A ZNF467 TRAVAGLINI_LUNG_CLUB_CELL https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/TRAVAGLINI_LUNG_CLUB_CELL AARD AGR3 AHR AREG ARHGDIB C16orf89 CEACAM6 CLIC6 CMAHP CRACR2B CRTAC1 CST3 CTSE CXCL17 CYB5A CYP2B7P DAPK1 ELAPOR1 ERP27 FABP5 FAM20A FAU FCGR2A FLRT3 FMO2 FNIP2 FOLR1 FXYD5 GDF15 GPRC5A HNMT HOPX HSD17B11 HSD17B13 IL6ST MET MGP MGST1 MRPS25 MS4A15 NEDD4L NIBAN1 PIGR PTGS2 RNASE1 RNF145 RPL10 RPL11 RPL12 RPL13 RPL13A RPL13AP5 RPL15 RPL18 RPL18A RPL19 RPL21 RPL23A RPL24 RPL26 RPL27 RPL27A RPL29 RPL30 RPL31 RPL32 RPL34 RPL35 RPL35A RPL36 RPL37 RPL37A RPL38 RPL39 RPL5 RPLP2 RPS11 RPS12 RPS13 RPS14 RPS15 RPS15A RPS16 RPS19 RPS20 RPS21 RPS23 RPS24 RPS27 RPS28 RPS29 RPS3 RPS3A RPS5 RPS6 RPS7 RPS8 S100A13 SCGB3A2 SEL1L3 SERP1 SFTA1P SFTPB SLPI SOCS2 SOX4 SSR4 STEAP4 TIMP1 TMSB4X TPT1 VIM WSB1 ZFP36L1 TRAVAGLINI_LUNG_DIFFERENTIATING_BASAL_CELL https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/TRAVAGLINI_LUNG_DIFFERENTIATING_BASAL_CELL A4GALT ADH1C ADH7 ADORA2B AGR2 AKR1A1 ALDH1A1 ALDH2 ALOX15 ANXA1 AP2M1 AQP3 AQP5 ASS1 ATP1B3 BAG1 BBLN BEND5 BHLHE40 CALML3 CAMK1D CAPN1 CAPNS2 CD82 CHL1 CHP2 CHST9 CLCA2 CLDN1 CLDN10 CLEC2B CMTM7 CSTA CTSB CTSC CTSD CXCL1 CYP2J2 DAPL1 DDIT4 DHRS3 DHRS9 DPYSL3 ECE1 EEF1A1 EHF EIF3F EPAS1 EPHX3 EPRS1 ERN2 ETHE1 EYA2 F3 FAM107A FAM3B FAM3D FBLN1 FMO2 FOXN3 GALNT6 GAPDH GLTP GLUL GPR87 GSN GSTP1 HCAR2 HES4 HEY1 HMGB3 HS3ST1 IFI16 IGFBP3 IGFBP4 KLF5 KLK11 KRT17 KRT19 KRT5 LAD1 LARP6 LAYN LIMA1 LMO4 LRATD1 LYPD6B MARCKS MDH2 MDK MIR205HG MLF2 NDRG2 NDUFA8 NDUFV1 NFIA NHERF1 NSG1 NUDT8 OAT PAFAH1B3 PDHB PERP PGAM1 PITX1 PLEKHA5 PLEKHS1 POLD4 PPP1CA PRR15 PRSS23 PSMC5 PYCARD RHOC RIPK4 RPL13A RPL3 RPS4X RPSA S100A16 S100A2 SDC1 SERPINB13 SERPINB3 SERPINB4 SERPINB5 SERPINB7 SERPINF1 SLC1A5 SLITRK6 SNCG SORL1 SOX2 ST6GALNAC1 STEAP1 SULT2B1 SYNGR1 SYTL1 TACSTD2 TCF4 TLE5 TMPRSS4 TNFSF10 TPI1 TRIM7 TSHZ2 TSPAN1 TSPAN8 TSPO TUFM UPK1B UQCRC1 UQCRH VAV3 VILL WFDC2 ZFYVE21 TRAVAGLINI_LUNG_EREG_DENDRITIC_CELL https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/TRAVAGLINI_LUNG_EREG_DENDRITIC_CELL A2M ABCA1 ABL2 ACSL1 ACSL3 ACTB ACTG1 ACTN1 ACTR2 ADA2 ADAM19 ADAM9 ADGRE2 ADIPOR1 AGFG1 AHNAK AHR AIF1 AKAP12 AKAP13 ALCAM AMPD2 ANGPTL4 ANKH ANPEP ANXA2 ANXA5 AP1B1 AP2S1 APLP2 APOBEC3A AREG ARHGAP18 ARHGAP31 ARPC5 ARRB2 ASGR1 ASPH ATF3 ATF4 ATG3 ATOX1 ATP13A3 ATP1B3 ATP2B1-AS1 ATP5F1E ATP5MK ATP6V0B ATP6V0C ATP6V1B2 AZI2 B3GNT5 BACH1 BASP1 BAZ1A BCAT1 BCL2A1 BCL3 BIRC2 BRI3 BTF3L4 C15orf48 C1QC C1orf162 C1orf54 C3AR1 C4orf48 C5AR1 C9orf72 CAB39 CARD19 CCDC88A CCL17 CCL2 CCL20 CCR1 CCRL2 CD14 CD163 CD1C CD300E CD36 CD4 CD44 CD58 CD74 CD83 CD86 CD93 CDCP1 CDKN1A CDV3 CEBPB CEBPD CEP170 CH25H CHCHD7 CHMP1B CHMP4B CHST11 CHSY1 CLEC10A CLEC4E CLEC5A CLEC7A CLIC1 CLTC CMTM3 CMTM6 COTL1 COX7B COX8A CPVL CREM CSF1R CSF2RA CSRNP1 CST3 CSTA CTNNA1 CTNNB1 CTSB CTSH CTSL CTSZ CXCL16 CXCL2 CXCL3 CXCL8 CYBB CYRIA CYTOR DAZAP2 DBI DDX21 DDX3X DDX3Y DNAJC15 DOCK10 DPYD DPYSL2 DSE DUSP1 DUSP4 DUSP6 DYNLT1 EDEM1 ELK3 ELL2 ELOC EMILIN2 EMP1 EMP3 ENG ENO1 ENTPD1 ENTPD6 ENY2 EPAS1 EPB41L2 EPB41L3 ERCC1 EREG ERGIC1 ETF1 ETS2 ETV6 F13A1 FCAR FCER1A FCER1G FCGR1A FCGR2A FCGR2B FCGRT FCN1 FES FGD4 FGL2 FGR FILIP1L FKBP1A FKBP5 FLOT1 FOS FOSB FPR1 FPR2 FPR3 FTH1 FTL FURIN G0S2 GABARAP GABARAPL1 GADD45B GAPDH GGTA1 GK GLIPR1 GLIPR2 GLUL GNA12 GNA13 GNA15 GNAI2 GNAQ GNB1 GNG5 GNS GPAT3 GPR183 GPR84 GPX1 GPX3 GRB2 GRINA GSN GSTO1 HAVCR2 HBEGF HCK HCLS1 HIF1A HIPK2 HLA-DMA HLA-DMB HLA-DOA HLA-DPA1 HLA-DPB1 HLA-DQA1 HLA-DQA2 HLA-DQB1 HLA-DQB2 HLA-DRA HLA-DRB1 HLA-DRB5 HLA-DRB6 HMGA1 HMOX1 HNMT HNRNPAB HRH2 HSBP1 ICAM1 ID3 IER3 IER5 IFI27L2 IFI30 IFITM3 IFNGR1 IFNGR2 IGSF6 IL10 IL13RA1 IL1B IL1R1 IL1R2 IL1RAP IL1RN IL6R INSIG1 IQGAP1 IQSEC1 IRAK3 IRF2BP2 IRS2 ITGA5 ITGAV ITGAX IVNS1ABP JARID2 JDP2 JMJD1C JUND KCNN4 KCTD12 KDM6B KLF4 KLF9 KLHL2 KPNA4 KTN1 KYNU LACTB LAT2 LCP2 LGALS1 LGMN LHFPL2 LILRB2 LILRB3 LIMS1 LITAF LPCAT2 LRRFIP1 LST1 LUCAT1 LY96 LYZ MACROH2A1 MAFB MALT1 MAN2B1 MAP1LC3B MAP2K1 MAP2K3 MAP3K13 MAP3K2 MAP3K8 MARCHF2 MARCKS MARCKSL1 MAT2A MB21D2 MCL1 MEF2A METRNL MFSD1 MIDN MIR22HG MIR4435-2HG MKKS MMP19 MOB3B MPHOSPH6 MRC1 MS4A4A MS4A6A MS4A7 MSR1 MT1A MT1M MT1X MT2A MTCH1 MXD1 MYD88 MYL6 N4BP1 NAMPT NCF2 NCOR2 NEAT1 NECTIN2 NFE2L2 NFIL3 NFKB1 NIBAN2 NINJ1 NLRP3 NOP10 NPC2 NR4A2 OLR1 OSM OTUD1 PAPSS2 PDE4A PDE4B PDLIM7 PDXK PEA15 PELATON PFKFB3 PHC2 PHLDA2 PICALM PID1 PIK3R5 PIM3 PKIB PLAU PLAUR PLEC PLEK PLEKHB2 PLIN3 PLSCR1 PLXDC2 PMP22 PNP PNRC1 POLR2L POMP PPARD PPIF PPP1CB PPT1 PRELID1 PRKAG2-AS1 PRMT9 PSAP PSTPIP2 PTAFR PTPN1 PTPN12 PTPRE QKI QPCT QSOX1 RAB1A RAB20 RAB31 RAB5C RAB7A RAB8B RAC1 RALA RAP2A RAP2B RASSF2 RB1 RBM47 RBMS1 RBPJ REEP3 REL RGCC RGL1 RGS10 RGS2 RHOB RHOQ RHOU RILPL2 RIN2 RIPK2 RNASE1 RNASE6 RNF13 RNF130 RNF145 RNF149 RNF19B RPS26 RTN4 RUNX1 S100A10 S100A11 S100A6 SAMSN1 SAP30 SAT1 SCGB1A1 SCO2 SDC2 SDC3 SDC4 SDS SEC14L1 SEC61G SEM1 SEMA4D SEMA6B SERF2 SERP1 SERPINB8 SERPINB9 SFPQ SGK1 SH2B3 SH3BP5 SH3PXD2B SHOC2 SHTN1 SIPA1L1 SIRPA SKAP2 SKI SKIL SLAMF8 SLC11A1 SLC16A10 SLC16A3 SLC1A3 SLC20A1 SLC25A37 SLC2A3 SLC31A2 SLC39A1 SLC43A2 SLC43A3 SLC66A2 SLC6A6 SLC7A5 SLCO2B1 SMIM3 SNCA SNHG15 SNX8 SOAT1 SOCS3 SOD2 SORL1 SPAG9 SPHK1 SPI1 SPINT2 SPRED1 SRC SRGN ST14 ST8SIA4 STAB1 STARD4 STK24 STX6 SUMO3 SUSD6 SYAP1 SYNCRIP TAMALIN TBC1D14 TBXAS1 TCN2 TFDP1 TFRC TGFBI THBD THBS1 TIMM8B TIMP1 TLNRD1 TLR1 TLR2 TLR4 TM9SF3 TMBIM6 TMEM167A TMSB10 TNFAIP3 TNFRSF12A TNFRSF1A TNFSF13B TNFSF8 TOM1 TOP1 TP53BP2 TPM3 TPM4 TPP1 TPT1 TREM1 TRMT6 TTYH3 TUBA1C TYMP TYROBP UBXN2B UPP1 USP32 USP53 VAMP8 VASP VCAN VDR VEGFA VSIG4 WBP1L WTAP YBX3 YWHAE YWHAH YWHAZ ZC3H12A ZDHHC20 ZEB2 ZFAND5 ZFP36L1 ZFYVE16 ZMIZ1 ZNF331 ZNF706 ZSWIM6 ZYX TRAVAGLINI_LUNG_FIBROMYOCYTE_CELL https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/TRAVAGLINI_LUNG_FIBROMYOCYTE_CELL ACTG2 AQP1 CKB CLDN1 CLU COL23A1 FGF18 FNBP1 FNDC1 GREM2 HHIP KCNMA1 KCNMB1 LGR6 LINC00578 PLXNA4 PRUNE2 RAMP1 SBSPON SCARA3 SCX SYNPO2 TCEAL2 WIF1 XIST TRAVAGLINI_LUNG_GOBLET_CELL https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/TRAVAGLINI_LUNG_GOBLET_CELL A4GALT ADGRF1 AGR2 AK2 AKR1C1 AKR1C3 ALDH2 ARL1 ASS1 ATP12A B3GNT3 B4GALT4 BACE2 BIK BPIFA1 BPIFB1 BZW1 C15orf48 C3 CAPN13 CARHSP1 CD82 CHL1 CHP2 CLINT1 CMPK1 COMTD1 COPB2 CP CRABP2 CRACR2B CST3 CSTB CTSB CTSC CXCL1 CXCL17 CXCL6 CYBA CYP2F1 CYP2J2 DHRS9 DNAJC12 DNAJC3 ECE1 FAM114A1 FAM3C FAM3D FBXW5 FKBP11 FUT2 FUT3 FUT6 GALNT6 GLIPR2 GLRX GMDS GNA15 GOLM1 GSTA1 GTF3C6 HS3ST1 IFI16 IGFBP3 KDELR2 KLF4 KRT7 LCN2 LGALS3 LGALS9 LINC00342 LRRC26 MARCKSL1 MDK MGST1 MSMB MUC16 MUC4 MUC5B MYDGF NANS NDRG2 NHERF2 NIBAN1 NUCB2 OAS1 OAT P4HB PAM PDIA4 PDLIM5 PGD PIGR PKM PLAAT4 PLEKHS1 PODXL PSCA PSMB10 PTGES RAMP1 RDH10 REEP3 RER1 RHOC RHOV RND3 RPL18A RRBP1 S100A16 S100P SAT1 SCNN1B SDF2L1 SERINC2 SERPINB3 SERPINB4 SLC12A2 SLC15A2 SLC25A39 SLC26A2 SLC31A1 SLC4A4 SLC5A8 SLC6A14 SLPI SORD SORL1 SPDEF SRD5A3 ST14 ST6GAL1 ST6GALNAC1 STAP2 STEAP1 TGM2 TIMP1 TMPRSS4 TNFSF10 TSPAN8 UAP1 UGP2 VMO1 VTCN1 WFDC2 WFDC21P WNK2 XBP1 TRAVAGLINI_LUNG_IGSF21_DENDRITIC_CELL https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/TRAVAGLINI_LUNG_IGSF21_DENDRITIC_CELL ARHGAP18 ATF3 C1QA C1QB C1QC CCL13 CCL2 CD83 CD93 CPM CSF1R CTSL CXCL16 CXCL2 DAB2 F13A1 FCGR2B FOLR2 GATM GFRA2 GGTA1 GPX3 HNMT HSPA7 IGSF21 LGMN LMNA MAFB MAMDC2 MRC1 MS4A4A MS4A6A MS4A7 MSR1 PDGFC PDK4 PLTP PPIC RNASE1 SERPING1 SLCO2B1 STAB1 TGFBI TMEM176B VSIG4 WLS TRAVAGLINI_LUNG_LIPOFIBROBLAST_CELL https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/TRAVAGLINI_LUNG_LIPOFIBROBLAST_CELL ABL1 ACSL4 ADAMTS4 ALDH1A3 APOD ATP13A3 B4GALT1 BNC2 C1QTNF1 C1S C3 C7 CCDC71L CCDC80 CD74 CDC42SE1 CDKN1A CDON CEBPB CFI COL1A1 COL3A1 CPXM1 CREM CTH CTSH CXCL12 CXCL2 CYP1B1 CYP26B1 DDX21 DEPTOR DKC1 EIF3J ELL2 ELOVL5 ERRFI1 ESYT2 ETF1 FAM124A FGF7 FNDC4 FOSL1 GATA6 GFPT2 GJA1 GLI3 GPNMB GPRC5A GSPT1 HAS1 HAS2 HK2 HOMER1 IFITM1 IGFBP4 IL1R1 KDM6B KHDRBS3 KLF4 KLF9 LDLR LONRF2 MAFF MAPKAPK2 MARCKSL1 MAT2A MCL1 MEDAG MIDN MLLT11 MMP19 MRTO4 MT1A MT2A MYC NAMPT NCOA7 NFIL3 NGF NGFR NIP7 NNMT NOP16 NR4A2 NR4A3 OAF OSR1 PABPC4 PAPPA PDLIM4 PDPN PGAP1 PHLDA1 PI15 PIM1 PITPNC1 PLA2G2A PLAAT4 PLAUR PLIN2 PLSCR1 PNRC1 PPP1R15B PROS1 PSMG1 PTPN1 PVT1 RARRES1 RDH10 REL RGS2 RGS4 RND3 RSPO3 SEMA6A SERPINE2 SERPINF1 SGK1 SH3BP5 SLC19A2 SLC20A1 SOCS3 SPRY2 SPTSSA SRPX STAT3 SULF2 TBX18 TFPI2 TGIF1 THBS2 TIMP1 TIPARP TMSB10 TRIB1 TSHZ2 TUBA1C TWIST1 TYMP UAP1 UGDH VEGFA WT1 ZFAND5 ZFP36L1 TRAVAGLINI_LUNG_LYMPHATIC_CELL https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/TRAVAGLINI_LUNG_LYMPHATIC_CELL ABHD17B ABHD2 ACKR2 ACTN1 ADD3 ADD3-AS1 ADGRG3 AIG1 AKAP12 ANGPT2 ANXA2 APOD APOLD1 ARID5B ARL4A B3GNT7 BACE2 BATF3 BCAT1 BCL7C C1orf198 C6orf141 CCDC80 CCL21 CD200 CD47 CFH CHRDL1 CHST12 CHST15 CLU COL6A2 COLEC12 CREB5 CRTAC1 CST3 CTSD CXXC5 DAD1 DHODH DIPK2B DKK3 DMTN DSP DTX1 EEIG1 EFEMP1 EFNA5 ELK3 ELN EMILIN1 FABP4 FABP5 FAM107B FAM162B FAM174B FHL2 FHL3 FILIP1 FLNC FLT4 FN1 FRMD6 FSCN1 GAS7 GGT5 GGTA1 GLIPR2 GLT8D2 GNAS GPM6A GPR182 GSTA4 GYPC HEBP1 HOMER3 HOXD8 HOXD9 HS3ST1 HSPB1 HYCC1 IGF1 IGFBP5 IGFBP7 IRF8 KLHL4 KRT18 LAMA4 LAMC1 LAPTM5 LAYN LGALS3 LIF LIMS1 LMNA LOX LRATD1 LRRN4CL LSP1 LTBP4 LY96 LYN LYVE1 MAF MAP1B MAP7D3 MEDAG MEGF6 MFAP2 MFAP4 MGLL MGST1 MIR4435-2HG MMP2 MMRN1 MPP7 MRC1 NFIA-AS2 NHSL1 NNMT NR2F1 NR2F1-AS1 NR2F2 NRP2 NTN1 NTS OAF OST4 P3H2 P4HA3 PALM PARD6G PDE1A PDE2A PDGFA PDGFC PDLIM4 PDPN PGAP4 PGM5 PHLDB2 PIEZO2 PKHD1L1 PLBD1 PLIN5 PLP2 PPFIBP1 PPP1R2 PRKAA2 PRKCQ-AS1 PROX1 PRR5 PTPN3 PTPRE PTX3 RAB11FIP1 RAB11FIP5 RAB3IL1 RADIL RARRES2 RASGRP3 RELN RGS16 RHOJ RPL29 RPL39 RPL7 RPS2 RTKN S100A10 SCN3B SCN9A SCNN1B SCRN1 SEMA3A SEMA3D SFRP1 SGCE SIRPA SLC24A1 SLC35E4 SLC38A1 SLC38A2 SLC43A3 SLC7A1 SLCO2B1 SMAD1 SMOC1 SMYD2 SNCG SPHK1 STAB2 STMN1 STON2 TBX1 TFF3 TGFBI TIMP2 TM4SF18 TMEM98 TNFAIP8L3 TRIP6 TSHZ2 TSPAN5 TXN UBTD1 UCP2 UTRN WFS1 TRAVAGLINI_LUNG_MACROPHAGE_CELL https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/TRAVAGLINI_LUNG_MACROPHAGE_CELL ABL2 ACER3 ACP5 ACSL1 ACTN1 ACVRL1 ALDH2 ALOX5AP ANPEP ANXA2 ANXA5 AP2S1 APLP2 APOC1 APOE AQP9 ASAH1 ATP6AP1 ATP6V1B2 ATP6V1F AVPI1 BCL2A1 BID C15orf48 C1QA C1QB C1QC C1orf162 C3AR1 CAPG CCDC88A CCL20 CCRL2 CD163 CD74 CD81 CD9 CLIC4 CNDP2 COMT CORO1C COX17 CST3 CSTA CSTB CTSB CTSC CTSD CTSH CTSL CTSS CXCL1 CXCL16 CXCL2 CXCL3 CXCL8 CYBB DAB2 DEFB1 DENND5A ENG ETHE1 FABP4 FABP5 FAM89A FBP1 FCER1G FCGR2A FCGRT FLVCR2 FMNL2 FN1 FPR1 FTH1 FTL GK GLDN GLIPR2 GLUL GPD1 GPNMB GPX1 GPX3 GPX4 GRINA GRN GSN GSTO1 HBEGF HCAR2 HCK HEXB HLA-DQA1 HLA-DQB1 HLA-DRB1 HLA-DRB5 HLA-DRB6 HNMT HSBP1 HSPB1 IFI6 IGFBP2 IGSF6 IL1A IL1B IL1RN IL6 INHBA ISG15 ITGB8 KLF4 KYNU LAP3 LGALS1 LGALS3 LHFPL2 LPL LRP1 LTA4H LYZ MARCO MCEMP1 MGST1 MGST3 MMP19 MOB3B MPHOSPH6 MRC1 MS4A4A MS4A7 MSR1 MT1E MT1M MYD88 NCF2 NOP10 NPC2 NUPR1 OLR1 OSCAR OTUD1 P2RX4 PDLIM1 PGD PILRA PLAUR PLEC PLEKHB2 PLSCR1 PLXDC2 PNPLA6 PPARG PPT1 PSAP QSOX1 RAB10 RAB31 RAC1 RASGEF1B RBP4 RETN RGCC RHOB RNF13 RTN4 S100A10 S100A11 SCARB2 SDC4 SDCBP SERPINA1 SERPING1 SIGLEC1 SIRPA SLC11A1 SLC15A3 SLC43A2 SLC7A7 SLCO2B1 SMCO4 SNX10 SOD2 SPATS2L STAC TCF7L2 TGFBI TGM2 TNFAIP2 TREM1 TREM2 TSPO TUBA1C TUBB2A TYMP TYROBP VAT1 VDAC1 VIM VSIG4 YBX1 YWHAH TRAVAGLINI_LUNG_MESOTHELIAL_CELL https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/TRAVAGLINI_LUNG_MESOTHELIAL_CELL AADAC ABCA1 ABRACL ACSL4 ADAMTS9 AK6 AKR1A1 ALDH1A3 ALKBH7 ALOX5AP ANKRD28 ANP32B ANXA3 AP1S1 AP2S1 APOA1 APOC1 APOL2 APRT AQP3 ARAP2 AREG ARF6 ARHGAP23 ARL4A ARL6IP1 ARPC1B ARPC5L ASPHD1 ATOX1 ATP13A3 ATP2B1 ATP5F1E ATP5MC2 ATP5MF ATP5MJ ATP6V0E1 B2M B4GALT1 B4GALT5 BACE1 BACH1 BAX BBLN BCL3 BDKRB1 BICC1 BMP2 BNC1 BNC2 BTF3L4 BYSL C19orf33 C19orf53 C1QA C1QB C1QC C1orf162 C2 C3 C4orf48 CA12 CADM3 CALB2 CAPG CASP2 CASP4 CBX3 CCDC25 CCDC71L CCDC80 CCL7 CCNG1 CCNYL1 CD200 CD47 CD55 CD7 CD74 CDH2 CDK5RAP2 CENPW CFB CFI CHI3L1 CHP1 CIB1 CISD1 CITED4 CKS2 CLDN1 CLDN15 CLIC3 CLNS1A CLTC CNIH1 CNIH4 CNKSR3 COL1A1 COL3A1 COL5A2 COTL1 COX17 COX4I1 COX6B1 COX7C CPA4 CPXM1 CRB2 CRLS1 CTDNEP1 CTNNAL1 CTTN CUTA CXADR CXCL6 CYB5A CYP27A1 CYRIB DAB2 DAPK1 DCBLD2 DDX21 DECR1 DHCR24 DKK1 DMKN DPYSL3 DSC3 DSG2 DSP DUSP23 DUSP4 DUSP6 DYNLT1 EBPL ECT2 EEF1B2 EEF1G EFNA1 EFNB2 EIF1AY EIF3A EIF3M EIF4EBP1 ELOC ELOVL5 EMB ENO1 ENY2 EPGN EPHB6 ERGIC3 ERP29 ERRFI1 EVA1C F2RL1 FAAP20 FABP4 FABP5 FAM110C FAM153CP FAM174C FAM20A FBL FBXO2 FCER1G FDCSP FDXR FGG FIS1 FKBP11 FKBP1A FLNB FLNC FMO1 FOXC1 FST FXYD5 GALNT1 GALNT9 GAP43 GAPDH GAS1 GAS5 GATA6 GCHFR GCLM GCSH GFPT2 GGCT GJA1 GMFB GMPPA GMPR GNG11 GNG5 GOLM1 GPX1 GSTK1 GTF2I GTF3C6 H19 HAS1 HDAC2 HDLBP HEG1 HIF1A HIGD2A HINT1 HK2 HLA-B HLA-DMA HLA-DPA1 HLA-DPB1 HLA-DQA1 HLA-DQB1 HLA-DRA HLA-DRB1 HLA-DRB5 HLA-DRB6 HLA-F HMGN1 HMGN3 HNRNPAB HP HPCAL1 HRH1 HS2ST1 HSD17B6 HSPD1 HSPE1 IER5 IFI16 IFI27 IFI30 IFITM1 IFT25 IGBP1 IGFBP1 IGFBP4 IGFL2 IL18 IL1R1 IL1RAP IL20 IL6ST ILF2 ISOC2 ITLN1 JPT1 KCNK1 KDELR3 KDR KIF21A KLF16 KLF5 KLK11 KLK8 KPNA2 KRT10 KRT18 KRT19 KRT5 KRT8 KTN1 LAP3 LETM1 LGALS1 LGALS2 LHFPL2 LINC01133 LRATD2 LRP2 LRRC59 LSM5 LSR LXN LY6E LY96 LYZ MAF MAN2B1 MAP4K4 MARCHF3 MARCKSL1 MARCO MAST4 MCUB MEDAG MEIS2 MELTF MEST METAP2 METRN MFAP2 MFSD2A MGARP MGAT4B MGST1 MICOS10 MIF MIR4435-2HG MMD MPHOSPH6 MPST MRPL11 MRPL12 MRPL14 MRPL23 MRPL36 MRPL41 MRPL51 MRPS21 MRPS33 MRTO4 MSANTD3 MSLN MST1 MT1E MT1F MT1G MT1H MT1L MT1X MT2A MTCH2 MUC16 MYL6B MYRF MZT2A MZT2B NACA2 NAMPT NCL NCOA7 NDUFA1 NDUFA3 NDUFA7 NDUFAF8 NDUFB2 NDUFB5 NECTIN3 NENF NHERF1 NHP2 NME1 NMI NNMT NONO NOP10 NOP16 NPC2 NPM1 NQO1 NSG1 OCIAD2 ODC1 OGN OLA1 OSR1 OSTC PAFAH1B3 PAIP1 PAPPA PDLIM4 PDPN PDXK PDZK1IP1 PGLS PGM2 PHGDH PHLDA2 PHPT1 PIM1 PKP2 PLA2G12A PLA2G2A PLAAT3 PLAAT4 PLIN2 PLOD2 PLSCR1 PODXL POLD4 POLR2I POLR2L PPA1 PPA2 PPIL1 PPP1R14B PPP1R15B PRDX3 PRDX5 PRDX6 PRG4 PRKCI PROCR PRSS23 PSMA2 PSMB8 PSMB9 PSME2 PTGER3 PTGFRN PTGIS PTGS1 PTMA PTPRF PTRHD1 PYCARD RAB13 RAB31 RAB7B RAI1 RAMP2 RARRES1 RBBP8 RBP1 RBP4 RDH10 REC8 RGS10 RGS17 RGS4 RMDN1 RNF145 RNF149 RPA3 RPL10 RPL10A RPL11 RPL12 RPL13 RPL13A RPL13AP5 RPL14 RPL17 RPL18 RPL18A RPL19 RPL22L1 RPL23 RPL23A RPL26 RPL27 RPL27A RPL28 RPL29 RPL31 RPL32 RPL34 RPL35 RPL35A RPL36 RPL36A RPL37 RPL37A RPL38 RPL39 RPL4 RPL41 RPL7 RPL7A RPL8 RPL9 RPLP0 RPLP0P2 RPLP1 RPLP2 RPS10 RPS11 RPS12 RPS13 RPS14 RPS15 RPS15A RPS17 RPS18 RPS19 RPS2 RPS20 RPS21 RPS23 RPS24 RPS25 RPS27 RPS27A RPS27L RPS28 RPS29 RPS3 RPS3A RPS4Y1 RPS5 RPS6 RPS8 RPS9 RPSA RPSA2 RRP1 S100A10 S100A16 S100A6 SAT1 SCAND1 SCO2 SCP2 SDC4 SEC11A SEC61G SELENOH SERP1 SERPINA1 SERPINB2 SERPINB4 SERPINE1 SET SF3B5 SGK1 SH3BGRL3 SH3BP5 SH3GLB1 SIPA1L2 SLC12A8 SLC16A1 SLC18B1 SLC20A1 SLC39A8 SLC7A8 SLIRP SLPI SMOX SNHG29 SNHG5 SNRPD1 SNRPE SNRPF SNRPG SOD2 SPSB1 SPTSSA SQOR SRP19 SSR4 ST3GAL5 STAP2 STAT1 STEAP1 STMN1 STMP1 STXBP2 SULF1 SULF2 SYCE1L SYNCRIP TAF10 TCEAL9 TCTN1 TFPI2 TFRC TGFB1 TGIF1 TGM1 THAP9-AS1 THBS2 TIMM13 TIMM17A TIMM8B TIMM9 TIMP1 TJP2 TM4SF1 TMED3 TMEM132A TMEM134 TMEM141 TMEM14B TMEM14C TMEM160 TMEM165 TMEM176A TMEM219 TMEM256 TMEM258 TMEM70 TMEM91 TMEM98 TMOD3 TMSB10 TMSB4X TNFRSF12A TNFRSF21 TNFSF13B TNFSF14 TNNT1 TOMM22 TOMM5 TP53I3 TP53TG1 TPBG TPM3 TPT1 TRAF4 TRAPPC1 TRAPPC2L TRAPPC5 TRAPPC6A TSPO TSTD1 TUBA1C TUBB2A TUBB3 TXN TXNDC17 TXNL4B TYMP TYROBP UAP1 UBA52 UBE2D1 UBE2L3 UBE2L6 UBE2S UGCG UGDH UGP2 UPK1B UPK3B UQCR11 UQCRB UQCRH UQCRQ UROD UROS UXT VAMP8 VAPA VCAM1 VTN WARS1 WFDC2 WT1 WWC1 ZFAS1 ZMAT3 ZNF330 ZNF593 ZNHIT1 TRAVAGLINI_LUNG_MUCOUS_CELL https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/TRAVAGLINI_LUNG_MUCOUS_CELL ADAM28 ADM AKR1C1 AKR1C2 ALDH1A3 ANKRD36C ANPEP ASS1 ATP12A AZGP1 BACE2 BID BPIFA1 BPIFB1 C15orf48 C3 CBR3 CCL2 CCL20 CDC42EP5 CFB CLU CP CPD CRISP3 CRYM CSF3 CSTB CTSB CTSC CX3CL1 CXCL1 CXCL10 CXCL3 CXCL6 CXCL8 CYP2F1 DEFB4A DUSP23 DUSP5 ERO1A FCGBP GPX3 HILPDA HIPK2 HLA-DQA1 HLA-DQA2 HS3ST1 HSD17B2 IDO1 IFITM1 IGFBP3 IL6 INSR IRAK3 KDR KLK10 KLK11 KLK12 KYNU LAG3 LCN2 LIF LINC00342 LTF LY6E LYN MDK MED24 MMP7 MSMB MUC4 MUC5B MUCL1 NHERF2 PDZK1IP1 PI3 PIGR PLK2 PROM1 PTGES PTP4A3 RARRES1 RASD1 RDH10 REEP3 RHOV RIMS1 RPS26 S100A9 S100P SAA1 SAA2 SAT1 SCGB1A1 SCGB3A1 SERPINA3 SERPINF1 SLC26A2 SLC26A4 SLC4A4 SLC5A5 SLPI SMIM31 SOD2 SORD SRD5A3 ST3GAL1 STT3B TFF3 TFPI2 TGM2 TIMP1 TMC5 TMEM165 TMEM45A TNFAIP2 TNFSF10 TNIP3 TSPAN8 UBD VMO1 WFDC2 XBP1 ZG16B TRAVAGLINI_LUNG_MYELOID_DENDRITIC_TYPE_1_CELL https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/TRAVAGLINI_LUNG_MYELOID_DENDRITIC_TYPE_1_CELL ALDH2 ARHGAP31 AXL CLIC2 CST3 CTSH CTSZ CXCL16 DPYSL2 DSE FGL2 GAS6 HLA-DQA1 HLA-DRB5 KLF4 RAB31 SERPINF1 SNX8 SPINT2 TRAVAGLINI_LUNG_MYOFIBROBLAST_CELL https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/TRAVAGLINI_LUNG_MYOFIBROBLAST_CELL ALDH2 ANGPTL6 ASPN ATP1B1 BCHE C16orf89 CCDC146 CCDC68 CCN2 CD9 CFH CLU CNN3 COL12A1 COL16A1 COL1A1 COL3A1 COMP CREB5 CTHRC1 CXCL14 CYSLTR1 DKK3 DPT ENC1 FGF18 GEM HS3ST3A1 LINC00632 LTBP2 LUZP2 LXN MMP2 NEDD9 NOTUM NTM PAMR1 PCSK1N PDGFC PDLIM3 PKIG POSTN PRELP PSTPIP1 PTGER1 RARRES1 ROBO1 ROBO2 S100A10 SCARA3 SFTA1P SLITRK6 TGFBI TGFBR3 THBD TNC TNFRSF19 TSPAN8 TYRP1 USP18 VCAN VIM WDR91 WIF1 WNT5A TRAVAGLINI_LUNG_NATURAL_KILLER_CELL https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/TRAVAGLINI_LUNG_NATURAL_KILLER_CELL ABHD17A ABI3 ADGRG1 AKNA AKR1C3 ANKRD20A11P AOAH APMAP APOBEC3G AREG ARL4C ARPC2 B2M BIN2 BPGM C12orf75 C1orf21 CALM1 CCDC107 CCL5 CD160 CD244 CD247 CD300A CD7 CEP78 CHST12 CHST2 CLEC2B CLIC3 CMC1 CNOT6L CST7 CTSW CX3CR1 DDIT4 DHRS3 DHRS7 DTHD1 DUSP2 EBP EFHD2 ETS1 F2R FCGR3A FCRL6 FGFBP2 FKBP11 GFOD1 GIMAP7 GNG2 GNLY GPR65 GSAP GYPC GZMA GZMB GZMH GZMM HAVCR2 HDDC2 HLA-C HOPX HSH2D ID2 IFITM1 IGFBP7 IL2RB IL2RG IRF1-AS1 ISG20 ITGAL ITGB2 KLRB1 KLRC1 KLRC2 KLRC3 KLRD1 KLRF1 LITAF MAPK1 MAPRE2 MATK MYBL1 MYOM2 NCALD NHERF1 NKG7 NMUR1 OSBPL5 OSTF1 PFN1 PIP4K2A PLAAT4 PLAC8 PPP2R5C PRDM1 PRF1 PRKCH PRSS23 PTGDR PTPN4 PYHIN1 RAC2 RAP1B RASSF1 RHOC RUNX3 S1PR5 SAMD3 SELPLG SH2D1B SH2D2A SIGLEC7 SLA2 SLAMF7 SPN SPON2 SYNE1 SYTL3 TBX21 TFDP2 TIGIT TMIGD2 TPST2 TTC38 TXK UBB USP28 YPEL1 ZAP70 ZBTB16 TRAVAGLINI_LUNG_NATURAL_KILLER_T_CELL https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/TRAVAGLINI_LUNG_NATURAL_KILLER_T_CELL B2M CD69 CD7 CRTAM CTSW CXCR3 CXCR4 DUSP2 GATA3 GNLY GZMB HLA-C HOPX ID2 IL2RB ITGA1 KLRC1 KLRC2 KLRC3 KLRD1 KRT81 KRT86 MYL12A NKG7 PRF1 RGS1 SH2D1B SLA2 SOCS1 TNFRSF18 XCL1 XCL2 XIST ZNF683 TRAVAGLINI_LUNG_NEUROENDOCRINE_CELL https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/TRAVAGLINI_LUNG_NEUROENDOCRINE_CELL ACTL6B AKR1B1 AMIGO2 APLP1 ASCL1 ATP6V0E2 BAMBI BEX1 BEX2 C3orf14 CALD1 CALY CAMK2B CAMLG CELF3 CHGB CHST1 CIRBP CPE CPLX2 CRMP1 CTNNA2 DDC DGKB DIRAS3 DISP2 DNAJC12 DPYSL3 DRAIC DUSP26 DYNC1I1 ELAVL4 ELMO1 ENO2 EPIST ESPL1 ESPN FXYD2 FXYD6 GFRA3 GNAO1 GNG4 GRIA2 GRP HAGH HLA-A HOXB2 IL17RB INA INSM1 KCNH2 KCNK12 KCTD8 KIF1A KIF5C LRRTM3 LSAMP LYPD1 MAP1B MB MEG3 MIAT MIR7-3HG NCAM1 NEB NEGR1 NENF NEURL1 NNAT NOL4 NOS1AP NPDC1 NRXN1 PAK3 PAM PCBP3 PCSK1 PCSK1N PCSK2 PHGR1 PIEZO2 PITX1 PKIB PODXL2 PPP1R17 PRDX2 PROX1 PTMS PTPRN RALYL RASD1 RIMS2 RPRM RUNDC3A SCG2 SCG3 SCG5 SCGN SCN3A SEC11C SERTAD4BP SEZ6L SLC35D3 SLC35G2 SNAP25 SNAP91 SOD3 SPHKAP SSR4 STMN1 STMN2 STXBP5L SYT1 SYT13 SYT4 SYT7 TAGLN3 TBCA TCEAL7 TCF4 TMEM176A TMEM176B TNFRSF11B TUBB2B UCHL1 UNC80 VAMP2 ZNF483 TRAVAGLINI_LUNG_NEUTROPHIL_CELL https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/TRAVAGLINI_LUNG_NEUTROPHIL_CELL ABHD5 ABTB1 ACSL1 ACTN1 ADAM8 ADGRG3 ADM ALDH16A1 ALOX5AP ALPL AMPD2 ANKRD44 ANPEP APOBEC3A AQP9 ARG1 ARHGAP1 ARHGAP9 ARHGEF1 ARHGEF40 ARPC4 ARRB2 ASPH ATG16L2 ATG2A ATP5F1E ATP6V1F B4GALT1 B4GALT5 BASP1 BBLN BCL2A1 BCL3 BCL6 BEST1 BRD4 BRI3 BST1 BTG2 C16orf54 C4orf3 C4orf48 C5AR1 C5AR2 CA4 CALM3 CASP2 CATIP CCDC88B CCNI CCNJL CDA CDC42SE1 CDK11B CDK2AP2 CEACAM3 CEBPB CEBPD CEBPZ CHI3L1 CHST15 CHTOP CICP27 CIRBP CKAP4 CLEC4D CLEC4E CLEC7A CMTM2 CNPPD1 CORO1A COX5B COX6B1 COX7A2 COX8A CPD CR1 CREB5 CRISPLD2 CSF3R CSNK1D CSTB CTDNEP1 CTSD CTSS CWC15 CXCL8 CXCR1 CXCR2 CYP4F3 CYTH1 DAPK2 DDX17 DENND3 DGAT2 DHX34 DNAH17 DOCK11 DOK3 DUSP1 DYSF EIF4EBP2 ELAPOR1 EMB EMP3 ENTPD1 EPC1 F8A1 FAM107B FAM89B FCGR2A FCGR3B FFAR2 FGD3 FGD4 FKBP5 FKBP8 FOS FPR1 FPR2 FTH1 FTH1P10 FTH1P20 FTH1P3 FTH1P7 FTH1P8 FTL FTLP3 G0S2 G6PD GCA GIGYF1 GLT1D1 GNAI2 GNB2 H3-3A H3P6 HAL HCLS1 HERC1 HLA-B HLX HNRNPUL1 IFITM2 IFITM3 IFRD1 IGF1R IGF2R IL17RA IL18RAP IL1R2 IL1RAP IL2RG IRAK3 IRS2 ITGAX JAML JTB JUNB JUND KCNJ15 KDELR1 KDM6B KLF2 KMT2E-AS1 KY LAMTOR2 LAMTOR4 LCP2 LIMK2 LPAR2 LRG1 LRP10 LRRK2 LUCAT1 MAP1LC3B2 MAPKAPK2 MARCHF6 MARCKS MAST3 MAX MCL1 MEFV MEGF9 METTL26 MGRN1 MHENCR MIDN MKNK2 MME MMP25 MMP9 MNDA MRTFA MSL1 MSRB1 MTND5P32 MX2 MXD1 MYL6 MYO1F MZT2B NAMPT NAMPTP1 NAP1L4 NBEAL2 NBPF10 NCF1 NCF1B NCF1C NCF2 NCF4 NDUFA1 NDUFB1 NDUFB3 NDUFS6 NEAT1 NFAM1 NFE2 NIBAN1 NOP10 NPIPB13 NTNG2 ORAI2 P2RY13 PADI2 PAN3 PCBP1-AS1 PDLIM7 PELATON PELI1 PER1 PFKFB2 PFKFB3 PGD PGGHG PGLYRP1 PHC2 PHOSPHO1 PI4KA PKM PLAUR PLIN5 PLK3 PLPPR2 PLXNC1 POM121 POU2F2 PPP1R35 PPP3CA PREX1 PROK2 PRR13 PSMA6 PTGES3P1 PTGS2 PYGL R3HDM2 R3HDM4 RAB5C RALB RASGRP4 RASSF3 RBM47 RBMS1P1 REPS2 RESF1 RGS18 RGS2 RNA5SP151 RNA5SP207 RNF145 RNF149 RNF213 RNF24 RPL12P12 RPL3P7 RPL7AP30 RPS19BP1 RPS19P3 RPSAP15 RTN3 RUBCNL S100A11 S100A12 S100A6 S100A8 S100A9 S100P SAMSN1 SAT1 SEC14L1 SELENOK SELL SIPA1L2 SIRPB1 SLA SLC11A1 SLC16A3 SLC25A37 SLC2A3 SLC35E2B SLC45A4 SLC6A6 SMAP2 SMCHD1 SNHG3 SOCS3 SOD2 SORL1 SPI1 SPTAN1 SRGN STEAP4 STK38 STX3 SUN2 SUPT16H TAPBP TBL1X TKT TLE3 TLR2 TLR4 TLR6 TMA7 TMCC3 TMEM154 TMEM259 TMEM91 TMSB4XP4 TMUB1 TNFAIP3 TNFRSF10C TNFRSF1A TOP1 TP53INP2 TREM1 TRIB1 TSTD1 TWF2 TXNL4A TYROBP UBALD2 UBE4A ULK1 UNC13D UQCRHL VAMP2 VASP VNN2 VNN3P VSIR WAS WASH3P WASH7P WASHC1 WDFY3 XPO6 YJU2B YPEL3 ZBTB7A ZDHHC18 ZFAS1 ZNF518A ZNF638 TRAVAGLINI_LUNG_NONCLASSICAL_MONOCYTE_CELL https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/TRAVAGLINI_LUNG_NONCLASSICAL_MONOCYTE_CELL ABI3 ADGRE1 ADGRE2 ALDH3B1 AMPD2 AP1S2 APH1B ASAH1 ATG3 ATP1A1 ATP1B3 BCL2A1 BID BRI3 C15orf39 C19orf38 C1orf162 C5AR1 C9orf72 CASP1 CD300A CD300C CD300E CD300LF CD4 CD86 CDH23 CEBPB CFP CHST15 CKB CLEC12A CLEC7A CMTM6 CNIH4 COTL1 CPPED1 CPVL CSF1R CST3 CTSS CUX1 CXCL16 CYBB DMXL2 DUSP1 DUSP6 EHBP1L1 ETS2 FAM110A FCER1G FCGR3A FCGRT FCN1 FGD2 FGL2 FGR FTH1 FTL GCH1 GNS GPBAR1 GSTP1 HCK HES1 HES4 HK3 HMOX1 HSBP1 IFITM3 INSIG1 INSR IRAK3 ISG15 ITGAX KIAA0930 KLF3 KLF4 KYNU LFNG LGALS9 LILRA5 LMO2 LRRC25 LST1 LTA4H LYN LYPD2 LYST MAFB MAP3K1 MARCHF1 MGAT1 MPEG1 MS4A7 MTSS1 MYD88 MYO1G NAAA NAGA NAP1L1 NBPF14 NCF2 NEURL1 NFAM1 NFKBIZ NPC2 NPL OAS1 P2RY13 PAG1 PAPSS2 PECAM1 PHF19 PIK3AP1 PILRA PLXNB2 POU2F2 PPP1R17 PRAM1 PSAP PTPN6 RAB10 RARA RELT RGS18 RGS19 RHOB RHOC RIN1 RNF13 RNF144B RNPEP RRAS RXRA S100A11 SAT1 SCIMP SECTM1 SERPINA1 SFMBT2 SH2D3C SH3BP2 SIDT2 SIGLEC10 SLC11A1 SLC24A4 SLC31A2 SLC7A7 SMCO4 SNN SNX18 SPI1 STXBP2 TAGLN TBC1D8 TBXAS1 TCF7L2 TCIRG1 THEMIS2 TIMP1 TLR4 TNFRSF1B TNFSF10 TNFSF13B TSPAN14 TTYH3 TYMP TYROBP UBE2R2 UNC119 UNC93B1 UTRN VMO1 VMP1 WARS1 ZEB2 ZFAND5 ZNF385A ZNF703 TRAVAGLINI_LUNG_OLR1_CLASSICAL_MONOCYTE_CELL https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/TRAVAGLINI_LUNG_OLR1_CLASSICAL_MONOCYTE_CELL ABCA1 ABL2 ACOD1 ACSL1 ACSL3 ACSL4 ACSL5 ACTB ACTG1 ACTN1 ACTR2 ACTR3 ADA ADA2 ADAM17 ADAM19 ADAM8 ADAM9 ADGRE2 ADM AGFG1 AGO2 AHR AIF1 AK4 ALOX5AP AMPD3 ANGPTL4 ANPEP ANTXR2 ANXA2 ANXA5 APLP2 APOBEC3A AQP9 ARF4 ARF6 ARFGAP3 ARHGAP31 ARHGDIA ARL4A ARL8B ARPC1A ARPC5 ARRB2 ASAP1 ASPH ATF3 ATF5 ATF6 ATP13A3 ATP1A1 ATP1B3 ATP2A2 ATP2B1 ATP2B1-AS1 ATP5F1E ATP5MJ ATP5MK ATP6V1B2 ATP6V1C1 ATP6V1F AZI2 AZIN1 B3GNT5 B4GALT5 BACH1 BASP1 BATF3 BAZ1A BCAT1 BCKDK BCL2A1 BCL3 BID BIRC2 BRI3 BZW1 C15orf48 C1orf122 C3AR1 C4orf3 C5AR1 C9orf72 CAMKK2 CAPNS1 CARD19 CASP1 CASP4 CCL2 CCL20 CCL3 CCL7 CCNL1 CCR1 CCRL2 CD14 CD163 CD274 CD300E CD44 CD53 CD55 CD58 CD83 CD93 CDC42EP2 CDKN1A CDV3 CEBPB CEP170 CFD CFLAR CFP CHD1 CHIC2 CHMP1B CHMP4B CHST11 CHST15 CKAP4 CLDN5 CLEC4A CLEC4D CLEC4E CLEC5A CLEC7A CLIC1 CLIC4 CLTC CMTM6 COX8A CPD CPVL CSF2RA CSF3R CSNK1A1 CSRNP1 CSTA CSTB CTNNA1 CTNNB1 CTSB CTSH CTSL CTSS CUX1 CXCL1 CXCL10 CXCL16 CXCL2 CXCL3 CXCL8 CYBB CYFIP1 CYRIA CYSTM1 CYTOR DAZAP2 DDX21 DDX3X DDX3Y DDX60L DENND5A DGAT2 DICER1 DMXL2 DNAAF1 DNAJB6 DNTTIP2 DOCK10 DOK3 DOT1L DPH3 DPYD DRAM1 DSE DUSP1 DUSP6 DYSF EAF1 ECE1 EFHD2 EHBP1L1 EHD1 EHD4 EIF1 EIF1B EIF4E EIF4G1 EIF4G2 ELK3 ELL ELL2 ELOC EMD EMILIN2 EML4 EMP1 EMP3 ENG ENO1 EPAS1 EPB41L3 EPSTI1 ERBIN ERCC1 EREG ERGIC1 ETF1 ETS2 ETV6 FAM107B FCAR FCER1G FCGR1A FCGR2A FCGRT FCN1 FERMT3 FFAR2 FGR FKBP5 FLNA FLOT1 FLT1 FMN1 FNDC3A FNDC3B FNIP2 FOS FOSB FOSL2 FPGS FPR1 FPR2 FTH1 FTH1P3 FURIN G0S2 GABARAP GABARAPL1 GADD45B GAPDH GBP1 GBP2 GCA GCH1 GK GK5 GLIPR2 GNA12 GNA13 GNA15 GNB1 GNB4 GNG5 GPCPD1 GPR132 GPR137B GPR183 GPR35 GPR84 GPX1 GPX4 GRAMD1A GRB2 GRINA GSAP GSTO1 H3-3B H3P6 HAMP HAVCR2 HBEGF HCAR2 HCAR3 HCK HCLS1 HIF1A HIP1 HIPK2 HIPK3 HIVEP2 HIVEP3 HMGA1 HMOX1 HNRNPA2B1 HNRNPA3 HNRNPC HNRNPM HPSE HS3ST3B1 HSBP1 HSPA5 ICAM1 IER3 IFI30 IFIT3 IFITM3 IFNAR1 IFNGR2 IGSF6 IL10 IL13RA1 IL1A IL1B IL1R1 IL1R2 IL1RAP IL1RN IL4I1 IL4R IL6 IL6R IL6ST INSIG1 IPO7 IQGAP1 IRAK1 IRAK2 IRAK3 IRF2BP2 IRF7 IRS2 ISG15 ITGA5 ITGAV ITGAX ITPRIPL2 IVNS1ABP JAK1 JARID2 KANK1 KCNN4 KCTD12 KCTD20 KDELR2 KDM6B KDM7A KLF10 KLHL5 KPNA4 KRAS KYNU LACC1 LACTB LAIR1 LAP3 LAT2 LCP1 LCP2 LDHA LGALS1 LHFPL2 LILRA1 LILRA5 LILRA6 LILRB1 LILRB2 LILRB3 LILRB4 LIMK2 LIMS1 LITAF LMNB1 LRG1 LRRC8C LST1 LUCAT1 LY96 LYN LYZ MAD2L2 MAFB MAML2 MAP1LC3B MAP2K1 MAP2K3 MAP3K20 MAP3K7CL MAP3K8 MAP4K4 MAPKAPK2 MAPRE1 MARCHF2 MARCKS MARCKSL1 MAT2A MCEMP1 MCL1 MCUB MED13 METRNL METTL9 MIDN MIR22HG MIR3945HG MIR4435-2HG MKKS MMP19 MPHOSPH6 MPP1 MS4A7 MSN MT2A MTCH1 MTF1 MTSS1 MX2 MXD1 MYD88 MYH9 MYL6 MYO1G N4BP1 N4BP2 NABP1 NAMPT NBN NBPF10 NBPF14 NCF2 NCOR2 NDRG1 NDST2 NDUFV2 NEAT1 NECTIN2 NEK6 NFAT5 NFKB1 NFKBIA NFKBIE NIBAN2 NINJ1 NLRP3 NOP10 NOTCH2 NPC2 NRIP3 NUMB NUP62 NUS1 ODF3B OGFR OLIG1 OLR1 OSM OTUD1 P2RX4 PARP14 PCBP1 PCNX1 PDE4A PDE4B PDLIM7 PDSS1 PDXK PEA15 PEDS1 PELATON PELI1 PET100 PFKFB3 PFN1 PGK1 PHC2 PHLDA2 PICALM PID1 PIK3AP1 PIK3R5 PIM3 PITPNA PKM PLAUR PLEC PLEK PLEKHB2 PLEKHG2 PLEKHO2 PLIN3 PLK3 PLSCR1 PMEPA1 PNP PNPLA8 PNRC1 POMP PPIF PPP1CB PPP1R15A PPP1R15B PPP1R18 PPP1R3B PPP4C PRELID1 PRNP PSAP PSEN1 PSMA6 PSTPIP2 PTAFR PTGER2 PTGS2 PTPN1 PTPN12 PTPN2 PTX3 PURB PXN QKI QPCT RAB10 RAB13 RAB1A RAB20 RAB31 RAB7A RAB8B RABGEF1 RAC1 RALA RALGDS RANBP2 RAPGEF1 RAPGEF2 RARA RASSF4 RBM17 RBM47 RBMS1 RBP7 RELB RGCC RGL1 RGS10 RHOA RILPL2 RIN2 RIPK2 RN7SL1 RNF144B RNF145 RNF19B ROCK1 RP2 RPS24 RPS26 RPS9 RRAGC RTN4 RUNX1 RYBP S100A10 S100A11 S100A12 S100A6 S100A8 S100A9 SAMSN1 SAR1A SAT1 SAT2 SBNO2 SCO2 SDC2 SDCBP SEC61B SEC61G SEMA6B SERF2 SERP1 SERPINA1 SERPINB1 SERPINB8 SERPINB9 SFPQ SH2B3 SH3BP2 SH3GLB1 SHOC2 SIGLEC10 SIGLEC14 SIGLEC9 SIPA1L1 SIRPA SKI SKIL SLA SLAMF1 SLC11A1 SLC15A3 SLC16A10 SLC16A3 SLC16A6 SLC1A3 SLC25A37 SLC2A3 SLC2A6 SLC36A4 SLC39A8 SLC43A2 SLC43A3 SLC44A1 SLC66A2 SLC6A6 SLC7A5 SLCO4A1 SMCO4 SMIM3 SMPDL3A SMS SNAI1 SNHG15 SNHG16 SNN SNX10 SNX9 SOCS3 SOD2 SPAG9 SPCS3 SPHK1 SPI1 SPPL2A SQLE SQOR SRC SRGN ST3GAL2 STARD4 STAT3 STEAP4 STK24 STK40 STX11 STX6 STXBP2 SUB1 SURF4 SUSD6 SYK TCIRG1 TCN2 TET2 TFRC TGFBI THBD THBS1 TIMM17A TIMP1 TLE3 TLNRD1 TLR2 TLR4 TMED5 TMEM120A TMEM165 TMEM167A TNFAIP2 TNFAIP3 TNFAIP6 TNFAIP8 TNFRSF1A TNFRSF1B TNFSF8 TNIP1 TNIP2 TNIP3 TNS3 TOM1 TOP1 TP53BP2 TPM4 TPP1 TPST1 TPT1 TRAF1 TRAPPC5 TREM1 TRIM25 TRIP12 TRMT6 TYMP TYROBP UAP1 UBE2D1 UBE2D3 UBE2E1 UBE2Z UBL5 UBR4 UFM1 UPP1 USP32 VASP VCAN VDR VEGFA VIM VPS9D1 WARS1 WDFY3 WDR1 WTAP XBP1 YBX3 YWHAE YWHAG YWHAZ ZBTB43 ZC3H12A ZDHHC20 ZEB2 ZFP36L1 ZMIZ1 ZNF267 ZNF385A ZNF706 ZNFX1 ZSWIM6 ZYX TRAVAGLINI_LUNG_PERICYTE_CELL https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/TRAVAGLINI_LUNG_PERICYTE_CELL ADAMTSL3 ADCY3 ADGRD1 ADGRF5 ADGRG6 AFAP1L2 AGTR1 ANKRD44 APOE APOLD1 ARHGDIB ARHGEF17 B2M CADM1 CCDC102B CCDC68 CDH19 CDH6 CHN1 CHST2 CLMN COL4A1 COL4A2 COX4I2 CPM CSPG4 DGKG DPYSL2 DUSP4 EBF1 EFEMP1 EFHD2 EGFL6 ESAM ETV5 EZR F2R FAM162B FARP1 FOXF1 FOXF2 GABRB2 GJA4 GJC1 GMFG GPC4 GPX3 GUCY1A2 HIGD1B HSPA2 IGFBP2 IMPA2 INSC ITGA1 ITM2C KCNK17 KCNK3 LAMB1 LAMC3 LPL LRCOL1 MATN3 MCAM MEST MYO10 MYO1B NCK2 NDRG1 NDUFA4L2 NID1 NOTCH3 NRCAM OBSCN P2RY14 PAG1 PCDH1 PCDH18 PDE8B PDGFRB PDZD2 PEAR1 PERP PLCB1 PLCE1 PLXDC1 PON2 PRDM1 PREX2 PTN RFTN1 RGN RGS5 RPS6KA2 SEMA5A SEMA6D SGIP1 SLC12A2 SLC35B3 SORT1 SPRY4 STOM SYNM TACC1 TBX5 TESC TMEM204 TNFRSF21 TRIB2 TRPC6 TTYH2 TXNIP UXS1 VSNL1 WLS TRAVAGLINI_LUNG_PLASMACYTOID_DENDRITIC_CELL https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/TRAVAGLINI_LUNG_PLASMACYTOID_DENDRITIC_CELL ABHD15 AEBP1 AFF3 ANKRD53 APP ATP13A2 BCL11A BMF C12orf75 CARD11 CBFA2T3 CCDC50 CCDC88A CD4 CDYL CIB2 CLEC4C COBLL1 CORO1C CSF2RB CUX2 CXCR3 CYB561A3 DAB2 DNASE1L3 DUSP5 EGLN3 EIF2AK4 EPHA2 EPHB1 FLNB GAPT GAS6 GPM6B GPR183 GPX1 IRF4 IRF8 ITM2C KCNK17 KRT5 LAMP5 LGMN LINC00996 LRRC26 LTK MAP1A MCOLN2 MGLL MPEG1 MYBL2 MZB1 NAPSB NIBAN3 NOPCHAP1 NR3C1 NRP1 NUP210 P2RY14 PACSIN1 PARVB PFKFB2 PHEX PLD4 PLXNA4 PMEPA1 PPM1J PPP1R14B PROC PTCRA PTPRS RASD1 RNASE6 RNASET2 RNF130 RRBP1 RUNX2 SCAMP5 SCN9A SEC61B SEL1L3 SERPINF1 SH2B3 SIDT1 SLC20A1 SLC35F3 SLC7A5 SMIM5 SMPD3 SPIB SPNS3 ST6GALNAC4 STMN1 SULF2 SYK TAMALIN TBC1D8 TCF4 TGFBI THBD TLR7 TNFRSF21 TOX2 TP53I11 TPM2 TSPAN13 UGCG UNC93B1 VASH2 VEGFB ZFAT TRAVAGLINI_LUNG_PLATELET_MEGAKARYOCYTE_CELL https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/TRAVAGLINI_LUNG_PLATELET_MEGAKARYOCYTE_CELL ABCB6 ABCC3 ABCC4 ABHD16A ABI1 ABLIM3 ACRBP ACSBG1 ACTB ACTN1 ACTR3B ACVR1 ADIPOR1 AFAP1L2 AGPAT1 AGR2 AGR3 AHCTF1 AIG1 AKIRIN2 ALOX12 AMD1 ANAPC5 ANKRD9 ANO6 AP1M2 AP2M1 AP2S1 APP AQP10 ARF1 ARF3 ARF4 ARG2 ARHGAP18 ARHGAP21 ARHGAP45 ARHGAP6 ARMC3 ARPC1B ARPC4 ARPC5 ARRB1 ASAP1 ASAP2 ATP2A3 ATP6V0E1 ATP9A BAIAP2 BBC3 BBLN BCL2L1 BEND2 BEX3 BICD2 BIN2 BLOC1S6 BMP6 BNIP3 BRD3 C12orf76 C19orf33 C1orf198 C20orf85 C20orf96 C2orf88 C9orf24 CA2 CABP5 CALD1 CALM1 CALM3 CAMTA1 CAP1 CAPN1 CAPS CAPSL CAPZA2 CARD19 CASP3 CAV2 CAVIN2 CCDC103 CCDC78 CCDC85B CCL5 CCND3 CCNG1 CD151 CD226 CD27-AS1 CD36 CD47 CD9 CDK2AP1 CDKN1A CDKN2D CENPT CERS2 CETN2 CFAP144 CFAP161 CFAP276 CFAP45 CFAP90 CHMP6 CIBAR2 CLDN3 CLDN4 CLDN5 CLEC1B CLIC1 CLIC4 CLTA CLU CMIP CMPK1 CMTM5 CMTM6 CNST CORO1C CP CTDSPL CTSA CTTN CXCL17 CXCR2P1 CYB5A CYB5R1 CYB5R3 CYP4B1 CYREN CYTH2 CYTOR DAAM1 DAB2 DAPP1 DCLRE1A DERA DHRS3 DIAPH1 DMTN DNAJB6 DNM3 DOK1 DOK2 DPCD DUSP22 DYNLL1 DYNLRB2 ECRG4 EGLN3 EIF2AK1 EIF4E EIF4G2 ELF3 ELOVL7 EMC3 ENDOD1 ENKUR EPCAM EPOR ESAM ETFA F11R F13A1 F2R F2RL3 FAM110A FAM30A FAM81B FANK1 FAXDC2 FERMT3 FHL1 FHL2 FKBP1A FKBP8 FLNA FOLR1 FOXJ1 FRMD3 FRMD4B FSTL1 FSTL4 FXYD3 GABARAPL2 GADD45A GAPDH GAS2L1 GATA1 GET1 GFI1B GGTA1 GMPR GNAS GNAZ GNB5 GNG11 GP1BA GP6 GP9 GPX1 GPX4 GRAP2 GRHL1 GRK5 GRTP1 GSN GSTA1 GSTO1 GSTP1 GTPBP2 GUCY1A1 GUCY1B1 H1-0 H1-2 H2AC6 H2AC8 H2AJ H2BC12 H2BC21 H2BC5 H2BC8 H2BC9 H3C10 H3P6 HACD4 HBA1 HBB HBQ1 HDAC5 HEMGN HEXIM2 HGD HHEX HIGD1A HK1 HLA-E HMG20B HMGB1 HOATZ HPCAL1 ICAM2 IFRD1 IGF1R IGF2BP3 IGFBP2 ILK INAFM2 INF2 INKA1 INKA2 INSIG1 IRAK2 IRX3 ISCA1 ITGA2B ITGB1 ITGB3 ITGB5 ITM2B JAM3 KIAA0513 KIF2A KIFC3 KLF5 KRT18 KRT19 KRT7 KRT8 LAMTOR1 LAT LCN2 LDLRAP1 LEPROT LGALS12 LGALSL LIMS1 LINC00853 LINC00938 LINC01011 LINC01089 LINC02915 LPAR5 LRRIQ1 LTBP1 LY6G5C LY6G6F LYL1 LYPLAL1 LYPLAL1-AS1 MACIR MAD2L1BP MAFG MAP2K3 MAP3K7CL MAPRE2 MARCHF2 MAX MCUR1 MDM1 MEIS1 MEPCE MFAP3L MFSD1 MGLL MICU1 MINDY1 MIR4435-2HG MIR6843 MISP3 MKRN1 MLH3 MMD MMRN1 MOB1A MOB1B MOB3C MORN2 MPIG6B MPL MPP1 MPST MS4A8 MSANTD3 MTFR1L MTURN MYCT1 MYH9 MYL12A MYL6 MYL9 MYLK MYZAP N4BP2L1 NAP1L1 NAT8B NCK1-DT NCK2 NCKAP1 NCOA4 NDUFA5 NDUFA6 NDUFAF3 NDUFS5 NENF NEXN NFE2 NOMO1 NORAD NRGN NSMCE3 NT5C3A NT5M NUTF2 OAZ1 ODC1 OSBPL6 OST4 P2RY12 PACSIN2 PAIP2 PARD3 PARK7 PARVB PBX1 PCP2 PCSK6 PCYT1B PDCD10 PDE5A PDGFA PDGFA-DT PDLIM1 PDLIM4 PDLIM7 PDZK1IP1 PEAR1 PEDS1 PF4 PF4V1 PGRMC1 PIERCE1 PIFO PIGR PIK3CB PIP PIP4K2A PIP4P2 PKM PLA2G12A PLEK PLEKHO1 PNMA1 PPBP PPDPF PPM1A PPP1R14A PPP3R1 PRDX5 PRDX6 PRKAR1B PRKAR2B PRKCD PROS1 PRR7 PRUNE1 PSCA PSTPIP2 PTCRA PTGIR PTGS1 PTK2 PTPN18 PTPRJ PTTG1IP PVALB PYGL R3HDM4 RAB10 RAB11A RAB27B RAB32 RAB37 RAB4A RAB6B RAB8A RABGAP1L RAC1 RAP1B RAP2B RARG RASA3 RASGRP2 RBBP6 RBPMS2 RBX1 RDH11 RGS10 RGS18 RGS6 RHEB RHOBTB1 RILPL1 RIOK3 RIT1 RNF11 ROPN1L RPA1 RPL23AP7 RSPH1 RSPH9 RSU1 RTN3 RTN4 RUFY1 SAT1 SCFD2 SCGB1C1 SCGB1C2 SCN1B SDC4 SEC14L1 SELP SEMA4D SENCR SEPTIN4 SERPINE2 SH3BGRL SH3BGRL2 SH3BGRL3 SH3TC2 SIAE SIAH2 SLA2 SLBP SLC34A2 SLC39A3 SLC40A1 SLC44A4 SLC6A4 SLPI SMIM22 SMIM3 SMIM5 SMOX SNAP23 SNCA SNN SNTN SPARC SPHK1 SPINT2 SPNS1 SPOCD1 SQSTM1 SRC SRSF8 SSBP2 SSX2IP STOM STON2 STRN4 STX11 STXBP2 SUSD3 SWI5 SYMPK SYTL4 TACC3 TACSTD2 TAGLN2 TAL1 TALDO1 TAOK3 TBC1D20 TBXA2R TCEAL9 TDRP TFPI TGFB1 TGFB1I1 TJP2 TLK1 TLN1 TM2D2 TM6SF1 TMBIM1 TMC5 TMCC2 TMEM140 TMEM17 TMEM219 TMEM40 TMEM50A TMEM64 TMEM91 TMSB4X TNFSF4 TNNC2 TNS1 TPM1 TPM3 TPM4 TPPP3 TPST2 TPTEP1 TRAPPC3L TRAPPC5 TREML1 TRIM58 TSC22D1 TSC22D4 TSPAN1 TSPAN18 TSPAN33 TSPAN9 TSPOAP1-AS1 TST TUBA1C TUBA4A TUBA8 TUBB1 TUBB4B TWSG1 UBA7 UBAC2 UBE2E3 UBE2O UBL4A UBXN11 UBXN6 UNC13D UQCRH USF2 UXS1 VAMP7 VAPA VCL VDAC3 VIM-AS1 WBP2 WDR1 WDR11-DT WFDC2 WHAMMP2 WHAMMP3 WIPI1 WRNIP1 WWC1 XPNPEP1 YIF1B YPEL5 YWHAH YWHAZ ZCCHC17 ZFYVE21 ZGLP1 ZMYND10 ZNF185 ZNF271P ZNF367 ZNF542P ZYX TRAVAGLINI_LUNG_PROLIFERATING_BASAL_CELL https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/TRAVAGLINI_LUNG_PROLIFERATING_BASAL_CELL A4GALT ABHD16A ABRACL ABT1 ACAT2 ACBD6 ACOT7 ACP1 ADAM15 ADGRG1 ADH1C ADH7 ADISSP ADRM1 ADSL AGGF1 AGR2 AHCY AIP AK2 AKR1A1 AKR1B10 AKR7A2 ALDH3A1 ALDH7A1 ALDOA ALKBH7 ALOX15 ANAPC11 ANAPC5 ANLN ANP32B ANP32E AP2M1 AP2S1 APEX1 AQP3 AQP5 ARFRP1 ARHGAP11A ARL4A ARL4D ARL6IP1 ARPC1A ARPC2 ASF1B ASPM ATAD2 ATAD5 ATP1B3 ATP5F1A ATP5F1B ATP5F1C ATP5F1D ATP5MC1 ATP5MC2 ATP5MC3 ATP5PB ATP5PO ATXN10 AURKA AURKB AVPI1 BAG1 BARD1 BAZ1B BCL11A BCL2L12 BCL7C BEND5 BHLHE40 BIRC5 BRCA2 BSG BTF3 BUB1 BUB1B BUB3 BUD13 C16orf74 C19orf48P C1QBP C1orf35 C3orf14 CACYBP CALD1 CALML3 CAMLG CAPG CAPN1 CARHSP1 CARS2 CBR1 CBX3 CBX5 CCDC34 CCDC90B CCNA2 CCNB1 CCNB2 CCT2 CCT3 CCT4 CCT5 CCT6A CCT7 CD320 CD82 CDC123 CDC20 CDC45 CDC6 CDCA2 CDCA3 CDCA4 CDCA5 CDCA7L CDH3 CDK1 CDK16 CDK2AP1 CDK4 CDKN2C CDKN2D CDKN3 CDT1 CENPA CENPE CENPF CENPH CENPK CENPM CENPN CENPS CENPU CENPW CEP55 CFL1 CHCHD10 CHCHD3 CHEK1 CHEK2 CHST9 CHTF18 CKAP2 CKAP2L CKMT1B CKS1B CKS2 CLCA2 CLDN10 CLEC2B CLN6 CLNS1A CLPTM1 CLSPN CMAS CNOT2 COA8 COMMD4 COMTD1 COPS3 COPS8 COQ2 COX4I1 COX5A COX6B1 COX7B COX8A CRBN CSE1L CSNK2B CSTA CXCL14 CYBA CYC1 CYP2S1 DANCR DAPL1 DBF4 DCK DCTN2 DCTPP1 DDB2 DDIT4 DDX39A DEFB1 DEK DEPDC1 DGCR6L DHFR DIAPH3 DKC1 DLEU1 DLGAP5 DLK2 DNAJC8 DNAJC9 DNMT1 DPYSL3 DSC3 DSP DTYMK DUT E2F8 ECHS1 ECI1 ECT2 EEF1A1 EEF1B2 EEF1D EEF1G EEF2 EIF2AK1 EIF2D EIF2S3 EIF3D EIF3E EIF3F EIF3I EIF3K EIF3L EIF3M EIF4EBP1 EIF4H ENO1 EPRS1 ESCO2 ESD ESRP1 ETFA ETFB ETHE1 EXOSC3 EXOSC8 EZH2 F12 FABP5 FAM107A FAM111A FAM111B FAM162A FAM3B FAM3C FAM3D FAM83D FANCD2 FANCI FBL FBLN1 FDPS FEN1 FERMT1 FGFBP1 FHL2 FIBP FKBP1A FKBP3 FKBP4 FKBP5 FMO2 FN3KRP FOXM1 FOXN3 FXYD5 GADD45A GAPDH GAS5 GCHFR GDI2 GGCT GGH GHITM GINS2 GJB3 GLRX5 GLTP GLUL GMNN GNAI1 GOT1 GOT2 GPAA1 GPC1 GPN3 GPSM2 GPX2 GRHPR GSS GSTM4 GSTO1 GSTP1 GSTZ1 GTF3A GTSE1 GUSB GYPC H1-1 H1-3 H1-4 H1-5 H19 H2AX H2AZ1 H2AZ2 H4C3 HADH HADHA HADHB HAUS1 HAUS4 HCAR2 HDAC1 HDAC2 HEBP2 HELLS HES1 HES4 HEXB HEY1 HIGD2A HINT1 HJURP HMGA1 HMGB1 HMGB2 HMGB3 HMGN1 HMGN2 HMGN5 HMMR HNRNPA1 HNRNPA2B1 HNRNPA3 HNRNPAB HNRNPD HNRNPR HNRNPUL1 HP1BP3 HRAS HS3ST1 HSD17B10 HSPA9 HSPB1 HSPD1 HTATSF1 IDH2 IDH3G IFI16 IGBP1 IGFBP2 IGFBP3 IGFBP4 IGFBP6 IKBIP IL33 ILF2 IMMT IMPDH2 INTS10 INTS11 IP6K2 ISLR ISOC2 ISYNA1 ITGB1BP1 ITGB3BP ITGB4 JPT1 JUP KARS1 KCTD1 KHDRBS1 KIF11 KIF20A KIF20B KIF21A KIF22 KIF23 KIF2C KIF4A KIFC1 KNL1 KNSTRN KPNA2 KRT13 KRT14 KRT15 KRT16 KRT17 KRT19 KRT5 KRT6A KRTCAP3 LAD1 LAGE3 LARP6 LDHB LGALS7B LIME1 LINC00958 LINC01133 LMF2 LMNB1 LMNB2 LMO4 LOC389831 LRRCC1 LSM2 LSM3 LSM4 LSM5 LSM8 LY6D LY6E MACROD1 MACROH2A1 MACROH2A2 MAD2L1 MAD2L2 MARCKS MCM3 MCM5 MCM6 MCM7 MDH1 MDH2 MDK MEA1 MELK METTL23 METTL5 METTL9 MGME1 MGST2 MIF MIR205HG MIS18A MIS18BP1 MKI67 MKKS MLF2 MMAB MMP10 MND1 MPC2 MPG MRPL11 MRPL12 MRPL13 MRPL18 MRPL21 MRPL28 MRPL37 MRPL51 MRPS15 MRPS16 MRPS26 MSH2 MTCH1 MTERF3 MTFP1 MTFR2 MTG1 MTHFD1 MXD3 MYL6B MZT1 MZT2A MZT2B NAA10 NABP2 NACA NAP1L1 NAP1L4 NAPRT NASP NCAPD2 NCAPD3 NCAPG NCAPG2 NCAPH NCL NCOR1 NDC80 NDUFA10 NDUFA9 NDUFB10 NDUFB5 NDUFB9 NDUFS2 NDUFS3 NDUFS8 NDUFV1 NEK2 NFIA NHERF1 NHP2 NME1 NMU NOB1 NONO NOP53 NOP56 NPM1 NPM3 NRM NSG1 NT5C NUCKS1 NUDT1 NUDT21 NUDT22 NUDT8 NUF2 NUP37 NUSAP1 OAF OAT OLA1 ORAI3 ORC6 OXA1L P4HB PA2G4 PABPC1 PAFAH1B3 PAGR1 PAICS PARK7 PARP1 PARP2 PAXX PBK PCBP2 PCLAF PCMT1 PCNA PDCD4 PDCD5 PDHA1 PDHB PDIA6 PDLIM1 PERP PFKL PFN1 PGAM1 PHB1 PHB2 PHF19 PHF20L1 PHGDH PIGT PIH1D1 PIK3R1 PIMREG PITX1 PKM PKMYT1 PKP1 PKP3 PLEKHA5 PLK1 PLP2 POC1A POLD2 POLD4 POLE4 POLR1D POLR1E POLR2E POLR2G POP7 POSTN PPIA PPIG PPIH PPM1G PPP1CA PPP1CC PPP1R13L PPP1R14B PPP5C PRC1 PRDX2 PRDX3 PRIM1 PRKDC PRKRA PRMT1 PRPF19 PRPF38B PRPS2 PRPSAP1 PRRG4 PRSS23 PRXL2A PSIP1 PSMA2 PSMB1 PSMB7 PSMB8 PSMB9 PSMC3 PSMC4 PSMD14 PSMD2 PSMD4 PSMD7 PSMD8 PSME1 PSME2 PSMG2 PTGES3 PTGR1 PTMA PTN PTPRZ1 PTTG1 PXMP2 PYCARD RAB13 RAB34 RACGAP1 RACK1 RAD21 RAD51 RAD51AP1 RAD51C RAN RANBP1 RAP1B RASSF1 RASSF6 RBBP7 RBM3 RCC1 RCC2 RCN2 REEP4 RFC2 RFC4 RFC5 RHEB RHNO1 RHOBTB3 RHOC RMI2 RNASEH2A RNASEH2B RNASEH2C RND3 RPA1 RPL10 RPL10A RPL11 RPL13 RPL13A RPL14 RPL15 RPL18 RPL18A RPL19 RPL23A RPL26 RPL28 RPL29 RPL3 RPL32 RPL39L RPL4 RPL6 RPL7 RPL7A RPL8 RPLP0 RPLP1 RPN2 RPS12 RPS15 RPS15A RPS16 RPS17 RPS18 RPS19 RPS2 RPS23 RPS27A RPS3 RPS3A RPS4X RPS5 RPS6 RPS7 RPS8 RPS9 RPSA RPSA2 RRM1 RRM2 RTRAF RUSC1 RWDD1 S100A14 S100A16 S100A2 SAC3D1 SAE1 SCCPDH SDHA SDHAF3 SEC11A SERINC2 SERPINB13 SERPINB3 SERPINB4 SERPINB5 SERPINF1 SF3A2 SFN SGO1 SGO2 SHMT2 SIVA1 SKA2 SLBP SLC1A5 SLC25A11 SLC25A3 SLC25A39 SLC25A5 SLC25A6 SLC2A1 SLITRK6 SMARCC1 SMC1A SMC2 SMC3 SMC4 SMIM15 SMS SNAI2 SNCA SNF8 SNHG29 SNHG32 SNHG5 SNHG7 SNRNP25 SNRNP40 SNRPA SNRPA1 SNRPB SNRPD1 SNRPE SNRPF SNRPG SOX15 SOX2 SPC25 SPRY1 SRM SRP9 SRSF2 SRSF3 SRSF9 SSBP1 SSRP1 ST6GALNAC1 STAT1 STMN1 STOML2 STRAP SUCLG1 SULT2B1 SUMO2 SUMO3 SUN2 SUPT16H SYPL1 SYTL1 TACC3 TACSTD2 TALDO1 TCEAL2 TCF19 TCF4 TCP1 TECR TERF1 TEX264 TEX30 TFDP1 THOC3 TIMM10 TIMMDC1 TIMP1 TK1 TKT TMEM106C TMEM123 TMEM14A TMEM237 TMEM54 TMPO TMX1 TNC TNFSF10 TOMM22 TOMM40 TOMM5 TOP2A TP53 TP53I13 TP63 TPGS2 TPI1 TPM2 TPR TPRKB TPX2 TRAP1 TREX1 TRIM29 TRIM59 TRIM7 TRIP13 TRIP6 TROAP TSC22D3 TSEN34 TSHZ2 TSKU TSPO TSR3 TTK TUBA1B TUBA1C TUBA4A TUBB TUBG1 TUFM TXN TXNIP TXNL1 TYMS TYMSOS UACA UBA2 UBA52 UBAC1 UBE2C UBE2D2 UBE2E3 UBE2I UBE2S UBE2T UBE2V2 UCHL3 UCHL5 UFD1 UGP2 UHRF1 UPF3A UPK1B UQCC2 UQCC3 UQCRC1 UQCRC2 UQCRH USP1 UXT VDAC1 VDAC2 VDAC3 VPS29 VRK1 WASF2 XRCC5 XRCC6 YBX1 YEATS4 YWHAH YWHAQ ZDHHC12 ZFYVE21 ZNF43 ZNF581 ZNF703 ZWINT TRAVAGLINI_LUNG_PROLIFERATING_MACROPHAGE_CELL https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/TRAVAGLINI_LUNG_PROLIFERATING_MACROPHAGE_CELL AAMDC ABCG1 ABCG2 ABHD12 ABHD5 ACAA2 ACADVL ACAT1 ACAT2 ACER3 ACO1 ACOT13 ACOT4 ACOT7 ACP5 ACTN1 ACVRL1 ACYP2 ADAMTSL4 ADISSP ADPGK ADTRP AGPAT2 AGRP AK6 AKIP1 AKR1A1 AKR1B1 AKR1C2 AKR1C3 AKR7A2 ALAS1 ALCAM ALDH1A1 ALDH2 ALDH3A2 ALDH7A1 ALDOA ALG9 ALOX5 ALOX5AP AMIGO2 ANAPC11 ANG ANLN ANP32B ANP32E ANPEP ANXA1 ANXA2 ANXA4 ANXA5 AP2S1 APIP APLP2 APOC1 APOE APOL4 AQP3 ARHGAP11A ARHGAP18 ARL2 ARL4A ARL6IP1 ARPC1B ARPC2 ARPC3 ARPC5 ARRDC4 ASAH1 ASF1B ASPM ASRGL1 ATAD2 ATG3 ATL3 ATOX1 ATP1B1 ATP1B3 ATP2B1 ATP2C1 ATP5F1C ATP5MC3 ATP5PF ATP6AP1 ATP6AP2 ATP6V0B ATP6V0C ATP6V0D1 ATP6V0E1 ATP6V1D ATP6V1E1 ATP6V1F ATP6V1H AURKA AURKB AVPI1 AXL B2M BANF1 BARD1 BATF3 BAX BCAP29 BCAP31 BCL2A1 BCL2L12 BHLHE40 BHLHE41 BIRC5 BLOC1S1 BLOC1S2 BLVRA BLVRB BRCA1 BRCA2 BRI3 BSG BST1 BTG3 BUB1 BUB3 C1QA C1QB C1QC C1orf162 C2 C3orf14 C8B CACYBP CALM1 CALM2 CALM3 CALU CAMP CAPG CAPZA2 CARHSP1 CAT CAVIN3 CBR1 CBR3 CCDC18 CCDC34 CCDC47 CCDC88A CCL18 CCL20 CCL23 CCNA2 CCNB1 CCNB2 CCRL2 CCT5 CD14 CD151 CD163 CD164 CD47 CD52 CD58 CD59 CD63 CD68 CD74 CD81 CD86 CD9 CDC20 CDCA2 CDCA3 CDCA5 CDCP1 CDK1 CDK4 CDKN2A CDKN2C CDKN3 CDT1 CENPA CENPE CENPF CENPH CENPK CENPM CENPN CENPS CENPU CENPW CEP55 CES1 CFD CFL1 CHCHD2 CHMP5 CIAO2A CIP2A CISD2 CKAP2 CKAP2L CKS1B CKS2 CLDN7 CLIC4 CLSPN CLTA CNIH4 COA6 COLEC12 COLGALT1 COMMD4 COMT COPRS COQ2 CORO1C COX5A COX6C COX8A CPE CPVL CREG1 CRIP1 CRNDE CSE1L CST3 CSTA CSTB CTNNA1 CTNNB1 CTSA CTSB CTSC CTSD CTSH CTSL CTSS CTSZ CXCL1 CXCL10 CXCL16 CXCL2 CXCL3 CXCL5 CXCL8 CYB5A CYB5R3 CYBA CYP27A1 DAB2 DBI DCK DCTN3 DCTN6 DCTPP1 DDB2 DDX39A DECR1 DEFB1 DEK DENND5A DEPDC1 DHFR DIAPH3 DLGAP5 DMAC1 DNAJA1 DNAJC15 DNAJC9 DNASE2 DNMT1 DPYSL2 DRAM1 DST DTYMK DUT DYNC2I2 DYNLL1 DYNLRB1 E2F1 ECH1 ECHDC1 ECHS1 ECSCR EDEM2 EIF2S2 EIF4A3 EIF4EBP1 ELOB ELOC EMC3 EMC7 EMC9 ENO1 ENOSF1 ENY2 EPHX1 ERH ERP29 ERP44 ESCO2 ETFB ETHE1 EXOSC9 EZH2 FABP4 FABP5 FAM111A FAM111B FAM3B FAM50A FAM89A FANCI FBP1 FBXO5 FCER1G FCGR1A FCGR1BP FCGR3A FCGRT FDFT1 FDPS FDX1 FEN1 FH FHL1 FIBP FN1 FOLR3 FOXM1 FPR1 FTH1 FTL FUCA1 FUCA2 FUOM GAA GAPDH GAS2L1 GBP1 GCA GCHFR GET3 GGA2 GGH GIHCG GINS2 GLA GLB1 GLDN GLIPR2 GLO1 GLRX GLUL GMNN GMPS GNAS GNB2 GNG5 GPA33 GPCPD1 GPD1 GPD2 GPN3 GPNMB GPSM2 GPX1 GPX3 GPX4 GRINA GRN GSDMD GSN GSTO1 GSTP1 GTF2A2 GTF3C6 GTSE1 GUSB GYPC H1-2 H1-3 H1-4 H2AC17 H2AC20 H2AJ H2AX H2AZ1 H2AZ2 H4C3 HACD3 HACD4 HADH HADHA HADHB HAGH HAT1 HAUS1 HAUS2 HAUS4 HCFC1R1 HCK HDAC2 HDDC2 HERC5 HEXA HEXB HINT2 HIRIP3 HJURP HLA-C HLA-DMA HLA-DPA1 HLA-DPB1 HLA-DQA1 HLA-DQA2 HLA-DQB1 HLA-DRA HLA-DRB1 HLA-DRB5 HLA-DRB6 HMG20B HMGB1 HMGB2 HMGB3 HMGN1 HMGN2 HMGN3 HMMR HNMT HNRNPAB HP HPRT1 HSBP1 HSD17B11 HSD17B4 HSP90AA1 HSP90B1 HSPA1A HSPB1 HSPD1 HSPE1 HTATIP2 HYI IDH2 IER3IP1 IFI27 IFI27L1 IFI30 IFI6 IFIT3 IFT25 IGFBP2 IGSF6 IL17RB IL18 IL1B IL1RN IL3RA IL6 ILF2 ILVBL INHBA ISOC2 ITGB3BP ITGB8 ITM2B JAML JPT1 KCNA3 KIF11 KIF14 KIF20B KIF22 KIF23 KIF2C KIF5B KIFC1 KNL1 KNSTRN KPNA2 KYNU LACTB LAIR1 LAMP1 LAMP2 LAMTOR1 LAMTOR2 LAP3 LDHA LDHB LEPROT LGALS1 LGALS3 LGALS3BP LGALS9 LIG1 LIPA LPL LRP1 LRPAP1 LRR1 LRRCC1 LSM2 LSM3 LSM4 LSM5 LTA4H LY6E LY86 LY96 LYAR LYZ MACC1 MACROH2A1 MAD2L1 MAGOHB MARCO MCEMP1 MCM3 MCM4 MCM5 MCM6 MCM7 MCOLN1 MCUR1 MDH1 MDK MELK MESD MFSD1 MGMT MGST1 MGST2 MGST3 MICOS10 MIR3945HG MIS18BP1 MKI67 MME MMP19 MND1 MNDA MPC1 MPC2 MPHOSPH6 MPP1 MPZL2 MRC1 MRPL13 MRPL14 MRPL17 MRPL18 MRPL27 MRPL34 MRPL37 MRPL51 MRPL57 MRPS15 MRPS16 MRPS18C MS4A4A MS4A6A MS4A7 MSR1 MSRB2 MT1E MT1F MT1G MT1L MT1X MT2A MTCH2 MTFR2 MTHFD2 MTMR11 MTX1 MX1 MXD3 MYBL2 MYDGF MYL12B MYL6 MZT1 MZT2B NAA20 NANS NAPRT NASP NCAPG NCAPH2 NCEH1 NCF2 NCF4 NDC80 NDUFA12 NDUFA4 NDUFAF3 NDUFB3 NDUFB5 NDUFB6 NDUFC2 NDUFS8 NDUFV2 NELFE NENF NIT2 NMB NNMT NOP10 NPC2 NQO2 NTAN1 NUCB1 NUCB2 NUCKS1 NUDT1 NUDT21 NUDT5 NUF2 NUP214 NUPR1 NUSAP1 OAS1 OASL OAZ1 OIP5 OLR1 OPN3 ORC6 ORMDL2 OSBPL11 OSBPL1A OSCAR PAFAH1B3 PAPSS1 PARAL1 PARP9 PBK PCBD1 PCLAF PCMT1 PCNA PCOLCE2 PDLIM1 PDLIM7 PDXK PEBP1 PECAM1 PELATON PFKL PFN1 PGD PGK1 PGP PHF19 PHGDH PHLDA3 PHYH PIGT PILRA PIMREG PIN1 PKM PKMYT1 PLAAT3 PLAUR PLBD1 PLD3 PLEKHB2 PLIN2 PLIN3 PLK1 PLP2 PLSCR1 PLXDC2 PNP PNPLA6 POC1A POGLUT3 POLD1 POLD3 POLR2K POLR3K POMP POR PPA2 PPARG PPIA PPIC PPM1G PPT1 PRC1 PRDX1 PRDX3 PRDX4 PRDX5 PRIM1 PRPS2 PRR11 PRRG4 PRSS21 PSAP PSMA2 PSMA3 PSMA4 PSMA5 PSMA6 PSMA7 PSMB2 PSMB3 PSMB5 PSMB6 PSMC1 PSMC2 PSMC3 PSMD1 PSMD14 PSMD7 PSMD8 PSME2 PSMG2 PTGR1 PTMS PTPMT1 PTPN12 PTTG1 PTTG1IP PTX3 PYCARD QDPR QSOX1 RAB13 RAB32 RAB34 RAC1 RACGAP1 RAD21 RAD23A RAD51 RAD51AP1 RALBP1 RAN RANBP1 RBBP7 RBP4 RBX1 RDX REEP3 REEP4 REEP5 RER1 RETN RFC2 RFC4 RGCC RHBDD2 RHEB RHOA RMDN3 RNASE4 RNASEH2A RND3 RNH1 RNPEP ROGDI RPA3 RPL26L1 RPN1 RPN2 RPS27L RRAGD RRM1 RRM2 RTN3 RTN4 S100A10 S100A11 S100A13 S100A4 S100A6 SAC3D1 SAE1 SAP18 SARNP SCARB2 SCCPDH SCD SCGB3A1 SCP2 SCPEP1 SDC4 SDCBP SEC11A SEPTIN10 SEPTIN11 SERF2 SERINC2 SERPINA1 SERPING1 SGMS2 SGO1 SGO2 SH3BGRL SHCBP1 SIRPA SIRPB1 SIVA1 SKA2 SKA3 SKIC8 SLBP SLC11A1 SLC15A3 SLC16A3 SLC25A11 SLC25A24 SLC25A5 SLC27A3 SLC2A6 SLC31A1 SLC31A2 SLC3A2 SLC7A7 SMC2 SMC4 SMCO4 SMIM30 SMS SNRNP25 SNRPB SNRPD1 SNRPD3 SNRPG SNX10 SNX2 SNX3 SOD1 SORT1 SPAG5 SPARC SPATS2L SPC25 SPG21 SPI1 SPNS1 SPPL2A SQOR SRD5A3 SSB SSR3 STAC3 STING1 STMN1 STOM STX12 STXBP2 SUMO2 SUMO3 SVIL TACC3 TAF9 TAGLN TAGLN2 TALDO1 TCEAL3 TCEAL4 TCEAL8 TCEAL9 TCF19 TCF7L2 TCN2 TECR TEDC1 TEX30 TFPT TGFBI TGM2 TGOLN2 TIMM10 TIMP2 TK1 TKT TMBIM4 TMBIM6 TMED10 TMED3 TMED5 TMED9 TMEM106C TMEM107 TMEM14B TMEM14C TMEM160 TMEM165 TMEM219 TMEM59 TMPO TMSB4X TNFAIP6 TNIP3 TOMM5 TOP2A TP53I3 TPGS2 TPI1 TPRKB TPX2 TREM1 TREM2 TRIOBP TRIP6 TROAP TSPAN3 TSPAN4 TSPO TUBA1B TUBA1C TUBB TUBB2A TUBB4B TUBB6 TUBG1 TXN TXNDC12 TXNDC17 TYMS TYROBP UBASH3B UBB UBE2A UBE2C UBE2E2 UBE2L3 UBE2L6 UBE2S UBE2T UFD1 UHRF1 UNC93B1 UPP1 UQCC2 UQCR10 UQCRC1 UQCRQ UROD USP1 VAMP8 VAT1 VDAC2 VDAC3 VIM VKORC1 VMA21 VMO1 VPS29 VRK1 VSIG4 WASHC3 YBX1 YWHAB YWHAE YWHAH ZBTB8OS ZCRB1 ZDHHC12 ZDHHC12-DT ZNF706 ZWINT TRAVAGLINI_LUNG_PROLIFERATING_NK_T_CELL https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/TRAVAGLINI_LUNG_PROLIFERATING_NK_T_CELL AKR1C3 APMAP APOBEC3B ASF1B ASPM ATAD2 ATAD5 AURKB BIRC5 BRCA2 C12orf75 C21orf58 CCDC167 CCNA2 CD160 CDC20 CDC25C CDC45 CDCA3 CDCA8 CDK1 CDKN3 CDT1 CENPF CENPH CENPK CENPM CENPN CENPU CKS1B CKS2 CLSPN DCTN3 DHFR DIAPH3 DNAJC9 DNMT1 DTL DUSP2 DUT DYNC2I2 E2F1 EBP EZH2 FANCD2 FANCI FEN1 FGFBP2 GGH GINS2 GMNN GNLY GTSE1 GZMB H2AZ1 H2AZ2 HELLS HMGB1 HMGB2 HMGN2 HMGN3 HMMR HPRT1 ICAM2 IDH2 IGFBP7 KIF14 KIF22 KIF2C KLRF1 LSM5 MAD2L1 MCM10 MCM3 MCM4 MCM5 MCM6 MCM7 MELK MKI67 MND1 MYBL2 NCAPH NDC80 NUCB2 NUDT1 NUF2 OIP5 ORC6 PCNA PKMYT1 POLQ PPIA PRSS23 PSMC3 PSMD8 PTMA PXMP2 RAD51AP1 RAN RANBP1 RCC1 RFC4 RPA3 RRM2 S1PR5 SH2D1B SKA2 SKA3 SLBP SMC2 SMC4 SNRNP25 SNRPB STMN1 TACC3 TK1 TMEM106C TOP2A TPX2 TROAP TUBA1B TUBB4B TUBG1 TYMS UBE2C UBE2T ZNF367 ZWINT TRAVAGLINI_LUNG_PROXIMAL_BASAL_CELL https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/TRAVAGLINI_LUNG_PROXIMAL_BASAL_CELL A4GALT AAMP ABCC5 ABHD14B ABI1 ADAM28 ADH1C ADH5 ADH7 ADORA2B ADSS2 AGR2 AHCY AHNAK AKR1A1 ALDH1A1 ALDH2 ALDH3A1 ALDH3A2 ALDH7A1 ALDOA ALKBH7 ALOX15 ANAPC16 ANP32B ANXA1 AOPEP AP1G2 AP2M1 APEX1 APP APPL1 APRT AQP3 AQP5 ARF5 ARG2 ARID5B ARL4A ARL4D ARPC2 ASCL2 ASPH ATP1B3 ATP5F1A ATP5F1B ATP5F1C ATP5F1D ATP5MC1 ATP5MC2 ATP5MC3 ATP5PB ATP5PO AVPI1 BAG1 BARD1 BBLN BCAM BCL11A BCL7C BEND5 BEX4 BHLHE40 BLCAP BLOC1S2 BRK1 BTF3 C12orf57 C16orf74 C19orf33 C1QBP CALML3 CAMK1D CAMLG CAPG CAPN1 CAPN13 CAPNS2 CBR1 CCDC85B CCNB1IP1 CCND1 CCNI CCT3 CCT4 CCT7 CCT8 CD82 CD9 CDC42EP4 CDC42SE1 CDK4 CDKN2C CHCHD10 CHD9 CHL1 CHP2 CHST9 CIRBP CISD1 CKMT1A CKMT1B CLCA2 CLDN1 CLDN10 CLEC2B CLNS1A CLSTN1 CLTA CMTM7 CNBP COMMD6 CORO1B COX4I1 COX5A COX5B CSTA CTSB CTSC CTSD CYC1 CYP24A1 CYP26A1 CYP2J2 CYP2S1 DANCR DAPL1 DCTPP1 DDB2 DDIT4 DDOST DDR1 DECR1 DEK DHRS3 DLK2 DNAJC4 DPYSL3 DSC3 DUSP1 DUT EBPL ECE1 ECI1 EEF1A1 EEF1B2 EEF1D EEF1G EEF2 EGFR EHF EID1 EIF2A EIF2S3 EIF3D EIF3E EIF3F EIF3G EIF3H EIF3I EIF3K EIF3L EIF3M EIF4A2 EIF4B EIF4H ENO1 ENSA EPAS1 EPB41L4A-AS1 EPHX1 EPRS1 ETHE1 EYA2 F3 FAF1 FAM107A FAM162A FAM210B FAM3B FAM3D FBL FBLN1 FBXO32 FCGRT FERMT1 FGFR3 FHL2 FIBP FMO2 FOXN3 FUCA1 FXYD3 GAMT GAPDH GAS5 GATD3 GCHFR GDI2 GHITM GLTP GLUD1 GLUL GMNN GPR87 GPX1 GRAMD2B GRHPR GRTP1 GSTK1 GSTP1 GYPC H1-0 H2AZ1 HADHA HADHB HAUS4 HCAR2 HDAC1 HERPUD1 HES1 HES4 HEY1 HIGD2A HINT1 HLF HMGA1 HMGB1 HMGB3 HMGN1 HMGN3 HNMT HNRNPA1 HNRNPA3 HNRNPK HNRNPM HOOK1 HS3ST1 HSD17B10 HSPA2 IFI16 IFITM10 IGBP1 IGFBP2 IGFBP3 IGFBP4 IGFBP6 IL33 IMPDH2 INKA1 IRAG2 IRF2BP2 ISLR ISOC2 ISYNA1 ITGA2 ITGB4 ITM2B JPT1 JUNB JUP KARS1 KAT2A KCTD1 KIF21A KLF5 KLK11 KMT2E KRCC1 KRT15 KRT17 KRT19 KRT5 LAMP1 LARP6 LAYN LDHB LDLRAP1 LGALS3BP LGALS7B LGALS8 LIMA1 LIME1 LINC01315 LMO4 LPAR6 LRATD1 LRIG3 LSM2 LSP1 LY6E MAGED2 MANBAL MARCKS MDH1 MDH2 MDK MEIS2 METTL5 MGST1 MGST2 MIB2 MICALL2 MIR205HG MLF2 MMP10 MPST MRPL4 MRPL40 MRPS26 MRTFB MT1X MTSS1 MYL6B NACA NAP1L1 NAP1L4 NAPRT NASP NCL NCOA4 NDRG2 NDUFA10 NDUFA8 NDUFA9 NDUFB5 NDUFS2 NDUFS4 NDUFS7 NDUFV1 NET1 NFE2L2 NFIA NFIB NFIC NHERF1 NHP2 NIPSNAP2 NOB1 NOP53 NPM1 NPM3 NSG1 NSMCE1 NT5C NTS NUCKS1 NUDT8 OAF OAT OLA1 ORAI3 OXA1L P4HB PABPC1 PABPC4 PAFAH1B3 PAX9 PCBP2 PCDH7 PCNA PDCD4 PDCD7 PDHB PDIA6 PDLIM1 PER2 PERP PFKP PGAM1 PGK1 PGLS PHB1 PHB2 PHGDH PHLDA3 PHYHD1 PIK3IP1 PITX1 PKM PKP3 PLEKHA5 PLP2 PLPP2 PLRG1 PMPCB PNISR POLD4 POLR1D POLR2G POSTN PPIA PPIC PPP1CA PPP1CC PRDX2 PRDX3 PRDX6 PRKAA2 PRKCSH PRNP PRR15 PRSS23 PRXL2A PSMA2 PSMB7 PSMC5 PTGES2 PTMA PTMS PTN PTPRS PTPRZ1 PYCARD RAB13 RAB25 RAB34 RAB38 RAB4A RACK1 RAD23A RASSF6 RBMX RCN2 RGS12 RHOC RIPK4 RNASEH2B RNF7 RNH1 ROGDI RPL10 RPL10A RPL11 RPL12 RPL13 RPL13A RPL14 RPL15 RPL17 RPL18 RPL18A RPL19 RPL21 RPL22 RPL23 RPL23A RPL26 RPL27 RPL27A RPL28 RPL29 RPL3 RPL30 RPL31 RPL32 RPL34 RPL35 RPL35A RPL36 RPL37 RPL39 RPL4 RPL41 RPL5 RPL6 RPL7 RPL7A RPL8 RPL9 RPLP0 RPLP1 RPLP2 RPP25L RPS10 RPS11 RPS12 RPS13 RPS14 RPS15 RPS15A RPS16 RPS17 RPS18 RPS19 RPS2 RPS20 RPS21 RPS23 RPS24 RPS25 RPS27A RPS28 RPS3 RPS3A RPS4X RPS5 RPS6 RPS7 RPS8 RPS9 RPSA RPSA2 RSL1D1 RSL24D1 RTRAF S100A16 S100A2 SDC1 SDHD SEMA5A SEPTIN7 SERBP1 SERPINB13 SERPINB3 SERPINB4 SERPINB7 SERPINF1 SET SH3YL1 SLC15A2 SLC1A5 SLC25A3 SLC25A5 SLC25A6 SLITRK6 SMC2 SNCA SNHG19 SNHG29 SNHG32 SNHG5 SNHG7 SNHG8 SNRPD2 SNX17 SNX31 SORD SOX15 SOX2 SPINT1 SPOCK3 SPRY1 SRGAP3 SRSF9 SSBP2 ST6GALNAC1 STEAP1 STIM2 STOML2 SUCLA2 SULT2B1 SUMO2 SYF2 SYNGR1 SYTL1 TACSTD2 TADA3 TALDO1 TCF4 TECR TEX264 TFAP2A TFCP2L1 THOC3 TIMM9 TLE5 TMEM123 TMEM14C TMEM205 TMEM40 TNC TNFAIP8 TNFRSF18 TNFRSF21 TNFSF10 TNNT3 TNS4 TOB1 TOMM22 TP53I13 TP63 TPI1 TPM2 TPT1 TRABD TRADD TRAP1 TRIM29 TRIP6 TSC22D1 TSC22D3 TSEN34 TSHZ2 TSKU TSPAN8 TSPO TUFM TXN TXN2 TXNIP TXNL1 UACA UBA52 UBE2E3 UBXN1 UQCC2 UQCRB UQCRC1 UQCRC2 UQCRH UXT VAV3 VDAC2 VILL WIPI1 XIST XRCC5 XRCC6 YBX1 ZBTB44 ZFAS1 ZFP36L1 ZFP36L2 ZFYVE21 ZNF385A ZNF428 ZNF703 ZNF706 TRAVAGLINI_LUNG_PROXIMAL_CILIATED_CELL https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/TRAVAGLINI_LUNG_PROXIMAL_CILIATED_CELL ABAT ABCA13 ABCA5 ABCC5 ABHD11 ABHD12B ABHD2 ABI1 ABI2 ABITRAM ABL2 ACAP1 ACKR4 ACLY ACSS1 ACTR2 ACTR6 ACYP1 ADA2 ADD3 ADGB ADGRF1 ADH6 ADPRS ADSS2 AFDN AGBL2 AGBL5 AGPAT3 AGPAT5 AGR2 AGR3 AGTRAP AHNAK2 AHSA1 AHSA2P AK7 AK8 AK9 AKAP14 AKAP9 AKNA AKR7A2 ALCAM ALDH1A1 ALDH1L1 ALDH3B1 ALG1L1P ALKBH5 ALMS1 ALOX15 AMPD3 AMZ2 ANAPC15 ANAPC5 ANKDD1B ANKMY1 ANKRD13D ANKRD26 ANKRD35 ANKRD37 ANKRD42 ANKRD45 ANKRD54 ANKRD65 ANKRD66 ANKUB1 ANKZF1 ANXA1 ANXA11 ANXA7 APCDD1 APOBEC4 APOD APOO APPL2 ARHGAP18 ARHGAP32 ARHGAP39 ARHGAP4 ARL3 ARL4A ARL6 ARL6IP4 ARMC2 ARMC3 ARMH1 ARSD ASB1 ASL ASXL2 ATG9B ATOSA ATOX1 ATP2A2 ATP2C2 ATP5F1A ATP5F1E ATP5IF1 ATP5MC2 ATP5ME ATP5MF ATP5MG ATP5MJ ATP5MK ATP5PF ATP5PO ATP6AP1 ATP6V1D ATP9A ATXN10 ATXN2 ATXN7L3B AURKAIP1 AUTS2 AZI2 AZIN1 AZU1 B3GALT4 B3GNT5 B9D1 B9D2 BAALC BAD BAIAP2 BAIAP2L1 BAIAP3 BANF1 BASP1 BBIP1 BBLN BBOF1 BBS1 BBS2 BBS4 BBS9 BCAS1 BCAS3 BCCIP BCL2L1 BCO2 BDH1 BECN1 BEST4 BICDL2 BICDL3P BIK BLOC1S1 BOLA3 BORCS7 BPHL BPTF BRD3OS BROX BTBD3 BUD23 BUD31 C10orf67 C10orf95 C11orf16 C11orf97 C12orf75 C16orf46 C17orf97 C1GALT1C1 C1orf141 C1orf87 C20orf85 C20orf96 C21orf58 C22orf15 C22orf23 C22orf39 C2orf73 C2orf74 C2orf81 C4orf3 C4orf33 C4orf47 C4orf48 C5AR1 C5orf15 C6 C6orf118 C6orf132 C6orf226 C6orf52 C7orf50 C7orf57 C8orf76 C9orf24 C9orf72 CAB39 CABCOCO1 CACNG6 CALM1 CALM2 CALM3 CALML4 CAMK1D CAMSAP1 CAP2 CAPN2 CAPRIN1 CAPS CAPS2 CAPSL CARF CARHSP1 CARS1 CASC2 CASP7 CAST CASTOR3P CASZ1 CATIP CATSPERD CATSPERE CAVIN3 CBX5 CBY1 CC2D2A CCAR1 CCDC103 CCDC113 CCDC125 CCDC138 CCDC146 CCDC148 CCDC153 CCDC157 CCDC17 CCDC170 CCDC181 CCDC190 CCDC191 CCDC24 CCDC25 CCDC28A CCDC33 CCDC34 CCDC39 CCDC40 CCDC57 CCDC60 CCDC65 CCDC66 CCDC69 CCDC74A CCDC74B CCDC78 CCDC80 CCDC81 CCDC88B CCDC88C CCDC89 CCDC96 CCHCR1 CCL15 CCL28 CCN2 CCNA1 CCNDBP1 CCNY CCP110 CCT4 CCT5 CCT6B CCT7 CCT8 CD164 CD164L2 CD24 CD4 CD59 CDC16 CDC26 CDH1 CDH26 CDHR3 CDHR4 CDS1 CELF1 CELSR1 CENPBD2P CENPM CENPS CEP104 CEP126 CEP131 CEP162 CEP19 CEP290 CEP350 CEP41 CEP43 CEP83 CEP89 CEP97 CERKL CERS6 CES1 CES2 CES4A CETN2 CETN3 CFAP100 CFAP107 CFAP119 CFAP126 CFAP141 CFAP144 CFAP157 CFAP161 CFAP20 CFAP206 CFAP20DC CFAP210 CFAP221 CFAP251 CFAP276 CFAP298 CFAP299 CFAP300 CFAP36 CFAP410 CFAP43 CFAP44 CFAP45 CFAP46 CFAP47 CFAP52 CFAP53 CFAP54 CFAP57 CFAP58 CFAP65 CFAP69 CFAP70 CFAP73 CFAP74 CFAP77 CFAP90 CFAP91 CFAP95 CFDP1 CGN CHCHD1 CHCHD10 CHCHD2 CHCHD5 CHCHD6 CHD4 CHMP2A CHMP4A CHMP5 CHST6 CHST9 CHURC1 CIAO1 CIB1 CIBAR1 CIBAR2 CIPC CIR1 CISD1 CITED4 CKB CKLF CLBA1 CLCN3 CLDN3 CLDN7 CLHC1 CLIC1 CLIC6 CLIP1 CLMN CLOCK CLSTN1 CLTA CLTC CLUAP1 CLXN CMIP CMPK1 CMTM4 CMTM6 CNDP2 CNIH2 CNOT1 CNOT11 CNOT6 CNTD1 CNTRL COA3 COA5 COL21A1 COMMD3 COMMD6 COMMD8 COPB2 COPB2-DT COPRS COPS8 COPS9 COQ4 COX17 COX5A COX6A1 COX6B1 COX6C COX7A2 COX7B COX7C CPLANE1 CPSF2 CRACDL CRIP1 CRIP2 CRISPLD1 CRNDE CROCC CROCCP2 CRY2 CSPP1 CST6 CSTF3 CSTPP1 CTBP2 CTBS CTNNA1 CTNNAL1 CTSL CTSS CTXN1 CUEDC1 CUTA CYB561 CYB5D1 CYBA CYP4B1 CYSTM1 DAAM1 DALRD3 DAPP1 DAW1 DAZAP2 DCBLD2 DCDC1 DCDC2B DCTN3 DDB1 DDR1 DDX17 DDX3X DDX42 DEGS2 DENND2B DENND6B DERL3 DGCR6 DGCR6L DGKH DHRS4-AS1 DHRS9 DHX30 DHX32 DHX40 DHX57 DIAPH2 DIDO1 DIXDC1 DLEC1 DLGAP1-AS1 DMAC1 DMKN DMWD DNAAF1 DNAAF10 DNAAF11 DNAAF2 DNAAF3 DNAAF4 DNAAF5 DNAAF6 DNAAF8 DNAH1 DNAH10 DNAH11 DNAH12 DNAH2 DNAH3 DNAH5 DNAH6 DNAH7 DNAH9 DNAI1 DNAI2 DNAI3 DNAI4 DNAI7 DNAJA1 DNAJA4 DNAJB13 DNAJB6 DNAJC10 DNAJC16 DNAL1 DNAL4 DNALI1 DNER DNPH1 DOC2A DPCD DPM1 DPM3 DPY30 DRAM2 DRC1 DRC3 DRC7 DSP DSTN DTHD1 DTX2 DTX3 DUOX1 DUSP14 DUSP18 DYDC1 DYDC2 DYNC2H1 DYNC2I1 DYNC2I2 DYNC2LI1 DYNLL1 DYNLRB1 DYNLRB2 DYNLT1 DYNLT2B DYNLT4 DYNLT5 DYRK1B DZIP1 DZIP1L DZIP3 EAPP ECI1 ECRG4 ECT2L EEF1AKMT1 EEIG1 EFCAB10 EFCAB11 EFCAB12 EFCAB2 EFHB EFHC1 EFHC2 EFHD2 EHBP1L1 EHF EIF4G2 EIF4G3 EIF5 EIPR1 ELF1 ELK3 ELMOD2 ELOB ELOC EMB EMC2 EMC6 EMG1 ENAH ENDOG ENKD1 ENKUR ENPP4 ENPP5 ENSG00000286190 EP400 EPB41L1 EPB41L4B EPPIN ERBB4 ERCC1 ERCC3 ERCC4 ERGIC3 ERH ERICH2 ERICH3 ERICH5 ERICH6-AS1 ERLEC1 ERLIN2 ESPN ESYT2 ETFB ETNK1 EVI5 EVL EXOSC4 EZR F11R FABP6 FAIM FAM104B FAM107B FAM120A FAM13A FAM161A FAM166B FAM172A FAM174A FAM200B FAM210B FAM216B FAM221A FAM227A FAM229B FAM47E FAM50B FAM81B FAM98C FANCF FANK1 FAXDC2 FBRS FBXL13 FBXL2 FBXL5 FBXO15 FBXO36 FBXW9 FCF1 FDXR FGF14 FGF14-AS2 FGGY FHAD1 FHOD1 FIBP FIS1 FLACC1 FNDC11 FOCAD FOXA1 FOXC1 FOXJ1 FOXO3 FOXP1 FRMPD2 FSD1L FTO FUZ FXR1 FXYD1 FXYD3 FYB2 FZD6 GABARAP GABARAPL2 GABPB1-AS1 GADD45GIP1 GALNS GAPVD1 GAR1 GAS2L2 GAS7 GAS8 GBP6 GCC2 GCHFR GCLC GCLM GEMIN6 GET1 GFER GFM2 GFOD2 GID8 GIHCG GIPC2 GIPR GK GK5 GLB1L GLE1 GLIPR2 GLIS3 GLT8D1 GLYR1 GMDS GMPPB GMPR2 GNA11 GNA14 GNAL GNAS GNB2 GNG12 GNS GOLGA2P5 GOLM1 GOLM2 GOLPH3L GON7 GPATCH1 GPBP1 GPR107 GPR162 GPX1 GPX4 GPX8 GRIN3B GSDMD GSTA1 GSTA2 GSTP1 GTF2A2 GTF2H5 GTF3C1 H1-10 H1-2 H2AC8 H2AJ H2AZ2 H2BC21 H2BC5 HACD3 HACD4 HAGHL HCG14 HDGF HDLBP HEBP2 HECTD1 HES2 HES6 HHLA2 HIBADH HILPDA HINT1 HINT2 HIPK1 HIPK1-AS1 HMGB2 HMGN2 HMGN3 HMGN5 HNRNPC HNRNPF HOATZ HRAS HS3ST6 HSBP1 HSD11B1L HSP90AA1 HSP90AB1 HSP90B1 HSPA8 HSPBP1 HSPD1 HSPE1 HSPH1 HYDIN IARS2 ICA1L ICMT IDH2 IDH3A IDNK IDS IFT122 IFT140 IFT172 IFT20 IFT22 IFT25 IFT27 IFT43 IFT46 IFT52 IFT57 IFT74 IFT80 IFT81 IFT88 IFTAP IGF1R IGFBP2 IGFBP5 IGFBP7 IK IL5RA ILF3-DT INHBB INTS10 INTS11 IP6K1 IPO4 IQANK1 IQCA1 IQCB1 IQCD IQCE IQCG IQCH IQCK IQUB IRAG1-AS1 IRF2 IRF6 IRF9 IRX3 ISCA1 ISCA2 ISCU ITGB4 ITGB8 ITGB8-AS1 JHY JKAMP JOSD2 JPT1 JPT2 KANSL1L KATNAL2 KATNB1 KATNIP KAZN KBTBD4 KCNE1 KCNE3 KCNH3 KCNRG KCTD1 KCTD12 KDM1B KDM2A KDM3B KIAA0232 KIAA1522 KIAA1671 KIAA2012 KIAA2013 KIF19 KIF21A KIF27 KIF3A KIF3B KIF5B KIF9 KIFAP3 KLHDC10 KLHDC9 KLHL6 KNDC1 KPNA3 KPNA6 KRT23 KRT42P KRT80 KTN1 L3MBTL2 LAMTOR2 LAMTOR4 LAMTOR5 LAP3 LARP1 LARP6 LARP7 LARS1 LASP1 LCA5 LCA5L LCOR LDHB LDLRAD1 LEKR1 LENG8 LEPROTL1 LGALS3 LIMK2 LIMS1 LINC00467 LINC01004 LINC01186 LINC01436 LINC01571 LINC02265 LINC02875 LINC03086 LKAAEAR1 LMLN LMNTD1 LMO2 LRIG1 LRP11 LRP8 LRRC10B LRRC18 LRRC23 LRRC34 LRRC37A4P LRRC4 LRRC45 LRRC46 LRRC49 LRRC56 LRRC58 LRRC61 LRRC71 LRRC73 LRRC74B LRRIQ1 LRRIQ3 LRTOMT LRWD1 LSM3 LSM4 LSM5 LXN LY6G5C LYL1 LYRM2 LYRM7 LYSMD2 LZTFL1 MACC1 MAFG-AS1 MAGIX MAK MAP1A MAP1B MAP1LC3A MAP3K19 MAP3K2 MAP6 MAP9 MAPK15 MAPK8IP1 MAPRE3 MARCHF10 MARCHF6 MARCKS MAT2B MATCAP2 MATR3 MAZ MB MBD2 MBOAT1 MBTPS1 MCAT MDH1 MDH1B MDM1 MDM2 ME3 MEAF6 MED25 MED31 MEIG1 METRN METTL26 METTL27 METTL5 METTL7A MFSD6 MGAT5 MGMT MGST2 MGST3 MICOS10 MICOS13 MIF MIPEP MISP MISP3 MKKS MKS1 MLF1 MLXIP MMP24OS MNAT1 MNS1 MOK MORF4L1 MORF4L2 MORN1 MORN2 MORN3 MORN5 MPC2 MPDZ MPLKIP MRLN MRNIP MROH1 MROH9 MRPL13 MRPL18 MRPL20 MRPL22 MRPL23 MRPL40 MRPL41 MRPL43 MRPL47 MRPL51 MRPL53 MRPL54 MRPL57 MRPS16 MRPS18C MRPS21 MRPS28 MRPS31 MRPS33 MS4A8 MSH3 MT3 MTCH2 MTF1 MTIF3 MTMR2 MTMR6 MTSS1 MTSS2 MTURN MTX1 MUC12 MUC12-AS1 MUC15 MUC16 MUC20 MUC4 MYB MYCBPAP MYCT1 MYEF2 MYG1 MYH14 MYLK MYO1E MYO5B MZF1 NAA20 NAA38 NACC2 NANS NAP1L1 NAP1L4 NARF NARS1 NAT1 NAT14 NBEA NBR1 NCF2 NCK2 NDFIP2 NDUFA1 NDUFA11 NDUFA13 NDUFA2 NDUFA3 NDUFA4 NDUFA7 NDUFA8 NDUFAB1 NDUFAF3 NDUFB1 NDUFB10 NDUFB2 NDUFB3 NDUFB5 NDUFB6 NDUFB7 NDUFB8 NDUFC1 NDUFC2 NDUFS3 NDUFS6 NDUFS8 NEAT1 NEDD8 NEK1 NEK10 NEK11 NEK4 NELFE NET1 NFIA NFU1 NGRN NHERF1 NHLRC4 NIN NME5 NME7 NOP10 NOSIP NPHP1 NPTN NQO1 NR2F2 NR2F6 NRAV NSFL1C NSMCE1 NSUN7 NT5C3A NUCB2 NUDC NUDCD2 NUDT2 NUDT5 NUP50 NUP50-DT NWD1 OAZ1 OCEL1 OCIAD2 ODAD1 ODAD2 ODAD3 ODAD4 ODF2 ODF2L ODF3B OGFOD2 OMA1 OR7E47P ORAI2 ORC4 ORMDL2 OSBPL6 OSCP1 OTUD4 OTUD6B-AS1 P4HTM PACRG PAIP2 PALMD PAPOLA PARK7 PART1 PARVA PCAT19 PCDH7 PCM1 PCNX4 PCSK5 PCYT2 PDCD6 PDCD6IP PDIA4 PDLIM4 PDPK1 PERP PEX11G PEX16 PEX6 PFDN5 PFN2 PGLS PGM2L1 PHF11 PHIP PHTF1 PIERCE1 PIERCE2 PIFO PIGP PIH1D2 PIN1 PIN4 PINLYP PIR PITPNM1 PITX1 PKD1 PKIB PKIG PKN1 PLA2G10 PLAAT2 PLAAT3 PLAAT4 PLAC8 PLCH1 PLEKHA5 PLEKHB1 PLEKHG7 PLEKHS1 PLPP2 PLPP5 PLPPR3 PLXNB1 PLXNB2 PNKD PNKP PNMA1 PNPLA4 POC5 POFUT2 POLD2 POLR2I POMP POP4 POP5 PPID PPIL6 PPOX PPP1R14C PPP1R16A PPP1R32 PPP1R36 PPP1R42 PPP1R7 PPP2CB PPP4R3B PPP6R1 PRDX1 PRDX3 PRDX5 PRKAR1A PRKCE PRMT5 PROM1 PRPF6 PRR13 PRR15 PRR29 PRR34-AS1 PRR7 PRRG4 PRRT3 PRSS12 PRUNE2 PSCA PSD3 PSENEN PSIP1 PSMA4 PSMA5 PSMB1 PSMB10 PSMB3 PSMB5 PSMB7 PSMB9 PSMD10 PSMD4 PSMD6 PSMD9 PSMG3 PTBP3 PTGES3 PTGR1 PTPMT1 PTPN3 PTPRF PTPRN2 PTPRT PUDP PUM2 PWWP2B PXN PYCARD PYCR2 PZP RAB11A RAB11FIP4 RAB36 RABGAP1L RABL2A RABL2B RABL6 RAC1 RAD50 RAD9A RALB RALGAPA2 RALGAPB RAMP1 RANBP9 RASGEF1B RB1CC1 RBKS RBM20 RBM24 RBM27 RBM38 RBM43 RBX1 RCAN3 REC8 REPIN1 REST REXO2 RFX2 RFX3 RGS22 RHOU RHPN1 RHPN2 RIBC1 RIBC2 RIIAD1 RIPOR2 RNF6 RNPEP ROMO1 ROPN1L RP1 RPA3 RPGR RPGRIP1L RPL23AP7 RPL26L1 RPL36AL RPL39L RPP38 RPRD2 RPS27L RRAD RRAGA RRP12 RSPH1 RSPH14 RSPH3 RSPH4A RSPH9 RTP4 RUNX1 RUVBL1 RUVBL2 S100A11 SAMD15 SAMHD1 SANBR SAP18 SAP30 SAPCD1-AS1 SARAF SATB1 SAXO2 SBNO1 SCAMP4 SCAND1 SCCPDH SCGB2A1 SCRN1 SDCCAG8 SDHC SEC14L1 SEC14L3 SELENOH SELENOW SEM1 SEMA3C SEPTIN7 SEPTIN9 SERF2 SERPINB6 SERPINI2 SERTAD2 SETX SF3A1 SF3B2 SF3B5 SF3B6 SFXN3 SGSM3 SH3D19 SHOC2 SHROOM3 SIGIRR SIVA1 SIX1 SIX4 SKP1 SLAIN2 SLC22A23 SLC22A4 SLC25A14 SLC25A24 SLC25A29 SLC25A36 SLC25A4 SLC27A2 SLC30A5 SLC35A2 SLC35A3 SLC38A4-AS1 SLC44A4 SLC4A11 SLC51B SLC6A6 SLC6A9 SLC7A2 SLFN13 SLTM SMAD4 SMAP2 SMARCA2 SMARCA4 SMDT1 SMIM14 SMIM19 SMIM22 SMIM26 SMIM5 SMIM6 SMKR1 SMPD2 SMPD3 SMYD2 SNAPC1 SNCAIP SNHG10 SNORC SNRNP25 SNRPD1 SNRPE SNRPG SNTN SNW1 SNX14 SNX29 SOAT1 SOD1 SORBS2 SOX2 SPA17 SPACA9 SPAG1 SPAG16 SPAG17 SPAG6 SPAG7 SPAG8 SPATA17 SPATA18 SPATA24 SPATA33 SPATA4 SPATA6 SPATA6L SPATA7 SPATS1 SPATS2L SPCS1 SPEF1 SPEF2 SPG11 SPNS1 SPPL2B SPTLC2 SQLE SRA1 SRD5A2 SRD5A3 SRGAP3 SRGAP3-AS2 SRI SRP14 SRPK2 SS18 SSB SSBP1 SSBP3 SSBP4 SSNA1 SSRP1 ST13 ST6GALNAC1 ST6GALNAC2 ST6GALNAC6 STAG3 STAU1 STIM2 STIMATE STING1 STIP1 STK11IP STK33 STK36 STK40 STMND1 STMP1 STOML2 STOML3 STOX1 STPG1 STRBP STUB1 STX16 STYXL1 SUB1 SUDS3 SUGP2 SUGT1 SUN1 SURF2 SYAP1 SYBU SYNE1 SYNE2 SYNGAP1 SYTL1 SYTL2 SYTL3 TACC2 TAGLN3 TAX1BP1 TBC1D8 TBCA TBCB TBL1XR1 TCP1 TCTN1 TEAD1 TECR TEDC1 TEKT1 TEKT2 TEKT3 TEKT4 TENT4B TEX26 TEX9 TFDP1 TFF3 TFPT THOC7 THYN1 TIMP4 TJP2 TJP3 TLCD2 TLE5 TM9SF1 TM9SF2 TMBIM6 TMC4 TMC5 TMED10 TMEM107 TMEM121 TMEM123 TMEM131 TMEM14B TMEM154 TMEM160 TMEM190 TMEM212 TMEM218 TMEM219 TMEM231 TMEM232 TMEM254 TMEM258 TMEM40 TMEM45B TMEM50B TMEM59 TMEM67 TMEM68 TMF1 TNFAIP8L1 TNFRSF19 TNRC6B TOB2 TOGARAM1 TOGARAM2 TOMM34 TOMM6 TP53AIP1 TP53BP1 TP53INP1 TP53INP2 TP53TG1 TP73 TPGS1 TPGS2 TPPP TPPP3 TPR TPRG1L TRADD TRAF3IP1 TRAK1 TRAPPC2L TRAPPC5 TRIM2 TRIM29 TRIM37 TRIM41 TRIM44 TRIP12 TRIP13 TRIR TRIT1 TRMT1L TRPT1 TRPV4 TSGA10 TSNAXIP1 TSPAN1 TSPAN19 TSPAN2 TSPAN3 TSPAN6 TSPYL4 TSTD1 TTC12 TTC16 TTC21A TTC21B TTC26 TTC29 TTC30A TTC30B TTC32 TTC39C TTC39C-AS1 TTC5 TTC9 TTF1 TTLL10 TTLL5 TUBA1A TUBA4B TUBB4B TUBGCP2 TUFM TULP3 TUSC2 TUSC3 TWF1 TXLNB TXN TXNL4A TXNRD1 TYMP UACA UBA1 UBAC1 UBB UBE2H UBE2L3 UBE2T UBE3D UBL3 UBL5 UBR5 UBXN10 UBXN11 UBXN4 UCKL1-AS1 UCP2 UFC1 UGCG UGDH ULK4 UMODL1-AS1 UNC119B UNC5B-AS1 UNC93B1 UPF1 UPF3A UQCC3 UQCR11 UQCRC1 UQCRQ USP10 USP16 USP2 USP22 USP43 USP51 USP7 USP9X UXT VAMP8 VCAN VCP VDAC3 VEZF1 VILL VIM-AS1 VPS13C VPS35 VRK1 VRK3 VSTM2L VWA3A VWA3B VWA5A WARS1 WASHC3 WDFY1 WDR13 WDR19 WDR24 WDR35 WDR38 WDR45B WDR49 WDR54 WDR73 WDR86-AS1 WDR90 WDR93 WDTC1 WFDC21P WFDC3 WFDC6 WNK1 WRAP53 WRNIP1 XPNPEP3 XPO1 XRCC1 XRN2 XRRA1 YWHAE YWHAH ZBBX ZBED5-AS1 ZBTB18 ZBTB44 ZC2HC1A ZC2HC1C ZC3H6 ZCRB1 ZCWPW1 ZDHHC1 ZFHX2 ZFP90 ZKSCAN1 ZMAT2 ZMYND10 ZMYND12 ZNF106 ZNF204P ZNF264 ZNF273 ZNF3 ZNF33A ZNF33B ZNF428 ZNF440 ZNF473CR ZNF524 ZNF609 ZNF652 ZNF664 ZNF688 ZNHIT1 ZNHIT2 ZSCAN18 TRAVAGLINI_LUNG_SEROUS_CELL https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/TRAVAGLINI_LUNG_SEROUS_CELL AIF1L AK4 ALDH18A1 ALDH1L1 APIP AQP5 ATP2A3 AZGP1 BARX2 BAZ2B-AS1 BPIFA1 BPIFB1 C6orf58 CA2 CAPN12 CCL28 CDC42EP5 CLDN10 CRISP3 CXCL17 CYP4X1 DEPTOR DMBT1 ELAPOR1 ELF5 FAM107B FAM3D FDCSP FKBP11 FUOM GATM GCNT3 GGTA1 GMDS GNAS GPT2 HSD17B2 KCNN4 LINC01829 LPO LRRC26 LTF LYZ MANSC1 MARCKSL1 MIA MUC7 NDRG2 NPDC1 NUCB2 ODAM PADI2 PAIP2B PART1 PDCD4 PHB1 PHGDH PHLDA1 PIGR PIP PKDCC PLTP PPP1R16A PPP1R1B PRB1 PRB2 PRB3 PRB4 PRH1 PRH2 PRR4 PYCR1 RBP7 RTN1 S100A1 S100B SELENOM SERPINA3 SFRP1 SH3BGRL2 SLC12A2 SLC13A2 SLC5A1 SLPI SMCO4 SMR3A SSR4 STK39 TCN1 TESC TPD52L1 TTYH1 WFDC2 WFDC21P XBP1 ZG16B TRAVAGLINI_LUNG_SIGNALING_ALVEOLAR_EPITHELIAL_TYPE_2_CELL https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/TRAVAGLINI_LUNG_SIGNALING_ALVEOLAR_EPITHELIAL_TYPE_2_CELL ABCA3 AKAP13 ATP11A ATP8A1 C16orf89 C1orf21 CACNA2D2 CD44 CD74 CD81 CHIAP2 CLDN18 CPM CREB3L1 CRTAC1 CXCL17 CYB5A DLC1 DRAM1 DUOX1 ETV5 FABP5 FASN FBP1 FNIP2 GKN2 GSTA4 HOPX IRX2-DT KCNJ15 LAMP3 LMO3 LRRK2 MALL MBIP MTUS1 MUC1 NECAB3 NINJ2 NPC2 PARM1 PCDH9 PEBP4 PGC PMM1 PPP2R5A PTPN13 PXMP4 QSOX1 RFTN1 RGS16 RNASE1 ROS1 S100A14 SCD SECISBP2L SELENBP1 SFTA3 SFTPA1 SFTPA2 SFTPB SFTPC SFTPD SLC22A31 SLC34A2 SNX30 TMEM125 TMSB4X TXNDC17 TXNIP ZNF385B TRAVAGLINI_LUNG_TREM2_DENDRITIC_CELL https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/TRAVAGLINI_LUNG_TREM2_DENDRITIC_CELL A2M ABCC3 ABHD12 ABHD2 ACAA2 ACE ACO1 ACOT13 ACOT7 ACP2 ACP5 ACTN1 ADA2 ADAMDEC1 AGPAT2 AIF1 AKR1A1 AKR1B1 ALAS1 ALCAM ALDH1A1 ALDH2 ALDOA ALOX5 ANPEP ANXA2 ANXA4 ANXA5 AP2S1 APLP2 APOC1 APOC1P1 APOE ARHGAP18 ARHGEF10L ARPC1B ASAH1 ATF3 ATG7 ATOX1 ATP1B3 ATP5F1B ATP5MC3 ATP5PD ATP6AP1 ATP6AP2 ATP6V0B ATP6V0C ATP6V0D1 ATP6V0E1 ATP6V1A ATP6V1B2 ATP6V1D ATP6V1F AVPI1 AXL BASP1 BCAP31 BCAT1 BHLHE41 BLOC1S1 BLVRB BRI3 C15orf48 C1QA C1QB C1QC C1orf162 C1orf54 C2 C3AR1 C5AR1 CA2 CALM2 CALR CALU CAMK1D CAMP CANX CAPG CAPZA2 CAVIN3 CBR1 CCL18 CD14 CD151 CD300LF CD4 CD40 CD44 CD58 CD59 CD63 CD68 CD74 CD81 CD84 CD86 CD9 CEBPA CFD CHCHD10 CHCHD6 CHI3L1 CHIT1 CIAO2A CIR1 CISD2 CLEC10A CLEC4E CLEC7A CLIC2 CLTA COL6A1 COL6A2 COLGALT1 COMT COPRS CORO1B CORO1C COX5A COX5B CPM CPVL CREG1 CRIP1 CSF1R CST3 CSTB CTNNA1 CTSA CTSB CTSC CTSD CTSH CTSK CTSL CTSS CTSZ CXCL10 CXCL16 CXCL9 CYB5A CYBA CYBB CYC1 CYFIP1 CYP27A1 DAB2 DBI DDRGK1 DHRS4 DNASE2 DNASE2B DNPH1 DPP7 DPYSL2 DST DUSP23 DYNLL1 ECHS1 EIF4EBP1 ELOB EMC3 EMC7 EMP1 ENG ENO1 EPHX1 EPSTI1 ERP44 FABP3 FABP5 FBP1 FCER1G FCGR1A FCGR2A FCGR2B FCGRT FCHO2 FDX1 FERMT3 FEZ2 FILIP1L FLNA FMNL2 FN1 FPR3 FTH1 FTL FUCA1 FUOM G0S2 GAA GABARAP GBP1 GCHFR GGTA1 GK GLA GLB1 GLIPR2 GLRX GLUL GM2A GMPR GNAI2 GNAS GNB4 GNS GPCPD1 GPNMB GPX1 GPX3 GPX4 GRB2 GRINA GRN GSN GSTO1 GSTP1 GUSB HADHB HAVCR2 HCK HEBP1 HEXA HEXB HLA-A HLA-DMA HLA-DMB HLA-DOA HLA-DPA1 HLA-DPB1 HLA-DQA1 HLA-DQA2 HLA-DQB1 HLA-DQB2 HLA-DRA HLA-DRB1 HLA-DRB5 HLA-DRB6 HM13 HMOX1 HNMT HSD11B1 HSD17B14 HSD17B4 HSD3B7 HSP90AA1 HSP90AB1 HSPA1A HSPB1 HSPE1 HYAL2 IDH1 IFI27 IFI30 IFI6 IFNGR1 IGSF6 IL13RA1 IL18 IL3RA IL4I1 ISCU ISOC2 ITGAM ITGAX ITGB2 ITM2B JPT1 KCNMA1 KCTD12 KLF4 KYNU LACTB LAIR1 LAMP1 LAMP2 LAMTOR2 LAP3 LGALS1 LGALS2 LGALS3 LGALS3BP LGALS9 LGMN LHFPL2 LILRB3 LILRB4 LILRB5 LIMS1 LIPA LRP1 LRPAP1 LRRFIP1 LTA4H LY86 LY96 LYSET LYZ MACROH2A1 MAFB MAN2B1 MARCKS MARCO MCEMP1 MCOLN1 MDH1 ME1 MFSD1 MFSD12 MGAT1 MGLL MGST1 MGST2 MGST3 MICOS13 MMP14 MMP9 MNDA MRAS MRC1 MRTO4 MS4A4A MS4A6A MS4A7 MSR1 MTCH2 MTX1 MVP MX1 MYDGF MYL6 MYOF NAA20 NAGK NANS NCEH1 NCF1 NCF1C NCF2 NCK1 NDUFA12 NDUFAB1 NDUFB2 NDUFB9 NDUFS3 NDUFS8 NEAT1 NEK6 NME1 NOP10 NPC2 NPL NR1H3 NTAN1 NUPR1 OAS1 OLR1 OSBPL1A OSCAR P2RX4 PALLD PAPSS1 PARVB PCBD1 PCK2 PDIA6 PDK4 PDLIM1 PDLIM7 PDXK PEA15 PEPD PFKP PGD PHLDA3 PILRA PKM PLA2G2D PLA2G7 PLAUR PLBD1 PLD3 PLEKHB2 PLEKHO1 PLPP3 PLSCR1 PLXDC2 PMP22 POMP PPARG PPIC PPT1 PRCP PRDX1 PRDX3 PRDX4 PRXL2A PSAP PSMA3 PSMA6 PSMA7 PSMB1 PSMB3 PSMB5 PSMB6 PSMD8 PSME2 PTAFR PTGDS PTMS PTPMT1 PTTG1IP PYCARD QPCT RAB11FIP1 RAB13 RAB1A RAB20 RAB31 RAB32 RAB5C RAB7A RAC1 RALA RARRES1 RASSF4 RBM47 RBP4 RDX REEP5 RENBP RETN RGCC RHEB RHOA RHOB RILP RMDN3 RNASE1 RNASE6 RNF13 RNF130 RNF149 RNH1 RPS27L RRAGD RRAS RTN4 S100A10 S100A11 S100A13 S100A6 SCARB2 SCCPDH SCD SCPEP1 SDC2 SDCBP SDHB SDSL SERF2 SERPINA1 SERPINF1 SERPING1 SFTPC SGK1 SGMS2 SH3BGRL SH3BGRL3 SHTN1 SIRPA SLAMF7 SLAMF8 SLC11A1 SLC15A3 SLC16A3 SLC1A3 SLC25A5 SLC29A1 SLC31A1 SLC31A2 SLC38A6 SLC3A2 SLC40A1 SLC49A3 SLC7A7 SLCO2B1 SMCO4 SMIM30 SMS SNX10 SNX2 SOAT1 SPARC SPG21 SPI1 SPP1 SQOR SQSTM1 SSR3 STAT1 STEAP3 SYNGR2 TAGLN2 TALDO1 TBC1D2 TCEAL4 TCN2 TFEC TFRC TGFBI THEMIS2 TIMM8B TIMP2 TM6SF1 TMBIM1 TMBIM6 TMED10 TMED9 TMEM147 TMEM14C TMEM176A TMEM176B TMEM205 TMEM51 TMEM70 TMSB10 TMSB4X TNFAIP2 TNFSF12 TNFSF13B TNS1 TOR3A TPP1 TREM1 TREM2 TRIP6 TSC22D1 TSPAN4 TSPO TUBA1B TUBA1C TUBB6 TWF2 TXN TXNDC17 TXNRD1 TYMP TYROBP UBD UBE2E2 UNC93B1 UQCRC1 UROD VAMP5 VAMP8 VAT1 VDAC1 VIM VKORC1 VOPP1 VPS29 VSIG4 WARS1 YBX1 YWHAH ZFAND5 ZNF385A TRAVAGLINI_LUNG_VASCULAR_SMOOTH_MUSCLE_CELL https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/TRAVAGLINI_LUNG_VASCULAR_SMOOTH_MUSCLE_CELL ACTA2 ACTG2 ACTN1 ADGRF5 ARHGDIB BGN CALD1 CAV1 CDH6 CNN1 CNN3 COX4I2 CRIM1 ECRG4 EFHD1 EGFL6 EPAS1 EPS8 ESAM EZR FHL5 FRZB HES4 HEYL HSPA2 IGFBP7 INPP4B ISYNA1 ITGA1 JAG1 KRT18 LGI4 LMOD1 LPP LRRC32 MCAM MSRB3 MYH9 MYL6 MYL9 MYLK NOTCH3 PARM1 PDGFA PDLIM7 PPP1R14A PTMA RCAN2 RGS5 RPS7 SEMA5A SEPTIN7 SOD3 SYTL2 TAGLN TINAGL1 TM4SF1 TPM1 TPM2 TPM4 WFDC1 TRAVAGLINI_LUNG_VEIN_CELL https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/TRAVAGLINI_LUNG_VEIN_CELL ABI3BP ACKR1 ADAMTS4 ADAMTS9 ADGRG6 C7 CADM3-AS1 CCL23 CLU CPE CSF3 CXCL2 CYP1B1 FSTL3 FTH1 HDAC9 ICAM1 IL1R1 LYST LYVE1 MMRN1 NAMPT NCOA7 NNMT PLA1A PLAT PRCP PRSS23 PTGDS SELE SELP SLCO2A1 SOD2 SOX7 SRPX TIMP1 TNFAIP3 UPP1 VCAM1 VWF VANGURP_PANCREATIC_ALPHA_CELL https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/VANGURP_PANCREATIC_ALPHA_CELL ALDH1A1 B2M CFC1 CLU CRYBA2 CYSTM1 DPP4 F10 FAP FXYD3 FXYD5 GC GCG GLS GPX3 HIGD1A HLA-A HLA-E IRX2 ITGB1 KCTD12 LOXL4 MUC13 NAA20 PALLD PAPPA2 PCSK2 PEMT PLCE1 PLIN3 RGS4 RNASEK SLC7A2 SMIM24 SPINT2 TM4SF4 TMEM176A TMEM176B TTR VGF VANGURP_PANCREATIC_BETA_CELL https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/VANGURP_PANCREATIC_BETA_CELL ABCC8 ADCYAP1 ALCAM ALDOA ARG2 ARL6IP5 ATP2A3 C1QL1 C1orf127 CADM1 CASR CDKN1A CDKN1C CNP CYP2U1 CYYR1 DBI DHRS2 DHRS7 DLK1 DNAJB9 EIF4A2 ELMO1 ENO1 ENTPD3 ERO1B FXYD2 G3BP1 G6PC2 GAD2 GLIS3 GNAS GSN HADH HERPUD1 HSP90AB1 HSPA8 IAPP IGF2 INS INS-IGF2 ITPR3 KCNK16 LDHB LOC154761 MAFA MAFB MAP1B MT-CO1 MT-CO3 MT-CYB MT-ND1 MT-ND2 MT-ND3 MT-ND4 MTUS2 MXRA7 NECTIN3 NKX6-1 NPTX2 OTULINL P2RY1 PAPSS2 PCSK1 PDX1 PEBP1 PEMT PERP PFKFB2 PFN2 PHACTR2 PLCXD3 PPP1R1A PRDX1 PRUNE2 PSAP PTEN RBP4 RGS16 ROBO2 RPL17 RPL23 RPL24 RPL3 RPL4 RPL5 RPL7 RPL7A RPS23 RPS3 RPS4X RPS6 RRAGD SAMD11 SCD SCD5 SCG3 SCGN SELENOW SERINC1 SHISAL2B SLC30A8 SLC39A14 SLC6A6 SORL1 STX1A SURF4 SUSD4 SYT13 TGFBR3 TIMP2 TMEM150C TMEM37 TNS1 TPM3 TSPAN1 TSPAN13 UCHL1 VEGFA WARS1 WSCD2 YWHAQ VANGURP_PANCREATIC_DELTA_CELL https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/VANGURP_PANCREATIC_DELTA_CELL ABCC9 ABI3BP ADGRL2 AKAP12 AMIGO2 ANK1 AQP3 ARFGEF3 BAIAP3 BCHE BHLHE41 C22orf42 CADM1 CALB1 CASR CBLN4 CD9 CPB1 CXADR DHRS2 DIRAS3 DPYSL3 EDN3 EEIG1 EHF ERBB4 ETV1 EYS F5 FFAR4 FRZB GABRB3 GPX3 HADH HHEX ISL1 LDHA LEPR LRFN5 MDK MLPH MS4A8 MTUS1 NCOA7 NDRG4 NLRP1 NPTX2 OPRD1 PAPPA2 PCP4 PCSK1 PDLIM4 PKIB PLEKHB1 PRG4 PSIP1 RASSF6 RBP4 RGS2 S100A6 SCD5 SEC11C SERPINA1 SLC17A6 SLC38A1 SORL1 SST SYNE2 TENM3 TIMP2 TMSB4X TPPP3 UNC5B VIM VMP1 VANGURP_PANCREATIC_GAMMA_CELL https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/VANGURP_PANCREATIC_GAMMA_CELL ABCB1 ABCC9 AKAP12 AMOTL1 AQP3 ARX BMERB1 CALB1 CARTPT CHN2 CHRM3 CPB1 DPYSL3 ETV1 FGFR1 FXYD2 FXYD6-FXYD2 GC GCNT3 ID1 ID2 ID4 INPP5F MEIS2 PAX6 PEG10 PPY PTP4A3 PXK S100A10 SCG2 SCGB2A1 SEMA3E SERTM1 SLC4A4 SLC6A4 SLITRK6 SPINK1 SPOCK1 STMN2 THSD7A TM4SF4 TMEM176B TMEM47 TXNIP ZHENG_CORD_BLOOD_C10_MULTILYMPHOID_PROGENITOR https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/ZHENG_CORD_BLOOD_C10_MULTILYMPHOID_PROGENITOR ACAP2 ACTG1 ACY3 ADA AFF1 ARHGAP25 ARHGEF7 ARL6IP5 ARPC5L ARRB2 BAALC BTK C9orf78 CARD11 CARD19 CD47 CD52 CD74 CD99 CLNK COBLL1 COL24A1 CORO1A CXXC5 CYFIP2 CYTH1 CYTH4 DDX17 DSTN EVL FAM30A FGD6 GFOD1 GSTP1 HCST IGHM IL6R IQGAP2 IRF8 ITGAL ITM2C JAML JCHAIN KCNK17 KIAA0087 LAIR1 LINC00173 LINC00426 LINC00865 LPIN1 LST1 LTB LUC7L3 LZTFL1 MALAT1 MAP1A MED13L MEF2A MME MZB1 NCOA7 NEGR1 NHERF1 NIN OSBPL3 PACSIN1 PAG1 PIK3R1 PRAM1 PREX1 PRKCB QPRT RAB31 RBM17 RBM38 RERE RNASET2 RSRP1 S100Z SASH3 SATB1 SCN3A SETBP1 SH2D3C SH3TC1 SLC2A5 SPINK2 SPNS3 STARD9 SYK TNFAIP2 TRAF3IP3 TRBC2 TTC3 TYROBP USP36 VSIR ZHENG_CORD_BLOOD_C1_PUTATIVE_MEGAKARYOCYTE_PROGENITOR https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/ZHENG_CORD_BLOOD_C1_PUTATIVE_MEGAKARYOCYTE_PROGENITOR ABCC3 ABCC4 ACTN1 ARHGAP18 ARHGAP6 BANK1 BIN2 C2orf88 C3orf52 CA2 CALD1 CAMK1 CAVIN2 CCDC68 CCL5 CCND1 CD36 CD9 CENPA CLEC1B CLU CMAS CMTM5 COQ2 CTTN CXCL3 DAAM1 DMTN DNM3 EFNB2 ESAM EXOC3L2 F13A1 FCGR2A FERMT3 FYB1 GABRE GFI1B GNAZ GP1BA GP6 GP9 GRAP2 GSN HBD HEXIM1 HPSE ITGA2B ITGA6 KALRN KCNE3 LCN2 LGALSL LIMS1 LRRC32 LTBP1 LY6G6D LY6G6F MFAP3L MMRN1 MOB3C MYL12A MYLK NEXN NID1 NRGN PBK PDE3A PDE5A PDGFA PDGFB PDLIM1 PF4 PF4V1 PLEK PPBP PPIF PRKAR2B PROS1 RAB27B RBPMS2 RGS18 RUFY1 SELP SLC44A1 SLFN14 SPTB STOM TESC THBS1 TMEM40 TMSB4X TPM1 TREML1 TSPAN15 TUBB1 VCL VWF ZHENG_CORD_BLOOD_C2_PUTATIVE_BASOPHIL_EOSINOPHIL_MAST_CELL_PROGENITOR https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/ZHENG_CORD_BLOOD_C2_PUTATIVE_BASOPHIL_EOSINOPHIL_MAST_CELL_PROGENITOR AFF2 ALOX5AP ANXA1 ASRGL1 ATF4 BACE2 BRIX1 CALR CANX CASP3 CCDC88A CD63 CD82 CHP1 CHPT1 CNRIP1 CSF2RB CTNNBL1 DNAJC9 EMP3 FAM178B FBXO33 FBXO7 FLNA FOSB GATA1 GATA2 GDE1 GLUL GOLT1B GRAP2 GSE1 GTF3C4 HDC HMGCS1 HPGDS HSP90AB1 HSPA5 IFITM2 IKZF2 ING2 JUND LAPTM5 LDB1 LGALS1 LMNA LMO4 LYAR MALAT1 MIR4435-2HG MLEC MS4A2 MS4A3 MT-TL1 NDEL1 NEDD9 P2RX5 P4HB PABPC4 PDIA3 PIM2 PLEK PLGRKT PLIN2 PNMT PNN POU2F2 PPP1R15A PSME4 PTMA RAB11FIP1 S100A4 S100A6 SDF2L1 SEC24D SLC25A3 SLC2A1 SLC40A1 SLC6A6 SMIM1 SOX4 SPTY2D1 STAM STAT5A TENT5A TES TFR2 TFRC TIMM17A TMSB10 TOB2 TPSAB1 TRIB2 TSPYL2 VASP VIM ZHENG_CORD_BLOOD_C3_MEGAKARYOCYTE_ERYTHROID_PROGENITOR https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/ZHENG_CORD_BLOOD_C3_MEGAKARYOCYTE_ERYTHROID_PROGENITOR ACSL4 ACSM3 ANK1 APOC1 ARL4A B3GNT2 BCCIP BLVRB CAT CCDC112 CD36 CD40LG CDC42BPA CENPF CNRIP1 CSF1 CSF2RB CTNNBL1 CXADR CYTOR DKC1 EIF4G2 EIF5B EMP3 EPOR EREG FADS2 FAM178B FBXO7 FECH FLNA GATA1 GATA2 GLUL HDAC2 HDAC7 HDC HMGN5 HSP90AA1 ICAM4 ITGA2B JUND KCNH2 KEL KIF20B KLF1 LDB1 LMAN1 LYAR MBD4 MINPP1 MIR4435-2HG MPC2 MYH10 MYL12A NAA38 NCL NECAB1 NET1 NOLC1 PA2G4 PABPC4 PARP1 PDCD4 PDZD8 PHTF1 PIP4K2A PKIG PLIN2 PNMT PNN PPP1R14A PRKAR2B PSTPIP2 PTMA PVT1 RAB11FIP1 REXO2 RHAG RYR3 S100A4 S100A6 SERBP1 SIAH2 SLC2A1 SLC40A1 SNRPD1 SOX4 SPTA1 SSB SSX2IP STAM STAT5A TFR2 TFRC TRIB2 TUBB2A TXNDC17 UROD ZEB2 ZHENG_CORD_BLOOD_C4_PUTATIVE_EARLY_ERYTHROID_COMMITMENT https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/ZHENG_CORD_BLOOD_C4_PUTATIVE_EARLY_ERYTHROID_COMMITMENT ABCA1 ARHGAP15 ATP6V0A2 BMP2K CAMLG CCND2 CD69 CD84 CDK6 CELF2 CKAP2 CPA3 CRACD CRHBP CTNNBL1 CYCS DDX21 DEPTOR DGKE DTD1 EIF2AK1 ELF1 ELMO1 EREG ERG ETS2 EWSR1 FOXO3 G3BP2 GALNT1 GATA2 GNAI1 HPGDS HSP90AA1 HTR1F IKZF2 IL1RL1 IMPA1 ITGA4 ITGAE ITPRID2 JUN KIT LAPTM4A LDLR LEPROT MAN2A2 MED12L MLLT3 MOB1B MPP1 MT-RNR2 MYB MYCT1 NFIA NFKBIZ NLK NOP58 PBX1 PDZD8 PHACTR4 PHTF1 PKIG PLXDC2 PNN PRKACB PSTPIP2 RAPGEF2 RHOH RIPOR3 RNF130 RSBN1 SDCBP SERPINB1 SESN3 SKIL SLA SLC38A2 SLC39A8 SLC40A1 SMIM27 SNX5 SPTY2D1 STK4 TAF1D TEC TESPA1 TNIK TSEN54 TSPYL2 YARS1 ZBTB16 ZBTB20 ZEB2 ZFAS1 ZMYND8 ZNF711 ZHENG_CORD_BLOOD_C5_SIMILAR_TO_HSC_C6_PUTATIVE_ALTERED_METABOLIC_STATE https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/ZHENG_CORD_BLOOD_C5_SIMILAR_TO_HSC_C6_PUTATIVE_ALTERED_METABOLIC_STATE APOL3 AREG ATF3 AVP BTG2 C12orf57 CAVIN2 CD52 CD69 CD74 CLEC2B CLEC9A CRHBP CXCL8 DUSP1 DUSP2 EIF4A2 FOS GADD45A GADD45B GNG11 H1-10 H1-2 H1-3 H2AC20 H2AC8 H2BC21 H2BC4 H2BC5 H2BC7 H2BC8 H4C5 HLA-DQB1 HLA-DRA HLA-DRB1 HLF HMGA2 HOPX HSPA5 ID2 IER2 INSIG1 JAML JUN JUNB LINC00910 LPAR6 LRBA MAFF MDK MECOM MEF2C MEG3 MLLT3 MYCT1 NEAT1 NFKBIA NFKBIZ NR4A1 OXT PNRC1 RIPK2 RNU1-34P RNU12 RNU2-14P RNU2-3P RNU2-49P RNU2-59P RNU2-5P RNU2-63P RNU4-2 RNU4ATAC RNU5A-1 RNU5A-3P RNU5B-1 RNU5D-1 RNU5E-1 RNU5E-4P RNU5F-1 RNVU1-14 RNVU1-15 RNVU1-19 RNVU1-24 RNVU1-6 SELENOK SERTAD4 SEZ6L2 SKAP1 SNORD13 SOCS2 SPINK2 TMEM107 TPT1 TRA2B TUBB4B ZFP36 ZFP36L2 ZHENG_CORD_BLOOD_C6_HSC_MULTIPOTENT_PROGENITOR https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/ZHENG_CORD_BLOOD_C6_HSC_MULTIPOTENT_PROGENITOR ALDH1A1 AREG ARPC5L AVP BEX1 CAVIN2 CCNH CCNY CD109 CD74 CEBPB CRHBP CXCR4 DDIT4 DUSP1 DUSP2 EZR FAM3C FOSL2 FOXO1 FTH1 GADD45A GATA3 GBP4 HIF1A HLA-DMB HLA-DPA1 HLA-DPB1 HLA-DQA1 HLA-DQB1 HLA-DRA HLA-DRB1 HLA-DRB5 HLA-E HLF HMGA2 ID2 IRAK3 IRF1 KAT6A LIMCH1 LINC-PINT LPAR6 LRRFIP1 MAFF MAFG MAP3K8 MECOM MEF2C MEG3 MEIS1 MLLT3 MMRN1 MT-ND2 MT-ND5 NAMPT NEAT1 NFKBIA NR4A1 NR4A2 PABPC1 PELI1 PIM3 PPP1CB PREX2 PRKCH PTPRC RANBP2 RILPL2 RIPK2 RNF125 RNU2-63P SAMSN1 SAT1 SELENOK SLC2A3 SMCHD1 SNX9 SOCS2 SPP1 SRGN STAT1 TACC1 TAMALIN TCF4 TFPI THEMIS2 TNFRSF1B TPM2 TSC22D1 TSC22D3 TSPYL2 TUBA4A USP36 WDR45B ZFP36L2 ZNF331 ZHENG_CORD_BLOOD_C7_PUTATIVE_LYMPHOID_PRIMED_MULTIPOTENT_PROGENITOR_1 https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/ZHENG_CORD_BLOOD_C7_PUTATIVE_LYMPHOID_PRIMED_MULTIPOTENT_PROGENITOR_1 ANKRD26 ANKRD28 ANKRD36 ANKRD36C ARID4A ATG10 BCL11A BCL7A BEST1 BRCA2 BTF3 C1QTNF4 C6orf62 CALCOCO2 CALR CASP4 CCDC14 CD99 CHD1 CSF3R CSGALNACT2 CYTIP DEK DYNLT1 EIF2S3 ENO1 FAM161A FLT3 GBP4 GLIPR1 GNB4 GTF3A GYPC HIF1A HNRNPH1 HSP90B1 HSPA5 IFI16 IFITM1 IFITM3 IFNGR1 KPNB1 KRAS KRR1 LRRC75A LRRFIP1 MACROH2A1 MALAT1 MAP3K8 MIS18BP1 MSI2 MT-ATP8 MT-ND5 MT-ND6 MT-RNR2 MZB1 NAP1L1 NPDC1 NUCB2 PABPC1 PIK3R1 PIM2 PSMA6 PTPRE RFLNB RILPL2 RPL30-AS1 RUNX1 SELL SET SFXN1 SLK SMIM24 SNHG29 SPINK2 SPN SPTBN1 STARD4-AS1 TAOK3 TCERG1 TCF7L2 TPM4 TPT1 TRIM24 TSIX TTC3 TTF1 TUBA1B USP36 VPS35 WDR49 XIST ZBTB8A ZC3HAV1 ZFP36L2 ZRANB2 ZHENG_CORD_BLOOD_C8_PUTATIVE_LYMPHOID_PRIMED_MULTIPOTENT_PROGENITOR_2 https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/ZHENG_CORD_BLOOD_C8_PUTATIVE_LYMPHOID_PRIMED_MULTIPOTENT_PROGENITOR_2 ACTG1 ADA ANGPT1 ARHGAP25 ARHGAP30 ATP5F1E ATP5MC2 B2M BAALC BCL3 BTF3 C1QTNF4 CALHM6 CD34 CD44 CD48 CD52 CD74 CD99 COMMD6 CSF3R DYNLT1 EEF1B2 EGFL7 EIF3K ENO1 ERGIC1 ERLIN1 FAM30A FAU FLT3 GAPDH GAS5 GNG11 GSTP1 GYPC HCST HINT1 HLA-A HLA-B HLA-C HLA-DRA HNRNPA1 HOPX HSH2D IFITM1 IFITM3 IGFBP7 IGHM IGLL1 ITM2C LDLRAD2 LMNTD1 MACROH2A1 MAP3K8 MPG MT-CO1 MT-CO3 MT-CYB MT-ND3 MT-ND4 MT-TL1 MZB1 NACA NAP1L1 NPDC1 NUCB2 PADI4 PFDN5 PIK3R1 PRAM1 PROM1 PSME1 PTPRCAP RACK1 RASGRP2 RCSD1 RILPL2 RNASET2 RUNX1 S100A4 S100Z SELL SMIM24 SNHG5 SNHG6 SNHG8 SNRPD2 SPINK2 SPNS3 TMSB4X TPM4 TPT1 TSC22D3 UBA52 VMP1 ZFAS1 ZHENG_CORD_BLOOD_C9_GRANULOCYTE_MACROPHAGE_PROGENITOR https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/ZHENG_CORD_BLOOD_C9_GRANULOCYTE_MACROPHAGE_PROGENITOR ACTG1 ANP32B ANXA1 ARID4A ATP2B1 ATP5F1B AZU1 B2M BCL11A BIRC5 C1QTNF4 C9orf78 CALM1 CALR CANX CD44 CD99 CENPF CFL1 CLEC11A CP DNAJC1 DSTN EIF3A ENO1 GADD45GIP1 GAPDH GSTP1 GYPC H1-10 H3-3B HDGF HGF HLA-A HLA-B HMGN2 HMGN5 HNRNPA1 HNRNPM HNRNPU HSP90AA1 HSP90B1 HSPD1 IGFBP7 IGLL1 IRF8 ITM2C KDM5A KRR1 LCP1 LGALS1 LPAR6 LRRFIP1 LYZ MACROH2A1 MAP3K2 MKI67 MPO MT-ND4 NAP1L1 NCL NIBAN1 NUCB2 NUCKS1 PA2G4 PEBP1 PFN1 PIK3R1 PIM3 PLEK PRPF40A PRR11 PSMA7 PTGES3 PTMA RAB32 RB1CC1 RBM17 RTN4 S100A10 SAT1 SELL SERF2 SET SF3B2 SLK SMIM24 STMN1 TAGLN2 TARS1 TBCA TMSB10 TNFSF13B TPM3 TPM4 TUBA1B VAMP8 VIM YY1 ZFP36L2 ZHONG_PFC_C1_ASTROCYTE https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/ZHONG_PFC_C1_ASTROCYTE ADD3 ADORA2B AGT ANOS1 APOE CD82 DDX24 DHCR7 EFNA1 EIF6 ETV1 GPX3 HMGN3 LRATD2 MASP1 MMAB MRPL19 NHERF1 PGM2 RIT2 S1PR1 SCRG1 SELENBP1 SLC25A18 SPARCL1 SPTLC1 TBC1D10A TMEM126B VEPH1 ZNF302 ZHONG_PFC_C1_DLX5_POS_INTERNEURON https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/ZHONG_PFC_C1_DLX5_POS_INTERNEURON BTG1 DLX5 DLX6-AS1 PDZRN3 PRKCA RDX SCGN ZHONG_PFC_C1_MICROGLIA https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/ZHONG_PFC_C1_MICROGLIA ABCE1 ABHD13 AK2 ALG3 ANAPC5 ANLN AP2S1 ARL4A ASAP1 ASF1B ASPM ATAD2 AURKA AURKB BARD1 BHLHE40 BIRC5 BRCA2 BUB1 BUB3 C1orf122 C4orf46 CACYBP CCDC18 CCDC34 CCNA2 CCNB1 CCNB2 CCNF CCR1 CD58 CDC123 CDCA3 CDCA4 CDCA5 CDCA8 CDK1 CDKN3 CENPF CENPH CENPS CEP43 CHCHD2 CISH CKAP2 CKAP2L CKS1B CKS2 COA8 COQ2 CREB5 CREBL2 CRYBB1 CTPS1 CYCS CYTOR DCAF12 DDX39A DDX46 DEK DEPDC1 DHCR24 DHFR DIAPH3 DNAJA4 DR1 DSN1 DTYMK DUSP11 DUT DVL2 EBNA1BP2 ENSG00000274253 ERI3 ESCO2 FAM111A FAM83D FAR2 FEN1 FUNDC1 GALE GAMT GART GGCT GINS1 GINS2 GLRX2 GLT8D1 GLUD1 GMNN GTF2B GTF2F1 GTSE1 H2AX H2AZ1 H4C3 HELLS HIRIP3 HJURP HMGB1 HMGB2 HMGN2 HMMR HSPA1B ICAM3 ID1 IDH2 IKBKG IL10RB ILF2 IPO5 IQGAP3 ITGB3BP KIF11 KIF20B KIF22 KIF23 KIF2C KIF4A KLHDC1 KPNA2 LENG1 LSM2 MCAT MCM3 MCM4 MCM6 MCM7 MGAT2 MGME1 MICU1 MPC1 MRPL20-AS1 MRPL37 MRPL42 MRPS12 MRPS22 MTIF3 NASP NCAPD2 NDC80 NDUFA6 NEDD1 NFATC2IP NME4 NRM NSMCE4A NUCKS1 NUDT21 NUF2 NUSAP1 NUTF2 OFD1 ORC6 ORMDL2 PA2G4 PAICS PAXX PBK PCID2 PCLAF PCNA PCSK7 PDCD5 PHF12 PHF19 PIGA PIK3R4 PIMREG PLK1 PLK4 PNPT1 POLE3 POP4 PPP1R15A PPP2R3C PRC1 PSME2 PYM1 QDPR RABL3 RAD21 RAN RANBP1 RBBP7 RCC1 RFC2 RFC4 RHEB RMDN1 RNASEH2A RNF168 RPA3 RPF2 RRM2 RRP1 SAP30 SEC13 SGO1 SGO2 SHCBP1 SKA3 SKIC8 SLC35F5 SLC37A4 SNRPB SPAG5 SPC25 SPNS3 SRSF1 SRSF3 SRSF7 SS18L2 STIL SVIP TACC3 TAF4 TBC1D10B TBCD TCF19 TECR TEX30 TIMM10 TK1 TMED9 TMEM106C TMEM107 TMEM14B TMEM170A TMEM256 TMPO TOP2A TPRKB TPX2 TRAF3IP2 TRAPPC2L TRIP6 TROAP TUBA1B TUBGCP3 TXNDC17 UBE2C UBE2T UCHL3 UHRF1 VCP VPS36 WDFY1 WDHD1 WDR47 WDR54 XRCC3 XRCC4 ZDHHC12 ZNF595 ZNG1C ZWINT ZHONG_PFC_C1_NEUROD1_POS_EXCITATORY_NEURON https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/ZHONG_PFC_C1_NEUROD1_POS_EXCITATORY_NEURON ABRACL AKT3 ARL4D CADPS CALB2 CFAP298 CGA CNTNAP2 DDIT4 EPHA7 FEZF2 HEY1 HPCA HSPA1A MYO6 NEUROD1 NHLH1 NHLH2 NRN1 NXPH4 PCDH9 PTPRK SNCB ST18 THSD7A ZFPM2 ZHONG_PFC_C1_OPC https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/ZHONG_PFC_C1_OPC AAMDC ACTN1 AK9 ANLN ANP32E APOLD1 ARHGAP11A ARHGEF39 ARL6IP1 ASF1B ASH2L ASPM ATAD2 AURKA AURKB BARD1 BCAP29 BIRC5 BRCA1 BRD8 BTG3 BUB1 BUB1B BUB3 C21orf58 C2orf69 CARD8 CCDC150 CCDC18 CCDC34 CCNA2 CCNB1 CCNB2 CCNF CCNY CDC20 CDC25B CDC25C CDC42BPA CDCA2 CDCA3 CDCA4 CDCA5 CDCA8 CDK1 CDK5RAP2 CDKN2C CDKN3 CENPA CENPC CENPE CENPF CENPK CENPM CENPN CENPU CENPW CEP135 CEP152 CEP55 CHEK2 CHTF18 CIP2A CKAP2 CKAP2L CKAP5 CKB CKS1B CKS2 CNTLN DDIAS DEPDC1 DEPDC1B DHFR DIAPH3 DLGAP5 DSN1 DTYMK DYNC2I2 ECT2 EMC9 EMP3 ENSG00000187951 ESCO2 ESPL1 FAM111A FAM83D FANCD2 FBXO5 FEM1C FOXM1 G2E3 GAS2L3 GIHCG GINS2 GMNN GTSE1 GUSB H2AX H2AZ1 H2AZ2 H4C3 HAUS6 HJURP HMGB1 HMGB2 HMGB3 HMGN2 HMGN5 HMMR HS2ST1 HSD17B11 HYLS1 IFT22 IQGAP3 ITGB3BP KCNE5 KIAA0586 KIF11 KIF14 KIF15 KIF18A KIF18B KIF20A KIF20B KIF22 KIF23 KIF2C KIF4A KIFC1 KMT5A KNL1 KNSTRN KPNA2 LDHA LGALS1 LRR1 MAD2L1 MAP2K2 MELK MIS18BP1 MKI67 MND1 MNS1 MT2A MTFR1 MXD3 NCAPD2 NCAPG NCAPG2 NCAPH NDC1 NDC80 NEK2 NMU NRAV NRM NUDT1 NUF2 NUP37 NUSAP1 OIP5 ORC6 PARPBP PBK PCLAF PCNA PDLIM3 PHF19 PIF1 PIMREG PLEKHA5 PLK1 PLK4 POC1A POLA2 POLQ PPIF PRC1 PRR11 PSRC1 PTTG1 QSER1 RACGAP1 RAD21 RAD51 RAD51AP1 REEP4 RFC3 RFWD3 RHEB RNASEH2A RNF26 RNFT2 RRM2 RTKN2 S100A16 SCARA3 SCLT1 SFR1 SFRP2 SGO1 SGO2 SHCBP1 SKA1 SKA3 SMC2 SMC4 SPAG5 SPC25 SPDL1 STON2 TACC3 TDP1 TGIF1 TK1 TMEM106C TMEM18 TMPO TOP2A TPX2 TRIP13 TROAP TTK TUBA1B TUBA1C TUBB4B TUBB6 TUBGCP3 UBE2C UBE2S UBE2T UHRF1 USP1 VIM VRK1 ZNF83 ZWINT ZHONG_PFC_C2_ASCL1_POS_ASTROCYTE https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/ZHONG_PFC_C2_ASCL1_POS_ASTROCYTE ASCL1 DDIT4 HPF1 NDUFA12 PPP4R3B TRIB2 ZHONG_PFC_C2_SOX5_BCL11B_POS_EXCITATORY_NEURON https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/ZHONG_PFC_C2_SOX5_BCL11B_POS_EXCITATORY_NEURON ARG2 BCL11B CAV1 CDH7 CNIH1 CNTNAP2 CRYM EIF1AY FXYD7 HSPA1A IGFBP5 LDHA LMO3 LMO7 LSAMP MASP1 MGLL PDE1A PRKY RPS4Y1 SERPINI1 SERTAD4BP SHISA2 SOX5 SSBP2 ST18 THSD7A VSNL1 ZHONG_PFC_C2_THY1_POS_OPC https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/ZHONG_PFC_C2_THY1_POS_OPC APOD BRINP1 CA10 CNTN1 COL9A1 EDNRB ELMO1 FAM216A GPR155 GRB14 ITM2A KLRC2 LAMA4 LRRK2 MYT1 NTNG1 PCSK1N PLAT PLLP PMP2 S100B SCG5 SERTAD4BP SNTG1 SULF2 THY1 WAC-AS1 ZHONG_PFC_C2_UNKNOWN_NPC https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/ZHONG_PFC_C2_UNKNOWN_NPC AMBN ARHGAP11A ARL6IP1 ASPM AURKA AURKB CALB2 CCNA2 CCNB1 CCNB2 CDC20 CDC25B CDCA2 CDCA3 CDCA8 CDKN3 CENPE CENPF CEP70 CIT CKAP2L CKS2 CNOT7 DCXR DEPDC1 DLGAP5 DNALI1 ENSG00000187951 FAM83D G2E3 GTSE1 HJURP ITCH KDM4A KIF20A KIF22 KIF2C KIF4A KNSTRN KPNA2 LDHA MFAP2 MIS18BP1 MKI67 MZT1 NCAPD2 NDC80 NDE1 NDST4 NEIL3 NEK2 NUSAP1 OIP5 PHF19 PIF1 PLK1 PRR11 PSRC1 PTTG1 RACGAP1 RANGAP1 REEP4 SGO2 SPAG5 SPDL1 TACC3 TOP2A TPX2 TRIM59 TROAP TTK TUBA1C TUBB4B TUBB6 UBE2C ZNF649 ZHONG_PFC_C3_ASTROCYTE https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/ZHONG_PFC_C3_ASTROCYTE ABCC5 ACAP3 ACD ACVR2B ADAP1 ADCY1 AFAP1 AFDN AGAP2 AGO2 AGO4 AKT3 ANK3 ANKRD13D ANKRD36 ANKRD44 AP1G2 ARFGEF3 ARHGAP20 ARHGAP39 ARPP21 ARSA ASIC1 ATAD2B ATCAY AUTS2 B4GALNT4 BAIAP2 BASP1 BAZ2A BFAR BICDL1 BIN1 BMPR2 BPTF BRAP BRSK2 C2CD4C CACNA1A CACNA1B CACNA1E CACNB1 CACNB3 CACNG8 CALY CAMK2N2 CAMKV CAPN10 CARMIL3 CASTOR3P CAVIN4 CBFA2T3 CCBE1 CCDC120 CCL5 CDC42BPB CDK5R1 CDKL2 CELF2 CELF5 CELF6 CELSR2 CEP164 CHASERR CHD5 CHGA CHST15 CHST2 CIC CLCN7 CLDN5 CLVS2 CNIH2 CNKSR2 CNOT6 CNTN1 CNTN3 CNTN4 CNTNAP1 COL18A1 CPLX1 CPNE7 CSK CTTN CTTNBP2NL CUL9 CXADR CYP27C1 DAAM1 DENND6B DIP2C DLX1 DNM1 DNM3 DOT1L DPYD DPYSL3 DUSP4 DYNC1I1 EDEM3 EEF1A2 EFR3B EGFL7 ELAVL2 ELAVL3 ENC1 ENSG00000291211 ENTREP3 EPB41L1 EPCAM EVI5L EVL EXD3 FADS3 FAM131B FAM193B FAM89B FBN3 FBRSL1 FBXO41 FGF9 FLRT2 FMR1 GAB2 GAD2 GAP43 GAS7 GCN1 GEMIN5 GIT1 GNAL GNAZ GNB3 GOLGA3 GOLGA7B GOLGA8A GOLGA8B GPR161 GRIK2 GRK3 GRP HEATR5A HMGA1 HPCAL4 HRAS IBA57 IBTK IGHMBP2 ILRUN IQCG IRF7 JAG2 JPH4 KCNQ1OT1 KCNT2 KCTD12 KCTD3 KCTD7 KDM4B KIAA0319 KIAA1522 KMT2A L1CAM LETM1 LIMS2 LINC00342 LINC00506 LINC01873 LINC02987 LMO7 LPAR2 LPL LRRC7 MAFG MAMDC4 MAP3K9 MAP6 MAPK11 MAPK8IP2 MAST1 MAST3 MATCAP1 MCM3AP MCM4 MCM7 MDGA1 MDN1 ME3 MEF2C MEG3 MEGF6 MEIS3 MGRN1 MIAT MICAL1 MIR124-1HG MKRN1 MMD MMP17 MTURN MYCN MYO16 NBEA NCAM1 NCOR2 NEAT1 NEFM NEXMIF NFATC2IP NFIX NGEF NKAIN1 NLK NOL4L NPAS1 NPIPA5 NPY1R NRXN2 NSG2 OBSCN OSBP2 PACS1 PALMD PCDH11X PCDH19 PCLO PDCD7 PDE1C PDE7A PDIA2 PDP1 PDXP PDZD4 PFKP PGM2L1 PHACTR4 PHYHIP PKD1 PLPPR1 PLXNA3 PLXNA4 PNPLA6 PODXL2 POU2F2 POU6F1 PPEF1 PPFIA2 PPP1R12C PRDM2 PRKAR2B PRKCB PRKCSH PRPF18 PRRT2 PSD PTCHD4 PTPRS PTPRU RAB3A RABL6 RBFOX3 RBM33 RECQL5 RERE RESF1 RFLNB RFPL1S RGS11 RHOU RIMBP2 RIMKLA RNF112 RNF165 RPS6KA3 RPS6KC1 RRAGC RSPH9 RUNX1T1 SATB2 SCG2 SCN3A SCN3B SCN9A SEC31B SEL1L SEMA3C SEMA6C SETX SEZ6L2 SH3PXD2A SHANK2 SHTN1 SIN3B SLC1A6 SLC25A29 SLC26A4 SLC38A1 SLC45A1 SLC4A3 SLC4A7 SLC7A5P2 SLCO3A1 SLIT1 SMARCA2 SMPD3 SNAP91 SNAPC4 SOX11 SPHKAP SPIN1 SPTBN2 SPTBN4 SRCIN1 SRRM3 SRRM4 SS18L1 SSTR2 SSX2IP ST8SIA3 STAG3 STK11 STK11IP STOX2 STRBP STX1A STXBP1 STXBP6 SVOP SYBU SYCP2 SYNGR3 SYP SYT1 SYT13 SYT4 SYT5 TAF6L TBC1D32 TCAF1 THRB TMEM108-AS1 TMEM131 TMEM151B TMEM44 TMEM63C TOM1L2 TPTE2P1 TRIM41 TRIM46 TSPAN17 TSPOAP1 TTC9B TUBGCP6 UBALD2 UBE2Q2P1 UBN2 ULK2 UNC79 USP32P1 USP7 VARS2 VASH2 VPS16 VSTM2B VSTM2B-DT VSTM2L XKR4 XPNPEP3 XPR1 YWHAG ZBTB8A ZCCHC12 ZDHHC8BP ZEB2 ZFP90 ZFTA ZNF101 ZNF316 ZNF320 ZNF324 ZNF362 ZNF37A ZNF445 ZNF527 ZNF566 ZNF573 ZNF611 ZNF721 ZNF780B ZHONG_PFC_C3_HOPX_POS_OPC https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/ZHONG_PFC_C3_HOPX_POS_OPC CST3 DLL3 ETV1 HOPX PANTR1 RARRES2 SEZ6 TLK1 ZHONG_PFC_C3_MICROGLIA https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/ZHONG_PFC_C3_MICROGLIA ABCA2 ABLIM1 ACAP3 ACKR1 ACOT7 ACTN2 ACTR3B ADAM22 ADCY1 ADD2 ADGRB2 AGAP3 AGPAT4 AGPAT5 AGTPBP1 AK1 AKAP7 AKT2 AKT3 ALCAM AMER2 AMPD2 AMPH ANK2 ANK3 ANKRD13B ANKRD16 AP3B2 APBB1 APC2 ARHGAP33 ARID3B ARL4C ARL8A ARPP21 ASPSCR1 ATCAY ATP1B2 ATP6V0E2 ATXN2 ATXN7L3B B4GALNT4 B4GAT1 BAALC BAIAP2 BCL11A BCYRN1 BEX1 BEX2 BHLHE22 BMERB1 BOK C11orf87 C12orf57 C1orf216 C2orf69 C3orf14 C8orf33 CACFD1 CACNA1A CACNA1B CACNA1C CACNA1E CACNB3 CACNG8 CADM1 CAMK2B CAMK2N1 CAMKV CAP2 CARM1 CARMIL3 CBLN2 CCBE1 CCDC184 CDC42EP3 CDC42EP4 CDH10 CDH2 CELF2-AS2 CELF3 CELF4 CELF5 CELSR2 CENPV CEP126 CERK CES2 CHGB CHRNA4 CLIC4 CLVS2 CNR1 COMTD1 CPLX1 CPNE6 CRACD CRIP2 CRMP1 CSDC2 CSMD1 CSMD2 CSMD3 CSRNP3 CSRP2 CTIF CTXN1 CXXC4 CYFIP2 CYP27C1 CYRIA DAAM1 DAB2IP DBNDD1 DCLK1 DCLK2 DCX DDX51 DGKE DLG3 DLX2 DMTN DMWD DNM1 DNM3 DOK5 DPF1 DPYSL2 DPYSL3 DPYSL4 DTX1 DYNC1I1 EBF4 EEF1A2 EFNA2 EIF4EBP2 ELAVL3 ENHO ENO2 ENSG00000286190 ENTREP2 EPHA10 EPHA5 EPM2AIP1 EXD3 FABP3 FABP7 FADS3 FAM110B FAM184A FAM229B FAM81A FAT3 FBXL16 FBXO3 FBXW7 FCHO1 FGF12 FGF13 FKBP1B FLRT2 FMN2 FOXP1 FUBP1 FUT9 FXR2 FXYD7 FYN FZD3 GAD1 GAP43 GAREM2 GCSH GDA GLRA2 GNAL GNAO1 GNAZ GNG4 GNG8 GOLGA8A GPC1 GPR12 GPRIN1 GPSM1 GRIA3 GRIN1 GRP GTF2IRD1 GUCY1A1 GUCY1A2 HAGHL HIP1R HMGCR HMOX2 HPCAL4 HSF2 IGSF21 IMPDH1 INA IRS2 IVNS1ABP JAG2 JPH3 JPH4 KCNA3 KCNA6 KCNB1 KCNH7-AS1 KDM4B KDM5B KIAA0319 KIAA1549L KIF1A KIF1B KIF21B KIF3A KIF3C KIFAP3 KLF12 KNDC1 KPNB1 KRT19 KRT31 LGI4 LIMCH1 LIMS2 LINC00342 LINC00667 LINC01102 LMO4 LPAR2 LRP12 LRP6 LRRC49 LRRC4C LRRC7 LRRN3 LSAMP LSM14B LY6H MAP1A MAP1B MAP4 MAP6 MAPK10 MAPK8IP1 MAPRE3 MAPT MARCKSL1 MAST1 MAST4 MATK MBTPS1 MDGA1 MEG3 MFSD10 MGLL MIR124-1HG MLLT3 MOAP1 MOK MORN4 MPPED1 MT3 MVD MYH10 MYO16 MYT1L NAP1L3 NAV1 NBEA NCAM1 NCAN NCDN NCOA1 NCS1 NDRG1 NDRG4 NECAB1 NEFL NEFM NELL2 NEO1 NETO2 NEUROD6 NFASC NFIA NFIB NFIX NGRN NIPSNAP3A NKAIN2 NLK NLN NPDC1 NPY NRXN1 NRXN2 NSG1 NSG2 NT5C3B NTRK2 NUDCD3 NUP93 OPA1 OPCML OPTN PAFAH1B2 PALS2 PCBP4 PCDH11X PCLO PCSK1N PDIA2 PENK PFN2 PGM2L1 PHACTR3 PHF24 PHPT1 PI4KAP2 PIK3R2 PIP4K2A PJA1 PKD1 PLXNA1 PLXNA4 PNMA2 PNMA3 POLR3A POU3F1 PPFIA2 PPFIBP1 PPHLN1 PPP1R14C PPP2R2D PPP3CB PPP5C PREPL PRKAA2 PRKAR1B PRKAR2B PRKCB PRRT2 PRXL2B PTP4A3 PTPN13 PTPN5 PTPRK PTPRO PXK RAB15 RAB3A RAB9B RALGPS1 RAMP3 RAP1GAP2 RAP1GDS1 RBM24 RBM4B REEP2 RELA RFNG RFPL1S RGS11 RIC3 RIMBP2 RIPOR2 RIT2 RNF112 RNF157 RNF165 RNF220 RNF40 RNU6-2 RRAS2 RSPRY1 RUNX1T1 SAMD4B SASH1 SATB2 SCD5 SCG5 SCN2A SDC3 SDK1 SDK2 SEMA3C SEPTIN3 SEPTIN4 SERP2 SERPINI1 SEZ6L2 SGSM2 SH3PXD2A SHANK2 SHC2 SHISA7 SLC39A3 SLIT1 SLN SMARCA2 SNAP91 SNCB SNX32 SOBP SOX4 SPTAN1 SPTBN1 SRCIN1 SRM SRRM4 SSBP3 STARD10 STK25 STMN2 STMN3 STMN4 STUM STX1A STXBP1 SULT4A1 SUZ12P1 SV2A SYBU SYNGAP1 SYNGR3 SYP SYT3 SYT4 SYT5 TAB1 TACC2 TANC2 TARS3 TCEA2 TCEAL2 TCEAL5 TCF4 TCP1 TDRP TENM2 TENM4 THRA THRB THY1 TLE5 TMEFF2 TMEM121B TMEM132A TMEM151B TNKS2 TNRC6C TPPP TRIM2 TRIM44 TRIM67 TSC2 TSPOAP1 TTC9B TUBA1A TUBB2A TUBB2B TUBB3 TUBB4A TXNL4A UBE2QL1 UBXN7 UCHL1 UQCC6 USP32P2 USP46 VAV2 VSTM2B VSTM2L WASF1 WDR47 WDR59 WWC1 ZBTB18 ZC2HC1A ZFR2 ZFTA ZNF197 ZNF324 ZNF614 ZSCAN29 ZHONG_PFC_C3_PROX1_CCK_POS_INTERNEURON https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/ZHONG_PFC_C3_PROX1_CCK_POS_INTERNEURON AP1S2 ARL4C CALB2 CCK CNR1 DLX1 KITLG PDZRN3 PROX1 SCGN VSTM2A ZHONG_PFC_C3_UNKNOWN_INP https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/ZHONG_PFC_C3_UNKNOWN_INP APOLD1 BIRC5 BUB1 CCDC112 CCNA2 CCNB2 CDCA2 CDCA8 CDK1 CDKN2C CENPE CENPF CKAP2L CNR1 DLGAP5 ECT2 FAM83D H2BC9 HJURP HYLS1 INSM1 KIF23 KPNA2 MXD3 NCAPH NDC80 NEUROD4 NMU NUF2 PENK PPP1R17 PRC1 SGO1 SKA1 SPC25 TPX2 UBE2C UBE2T ZHONG_PFC_C4_PTGDS_POS_OPC https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/ZHONG_PFC_C4_PTGDS_POS_OPC AARS1 ACLY ADAM23 ANGPTL2 ANK3 ANKRD44 ANP32B APCDD1 APLP1 APPL2 ARHGAP5 ARHGAP5-AS1 ARV1 BCAS1 BCL2L1 BMPER BPHL CADM1 CADM2 CAMSAP2 CDK18 CENPJ CLDN11 CNP CORO1C CPM CRB1 DHCR7 DYNLL1 EEIG1 ENPP6 EPB41L2 EPHB1 ERBB3 EVI2A FAM13C FIBIN FRMD4A FRMD4B FXYD6 FYN GNAI1 GOLIM4 GPD1 GPR17 GPS1 GRIN2A GRINA HACL1 HID1 HMGCS1 ITPR2 KANK1 KCNS3 KIAA0319L LIMS2 LIN7C LINC01170 LINC02367 LRRN3 LRRTM1 LSAMP MAG MAP4K5 MBP MIEF1 MMUT MOB3B MOG MPZL1 MSMO1 MTMR9LP MTPAP MVB12B MYO5A MYRF NFASC NFE2L2 NOL4L NTM OSBPL9 PACC1 PCDH11X PCDH11Y PCDH7 PFN2 PHACTR3 PKP4 PLEKHA1 PLEKHB1 PLP1 PLPPR2 PPP1R16B PRDX1 PTGDS PTPRO RAB33A RALGPS2 RASGEF1B REEP3 RGMB RICTOR RND2 RNF144A RNF216 SCARB1 SCARB2 SEL1L SEMA4D SERINC5 SERPINI1 SGK1 SGPL1 SGTA SH3YL1 SILC1 SIRT2 SLC25A5 SLC44A1 SMOC1 SNX22 STAMBP STAT2 STRN SYNDIG1 SYNGR2 TCF7L2 TECR TF TM7SF3 TM9SF2 TMEFF2 TMEM108 TMEM179B TMEM59 TMOD1 TMTC4 TNFRSF21 TNS2 TNS3 TSC22D4 TUBB4A UGT8 UTP14C WASF1 ZNF488 ZNF827 ZHONG_PFC_C4_UNKNOWN_INP https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/ZHONG_PFC_C4_UNKNOWN_INP ACTR10 ARHGEF26 ARL4D ASCL1 ATG3 ATP6V0E2 BBS10 BRD7 C19orf12 CADPS CFAP298 CIR1 COA1 COMMD9 COX17 DANCR DDIT4 DENND1B DLL3 DOCK7 DPF2 DYRK4 EBF2 EIF2S1 ELAVL4 ELP6 EOMES EXOSC1 FAM200C GADD45G GMIP GNL3 HSPA1A HSPA1B HSPA5 INO80C KIN KLHDC8A LDB1 LINC02487 MEST MFNG MPHOSPH10 MRPL42 MRTO4 MTHFD2 NELL2 NEUROG1 NFATC3 NHLH2 NKAIN3 NUMBL OCIAD2 P2RX5-TAX1BP3 PCBP4 PHF21B PHLDB2 POLR2H POLR2L PRMT9 PSMC6 PSMG1 RBIS RGS16 RNF138 RPAP2 RPAP3 RSBN1 S100PBP SERINC2 SERPING1 SLC4A7 SLC6A15 SNHG8 SOCS4 SUPT16H SVIL SYP TAGLN3 TCP10L TIMM50 TTF1 UBAP2 UBE2I ZFP82 ZIC2 ZNF254 ZNF43 ZNF605 ZHONG_PFC_C5_BCL11B_CALB2_POS_INP https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/ZHONG_PFC_C5_BCL11B_CALB2_POS_INP ANK3 ATP2A2 BCL11B CALB2 CELF4 CNIH2 CNTNAP2 GAP43 KAT6B KIF21B LZTS1 NAV1 NEUROD6 NHLH1 RUNDC3A ST18 THSD7A TP53I11 TSPAN18 XPR1 YWHAG ZBTB18 ZHONG_PFC_C6_DLX5_GAD1_GAD2_POS_INTERNEURON https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/ZHONG_PFC_C6_DLX5_GAD1_GAD2_POS_INTERNEURON ACKR3 ARRDC3 ARX BRINP2 DLX2 DLX5 ERBB4 GAD1 GAD2 ID2 MAF NXPH1 PDE4DIP PFN2 RBP1 ZHONG_PFC_C6_PLXNA4_POS_EXCITATORY_NEURON https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/ZHONG_PFC_C6_PLXNA4_POS_EXCITATORY_NEURON CCBE1 EIF1B GNAL LINC01102 PLXNA4 SCG2 SRM ZHONG_PFC_C7_ORG_UNDERGOING_NEURONAL_DIFFERENTIATION https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/ZHONG_PFC_C7_ORG_UNDERGOING_NEURONAL_DIFFERENTIATION ABHD6 ACYP2 ADGRG6 ADRA2A AFDN-DT AGPAT3 ARPP21 ATAD2B C8orf34 CACNG8 CEP126 CHL1 CPTP CRYM DLG2 DNAL4 DOCK4 DPP6 DYNC1I1 ENC1 EPHA3 EPHB1 ESYT2 FGF9 GAREM1 GLRA2 GRIA2 GUSBP11 HSPA12A IQGAP2 KRT31 LEMD2 LHFPL4 LNX1 LONRF2 LRRC8B MAP6 MAPT MEF2C MEGF8 MIAT MIR124-1HG MLLT3 MNT MTURN MYT1L NDRG1 NEUROD2 NIN NTM PTPRD RBFOX1 RNF213 RUNX1T1 SATB2 SCD5 SEMA3C SERP2 SH3PXD2A SHC2 SLA SNAP91 SORL1 SRGAP1 TMEM132B TNIK TTC14 ZHONG_PFC_C7_SST_LHX6_POS_PUTATIVE_MIGRATING_INTERNEURON https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/ZHONG_PFC_C7_SST_LHX6_POS_PUTATIVE_MIGRATING_INTERNEURON ACKR3 ARL4D ARX BRINP2 CXCR4 GAD1 GAD2 LHX6 MAF NXPH1 PAM PDZRN4 RBP1 SST ZHONG_PFC_C8_ORG_PROLIFERATING https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/ZHONG_PFC_C8_ORG_PROLIFERATING ANXA2 ARL6IP1 ASPM AURKA BIRC5 BUB1 BUB1B CCDC34 CCNA1 CCNB1 CCNB2 CDC20 CDCA3 CDCA8 CDKN3 CENPA CENPE CENPF CEP70 CKAP2 CKS2 CRNDE CRYZ DCXR DEPDC1B EMP3 GAS2L3 HSD17B11 ITGB1BP1 KIF18A KIF20A KNSTRN LGALS1 MT2A MZT1 NEK2 NMU NOTCH2NLA NUSAP1 ODF2 OIP5 PLIN3 PLK1 PRC1 PRR11 PSRC1 PTTG1 RACGAP1 RP2 SFRP2 SGO2 SHCBP1 SMTN TACC3 TMEM256 TPX2 TROAP TUBA1C TUBB4B TUBB6 TXNDC12 UNC50 ZHONG_PFC_C8_UNKNOWN_NEUROD2_POS_INTERNEURON https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/ZHONG_PFC_C8_UNKNOWN_NEUROD2_POS_INTERNEURON ABLIM1 ACTN2 ADCYAP1R1 ALCAM ARHGAP23 AUTS2 B3GAT1 B4GALT2 BHLHE22 CACNA1A CACNG8 CALN1 CAMK2N2 CAPNS1 CCBE1 CEP126 CHD5 CNTN1 CNTN3 COPRS CPE CRYM CSRP2 CYRIA DEAF1 DNAJB2 DOCK9 DOK5 DTX1 DTX4 DUSP23 EEF1A2 EPHB6 FABP3 FASN FBXW7 FOXP1 GAP43 HIVEP2 IGSF21 JAG2 KBTBD11 KHDRBS3 LHX2 LPL MAP6 MAPK11 MAPK8IP2 MT3 MVD NCALD NECAB1 NELL2 NEUROD2 NEUROD6 NPY1R NTRK2 PALM PDXP PENK PHYHIP PIK3R1 PLPPR1 PLXNA4 POU3F2 PPFIA3 PTPRK R3HDM1 RBFOX1 RGS11 SCD SEMA3C SLA SMARCA2 SPOCK1 SRM STK32B SYNGR3 SYT4 SYT7 UNC13A USP32P1 USP32P2 VSTM2L ZHONG_PFC_C9_ORG_OTHER https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/ZHONG_PFC_C9_ORG_OTHER ATP1A2 ATP1B2 AXL BCAN BMP7 CDC42EP1 CDO1 CLU COL11A1 CRYL1 CST3 CXCR4 DBI DKK3 EEPD1 ENHO ETV5 F3 FABP5 FABP7 FAM107A FOLH1 GATM GNG12 GPM6B GPX3 HOPX ID2 IFI27L2 ITGB8 ITM2C LGALS3 LIFR LINC00943 LITAF LRRC3B MEST MFGE8 MGST3 MLC1 MOXD1 MT3 MYORG NDN NDP NDRG2 NFE2L2 NHERF1 NOTCH2 NRG1 NSDHL NTM OAT PDLIM3 PDPN PEA15 PLPP3 PSAT1 PTN PTPRN2 PTPRZ1 S100A13 S100A16 SAT1 SC5D SCRG1 SEL1L3 SELENOW SLC1A3 SLCO1C1 SNX5 SPARC STOM TAGLN2 TCIM TKTL1 TMEM132B TMEM9B TNC TSPAN7 TSPO TTYH1 TUBB2A ZHONG_PFC_HES1_POS_C1_NPC https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/ZHONG_PFC_HES1_POS_C1_NPC HES1 HEY1 HMGA2 LIX1 MCM3 ZFP36L1 ZHONG_PFC_MAJOR_TYPES_ASTROCYTES https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/ZHONG_PFC_MAJOR_TYPES_ASTROCYTES AASS ABAT ABCD3 ABHD3 ACSBG1 ACSL6 ADCYAP1R1 ADD3 ADGRB1 ADGRG1 ADORA2B AGT AIF1L AK4 ALCAM ALDH6A1 ALDOC ALPL ANOS1 ANXA5 APBB2 APOE AQP4 ARHGEF26 ATP13A4 ATP1A2 ATP1B2 B2M B3GLCT BBS2 BCAN BCAP29 BCHE BDH2 BMAL1 BMP7 BMPR1B BRINP3 BRINP3-DT BTBD17 C1orf122 C2orf72 C3orf70 CA12 CAMK2G CASTOR1 CBR1 CBS CCDC80 CD63 CD82 CD9 CDC42EP1 CDC42EP4 CLDN10 CLU CNN3 COMT CPNE5 CRYL1 CSPG5 CST3 CTSL CXCL14 CYP51A1 DAG1 DARS1 DBI DBX2 DCN DCXR DDAH1 DDR1 DHCR7 DIO2 DKK3 DNER DOK5 DTNA EDNRB EEPD1 EFEMP2 EFHD2 EFNA1 ELN ELOVL2 ELOVL5 EMC2 ENHO ETV1 ETV5 F3 FABP5 FABP7 FADS2 FAM107A FAM181B FAT1 FBLN2 FERMT2 FXYD1 G6PC3 GATM GDPD2 GFAP GJA1 GLUD1 GLUL GNG11 GNG12 GNG5 GNG7 GNPTG GPM6B GPR137B GPR37L1 GPRC5B GPX3 GRB14 GRM3 GULP1 HADHB HAPLN1 HAPLN3 HES1 HES4 HES5 HEY1 HLA-A HLA-B HLA-C HMGCS1 HNMT HOPX HSD17B12 HSPB1 HTRA1 ID1 ID2 ID4 IDI1 IFI27L1 IFITM3 IGFBP4 IL33 ITGAV ITM2C ITPR2 JUN KCNE5 KCNJ10 KLHDC8A LAMB2 LEPROT LGALS1 LGALS3 LGALS3BP LGI1 LIFR LINC00943 LIPA LITAF LIX1 LRATD2 LRIG1 LRP4 LRRC10B LRRC17 LRRC3B LRRN3 LRRTM3 LUZP2 LYN MAGT1 MASP1 MEIS1 METTL7A MFGE8 MGLL MIR9-1HG MLC1 MMD2 MRC2 MSMO1 MT1E MT2A MT3 MYO10 MYORG NCAN NDRG2 NHERF1 NHSL1-AS1 NKAIN4 NLGN3 NOTCH2 NOTCH3 NPNT NT5E NTRK2 OAT OLFM2 P3H4 P4HA1 PAQR8 PBXIP1 PDGFRB PDLIM3 PDLIM5 PDPN PEA15 PHACTR2 PHGDH PHYHIPL PLAGL1 PLCD1 PLEC PLEKHB1 PLIN3 PLPP3 PLTP PMP22 PNPLA3 PON2 PPP1R16A PRCP PREX1 PRODH PRR5 PRSS35 PSAT1 PTN PTPRZ1 PTTG1IP QKI RAB31 RAB34 RAMP1 RAMP3 RAP1GAP RASSF4 RCN1 RFX4 RGCC RGMA RGS20 RHOC RIT2 ROBO3 S100A13 S100A16 S100B S1PR1 SASH1 SCD SCRG1 SDC3 SELENBP1 SEMA6A SEMA6D SERPINB6 SERPINE2 SEZ6L SFXN5 SHISA4 SIRPA SLC13A5 SLC15A2 SLC1A2 SLC1A3 SLC1A4 SLC25A18 SLC38A3 SLC39A12 SLC3A2 SLC4A4 SLC6A1 SLCO1C1 SLITRK2 SMIM30 SNX3 SNX5 SOAT1 SOX2 SOX8 SOX9 SPARCL1 SPATA6 SPON1 SPRY1 SPRY2 STON2 SYPL1 TBC1D10A TCF7L2 TCIM TECPR2 TEX264 TFPI THBS3 TIMP1 TIMP3 TM7SF2 TMEM132B TNC TNFRSF19 TOR1AIP1 TP53I3 TRIB2 TRIL TRIM47 TSC22D4 TSPAN3 TSPAN6 TSPAN7 TTYH1 TTYH2 UBL3 VCAM1 VEPH1 VIM WSCD1 YIF1A ZFP36L1 ZFP36L2 ZFYVE21 ZHONG_PFC_MAJOR_TYPES_EXCITATORY_NEURON https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/ZHONG_PFC_MAJOR_TYPES_EXCITATORY_NEURON CSRP2 IGFBPL1 NEUROD1 NEUROD2 NEUROD6 PPP2R2B RBFOX1 SLA ZHONG_PFC_MAJOR_TYPES_INTERNEURON https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/ZHONG_PFC_MAJOR_TYPES_INTERNEURON ARX CELF4 CXCR4 DLX1 DLX2 DLX5 ERBB4 GAD1 GAD2 INA LHX6 MAF MEF2C MEG3 NRXN3 PDE4DIP PLS3 SOX2-OT ZHONG_PFC_MAJOR_TYPES_MICROGLIA https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/ZHONG_PFC_MAJOR_TYPES_MICROGLIA A2M ABCG2 ABHD12 ABI3 ACTR2 ACY3 ADA2 ADAM28 ADAM9 ADAP2 ADISSP ADORA3 ADRB2 AIF1 ALOX5 ALOX5AP ANXA11 ANXA4 ANXA5 AOAH AP1B1 APBB1IP APLP2 APOC1 APOE APPL2 ARHGAP12 ARHGAP4 ARHGAP9 ARHGDIB ARPC1B ARRB2 ASAH1 ATM ATP2B1-AS1 ATP6V0E1 ATP8B4 AXL B2M B3GNT5 BHLHE41 BIN1 BIN2 BLNK BLVRB BRI3 BST2 BTG2 C12orf75 C1QA C1QB C1QC C2 C3 C3AR1 C5AR1 CAP1 CAPZB CASP1 CCL3 CCL4 CCL4L2 CCND1 CCR1 CD14 CD164 CD300A CD36 CD37 CD4 CD53 CD63 CD68 CD74 CD81 CD83 CD84 CD86 CEBPA CEBPD CH25H CIAO2A CMTM6 CMTM7 CNPY3 COLGALT1 CORO1A CPED1 CPVL CREBL2 CREG1 CRYBB1 CSF1R CSF3R CTSA CTSB CTSC CTSD CTSL CTSS CX3CR1 CXCL16 CYBA CYBB CYFIP1 CYTH4 DAB2 DHRS3 DHRS9 DNAJB1 DNPH1 DOCK2 DOCK4 DOCK8 DPP7 DUSP1 EGFL7 EGR1 EGR2 EGR3 ELF1 ENTPD1 EVI2A FAM78A FCER1G FCGR1A FCGR1BP FCGR1CP FCGR2A FCGR3A FCGRT FES FGD2 FLI1 FMNL3 FOLR2 FOS FOSB FPR1 FRMD4A FTL FYB1 GAA GADD45B GAL3ST4 GALNT1 GAS6 GATM GGA2 GGTA1 GIMAP4 GLIPR1 GLUL GM2A GMFG GNAI2 GNB4 GNG5 GNG7 GPN3 GPR183 GPR34 GPSM3 GPX1 GRN GSN GSTK1 GYPC H1-2 HAVCR2 HCK HCLS1 HCST HERPUD1 HEXA HEXB HLA-B HLA-C HLA-E HPGDS HSPA1A HSPA1B HTRA1 HVCN1 IER2 IER3 IFI16 IFI30 IFITM2 IFNGR1 IGF1 IGFLR1 IGSF6 IKZF1 IL10RA IL13RA1 IL16 IL17RA IL6R IL6ST INPP5D IPCEF1 IRAG2 IRF8 ITGAM ITGAX ITGB2 ITM2B ITM2C ITPR2 JAG1 JUN JUNB KCTD12 KLF2 KLF6 LAIR1 LAMP1 LAMP2 LAPTM5 LAT2 LCP1 LGMN LHFPL2 LILRB4 LIMS1 LINC00996 LINC01094 LINC02256 LINC02712 LIPA LPAR5 LPAR6 LPCAT2 LPIN2 LST1 LTC4S LY86 LY96 LYN LYST MAF MAN2B1 MANBA MAST3 MBNL1 MED12L MEF2A MERTK METTL7A MFSD1 MGAT1 MGAT4A MGST2 MILR1 MIR23AHG MIS18BP1 MKNK1 MNDA MPEG1 MPP1 MRC1 MS4A7 MSN MYH9 MYL12A MYLIP MYO1F NAA20 NABP1 NAGA NAIP NCF4 NCKAP1L NEAT1 NEU1 NFKBIA NINJ1 NPC2 NPL NR3C1 NR4A1 NR4A2 NRIP1 OAS1 OLFML3 OLR1 OSTF1 OTUD1 OTULINL P2RX4 P2RY12 P2RY13 P3H2 PAG1 PALD1 PARVG PDGFB PDK4 PDPN PFN1 PLA2G15 PLA2G7 PLCB2 PLD3 PLD4 PLEK PLTP PLVAP PLXDC2 POLD4 PPP1R18 PPT1 PRR13 PSAP PSMB10 PTAFR PTGS1 PTPN6 PTPRC PTPRE PYCARD RAB29 RAB31 RAB32 RAB3IL1 RAPGEF6 RASSF4 RB1 RBMS1 RCN3 RCSD1 REEP4 RGS1 RGS10 RGS19 RGS2 RHBDF2 RHOB RHOG RIN2 RNASE6 RNASET2 RNF13 RNF130 RNF135 RNF213 RPH3AL-AS1 RPS6KA1 RUBCNL RUNX1 RYR1 S100A11 SALL1 SAMSN1 SASH3 SAT1 SCAF11 SCAMP2 SELPLG SERPINA1 SERPINB6 SERPINF1 SESN3 SFMBT2 SFT2D1 SGK1 SH2B3 SIGLEC10 SIGLEC8 SIPA1L2 SIRPA SLC15A3 SLC29A1 SLC29A3 SLC7A7 SLC7A8 SLC9A9 SLCO2B1 SMAP2 SMIM30 SOCS6 SORL1 SP100 SPP1 SPRED1 SRGN STAB1 STING1 STOM STXBP2 SWAP70 SYK SYNGR2 TACC1 TAGAP TAL1 TAPBP TBXAS1 TCIRG1 TFEC TGOLN2 TIMP2 TLN1 TLR10 TLR4 TLR7 TM6SF1 TMBIM1 TMC6 TMEM119 TMEM273 TMEM35B TMEM52B TMIGD2 TMIGD3 TNFAIP8L2 TNFRSF1A TNFRSF1B TPP1 TPT1 TREM2 TSC22D3 TYROBP UCP2 VAMP8 VAV1 VMP1 VSIG4 VSIR WAS WASF2 WDR91 XBP1 ZFHX3 ZFP36 ZFP36L1 ZFP36L2 ZHONG_PFC_MAJOR_TYPES_NPCS https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/ZHONG_PFC_MAJOR_TYPES_NPCS ANP32E APOLD1 ASPM ATAD2 AURKB BIRC5 BTG3 BUB1 BUB3 C19orf48P C21orf58 CCNA2 CCNB1 CCNB2 CDC20 CDCA3 CDCA4 CDCA5 CDCA7 CDK1 CDKN3 CDON CENPF CENPK CENPM CENPN CENPU CENPW CKAP2 CKAP2L CKS1B CKS2 CLIC1 CLSPN CNTLN CREB5 DACH1 DEPDC1B DHFR DLGAP5 DTYMK DUT DYNC2I2 EFNB1 EMX1 EMX2 EOMES FBXO5 FEN1 GINS2 GLI3 GMNN GNG5 GTSE1 H2AX H2AZ1 H2AZ2 H4C3 HAT1 HELLS HES1 HJURP HMGB2 HMGB3 HMGN2 HSPB1 ID4 IGF2BP1 ITGB3BP KIF11 KIF15 KIF22 KIF23 KIF2C KNSTRN KPNA2 LDHA MAD2L1 MCM2 MCM3 MCM4 MCM5 MCM6 MCM7 MDK MELK MFAP2 MIS18BP1 MKI67 NDC80 NOTCH1 NUF2 NUSAP1 OIP5 ORC6 OTX1 PAICS PAX6 PBK PCLAF PCNA PHGDH PIMREG PLIN2 PLPP3 PRC1 PRR11 PTTG1 RCN1 RNASEH2A RPA3 RPS27L RRM1 RRM2 SFRP1 SFRP2 SGO1 SGO2 SINHCAF SMC2 SMC4 SNRPB SOX3 SOX9 SPAG5 SPC25 TACC3 TAGLN2 TGIF1 TMEM98 TMPO TOP2A TPX2 TUBA1B TUBB4B UBE2C UBE2T UCP2 UHRF1 VIM ZFHX4 ZWINT ZHONG_PFC_MAJOR_TYPES_OPC https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/ZHONG_PFC_MAJOR_TYPES_OPC ALCAM ANGPTL2 ANXA5 APOD ARC ARL4A B2M BCAN BCHE BRINP3 C2orf80 CA10 CADM2 CD63 CD82 CD9 CNP CNTN1 COL20A1 COL9A1 CSPG5 CST3 DBI DUSP6 EDNRB EPB41L2 EPN2 ETV1 ETV5 FIBIN GATM GNG7 GPM6B GPR17 GRID2 ITGB8 ITM2C KANK1 LHFPL3 LIMA1 LMF1 LRRC4C LSAMP LUZP2 MMP2 MT3 NKAIN4 NKX2-2 NOVA1 NXPH1 OLIG1 OLIG2 OMG PCDH15 PDE4B PDGFRA PLAT PLEKHB1 PLLP PLPP3 PMP2 PON2 PSAT1 PTN PTPRZ1 RAB31 RAMP1 RFTN2 RHOC S100B SCD5 SCN1A SCRG1 SEMA5A SERPINE2 SEZ6L SIRT2 SLC35F1 SLITRK2 SOX10 SOX6 SOX8 SPARC SPATA6 SPRY1 SPRY4 TRIB2 TSC22D4 TSPAN7 TTYH1 VXN