FAN_EMBRYONIC_CTX_BIG_GROUPS_CAJAL_RETZIUS http://www.gsea-msigdb.org/gsea/msigdb/cards/FAN_EMBRYONIC_CTX_BIG_GROUPS_CAJAL_RETZIUS RELN WFIKKN2 IGFBP5 PRPH PCP4 LINC01133 NDNF ACHE TRH ISOC1 MAB21L1 CBLN1 C7 PLSCR4 C1QTNF3 RSPO3 HHATL AMIGO2 TAGLN2 PCP4L1 STK32A CRABP2 OTOS NEFH PGF LHX5-AS1 CALB2 NHLH2 CABP7 GADD45A LYNX1 CYGB AIM2 EMX2OS EBF3 LINC00871 ADAM12 SCGB1D2 LHX1 OLFM1 FCER1A CNTNAP2 FSTL5 RASSF6 TUBA4A NDRG4 PCOLCE2 SPINT2 SV2B LHX3 KLHL13 TP73 EMX2 PCBP3 CEND1 CLUL1 AGTR1 ECEL1 SUSD4 NRN1 RTBDN TXN DEGS1 CPNE9 PIDD1 RSPO2 MRAP2 MDH1 FAM167A LINC00668 TMEM163 CLU STS PRKAG2-AS1 DDAH1 TMEM238L SCN4B RCAN2 VAT1 INSM2 SLC22A15 FBXO2 PLPP2 SNCB LINGO2 CCDC85A ANXA6 GDF5 SLC27A6 THSD7B ZIC2 OPCML GPR37 IGSF9 ANKRD29 GNG3 GOT1 CYCS IRF6 MGST3 LHFPL6 RAB37 TNFRSF11A ARHGDIG ATP1A3 CHST2 EPDR1 ATP5MC1 EPPK1 B4GAT1 DEFB1 ALDOA CPM SNAP25 NUPR1 ANTKMT COX5B CLSTN1 CYP3A5 NEFL CKMT1A PCSK1N CNGA3 SLC35F2 FDPS KIAA1217 ATF5 HPCAL1 TSTD1 MAP1LC3A CD164L2 SCARA3 TUSC3 TUBB4B TMEM59L PCSK1 TANK DIRAS2 FST ADRA2C CCDC13 PKM CBLN4 STMN3 PRDX5 ATP6V1G2 PPARGC1A SPINK5 FAM155A CNTNAP1 GCHFR SCG2 PTPRU NDUFB3 ZNF503 CACNA2D3 MAOA LSAMP GABRG1 GPR6 THSD7A DUSP23 EPHA8 CLSTN2 COX6A1 LY6H FBLN1 PDE4B CDH18 NDUFB8 CDH4 CD47 COX7A1 DMRTA2 EGFLAM ACOT7 GAP43 VSTM4 WNT4 NOL3 CLCF1 SYP SEZ6L ATP5F1B ITGA11 ACSL4 DIABLO MXRA5 ATP5MD GPI CDIP1 TXNL4A NPB TM7SF2 FAM71E1 CHGB HIGD1A HYAL3 PERP NACC2 PHLDA3 F12 ABLIM1 CKMT1B CYB5A CDH1 ATP6V0B PKP1 DNER RHEB COX5A BAIAP2 QPCT KRT222 ITM2C COX7B ENTPD3 DEGS2 ATP5MC3 STK32C MFSD4A ATP6V0C CA2 ME1 SLC18A3 ATP5ME NDUFA1 MAP1A TMEM255B BCAR3 WRAP73 PYGB RCAN1 ATP5PD SLC17A6 MARCKSL1 TCTA ZIC5 GSTT1 TOLLIP PPP2R1A GHRH GRM2 ACKR1 HSD17B12 PTPRN NCDN NTRK1 MAST4 FAIM2 DMRT3 LINC01990 VAT1L TSPAN9 MECR TPI1 CYP26A1 CYB5R3 ST6GALNAC2 KCNIP4 ATP6AP1 ENO2 ATP13A2 SEZ6L2 PHEX-AS1 ADM2 SELENOW NIPAL3 SHISA2 C1orf53 FAM162A ST6GALNAC3 TPBG PPL POLR2L UQCR11 PIN1 SLC25A5 TMEM47 ATP6V0E2 S100A16 SNCA TSPAN33 HSPB8 GNAL TMEM229A AKAP1 MAP4 ACLY MAP7D2 NCS1 MXRA7 NDUFAB1 KIAA0930 CLEC2L PGAM1 FANK1 STX1A MRPL41 SCG5 RAB6B WIF1 SERTM1 PFKP GALR2 FSTL4 ARHGAP22 HMGCS1 NELL1 SCGB1D1 AHNAK B3GNT4 AGPAT2 COX8A GGH EFNA3 GREM2 LY6E CRYAB NQO1 MMP15 CPE PRKAG2 ZNF503-AS2 RBMS1 CYP4X1 GNG12 PCMT1 HSPB2 SLC2A6 SYNGR3 HAGH ATP5F1A CRACR2B NEFM HK1 SCOC SLC41A3 MSMO1 ACYP2 TMEM14A PLD3 GAS6 CDKN1A MICOS10 ADAMTS2 G6PC3 COPS8 MYH14 PRAF2 DHCR7 NDUFB9 GUK1 COX6C TMEM151A PKP2 BCAP31 CDK14 ERICH5 CYSTM1 EBP RHBDD2 NIPSNAP3A UROS SLC25A4 FAM118A GPR153 ROGDI MFAP2 NAP1L5 ADARB1 LTB4R NDUFA12 INAFM1 LSM4 TIMM17A GSTP1 INSIG1 NDUFA8 RALYL NAA38 SEC61A2 RTL8C ZNF488 SOD1 NDUFA9 NDUFA11 APLP2 PLCB4 COL18A1 PRKAR1A AGPAT1 ITGA4 DUBR KIF5C ST6GALNAC5 L1CAM ABCA17P COL6A1 LGALS1 HS6ST2 UQCR10 ELAPOR1 RAB3A C11orf87 HSPA12A TMEM130 FBLN2 GHITM RAB11FIP2 NDUFS8 KRT16P3 LDHB SPOCK2 CALY CMC2 OAF DNAJC12 GSG1L MAP1LC3B ATP5F1E DHRS11 PLOD2 NUPR2 LINC00581 BNIP3 TPRG1L SAA1 BEX2 C1orf122 SNRNP25 ADCYAP1 CYB561 CXXC5 KLC1 SUSD1 SMIM29 TSPO COX7C STPG1 PLCL1 ATP6V1H TMCO3 UBE2E2 KCNK4 COX14 ATP6V1E1 VEGFB CAPN8 COPS7A ATP5F1C ANGPT1 FKBP2 DDT PTPRN2 SDSL FNDC5 HTR5A FRMPD1 NSG1 CALM3 REEP2 ISOC2 BRINP3 CAMK2D FKBP9 NDUFB6 PRDX2 TMEM45A NDUFA13 SPRYD3 THAP4 NCOA7 PSMA7 HLA-A TSPAN3 CTNNB1 COX4I1 CCDC88C CPEB1 PEG3 IZUMO4 PGRMC2 LAPTM4A NDUFB7 LINC00316 CAPN1 ATP6V1A GFRA2 MARCHF1 TMEM50B NPTXR PARD3 CASZ1 UBASH3B HINT1 RGMA PLD1 ATP5IF1 FAN_EMBRYONIC_CTX_BIG_GROUPS_BRAIN_ENDOTHELIAL http://www.gsea-msigdb.org/gsea/msigdb/cards/FAN_EMBRYONIC_CTX_BIG_GROUPS_BRAIN_ENDOTHELIAL IGFBP7 COL4A1 ITM2A ITIH5 RGS5 FN1 FOXS1 BGN PDGFRB CLDN5 COL4A2 ESAM SLC6A12 GGT5 EDNRA PRELP ECSCR CA4 NDUFA4L2 COL1A2 NOTCH3 DPEP1 CD248 GPER1 KCNJ8 SPARC MFSD2A HIGD1B LAMC3 IFI27 ARHGAP29 SRARP STRA6 ITGA1 GJA4 CAVIN3 SLC38A5 TM4SF18 PLXDC1 GNG11 CLEC3B TIE1 IFITM3 FLT1 FRZB NID1 COL3A1 TMEM204 VWF KDR LAMA4 ADGRL4 ECM1 DIPK2B LXN MCAM DLC1 PCAT19 SLCO2A1 SERPINH1 ADA CAVIN2 S1PR3 CDH5 ANPEP CCDC3 LAMA2 CETP CAV1 PLAC9 ENG PCDH18 ROBO4 RAMP2 SLC2A1 ABCB1 LAMB2 CALD1 ADGRF5 ID1 SLC7A5 C1orf54 FSTL1 APCDD1 COL5A2 MYL9 FOXC1 EPAS1 TFPI CLEC14A APLNR FOXF2 HES1 CSPG4 LAMC1 IFI6 VAMP5 BSG CD34 TFRC COL6A2 EMCN MSRB3 COBLL1 FOXQ1 PECAM1 EBF1 SLC12A7 CYTOR TGM2 PPP1R14A NOSTRIN SLC38A3 MMP28 SLC16A1 SLC3A2 PLCE1 CA2 CD93 TM4SF1 MYCT1 RRAS CYYR1 UNC5B SLC9A3R2 ATP1A2 ZNF366 TESC DCN ECE1 DOCK6 IFITM1 NID2 COL18A1 PGF PDE7B SEMA5A ID3 TGFB1I1 PLOD1 QPCT MYLK2 ISG15 NKD2 TMEM88 LHFPL6 BHLHE40 S100A10 TPM2 JCAD EFNA1 CAV2 RELL1 TJP1 CGNL1 ADCY4 COLEC12 EMP2 LAMB1 EVA1B ACVRL1 TCN2 RASGRP3 PCOLCE HAPLN3 CDH6 TIMP1 EGFL7 VWA1 SH2D3C CYTH3 UACA LGALS1 WWTR1 PODXL PELO PPIC RAPGEF5 SLC39A8 GMDS RGCC SLC7A1 HSPA12B VCL PAPSS2 ANXA1 COX7A1 UTRN GALNT18 MYO1B RHOC LEF1 IFI44L KANK2 PROCR SLC2A3 ERG XAF1 GIMAP7 PDE8B SLC20A2 PRKCH SERPING1 AGRN ITGB1 MECOM HEG1 RHOJ MGLL STARD13 FKBP9 RGS3 CAVIN1 TTYH2 SLC12A2 CLIC1 CD320 IFI35 MYH9 CRIP1 NECTIN2 GPCPD1 ETS1 MAP4K2 BST2 PARVA LY6E KLF4 HYAL2 TEK TNS1 MGST2 COL6A1 IL32 LMO2 PTPRB ZIC2 AEBP1 ZEB1 AFAP1L2 HLA-H PDLIM2 SLC7A8 MYL12A WFS1 S100A16 ACTN1 FXYD5 LMNA CLEC11A SLC43A3 SMTN THSD1 HLA-E SLC9A3R1 FHL3 TAGLN2 TPM4 TUBB6 IGFBP4 SCARB1 ARHGAP18 TMEM109 TNFAIP8L1 PON2 EFEMP2 PMP22 EPSTI1 ABCG2 PCDH12 OAS2 ETS2 TSPAN9 ITGA5 SLC39A10 GSDMD NOTCH4 CPD FLI1 PDGFB FERMT2 MT2A CD9 PLXND1 LTBR APOLD1 NOTCH1 SAMM50 NAMPT MFAP2 TES TIMP3 CDH11 SLC52A2 RAPGEF4 LAPTM4A SNRK CDC42EP1 SIPA1 CAST ACTN4 NR3C1 SORBS3 VIM JAM2 JAG1 CRIP2 FKBP1A ESYT2 SELENOM SYPL1 PSMB8 FLNA RNASE1 PRXL2A DNAJC1 TMEM50B STOM SCARF1 PALD1 TGFBR2 PXN PLAT ABLIM1 CNN2 IFITM2 CD82 SERTAD1 MYO1C PRCP ISYNA1 STAT1 PDZD2 CLIC4 ILK TACC1 HOPX GOLIM4 S100A13 PDXK PHACTR2 IQGAP1 PMEPA1 AAMDC JAK1 MT1E STING1 REEP3 RBMS3 NR2F2 POMP PDE8A YES1 HLA-A MYO6 B2M SLC40A1 SERPINB6 RSU1 RHOA H2AJ CAPN2 DUSP6 CYB5A CERS2 FAN_EMBRYONIC_CTX_BIG_GROUPS_EXCITATORY_NEURON http://www.gsea-msigdb.org/gsea/msigdb/cards/FAN_EMBRYONIC_CTX_BIG_GROUPS_EXCITATORY_NEURON MEIS2 ARPP21 NEUROD6 CAMK2B SEMA3C CSRP2 SATB2 DOK5 CCBE1 SEZ6 ENC1 NELL2 NEUROD2 CACNA2D1 MIAT BHLHE22 POU3F2 ZBTB18 CAMKV PCLO SYBU DOCK9 LINC01102 SLA PLXNA4 CACNG8 RBFOX1 PRRT2 MLLT3 ADCY1 EPHB6 LHX2 PLXNA2 ICA1L PPP2R2B ACTN2 R3HDM1 GOLGA8B GRIA2 SCN2A FBXW7 DYNC1I1 LINC00342 PANTR1 MAP6 SRCIN1 SYT5 FAN_EMBRYONIC_CTX_BIG_GROUPS_GLIAL http://www.gsea-msigdb.org/gsea/msigdb/cards/FAN_EMBRYONIC_CTX_BIG_GROUPS_GLIAL PLPP3 EDNRB PTN CST3 PTPRZ1 HAPLN1 TNC TTYH1 BCAN CLU RAMP1 ALDOC PHGDH NTRK2 PMP2 PSAT1 BTBD17 NKAIN4 SCRG1 SERPINE2 PON2 F3 MT3 DBI S100B OLIG1 LAPTM4B MLC1 MFGE8 CD9 BTG3 ATP1B2 HEY1 MT2A VIM SLC1A2 FIBIN CXCL14 TSC22D4 HOPX WSCD1 LUZP2 C1orf61 BMP7 LIMA1 CCDC80 LITAF BCHE EPN2 SPON1 GPM6B PDE4B DHCR7 ATP1A2 AIF1L ITGB8 LRRTM3 CBR1 RFX4 S100A16 ARHGEF26 IDH1 NOVA1 NDRG2 DTNA MYO10 TIMP1 GCSH CD63 SLITRK2 GRHPR MSMO1 ADGRG1 DDAH1 CYP51A1 LYPD1 SOX2 RAB31 GATM TRIB2 TSPAN3 SRI CPE FABP5 TSPAN6 SLC1A3 CNN3 FABP7 SHISA4 TSPAN7 CKB ADD3 GRID2 DCXR SIGMAR1 CADM2 RDH11 AASS RHOC PRCP ITM2C MDK RCN1 ANXA5 TM7SF2 SCD TMEM9B HACD3 MYO6 ETV1 OAT TAOK3 DNER ARL6IP1 NTM PRNP TXNDC12 SEC11C LRPAP1 PTTG1IP ENO1 DAD1 LDHB TPI1 DAG1 IDI1 RTN3 IFI27L2 FHL1 SNX3 PRXL2A TMBIM6 SEMA6A FAN_EMBRYONIC_CTX_BIG_GROUPS_BRAIN_IMMUNE http://www.gsea-msigdb.org/gsea/msigdb/cards/FAN_EMBRYONIC_CTX_BIG_GROUPS_BRAIN_IMMUNE GZMA PTPRCAP PLAC8 CD52 IL2RG LTB HLA-DRA S100A4 LSP1 SELL ISG20 FCMR LCK CD69 IL32 PVRIG CD48 RAC2 SH2D1A CD44 SYTL1 IFITM2 TBC1D10C CRIP1 CD74 CD7 IFITM1 CARD16 SKAP1 LY9 GIMAP7 S100A6 PSMB9 DOK2 CD96 PLAAT4 CYTIP IRF1 EMP3 HLA-B DENND2D STK17B HLA-F BTN3A2 ADGRE5 HCST HLA-DRB1 CD3E SEPTIN1 FXYD5 RHOH CLEC2B ANXA1 DUSP2 ACAP1 CD37 ARHGAP45 PTPRC LIMD2 B2M ARHGAP9 ETS1 HLA-C CORO1A ITGAL GMFG UTRN TSC22D3 ICAM3 PSMB8 CLEC2D ARHGAP15 HLA-A MYL12A CNN2 IL16 GIMAP4 S100A10 LCP1 PTPN6 SP110 ARHGDIB IQGAP1 CCND3 TXNIP PFN1 HCLS1 SRGN CIB1 NEAT1 TAGLN2 UCP2 KLF2 ISG15 AKNA PSME2 ZFP36 GPSM3 ANXA11 LY6E FERMT3 HLA-E ABI3 CLIC1 RCSD1 MSN HLA-H PIP4K2A FYB1 JUNB TMC8 SP100 LRRFIP1 XAF1 SH3BGRL3 PSME1 BIN2 ELF1 TAGAP RIPOR2 ARHGEF1 IFITM3 FCER1G STK10 RNF213 CSK RAP1B MBNL1 ARPC1B DUSP1 TAPBP PRR13 RPL13A S100A11 EVI2B MYH9 LITAF DNAJB1 ADD3 VAMP8 GADD45B ZFP36L2 FOS EEF1D ARPC2 RPL28 SERF2 ITGB2 FAN_EMBRYONIC_CTX_BIG_GROUPS_MICROGLIA http://www.gsea-msigdb.org/gsea/msigdb/cards/FAN_EMBRYONIC_CTX_BIG_GROUPS_MICROGLIA VSIG4 P2RY13 P2RY12 CX3CR1 TREM2 CH25H CSF1R C3 C1QB RGS1 TMEM52B C1QA SPP1 FOLR2 FPR1 BHLHE41 FCGR1A LILRB4 TMIGD3 PTAFR CD14 PDK4 C1QC GPR34 ADAM28 LPAR5 IGSF6 FCGR1B FCGR1CP LINC02712 HPGDS SIGLEC10 SAMSN1 APBB1IP MS4A7 CD68 TBXAS1 LAPTM5 ACY3 SFMBT2 ADORA3 PLD4 MRC1 MROCKI LTC4S CCR1 MERTK LY86 RHBDF2 CCL3 OLR1 SELPLG ADAP2 VSIR C3AR1 TLR4 TMEM119 CRYBB1 SERPINF1 CSF3R RNASET2 IL13RA1 CTSC CD84 RGS10 FCGR3A AIF1 FCGR2A DHRS9 APOC1 FCGRT OLFML3 CYBB ALOX5AP SLCO2B1 IFNGR1 TYROBP TLR7 PLXDC2 C2 IL6R LPAR6 CD86 CD53 MNDA PTGS1 A2M TLR10 SIGLEC8 GPR183 ADRB2 IRF8 LGMN DOCK8 PYCARD HTRA1 SLC9A9 NINJ1 PLVAP ITGB2 GAL3ST4 LAIR1 GGTA1P CXCL16 CREG1 RNASE6 LAT2 TFEC LY96 GADD45B HAVCR2 IER3 MKNK1 LST1 FCER1G GSN LINC00996 CD4 CPED1 INPP5D NCF4 CYTH4 SLC7A7 HCK CTSB NPL HMOX1 STAB1 MILR1 BIN2 ATP8B4 CCL4 CPVL BTG2 TAL1 RUBCNL VAMP8 STING1 IRAG2 SAT1 SLC29A3 SYK FYB1 CD36 FOSB P2RX4 DAB2 LPCAT2 FGD2 OAS1 SUSD3 EVI2B IL17RA ZFP36L1 ITGAM GM2A ITGAX CD300A IKZF1 OTULINL SERPINA1 NFKBIZ DNAJB1 ITM2B SYNGR2 DOCK2 CASP1 MPEG1 PARVG SKAP2 IER2 LIPA IL6ST CEBPD DHRS3 TAGAP HSPB1 MED12L GRN CMTM7 CNPY3 IL10RA BLNK JUN DNASE2 CD83 LHFPL2 NPC2 IFI30 ZFP36L2 CTSS S100A11 HHEX TNFRSF1B NAGA RAB3IL1 REEP4 ZFP36 AOAH PPT1 PDPN CYBA NAIP GLIPR1 PLEK BIN1 ARPC1B CTSH DUSP1 SRGN CTSD OTUD1 RGS19 HCLS1 ABI3 PDGFB XBP1 SIRPA EGR1 LYN LCP1 ABCG2 MGAT4A LGALS9 OSTF1 IFI16 PLA2G15 RHOG MYO1F HSPA1A SP100 ARHGDIB MFSD1 PPP1R15A TPP1 UCP2 KLF2 IPCEF1 RCSD1 TGFBR2 FOS CTSL MAN2B1 TMEM35B JUNB H1-2 ASAH1 ARHGAP4 TCIRG1 SLC7A8 B3GNT5 PTPRC SORL1 NCKAP1L APOE RGS2 POLD4 AP1B1 GPX1 GIMAP4 NEAT1 C12orf75 RHOB SERPINB9 PTPN6 MGST2 MIS18BP1 SOCS6 CD37 ENTPD1 VMP1 H2AJ DDIT4 NFKBIA GPSM3 HVCN1 EVI2A ITPR2 STOM CMTM6 TNFRSF1A ADAM9 HSPA1B HLA-E CYFIP1 CKS2 SALL1 LINC02256 GPN3 RIN2 CCND1 HSPA5 PSAP IGF1 BST2 TLN1 GAS6 RNF130 FMNL3 GLUL LIMS1 CAPZB GNB4 GNG7 LAP3 CD81 SCAMP2 DOCK4 DAGLB SLC1A3 CHCHD7 GLRX KCTD12 GAA PRR13 METTL7A GMFG COLGALT1 ARRB2 APPL2 SERPINB6 DPP7 XAF1 RNF213 MAF WASF2 ST6GAL1 HERPUD1 HCST ATP6V0E1 B2M PTPRE NAA20 CD164 GYPC RB1 NFE2L2 ELF1 CAP1 ZFHX3 TMBIM4 GNG5 PLD3 PIH1D1 MEF2A COTL1 CORO1A LAMP2 APLP2 PPP1R18 HEXA LYST ANXA5 EGFL7 EPB41L2 SCAF11 SERP1 CIAO2A ARPC3 TAPBP HLA-C CD74 GATM VDAC1 SERF2 PFN1 CALR BCAP31 ATP6V0B DEGS1 HLA-B FAN_EMBRYONIC_CTX_BIG_GROUPS_INHIBITORY http://www.gsea-msigdb.org/gsea/msigdb/cards/FAN_EMBRYONIC_CTX_BIG_GROUPS_INHIBITORY DLX5 DLX1 DLX2 PLS3 ERBB4 SOX2-OT GAD1 CXCR4 PDE4DIP PFN2 DCX TCF4 FAN_EMBRYONIC_CTX_EX_1_EXCITATORY_NEURON http://www.gsea-msigdb.org/gsea/msigdb/cards/FAN_EMBRYONIC_CTX_EX_1_EXCITATORY_NEURON ENC1 PANTR1 LINC01102 MEIS2 SLA CSRP2 EIF1B FAN_EMBRYONIC_CTX_EX_2_EXCITATORY_NEURON http://www.gsea-msigdb.org/gsea/msigdb/cards/FAN_EMBRYONIC_CTX_EX_2_EXCITATORY_NEURON NFIB PANTR1 DDAH2 ENC1 MLLT3 ZBTB20 HSPA1B POU3F2 EZR PPP2R2B MDK PHLDA1 IGFBPL1 NFIA MEIS2 ZFHX4 FAN_EMBRYONIC_CTX_EX_4_EXCITATORY_NEURON http://www.gsea-msigdb.org/gsea/msigdb/cards/FAN_EMBRYONIC_CTX_EX_4_EXCITATORY_NEURON ANKRD36B SERPINB9 LRRIQ1 SPTBN4 IGSF21 CNTN3 MST1 PNCK RAPGEFL1 RASGRP2 PLXNA3 EEF2K SLC8A3 PGM5P2 SGSM1 LAMA5 SHISA9 ANKRD36 MYO6 GABRB1 FOXK1 GOLGA8A CSPG4P12 EPHA7 FBXW7 STX1A CACNA1E ERICH3 SPEG SRRM3 POU2F2 NTRK3 ELMOD1 PFKP LINC00506 HYDIN DGKH CC2D1A FAM227A UACA STK36 ARFGEF3 RPS6KL1 KLHL3 PDZD2 PKD1 SCN2A SLC2A13 WDR60 PI4KAP2 RAP1GAP TSBP1 LIMS2 PPFIA4 PTPRK ABCA5 GRP PNMA3 RYR2 CACNA1A HIC2 DNAJB2 ACAP3 LINC01410 GRID2 CSMD1 NIN TMEM178A RNF213 ACADVL RNF207 PTCH2 SYBU PLEC PTCHD4 LMO7 DNM3OS TMEM108-AS1 SEC31B ACTN2 ADAM11 LTBP4 PTPN13 PTPRD-AS1 DAB2 R3HDM1 GRB14 MYLIP GULP1 DMWD EXD3 KIF1C CSGALNACT1 KIRREL3-AS2 NPY1R CACNA1G AP1G2 TARBP1 CELF2 RYR3 SYNE1 AP003025.1 LINC00504 DLGAP2 USP32P2 SLC4A10 PPFIBP1 FGF17 TNK2 SLC27A1 KCNMA1 ABCC8 MMP17 GNB3 PLEKHA6 STX3 MYO1C FADS3 TIMP3 GDA TSPOAP1 KHDRBS2 KCNH7-AS1 CACNA1B SLC7A5P2 NRBP2 LINC00342 LINC01873 CAND2 RPL23AP32 CACNA1I FBN3 PCLO CACNA1C GOLGA8B JAKMIP3 DOCK9 SNX32 SLC8A1-AS1 ANKRD18A FAM155A-IT1 LGI4 JAG2 CELF2-AS1 CSMD2 RAP1GAP2 ITPR1 AHI1 BICDL1 SAMD5 ANO3 CCDC144B SCN9A PDIA2 PROM1 DUSP5P1 PRICKLE2-AS3 KCNQ1OT1 MIAT SLC26A4 LRRC4C RGS11 CPNE7 CELF2-AS2 TMEM74B ARPP21 FAN_EMBRYONIC_CTX_IN_1_INTERNEURON http://www.gsea-msigdb.org/gsea/msigdb/cards/FAN_EMBRYONIC_CTX_IN_1_INTERNEURON DLX2 MAF CXCR4 PDE4DIP ARL4D RBP1 NXPH1 LHX6 BRINP2 PDZRN4 FOS FAN_EMBRYONIC_CTX_IN_2_INTERNEURON http://www.gsea-msigdb.org/gsea/msigdb/cards/FAN_EMBRYONIC_CTX_IN_2_INTERNEURON RBP1 ACKR3 BRINP2 LHX6 PDZRN4 MAF SST FAN_EMBRYONIC_CTX_IN_3_INTERNEURON http://www.gsea-msigdb.org/gsea/msigdb/cards/FAN_EMBRYONIC_CTX_IN_3_INTERNEURON PDE4DIP ERBB4 GAD1 MAF LHX6 BOD1L1 FAN_EMBRYONIC_CTX_IN_4_INTERNEURON http://www.gsea-msigdb.org/gsea/msigdb/cards/FAN_EMBRYONIC_CTX_IN_4_INTERNEURON PDE4DIP PLS3 ERBB4 GAD1 RBP1 CXCR4 MAF PDZRN4 LHX6 NXPH1 FAN_EMBRYONIC_CTX_IN_5_INTERNEURON http://www.gsea-msigdb.org/gsea/msigdb/cards/FAN_EMBRYONIC_CTX_IN_5_INTERNEURON DLX5 DLX1 SCGN CALB2 CNR1 DLX6-AS1 FAN_EMBRYONIC_CTX_IN_6_INTERNEURON http://www.gsea-msigdb.org/gsea/msigdb/cards/FAN_EMBRYONIC_CTX_IN_6_INTERNEURON TMEM161B-AS1 DLX1 BTG1 HSPA1A SCGN DLX6-AS1 FAN_EMBRYONIC_CTX_ASTROCYTE_1 http://www.gsea-msigdb.org/gsea/msigdb/cards/FAN_EMBRYONIC_CTX_ASTROCYTE_1 SPARCL1 NCAN FAM107A ID2 EEPD1 GRM3 VEPH1 LINC00943 TNC ADGRV1 SLCO1C1 CDC42EP4 PEA15 DOK5 EZR SLC1A3 RGS20 LRRC3B PAX6 LGALS3 HEY1 FABP7 ALDOC OLFM2 MLC1 DIO2 AGT ADCYAP1R1 PLAGL1 RAMP3 SFXN5 GPX3 CXCR4 GFAP LRP4 PAQR8 FOXG1 BTBD17 CBS CXCL14 LYN GABRB1 NOG MMP28 ADORA2B GALNT16 SIRPA CHRDL1 TSKU PRSS35 IFI44L EFHD2 FADS2 CPNE5 MRC2 ID3 ID1 SOAT1 ANOS1 C1QTNF3 LPCAT1 TCIM LAMP5 DCN TM7SF2 HES4 FRMD4A PLEC SYPL1 LSS CDH4 HTR2A OAF LRRC10B EMID1 NPNT CSDC2 ANGPTL1 CYB5A FAN_EMBRYONIC_CTX_ASTROCYTE_2 http://www.gsea-msigdb.org/gsea/msigdb/cards/FAN_EMBRYONIC_CTX_ASTROCYTE_2 NTRK2 AQP4 GJA1 CLU PLPP3 CPE MGST1 EDNRB S1PR1 ATP1A2 TTYH1 GASK1B TIMP3 GABBR2 APOE GLUD1 AHCYL1 SLC7A11 ID4 SPON1 MT3 ALDOC MT1E PMP2 ATP1B2 NDRG2 SLC1A2 PBXIP1 VCAM1 SLC1A4 FGFR3 METTL7A GRAMD2B SDC2 F3 TRIL BMPR1B NR2F2 RAMP1 MYBPC1 OAT WLS SLC3A2 ABCA1 SLC15A2 ADIRF SERPINE2 PTTG1IP AIFM3 ASPH NR2F1 HACD3 ADGRG1 CAMK2G PLTP DST EZR SPOCK2 SEMA6D LIFR HSD17B6 MT1X LIX1 MT2A TFPI MFGE8 IQCA1 GABBR1 FIBIN TMEM47 GDPD2 SLC39A12 SESN3 LINC00844 GLUL GJB6 SLC4A4 PDLIM5 NRCAM CACHD1 SH3GL2 DTNA CD44 CDO1 LUZP2 LGR4 GARNL3 SOX2 SPATS2L NTSR2 EFEMP1 PRODH ETNPPL MARCKS GPC5 ACKR3 MT1F LAMA4 ITPR2 NFIB RORA FUT9 PCDH9 MSMO1 BBOX1 SLC25A18 ALCAM C9orf24 ANOS1 DDIT4 MT1M B4GAT1 LAPTM4A ST8SIA1 NFIA ITM2C VSIR HIF3A CSGALNACT1 APC MACF1 PLSCR4 DDAH1 DNER PLXDC2 CTNNA2 RIDA SLITRK2 KCNN3 GABRG1 FBLN1 KMT2C ARHGEF26 FAM189A2 SSPN LAMA1 COL6A1 RIC3 ACSL6 ALDH1L1 AK1 C1orf194 FAT3 BBS2 HAPLN3 NPC2 PSD2 TPPP3 CAPS C1orf198 ZFYVE21 PCDH10 HTRA1 FAN_EMBRYONIC_CTX_NSC_1 http://www.gsea-msigdb.org/gsea/msigdb/cards/FAN_EMBRYONIC_CTX_NSC_1 PANTR1 HNRNPA1 CCND2 VIM MEF2C ZEB1 RARRES2 SPRY1 PDLIM1 RPL36A NME1 DSCAM CCDC80 MCM4 DLL3 FOS DUSP6 GAD1 FAN_EMBRYONIC_CTX_NSC_2 http://www.gsea-msigdb.org/gsea/msigdb/cards/FAN_EMBRYONIC_CTX_NSC_2 PTTG1 TROAP CENPF CCNB2 TPX2 CDC20 NUSAP1 CCNB1 PLK1 TOP2A CKS2 PRC1 SGO1 AURKB BIRC5 DLGAP5 UBE2C CDKN3 PBK HMGB2 KPNA2 CCNA2 JPT1 H2AZ1 AURKA KIF20A CDCA3 PIMREG ARL6IP1 ECT2 KIF2C GTSE1 KIF23 BUB1 KIF4A HJURP SGO2 SMC4 BUB3 TACC3 KIF18A KNSTRN NUF2 NEK2 BUB1B TTK MAD2L1 ASPM MXD3 KIF15 TUBB4B CDK1 CDCA8 CKAP2L CKAP2 TUBA1C NDC80 KIF20B PRR11 PSRC1 TMPO UBE2T H2AX FAM83D GAS2L3 MKI67 APOLD1 DDX39A CENPE HMGB3 MIS18BP1 DEPDC1B C21orf58 ZWINT RAN DTYMK CKAP5 KIF11 SPDL1 RBMX CDC25B KIF22 NCAPD2 TUBB6 LDHA ODF2 OIP5 LSM5 KIF14 CDCA2 NCAPG RAD21 RRM2 CCDC18 G2E3 PIF1 RACGAP1 ARHGAP11A RHEB TRIM59 SPC25 FBXO5 H2AZ2 CENPK HYLS1 UBE2S EZH2 CALM3 DCTN3 ILF2 LBR CENPM ANP32E MELK CKS1B DIAPH3 CCNF POC1A RTKN2 NDE1 CEP70 CENPA RHNO1 HSD17B11 SPAG5 RUVBL2 CNIH4 KNL1 DBF4 NMU CDKN2C LGALS1 SKA2 NCAPH RNF26 SMC2 KIF5B EMC9 FOXM1 CEP135 LMNB1 DEPDC1 KIFC1 LMO7 HMMR CDC25C ORC6 NCAPG2 HP1BP3 RFC3 EIF4E SAPCD2 SKA1 SHCBP1 PPP2R5C MZT1 COX8A C2orf69 NOSIP SKA3 RPL39L GGH ACTN1 MRPL51 NUCKS1 MND1 SMTN RANGAP1 ASF1B TMSB15A BTG3 CENPW CCDC34 VDAC3 PLIN3 TK1 TUBG1 PLK4 CDCA5 CNTRL EEF1AKMT2 PSME2 PARPBP CEP55 CENPN MKKS NUDT1 PHF19 TRAIP REEP4 TMSB15B TRIP13 CHEK2 FAM110A UCP2 JADE1 NRM STIL VRK3 MED19 CBR3 CEP44 ESPL1 DCXR REXO5 ESCO2 NCAPD3 NSRP1 TNFAIP8L1 GINS1 ARHGEF39 XRCC4 POLR2D SNRPA1 RNF4 HIRIP3 WDR54 PPP2R5D CLIC1 NEIL3 CIP2A ASCL1 KIF18B ATAD5 KMT5A RARRES2 LRRCC1 AAMDC TPM2 ARHGAP19 TTF2 NEURL1B RASSF1 FAN_EMBRYONIC_CTX_OLIG http://www.gsea-msigdb.org/gsea/msigdb/cards/FAN_EMBRYONIC_CTX_OLIG MOBP ERMN PLP1 TF MOG KLK6 ADAMTS4 MYLK MBP CNP PADI2 MAG CLDN11 PTGDS PPP1R14A ENPP2 SEPTIN4 SLC31A2 CYB5R2 CAPN3 APLP1 TMEM63A AOPEP CDK18 ZDHHC9 SECISBP2L GSN PEX5L SIRT2 NFASC CARNS1 PLPP2 MAL MYRF TMEM125 CMTM5 PLEKHH1 SLAIN1 LGI3 BIN1 SOX2-OT FEZ1 GPR37 MAP7 UGT8 ELOVL1 PLEKHA1 SLC24A2 PTK2 FA2H CERS2 S100B DYNC1I2 RNASE1 SEMA4D ANKS1B TPPP GLTP GJB1 TMEM151A FAIM2 STMN4 SLC44A1 PACC1 FNTA CLDND1 TECR SH3GL3 ZNF488 NECTIN1 SPTLC2 TSPAN15 BCAS1 NKX6-2 KIF13B NCOA7 TUBB4A REEP3 CSRP1 SLC12A2 ENDOD1 EDIL3 ANO4 STRN ABCA2 ELAPOR2 LPAR1 NKAIN2 BZW2 SYNGR2 GAL3ST1 ERBB3 RNF13 YPEL2 BACE1 SOX10 FAR1 SELENOW LINC00323 PLAAT3 PPP1R16B TSC22D4 APLN PLLP C1orf122 PRKCSH SEPTIN8 GRIN2A C9orf135 SERPINI1 CD9 ABLIM2 ABHD17B TRIM2 LINC01170 LARP6 CA14 GNAI1 MTUS1 KIAA0930 ST6GALNAC3 EPB41L3 PRR18 ATP1B1 DHCR24 MAN2A1 FAM107B SH3TC2 FAM102A NIPAL3 MAPK8IP1 VSTM2B SYNJ2 MAP6D1 GALNT15 CD22 CPD GJC2 KCNMB4 RAP1A ANK3 CD47 CDKN1C PFDN2 SCARB2 MARCKSL1 RASGRP3 LANCL1 PTPDC1 BACE2 PIP4K2A C21orf91 GOT1 UBL3 ST3GAL5 APOD ADAMTS18 UNC5C FRMD4B CNTN2 FIS1 ANLN TPD52 ROGDI CLN8 GAB1 LIPA EVI2A LINC01770 FNBP1 MEGF9 CRYAB CHADL RHOU ST18 ATG4C PLOD3 BMP8A GAS7 FGFR2 SERINC1 PLXNB3 H2BC21 THEMIS2 HHIP ZNF365 CDR2L DNM2 SLC22A23 RTN4 ELL2 FBXO32 FUT8 KTN1 ZNF536 FRY FOLH1 GOLGA7 LDB3 CLIC4 PLEKHG3 ATP8A1 COLGALT2 FAM124A JAM3 SEPTIN10 MOB3B VWA1 TMCC3 NPC1 MVB12B TMEFF2 DIXDC1 TTLL7 AATK PRRG1 ARHGEF2 DIP2B NXPE3 TTYH2 DOCK10 KLF13 SHTN1 STX4 OSBPL1A CNTN1 TMEM123 MAPRE2 C1orf198 RRAS2 TBC1D12 RAB33A SVIP ZNF189 APCDD1 ATP10B NENF SLC27A4 H2AJ BEST1 TMEM189 AMOTL2 NIPA1 ACSBG1 NACAD SPATA2 DEGS1 PCBP4 MBNL2 CA2 FAM221A SORT1 SPATA13 GIPC1 FMNL2 DEPTOR MITF TECPR2 FAM177A1 PLD1 PKP4 PACS2 GDE1 PICALM ZFYVE19 HSPA2 ELAVL3 LPGAT1 TJP2 BROX CBR1 NOL4L COL16A1 AGPAT4 RALGDS PPFIBP2 PLEKHB1 MAP7D1 PRIMA1 MOSPD2 APP C12orf76 HIPK2 RTKN SGK2 SLCO1A2 QKI DCTN1 RETREG1 IGSF8 RHOG GNG7 PAQR6 NTM-AS1 RAB40B DOCK9 HMOX2 AGAP1 CCNY PREX1 DNAJC6 FRYL MPC1 TFEB FAM13C PRKCQ-AS1 MARCHF1 ASPA TYRO3 BBX DENND5A PACRG-AS3 SLC22A15 MPP2 PRKAR1A TMEM50A ABHD17A HID1 APIP CYP2J2 LAMP1 PRICKLE1 NIPAL4 INTS13 CORO2B CTNNA1 RNF130 TRIP12 HOXD1 LAMP2 SLC22A6 ANKRD40 ANO10 EPB41L2 WNK1 SCD MINDY3 ATP6V0B CHN2 MAP1A ARPC5 STAMBP SFT2D1 MCAM NUAK1 INF2 TBC1D9 SYT11 CFL2 BTBD3 SERINC5 MFSD6 DLG1 TMTC4 INPP5A APBB1 FADS1 CPM PHLDA3 RASGRF2 CDC42SE1 TULP4 C20orf194 PAPSS1 ELOVL6 IL6ST RYBP DESI1 RRBP1 MIGA1 PXK MPV17L2 PRDM2 OPALIN HTATIP2 PSEN1 IPO13 RAB9A BCAR1 TMEM184B BPNT2 LMNA DUSP26 GPR62 H1-2 GPRC5B FAM222A RICTOR SCG5 CLMN LINC00672 SLC6A15 BOK TMEM256 DUSP7 PDE4DIP IL1RAPL1 ABHD6 TMEM64 SOX8 ACER3 CLASP2 LHPP SHISA2 JPT2 AMPD3 TMTC1 SIK3 TCTA FAM174A ANKRD44 ZEB2 AQP6 COPS2 SMPD1 ITPKB VAMP3 TJAP1 SGCB UBE2H ROPN1 TIGAR SPNS2 MAP4K4 PAIP2 KIF1A POMGNT1 ORMDL2 RASGEF1B CD200 ERMP1 SRSF8 NLRP14 COL4A5 EPS15 MAP1LC3B KCNJ10 NINJ2 TMCC2 SLC45A3 FLNB LCOR AGPS HOOK3 ENPP4 ZCCHC17 ENPP6 SAMD8 TMEM128 ARL2 AGPAT1 UNC5B DTNB SELENOI ATF7 SILC1 GAMT RPS6KA2 LRRC8B ATL3 DNM3 FNIP1 SLCO3A1 HBEGF RAP2A TMEM230 AGFG1 CAHM RASSF2 PPP2R2A AMER2 JOSD2 SHISA4 PLPP1 PCP4 SPOCK3 KRT16P1 BCOR SHKBP1 RNF220 RGS3 EMC10 FAH SNHG9 SBDS ADCK2 SETD7 TARS3 SEC14L5 ZDHHC11 KLHL32 NDUFAF3 C5orf15 NEO1 TIMP2 PHLDB1 CDC42EP2 MYO1E HDAC11 P2RX7 SUN2 ZFAND5 TMEM132B IFNGR1 GPR155 SCARB1 IKZF5 SLC7A14 KCTD8 ALAD UBE2E2 SCAMP5 KLHL24 PTPRD SNX30 WIPI1 MICALL1 SMURF1 DNAH17 HEYL KIAA0556 ARHGEF10 COPA SH3KBP1 SLC35A5 CREB5 RCBTB1 CLCN3 TMEM144 SUSD6 NCOR2 CYP51A1 ETFRF1 NBR1 KDM4C RHOB PAK1 PTP4A2 CDKN2AIPNL TTL MGAT5 ZFP57 ADIPOR1 PM20D1 PAIP2B SLC6A9 TOM1L2 PHC2 S1PR5 RAB11B-AS1 CNDP1 MTMR2 FDFT1 PIP5K1B IGSF11 RCAN1 CILK1 DNAJB2 ZSWIM6 MAPK6 PCSK6 DACT3 OSTF1 SRD5A3 GAREM1 DLG2 TMEM178A NEK7 PIK3IP1 LIMD1 LDLRAP1 CPOX DNAJA4 ADCY5 SMIM13 TPRN PLA2G4C PELI1 PSD3 CANT1 MYO1D AIDA RXRG KLHL21 ADAP1 TSEN15 ACAN HAGLR SFTPC DTD2 GAS6 CH17-340M24.3 C11orf58 VMP1 TMC6 PDE8A TP53INP2 SLC13A3 CD164 GARRE1 STK39 ARHGAP23 TSC22D3 ADO TOGARAM1 RAB21 PHYHIPL KCNJ2 FAM131B ERRFI1 KIF13A CCDC90B OLIG2 EML2 C4orf33 QDPR STIM1 CTNNA3 SLC4A2 CCNYL1 CYLD HR ZER1 WASHC5 MFSD14B ARHGEF37 MANEA ATP5F1E MAST3 TRAM1L1 MTRR SLC25A46 HAPLN2 VKORC1L1 CSF1 PITPNA-AS1 C11orf71 NGFR UBE2Z SLC16A8 FAXDC2 BRSK1 STIMATE KANK4 MTMR7 TXNDC9 TRIM62 PLAT SAMD12 CLCN4 MARCHF2 PGAP4 LDLRAD4 TNS2 CHAMP1 UBE4B PPP2CB ZNF146 ANKH ADIPOR2 BORCS5 RAPGEF5 GRB10 DUSP10 SEPHS2 STX6 TMBIM1 TCP11L2 TNS3 PDE1A CDH19 NDRG1 RELT FAIM SPSB1 GALC PPP2R5B ACSL1 TMEM209 PCSK7 CTSV TLCD5 RRAGC FECH PDXP SPTSSA SESN1 ULK2 TESK2 USP12 SSH2 CDK17 ARHGAP22 EGLN3 HMGCS1 UBR1 A1BG TAF10 RBM48 LZTS2 TMTC2 RASA3 C6orf47 PIGG HSD3B7 CTTN SEMA3D RALY-AS1 ZFYVE28 LRRC8D BLOC1S2 AZGP1 LIG4 UNC13B GLDN GSN-AS1 MTMR10 FAM122A TSPAN9 SAV1 KBTBD3 COBL NIPSNAP3A DNAJC12 FRS3 GAB2 LACTB2 NUDT12 AMBRA1 MFSD12 ZNF160 SMAD7 SYT9 LINC00467 GTDC1 GALNT6 SNX29 ATP9B MANSC1 ELOVL7 CLCA4 FBN1 PDE3B CEP104 ASB1 ETV6 SLC18A2 UBE2Q1 NAV2 PRKACB BTBD16 TSPAN19 RNF103 LDLR FAN_EMBRYONIC_CTX_OPC http://www.gsea-msigdb.org/gsea/msigdb/cards/FAN_EMBRYONIC_CTX_OPC PDGFRA EPN2 SCRG1 PLPPR1 APOD ARL4A COL9A1 PCDH15 BEX1 MEG3 GRIA2 THY1 PLAT LINC00643 PLLP BCHE LHFPL3 LRRC4C GPR17 LIMA1 COL20A1 CA10 CNTN1 PHLDA1 SLC35F1 SEMA5A SNAP25 KLRC2 PCSK1N IL1RAP SCN1A SPRY4 SCG3 MPZL1 PDE4B BRINP1 VXN TAOK3 OLIG1 NXPH1 ARL2BP TSPAN13 UCHL1 SLC1A1 ATCAY C2orf80 CXADR LRRK2 SNTG1 CCND1 TM4SF1 FIP1L1 PCDH20 BRINP3 CNPY2 FAN_EMBRYONIC_CTX_BRAIN_ENDOTHELIAL_1 http://www.gsea-msigdb.org/gsea/msigdb/cards/FAN_EMBRYONIC_CTX_BRAIN_ENDOTHELIAL_1 CLDN5 ITM2A MFSD2A APCDD1 SLC38A5 ESAM RAMP2 CDH5 SLC7A5 ADGRL4 PECAM1 FLT1 IGFBP7 SRARP GNG11 SLC2A1 IFI27 KDR CD34 PCAT19 ROBO4 CAV1 PODXL BSG ENG CD320 VWF ABCB1 TFRC PON2 SLC3A2 SLC7A1 SLC38A3 FN1 SLC16A1 TIE1 CSRP2 SLC9A3R2 SPARC EPAS1 ECSCR CLEC3B DIPK2B ID3 S100A16 CRIP2 CLEC14A MMP28 ABLIM1 VIM LAMA4 TM4SF18 FSTL1 S100A10 SERPINH1 CYYR1 ADGRF5 ID1 EMCN JCAD STRA6 TSC22D1 C1orf54 ARHGAP29 PRXL2A CD93 HES1 COBLL1 RBP1 APLNR TJP1 RELL1 IFITM3 TCN2 MYCT1 RGCC ECM1 CLIC4 SLCO2A1 HOPX RUNDC3B LY6E CAVIN3 SLC39A10 IFI6 MYO10 SAMM50 DPEP1 PALMD RASGRP3 TM4SF1 LXN VWA1 DLC1 CGNL1 QPCT THSD1 APOLD1 TMEM204 VAMP5 CD82 NOTCH4 NAMPT CNN3 HAPLN3 LEF1 IFITM1 TSPAN5 PAM EFNA1 SMAD1 MYLK2 CAV2 IGFBP4 HYAL2 RHOC SLC39A8 INSR NECTIN2 LIMS2 NPDC1 ECE1 MYO6 YES1 CAPN2 SCARB1 SPTBN1 SPOCK2 ARHGAP18 LAMB1 CAVIN1 LAMC1 TAGLN2 S100A13 CA2 CA4 CD200 GALNT18 DNAJC1 EGFL7 HEG1 DOCK9 LMO2 GIMAP7 MYO1B BHLHE40 CPD TEK ACVRL1 EMP2 JAM2 TTN WWTR1 CCDC186 HID1 NID1 IL32 NOSTRIN LRP8 BEX3 S1PR1 PLK2 PTPRB ESYT2 PLLP ACTN4 PROCR CDH2 ZDHHC9 ZNF366 FKBP9 PRKCH ERG JUP PPFIBP1 MAGED2 MAP4K2 POMP MT2A NPIPB3 GPCPD1 TUSC3 MYH10 CD151 COX7A1 MT1F OCLN PTP4A3 BCL6B HSPA12B TPM4 WFS1 DSP LAPTM4A CAVIN2 RAPGEF4 SLC16A2 SEMA6A DSTN SLC5A6 MT1E ITGA6 CYB5R3 FKBP1A ANXA1 SPINK8 CETP FOXQ1 RPS6KA2 PLS3 CDH6 COL6A2 AFAP1L1 PPM1H SLC7A11 NID2 LAMB2 FXYD5 FLT4 NKD2 OCIAD2 TGM2 CDH11 PPIC GPD1L BMPR2 PFKL UTRN GGT5 RGS3 SLC16A14 FOXF2 SORBS3 AFDN ADGRL2 LMCD1 ARAP3 STX3 IFI44 NES SH2D3C STXBP1 RRAGA LAPTM4B PRSS12 SOX7 TTYH2 CARHSP1 MMRN2 PDXK PXN TSPAN6 PTPRG ADCY4 FRY TMEM88 TIMP1 GBP4 FHL3 IGFBP2 PLXND1 TCF4 MLEC BLCAP PGRMC1 FOXC1 TLE1 SERINC5 CCDC141 SMTN MSRB3 CYB5A KLHL5 ALPL MECOM PROM1 SESTD1 MFAP2 SLC1A4 KLF4 ISG15 SLC52A2 LSR SLCO1A2 SEMA3G PCDH12 RASIP1 SOX18 TMEM50B NEIL1 SPARCL1 PPA1 C12orf57 NOS3 DACH1 ABLIM3 PELO CHST12 PKP4 ST6GALNAC1 PLEKHG1 LDLRAD3 IGF1R PTPRM ARL2 TMEM45B DLL4 TUBB6 SLC2A3 IGF2BP2 UNC5B IFI44L CDC42EP4 IFNAR2 FLNB PHLDB1 KITLG RHOJ PXDN RAI14 HIP1R PLAAT3 ITGA5 CDC42EP1 RAPGEF5 NOTCH1 EBF1 PDLIM2 EFR3B CLIC1 IFIT1 VWA2 SVIP ZIC2 SHC2 NQO1 CSRP1 CCN1 MMP25 SMG1P2 CTHRC1 SOX17 MATN2 GDPD5 GADD45A ADM AHNAK MT1X DIPK1B ARHGEF15 CDA MX1 BBS9 CEP112 PRCP PRXL2B MEGF6 COL5A2 MAGI1 LRRC17 ADAM15 ELN HMCN1 AFAP1L2 SNTB2 ATP10A APOL4 MOB2 LRATD1 BCR DNPEP TRIM16 ABHD17A KANK3 MYORG CLEC2B MAOA SVIL AIF1L TSPAN9 HDAC7 NIBAN2 TDRP USHBP1 FZD4 SLC7A8 FZD6 MGST2 CLTB AXIN2 TBX3 LAMA5 CD9 HPCAL1 PIK3R6 PCBD1 EDN1 CLIC5 MDK FAM171A1 GJA1 IMPDH1 BST2 DEGS2 KIAA1671 ZIC3 MICALL2 STARD4-AS1 ACVR1 SORBS1 SMAGP CALCRL RFTN2 FOXF1 PLCB4 CD27 C1orf115 OXR1 GRPEL2 HEY1 DOK4 MANSC1 PARP12 TNS2 PREX2 MALT1 PDE4B SLC31A1 ACE ANGPT2 SULT1C4 PARVA IFI35 ITPR3 FAM43A D21S2088E SLC14A1 TMTC4 DGAT1 LIFR FAN_EMBRYONIC_CTX_BRAIN_ENDOTHELIAL_2 http://www.gsea-msigdb.org/gsea/msigdb/cards/FAN_EMBRYONIC_CTX_BRAIN_ENDOTHELIAL_2 RGS5 PDGFRB CALD1 NOTCH3 ATP1A2 BGN COL4A1 LAMC3 NDUFA4L2 SPARC COL4A2 PTN ITIH5 COL1A2 SLC6A1 FN1 CD248 SLC6A12 KCNJ8 CCDC3 TFPI PRELP PLXDC1 GGT5 EDNRA LHFPL6 COL6A1 IGFBP7 FRZB MCAM CPE AGRN DLC1 FOXS1 TPM2 SEMA5A NR2F2 FSTL1 HIGD1B PLOD1 ZEB1 UACA SPARCL1 LAMA4 DCN MYO1B COL3A1 PCDH18 ITGA1 LGALS1 PLAC9 COL6A2 CYTH3 NID1 LMNA PLCE1 GNG11 SLC12A2 FERMT2 IFITM3 CSPG4 ARHGAP29 GPER1 SLC12A7 CD9 CDH6 PDE8B ABCC9 MGLL COL18A1 LGALS3BP LAMB2 IFITM1 VCL LAMB1 SEPTIN11 ECE1 COL9A1 TPM4 LAMC1 MYL9 SEPTIN4 TGFB1I1 COLEC12 ISYNA1 RBP1 SPRY1 CLEC11A ITGB1 LAMA2 VAMP5 SLC20A2 COX7A1 GUCY1B1 THY1 PTK2 SERPINH1 SERPING1 CDH11 CNN3 MAGED2 CRIP2 MFGE8 GJC1 TJP1 PTGDR2 SMOC2 EPS8 HES1 S1PR3 F2R TBX2 ANPEP SPON2 ADORA2B EBF1 SYNE2 SEPTIN7 ADA PGF ARHGEF17 CFAP20 RBMS3 FLNA SLC38A11 PDE7B PCOLCE PTEN PAPSS2 COL5A2 PPP1R14A PARVA DMD PDLIM7 NTM MAP1LC3A CTNNBL1 CRIP1 TIMP1 TAGLN2 C11orf96 SGCE GUCY1A2 EHD2 CYTOR MAP3K20 NID2 ACTN1 PDZD2 OLFML2A TMEM204 CAVIN3 FXYD6 GPRC5C FAM20A MYLK ITPR1 PTPRK TESC PXDN SNAI2 EPAS1 FOXF2 ANXA2 TCEAL9 TNKS1BP1 LDHB ATP1B2 TMEM74B AK1 GNG12 SNRK HES4 SH2D3C SYTL2 AEBP1 GPM6B VIM FBLN1 PLS3 EFEMP2 GUCY1A1 ZIC1 CCDC102B KANK2 TAGLN CFH ADGRD1 UNC5B TSPAN12 P2RY14 FARP1 PELO ITGA11 PKIG CTTN TIMP3 HEYL GRM3 RASL12 RERGL SMTN SLC9A3R1 SELENOM ZYX ATP5F1D TRPC6 KCNE4 PTH1R HEY2 RFTN1 CDC42BPA ADAM12 HTRA3 RHOC PDLIM1 TRIB2 ECM1 PPP1R12A ADAM33 MYOF AMOTL2 CD151 PDE8A NODAL INPP4B PLEKHA5 EPB41L1 TNFRSF21 BCHE DGKH SLC43A3 CSAG1 APOD AMOTL1 TBX18 FAM162B SASH1 C12orf57 PDE5A CCR10 MDK PMP22 COX7B GGT1 LUM NR2F1 STARD13 TBXA2R ITSN1 CCDC80 PDLIM2 RAPGEF4 VSTM4 DOCK6 LRRC32 SNHG18 MYO6 FRMD6 CDC42EP1 ITGA4 PHACTR2 GMDS AKAP12 AASS MPRIP DPY19L2 EPN2 ARHGAP10 ECM2 CPPED1 LZTS1 AKIRIN1 PLAGL1 GJA4 RNF24 ILK JAK1 TNS1 ST3GAL5 GALNT18 MYH9 ANGPTL4 PRKG1 CA4 PPFIBP2 TNFAIP8L1 DENND2B ARHGEF12 NFATC4 PARD3 ANXA6 EMP2 CYC1 HCFC1R1 BMP1 LURAP1L ARHGAP42 PID1 GOLIM4 SGPL1 LIMA1 NT5DC2 FAN_EMBRYONIC_CTX_MICROGLIA_1 http://www.gsea-msigdb.org/gsea/msigdb/cards/FAN_EMBRYONIC_CTX_MICROGLIA_1 MKI67 TOP2A UBE2C CENPF NUSAP1 GTSE1 CDK1 PRC1 HMGB2 H4C3 CKS1B H2AZ1 SMC4 AURKB BIRC5 KIF11 ANLN CKAP2L ARL6IP1 TPX2 ASPM TACC3 CDC20 HMMR HJURP H2AX SGO2 PTTG1 CKAP2 ZWINT PCLAF CENPE TK1 CKS2 CCNA2 KIF22 CCNB2 TUBA1C TMPO H2AZ2 BUB3 C21orf58 KIF23 DLGAP5 KPNA2 CDKN3 TROAP CDKN2C CDCA3 IQGAP3 H2AC17 RRM2 FOXM1 KIF2C CDCA8 NUF2 PLK1 ASF1B KIF20A DTYMK SPAG5 TUBB4B SHCBP1 CIT PIMREG CCDC18 ANAPC11 BUB1B BUB1 RPS27L KIF20B AURKA MXD3 CENPM SPC25 NDC80 CCNB1 DEPDC1 ANP32E ARHGAP11A CEP152 RAD21 PBK SGO1 NCAPH KIF18B FAM111A KNL1 TTF2 NUCKS1 FBXO5 CENPN DEK ATAD2 NCAPD2 CKLF SMC2 RHEB CKAP5 HERC5 EZH2 NCAPG SRSF10 MELK KIF15 CENPW EVI2B KIF14 SRSF3 CDCA2 CCNF CENPU NCAPG2 FANCD2 CENPC CLSPN MAD2L1 BRCA2 SMC1A CDK2AP2 MND1 RAD51AP1 CDC27 CEP55 ITGB3BP FAM83D BARD1 MZT1 DDX39A ESPL1 HP1BP3 DEPDC1B POLQ CNTRL CDC25C PHF19 H1-3 TMEM106C PRR11 ESCO2 PCNA MRPL18 UBE2T ATAD5 KIF4A TTK PLK4 TCF19 AC091057.1 KNSTRN GGH GLA DIAPH3 SIVA1 NRM FAN_EMBRYONIC_CTX_MICROGLIA_2 http://www.gsea-msigdb.org/gsea/msigdb/cards/FAN_EMBRYONIC_CTX_MICROGLIA_2 CCL3 FOSB IL1B CD83 CCL4 IER2 AC020916.1 IER3 PPP1R15A FAN_EMBRYONIC_CTX_MICROGLIA_3 http://www.gsea-msigdb.org/gsea/msigdb/cards/FAN_EMBRYONIC_CTX_MICROGLIA_3 CD68 C1QC P2RY12 C1QB FOLR2 GPR34 CTSB TREM2 CTSC LGMN SLCO2B1 CREG1 ADAM28 ASAH1 CTSD SIGLEC10 ALOX5AP SLC1A3 MERTK TBXAS1 FAN_EMBRYONIC_CTX_BRAIN_MYELOID http://www.gsea-msigdb.org/gsea/msigdb/cards/FAN_EMBRYONIC_CTX_BRAIN_MYELOID S100A4 S100A6 FGL2 HLA-DRA LYZ CD74 HLA-DPA1 HLA-DPB1 HLA-DRB1 TYMP CSTA IFI30 CD52 S100A9 PLAC8 FCN1 IFITM3 LSP1 S100A10 ANXA2 HLA-B EMP3 FGR NEAT1 IFITM2 COTL1 LILRB2 TIMP1 CD44 MS4A6A CFP LGALS1 CRIP1 TKT S100A11 VIM ADGRE5 C1orf162 LY6E UTRN LILRB3 TNFSF13B PLAUR NAPSB SERPINA1 CARD16 SPI1 PLXNB2 KLF2 POU2F2 KLF4 CEBPB TNFAIP2 SECTM1 DOK2 HLA-A IRF1 APOBEC3A HCST ISG15 CTSS HLA-DQB1 NBPF10 FXYD5 NFKBIA JAML HCK TGFBI PSMB9 CLEC2B CPPED1 GPBAR1 PLEKHO1 GRK2 NFKBIZ AP1S2 PNPLA6 TXNIP PTP4A2 IER5 APOBR CLEC12A ITGAX CD48 C5AR1 MYO1F HLA-DMA STXBP2 ITGAL CSK PTGS2 LILRA5 ADA2 CLEC7A CHD1 S100A8 CD300E SOCS3 MX2 LRRC25 NAMPT LRRFIP1 EFHD2 TMEM176B LST1 TRIM25 TMEM131L SIN3B CFD CXCR4 WARS1 NLRP1 KLF13 HSPA7 MAFB ANXA1 PANK2 DNAJA4 RETN IFI44L RIPOR2 WIPI2 VCAN IQGAP1 OSCAR AIP ATF3 ARHGEF2 CALHM6 ARF6 TNFRSF14 PLCB2 MT2A TENT5A PRAM1 TSPAN32 SCIMP BCL2A1 CHCHD10 FAN_EMBRYONIC_CTX_BRAIN_B_CELL http://www.gsea-msigdb.org/gsea/msigdb/cards/FAN_EMBRYONIC_CTX_BRAIN_B_CELL HLA-DRA CD74 CD52 HLA-DPA1 CD79A HLA-DRB1 PTPRCAP CXCR4 CD79B HLA-B PLAC8 CD69 MS4A1 TCL1A VPREB3 LIMD2 HLA-DPB1 LSP1 CD22 CD37 HLA-DMA IGLL5 TAGLN2 SPIB EEF1D LTB LINC01781 PAX5 BANK1 HLA-C RAC2 HLA-DMB CORO1A HLA-DQB1 BIRC3 RIPOR2 CYTIP HLA-A ISG20 NIBAN3 CYB561A3 SEPTIN1 PTPN6 FCMR PSME1 SYTL1 FCRL1 FCRLA SP140 SP110 MZB1 ARHGAP15 AFF3 KIAA0040 SMIM14 UTRN PDE4B CD48 SWAP70 HLA-DQA2 PLEKHA2 CRIP1 P2RX5 IL2RG PDLIM1 GAS5 LY9 CD19 LINC00926 CLEC2D ELF1 QRSL1 RPL13A CD55 CD47 ACAP1 NCF1 PIM2 TXNIP GPR18 ATP2A3 RALGPS2 PPP1R14A ADD3 ALOX5 TTN PCNP RHOH NCF1C BTG1 SEPTIN6 SLC38A1 PSME2 ARID5B FCRL2 EBF1 CD72 IKZF3 PSMB9 BCL7A FAN_EMBRYONIC_CTX_BRAIN_EFFECTOR_T_CELL http://www.gsea-msigdb.org/gsea/msigdb/cards/FAN_EMBRYONIC_CTX_BRAIN_EFFECTOR_T_CELL IFITM2 IFITM1 NKG7 KLRF1 CST7 GZMA CLIC3 KLRB1 LSP1 CD7 PRF1 PTPRCAP HLA-B RAC2 CTSW IL2RG HCST KLRD1 XCL2 PLAC8 GZMB SAMD3 XCL1 GIMAP7 MYL12A APOBEC3G IL2RB CD48 SH2D1A HLA-A SH2D1B S1PR5 IRF1 CCL4 CD69 FGR PLEK BTN3A2 EMP3 ID2 HLA-C CD3E KLRC1 DOK2 CRIP1 TXK CD247 CHST12 ADGRE5 PTPRC PLAAT4 LCK HOPX DUSP2 TXNIP SEPTIN1 ABI3 ARHGEF3 SKAP1 PVRIG GIMAP4 DENND2D PYHIN1 LIMD2 CD160 CARD16 SRGN HLA-H SLAMF7 CLIC1 LY6E SYNE1 S100A4 TSTD1 LITAF BTG1 IQGAP1 PSMB9 ADAM8 CCND3 ITGAL CLEC2B CD44 FGFBP2 RUNX3 CMC1 RAP1B ICAM3 ACAP1 STK17B HLA-F IL18RAP PIP4K2A CYTIP SPON2 EOMES CD96 CORO1A LAIR2 SH2D2A SYTL1 MSN AKNA TBC1D10C STK10 LCP1 PRKCH RASSF5 DGUOK GZMH TSEN54 RIPOR2 FKBP11 ZAP70 KLRC3 CD244 SLC9A3R1 STAT4 TMEM71 SEPTIN6 ARID5A PTPN4 ARPC5L CDC42SE2 FYN PRKACB LINC00861 HSH2D GMFG GPR65 IQGAP2 FAN_EMBRYONIC_CTX_BRAIN_NAIVE_LIKE_T_CELL http://www.gsea-msigdb.org/gsea/msigdb/cards/FAN_EMBRYONIC_CTX_BRAIN_NAIVE_LIKE_T_CELL IL7R CD52 CD3D IL2RG LTB SELL LSP1 IL32 TCF7 CD3G LCK PLAC8 SEPTIN1 CD3E IFITM1 CD44 CYTIP EMP3 LAT LIMD2 LDHB GIMAP7 CD2 CD7 PTPRCAP ADD3 NOSIP HLA-B LEF1 RPL13A CNN2 ABRACL ISG20 CD27 LINC00861 ACAP1 RAC2 CLEC2D HLA-A CCR7 TAGLN2 RIPOR2 STK17B MYL12A CRIP1 ARHGDIB OXNAD1 EEF1D ETS1 GMFG CD96 CORO1A TNFAIP8 ICAM3 FCMR CD69 TSTD1 LY9 GPSM3 TSC22D3 ANXA1 IL16 SATB1 TMEM123 CD5 TRAT1 TBC1D10C OCIAD2 CCND3 DENND2D TXNIP MCUB PTPRC SKAP1 SEPTIN6 ARHGAP15 NPM1 SYTL1 SAMD3 PIK3IP1 PRKCQ-AS1 FAM107B ARL4C LIME1 ITK CHI3L2 FLT3LG SMC4 FXYD5 RHOH TRAF3IP3 HLA-C PRMT2 CXCR4 TUBA4A ZAP70 ACTN1 GIMAP4 PSMB9 DGKA TESPA1 SCML4 TOB1 PDCD4 MAL SH2D1A TXK TES CD40LG CD48 LRRFIP1 PVRIG PIM2 APRT LEPROTL1 ICOS IL27RA TLE5 GSTK1 BTN3A2 MYC CD6 TC2N LRRN3 CDC42SE2 C16orf54 LDLRAP1 PLAAT4 CYFIP2 LPIN1 HPGD STK38 JAML RRN3P1 FAM117B GBP2 THEMIS CAMK4 CIB1 NSMCE1 FGD3 EPHX2 ID3 TRABD2A GPR171 RGCC RSL24D1 SEPTIN9 RCAN3 PRKCH TNFAIP3 HLA-F PCMTD2 PSMB8 SERINC5 MTERF4 ARHGEF1 STK4 MANNO_MIDBRAIN_NEUROTYPES_BASAL http://www.gsea-msigdb.org/gsea/msigdb/cards/MANNO_MIDBRAIN_NEUROTYPES_BASAL ACTB ACTG1 ATF4 ATP5F1B ATP5F1E ATP5PB ATP5ME ATP5MG ATP5PO BRK1 BZW1 ATP5MPL FMC1-LUC7L2 CFL1 CHCHD2 COX4I1 COX6B1 COX6C DDX5 DYNLL1 EEF1A1 EEF1G EEF2 EIF4A2 FAU GABARAP H3-3B HNRNPA2B1 HNRNPDL HNRNPK HNRNPU HSPA8 MARCKS NACA2 NDUFA13 BEX3 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 ELOB TSC22D1 TUBA1B UBB UBL5 UQCRB UQCRQ MANNO_MIDBRAIN_NEUROTYPES_HENDO http://www.gsea-msigdb.org/gsea/msigdb/cards/MANNO_MIDBRAIN_NEUROTYPES_HENDO A2M AAMDC ABCA1 ABCB1 ABCB4 ABCG1 ABCG2 ABHD17A ABLIM1 ABLIM3 ACE ACOT9 ACSL5 ACSS1 ACTN1 ACTN4 ACVR1 ACVRL1 ADAM1A ADAM15 ADAMTS1 ADAMTSL2 ADAMTSL4-AS1 ADCY4 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 PGGHG ATP8B1 AXIN2 B2M B4GALT1 BCAM BCAP29 BCL3 BCL6B BMP4 BNIP2 BOK BSG BTNL9 TOMM40 ERC2-IT1 C1orf115 C1orf54 SRARP C2CD4B TCIM CA2 CA5A CALCRL CARD8 CASP1 CASP12 CASP3 CASP4 CAST CAV1 CAV2 CCDC141 CCDC186 CCDC68 CCDC85B CCM2L CCNL1 CCNY CD164 CD19 CD27 FCGR2A CD34 CD4 CD55 CD59 CD81 CD82 CD93 CDA CDC42EP2 CDH11 CDH5 CDKN1A CDKN2B CEACAM21 CERS2 CETP CFLAR CGNL1 CHST15 CHST3 CHST7 CKMT2 CLDN5 CLEC14A CLEC1A CLEC2B CLEC3B CLIC2 CLIC4 CLIC5 CNN2 COBLL1 COX7A1 CPD CPNE2 CPNE5 CPT1A CREB5 CREM CRIM1 CRTAP CSF3 CSGALNACT1 CSRNP1 CSRP1 CSRP2 CTDSP1 CCN2 CTHRC1 CXCL1 CXCL12 CXCL2 CXCL8 DIPK2B CYB5A CYBA CCN1 CYYR1 DAB2 DAP DCBLD1 DDIT3 DDX58 DEDD2 DEGS2 DENND2C DENND3 DGKE DHRS3 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 ADGRL4 EMCN EMP1 EMP2 ENG ENTPD1 EOGT EPAS1 EPHA2 EPHB4 EPHX4 ERF ERG ERVMER34-1 ESAM ESM1 ESYT2 ETS1 ETS2 EVA1B F11R F2RL1 FABP4 FAM124B NIBAN1 FAM189A1 PRXL2A FAM43A FAM78A FAM89A FAR2 FBLN2 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 CASTOR1 GBP4 GBP6 GDF15 GDPD5 GGT5 GIMAP1 GIMAP4 GIMAP5 GIMAP6 GIMAP7 GIPC3 GJA1 GJA4 GJC2 GLRX GMFG GNA14 GNAI2 GNG11 GNG5 GPCPD1 GPD1L ADGRF5 ADGRA2 GPR146 GPR155 GPR4 GRAP TAMALIN 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 ITPRIP ITPRIPL2 ITSN2 IVNS1ABP JAG1 JAG2 JAK1 JAM2 JPH1 JUN JUNB JUP KANK2 KANK3 KANK4 KCNJ2 KDR MYORG CRACDL JCAD 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 CCT8L1P LONRF3 LPAR6 ADGRL2 LPP LRP8 LRRC36 LRRC55 LRRC8C LSMEM1 LSR LTBR LUZP1 LXN LYL1 LYSMD2 MAFF MAGT1 MALT1 MAOA MAP3K1 MAP3K11 MAP4K2 MAP4K3 MAST4 MATN3 MBNL2 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 MYRIP MYZAP N4BP3 NAMPT NEDD9 NEIL1 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 PGF PHLDA1 PICALM PIEZO1 PIK3CB PIK3IP1 PIK3R6 PINK1 PITPNA PKIG PKP4 PLAAT3 PLA2G4C 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 CAVIN3 PRKCH PRKD3 PROCR PROSER2 PRSS12 PRX PTBP1 PTGS2 PTPRB PTPRG PTPRM CAVIN1 NECTIN2 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 RNASE1 RNF135 RNF144B RNF19A ROBO4 RPS28 RPS6KA2 RPS6KA3 RRAS MBTPS1 S1PR1 SAT1 SCARB1 SCARF1 SCML1 SDC3 SDCBP CAVIN2 SEC14L1 SEL1L3 SELE SEMA3G SELENOP 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 SLC9A3R2 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 SRGN ITPRID2 ST3GAL1 ST6GAL1 ST6GALNAC1 STAB1 STARD13 STARD4 STARD8 STAT3 STAT6 CDK7 STOM STRA6 STX3 STXBP2 SUCLG2 SULT1C4 SVIL SYNGR2 SYPL1 TACC1 TAF1C TAGLN2 TAX1BP3 TBC1D4 TBX1 TBX3 TBXA2R TCF15 TCF4 TCIRG1 TCN2 TEK TNS2 TES TFEB TFRC TGFB1 TGFBR2 TGM2 THBD THSD1 TIAM1 TIE1 TIMP1 TJP1 TLE1 TLN1 TLR4 TM4SF1 TM4SF18 TM6SF1 TMBIM1 TMC6 TMC7 TMEM123 STING1 TMEM19 CEMIP2 TMEM229B C2CD2L TMEM255B TMEM37 TMEM45B TMEM88 PGAP6 TMOD3 TMSB4X TNFAIP1 TNFRSF14 TNFRSF1A TNFRSF1B LTA TNRC6C-AS1 TNS1 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 TMEM35B ZNF366 ZYX MANNO_MIDBRAIN_NEUROTYPES_HPERIC http://www.gsea-msigdb.org/gsea/msigdb/cards/MANNO_MIDBRAIN_NEUROTYPES_HPERIC A2M AAMDC ABCA1 ABCA9 ABCC9 ABHD17A ABHD2 ACOT9 ACTA2 ACTN1 ADA ADAM12 ADAM9 ADAMTS1 ADAMTS18 ADAMTS4 ADAP2 ADCY4 ADORA2B GRK3 AFAP1L2 AGAP2-AS1 AGRN AKAP12 ALDH9A1 ALX4 JAML 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 PGGHG ATP1A2 ATP1B2 ATP1B3 ATP8B1 AVPR1A AXIN2 AXL B2M B4GALT3 BCAP29 BCHE BCL3 BCL6 BGN BTN3A3 C11orf96 C16orf89 EML2-AS1 C1QTNF1 C1S SLC66A3 C9orf153 CA2 CA4 CACNA1C CACNB4 CADM4 CALCRL CALD1 CALU CAMK2D CASP4 CAST CAV2 CCDC17 CCDC3 CCDC8 CCL2 CCL8 CCM2L CD163L1 CD164 CD19 CD248 CD4 CD44 CD63 CD81 CD9 CDC42EP2 CDC42EP5 CDH11 CDH6 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 CCN1 CYSLTR1 CYSTM1 CYTH3 DAAM2 DACT1 DACT3 DBH DBNDD2 DCBLD1 DCLK3 DCN DDIT3 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 EML3 EMP2 ENPEP ENTPD1 EPAS1 EPB41L1 EPB41L2 EPHA2 EPHB4 EPHX1 EPS8 EPSTI1 ERF ETS1 EVA1B EVA1C F2R F2RL2 F3 FABP4 NIBAN1 FAM13A FAM162B SERF1A FAM43B TENT5A 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 FRMD6-AS1 FRMD8 FRZB FSTL1 FZD1 GAB1 GABRE GADD45B GALNT18 GAS6 CASTOR1 GBGT1 GDF15 GEM GGT1 GGT5 GGTLC2 GIMAP2 GIPC3 GJA4 GJA5 GJC1 GLA GLRX GLS GLT8D2 GMFG GNG11 GNG12 GP1BB GPC1 GPER1 GPNMB ADGRF5 ADGRA2 ADGRD1 GPR21 GPR4 GPRC5C GPX8 GRM3 GRN GSN GSTK1 GUCY1A2 GUCY1A1 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 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 CCT8L1P LOXL2 LPAR6 LPP LPP-AS2 LRIG1 LRP1 LRRC17 LRRC32 LRRC55 LSMEM1 LTBR LUM LYPD3 LZTS1 M6PR MAFF MAGED2 MAGT1 MAML2 MAP1LC3A MAP2K3 MAP3K5 MCAM MEF2C MEF2D MFGE8 MELTF MFRP MGLL MGP MICOS10-NBL1 CARMN 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 NFATC4 NFE2L2 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 PHLDA1 PHLDB3 PID1 PIEZO1 PIEZO2 PIK3CD PIK3CD-AS2 PIP5K1B PKIG PLA2G4C PLA2R1 PLAC9 PLAT PLAUR PLCE1 PLCL1 PLEKHG2 PLEKHH2 PLOD1 PLS3 PLSCR1 PLSCR4 PLTP PLVAP PLXDC1 PMEPA1 PMP22 PNRC1 POLD4 POMP PPARGC1B PPFIBP1 PPIB PPIC PPP1R12A PPP1R14A PRDX4 PRELP PRKAR1A PRKCB PRKCD CAVIN3 PRKG1 PRMT8 PRR16 PRX PTEN PTGDR2 PTGR1 PTGS2 PTH1R PTN PTPRG PTPRK PTPRM NECTIN2 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 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 SLC6A1 SLC6A12 SLC8A1 SLC9A1 SLC9A3R1 SLC9A3R2 SLCO1C1 SMAGP SMTN SNAI2 SNAP23 SNHG12 SNHG18 SNHG5 SNRK SNX18 SOCS3 SORBS1 SPARC SPARCL1 SPATS2L SPECC1 SPON2 SPRED1 SPRY1 SPRY4 SPTBN1 SRPX SSR3 ST3GAL5 DENND2B STARD13 STARD8 STAT3 STAT4 STAT6 STEAP1B CDK7 STOM STOML3 SUCLG2 SULT1E1 SVEP1 SVIL SYCP2 SYNM SYNPO SYPL1 SYTL2 SYTL4 TACC1 TAGLN TAGLN2 TAPBPL TBC1D2B TBX15 TBX18 TBX2 TBXA2R TCIRG1 TEAD4 TNS2 TES TESC TFPI TGFB1 TGFB3 TGFBI TGFBR2 THY1 TIMP1 TIMP2 TJP1 TLE1 TLN1 TMBIM1 TMC4 STING1 TMEM19 C2CD2L PIP4P2 TMEM74B TMOD3 TNFAIP1 TNFAIP3 TNFAIP6 TNFRSF1A TNFRSF21 TNN TNS1 TNS3 TPM2 TPM4 TRIM22 TRIM38 TRPC6 TRPV2 TSC22D3 TSC22D4 TSPAN12 TSPAN7 TTYH2 TUBB6 TULP2 TWIST1 TWISTNB TXNIP UACA UBA7 UBASH3B UCKL1-AS1 UGP2 UNC5B VAMP3 VAMP5 VAMP8 VCL VSIG2 VSTM4 WASF2 WDFY4 WDR1 WIPI1 CCN4 WWTR1 YBX3 MAP3K20 ZBTB2 ZBTB38 ZBTB46 ZC3HAV1 ZEB1 ZFP36 ZFP36L1 ZIC1 ZIC2 ZIC4 TMEM35B ZNF716 ZYX MANNO_MIDBRAIN_NEUROTYPES_HMGL http://www.gsea-msigdb.org/gsea/msigdb/cards/MANNO_MIDBRAIN_NEUROTYPES_HMGL A2M ABCG1 ABI3 ACSF2 ACSL5 ACY3 ADAM28 ADAMTSL4-AS1 ADAP2 ADAT2 ADCK2 ADCY7 ADORA3 ADPGK AFF1 AGR2 ALOX5 ALOX5AP ANKRD44 ANXA11 ANXA4 ANXA5 AP1B1 APBB1IP APOBEC3C APOBEC3D APOBR APOC1 APOC2 APOE ARHGAP25 ARHGAP26 ARHGAP4 ARHGDIB ARHGEF6 ARPC1B ARRB2 ARRDC2 ASAH1 ATF3 PGGHG ATP8B4 AXL B2M B3GNT5 B4GALT1 BAG3 BCAP29 BCL2A1 BCL3 BDNF BHLHE41 BIN1 BIN2 BIRC3 BLNK BLVRB BMP2K BRI3 BTK C12orf75 C17orf67 PITHD1 C1orf54 C1QA C1QB C1QC 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 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 CXorf21 CYBA CYBB CYFIP1 CYTH4 CYTIP DAB2 INTS6L 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 NIBAN1 TENT5A FAR2 FCER1G FCGR1A FCGR1B 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 TAMALIN GRN GSN GYPC HAUS4 HAVCR2 HBA1 HBA2 HBG1 HBG2 HCLS1 HCST HERPUD1 HHEX ARHGAP45 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 IPCEF1 IRAK2 IRF1 IRF8 ITGAV ITGB2 ITM2B ITPR2 ITPRIPL2 ITSN2 JAK3 JUNB ANOS1 KBTBD8 KCNE3 KCNK13 KCNK3 KCNK6 KCTD12 KIAA1755 KIF14 KLF2 KLF3 KRT14 KRT17 KRT5 LAIR1 LAPTM5 LAT2 LCP1 P3H2 LGMN LHFPL2 LILRA2 LILRB4 LIMS1 LIPA LITAF LPAR5 LPAR6 LPCAT2 LPL LRRC8C LRRK2 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 NINJ1 NKX2-2 NLRP3 NPC1 NPC2 NPL NR3C1 NR4A1 NR4A2 NRG2 NUP37 OAS1 OGFRL1 OLFML3 OLR1 OPRK1 OSTF1 OTUD1 P2RX4 P2RY12 P2RY13 PAG1 PALD1 PAQR8 PARP14 PARP9 PARVG PCDH12 PCDHGC3 PCED1B-AS1 PDK4 PDPN PIEZO1 PIK3CG PIK3IP1 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 CDK7 STK17B STOM STX11 STXBP2 SUCLG2 SYK SYNGR2 SYT6 TAGAP TAL1 TBC1D12 TESC TFEC TGFBR2 TIAM1 TICAM1 TLN1 TLR1 TLR4 TLR7 TM6SF1 TMBIM1 TMC8 TMEM119 TMEM144 ANO1 STING1 TMEM19 TMEM63A TNFAIP3 TNFRSF11B TNFRSF1A TNFRSF1B LTA 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 TMEM35B ZNF217 ZNF48 MANNO_MIDBRAIN_NEUROTYPES_HOPC http://www.gsea-msigdb.org/gsea/msigdb/cards/MANNO_MIDBRAIN_NEUROTYPES_HOPC ACSS1 ADAM22 ADAMTS3 ADAMTS6 ADCYAP1R1 AFAP1L2 AFF1 AGA AIF1L AK4 AKAP7 ANGPTL2 ANKRD44 ANKS1B APOD APOL6 ARC ARHGAP11A CHN1 ARHGAP23 ARHGAP42 ARL8A ASCL1 ASTN1 ATCAY ATP13A2 ATP13A4 ATP1B1 ATP1B2 ATP2B4 B4GALNT1 B4GALT6 BAALC ADGRB1 BAMBI BARD1 BCAN BCHE BIRC3 BIRC5 BIVM-ERCC5 BLOC1S1 BOC BRINP1 BRINP2 BRINP3 BUB1B C1orf21 C1orf61 C1QL1 C21orf58 C2orf27A C2orf72 THUMPD2 VXN CA1 CACFD1 CACNA1G CACNG2 CACNG7 CADM2 CADM4 CALCRL CASK CCDC175 CCDC39 CCND2 CDCA7L CEND1 CEP83-DT CGREF1 CHKB-CPT1B CHST11 CHTF8 CMYA5 CNTN1 COL2A1 COL9A1 COL9A3 CPEB1 CPNE2 CREB5 CRTAC1 CRYL1 CSGALNACT1 CSMD3 CSPG5 CTHRC1 CTNND2 BCLAF3 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 FAM155A FAM181B FAM182B TAFA2 TAFA5 FAM89A FGFBP3 FICD FXYD6 FYN GAB1 GABBR2 GAL3ST1 GAREM2 GATM GFOD1 GNAL GNG4 GNG7 GPM6A GPM6B GPR17 ADGRG1 GRAMD1C TAMALIN GRB14 GRIA3 GRIA4 GRID1 GRID2 GRM5 GTSE1 HAGH HBA1 HBA2 HBB HBG1 HBG2 HEPACAM HEPN1 HES5 HSH2D IDH1 IFI27L2 IGF1 IGFBP2 INHBB INTS1 ITGAV ITGB5 ITGB8 ITM2C ITPKB ITPR2 JPH3 KANK1 KCND2 KCNE5 KCNIP1 KCNJ1 KCNQ2 KIF13A KIF14 KLRC2 KRT14 KRT17 CNMD LGR5 LHFPL2 LHFPL3 LIMA1 LINGO1 LMOD3 LPAR4 PLPPR1 PLPPR2 LRP1 LRRC4C LRRK2 LRRTM3 LRRTM4 LUZP2 MAML2 MAP3K1 MCTP1 MDGA2 METRN METTL7A IGSF9B MMP16 MMP2 MT2A MT3 MYT1 NCAM2 NCAPH NDRG2 NEIL1 NEK6 NELL1 NETO1 NFIX NKAIN4 NKX2-2 NLGN1 NLGN2 NLGN3 NLGN4Y NPAS3 NRXN1 NTM NTRK3 NXPH1 OLIG1 OLIG2 OMG OPCML OPHN1 OSBPL6 PBK PCDH11X PCDH15 PCDH17 PCDHGC3 PCDHA7 PCDHGB4 PDE1C PDGFRA PEA15 PHACTR3 PHGDH PHLDA1 PHYHIPL PID1 PIF1 PLAT PLEKHH2 PLLP PMP2 PMP22 PLPP4 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 SLC9A3R1 SLC9A7 SLC9A9 SLITRK1 SLITRK2 SLITRK4 SMOC1 SNTG1 SORCS3 SOX1 SOX2 SOX2-OT SOX5 SOX6 SOX8 SOX9 SOX9-AS1 SPATA6 SPRED1 SPRY4 SRI SSPOP CDK7 STK32B TAF1B TAOK3 TF THY1 TIMP4 TMOD1 TMOD2 TNK2 TNS1 TOP3A TPPP TRAF4 TRIM67 TRIM68 TSPAN12 TSPAN7 TTK TTYH1 TYMS UBL3 UHRF1 WFDC1 WNT7B WSCD1 XYLT1 ZCCHC24 ZFP36L1 ZGRF1 ZMAT3 TMEM35B MANNO_MIDBRAIN_NEUROTYPES_HRGL2C http://www.gsea-msigdb.org/gsea/msigdb/cards/MANNO_MIDBRAIN_NEUROTYPES_HRGL2C ABHD17A ACBD7 ACSL6 ACSS1 ADAMTS3 ADAMTS6 ADCYAP1R1 AFF1 ALDH9A1 ANXA5 APBA1 AQP4 ARAP2 ARC ARHGAP42 ARHGEF4 ARHGEF6 ATP13A4 ATP1B1 ATP1B2 ATP2B2 ADGRB1 ADGRB3 BCAN BIRC5 C11orf88 C1orf21 C1orf61 C21orf58 C21orf62 C22orf15 C2orf72 THUMPD2 C6orf118 VXN C9orf24 CA12 CCDC39 CCDC8 CD44 CD82 CDCA5 CDH13 CENPF CENPK CENPN 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 INKA2 FAM81A LRATD2 FAM89A FANCB FANCI FBLN2 FGFBP3 FGFR3 FOXL2 FOXM1 FRMD6-AS1 FUT9 GABBR2 GATM GDPD2 GINS1 GLTP GMPR GNG12 GNG7 GPM6A GPM6B ADGRG1 GRAMD1C GRIA1 GRID2 GRIP2 GRM3 GRM5 HAPLN3 HAS2 HBA1 HBA2 HBG1 HBG2 HEPACAM HEPN1 HES1 HES5 HRH1 HTRA1 IER3IP1 IFI44L IGFBP2 ILDR2 IQCA1 IRX1 ITGAV ITGB5 ITGB8 ITPKB ITPR2 JPH3 ANOS1 KANK1 KAT2B KCND2 KCNE5 KCNIP1 KCNJ1 KCNQ2 MYORG CEP126 KLRC2 KRT17 LAMA1 LAMB2 LFNG LHFPL3 LIFR LIMA1 LITAF LIX1 LMCD1 LRFN5 LRIG1 LRP1 LRP1B LRRC17 LRRC4B LUZP2 LYPD1 MAP3K1 MAPK14 MCM5 MDGA2 METRN METTL7A MGST1 IGSF9B MLC1 MNS1 MORN5 MPC1 MRC2 MT1X MT2A MT3 MYBL2 MYLK 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 PLTP PMP2 PMP22 PNOC PON2 PLPP3 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 SNORD27 SOX2 SOX2-OT SOX8 SOX9 SOX9-AS1 SPAG17 SPARCL1 SPATA6 SPEF1 SPRED1 SPRY1 SPRY2 SPRY4 TAGLN2 TAOK3 TEKT1 TGFB2-OT1 THSD4 TIMP4 TMBIM1 TMEM232 TMEM255A TNC TNFRSF1A TRIB2 TRIM67 TSC22D4 TTYH1 UHRF1 USP2-AS1 VWA3A WFDC1 WSCD1 SMYD3 ZNF474 ZWINT MANNO_MIDBRAIN_NEUROTYPES_HRGL2B http://www.gsea-msigdb.org/gsea/msigdb/cards/MANNO_MIDBRAIN_NEUROTYPES_HRGL2B AAMDC ABAT ACBD7 ACSL6 ACSS1 ADAMTS6 ADAMTSL4-AS1 ADCYAP1R1 AFF2 AHNAK AIF1L AK4 AKAP7 ALDH6A1 AQP4 ARAP2 ARHGEF26 ARHGEF4 ARHGEF6 ASCL1 ASIC3 ATP13A4 ATP1A2 ATP1B1 ATP1B2 ATP2B2 ATP2B4 AURKB ADGRB2 ADGRB3 BARD1 BCAN BCAP29 BCL6 BIRC5 BOC BRCA1 BTN3A3 BUB1B C17orf67 C1orf61 C21orf58 C2orf72 C6orf118 C8orf34 C9orf24 CA12 CABIN1 CCDC114 CCDC144A CCDC146 CCDC17 CCDC173 CCDC8 CCND2-AS1 CDC25C CDCA8 CDH13 CDK1 CDR1 CENPE CENPN CFAP44 CHD5 CHST3 CITED1 CMTM4 CMTM5 COL11A1 COL27A1 COL4A5 COLQ CPNE2 CRB2 CREB5 CRYAB CSGALNACT1 CSMD2 CSMD3 CSPG5 CSPP1 CST3 CTDSP1 CTNND2 BCLAF3 CYP26B1 CCN1 DBI DBX2 DCLK2 DDAH1 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 INKA2 RIPOR2 LRATD2 FANCI FASN FAT1 FAT3 FGF1 FGFBP3 FGFR3 FHL1 FLJ16779 FOS FOXJ1 FRMD6-AS1 FZD2 GAB1 GABBR2 GABRG1 GAREM2 GATM GBX2 GDPD2 GFAP GINS1 GJA1 GLIS3 GNG12 GNG7 GOLGA8A GPC1 GPC4 GPM6B GPR137B ADGRG1 GPX8 GRIA1 GRID2 GRM3 H2AX HAS2 HBA1 HBA2 HBB HBG1 HBG2 HDAC4 HEATR5A HEPACAM HEPN1 HES1 HES5 HEY2 RIDA HS6ST2 HSDL2 HSPA6 HSPA7 HSPB1 HYDIN ID4 IFI27L2 IFI44 IFI44L IFI6 IGFBP2 ILDR2 INHBB INPPL1 IQCA1 IQGAP2 IRX1 IRX2 IRX4 ITGA6 ITGB5 ITGB8 ITPKB ITPR2 JAM2 JUN ANOS1 KANK1 KCNE5 KCNJ1 KCNN3 KCNQ2 MYORG CEP126 KIF11 KIF14 KIF15 KIF1A KIF23 KIF2C KIRREL3 KLF15 KLF9 KRT14 KRT17 KRT5 LAMA5 CNMD LFNG LIFR LIMCH1 LIPG LITAF LIX1 LRIG1 LRP1 LRP2 LRRC17 LRRC37A3 LRRC4 LRRC4C LRRN1 LTBP1 LUZP2 LYPD1 MAML2 MASP1 MCC FAT2 METRN METTL7A MFGE8 MGST1 IGSF9B MKI67 MLC1 MMD2 MNS1 MPC1 MPZ MRC2 MT1F MT3 MTSS2 MTTP MYBL2 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 OMG OPHN1 OSBPL6 PARD3B PAX3 PAX7 PBK PBXIP1 PCDH1 PDE1C PDE4C PDLIM3 PDLIM5 PDPN PEA15 PEAK1 PHGDH PHYHIPL PIAS2 PIF1 PIFO PLCD3 PLIN3 PLP1 PMP2 PMP22 PON2 POU3F2 POU6F1 PLPP3 PRDM13 PREX1 PRKD3 PTCH1 PTF1A PTN PTPRZ1 PXDC1 QDPR QKI RABL6 RACGAP1 RANBP3L RASSF2 RBMS2 REST RFTN2 RFX4 RGMA ROBO3 RSPH4A RTKN2 SALL1 SALL3 SCD SCD5 SCN1A SCUBE2 SDC3 SEL1L3 SEMA6A SENP3 SELENOP 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 DENND2B 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_HRGL2A http://www.gsea-msigdb.org/gsea/msigdb/cards/MANNO_MIDBRAIN_NEUROTYPES_HRGL2A AASS ABAT ABCA5 ABHD2 ACSS1 ACTRT3 ADAM33 ADAMTSL4-AS1 ADCYAP1R1 ADIRF AFF2 AHNAK AIF1L AK4 AKAP6 ALDH6A1 ALDH9A1 ALDOC ANTXR1 ANXA5 ANXA6 APC AQP4 ARAP2 ARHGEF1 ARHGEF26 ARHGEF4 ARHGEF6 ARMC3 ARVCF ASTN1 ATP13A4 ATP1A2 ATP1B2 ATP2B2 ATP2B4 ATXN1 B3GAT1 B3GNT2 ADGRB2 ADGRB3 BCAN BCAP29 BCHE BDH2 BMP7 BOC C11orf88 C12orf75 C12orf76 OR11H2 NMNAT2 C1orf158 C1orf21 C1orf61 C2orf72 COL8A1 CFAP299 C5orf49 IRF1-AS1 C6orf118 C8orf34 TCIM C8orf48 CFAP77 C9orf24 CA12 CACNB2 CADM4 CAP2 CAST CCDC114 CCDC146 CCDC17 CCDC173 CCDC175 CCDC39 CFAP73 CCL2 CCND2-AS1 CD44 CD81 CDC42EP4 CDH13 CDHR1 CDR1 CELSR1 CETN2 CFAP126 CFAP44 CFAP45 CFAP52 CHST3 CHST6 CHST9 CLCN3 CLU CMTM5 CNN2 COL11A1 COL27A1 COL4A5 COLQ COMT CPNE2 CPNE5 CPXM2 CRB1 CRB2 CREB5 CRISPLD1 CRYAB CRYM CSGALNACT1 CSMD3 CSPG5 CST3 CCN2 CTNND2 CXCL2 CXCR4 CFAP47 THOC2 CYP26B1 CCN1 DAG1 DBX2 DCDC1 DCLK1 DCLK2 DDAH1 DHCR7 DHX32 DIO3 DKK3 DLEC1 DNAAF1 DNAAF3 DNAH6 DNAH7 DNAI2 DNAJB1 DNAJB13 DNAJB4 DNALI1 DOK5 DPP6 DTNA DTX4 DNAAF4-CCPG1 EDNRB EEPD1 EFCAB1 EFEMP1 EFEMP2 EFHC2 EGFR EGR1 EGR2 ELN ELOVL2 EMP1 ENHO ENKUR ENPP2 EPB41L4B EPHA3 EPHB1 ERF ERMARD EVI5 EZR F3 FABP5 FABP7 FADS2 FAM167A-AS1 FAM181B FAM183A GASK1B TAFA5 FAM216B FAM3C RIPOR2 FAM66D LRATD2 CIBAR2 FAT1 FAT3 FGF1 FGFBP3 FGFR3 FHL1 FLNC FLRT3 FNDC3B FOLH1B FOS FOSB FOXJ1 FRMPD2 FSTL5 FUT9 FZD2 GABBR2 GALC GAREM2 GATM GCA GDPD2 GFAP GJA1 GLIS3 GLUD1 GNG12 GNG7 GOLM1 GPC1 GPC4 GPM6A GPM6B GPR137B GPR155 ADGRG1 GPRC5B GRIA1 GRID2 GRM3 RAB27A GULP1 HAPLN3 HAS2 HBA1 HBA2 HBG1 HBG2 HDAC4 HEATR5A HEPACAM HEPN1 HES1 HES4 HES5 H1-2 H2AC6 H2BC12 HMGCS1 RIDA HSDL2 HSPA6 HSPA7 HSPB1 HSPB8 HTRA1 HYDIN ICA1L ID4 IER2 IFI27L2 IFI44L IGDCC3 IGFBP2 IGSF5 IL5RA ILDR2 INHBB INPPL1 INSIG1 INTU IQCA1 IQCG IQGAP2 IRX1 IRX2 IRX4 ITGAV ITGB5 ITGB8 ITM2C ITPR2 JAG1 JUN ANOS1 KAT2B KBTBD11 KCNE5 KCNIP1 KCNJ1 KCNK1 KCNMB1 KCNN3 KCNQ2 KCTD12 KCTD21 MYORG CEP126 KIF1A KIF9 KIRREL3 KLF15 KLHDC8A KLHL25 KLHL32 KRT14 KRT17 KRT5 LAMA4 LAMB2 LDLRAD4 CNMD P3H4 LFNG LGALS3BP LIFR LIMCH1 LIPA LIPG LITAF LIX1 LIX1L LLGL1 LMCD1 CYP2F1 LPAR4 LPCAT1 LPIN2 LRIG1 LRP1 LRP2 LRRC17 LRRC4C LRRIQ1 LRRK2 LRRN2 LRRN3 LTA4H LTBP1 LYPD1 ETFRF1 LZTFL1 MAGT1 MAMDC2 MAML2 MASP1 MCC MCL1 MCTP1 FAT2 METRN METTL7A MFAP4 MFGE8 MFRP MGST1 MIR99AHG MKX MLC1 MLF1 MMD2 MNS1 MOK MORN2 MORN5 MPC1 MPDZ MPP5 MRC2 MSMO1 MT3 MTTP MXRA8 NACC2 NADK2 NBEA NCAM2 NCAN NCKAP5 NDNF NDP NDRG2 NEK11 NEK6 NELL2 NFIA NFIB NFIX NKAIN4 NLGN1 NLGN3 NLGN4X NLGN4Y NME5 NOTCH1 NOTCH2 NPAS3 NPC2 NRARP NRK NRXN1 NSMF NTRK2 NTRK3 OAT OBSL1 OPHN1 OSBPL6 P4HA1 PACRG PAG1 PALLD PARD3B PBXIP1 PCDH1 PCDH7 PCDHGB4 PCSK6 PDE1A PDE1C PDLIM3 PDLIM5 PDPN PDZRN3 PEA15 PER1 PHGDH PHLPP1 PHYHIPL PI15 PI16 PIFO PLCD3 PLIN3 PLP1 PLTP PLXNB1 PMP2 PMP22 PON2 PLPP3 PPIL6 PPP2R2B PPT1 PRCP PRDM8 PREX1 PRKAA2 PRKCA PSAP PSAT1 PTCH1 PTK2B PTPRZ1 PXDC1 QKI RAB6B RAB9A RANBP3L RASSF2 RASSF4 REST RFTN2 RFX4 RGMA RGS2 ROBO3 ROPN1L RPGR RPS27L RRAGD RSPH1 RSPH4A S1PR1 SALL1 SALL2 SCAMP2 SCD SCG3 SCHIP1 SCN1A SCN4B SCRG1 SEC11C SEL1L3 SEMA5B SEMA6A SELENOP SERPINE2 SERPINH1 SESN3 SEZ6L SFRP1 SFRP2 SFRP4 SH3PXD2B SHISA3 SLC11A2 SLC13A5 SLC15A2 SLC16A9 SLC1A2 SLC1A3 SLC1A4 SLC25A18 SLC39A12 SLC4A4 SLC6A9 SLC7A11 SLC9A3R1 SLIT1 SLITRK2 SMOC1 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 DENND2B STK33 STOM STON2 SYPL1 TAGLN2 TC2N TCF4 TCTEX1D1 TEKT1 TF TGFB2-OT1 TGIF2 THSD4 TIMP3 TIMP4 TLE2 TMED5 TMEM161B-AS1 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 WDR78 WEE2-AS1 WIPF2 WLS WNT7A WSCD1 WWC1 XYLT1 YBX3 ZBBX ZFP36L1 ZFP36L2 ZMAT1 SMYD3 ZNF474 ZNF497 MANNO_MIDBRAIN_NEUROTYPES_HRGL3 http://www.gsea-msigdb.org/gsea/msigdb/cards/MANNO_MIDBRAIN_NEUROTYPES_HRGL3 ABCA8 ACSS1 ACVR1 ADAM9 ADAMTSL4-AS1 ADCY2 ADCYAP1R1 AFF2 AGA AGBL2 AGT AHNAK ALCAM ALDH6A1 ALDH9A1 ANKRD9 ANTXR1 ANXA1 ANXA2 ANXA5 ANXA6 APLP2 APPL2 AQP4 ARAP2 ARHGAP24 ARHGAP5 ARHGEF26 ARHGEF26-AS1 ARHGEF28 ARL6IP5 ARMC3 ARX ATF3 ATP1A2 ATP1B2 ATP2B2 ATXN1 B3GNT2 B4GALT6 ADGRB2 BCAN BCHE BCO2 BMP1 BNC2 BOC TSPOAP1 C11orf88 C12orf75 C12orf76 NMNAT2 C1orf158 C1orf194 C1orf226 C21orf62 MEMO1 C2orf72 THUMPD2 DIPK2A CFAP299 C5orf49 C6orf118 C6orf89 C8orf34 TCIM CFAP77 C9orf24 CACNG4 CADM3 CALU CAST CATIP CCDC114 CCDC146 CCDC17 CCDC173 CCDC39 CCDC8 CD19 CD36 CD44 CD47 CDH13 CDH4 CDK2AP1 CDO1 CDR1 CELSR1 CERKL CETN2 CFAP126 CFAP44 CFAP45 CFAP52 CFC1 CHPF CHST3 CHST6 CLU CMTM4 CMTM8 CNPY4 CNTN4 COBL COL18A1 COL27A1 COL4A5 COL6A1 COL8A1 COLEC12 CORIN CPEB2 CPNE8 CPQ CPXM2 CRB1 CRB2 CREB5 CRIM1 CRIP1 CRISPLD1 CRYAB CRYZ CSGALNACT1 CSPG5 CCN2 CTNNA3 CFAP47 CCN1 DAG1 DAPK1 DCDC1 DCDC2 DCLK1 DCN DDAH1 DHRS3 DIRAS2 DKK3 DLG5-AS1 DLGAP1-AS1 DNAAF3 DNAH6 DNAH7 DNAJB13 DNAJB4 DNALI1 CTSC DPP6 DPP7 DSC2 DSC3 DSG2 DST DTHD1 DTNA DTX4 DNAAF4-CCPG1 ECHDC2 EDNRB EEPD1 EFCAB1 EFCAB14 EFCC1 EFEMP1 EFEMP2 EFHC2 EFNB3 EGLN3 EGR1 EID2B ENKUR ENPP2 EPB41L3 EPHA1-AS1 EPHA3 ERF EVA1C EVI5 EZR F5 FADS2 FAH FAM183A GASK1B FAM214A FAT1 FAT3 FBLN5 FBXL7 FGF1 FGFR3 FIBIN FJX1 FLJ16779 FLNC FLRT3 FMNL2 FNDC3B FOS FOXA1 FOXJ1 FOXP2 FREM2 FSTL1 FZD1 FZD3 GALC GALNT15 GALNT3 GAREM2 GATM GCA GDPD2 GJA1 GLB1 GLIS3 GNA12 GNG12 GPC4 GPM6B GPR155 ADGRV1 GPRC5C GRIA1 GRIN2A HAPLN1 HAS2 HBA1 HBA2 HBG1 HBG2 HDAC4 HEATR5A HEPACAM HEPN1 HES1 HES4 HES5 HEY1 H2AC6 HK2 HNRNPCL3 RIDA 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 ITSN1 JAM2 JUN KCNAB1 KCNE5 KCNG1 KCNIP1 KCNK2 KCNMA1 KCNMB1 KCNMB4 KCNN3 KCTD12 CEP126 KIF5C KIF9 KIFC2 KIRREL3 KLF15 KLF9 KLHDC8B KLHL32 LAMB2 LAMP1 LANCL2 LCA5 LDLRAD4 CNMD P3H4 LGALS3BP LGI3 LIFR LIMCH1 LIPA LIPG LITAF LIX1 LIX1L LMBRD1 LMCD1 AC055839.2 LPAR4 LPL PLPPR1 LRIG1 LRP1 LRP1B LRP2 LRP2BP LRRC17 LRRIQ1 LRRK2 LRRN2 LRRN3 LYPLAL1 ETFRF1 LZTFL1 MAGI2 MAGT1 MAMDC2 MAN2A2 MAOA MAP3K5 MAP7 MBP FAT2 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 NEK11 NES NKAIN4 NME5 NOTCH2 NPC2 NR3C1 NR4A3 NRBP2 NRCAM NRP1 NSMF NTN1 NTRK2 NXPH1 OBSL1 ODF3B OSBPL6 P4HA1 PACRG PAM PAPLN PARD3B PBXIP1 PCDHGB4 PDE1C PDE3A PDE8B PDGFC PDLIM3 PDLIM5 PDPN PEA15 PHGDH PIFO PLCXD3 PLD3 PLEKHA5 PLEKHH2 PLIN3 PLOD2 PLTP PMM1 PMP22 PON2 PLPP3 PPIL6 PPP1R14C PPP1R32 PPP1R3C PPT1 PRCP PREX1 PRLHR PROM1 PSAP PSAT1 PTPMT1 NECTIN3 PXDC1 PYCR2 PYGL QKI RAB9A RAI14 RALGPS2 RANBP3L RERG RERGL RFTN2 RFX4 RGMA RGS6 RHBDD2 RHOJ 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 SLC38A1 SLC44A1 SLC4A4 SLC6A1 SLC6A9 SLC7A11 SLIT1 SLIT2 SMAD9 SNTG1 SORCS1 SORCS2 SOX2 SOX9 SOX9-AS1 SPAG1 SPAG16 SPAG17 SPAG6 SPARC SPARCL1 SPEF1 SPOCK1 SPON1 SRGAP3 ITPRID2 SSPOP DENND2B STAT3 STAT6 STEAP3 STK33 STON1 STON1-GTF2A1L SULF1 SULF2 SUSD5 TACR1 TAGLN2 TBC1D2B TBC1D4 TCTEX1D1 TEKT1 TF TFF3 TGFB1 THSD4 THSD7A TIMP2 TIMP3 TIMP4 TMBIM6 TMC5 OPN5 TMEM132C ANO2 TMEM18 SLC35G2 TMEM231 TMEM232 TMEM47 TMEM59L TMEM63A TMEM9B TNFRSF11B TNFRSF1A TNIK TOM1L2 TPP1 TPPP TPPP3 TRABD2B TRAM2 TRIL TRIM9 TSC22D4 TSHZ2 TSTD1 TTC29 TTR TTYH1 TXLNB UBL3 UCP2 VAMP5 VCAM1 VEPH1 VIM VSTM2L VWA3A WDR78 WFS1 WLS WNT5A WNT7A GET1 WWC1 WWTR1 YAP1 YBX3 ZBBX ZFP36L1 ZFP36L2 ZMAT4 SMYD3 ZNF395 ZNF474 ZNF529-AS1 ZSCAN1 MANNO_MIDBRAIN_NEUROTYPES_HRGL1 http://www.gsea-msigdb.org/gsea/msigdb/cards/MANNO_MIDBRAIN_NEUROTYPES_HRGL1 AASS ACSS1 ADAMTS6 AFF1 AHNAK ANTXR1 APCDD1 AQP4 ARHGAP5 ARHGAP5-AS1 ARHGEF26 ARHGEF26-AS1 ARMC3 ARX ASIC3 ATP2B2 ATXN1 B3GLCT B3GNT5 BCAN BCO2 BLVRB BMP6 BMP7 BRCA1 C11orf88 C1orf226 C21orf62 DIPK2A CFAP299 C5orf49 C6orf118 C8orf34 CFAP77 C9orf24 CADM3 CAP2 CBLN4 CCDC146 CCDC151 CCDC17 CCDC173 CCDC181 CCDC39 CCND2-AS1 CD44 CDC25C CDK6 CDO1 CDON CELSR1 CFAP126 CFAP44 CFAP45 CHN2 CHST3 CLU COL18A1 COL21A1 COL23A1 COL4A5 CPNE2 CRB2 CREB5 CROT CRYAB CRYL1 CSPG5 CSPP1 CTDSP1 CCN2 CXCL2 CCN1 DACH1 DCDC1 DCN DDAH1 DEPTOR DMRTA2 DNAAF1 DNAH6 DNAH7 DNAJB4 DOK5 DSG2 DTX4 ECEL1 ECHDC2 EEPD1 EFCAB1 EFHC2 EFHD2 ELN ELOVL1 ENKUR EPHB4 ERBB4 ERF ERMN EVI5 FABP7 FAM183A GASK1B FAM216B FAM83H-AS1 LRATD2 FAT1 FAT3 FGFR3 FJX1 FLNC FLVCR2 FNDC1 FOXA1 FOXA2 FOXJ1 FOXM1 FOXP2 FREM2 FRMD3 FRMPD2 FRZB FSTL5 FZD1 FZD6 GABPB2 GCA GDPD2 GLIS3 GNG12 GPC4 GPM6B ADGRV1 GPRC5C GRIK1 GULP1 HBA1 HBA2 HBG1 HBG2 HEATR5A HEPACAM HES1 HES5 HEY1 HK2 RIDA HYDIN ID3 ID4 IFI6 IGDCC3 IGDCC4 IGFBP2 IGFBP5 IGSF1 IL18 IL33 ILDR2 INHBB INTU IQCA1 IQCG IRS1 ITGB8 ITPKB JAM2 KCNG1 KCNN3 CEP126 KIAA1549L SHISAL1 KLF15 KLHDC8A KLHDC8B KMT2E-AS1 LAMB2 LGI1 LHFPL6 LHX3 LIPG LMCD1 LMX1A LRP2BP LRP8 LRRC17 LRRC37A3 LRRIQ1 LRRN2 LRRTM3 LTBP1 LYPD1 MAML2 MED12L FAT2 MGST1 MIR99AHG MLF1 MNS1 MOK MORN2 MORN5 MPP5 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 OPHN1 OTX2 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 RMST RNF182 ROPN1L RPGR RSPH1 RSPH9 RSPO2 RTKN2 S1PR1 SAMD13 SCD SCN1A SERTAD4 SERTM1 SHROOM3 SLC16A9 SLC19A2 SLC25A18 SLIT1 SLIT2 SNTG1 SOX2 SOX21 SOX5 SOX6 SOX9 SPAG1 SPAG17 SPAG6 SPEF1 ITPRID2 DENND2B STOM STON1 STON2 SULF2 TACR1 TAGLN2 TBC1D32 TCF12 TCTEX1D1 TEKT1 TENM3 TENM4 TES TF TFF3 TGIF2 TMEM123 TMEM132C CEMIP2 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 SMYD3 ZNF474 ZNF682 MANNO_MIDBRAIN_NEUROTYPES_HPROGM http://www.gsea-msigdb.org/gsea/msigdb/cards/MANNO_MIDBRAIN_NEUROTYPES_HPROGM ABCA8 ACTL6A ACVR1 ADSS2 AGO1 AJUBA ALCAM SLF1 ANXA5 APOA1 AQP4 ARAP2 ARHGAP24 ARHGAP5-AS1 ARHGEF26 ARHGEF28 ARL4A ARMC3 ARSJ ARX AURKB BDH2 BIRC5 BMP1 BMP4 BMP7 BRCA1 BUB1 BUB1B C11orf88 C1orf226 PRADC1 DIPK2A C6orf118 TCIM CAP2 CCDC173 CCDC8 CCNB2 CCND1 CD47 CDK1 CDC25A CDCA3 CDCA5 CDCA8 CDKN3 CDO1 CDON CELSR1 CENPE CENPF CENPQ CENPU CENPW CEP152 CERKL CFAP126 CFAP44 CHEK1 CHN2 CHRDL1 CKAP2L CKS1B CMTM8 CNPY1 CNTN4 CNTN6 COL27A1 COL2A1 CORIN CRB2 CRISPLD1 CRYZ CCN2 AGAP12P CTHRC1 CCN1 CYTL1 CYYR1 DCC DDC DDIT4 DEPDC1B DMRTA2 DNAH7 DSC2 DSG2 EFCAB1 EFCC1 EFEMP2 EFNA5 EN2 ENO1 ENPP2 ERF FAM13A FAM183A GASK1B CIBAR2 FANCI FAT1 FAT3 FNDC1 FNDC3B FOXA1 FOXA2 FOXJ1 FOXM1 FOXP2 FREM2 FRMD3 FZD1 FZD2 GBX2 GDPD2 GINS2 GNG5 GPD1L ADGRV1 GRM8 GTF2F2 GTSE1 GULP1 HEATR5A HES1 HILPDA H2BC9 H3C2 H4C12 HJURP HK2 HMGA1 HMGA2 HMGB2 HMMR 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 AC093510.1 LRP2 MAD2L1 MAGOH MAGT1 MAML2 MAP6 SRF MCM2 MCM3 MCM5 MDK MELK MEST MID1 MIR3652 MIR99AHG MLF1 MMP11 MMP2 MMRN1 MND1 MNS1 MSI1 NCAPG NCAPG2 NCAPH 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 PLTP PLXDC2 PON2 PPIL6 PPP1R3C PRC1 PROM1 PTGR1 PTPRO PTX3 NECTIN3 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 SLIT2 SOX2 SP5 SPAG17 SPAG6 SPC25 PLP1 STAR STON1 SULF1 SYT2 TACC3 TBL1X TCTEX1D1 TFF3 TMEM132C CEMIP2 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_HPROGBP http://www.gsea-msigdb.org/gsea/msigdb/cards/MANNO_MIDBRAIN_NEUROTYPES_HPROGBP AAMDC ACTL6A AJUBA ANLN ANP32E ANTXR1 NAXE ARHGAP11A ARHGEF26 ARL4A ASB2 ASCL1 ASPM ATAD2 AURKA AURKB BCAT1 BDH2 BIRC5 BOC BRCA1 BRCA2 BUB1 BUB1B C19orf48 C21orf58 KNL1 CCDC34 CCNA2 CCNB1 CCNB2 CCND1 CDK1 CDC25C CDCA3 CDCA5 CDCA8 CDHR1 CDK2 CDKN3 CELSR2 CENPE CENPF CENPK CENPN CENPQ CENPU CENPW CHEK1 CKAP2 CKAP2L CKS1B CKS2 CLSPN CNPY1 COL2A1 CPSF3 CRB2 CROT CRYM CRYZ CCN2 CTNNAL1 CCN1 DBF4 DEPDC1 DEPDC1B DHFR DLGAP5 DMBX1 DMRTA2 DNAJC9 DSC2 DSG2 DSN1 DTX4 ECT2 EEF1D ENOSF1 EPHB2 ESCO2 PIMREG DIS3L2 FAM72A FAM83D FANCB FANCI FAT3 FBLN2 FBXO5 FGFR3 FNDC3B FOXA2 FOXM1 FZD1 FZD2 GBX2 GINS1 GINS2 GMNN GNG5 GPSM2 GSTP1 GTSE1 GULP1 H2AX H2AZ1 HAT1 HELLS HERC2P4 HES1 HES5 H2BC9 H3C2 H3C3 H4C9 H4C12 HJURP HK2 HMGA1 HMGA2 HMGB2 HMGN2 HMMR RIDA IGDCC3 IGF2BP1 IGFBP2 ILDR2 IRX2 IRX3 ITGB3BP ITGB8 JAM2 KCNQ2 CIP2A KIF11 KIF14 KIF15 KIF18A KIF22 KIF23 KIF2A KIF2B KIF2C KIF4A KIRREL2 KNSTRN LAMA1 LBR LGR5 LHFPL6 LIMCH1 LITAF LMNB1 LMNB2 LRP2 LRRN1 MAD2L1 MAT2B SRF MCM5 MCM6 MCM7 MDK FAT2 MELK MID1 MIR221 MIR454 MIR99AHG MIS18BP1 MKI67 MND1 MSI1 MTTP MXRA8 MYBL2 MYLK NCAPD2 NCAPG NCAPG2 NCAPH NEK2 NELL2 NES NOTCH1 NPTX2 NRARP NUF2 NUSAP1 OTX2 OTX2-AS1 PAICS PAPPA PARPBP PBK PCDH8 PCNA PDE1A PDPN PDZRN3 PHGDH PIEZO2 PIF1 PLIN3 PLK1 PLP1 PLSCR1 PMAIP1 POU3F1 POU3F2 PRC1 PRR11 PRTG PTTG1 PTX3 RACGAP1 RAD51AP1 RCOR2 RFC3 RFC4 RFTN2 RFX4 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 STK17B STON1 STON1-GTF2A1L SYT2 TACC3 TDP1 TET1 TGIF2 TIMELESS TK1 NEMP2 CEMIP2 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 http://www.gsea-msigdb.org/gsea/msigdb/cards/MANNO_MIDBRAIN_NEUROTYPES_HPROGFPL AASS ACVR2B ADAMTS6 AJUBA AK4 SLF1 ANLN AP5M1 NAXE ARHGEF26 ARL4A ARX ASPM ATAD2 ATAD5 AURKA AURKB B3GNT5 BARD1 BDH2 BIRC5 BMP7 BRCA1 BRCA2 BUB1 BUB1B C21orf58 C22orf15 DIPK2A CALML4 CAP2 KNL1 CCDC8 CCNA2 CCNB1 CCNB2 CCND1 CDK1 CDC25A CDC25C CDCA3 CDCA5 CDCA8 CDH2 CDK2 CDK6 CDKN3 CELSR1 CENPE CENPF CENPN CENPU CENPV CENPW CEP152 CHAF1A CHEK1 CHN2 CHRDL1 CKAP2 CKAP2L CKS1B CLSPN CNN2 CNPY1 CNTN4 CNTN6 COL2A1 CRB2 CRYZ CCN2 CTNNAL1 CCN1 CYYR1 DBF4 DDC DEK DEPDC1 DEPDC1B DHFR DLGAP5 DMRTA2 DOK1 DSC2 DSG2 ECT2 EEF1D EFNA5 EFS ELOVL2 EN2 ENKUR EPHB2 ESCO2 EZH2 GASK1B PIMREG DIS3L2 FAM72A FAM83D LRATD2 FANCB FANCI FBLN1 FBN1 FBXL7 FBXO5 FNDC3B FOXA1 FOXA2 FOXM1 FREM1 FREM2 FRMD6-AS1 FZD1 FZD2 FZD3 GBX2 GINS1 GINS2 GMNN GNG5 GPC4 GPRC5C GPSM2 GPX8 GTSE1 GULP1 H2AX MACROH2A2 HELLS HES1 H2BC9 H3C2 H3C3 H4C6 H4C11 HJURP HK2 HMGA1 HMGA2 HMGB2 HMGN2 HMMR JPT2 IGDCC3 IGF2BP1 IGF2BP3 IGFBP2 ITGB3BP JAM2 JAM3 KCNQ2 DENND11 KIF11 KIF14 KIF15 KIF18A KIF22 KIF23 KIF2A KIF2C KIF4A KLHDC8B KNSTRN LGI1 LIPG LMNB1 LMNB2 LMX1A LMX1B LOXL4 LRP2 LSM4 LTBP1 MAD2L1 MASTL MAT2B SRF MCM2 MCM3 MCM6 MCM7 MDK MELK MEST MID1 MIR99AHG MIS18BP1 MKI67 MMRN1 MND1 MSI1 MT1X MYBL2 NCAPD2 NCAPG NCAPH NEK2 NELL2 NES NKD1 NPY NRCAM NUDT4 NUF2 NUSAP1 OTX2 OTX2-AS1 PARPBP PBK PDGFC PDZRN3 PHGDH PIF1 PIP5K1B PLEKHA5 PLK1 PLOD2 PMAIP1 POU3F1 PRC1 PROM1 PRR11 PRTG PSRC1 PTGR1 PTPRK PTPRO PTTG1 PTX3 NECTIN3 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 SLIT2 SMAD6 SMC2 SMC4 SNORA18 SNORD73A SNRPB SOX2 SOX21 SPAG5 SPC25 SPDL1 STK17B STON1 SYT2 TACC3 TCF12 TCF3 TENM4 TET1 TFF3 TIMELESS TK1 TMEM123 TMEM132C CEMIP2 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 http://www.gsea-msigdb.org/gsea/msigdb/cards/MANNO_MIDBRAIN_NEUROTYPES_HPROGFPM ACTL6A ADAMTS5 ADAMTS6 AJUBA AK4 ALDH6A1 SLF1 ANLN ANP32E ANTXR1 AP5M1 ARHGAP11A ARHGEF26 ARL4A ARX ASPM ATAD2 PGGHG AURKA AURKB BIRC5 BMP4 BMP7 BRCA1 BRCA2 BUB1 BUB1B C19orf48 C21orf58 C22orf15 DIPK2A C6orf118 CAP2 KNL1 CCDC34 CCDC8 CCNA2 CCNB1 CCNB2 CCND1 CDK1 CDC25A CDC25B CDC25C CDCA3 CDCA5 CDCA8 CDKN3 CEBPA CENPE CENPF CENPK CENPN CENPQ CENPU CENPW CEP152 CHAF1A CHEK1 CHN2 CHRDL1 CHST9 CKAP2 CKAP2L CKS1B CKS2 CLSPN CNN2 CNPY1 CNTN6 COL2A1 CPSF3 CRB2 CRNKL1 CRYZ CSRP2 CSTF3-DT CTNNAL1 CTNNBL1 CCN1 DANCR DBF4 DCC DDC DEK DEPDC1 DEPDC1B DHFR DLGAP5 DMRTA2 DSC2 DSG2 DSN1 ECT2 EEF1D EFS EN2 EPHB2 EPHB4 ERF ESCO2 EXOSC8 GASK1B PIMREG DIS3L2 FAM72A FAM83D LRATD2 FANCB FANCI FBLN1 FLRT2 FNDC1 FOXA1 FOXA2 FOXM1 FREM1 FREM2 FRMD6-AS1 GALNT7 GAS2 GBX2 GINS1 GINS2 GMNN GNG5 GPRC5C GPX8 GSTP1 GTF2H2 GTSE1 GULP1 H2AZ1 HADH HELLS HES1 HILPDA H2BC9 H2BC11 H3C2 H3C3 H3C7 H4C6 H4C9 H4C11 H4C12 H2AW 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 CIP2A KIF11 KIF14 KIF15 KIF18A KIF22 KIF23 KIF2A KIF2B KIF2C KIF4A KLHDC8B KNSTRN KPNA2 KRT19 LDHA LGI1 LGR5 LIX1 LMNB1 LMX1A LMX1B AC093510.1 LOXL2 LRP2 LTBP1 MAD2L1 MAGOHB MAGT1 MARCO MAT2B MBD4 MBNL2 SRF MCM2 MDK MELK MEST MID1 MIR99AHG MIS18BP1 MKI67 MLLT3 MMP2 MND1 MRPL22 MRPS15 MSI1 MT1X MTRNR2L8 N4BP3 NAP1L1 NCAPD2 NCAPG NCAPG2 NCAPH NEK2 NES NPM1 NPY NR2F6 NUF2 NUSAP1 NXPH2 OTX2 OTX2-AS1 PAICS PARPBP PBK PDGFC PDPN PHGDH PIEZO2 PIF1 PIH1D1 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 SMC2 SMC4 SNORD22 SNRPC SNRPF SOX2 SOX21 SPAG5 SPC25 SPDL1 STMN1 STON1 SVIP SYNE2 SYT4 TACC3 TBL1X TCF12 TDP1 TEAD2 TENM4 TFF3 TMEM123 TMEM132C CEMIP2 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 MAP3K20 ZFP36L1 ZMAT4 ZWINT MANNO_MIDBRAIN_NEUROTYPES_HNPROG http://www.gsea-msigdb.org/gsea/msigdb/cards/MANNO_MIDBRAIN_NEUROTYPES_HNPROG ABCA1 ACTL6A ADAMTS5 ADORA2A-AS1 AGO1 ANKRD13B ARHGAP11A ARHGAP28 ARL4A ASB2 ASCL1 ASPM ATP8A1 ATP8B5P BDH2 BHLHE22 BIRC5 BOC BRSK2 BUB1B VXN CADPS KNL1 CBFA2T2 CCDC152 CCDC88B CCNA2 CCNB2 CCND1 CCND2 CD24 CDK1 CDC25B CDCA3 CDCA8 CDKN1C CELF3 CELSR3 CENPF CHN2 CHST1 CKAP2L CLVS1 COBL CRB1 CRNDE CCN1 DCC DCX DDC DEPDC1 DEPDC1B DLGAP5 DLL1 DLL3 DMRTA2 DNAH2 DOK5 DPH5 EBF2 EFS ELAVL2 ELAVL4 ENO3 EPB41 EPHA4 EPHB2 FAM189A1 PIMREG DIS3L2 FAM72A FAM83D FBXW7 FMN2 FNDC5 FOXA2 FOXN3 FREM2 FRMD5 GNG5 GPC2 GPRIN3 GPSM2 GSE1 GTSE1 GULP1 HEPACAM2 HES6 HIC2 H2BC9 H3C2 H3C7 HJURP HMGA1 HMGB2 HNRNPA1L2 HNRNPA1P1 HUNK IGDCC3 IGF2BP1 IGFBPL1 IGSF9 INSM1 ANOS1 KCNQ2 KIAA1755 KIF11 KIF14 KIF15 KIF23 KIF2C KIF4A KLHDC8A LAMA5 LMOD3 ASPA 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 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 CEMIP2 TMPRSS5 TMSB15A TNFRSF19 TOP2A TP53I11 TP53TG1 TPX2 TRIM59 TSIX TSPAN11 TSPAN18 TUBB3 UBE2C WNT5A WNT7A XIST ZBTB18 ZC3H12C ZMAT4 ZNF28 ZNF573 ZNHIT2 MANNO_MIDBRAIN_NEUROTYPES_HNBM http://www.gsea-msigdb.org/gsea/msigdb/cards/MANNO_MIDBRAIN_NEUROTYPES_HNBM ACVR2B ADAMTS5 AFAP1 AJAP1 AMER2 ANK2 AP3B2 APOL4 ASIC3 ASXL3 ATCAY ATL1 ATP1A3 AUTS2 BCL11A BHLHE22 BRSK2 BSN BZW2 C11orf95 C1orf35 C3orf14 CADM1 CADPS CALB2 CASD1 CBFA2T2 CCBE1 CCSAP CD2 CD24 CD27-AS1 CDC42EP3 ADA2 TMEM121B CELF3 CELSR3 CHML CHN2 CLVS1 CLVS2 CNR1 CNTN2 CRB1 CRMP1 CSMD3 CSRNP3 CTNNA2 CXADR DCC DCLK1 DCX DLL3 DMRTA2 DNAJB5 DPYSL3 DPYSL4 DPYSL5 DSCAML1 DUSP26 EBF1 EBF2 EBF3 EDIL3 EFS ELAVL2 ELAVL3 ELAVL4 EN2 EPB41 FAM214A CYRIA TLCD3B DIS3L2 FGF9 FMN2 FNDC5 FOXA1 FOXA2 FOXP2 GABARAPL1 GAP43 GAS2 GDAP1L1 GDPD1 GDPD3 GFRA1 GNG2 GNG3 GPC2 GPM6A ADGRG1 TAMALIN GREM2 GRIK2 GRIN3A GRM8 GSE1 HEPACAM2 H2AW JPT1 HS3ST1 IGFBPL1 INA INHBA-AS1 INSM1 KCNH8 KCNQ3 CRACD KIF21B KIF5C KLC1 KLHL35 LCOR LMOD3 LPAR2 LRRC55 LRRTM2 LRRTM4 LZTS1 MAB21L1 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 PCDHGC3 PCDH8 PCSK2 PDE4DIP PDP1 PEX5L PGBD5 PHACTR3 PHF21B PHLDA1 PHTF1 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 TERF2IP TES THSD7A TMEM163 TMEM169 PIP4P2 MACO1 TMEM86B TMSB15A TMTC4 TOX3 TRIM36 TRPM8 TSIX TSPAN11 TSPAN13 TUBA1A TUBB2B TUBB3 TUBB4A UBE2QL1 VASH2 VAV3 VWA5A VWDE XIST XKR4 ZBTB46 ZFHX4 ZHX1 ZMAT4 ZNF117 ZNF195 ZNF33A ZNF529-AS1 ZNF737 ZNF738 ZNF878 ZSCAN9 MANNO_MIDBRAIN_NEUROTYPES_HNBML1 http://www.gsea-msigdb.org/gsea/msigdb/cards/MANNO_MIDBRAIN_NEUROTYPES_HNBML1 ACTL6B ACVR1B ACVR2B AKR1C1 AKR1C2 AMER2 ANK2 ANK3 AP1S2 ARPP21 ASIC4 ASNS ASXL3 ATCAY ATL1 ATP11C ATP1A3 BASP1 BCL11A BIN1 BRSK2 BZW2 C1orf35 C1QL1 C1QL4 C2CD4C CACNB3 CACNB4 CACNG7 CADPS CBLN2 CCBE1 CCDC122 CCDC184 CD2 CD24 CDK5R1 ADA2 CELF3 CELF5 CELF6 CELSR3 CLCN4 CMIP CNR1 CNTN2 CRMP1 CSMD3 CSRNP3 CTNNA2 CXADR CXXC4 DCC DCX GSDME DOCK3 DOCK4 DOK6 DPYSL3 DRD2 DSCAM DTD1 DUSP26 EBF1 EBF3 EDIL3 ELAVL2 ELAVL3 ELAVL4 EPB41 EPHA8 ETFB FAM155A FAM189A1 TAFA2 CYRIA TLCD3B RIPOR2 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 GSE1 MACROH2A2 HS6ST3 IGSF9 INA INSM1 ISLR2 ITGA6 JPH4 JUP KCNA3 KCNH8 KCNQ3 KCTD4 ARFGEF3 KIF21A KIF21B KIF26A KIF3C KIF5C KLC1 KLHL32 KLHL35 LCOR LHX1 LINGO1 AC010931.1 ASPA LPAR2 LPCAT4 PLPPR1 PLPPR3 LRRC49 LRRC55 LRRTM4 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 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 POU2F2 POU3F1 POU3F2 PRKACB PRKAR2B PRRT2 PSD2 PTPN3 PTPN5 RAB3A RAB3C RAB9B RAP1GAP2 RAPGEF5 RASGEF1B RBFOX2 RHOU 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 TAGLN3 TBC1D3 TENM1 THSD7A 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 ZBED6CL ZBTB38 ZBTB6 ZC3H8 ZMAT4 ZNF521 ZNF697 ZNF737 ZNF878 MANNO_MIDBRAIN_NEUROTYPES_HRN http://www.gsea-msigdb.org/gsea/msigdb/cards/MANNO_MIDBRAIN_NEUROTYPES_HRN ACSL6 ACTL6B ACVR1B ACVR2A ADAMTS5 ADARB2 AKAP6 AKR1C1 AKR1C2 ALDH1L2 AMER2 ANK2 ANK3 ANKRD44 AP1S2 APLP1 ARRB1 ASIC4 ASXL3 ATCAY ATL1 ATP1A3 ATP6V1H AUTS2 B3GALT2 BAALC BASP1 BCL11A BEND5 BIVM-ERCC5 BRINP2 BZW2 C1orf21 C1orf35 C1QL4 CACNB3 CACNG2 CADPS CBLN2 CCDC184 HAUS1 CD2 CD24 CDC42EP3 CDH22 CDK5R1 ADA2 TMEM121B 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 EPB41 EPB41L1 ESRRG ETFB FAM117B TMEM185B TAFA2 TLCD3B FAXC FBLL1 FBXL16 FGF12 FGF14 FHOD3 FNIP2 FOXA2 FOXP2 GABRB3 GABRG2 GAP43 GDAP1L1 GLRA2 BICRAL GNG2 GNG3 GOLGA7B GOLGA8B GPC2 GPM6A GPR155 GPRIN1 GREM2 GRIA2 GRIK2 GRIN3A GRIP1 HIVEP3 NSG2 HOOK1 HUNK INA IQCJ-SCHIP1 ISLR2 JAKMIP1 JPH4 KCNA3 KCNC1 KCND2 KCNH8 KCNQ3 KHDRBS3 ARFGEF3 KIF21B KIF26A KIF3A KIF3C KIF5C KLC1 KLHL1 KLHL35 KMO L1CAM LETMD1 LHFPL4 LHX1 LMTK3 AC010931.1 LONRF2 LONRF3 LPAR2 LPGAT1 LPIN1 PLPPR2 PLPPR4 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 NXPH4 OCIAD2 OPN3 OSBPL6 PAFAH1B3 PAK3 PAK5 PAPPA PBX3 PCDHGC3 PCDH9 PCDHA7 PCSK2 PDE11A PDE4DIP PEX5L PGM2L1 PHACTR3 PHF21B PHYHIPL PITX2 PLEKHA6 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 CDK7 STMN1 STMN2 STMN4 STXBP1 SV2A SYBU SYP SYT13 SYT7 TAGLN3 TBC1D2B TENM2 TERF2IP TES THSD7A TMEM132B TMEM169 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_HNBML5 http://www.gsea-msigdb.org/gsea/msigdb/cards/MANNO_MIDBRAIN_NEUROTYPES_HNBML5 AASDHPPT AATK ABLIM3 ACTL6B ACVR1B ACVR2A ADARB2 ADAT2 ADD2 AFF2 AJAP1 AKAP1 AKR1C1 AMER2 AMER3 AMPH ANK2 ANK3 ANKIB1 ANKRD13B ANKRD44 ANKS1B APBA2 APC APC2 APLP1 APOL6 ARPP21 ASIC1 ASIC4 ASXL3 ATCAY ATP1A3 ATP8A1 AUTS2 B3GALT2 ADGRB3 BASP1 BCL11A BCL11B BEND4 BHLHE22 BICD1 BSN TSPOAP1 BZW2 C1orf35 C22orf42 CACNA1G CACNB3 CACNG2 CADPS CASKIN1 CASZ1 CBLN4 CCDC112 CCDC85A CCDC85B CD2 CD24 CDH13 CDH4 CDK5R1 TMEM121B CELF3 CELF4 CELF5 CELSR3 CHGA CHN2 CHST1 CLCN4 CLUL1 CMIP CNGB1 CNR1 CNTNAP2 COMTD1 CORO2A CPEB2 CPEB3 CPEB4 CRMP1 CSRNP3 CXADR DACT1 DACT3 DCC DCX DGKE DICER1 DLG3 DMTN DNAJC16 DNAJC6 DNER DNM3 DOK6 DOT1L CTSC DPYSL3 DSCAM DUSP26 DUSP4 EFCAB7 ELAVL2 ELAVL3 ELAVL4 EMX2 EMX2OS ENC1 ENO2 EPB41 EPHA3 ERC2 ESRRG EYA1 F11R FABP3 TCAF1 FAM117B FAM155A TAFA2 FAM214A TLCD3B RIPOR2 FAM81A LRATD1 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 MACROH2A2 HBA1 HBB HCN3 HDAC1 HERC1 HIVEP3 NSG2 HOOK1 HS3ST4 HS6ST3 IGBP1 IGFBPL1 INA INSM1 IRF2BPL IRGQ IRX2 JAKMIP2 JPH4 KALRN KCNC1 KCNC2 KCNH8 KCNMA1 KCNMB2 KDM5B CRACD ARFGEF3 CEP126 SHISAL1 KIF21A KIF21B KIF5C KIRREL3 KLC1 KLF7 KLHL14 KLHL35 KSR2 L1CAM LARP1B LHFPL4 LHX1 LHX5-AS1 LINGO1 LMO1 LMOD3 LMTK3 LINC00205 LONRF2 LPIN1 PLPPR1 PLPPR2 LRCH2 LRRTM2 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 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 NTNG1 NUAK1 NXPH2 ONECUT1 OPCML 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 PLXNA2 PLXNA3 PLXNA4 PLXNC1 PNMA2 PNOC POU2F1 POU2F2 PLPP2 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 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 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 TAGLN3 TAL1 TAOK3 TCERG1 TCERG1L TENM1 TENM2 TERF2IP THSD7A TMCC1 OPN5 TMEM132B TMEM169 TMEM192 TMEM35A MACO1 TMOD2 TNFRSF6B TOX2 TOX3 TP53I11 TRHDE-AS1 TRIM13 TRIM36 TRIM67 TSHZ2 TSIX 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_HDA http://www.gsea-msigdb.org/gsea/msigdb/cards/MANNO_MIDBRAIN_NEUROTYPES_HDA ACOT7 ACSL4 ACSL5 ACTL6B ACVR1B ADARB2 ADCY2 ADCY8 AJAP1 AKAP1 AKAP12 AKR1C1 AKR1C2 AMPH ANK1 ANK2 ANK3 ANKRD12 ANKRD13B ANKRD36B ANKRD55 AP1S2 APLP1 APOL6 APP ARG2 ARHGAP23 ARHGEF3 ARL8A ASNS ATCAY ATP1A3 ATP2B2 ATP8A1 BASP1 BCL11A BEX2 BEX5 BIN1 BIVM-ERCC5 ARMH4 C1orf35 C1QL1 C22orf42 C2CD4C COL8A1 CA1 CACNA1E CACNG2 CADM1 CADPS CALB2 CAMK2B CAMK2N1 CASZ1 CBLN2 CCDC136 CCSER1 CD2 CD24 CD27-AS1 CDC42EP3 CDH13 CDH4 CDK5R1 ADA2 TMEM121B CELF3 CELF4 CELF5 CELSR3 CGN CHD5 CHGA CHL1 CHRNA4 CHRNA7 CHST1 CLCN4 CLSTN2 CLUL1 CLVS1 CLVS2 CNGB1 CNTN1 COBL COLQ CPEB4 CPNE4 CRHBP CRMP1 CSMD1 CSRNP3 CTNNA2 CTTNBP2 CTXN2 CXADR DAAM1 DACT1 DCLK1 DCX DDC DGKE DIRAS3 DLG2 DLG4 DLK1 DMTN DNASE1L1 DNER DNM3 DOCK4 DOK4 DOK6 DPP6 DPYSL3 DSCAM EBF1 EBF2 EBF3 EDIL3 EEF1A2 EEPD1 EHBP1 EID2B ELAVL2 ELAVL3 ELAVL4 ELOVL3 ELOVL4 EN1 EN2 ENC1 ENO2 EPB41L1 EPHA5 ERBB4 ERC2 TMEM185B RETREG1 FAM13C FAM155A TAFA1 FAM217B CYRIA RIPOR2 FAT3 FAXC FBLL1 FBXL16 FGF13 FGF9 FJX1 FNBP1 FNDC5 FNDC9 FOXA1 FOXA2 FOXP2 FRMD3 FSD1 FSTL4 FUT9 GABBR2 GABRA2 GABRB1 GABRB3 GABRG2 GAP43 GARNL3 GDAP1L1 GFRA1 GLCE GLRA2 BICRAL 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 NSG2 HOOK1 HPCAL4 HPGD HS3ST4 ICA1L IGF1 IGSF9 INA INHBA-AS1 INSM1 IRF2BPL IRGQ JPH4 JUP KCNAB1 KCNIP4 KCNMA1 KCNN3 KCNQ3 KCTD8 CEP126 SHTN1 SHISAL1 KIF21B KIF3A KIF5C KIFC2 KLF7 KLHL1 KLHL14 KLHL29 KLHL32 KLHL35 L1CAM LAMC2 LDB2 LHFPL4 LMTK3 LMX1A DRAIC LPCAT4 PLPPR2 PLPPR4 LRRC3B LRRC55 LRRC7 LSAMP LY6H LYST MAB21L1 MAGI2 MAP1B MAP2 MAP3K11 MAP3K9 MAST1 MAST2 MED12L MEG3 MIAT MIR124-2HG MIR3917 MLLT11 MMP24 MSANTD3-TMEFF1 MTURN MTUS2 MUC16 MUC19 MYO5A MYRIP MYT1L NAP1L3 NAV3 NCAM1 NCDN NEB NEDD4L NEGR1 NFE2L3 NFIX NLGN4X NLK NMNAT2 NNAT NPY1R NR4A2 NREP NRXN1 NRXN2 NRXN3 NSG1 NTM NTNG1 NTSR1 NYAP1 OLFM3 OPRK1 OPTN OR4N2 PAK3 PAK6 PAK5 PAPPA PARP8 PBX1 PBX3 PCDH1 PCDHGC4 PDE4DIP PDZD7 PDZRN4 PGM2L1 PHACTR3 PIANP PID1 PITX3 PKIA PLCXD3 PLEKHA1 PLEKHA6 PLEKHM3 PLXNA3 PLXNA4 PLXNC1 PNMA8B POU2F2 PPFIA2 PPP1R21 PPP2R3A PRDM8 PRKACB PRKAR1B PRKCA PRKCB PRKCZ PRKX PRLR PRRT2 PSD PSD2 PTGES3L PTK2B PTPN5 PTPRO NECTIN1 PWAR1 RAB11FIP4 RAB9B RALGDS RALYL RAP1GAP2 RAPGEF5 RASSF5 RBFOX2 REEP1 REEP2 RELN RFPL1S RTL9 RGS6 RIMS1 RIMS2 RNF112 RNF113A RNF14 ROBO1 ROBO2 ROCK1 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 SHROOM2 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 TAGLN3 TBC1D3 TCEAL5 TENM1 TERF2 TERF2IP TFR2 TH THSD7B TLE2 TM2D3 TMCC3 TMEFF2 OPN5 TMEM132B TMEM163 TMEM169 TMEM178B TMEM196 TMEM35A PIP4P2 MACO1 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 GALNT17 XIST XKR4 XPR1 YPEL2 YWHAG ZBTB38 ZC2HC1A ZCCHC12 ZFHX2 ZFHX3 ZFP69B ZGLP1 ZNF33B ZNF385D ZNF568 ZNF57 ZNF697 MANNO_MIDBRAIN_NEUROTYPES_HDA1 http://www.gsea-msigdb.org/gsea/msigdb/cards/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 ARRB1 ASB4 ASIC2 ASXL3 ATCAY ATP11C ATP1A3 ATP1B1 ATP8A2 ATP9A B3GALT2 BASP1 BCL11A BDNF BEND4 BEX5 BNC2 TSPOAP1 ARMH4 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 TMEM121B 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 GSDME DLK1 DMTN DNAJB5 DNAJC3 DNAJC6 DNER DNM1 DNM3 DOCK3 DOCK4 DOK4 DOK6 DPP6 DPYSL3 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 TMEM185B RETREG1 FAM155A FAM169A TLCD3B FAM71F2 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 GDAP1 GDPD5 GFRA1 GLRA2 BICRAL GNAL GNAO1 GNAQ GNG2 GNG3 GNPTAB GOLGA7B GPC2 GPM6A GPR12 GPR176 GPR26 GPR85 GPRASP1 PIK3R1 GRIA3 GRIK3 GRIN3A GRM8 GRP MACROH2A2 HBA1 HBA2 HCN3 HIVEP3 HMGCLL1 NSG2 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 SHTN1 KIF21A KIF21B KIF3A KIF3C KIF5C KIFC2 KLC1 KLHL1 KLHL13 KLHL29 KLHL32 KLHL35 KSR2 L1CAM LDB2 LGI2 LHFPL4 LINGO1 LMO4 LMTK3 LMX1B DRAIC LONRF2 LPCAT4 LPIN1 PLPPR4 LRRC3B LRRC55 LRRC7 LRRTM2 LRRTM4 LSAMP MAB21L1 MAN2A2 MAP1B MAP2 MAP3K9 MAP6 MAPK8 MARCHF1 MARK1 MAST1 MAST2 MCF2L MEG3 MFSD6 MIAT MID1 MIR124-2HG MLLT11 MMD MMP24 MSANTD3-TMEFF1 MTURN MTUS2 MYEF2 MYRIP MYT1L NALCN NAP1L2 NAP1L3 NAP1L5 NAPB NAV1 NAV3 NBEA NCAM1 NCS1 NDRG4 NECAP1 NEDD4L NEGR1 NETO2 NFASC NIPA1 NKAIN2 NLN NMNAT2 NNAT NOL4 NPAS4 NPNT NR4A2 NREP NRXN1 NRXN2 NRXN3 NSG1 NTNG1 NTSR1 OCRL OLFM3 OPRK1 OPTN OSBPL6 PAK3 PAK5 PALB2 PAPPA PBX1 PBX3 PCDH1 PCDHA7 PCSK1N PCSK2 PDE1A PDE1C PDE4D PDE4DIP PDZD7 PDZRN4 MEST PEG3 PGM2L1 PHACTR3 PHYHIPL PID1 PITX3 PKIA PLCB1 PLCB4 PLEKHA6 PLXNA3 PLXNA4 PLXNC1 PNMA2 POU2F2 POU3F2 PPFIA2 PRDM8 PRICKLE2 PRKAG2 PRKAR1B PRKAR2B PRKCA PRRT2 PRRT4 PSD PSD2 PTPN18 PTPN3 PTPN5 PTX3 NECTIN1 RAB11FIP4 RAB3A RAB3B RAD21-AS1 RALGDS RALGPS1 RALYL RAPGEF5 RASSF5 RBFOX2 RCAN2 RCOR2 REEP1 RELN 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 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 TMCC3 TMEFF2 OPN5 TMEM132B TMEM151A TMEM169 TMEM178B TMEM196 PGAP4 TMEM255A TMEM35A TMEM59L TMEM74B TMOD2 TMX4 TOX2 TOX3 TPPP TRHDE TRIM36 TRIM58 TRIM67 TSC1 TSHZ2 TSIX 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 http://www.gsea-msigdb.org/gsea/msigdb/cards/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 BLCAP BNC2 BRSK1 BSN BTBD1 C12orf76 C19orf12 C1orf35 C1QL1 C22orf42 C6orf118 CACNA1A CACNA1B CACNA1E CACNG2 CACNG4 CACNG8 CADPS CALB1 CALN1 CAMK2N1 CASKIN1 CBLN2 CBLN4 CCDC85A CD2 CD24 CD27-AS1 CDH13 CDH4 CDH8 CDK14 CDK5R1 CDKL2 CDKN2D CDON TMEM121B CELF3 CELF4 CELF5 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 DRD2 DSCAM DUSP4 DYNC1I1 EEF1A2 EID2B ELAVL2 ELAVL4 ELOVL3 ELOVL4 EN1 EN2 ENHO ENO2 ENOX1 ENPP4 EPB41L1 EPB41L4B EPHA5 ERBB4 ERC2 FADS3 FAIM2 RETREG1 FAM155A FAM184A FAM189A1 CALHM6 TLCD3B FBLL1 FBXL16 FGF13 FGF9 FHOD3 FKBP1B FLRT3 FNBP1L FOXA1 FRMPD3 FRMPD4 FRY FUT9 FXYD6-FXYD2 GABARAPL1 GABRA2 GABRB1 GABRB3 GABRG2 GAP43 GARNL3 GFRA1 BICRAL GNAL GNAO1 GNG3 GNPTAB GOLGA3 GOLGA8B GPC2 GPM6A GPR12 GPR26 GPR85 GPRASP1 GPRIN3 PIK3R1 GRIA2 GRIA3 GRIK3 GRIP2 GRM5 GRP HBA1 HBA2 HBB HBG1 HBG2 HERC2P2 HMGCLL1 NSG2 JPT1 HOOK1 HPCAL4 HPRT1 IGF1 IKZF4 INA INSM1 IPCEF1 JAKMIP1 JPH3 JPH4 JUP KCNC2 KCNIP4 KCNJ6 KCNN3 KCTD4 CEP126 KIAA1549 SHTN1 SHISAL1 KIF21B KIFAP3 KIFC2 KLC1 KLHL1 KLHL13 KLHL29 KLHL32 KRT17 KRT222 KRT5 L1CAM LGI1 LGI2 LHFPL4 LMO3 LMO4 DRAIC LONRF2 PLPPR2 PLPPR4 LRFN5 LRRC37A3 LRRC3B LRRC49 LRRC55 LRRC7 LRRTM2 LRRTM4 LY6H MAP1B MAP2 MAP7D2 MAPRE2 MAST1 MCC MEG3 MGAT4C MIAT MIR3917 MLLT11 MMP24 MPP2 MPPED2 MTURN MTUS2 MYCBP2 MYO5A MYRIP MYT1 MYT1L NALCN NAP1L3 NAPB NCAM1 NDRG4 NEDD4L NETO2 NFASC NIPA1 NKAIN1 NKAIN2 NLN NMNAT2 NNAT NOL4 NPAS4 NPY1R NR4A2 NREP NRXN2 NRXN3 NSG1 NTM NTSR1 NYAP1 OLFM3 OPRK1 OPTN OSBPL6 PACS1 PAK3 PAK5 PAPPA PBX1 PBX3 PCDH1 PCDH17 PCDHB4 PCSK2 PDE11A PDE1A PDE1B PDE2A PDE4D PDP1 PDZD7 PDZRN4 MEST PEX5L PFKP PGM2L1 PHACTR3 PHYHIPL PIANP PID1 PIK3CD PITX3 PKIA PLA2G4C PLCXD3 PLEKHA6 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 REV3L RGS6 RIMBP2 RIMS1 RIMS2 RIMS3 RNF112 RNF125 RNF165 RNF17 ROBO1 ROBO2 RPARP-AS1 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 SHROOM2 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 TMCC3 OPN5 TMEM132B TMEM151A TMEM169 TMEM178B TMEM196 PGAP4 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_HNBGABA http://www.gsea-msigdb.org/gsea/msigdb/cards/MANNO_MIDBRAIN_NEUROTYPES_HNBGABA AATK ABLIM3 ACSL4 ACSL6 ACVR1B ADAM23 ADAMTS5 ADCK2 ADCY1 ADCY2 ADORA2A-AS1 GRK3 AHDC1 AJAP1 AK5 AKAP1 AKAP7 AKAP9 AKR1C1 AKR1C2 AMPH ANK1 ANK2 ANK3 ANKRD12 ANKRD13D ANKRD36B ANKRD44 ANKRD9 ANO5 ANO8 APLP1 APOL6 CHN1 ARID4A ARPP21 ASIC2 ASNS ASXL3 ATCAY ATP1A3 ATP1B1 ATP2B1 ATP2B2 ATP8A2 ATP9A B4GALNT4 BAALC BACH2 ADGRB1 ADGRB3 BASP1 BCL11B BCO2 BDNF BDP1 BEND6 BLCAP BNC2 BRINP1 BRINP2 BRINP3 BRSK1 BSN C11orf87 C12orf76 C1orf35 C1QL4 C22orf42 C3orf62 C5orf49 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 TMEM121B CELF2 CELF3 CELF4 CELF5 CEND1 CERS6 CHCHD1 CHD5 CHERP CHGA CHIC1 CHL1 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 EPB41L1 EPHA5 EPHB1 ERAP2 ERC1 ERC2 EYA4 TMEM185B FAM131B RETREG1 FAM155A FAM155A-IT1 FAM169A FAM171B FAM182B TAFA1 TAFA2 TAFA5 RIPOR2 FAR2 FAR2P2 FBLL1 FBXL16 FGF13 FGF14 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 GRM4 GRM5 GRM7 GRM8 GSE1 GUCY1A1 HCN3 HERC2P2 NSG2 HOOK1 HPCAL4 HS3ST1 HS6ST3 ICA1L IDH3A IGF1 IGFBP3 IKZF4 INA INHBA-AS1 IRGQ JAG2 JAKMIP1 JAKMIP3 JPH3 JPH4 ANOS1 KCNA3 KCNC1 KCNC2 KCND2 KCNIP4 KCNIP4-IT1 KCNK6 KCNMA1 KCTD7 KCTD8 FGF7P3 KHDRBS2 ARFGEF3 KIAA1549L KIF21A KIF21B KIF3A KIF3B KIF5C KIFC2 KIRREL1 KIRREL3 KLC1 KLHL1 KLHL32 KSR2 L1CAM LGI2 LHFPL4 LINGO1 AL035252.2 LONRF2 LPCAT4 LPIN1 PLPPR4 LRFN5 LRP1B LRRC3B LRRC7 LRRC8C LRRTM3 LRRTM4 LSAMP MAB21L1 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 TESMIN MTSS1 MTURN MUC19 MYCBP2 MYRIP MYT1L NALCN NAP1L2 NAP1L5 NAT1 NBEA NCAM1 NDRG4 NDST3 NEGR1 NEIL1 NELL1 NFASC NFATC2 NFIL3 NKAIN2 NKX2-2 NLGN1 NLN NNAT NOL4 NPAS3 NPAS4 NPTXR NPY1R NRG2 NRN1 NRXN1 NRXN2 NRXN3 NSG1 NTM NUAK1 OCRL OGDHL OLFM1 OLFM3 ONECUT1 ONECUT2 OPCML 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 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 NECTIN1 PXK RAB11FIP4 RAB3B RAB6B RALGAPA1P1 RALGDS RALGPS1 RALYL RAP1GAP2 RAP2B RASA4 RASGEF1B RASSF5 RBFOX1 RBFOX2 RBFOX3 RBMS3 REEP1 REEP2 REV3L RFK RGS7BP RHOU RIMBP2 RIMS2 RIMS3 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 TAL1 TARBP1 TBC1D24 TBC1D3 TBC1D32 TCEAL2 TENM1 TENM4 TERF2IP TFAP2B TGFB2-OT1 THEM4 THSD7B TIGD3 TLN2 TMC7 TMEFF2 TMEM127 TMEM129 OPN5 TMEM132B TMEM178A TMEM18 TMEM192 TMEM196 TMEM35A MACO1 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 UHRF1BP1L 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_HGABA http://www.gsea-msigdb.org/gsea/msigdb/cards/MANNO_MIDBRAIN_NEUROTYPES_HGABA A2M-AS1 AATK ABCA3 ABCC5 ABLIM3 ABR ACSL4 ACSL6 ACTL6B ACVR1B ACVR2A ACVR2B ADAM23 ADAMTS3 ADAMTSL4-AS1 ADAP1 ADARB2 ADCY1 GRK3 AFF2 AFF3 AGAP1 AGTPBP1 AHDC1 AHNAK2 AJAP1 AKAP6 AKAP9 AKR1C1 AKR1C2 C2CD6 AMER2 AMER3 ANK1 ANK2 ANK3 ANKAR ANKIB1 ANKRD12 ANKRD18A ANKRD36 ANKRD36B ANKRD44 ANKS1B ANO5 ANO8 AP1S2 AP1S3 AP3B2 APBA1 APBA2 APC APC2 APLP1 ARFGEF1 CHN1 ARHGAP23 ARHGAP24 ARHGAP35 ARHGEF12 ARID4A ARL4C ARL8A ARNT2 ARPP21 ASIC2 ASNS ASXL3 ATCAY ATL1 ATP1A3 ATP1B1 ATP2B1 ATP2B2 ATP8A1 ATP9A ATRX AUTS2 B3GALT2 B3GAT1 B4GALNT4 BACE1 BACH2 ADGRB1 BASP1 BCL11A BCL11B BCL2L15 BDNF BDP1 BEND4 BEX2 BIVM BIVM-ERCC5 BLCAP BLID BOD1L1 BRD1 BRF1 BRSK2 BRWD1 BSN TSPOAP1 BZW2 C11orf87 ARMH4 C17orf67 C1orf35 C2CD5 C3orf62 FAM114A2 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 TMEM121B CELF1 CELF2 CELF3 CELF4 CELF5 CELF6 CELSR3 CEMIP CEND1 CEP85L CERS6 CGN CHD3 CHD5 CHGA CHIC1 CHL1 CHN2 CHRM5 CHRNA4 CHST1 CHST11 CHSY3 CITED2 CLCN4 CLIP1 CLVS1 CLVS2 CMIP CNOT6L CNR1 CNTN1 CNTN4 CNTN5 CNTNAP2 CNTNAP4 COL11A1 CERT1 COL6A6 COL8A1 COMTD1 CPEB2 CPEB3 CPEB4 CPNE5 CREBRF CREG2 CRIM1 CRMP1 CSAD CSGALNACT1 CSMD1 CSMD2 CSMD3 CSNK1G2 CSPG5 CSRNP3 AGAP12P CTNNA2 CTNND2 CXADR CXCL5 CYFIP2 CYLD CYP4X1 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 EPB41 EPB41L1 EPHA3 EPHB1 ERAP2 ERC2 ERC2-IT1 ESRRG ETS2 F11R FADS3 FAM117B TMEM185B FAM126B RETREG2 RETREG1 FAM155A FAM155A-IT1 FAM169A FAM171B FAM184A FAM189A1 INSYN2A TAFA2 TAFA5 FAM216A FAM217B FAM219A NUTM2A FAM43B CYRIA TLCD3B RIPOR2 FAM81A LRATD1 FAR2P2 FAT2 FAXC FBLL1 FBXL16 FBXO48 FGF12 FGF14 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 ADGRD1 GPR137C GPR155 GPR158 GPR176 GPR26 GPR85 GPRASP1 GPRIN3 GRIA1 GRIA2 GRIA4 GRID1 GRID2 GRIK1 GRIK2 GRIK3 GRIN3A GRIP1 GRIP2 GRM1 GRM3 GRM4 GRM5 GRM7 GSE1 GUCY1A1 HBB HBE1 HBG2 HCFC2 HCN3 HERC1 HERC2P2 HERC2P4 HIVEP3 NSG2 HNRNPCL3 HOOK1 HPCAL4 HS6ST2 HS6ST3 HSPA12A HYDIN ICA1L IDS IGFN1 IGSF3 IKZF3 IKZF4 INA INPP4A 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 FGF7P3 KHDRBS2 KHDRBS3 ARFGEF3 CEP126 KIAA1549 KIAA1549L SHTN1 SHISAL1 WDR97 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 LINGO1 LMOD3 AP001636.3 AATBC LINC00205 MIR3945HG LONRF1 LONRF2 LPAR2 LPCAT4 ADGRL1 ADGRL3 LPIN1 PLPPR1 PLPPR4 LRFN5 LRP12 LRP1B LRRC2 LRRC3B LRRC49 LRRC4B LRRC7 LRRK2 LRRN3 LRRTM2 LSAMP LSM11 LUC7L LYSMD2 LYST LZTS3 MAB21L1 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 IGSF9B MLLT11 MLLT3 MMP24 MPP3 MPPED2 MSANTD3-TMEFF1 MSR1 MTMR6 MTSS1 MTURN MTUS1 MTUS2 MUC19 MUC2 MVB12B MYCBP2 MYO5A MYO7A MYT1 MYT1L N4BP2 NALCN NAP1L2 NAP1L3 NAP1L5 NAPB NAV1 NAV3 NBEA NCAM1 NCAN NCDN NCOA7 NCR3LG1 NCS1 NDRG4 NDST3 NEB 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 NT5DC3 NTM NTNG1 NTRK3 NUAK1 NXPH1 NXPH2 OCRL OGDHL OLFM1 OLFM3 OPCML 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 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 NECTIN1 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 REV3L RFK RFPL1S RFPL3S RFX7 RGS17 RGS6 RGS7BP RHOT2 RICTOR RIMBP2 RIMS1 RIMS2 RIMS3 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 SHOX2 SHROOM2 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 TAL1 TANC2 TAOK3 TARBP1 TATDN2 TBC1D24 TBC1D2B TBC1D3 TBC1D32 TBC1D9 TCEAL2 TCEAL5 TCERG1 TCERG1L HNF1B TENM1 TENM2 TERF2IP TES THEM4 THRA THSD7A TLL1 TLN2 TMCO3 TMEFF2 OPN5 TMEM132B TMEM151A TMEM163 TMEM169 TMEM178B TMEM196 TMEM229B TMEM255A TMEM35A MACO1 TMEM59L TMEM74B TMOD2 TNFSF13B TNK2 TNKS TNRC6A TNRC6C TOX2 TOX3 TPD52L1 TRHDE TRIM2 TRIM46 TRIM58 TRIM67 TRIM9 TSC2 TSHZ2 TSIX TSPAN7 TSPYL4 TTC14 TTC3 TTC9 TTC9B TTLL7 TTN TUBB2B TUBB3 TULP4 TVP23C UBASH3B UBE2Q2 UBE2QL1 UBE2Z UBN2 UBQLN2 UBXN2B UCHL1 UGCG UHRF1BP1L UNC13A UNC79 USP49 VASH2 VAV2 VAV3 VCAN VGF VHL VPS53 VSNL1 VSTM2A VWA5A VWCE WAC-AS1 WASF1 WNK3 WNT7A WT1-AS XIST XK XKR4 XKR6 XPA XPR1 YPEL2 YWHAG ZBED6CL ZBTB38 ZBTB43 ZC3H8 TUT4 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_HSERT http://www.gsea-msigdb.org/gsea/msigdb/cards/MANNO_MIDBRAIN_NEUROTYPES_HSERT AATK ABHD17A ABLIM1 ABR ACOT7 ACSL6 ACTL6B ADAM22 ADCY1 AFF2 AK5 AKAP7 AKR1C1 AKR1C2 ANK2 ANKRD44 ANO8 AP3B2 APBA1 APLP1 ARRB1 ASB2 ASXL3 ATCAY ATL1 ATP1A3 ATP2B2 ATP6V1A B9D1 BAALC ADGRB1 BASP1 BEX1 BEX2 BEX5 BOP1 BRINP1 BRINP3 BTBD1 BTBD6 C1orf194 FNDC10 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 TMEM121B CELF3 CELF4 CELF5 CELF6 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 RETREG1 FAM155A TAFA1 TAFA2 TAFA5 RIPOR2 LRATD1 FAR2 FBLL1 FBXL16 FEV FGF13 FGF14 FKBP1B 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 NSG2 HPCAL4 HS3ST4 HS6ST3 HSPA12A ICA1 IL27RA INA INHBA-AS1 JAKMIP1 JPH3 JPH4 KANK4 KCNC1 KCNIP4 KCNK3 KCNQ3 KCTD2 ARFGEF3 CEP126 KIF5C KIFC2 KIRREL3 KIT KLC1 KLHL29 KLHL32 KRT17 KSR2 L1CAM LGI1 LHFPL3 LHFPL4 LINGO1 LMTK3 LMX1B LONRF2 LPCAT4 LPIN2 PLPPR2 PLPPR3 PLPPR4 PLPPR5 LRFN5 LRP1B LY6H MAOA MAP1B MAP1LC3A MAP2K4 MAP7D2 MAPK8IP2 MAPRE2 MAPRE3 MARCHF1 MAST1 MCF2 MCF2L MEG3 MFSD6 MGAT4C MICOS10-NBL1 MLLT11 MMP24 MSANTD3-TMEFF1 MTURN MTUS2 MYCBP2 MYO5A NALCN NAP1L3 NAP1L5 NAPB NCAM1 NCDN NCOA7 NDFIP1 NDRG4 NEGR1 NELL1 NFASC NKAIN2 NOL4 NPTXR NRXN1 NRXN2 NSG1 OLFM3 OPCML OPTN PAK6 PAQR8 PCDH11X PCDH19 PCDH7 PCDH9 PCDHA7 PCSK1N PDE11A PDZD7 MEST PEG3 PFKP PGM2L1 PHACTR3 PI4KA PIGZ PITPNC1 PITRM1 PKIA PLCB1 PLCH2 PLCXD3 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 RFPL1S RGS17 RIMBP2 RIMS1 RIMS2 RIMS4 RNF112 RNF175 ROBO2 RPARP-AS1 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 TARBP1 TENM2 THRA THSD7B OPN5 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 MANNO_MIDBRAIN_NEUROTYPES_HOMTN http://www.gsea-msigdb.org/gsea/msigdb/cards/MANNO_MIDBRAIN_NEUROTYPES_HOMTN AATK ABCA3 ABCC8 ABLIM1 ACOT7 ACSL4 ACTL6B ACVR1B ADAM22 ADCY1 ADCY2 AHNAK2 AKR1C1 AKR1C2 ALCAM ANK2 ANK3 APC2 APLP1 ARG2 ASNS ATCAY ATL1 ATP11C ATP1A3 ATP2B1 ATP2B2 ATP6V1A B4GALNT1 BACH2 ADGRB3 BASP1 BEX1 BEX2 BEX5 BRINP2 BSN BZW2 C11orf87 C17orf75 C1orf35 C1QL2 C4orf48 CACNA1C CACNB3 CACNG2 CADM1 CADM3 CAP2 CASZ1 CCDC112 CCDC184 CD2 CD24 TMEM121B 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 EPB41L1 EPHA3 ESRRB ESRRG ETFB EYA1 FABP6 FADS3 FAIM2 FAM131B FAM155A INSYN2A TLCD3B FAR2P2 FAXC FGF1 FGF13 FGF9 FNBP1L FNDC5 FNDC9 FRY FSD1 FSTL5 GABRA5 GABRG2 GAP43 GARNL3 GDAP1 GDAP1L1 GLRA2 GLRX GNAL GNG2 GNG3 GPC2 ADGRA1-AS1 GPR155 GPR176 GPR85 GPRIN1 GREM2 GRIA4 GRIK1 GRM1 GSG1L HCN3 HMGCLL1 HSPA12A HTR3A INA INHBA-AS1 IRX3 ISL1 ISL2 JPH3 JPH4 JUP KCNH8 KCNMA1 KHDRBS3 ARFGEF3 SHTN1 KIF21A KIF26A KIF3A KIF5C KIFAP3 KIFC2 KLC1 L1CAM LCOR LHX4 LINGO1 AC010931.1 AC010478.1 PLPPR2 PLPPR4 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 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 PLCB1 PLCL1 PLCXD3 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 TRIM8 RTN1 RUFY2 RUNDC3A RUNDC3B RUSC1 RXRG SCG5 SCN3A SCN8A SCN9A SCRT2 SEMA3A SEMA3C SEMA3D SEMA3E SEMA4D SEMA6D SEPTIN3 SEPTIN6 SEZ6L2 SH3PXD2A SHROOM2 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 TLE4 TLN2 TMEM169 TMEM255A PIP4P2 TMEM59L TMOD2 TMX4 TRHDE TRIM36 TRPV2 TSPAN7 TSTD1 TTC9B TUBA1A TUBB2A TUBB2B TUBB3 UBE2QL1 UCHL1 UNC79 VAT1L VGF VSTM2A VSTM2L XKR4 ZC2HC1A ZFHX3 ZMAT4 ZNF33B ZHONG_PFC_MAJOR_TYPES_ASTROCYTES http://www.gsea-msigdb.org/gsea/msigdb/cards/ZHONG_PFC_MAJOR_TYPES_ASTROCYTES SPARCL1 CST3 AGT CLU CXCL14 TNC ALDOC ATP1A2 APOE AQP4 SLCO1C1 MT1E BTBD17 MLC1 HOPX CLDN10 S100A16 MFGE8 S1PR1 PON2 ATP1B2 CD9 MT3 S100A13 TSC22D4 RAMP1 BCAN ID1 SLC1A3 EDNRB PLPP3 PTN ADORA2B TTYH1 SPON1 F3 KCNE5 LYN RAB31 FBLN2 PSAT1 DIO2 HES5 LINC00943 SLC4A4 SLC15A2 GDPD2 SLC1A2 CCDC80 LGALS3 EEPD1 LRRC17 GRM3 MT2A TFPI ANOS1 PMP22 GJA1 RAMP3 PAQR8 EFNA1 ACSBG1 PRSS35 CASTOR1 HAPLN1 HAPLN3 GFAP FAM107A PRODH SLC25A18 GATM CD82 NCAN GLUD1 PLTP ADGRG1 SLC9A3R1 SLC39A12 TRIM47 PEA15 LRRC3B DTNA LRIG1 NKAIN4 VEPH1 PTPRZ1 BMP7 LITAF ITM2C DBI SFXN5 DBX2 CSPG5 CPNE5 GPM6B TIMP3 SLC38A3 GPR37L1 KCNJ10 EFHD2 TCIM LGI1 SLC13A5 NPNT RIT2 SLC1A4 SPRY1 VCAM1 GLUL ADCYAP1R1 CDC42EP1 DCN RFX4 GNG7 SIRPA PDGFRB LRRC10B LRP4 PLEKHB1 RGCC ADD3 ZFP36L2 LGALS1 METTL7A RGS20 LIX1 RHOC AK4 NT5E MMD2 LGALS3BP PDLIM5 HEY1 SASH1 SOX9 BDH2 CBR1 SEZ6L SELENBP1 STON2 AIF1L PHACTR2 ID4 SLITRK2 PDPN SERPINE2 TM7SF2 LAMB2 GNG12 ARNTL MYORG GNG11 B2M HES4 TIMP1 LRATD2 WSCD1 LRRTM3 RGMA DAG1 PDLIM3 DDAH1 HADHB TRIL FABP7 FAM181B GPX3 TBC1D10A PPP1R16A HNMT OAT LINC01351 ALPL MYO10 ARHGEF26 RASSF4 LUZP2 ELOVL2 BMPR1B ELOVL5 IL33 C2orf72 P4HA1 ETV5 ATP13A4 ROBO3 PHGDH FERMT2 SYPL1 MAGT1 MRC2 ANXA5 CDC42EP4 ETV1 C1orf61 NDRG2 PLCD1 DHCR7 PREX1 CYP51A1 IFITM3 ABHD3 IGFBP4 SCD PNPLA3 HLA-C OLFM2 PHYHIPL MSMO1 NOTCH2 MEIS1 PBXIP1 ENHO TRIB2 CA12 HLA-A FAT1 ALDH6A1 PRCP RAB34 SNX5 GPR137B C3orf70 PLAGL1 CD63 HLA-B ADGRB1 CNN3 HTRA1 NOTCH3 DNER IFI27L1 TEX264 HSD17B12 ACSL6 TTYH2 TECPR2 SOX8 ID2 SPATA6 TCF7L2 NTRK2 GPRC5B SDC3 YIF1A GULP1 ITPR2 TP53I3 IDI1 COMT PLIN3 TSPAN7 RAP1GAP BRINP3 ALCAM LRRN3 MGLL QKI HES1 CRYL1 HSPB1 VIM SEMA6D THBS3 SPRY2 MASP1 TSPAN3 PRR5 ITGAV ZFYVE21 EFEMP2 BCHE LIFR NLGN3 SLC3A2 TNFRSF19 CBS SCRG1 FXYD1 SOX2 DDR1 UBL3 RCN1 LEPROT EMC2 GNG5 DOK5 CAMK2G JUN ABCD3 SHISA4 GNPTG SNX3 SMIM30 SOAT1 FADS2 HMGCS1 B3GLCT TMEM132B SERPINB6 SLC6A1 ELN ZFP36L1 BBS2 FABP5 PLEC APBB2 KLHDC8A DCXR DARS1 LIPA P3H4 S100B PTTG1IP SEMA6A ABAT BCAP29 DKK3 CTSL C1orf122 GRB14 TSPAN6 AASS G6PC3 TOR1AIP1 ZHONG_PFC_MAJOR_TYPES_EXCITATORY_NEURON http://www.gsea-msigdb.org/gsea/msigdb/cards/ZHONG_PFC_MAJOR_TYPES_EXCITATORY_NEURON NEUROD6 SLA CSRP2 IGFBPL1 NEUROD1 RBFOX1 PPP2R2B NEUROD2 ZHONG_PFC_MAJOR_TYPES_INTERNEURON http://www.gsea-msigdb.org/gsea/msigdb/cards/ZHONG_PFC_MAJOR_TYPES_INTERNEURON DLX5 DLX1 PLS3 GAD2 DLX2 ERBB4 CXCR4 GAD1 LHX6 SOX2-OT PDE4DIP NRXN3 MAF ARX CELF4 MEF2C INA MEG3 ZHONG_PFC_MAJOR_TYPES_MICROGLIA http://www.gsea-msigdb.org/gsea/msigdb/cards/ZHONG_PFC_MAJOR_TYPES_MICROGLIA CCL3 AIF1 C3 CCL4 SPP1 C1QB P2RY12 CX3CR1 RGS1 VSIG4 CSF1R C1QA LAPTM5 TYROBP TREM2 FOLR2 FCER1G FCGR3A BHLHE41 P2RY13 FCGRT PLD4 CD53 LTC4S TMEM52B RGS10 FCGR1A CH25H FPR1 IGSF6 C1QC ALOX5AP SLCO2B1 LY86 VSIR OLFML3 A2M ADAP2 ARHGDIB GPR34 SRGN LST1 ITGB2 S100A11 PTAFR CD68 LINC02712 ZFP36 APOC1 CD14 MNDA SAMSN1 FYB1 CYBB TLR4 ADAM28 APBB1IP CD74 CD84 PDK4 PYCARD STING1 SERPINF1 CTSC CD36 RNASET2 PTPRC MS4A7 HPGDS HLA-E GPR183 DAB2 HTRA1 VAMP8 CRYBB1 NINJ1 LCP1 LILRB4 TMIGD3 CPVL HCK HCST FCGR2A ADORA3 AC020916.1 IFNGR1 IRF8 LPAR6 LPAR5 ACY3 CEBPD SFMBT2 OLR1 SIGLEC10 ABCG2 FCGR1B BTG2 CSF3R CREG1 IL6R CD37 MKNK1 GADD45B CTSS LGMN PLEK MERTK IER3 SELPLG PLXDC2 JUNB LAT2 LY96 GMFG NEAT1 TMEM119 GAL3ST4 IFI30 DOCK8 CTSB TBXAS1 IKZF1 C2 ARPC1B GSN CYBA C3AR1 BIN2 NPL SLC7A8 MGST2 STAB1 APOE ADRB2 RNASE6 SIGLEC8 INPP5D TNFRSF1B SGK1 BIN1 DHRS3 FCGR1CP CEBPA DHRS9 RHBDF2 ABI3 IL13RA1 GRN TMEM35B OTULINL GIMAP4 RGS19 PDGFB CD300A CXCL16 EGR2 MRC1 CD86 PLVAP CD4 TPP1 IFITM2 SYNGR2 ITGAX PLA2G7 ZFP36L1 IFI16 HAVCR2 SYK MILR1 CTSD GGTA1P MPEG1 ITGAM SAT1 CCR1 SLC7A7 KLF2 FOSB B2M POLD4 RUBCNL P2RX4 LINC00996 CMTM7 SERPINA1 EVI2A EGR3 AOAH GYPC TLR10 OAS1 LHFPL2 BST2 MYO1F CYTH4 TMIGD2 TLR7 IL6ST ITM2B DOCK2 NPC2 PTPN6 ASAH1 LAIR1 C12orf75 CTSL PTGS1 TAL1 NCF4 TNFAIP8L2 RHOG GM2A DUSP1 TMC6 LIPA IL10RA SP100 SLC15A3 TMEM273 XBP1 UCP2 LINC01094 ATP2B1-AS1 ELF1 RBMS1 GAS6 TNFRSF1A ZFP36L2 SLC29A3 RUNX1 MGAT4A CD83 HLA-B IL16 PARVG ATP8B4 RIN2 GPSM3 HCLS1 OSTF1 NAGA PALD1 IGF1 IL17RA MAN2B1 KCTD12 TFEC GLIPR1 H1-2 RAB32 SASH3 BLNK RAB3IL1 IGFLR1 ARHGAP9 IRAG2 AP1B1 SOCS6 SORL1 TAGAP FLI1 ENTPD1 SIRPA ANXA4 FTL EGFL7 TLN1 VAV1 IPCEF1 MAF ADA2 SLC9A9 C5AR1 PTPRE FES RCSD1 CNPY3 NR4A2 WASF2 NR4A1 LYN FAM78A FOS ANXA11 FGD2 CASP1 GNB4 OTUD1 SMAP2 IER2 TMBIM1 LPCAT2 MFSD1 LIMS1 ALOX5 WDR91 RB1 PLTP PPT1 ARHGAP4 RHOB CYFIP1 RNF135 EGR1 B3GNT5 RNF213 GPX1 STOM DPP7 SERPINB6 PLCB2 JUN MYLIP CCND1 FMNL3 SWAP70 HVCN1 ITPR2 PAG1 CCL4L2 HSPA1B RYR1 CD81 NABP1 NR3C1 HEXB NCKAP1L RAB29 CPED1 SALL1 MGAT1 RCN3 STXBP2 SCAMP2 AXL MYH9 HERPUD1 PLA2G15 GNG7 COLGALT1 GAA BLVRB SH2B3 RGS2 DNAJB1 CD164 REEP4 TCIRG1 MYL12A PDPN CORO1A PRR13 HLA-C P3H2 LYST RASSF4 HSPA1A RPS6KA1 NFKBIA MBNL1 SLC29A1 ADAM9 PSAP CREBL2 ZFHX3 ARRB2 RNF130 GNAI2 CMTM6 JAG1 TAPBP LINC02256 NAIP GATM APPL2 CTSA SESN3 MIS18BP1 APLP2 MANBA SPRED1 ABHD12 TIMP2 TM6SF1 GGA2 CAPZB TGOLN2 LAMP1 LPIN2 HEXA LAMP2 MAST3 ANXA5 ACTR2 ARHGAP12 ITM2C METTL7A ATP6V0E1 BRI3 FRMD4A SFT2D1 NAA20 PPP1R18 MED12L MPP1 PFN1 RAPGEF6 ATM GPN3 SMIM30 MSN RAB31 NRIP1 KLF6 DNPH1 WAS C20orf27 TSC22D3 GLUL RNF13 GSTK1 SCAF11 PSMB10 DOCK4 CD63 MEF2A CAP1 NEU1 CIAO2A TACC1 GALNT1 PLD3 GNG5 VMP1 SIPA1L2 TPT1 ZHONG_PFC_MAJOR_TYPES_NPCS http://www.gsea-msigdb.org/gsea/msigdb/cards/ZHONG_PFC_MAJOR_TYPES_NPCS UBE2C AURKB HMGB2 PTTG1 CCNB2 NUSAP1 CDC20 HES1 NUF2 BIRC5 CENPF PIMREG GTSE1 CCNB1 CKS2 CDKN3 CDCA3 TOP2A RRM2 CDK1 PCLAF CKAP2L MAD2L1 SMC4 TPX2 MKI67 ZWINT DLGAP5 PRC1 C21orf58 SFRP1 CLSPN NDC80 VIM ATAD2 SPC25 PAX6 CKS1B KIF2C CENPU SGO2 PBK CENPM CENPN CCNA2 SFRP2 H2AX ASPM KIF15 FBXO5 KIF23 GMNN MCM3 KNSTRN HSPB1 HJURP GINS2 MIS18BP1 UBE2T MCM2 APOLD1 GLI3 CDCA5 BUB1 CKAP2 DACH1 TACC3 KPNA2 SGO1 HMGN2 KIF11 PHGDH SPAG5 CENPW SOX3 ANP32E ITGB3BP UHRF1 PCNA OIP5 CENPK ORC6 PRR11 RPA3 BTG3 HELLS CLIC1 MCM5 C19orf48 CDON EMX1 SMC2 MFAP2 CNTLN MELK TAGLN2 TGIF1 KIF22 CREB5 FEN1 MCM4 H4C3 GNG5 ID4 MCM7 IGF2BP1 H2AZ1 RNASEH2A DEPDC1B EMX2 CDCA4 RCN1 RRM1 OTX1 SNRPB DHFR LDHA TUBB4B DTYMK WDR34 H2AZ2 MCM6 TUBA1B EOMES CDCA7 TMEM98 EFNB1 PAICS NOTCH1 SOX9 PLIN2 ZFHX4 HMGB3 PLPP3 RPS27L UCP2 DUT HAT1 SINHCAF TMPO MDK BUB3 ZHONG_PFC_MAJOR_TYPES_OPC http://www.gsea-msigdb.org/gsea/msigdb/cards/ZHONG_PFC_MAJOR_TYPES_OPC APOD OLIG1 PDGFRA SCRG1 S100B PMP2 GPR17 SOX10 OLIG2 COL20A1 PLAT FIBIN PLLP ARC NKX2-2 BCAN BCHE COL9A1 ARL4A OMG RAMP1 CA10 ANGPTL2 PCDH15 VXN SIRT2 CD9 NKAIN4 DUSP6 EDNRB KANK1 SEMA5A LIMA1 LUZP2 RAB31 EPN2 SOX8 SPRY4 BRINP3 CNP SPATA6 PLEKHB1 LHFPL3 SLITRK2 GRID2 TSC22D4 C2orf80 EPB41L2 SCN1A TRIB2 PDE4B DBI MMP2 LRRC4C SPRY1 RHOC MT3 SERPINE2 SOX6 CD82 CNTN1 ITGB8 ETV5 ETV1 CSPG5 SPARC NOVA1 PON2 LMF1 CST3 RFTN2 ITM2C PTPRZ1 CADM2 ANXA5 TSPAN7 GATM B2M TTYH1 PTN PLPP3 GPM6B NXPH1 GNG7 ALCAM PSAT1 SLC35F1 CD63 SEZ6L SCD5 LSAMP ZHONG_PFC_C7_ORG_UNDERGOING_NEURONAL_DIFFERENTIATION http://www.gsea-msigdb.org/gsea/msigdb/cards/ZHONG_PFC_C7_ORG_UNDERGOING_NEURONAL_DIFFERENTIATION ABHD6 ACYP2 ADGRG6 ADRA2A 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 MIR124-1HG LNX1 LONRF2 LRRC8B MAP6 MAPT MEF2C MEGF8 MIAT MLLT3 AFDN-DT 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_C8_ORG_PROLIFERATING http://www.gsea-msigdb.org/gsea/msigdb/cards/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_C9_ORG_OTHER http://www.gsea-msigdb.org/gsea/msigdb/cards/ZHONG_PFC_C9_ORG_OTHER ATP1A2 ATP1B2 AXL BCAN BMP7 TCIM 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 MYORG LGALS3 LIFR LINC00943 LITAF LRRC3B MEST MFGE8 MGST3 MLC1 MOXD1 MT3 NDN NDP NDRG2 NFE2L2 NOTCH2 NRG1 NSDHL NTM OAT PDLIM3 PDPN PEA15 PLPP3 PSAT1 PTN PTPRN2 PTPRZ1 S100A13 S100A16 SAT1 SC5D SCRG1 SEL1L3 SELENOW SLC1A3 SLC9A3R1 SLCO1C1 SNX5 SPARC STOM TAGLN2 TKTL1 TMEM132B TMEM9B TNC TSPAN7 TSPO TTYH1 TUBB2A ZHONG_PFC_C3_UNKNOWN_INP http://www.gsea-msigdb.org/gsea/msigdb/cards/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_UNKNOWN_INP http://www.gsea-msigdb.org/gsea/msigdb/cards/ZHONG_PFC_C4_UNKNOWN_INP ACTR10 ARHGEF26 ARL4D ASCL1 ATG3 ATP6V0E2 BBS10 BRD7 C19orf12 CFAP298 RBIS CADPS CIR1 COA1 COMMD9 COX17 DANCR DDIT4 DENND1B DLL3 DOCK7 DPF2 DYRK4 EBF2 EIF2S1 ELAVL4 ELP6 EOMES EXOSC1 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 RGS16 RNF138 RPAP2 RPAP3 RSBN1 S100PBP SERINC2 SERPING1 SLC4A7 SLC6A15 SNHG8 SOCS4 SUPT16H SVIL SYP TAGLN3 TCP10L TIMM50 TTF1 UBAP2 UBE2I ZBED8 ZFP82 ZIC2 ZNF254 ZNF43 ZNF605 ZHONG_PFC_C5_BCL11B_CALB2_POS_INP http://www.gsea-msigdb.org/gsea/msigdb/cards/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_HES1_POS_C1_NPC http://www.gsea-msigdb.org/gsea/msigdb/cards/ZHONG_PFC_HES1_POS_C1_NPC HES1 HEY1 HMGA2 LIX1 MCM3 ZFP36L1 ZHONG_PFC_C2_UNKNOWN_NPC http://www.gsea-msigdb.org/gsea/msigdb/cards/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 FAM83D G2E3 GTSE1 HJURP ITCH KDM4A KIF20A KIF22 KIF2C KIF4A KNSTRN KPNA2 LDHA AC091057.1 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_C1_NEUROD1_POS_EXCITATORY_NEURON http://www.gsea-msigdb.org/gsea/msigdb/cards/ZHONG_PFC_C1_NEUROD1_POS_EXCITATORY_NEURON ABRACL AKT3 ARL4D CFAP298 CADPS CALB2 CGA CNTNAP2 DDIT4 EPHA7 FEZF2 HEY1 HPCA HSPA1A MYO6 NEUROD1 NHLH1 NHLH2 NRN1 NXPH4 PCDH9 PTPRK SNCB ST18 THSD7A ZFPM2 ZHONG_PFC_C2_SOX5_BCL11B_POS_EXCITATORY_NEURON http://www.gsea-msigdb.org/gsea/msigdb/cards/ZHONG_PFC_C2_SOX5_BCL11B_POS_EXCITATORY_NEURON ARG2 BCL11B CAV1 CDH7 CNIH1 CNTNAP2 CRYM EIF1AY FXYD7 HSPA1A IGFBP5 LDHA LINC00643 LMO3 LMO7 LSAMP MASP1 MGLL PDE1A PRKY RPS4Y1 SERPINI1 SHISA2 SOX5 SSBP2 ST18 THSD7A VSNL1 ZHONG_PFC_C6_PLXNA4_POS_EXCITATORY_NEURON http://www.gsea-msigdb.org/gsea/msigdb/cards/ZHONG_PFC_C6_PLXNA4_POS_EXCITATORY_NEURON CCBE1 EIF1B GNAL LINC01102 PLXNA4 SCG2 SRM ZHONG_PFC_C1_DLX5_POS_INTERNEURON http://www.gsea-msigdb.org/gsea/msigdb/cards/ZHONG_PFC_C1_DLX5_POS_INTERNEURON BTG1 DLX5 DLX6-AS1 PDZRN3 PRKCA RDX SCGN ZHONG_PFC_C3_PROX1_CCK_POS_INTERNEURON http://www.gsea-msigdb.org/gsea/msigdb/cards/ZHONG_PFC_C3_PROX1_CCK_POS_INTERNEURON AP1S2 ARL4C CALB2 CCK CNR1 DLX1 KITLG PDZRN3 PROX1 SCGN VSTM2A ZHONG_PFC_C6_DLX5_GAD1_GAD2_POS_INTERNEURON http://www.gsea-msigdb.org/gsea/msigdb/cards/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_C7_SST_LHX6_POS_PUTATIVE_MIGRATING_INTERNEURON http://www.gsea-msigdb.org/gsea/msigdb/cards/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_UNKNOWN_NEUROD2_POS_INTERNEURON http://www.gsea-msigdb.org/gsea/msigdb/cards/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 DEAF1 DNAJB2 DOCK9 DOK5 DTX1 DTX4 DUSP23 EEF1A2 EPHB6 FABP3 CYRIA FASN FBXW7 FOXP1 GAP43 HIVEP2 IGSF21 JAG2 KBTBD11 KHDRBS3 LHX2 LPL PLPPR1 MAP6 MAPK11 MAPK8IP2 MT3 MVD NCALD NECAB1 NELL2 NEUROD2 NEUROD6 NPY1R NTRK2 PALM PDXP PENK PHYHIP PIK3R1 PLXNA4 POU3F2 PPFIA3 PTPRK R3HDM1 RBFOX1 RGS11 SCD SEMA3C SLA SMARCA2 SPOCK1 SRM STK32B SYNGR3 SYT4 SYT7 UNC13A USP32P1 USP32P2 VSTM2L ZHONG_PFC_C1_OPC http://www.gsea-msigdb.org/gsea/msigdb/cards/ZHONG_PFC_C1_OPC TOP2A NUSAP1 AURKB CDC20 CCNB2 PRC1 PLK1 CCNB1 NUF2 UBE2C KIF2C ASPM TPX2 CENPF CDCA3 TUBB6 CKAP2L CKS2 MXD3 GTSE1 TUBA1C CDK1 NDC80 PIMREG PBK KIF23 NMU KPNA2 MKI67 DLGAP5 PTTG1 CDKN3 CCNA2 BIRC5 TROAP KIF14 BUB1B HMGB2 KNSTRN SMC4 NCAPH CENPE PRR11 TTK KIF20A NEK2 H2AX CDCA8 CDC25C MELK C21orf58 TACC3 RRM2 CENPM MIS18BP1 CENPA KIF11 LGALS1 ECT2 ARHGAP11A SPC25 PSRC1 BUB1 CDKN2C SGO2 FBXO5 GAS2L3 CDCA5 HJURP DEPDC1 AURKA KNL1 SGO1 FOXM1 ZWINT CDC25B CCDC18 UBE2T CKAP2 EMP3 KIF18A H4C3 NCAPG SFRP2 SKA3 IQGAP3 CCDC150 TUBB4B CHEK2 AAMDC PCLAF CENPU APOLD1 ANLN OIP5 RTKN2 DEPDC1B MAD2L1 TDP1 UBE2S FAM83D SMC2 RFC3 CDCA4 AK9 MT2A CENPN RAD51 LRR1 SPAG5 TRIP13 POLA2 MND1 PLK4 KIF4A TUBA1B HYLS1 NCAPD2 ARL6IP1 ARHGEF39 RAD51AP1 DTYMK HMMR SKA1 TUBGCP3 ASF1B DIAPH3 USP1 FANCD2 CDCA2 G2E3 CENPK CCDC34 VRK1 TMPO TGIF1 CENPW KIF20B TK1 ESCO2 PHF19 BUB3 ATAD2 RNF26 KCNE5 SPDL1 CARD8 CKS1B RFWD3 EMC9 DHFR KIAA0586 CEP55 MNS1 HMGN2 NRAV REEP4 BRCA1 KIF15 KIF22 ACTN1 HSD17B11 H2AZ1 KIFC1 NUP37 RNASEH2A AC091057.1 SHCBP1 CCNY CEP135 HMGB3 SFR1 S100A16 PCNA CEP152 ESPL1 QSER1 C2orf69 NRM BARD1 FAM111A CIP2A GIHCG SCARA3 RACGAP1 CCNF PARPBP RHEB FEM1C VIM ANP32E H2AZ2 ORC6 UHRF1 KMT5A PDLIM3 CDC42BPA DDIAS CKAP5 POLQ CENPC CKB SCLT1 HMGN5 DSN1 WDR34 NCAPG2 NDC1 KIF18B GUSB TMEM106C GMNN NUDT1 CHTF18 ASH2L BTG3 MAP2K2 POC1A HAUS6 MTFR1 PIF1 ITGB3BP PPIF CDK5RAP2 HS2ST1 TMEM18 IFT22 LDHA ZNF83 HMGB1 STON2 RAD21 CNTLN GINS2 BRD8 BCAP29 PLEKHA5 RNFT2 ZHONG_PFC_C2_THY1_POS_OPC http://www.gsea-msigdb.org/gsea/msigdb/cards/ZHONG_PFC_C2_THY1_POS_OPC ITM2A PLLP NTNG1 LAMA4 MYT1 KLRC2 LINC00643 APOD GRB14 PLAT SULF2 THY1 COL9A1 CNTN1 FAM216A PCSK1N LRRK2 EDNRB GPR155 ELMO1 S100B CA10 WAC-AS1 BRINP1 SNTG1 SCG5 PMP2 ZHONG_PFC_C3_HOPX_POS_OPC http://www.gsea-msigdb.org/gsea/msigdb/cards/ZHONG_PFC_C3_HOPX_POS_OPC ETV1 TLK1 HOPX DLL3 RARRES2 SEZ6 PANTR1 CST3 ZHONG_PFC_C4_PTGDS_POS_OPC http://www.gsea-msigdb.org/gsea/msigdb/cards/ZHONG_PFC_C4_PTGDS_POS_OPC PLP1 BCAS1 MBP ENPP6 ARHGAP5-AS1 MAG BMPER GPD1 CLDN11 PTGDS TF SEMA4D MYRF SGK1 SYNGR2 CPM MOG RASGEF1B TUBB4A SILC1 NFASC SIRT2 TNFRSF21 CDK18 EVI2A TMTC4 FYN APCDD1 MOB3B FAM102A ANGPTL2 KCNS3 FAM13C STRN RAB33A TNS3 LINC02367 ZNF488 FRMD4B UGT8 TM7SF3 CNP GPR17 TMEM108 SLC44A1 PKP4 RALGPS2 LIMS2 GRIN2A SERPINI1 EPHB1 ITPR2 SCARB1 TSC22D4 TECR PPP1R16B TNS2 PFN2 PTPRO MTMR9LP BPHL LINC01170 APLP1 CENPJ WASF1 SYNDIG1 CRB1 DHCR7 GOLIM4 HACL1 TCF7L2 ARHGAP5 RNF144A FRMD4A LRRTM1 FIBIN RND2 MMUT TMEFF2 CAMSAP2 AARS1 SLC25A5 EPB41L2 DYNLL1 SMOC1 RICTOR UTP14C NFE2L2 PACC1 MYO5A LIN7C CADM1 SNX22 ARV1 CADM2 ANKRD44 MIEF1 PCDH7 PRDX1 CORO1C APPL2 TMEM179B MPZL1 ZNF827 PLEKHB1 MVB12B ADAM23 HID1 SGPL1 SERINC5 REEP3 PLEKHA1 ANK3 PHACTR3 RNF216 GNAI1 TMOD1 HMGCS1 BCL2L1 LRRN3 LSAMP KANK1 PCDH11X MSMO1 PLPPR2 SEL1L SCARB2 TM9SF2 MTPAP NOL4L OSBPL9 NTM PCDH11Y ACLY FXYD6 GRINA ANP32B TMEM59 KIAA0319L MAP4K5 RGMB GPS1 SH3YL1 SGTA ERBB3 STAMBP STAT2 ZHONG_PFC_C1_ASTROCYTE http://www.gsea-msigdb.org/gsea/msigdb/cards/ZHONG_PFC_C1_ASTROCYTE ANOS1 SELENBP1 PGM2 AGT GPX3 EFNA1 TMEM126B LRATD2 ADORA2B EIF6 SLC25A18 SPTLC1 DDX24 MRPL19 MMAB TBC1D10A SCRG1 APOE ETV1 RIT2 MASP1 SPARCL1 VEPH1 CD82 ZNF302 ADD3 DHCR7 HMGN3 S1PR1 SLC9A3R1 ZHONG_PFC_C2_ASCL1_POS_ASTROCYTE http://www.gsea-msigdb.org/gsea/msigdb/cards/ZHONG_PFC_C2_ASCL1_POS_ASTROCYTE ASCL1 PPP4R3B NDUFA12 TRIB2 DDIT4 HPF1 ZHONG_PFC_C3_ASTROCYTE http://www.gsea-msigdb.org/gsea/msigdb/cards/ZHONG_PFC_C3_ASTROCYTE MIAT FBN3 CSPG4P12 CPNE7 PCDH11X LINC00342 CAVIN4 SSTR2 GOLGA8B CHD5 PRKAR2B KIAA0319 NCOR2 SRRM3 PODXL2 TMEM63C SYCP2 MEG3 SLC4A7 AP1G2 SH3PXD2A CHST2 CNTNAP1 ULK2 CELF6 PRKCB SNAPC4 FGF9 C2CD4C LIMS2 OSBP2 VSTM2B ARFGEF3 ZNF316 PDE1C SLCO3A1 COL18A1 DPYD GNAL CNTN4 SPHKAP GCN1 ANKRD44 ACAP3 TCAF1 ABCC5 STXBP6 BIN1 SLC7A5P2 ADAP1 MAPK11 RIMBP2 FAM89B ARPP21 SLC25A29 CLVS2 PDIA2 SYT13 SRCIN1 EPB41L1 CACNA1E NEXMIF PPFIA2 CARMIL3 SEMA3C STX1A SLIT1 PRDM2 RNF165 NEFM SCG2 OBSCN CDKL2 NFIX PLXNA3 SCN3A AC006504.5 SRRM4 C11orf95 DLX1 NGEF DNM3 TPTE2P1 RNF112 AC011474.1 MYO16 CCBE1 ZFP90 TMEM151B RGS11 SYBU ZNF37A THRB KIAA0895L CXADR JAG2 CDC42BPB GAB2 ZNF780B SETX UNC79 FBXO41 MGRN1 PCLO FAM189B VASH2 RPS6KC1 PTPRU ZNF445 PDP1 CACNA1A EXD3 AGAP2 CLDN5 CAMKV STK11 RIMKLA PSD TMEM108-AS1 TRIM46 SVOP HMGA1 KCNT2 RESF1 SLC38A1 PDCD7 ZNF324 MDN1 TMEM44 RFLNB MEF2C SLC4A3 TSPAN17 GRK3 PLXNA4 MMP17 EVL MMD NBEA HRAS FLRT2 ZEB2 SSX2IP MICAL1 ZNF527 SIN3B MYCN CALY KCTD12 CHST15 CNIH2 CACNB3 AFAP1 KCTD3 TUBGCP6 SYT1 GAS7 ZNF573 LMO7 NKAIN1 POU2F2 VSTM2L PNPLA6 XKR4 PCDH19 KIAA1522 GNAZ NRXN2 FADS3 LINC01873 EGFL7 CYP27C1 CDK5R1 MAP6 PDE7A MIR124-1HG NSG2 BMPR2 USP7 CEP164 IRF7 TOM1L2 GNB3 SPTBN2 PACS1 STXBP1 EEF1A2 ZNF320 IGHMBP2 PALMD SHANK2 RABL6 ASIC1 CCDC120 RFPL1S MEGF6 L1CAM ANKRD36 SS18L1 MAP3K9 BRSK2 SEZ6L2 EDEM3 PDZD4 SLC1A6 CLCN7 RUNX1T1 CNOT6 DUSP4 SCN9A SCN3B TAF6L VARS2 ARHGAP20 ADCY1 SYNGR3 KCNQ1OT1 CELSR2 ILRUN RECQL5 B4GALNT4 ZNF721 ELAVL2 XPR1 SPTBN4 DENND6B FAM131B SEMA6C BICDL1 GRP ZNF611 GOLGA8A STRBP LETM1 DIP2C MAPK8IP2 GAD2 BPTF ZCCHC12 RPS6KA3 CACNB1 RBFOX3 PPP1R12C SMPD3 TSPOAP1 NFATC2IP AKT3 KDM4B KCTD7 NCAM1 ZNF566 GPR161 FMR1 CAPN10 DOT1L MCM7 USP32P1 ARSA BRAP MDGA1 UBALD2 LPL RERE STK11IP LRRC7 MTURN CAMK2N2 CIC RBM33 NPY1R STAG3 GRIK2 ANKRD13D CELF5 CNTN1 TBC1D32 SMARCA2 RRAGC ACD ZDHHC8P1 SYT5 MCM3AP PKD1 CUL9 PHACTR4 JPH4 MAST3 MEIS3 GEMIN5 RAB3A PRPF18 TRIM41 CHGA SNAP91 EVI5L ELAVL3 SYP CNKSR2 CBFA2T3 NPIPA5 ARHGAP39 CTTNBP2NL GAP43 ME3 SLC45A1 BFAR ACVR2B GOLGA7B HEATR5A IBA57 VPS16 NEAT1 DYNC1I1 CACNA1B DPYSL3 PHYHIP CNTN3 BASP1 RSPH9 SYT4 AGO4 XPNPEP3 CCL5 POU6F1 AGO2 BAZ2A ATCAY PRKCSH HPCAL4 CACNG8 ZNF362 AFDN BAIAP2 FAM193B PLPPR1 ATAD2B MAFG PPEF1 LPAR2 NOL4L ZBTB8A SHTN1 YWHAG PRRT2 AUTS2 NPAS1 SEC31B SEL1L EFR3B SLC26A4 PDXP CTTN KMT2A LINC01578 ZNF101 PTCHD4 ST8SIA3 MKRN1 ENC1 RHOU CASTOR3 SPIN1 GIT1 ANK3 FBRSL1 PFKP TMEM131 PTPRS IQCG CELF2 MAMDC4 CPLX1 UBN2 MAST1 DNM1 SATB2 STOX2 CSK DAAM1 TTC9B IBTK UBE2Q2P1 MCM4 EPCAM GOLGA3 PGM2L1 SOX11 LINC00506 NLK ZHONG_PFC_C1_MICROGLIA http://www.gsea-msigdb.org/gsea/msigdb/cards/ZHONG_PFC_C1_MICROGLIA SRSF7 RRP1 SRSF1 DEK VCP GTF2B RBBP7 TRAPPC2L TMEM107 NUCKS1 SRSF3 RHEB DDX39A TMEM106C NASP LSM2 GALE TXNDC17 CHCHD2 GLUD1 CISH TBCD TMED9 VPS36 MCM6 SNRPB TMEM14B WDR47 KIF20B RAN PAICS DUSP11 NSMCE4A WDR61 PAXX COQ2 IPO5 KLHDC1 MCM4 HSPA1B PA2G4 TMEM170A MGME1 IQGAP3 PNPT1 ARL4A CRYBB1 SLC35F5 DHCR24 MCM7 QDPR NDUFA6 ANAPC5 HMGB1 SPNS3 NUTF2 ILF2 PSME2 NEDD1 FAM111A PIGA OFD1 AP2S1 MTIF3 TPRKB POP4 PLK4 PPP2R3C AK2 RAD21 NFATC2IP GAMT SEC13 C1orf122 TUBGCP3 EBNA1BP2 SAP30 IKBKG TUBA1B NUDT21 WDR54 CYCS CBWD3 BHLHE40 STIL UCHL3 GGCT GART SS18L2 NME4 RCC1 TIMM10 RMDN1 MPC1 GLRX2 DNAJA4 ABHD13 TMEM256 DDX46 PDCD5 AC138649.1 DR1 H2AX PHF12 RFC2 CCDC18 RPA3 CCNA2 DCAF12 RANBP1 LENG1 BARD1 CD58 CREBL2 ORMDL2 CYTOR IDH2 PCID2 RPF2 CDC123 PPP1R15A RFC4 MRPL37 HMGN2 CREB5 PCSK7 MGAT2 ERI3 MCM3 NRM TECR DVL2 GLT8D1 DEPDC1 SLC37A4 CCR1 RNF168 SKA3 GINS2 PHF19 CACYBP ZNF595 ASAP1 FUNDC1 BUB3 CEP43 IL10RB UHRF1 GINS1 COA8 MRPL20-AS1 TACC3 TROAP UBE2T BRCA2 TRIP6 MRPL42 ABCE1 DUT PYM1 FAR2 KIF22 CKAP2 ID1 WDFY1 DHFR ASPM MICU1 SGO2 CENPH GTF2F1 CCDC34 TEX30 DTYMK PIK3R4 SPAG5 HJURP PLK1 H2AZ1 HIRIP3 MRPS12 TAF4 POLE3 ZDHHC12 KIF11 ICAM3 C4orf46 RABL3 ALG3 H4C3 CENPF MRPS22 NCAPD2 XRCC3 MCAT DSN1 TMPO CENPS GMNN SVIP TBC1D10B CDCA8 CKAP2L CTPS1 WDHD1 ASF1B PCLAF CKS2 RNASEH2A CKS1B XRCC4 ATAD2 FEN1 NUF2 PBK TRAF3IP2 ESCO2 SHCBP1 PRC1 HMGB2 ORC6 TPX2 SPC25 BIRC5 ITGB3BP SGO1 CCNF AURKA CCNB1 KPNA2 KIF23 PIMREG CDCA4 FAM83D KIF2C BUB1 PCNA CDCA5 ANLN HELLS TCF19 CCNB2 TOP2A HMMR AURKB NDC80 ZWINT CDKN3 RRM2 UBE2C KIF4A NUSAP1 GTSE1 CDK1 DIAPH3 CDCA3 TK1 ZHONG_PFC_C3_MICROGLIA http://www.gsea-msigdb.org/gsea/msigdb/cards/ZHONG_PFC_C3_MICROGLIA SDK2 GPC1 MARCKSL1 FAM229B SDK1 EPM2AIP1 CELF2-AS2 DBNDD1 FOXP1 TLE5 STK25 C12orf73 RIT2 SULT4A1 WWC1 MDGA1 HMGCR NRXN1 SAMD4B JPH3 C1orf216 C11orf95 PIK3R2 RAB3A ZBTB18 NCOA1 BAALC FABP3 KIF21B BOK NPDC1 SHC2 SPTAN1 NEO1 TNKS2 OPCML AK1 MAPRE3 FABP7 PTPRK FAM110B CTXN1 C12orf57 NBEA PPP5C ZSCAN29 KRT31 DCLK2 MAP6 NAV1 MVD MOAP1 ATP6V0E2 AMER2 SUZ12P1 DAAM1 NGRN CHRNA4 ATXN2 PCBP4 SDC3 AKT2 LSM14B IMPDH1 LRRN3 GCSH PFN2 ARL4C STARD10 NTRK2 ANK2 PENK MAP1A TSC2 DLX2 TUBA1A WASF1 CYP27C1 PHACTR3 GDA ENHO CAMKV PKD1 LRRC4C IVNS1ABP GPR12 MT3 LMO4 DTX1 BHLHE22 RAB9B MYT1L CADM1 GUCY1A1 WDR59 RBM4B ARL8A OPA1 DLG3 ATCAY CLVS2 PTPN5 TCF4 NCAM1 NETO2 PTPRO DPYSL2 ZNF324 LPAR2 RNF40 ADCY1 BEX1 CDH10 NSG2 FADS3 MAP4 KCNA6 SGSM2 FCHO1 TUBB2B FBXW7 TARS3 RAMP3 AMPH SYP CELSR2 B4GAT1 EPHA5 KIF1B GNAL NUDCD3 DPYSL4 MATK SLIT1 CDC42EP3 GNG4 PDIA2 RAP1GDS1 PRKAR1B FXR2 MAST1 KNDC1 ACAP3 TMEM151B DMWD CYRIA CELF5 NCAN NDRG4 CHGB PRKAR2B TRIM2 RAB15 KRT19 GNAZ ATP1B2 SYNGAP1 DNM3 ANK3 CSRP2 PTP4A3 ENO2 SCD5 WDR47 SOBP PI4KAP2 LSAMP PAFAH1B2 SEMA3C ADAM22 SEPTIN3 REEP2 ELAVL3 KDM4B APBB1 NCDN DDX51 CES2 RSPRY1 GNAO1 LRRC49 PCDH11X ANKRD16 SEZ6L2 DAB2IP MAPT SNAP91 SV2A PRRT2 SH3PXD2A KIAA1549L SRM PRXL2B FGF13 TSPOAP1 USP32P2 LIMS2 USP46 PPP2R2D NLK ARHGAP33 TAB1 BCYRN1 RUNX1T1 TPPP SMARCA2 CCDC184 KIFAP3 ATXN7L3B INA GAD1 ARPP21 UBXN7 PNMA2 TCEA2 C2orf69 ZC2HC1A DCX ACOT7 TDRP DNM1 SRRM4 GOLGA8A NCS1 RNF220 FAT3 C8orf33 RIC3 UBE2QL1 NT5C3B PJA1 NLN TXNL4A NEFM POLR3A MAP1B PREPL KIF3A SYT4 CARM1 CACNA1E PHPT1 PPHLN1 ZNF614 MIR124-1HG FKBP1B TRIM44 LINC00342 B4GALNT4 CAP2 CACNA1C CRMP1 GAREM2 KIAA0319 CDC42EP4 GLRA2 AGAP3 SASH1 MGLL CELF3 PRKCB KIF1A NFASC SHISA7 KDM5B NRXN2 STMN3 PCSK1N SATB2 TMEM121B RRAS2 LIMCH1 SNX32 BMERB1 RGS11 CARMIL3 RFPL1S FBXL16 SRCIN1 SNCB KIF3C NIPSNAP3A CACNB3 CPLX1 GNG8 AMPD2 TUBB3 MOK PPP1R14C VSTM2B MPPED1 EXD3 TUBB2A CXXC4 ACTN2 MFSD10 CACNA1B ANKRD13B THRA LY6H VSTM2L STMN2 TENM2 AGTPBP1 NAP1L3 SEPTIN4 SYBU PNMA3 SSBP3 GRIN1 RNU6-2 RFNG FBXO3 ASPSCR1 TUBB4A NECAB1 UCHL1 CRIP2 C3orf14 ADGRB2 CSDC2 SCN2A PPFIBP1 ABCA2 BAIAP2 RNF112 LRP12 VAV2 LINC00667 PPFIA2 AP3B2 GRIA3 AC055839.2 FXYD7 ACTR3B NELL2 ALCAM AGPAT4 SCG5 STX1A LINC01102 TANC2 GPRIN1 AKAP7 STXBP1 HIP1R SERPINI1 KCNH7-AS1 CACNA1A AGPAT5 GPSM1 TMEFF2 NDRG1 LGI4 CRACD DPYSL3 STUM CAMK2N1 THY1 TCEAL5 SERP2 PPP3CB SLC39A3 PCLO HAGHL FAM189A1 CCBE1 DCLK1 NKAIN2 EBF4 PTPN13 SYT5 MYO16 MAST4 LRP6 CAMK2B RBM24 CEP126 OPTN C11orf87 RNF157 JPH4 STMN4 SHANK2 NFIX CSMD2 MORN4 SPTBN1 CTIF EEF1A2 RNF165 SLN SYT3 CELF4 RALGPS1 DPF1 FLRT2 GUCY1A2 SYNGR3 LRRC7 ACKR1 IGSF21 FMN2 TRIM67 MPP6 FAM184A PLXNA1 CPNE6 NEFL CSMD3 TENM4 KCNA3 PGM2L1 MAPK10 EPHA10 EFNA2 PHF24 KCNB1 DOK5 THRB ABLIM1 JAG2 POU3F1 GRP CSMD1 MAPK8IP1 ZNF197 PLXNA4 RIPOR2 GAP43 PRKAA2 TTC9B COMTD1 TMEM132A DGKE ADD2 TNRC6C HSF2 HMOX2 NSG1 HPCAL4 CYFIP2 MEG3 ZFR2 CBLN2 RIMBP2 FAM81A RAP1GAP2 TCEAL2 FGF12 DMTN CACNG8 NPY DYNC1I1 RELA NUP93 IRS2 BCL11A FUBP1 PIP4K2A FUT9 BEX2 EIF4EBP2 ARID3B KPNB1 TACC2 AKT3 CLIC4 CSRNP3 SOX4 TCP1 CNR1 APC2 NEUROD6 GTF2IRD1 MBTPS1 NFIA FZD3 CDH2 PXK MYH10 CERK KLF12 CENPV MLLT3 FYN NFIB CACFD1 AIZARANI_LIVER_C1_NK_NKT_CELLS_1 http://www.gsea-msigdb.org/gsea/msigdb/cards/AIZARANI_LIVER_C1_NK_NKT_CELLS_1 CCL5 NKG7 TRGC1 KLRD1 RUNX3 GNLY GZMK GZMH CST7 TRBC2 PTPRC KLRK1 AKNA ITGAL GZMA CD2 PTPRCAP DUSP2 TRAC CD3E TRBC1 IKZF3 EOMES CTSW PRF1 GZMB CD8A RAC2 SLAMF6 HCST PIP4K2A SLFN5 ETS1 WIPF1 CORO1A ITGB2 RGS1 BTN3A1 CD7 CMC1 SYTL3 FYN FYB1 RPS27 PYHIN1 IKZF1 CD3D PLAAT4 CXCR4 LCK CXCR6 ZFP36L2 PIK3R1 GIMAP7 CD8B CD53 SLC38A1 LCP1 CD48 BTG1 IKZF2 IL2RB CD3G IL2RG CD247 HLA-A PPP2R5C BCL11B HLA-C ARHGDIB FCRL6 HLA-F APOBEC3C PRKCB CLEC2D IL32 SH2D2A PRKCH PIK3IP1 CNOT6L BIN2 RESF1 DENND2D FCMR STK17A HLA-B ALOX5AP ATM EVL PARP8 LNPEP EMB ARL4C IFITM1 RPS3 ARHGAP30 B2M CBLB SLAMF7 CELF2 PRKACB MIAT SEMA4D TBC1D10C CD44 CYFIP2 PRDM1 ARHGAP25 KLRF1 TXNIP TMC8 SH3BGRL3 CYTIP TMSB4X STK4 ADGRG1 RPS29 SH2D1A RPL30 GZMM ADGRE5 PDE7A NLRC5 PTP4A2 ISG20 PVRIG MAPK1 ARHGAP9 RASAL3 RBM38 RPL23A ARHGAP45 CCR5 STK10 FLNA MLLT6 KLRG1 TNFRSF1B PCED1B-AS1 SH3KBP1 RPL27A APOBEC3G RASSF5 TIGIT CD96 TBX21 LYST IPCEF1 GCSAM PPP1R18 RPSA MBP HOPX SLA PTPN22 PRKCQ SASH3 AIZARANI_LIVER_C2_KUPFFER_CELLS_1 http://www.gsea-msigdb.org/gsea/msigdb/cards/AIZARANI_LIVER_C2_KUPFFER_CELLS_1 HLA-DRA HLA-DPA1 HLA-DPB1 HLA-DRB1 HLA-DQB1 CST3 HLA-DQA1 CD163 HLA-DRB5 FGL2 GPX1 KCTD12 FCGR2A C1orf162 GPR183 RNASE6 C1QB CD1C CSF1R TYROBP MAFB AIF1 C1QA HLA-DMB VSIG4 CPVL FCER1A IL1B HLA-DMA RGS2 RAB31 MS4A7 FCER1G C5AR1 CD83 TLR2 TGFBI RGS1 MPEG1 CLEC7A PPT1 RNASET2 OGFRL1 AREG GRN SAMHD1 SGK1 IL1R2 MS4A6A CCDC88A HCLS1 LYZ CTSS LST1 C1QC CD86 NPC2 PSAP IL13RA1 ADA2 PTPRE MARCHF1 ITGAX KLF4 CYBB C3AR1 CLEC10A ANXA1 SAT1 VIM CALHM6 MSR1 TMSB10 RGS10 NLRP3 PLXDC2 HLA-DOA CPM LGALS9 LAPTM5 BASP1 MACROH2A1 COTL1 THEMIS2 AXL RBPJ SYK LYN FGR S100A11 IL18 ALOX5 MFSD1 POU2F2 HCK CTSH SMAP2 SRGN ATP6V1B2 ATP1B3 CIITA HSPA6 EVI2B FTH1 LIPA SRGAP2B FCGR3A ARPC1B CXCL16 LIMS1 GAPT CTSB IGSF6 IER3 JAML ARRB2 RGCC ITGB2 NCOA4 CXCL8 P2RY13 IER5 LPCAT2 FCGBP PLEK MAP3K8 PLAUR TBXAS1 FCGR2B EMILIN2 AHR TNFSF13B WDFY4 NAP1L1 PLEKHO1 MS4A4A RNF144B ARPC3 RPS24 PHACTR1 HERPUD1 TPP1 LILRB3 LGALS1 PKM MNDA AP1S2 IFNGR1 CD37 ADAM28 PSTPIP2 SH2B3 GNAQ STK17B GPR34 VSIR LRRC25 CD84 LY86 RTN1 RPL36A RNF130 TMSB4X SLC15A3 CCR1 CLEC4E MIS18BP1 SRGAP1 LILRB4 PARVG FPR3 BCAT1 PABPC1 PLD4 NR4A3 RILPL2 REL CELF2 UCP2 LILRB2 PABPC4 SLCO2B1 FABP5 NCF2 IRF8 ROCK1 RPS11 F13A1 DPYSL2 PTEN TNFRSF1B MRC1 KLHL6 CCL3L3 PTAFR FGD2 CYRIB FPR1 FTL JARID2 AIZARANI_LIVER_C3_NK_NKT_CELLS_2 http://www.gsea-msigdb.org/gsea/msigdb/cards/AIZARANI_LIVER_C3_NK_NKT_CELLS_2 IL7R KLRB1 LTB CD69 SPOCK2 TNFAIP3 CXCR4 TRAC TRBC2 TXNIP ZFP36L2 PRDM1 GPR171 BCL11B CD52 BTG1 SLC4A10 BCL2 CXCR6 CD48 ARL4C CD3E CD8A CD2 PIK3IP1 PARP8 RPS27 S100A4 CD3D ETS1 ERN1 RPS3 CD40LG TSC22D3 SATB1 CD6 EMB MYBL1 IL2RG IKZF3 DUSP2 CELF2 IL32 IL18RAP PTGER4 CD53 PBXIP1 PTPRCAP KLRG1 IKZF1 RPS29 LCP1 ITK RPS19 TRBC1 TC2N RPL30 RESF1 SCML4 ANXA1 RPSA RPS14 RPS26 CD96 RPLP1 TRGC1 TRAT1 RPL13 RHOH CD3G CYTIP RPS27A RAC2 STK17B RPS12 WIPF1 RPL10 TCF7 CRYBG1 RPL23A TAGAP FYB1 CD44 RPS2 RPL28 RUNX2 RPLP2 SLC38A1 PTPRC SLA CORO1A ARHGDIB RPS15A ADGRE5 PTGER2 RPL27 RPS10 SYNE2 SEMA4D GZMK RUNX3 RPS3A RPL41 PRF1 LAPTM5 RPL17 RPL39 B2M ZC3HAV1 PAG1 RPL21 SESN1 MDFIC TMSB4X HLA-F RPL27A RPL34 RASGRP1 THEMIS RPL35A PIP4K2A RPS18 SLFN5 RPS25 RPL10A RPL18A RPS20 CLEC2D RPS6KA3 GBP5 AKNA RPL19 GATA3 RORA SLAMF6 DGKA TNFAIP8 HLA-B GIMAP7 LCK RPS17 JUNB SARAF P2RX5 RPL37 TOMM7 CAMK4 ZNF90 FNBP1 FYN JAML RPL18 RPL13A PCED1B-AS1 RPL32 CNOT6L STK4 GZMA SIRPG PDCD4 INPP4B LTK AIZARANI_LIVER_C4_EPCAM_POS_BILE_DUCT_CELLS_1 http://www.gsea-msigdb.org/gsea/msigdb/cards/AIZARANI_LIVER_C4_EPCAM_POS_BILE_DUCT_CELLS_1 ANXA4 FGFR2 KRT7 TM4SF4 DEFB1 CD24 AQP1 SFRP5 CITED4 MUC6 CHST4 SLC12A2 CCN1 BICC1 CLDN1 KRT18 SLC17A4 TACSTD2 ATP1B1 ATP1A1 AGT SERPINA5 TNFRSF12A PKHD1 ALKAL2 ANPEP SOX9 FXYD2 LGALS4 AMOTL2 CLDN10 DSP SH3YL1 EPCAM SPINT2 AKR1C2 SOX4 EGR1 ABCC3 DCDC2 RAB3IP CYP3A5 CXCL6 FGFR3 TP53INP1 ITIH2 CDH1 S100A14 ALDH3A2 CAMK2N1 PMEPA1 VCAN TM7SF3 EMP2 KCNJ16 KRT8 SLC5A1 SPP1 SORBS2 TMEM97 SLC37A4 CLDN7 NFIC GC MYRF KIAA1522 CXADR ERBB3 HES1 PTPRF SDC1 FAM171A1 NFIB MYO10 LAMP2 ELF3 TESC ERRFI1 HSD17B2 SERPINA4 OCLN CLU ALCAM PAWR SPATS2L ARRDC2 C3 ATF3 COL27A1 CDC42EP1 PERP ANXA13 FAIM CAV2 SLPI IRF2BP2 CTSH GLIS3 ZBTB20 CA2 ITGB8 CRYAB MAOA CD59 PTPRK SERPINA6 WWTR1 HABP2 MYLK CTDSPL MAGI1 TOB2 DSTN HOMER2 CKB CPD KIF12 ENPP2 ANXA5 GTF2I AFDN GLUL CCDC198 SLC4A4 BEX3 BAMBI CPM PROX1 CALM2 GDF15 NEDD4L CYP3A7-CYP3A51P RAP1GAP TRNP1 LAD1 CLDN3 MPP6 KLF10 PRRG4 PLXNB1 GOLM1 ERICH5 PHGDH RBPMS SCARB2 NR2F2 LAMC1 SDC4 APOB CPB2 TST SYNJ2 HSP90AB1 SHROOM3 CLMN PAH ITGB5 HSD17B11 CLDN4 SPINT1 PWWP3B CCN2 CHST9 RHOB CRYZ SNRPN HNMT TMPRSS2 C1orf198 SOX6 AKR1C1 CLIC6 VEGFA MARVELD3 VTN DHCR24 SOD3 PROSER2 AMBP MGLL CDKN1C WEE1 BACE2 FMO5 TMEM245 SHANK2 KANK2 COBL PLPP2 PAQR5 CDH2 AIZARANI_LIVER_C5_NK_NKT_CELLS_3 http://www.gsea-msigdb.org/gsea/msigdb/cards/AIZARANI_LIVER_C5_NK_NKT_CELLS_3 CCL4 CCL4L2 IL2RB NKG7 KLRD1 CCL3L3 CMC1 CD7 XCL1 KLRF1 KLRK1 RUNX3 PRF1 DUSP2 GNLY EOMES GZMA CD247 CD69 CTSW XCL2 KLRB1 CD160 IFITM1 LCP1 TXK ETS1 RAC2 CCL5 CST7 ITGAL AREG IKZF3 KLRC1 IFNG SPON2 PIP4K2A NR4A2 GFOD1 PTPRC PYHIN1 GZMB FYN PTPRCAP GZMK MAPK1 TYROBP SRGN TAGAP BTG1 NCR1 STK17A FCER1G ITGB2 PIK3R1 IPCEF1 WIPF1 AKNA SLA IL2RG SH2D1B SH2D1A SYTL3 MCTP2 ARHGAP9 CYTIP IKZF1 SLAMF6 PRKCH PIK3IP1 CORO1A CXCR6 ALOX5AP HCST PRDM1 SLC38A1 TIGIT CD2 SLFN5 BIN2 PRKACB CD53 RASSF5 PLAAT4 TRGC1 RASA2 GNPTAB ZFP36L2 TRBC2 PTGER4 TRDC CCND2 PLEK PVRIG PTPN4 ARHGDIB AOAH GNG2 FCMR HLA-F TSC22D3 PDE7A ADGRE5 SASH3 CNOT6L PARP8 CD3E RNF125 MYBL1 DENND2D SLAMF7 CELF2 S1PR5 NCAM1 PITPNC1 CXCR4 PTPN22 SYK FYB1 PFN1 CD96 ARPC5L RPS27 BTN3A1 CBLB TOX AIZARANI_LIVER_C6_KUPFFER_CELLS_2 http://www.gsea-msigdb.org/gsea/msigdb/cards/AIZARANI_LIVER_C6_KUPFFER_CELLS_2 C1QB C1QA MS4A7 C1QC HMOX1 CD163 SLC40A1 MAFB MARCO TYROBP FTL AIF1 FCGR3A CYBB CTSB ADAP2 CSF1R RNASE1 HLA-DRB1 CTSS FOLR2 CCL4L2 VSIG4 C5AR1 FCER1G C1orf162 PSAP FGL2 RNASET2 MS4A4A LGALS9 GRN MPEG1 CD5L CPM CST3 TLR2 KCTD12 HLA-DRA LILRB2 DAB2 SAT1 HCLS1 LIPA GPX1 CCL3L3 MS4A6A IGSF6 LST1 HLA-DPA1 AXL POU2F2 FCGRT RAB31 RGL1 SLCO2B1 GPR34 CTSD LILRB5 LRRC25 VCAM1 TGFBI CFD P2RY13 SDC3 F13A1 TTYH3 LGMN HCK NPC2 HLA-DPB1 MRC1 SAMHD1 MARCKS CCDC88A MSR1 CCR1 S100A11 CD84 CLEC7A PDK4 FCGBP ATP6V1B2 FCN1 GLUL PLTP PTAFR HLA-DQA1 FCGR2A LAPTM5 GPNMB ARRB2 EPB41L2 SPI1 CPVL MERTK TBXAS1 MACROH2A1 LYN CD4 SLC1A3 CREG1 FRMD4A NCKAP1L LILRB1 ASAH1 LILRB3 TNFAIP2 C3AR1 CALHM6 UCP2 CTSC BASP1 ZEB2 COTL1 CEBPB TPP1 RBPJ MFSD1 SLC11A1 FGD2 HLA-DMB ARPC1B SCIMP SECTM1 SLC7A7 NAGK BCAT1 CXCL12 PPT1 IER3 TNFRSF1B FMNL2 EPB41L3 MARCHF1 PELATON SNX10 FYB1 FGR RASSF4 HLA-DMA LYVE1 FTH1 CFP PLD3 RNF144B HK3 GNAI2 WASF2 IFIT3 VAMP8 ADA2 CLN8 WSB1 CD86 IFI44L RAP2B RNASE6 IRAK3 ITGAX LILRB4 EVI2B AP2A2 TKT UNC93B1 CXCL16 ITGB2 RGS2 PILRA ALOX5 OGFRL1 SDCBP MPP1 TNFSF13B THEMIS2 CD14 SCARNA9 FILIP1L IL1B ITSN1 LIMS1 TMSB10 OAS1 RHOG MGAT1 LAIR1 SKAP2 ACTB IFI6 ZFHX3 GRINA SRGAP2B BLVRB SLA IL18 ATP6AP1 SGK1 RGS1 COLGALT1 CNPY3 CYFIP1 MTSS1 PYCARD KLF4 CYBA LYZ CD83 AP1B1 FRMD4B RBM47 GRK2 PLEK PLXDC2 GRB2 SCAMP2 ATP2B1-AS1 SRGAP1 PTEN VSIR IFNGR2 CCL4 TCIRG1 STX7 SLC15A3 MAF CNTRL SLC31A2 TYMP AIZARANI_LIVER_C7_EPCAM_POS_BILE_DUCT_CELLS_2 http://www.gsea-msigdb.org/gsea/msigdb/cards/AIZARANI_LIVER_C7_EPCAM_POS_BILE_DUCT_CELLS_2 MUC6 KRT7 ANXA4 TM4SF4 SFRP5 TACSTD2 CD24 AQP1 KRT18 DEFB1 TNFRSF12A CXCL6 SLC12A2 CCN1 KRT8 ELF3 CLDN1 SOX4 PMEPA1 CITED4 AMOTL2 BICC1 PKHD1 CHST4 CLDN4 FGFR2 SPP1 GDF15 EPCAM SOX9 DCDC2 KRT19 MMP7 DSP ATP1A1 SLC17A4 CXCL8 ALKAL2 MYRF SORBS2 RAB3IP CDH1 CRYAB SLC5A1 ABCC3 ATP1B1 CCN2 SPINT2 PAWR PTPRF FXYD2 CLDN7 TESC CDC42EP1 CLDN10 CLDN3 CCND1 PERP CCDC198 ITGB8 SH3YL1 FGFR3 CLIC6 LAD1 OCLN BIRC3 CD59 TM4SF1 TPM1 COBL TRNP1 KIAA1522 S100A14 KIF12 ANXA2 AGT WWTR1 SPATS2L EGR1 NFIC BMP2 ATF3 CPM KLF5 AKR1C2 ALCAM KCNJ16 ANXA13 SERPINA5 AFDN NFIB LGALS4 EPHA2 CALM2 COL27A1 SLPI CFTR CKB ANXA5 ZBTB20 ENAH CTDSPL S100A6 BACE2 SDC4 GLIS3 CAMK2N1 ARRDC2 GOLM1 RBPMS LAMC1 CXADR SCD5 CAV2 TPPP3 THSD4 SPINT1 TTN ANPEP FAIM MYADM NEDD4L ANXA3 TM7SF3 EMP2 DSTN ITGB1 ERBB3 PTPRK MAFF SLC37A4 FZD1 PLXNB1 NUAK2 LAMA5 TMPRSS2 CD151 NR2F2 LIF CYP3A5 C1orf198 RASSF4 FSTL3 ACTG1 SDC1 ALDH3A2 MYO1C MAGI1 SLC12A7 FAM171A1 ACTN4 ANKRD1 ITGB5 VCAN SPTBN1 SNRPN SHANK2 SLC4A4 CTNND2 HOMER2 BEX3 ONECUT2 TP53INP1 SHROOM3 LAMP2 C6orf132 TOB1 GSTP1 WWC1 PROM1 PWWP3B GTF2I CDKN1C PPDPF SNHG14 SYNJ2 KIFC3 DDR1 GABRP FOXA2 RHBDF1 VEGFA LLGL2 CREB5 SOD3 LGALS3BP RAP1GAP PLXNB2 PBX1 MYO10 CTBP2 WNK2 NECTIN2 SLC6A19 TNKS1BP1 TOB2 TEAD1 DSG2 WEE1 SCGN CRIM1 BCL2L1 PARD6B C12orf75 VEPH1 TPM4 LAMC2 CLMN ZFHX4 ABLIM1 PLEKHB1 PTPRD FAM110C NIBAN2 CHST9 ERICH5 EPB41L1 LRP10 WFDC2 AIZARANI_LIVER_C8_RESIDENT_B_CELLS_1 http://www.gsea-msigdb.org/gsea/msigdb/cards/AIZARANI_LIVER_C8_RESIDENT_B_CELLS_1 JCHAIN MZB1 DERL3 BLOC1S5-TXNDC5 SSR4 ITM2C XBP1 HERPUD1 FKBP11 FCRL5 SEC11C POU2AF1 RAB30 HSP90B1 CD79A CD27 MEI1 PRDX4 SPAG4 CREB3L2 TENT5C SLAMF7 SEL1L3 FKBP2 MYDGF LY9 H1-10 ERLEC1 SPCS2 ISG20 NUCB2 SPCS3 SDC1 TMEM258 PTK2B AIZARANI_LIVER_C9_LSECS_1 http://www.gsea-msigdb.org/gsea/msigdb/cards/AIZARANI_LIVER_C9_LSECS_1 ADM CTSL AKAP12 OIT3 CLEC4M FCN3 FLT1 DNASE1L3 STAB1 SOCS3 TIMP1 FCN2 FGFR1 CLEC4G LYVE1 ADAMTS4 STAB2 NID1 C11orf96 CAVIN2 TCF4 CD14 NR2F1 ITPRIP PDE2A TIMP3 COL4A2 IL1RL1 PTPRB LIFR CCL15-CCL14 SHANK3 PPFIBP1 PXDN UGCG SPARC STC1 COL4A1 CRHBP MRO SASH1 BTNL9 MCAM ADGRF5 MRC1 NOTCH4 RELN CLEC1B MARCKSL1 CD4 IFITM10 USP13 ADGRL4 KDR LDB2 RPGR TINAGL1 ARHGAP29 F8 PDLIM1 DLC1 SEMA6A RRBP1 MEG3 RAPGEF5 IL1R1 TFPI MS4A6A FAM107A APOLD1 ENG NR2F2 ZNF462 C1QTNF1 SPRY4 SEC14L1 HYAL2 IGFBP7 CDH5 MARCKS TIE1 INSR S100A16 PLTP SLC2A3 SMAD6 TGFBR3 FLT4 NRP1 JMJD1C PRCP PIEZO2 CAVIN1 TOP1 CXCL16 APP LIMCH1 CEP170 EPAS1 PLPP3 YES1 IL33 IFI27 NRP2 RASIP1 TACC1 HIF1A NOSTRIN MAP1B SLC7A8 DUSP5 CUL4B EFNB2 EGFL7 PREX2 ERG ACTN1 HIC1 FZD4 SLC27A3 HERC1 UACA CD36 TP53I11 ARHGEF7 DAAM1 FSCN1 CALU MYO10 DUSP6 CEMIP2 PLEKHG1 GATA4 ANGPT2 BHLHE40 LGMN SOX7 CAPZA2 EDN1 NUAK1 TGM2 WWTR1 HES1 FILIP1 ANKS1A GNG11 TAL1 DENND4C ADAMTS9 GALNT1 CD93 VASH1 GBP4 SERPINH1 FOSL2 UPP1 ACKR3 PTPN1 ROBO4 ITGA5 EMP1 ZNF160 FAM43A EHD3 HIPK2 TSPAN7 MMRN1 IL4R YBX3 MYCT1 TCIM KCTD20 TIMP2 PRSS23 MEF2C MAP7D3 PXN CCL14 TMEM44 PHACTR2 HPCAL1 NPR1 SMTN CDH13 IL6ST F2R MID1 ASAP1 FXYD6 ZNF451 FGF23 CDC42BPB ECM1 IFI44L ME2 TOX2 NCOA7 PPP1R15A LIMA1 FKBP1A PHC2 SLC25A37 NR5A2 GALNT15 NISCH ESAM MAF JUND WDR60 RBMS1 TPM4 S1PR1 WARS1 SRPX TFPI2 PCGF2 RASAL2 EXOC3L2 MYH10 PLXNA2 MCF2L ECE1 ARHGAP26 PRKAR1A RHOJ MYO6 COL6A2 FLNB MACF1 SPRY1 TUBB6 SGK1 DOCK9 PCDH17 KLF7 FHL1 NOVA2 CNN3 BST2 HSP90B1 BSDC1 ANGPTL4 BAIAP2 GRB10 PDGFB NTN4 FCGRT TMOD3 CTSD ST6GALNAC3 NOS3 PARP14 TNFRSF10B GARRE1 CDC37 SNRK SREK1 C5AR2 WSB1 FRMD8 ZEB1 CCDC50 TRIOBP DDX21 RDX NASP PELI1 ARGLU1 LUZP1 AFF4 PEA15 BNIP3L ABCG1 TCF7L2 MAP3K6 OSMR TCF7L1 EPOR SOGA1 NPDC1 PRICKLE2 AHCTF1 CNTNAP3B AFF1 PRKD3 FCHSD2 EPB41L2 SDCBP GOLGB1 TANC1 CHD7 ADGRL2 KDM6B SNX5 ITGA9 ANKRD11 TM4SF1 CLEC14A CRIM1 MYADM PHF10 EIF4G3 PLK2 TSPAN18 AIZARANI_LIVER_C10_MVECS_1 http://www.gsea-msigdb.org/gsea/msigdb/cards/AIZARANI_LIVER_C10_MVECS_1 MGP SPARCL1 EMP1 VWF IGFBP7 EPAS1 TIMP3 APOLD1 ID1 CLEC14A FAM107A CAV1 EDNRB KLF2 PECAM1 SPARC EMCN PRSS23 CAVIN2 PTPRB SPRY1 MMRN2 PLVAP KLF4 AQP1 GSN CD9 CD34 TM4SF1 HEG1 SLCO2A1 SOX18 LDB2 ID3 F8 CALCRL SLC9A3R2 RNASE1 VIM A2M ENG LIFR HYAL2 RGCC CRIP2 IFI27 PALMD IL33 THBD LMNA ADGRF5 TCF4 SEC14L1 GNG11 CAVIN1 BTNL9 DLC1 FLT1 ESAM TMEM204 TIE1 CLEC3B CD59 EDN1 DOCK9 LRRC32 GRB10 EFNB1 HES1 TSPAN18 RAMP2 TGM2 NFIB PLPP1 S1PR1 FXYD6 TACC1 MYCT1 NR2F2 SOCS3 PLPP3 LMO2 EFNB2 ADAMTS1 NDRG1 CDH5 LIMS2 CYYR1 BMPR2 NOSTRIN ITPRIP CCN2 FKBP1A NES KLF7 NPDC1 APP RUNX1T1 SHANK3 KDR CXCL12 PLAT FILIP1 TM4SF18 TSC22D1 FOXC1 GARRE1 ITGA5 PIK3R3 PDLIM1 SPTBN1 C7 EPHB4 GALNT15 TNS2 RBP7 LIMCH1 SHE ARHGAP23 CD93 PTGDS SASH1 COL4A1 SYNPO NUAK1 PDE2A TSPAN7 FLNB ELK3 CD320 SMAD6 FBLN2 JAM2 CRIM1 TGFBR3 PRCP CPE IL6ST MEIS2 CLDN5 ASAP1 CDC42EP3 MMRN1 FOSB SGK1 ERG NOTCH4 PTPRG CSRNP1 IFITM3 ADGRL4 ADAM15 SRPX ARL15 TUBA1A INSR PCDH17 ATP13A3 GAS6 RAMP3 TIMP2 CAV2 ALPL HDAC7 FZD4 YBX3 MYADM CHRM3 MCC TMCC3 CNTNAP3B ARAP3 DNASE1L3 HLA-E AIF1L HECW2 NEDD9 TPM4 SH2D3C PTPRM TINAGL1 TAGLN2 ITGA6 ROBO4 GIMAP8 ITM2A DUSP6 TEK STOM PEA15 GASK1B F2R MIDN LAMB2 WARS1 CLIC4 RIPOR1 WWTR1 CASKIN2 ECE1 ACP5 PGM5 MAST4 SHROOM4 BCAM NRN1 RBMS3 SOX17 ANXA2 TMTC1 GJA1 EXOC3L2 UACA CDC42EP4 ADCY4 INPP1 ARHGAP29 CD36 PALM ACVRL1 RPS6KA2 CCL15-CCL14 PDGFB DYSF CHSY1 EGFL7 KCNN3 TP53I11 IGFBP4 ATN1 GNA11 ST6GALNAC3 CCM2L TUBB6 SERPINB6 PCDH12 TGFBR2 PTPN14 NTS TNS1 MYO1C COL15A1 CDKN1A NOS3 EMP2 DPYSL3 NFIA HLA-DRB5 SOX7 CD300LG ADAMTS9 RDX C11orf96 PCAT19 SNRK RPGR VWA1 HS3ST1 CPNE2 GNAS ARHGAP31 SNTB2 NPR1 KLF9 RHOJ ACKR1 BHLHE40 XIST JUNB AIZARANI_LIVER_C11_HEPATOCYTES_1 http://www.gsea-msigdb.org/gsea/msigdb/cards/AIZARANI_LIVER_C11_HEPATOCYTES_1 ALB APOH CYP3A4 PCK1 ALDOB TTR ADH1B ADH4 GSTA2 IGFBP1 FGG TF FGB ADH1A SERPINC1 HMGCS2 HRG APOA1 TAT SDS CFHR1 CYP2E1 AHSG CPS1 APOA2 PLG ANGPTL3 UGT2B7 APOC1 RIDA CYP2A13 GATM KNG1 C9 C1S FN1 GSTA1 RBP4 MT1E MGST1 HPX FABP1 CYP2C8 BCHE APOC3 FGA BAAT HP APOE CES1 MAT1A GC TDO2 MT1G AMBP UGT2B10 AZGP1 CYP2B6 F2 CYP2C9 UGT2B4 ORM1 SERPINA1 C1R SULT2A1 APOB ARG1 C4BPA HSD17B6 CFH PAH SLC22A1 CAT MT2A HSD17B13 FGL1 SLC10A1 ACSL1 AOX1 BHMT SLC38A4 ALDH1A1 FMO3 ACSM2A DCXR EPHX1 CFB HAMP TMEM176B CFHR3 SERPINF2 SORD AFM PEBP1 ACADSB PTP4A1 C3 ANG TLCD4 HAO1 CYB5A AGXT PON1 ASS1 VTN ITIH2 CXCL1 NNMT HAO2 C6 CYP4A11 ADI1 IGF2 ORM2 PRG4 TMEM176A SLC2A2 EHHADH SERPINF1 AADAC MT1X CDO1 SCP2 CYP4F3 C8A PGRMC1 CP ALDH6A1 SERPING1 SERPIND1 APOC4-APOC2 SOD1 APCS A1CF PHYH F9 SERPINA3 INSIG1 ERRFI1 ALDH2 DPYS PBLD HPR A1BG GRHPR FBP1 ABAT ACSM5 ITIH1 MTTP CPB2 UGT2B15 ASGR1 CLU AQP9 G6PC PSAT1 FMO5 CYP8B1 FTCD PON3 RCL1 F5 HSD11B1 AKR1D1 SELENBP1 ASGR2 APOA5 LECT2 METTL7A BNIP3 MYO1B ACAA2 IL1RAP BHMT2 CFI APOC4 AKR1C4 ITIH3 NADK2 APOF F12 HPN SDC2 CPN2 ECHS1 SLC39A14 GLYAT GADD45G HGD IGFBP2 MTHFD1 PIPOX MSMO1 HULC ALAS1 PCBD1 ELL2 GPT2 C4BPB UPB1 APOM C2 AKR1C1 SLC27A2 HAAO ZFAND5 HPGD GLYATL1 CYP2C19 MT1F AGT SMIM14 PRDX6 RGN CYP1A2 C8B RARRES2 LEAP2 VNN1 RHOB MLXIPL SPP2 RETREG1 ECHDC2 ADH6 AR ALDH7A1 MT1M C5 SHMT1 IDH1 ACAT1 ATF5 SLC27A5 ALDH1L1 MTHFS ALDH8A1 CYP3A5 LINC00261 ACADM GBA3 C11orf54 GYS2 CYP27A1 GLUD1 LINC01554 GGH PROX1 MMUT HPD PTGR1 CES2 MAOB DHTKD1 HAL MST1 PRDX3 GADD45A HLF SERPINE1 PTMS CFL2 UGP2 PDK4 SCD PLIN2 GHR DECR1 SLC7A2 CBR1 ABCA1 ATP5PF CALD1 TMBIM6 GNMT PPP1R1A PROZ PPARGC1A KLKB1 CYP4F2 SERPINA11 KLF15 MBL2 PCK2 SDC4 CMBL CFHR4 UQCRQ PROC GOT1 LRG1 LIPC LINC00844 ENPP1 COBLL1 OAT SLC13A5 AIZARANI_LIVER_C12_NK_NKT_CELLS_4 http://www.gsea-msigdb.org/gsea/msigdb/cards/AIZARANI_LIVER_C12_NK_NKT_CELLS_4 HSPA1A HSPA1B DNAJB1 HSPA6 HSP90AA1 HSPH1 IL2RB NKG7 CD7 IFNG HSPA8 KLRK1 KLRD1 GNLY DUSP2 CMC1 HSPD1 BAG3 CST7 CACYBP CCL5 ITGAL STK17A DNAJA1 RUNX3 KLRF1 ALOX5AP LCP1 IKZF3 EOMES IFITM1 CD3E IL2RG CD247 BTN3A1 KLRB1 GZMA PYHIN1 TXK RAC2 SYTL3 GZMK PTPRC BTG2 TXNIP CD69 DNAJA4 TRGC1 WIPF1 AIZARANI_LIVER_C13_LSECS_2 http://www.gsea-msigdb.org/gsea/msigdb/cards/AIZARANI_LIVER_C13_LSECS_2 FCN3 CRHBP DNASE1L3 CLEC4G PLPP3 ACP5 OIT3 LIFR CLEC4M IFI27 FCN2 F8 STAB1 STAB2 PTPRB PRCP HYAL2 CAVIN2 CLEC1B CCL15-CCL14 ENG APOLD1 ADGRF5 EGFL7 CTSL CD36 SEMA6A NOTCH4 FCGR2B MEG3 SPARC MS4A6A TIMP1 HES1 SHANK3 SGK1 NOSTRIN PDE2A NPDC1 RNASE1 IL33 PLTP ID1 EHD3 MRC1 CLEC3B TIMP3 LDB2 EDNRB MARCKSL1 MRO PRSS23 GNG11 CLDN5 MYCT1 C5AR2 ITPRIP RELN CTSD IGFBP7 MAF TFPI2 TACC1 ADM TSPAN7 ANKS1A FZD4 MMRN2 PPFIBP1 LIMCH1 TMEM44 DAB2 BTNL9 LYVE1 SEC14L1 INSR CD4 ID3 APP FXYD6 RAMP3 EMCN TIE1 TIMP2 CXCL16 WARS1 FAM107A EXOC3L2 IFI44L KDR SASH1 IL4R ALPL LGMN FSCN1 FCGRT KLF2 FAM167B ESAM BST2 SMAD6 ADGRL4 NRP1 TP53I11 TGM2 SLC16A1-AS1 C1QTNF1 IL6ST TGFBR3 CD14 NR2F1 TEK NID1 GPR182 HECW2 FLT4 GATA4 F2R CDH5 GBP4 PXDN TMCC3 EFNB1 COL4A2 ROBO4 TSPAN18 CFP TMEM204 NTN4 DUSP5 EFNB2 KLF4 CNN3 LIMS2 USP13 FLT1 S100A16 BAIAP2 MID1 SPRY4 GIMAP8 NRP2 CCL14 NR2F2 TCF4 RAMP2 FGFR1 ERG ZNF117 ZCCHC24 MXD4 PLXND1 COL4A1 EPAS1 SERPINH1 CALU GJA4 ZNF765 A2M NISCH TM4SF18 NPR1 CAVIN1 ZNF160 IGFBP4 DENND4C MYO1C MEIS2 ASAP1 ADAMTS4 FEZ1 ADD3 TNS2 PCAT19 NUAK1 SH2D3C TMEM255B APLNR GARRE1 LRATD1 TCIM TINAGL1 TCF7L1 BSDC1 MAN1C1 SNTB2 IL1R1 PDK4 DLC1 ANPEP AFF1 DAAM1 PDLIM1 MYO10 FILIP1 RASIP1 HIPK2 IFITM3 TSPAN14 CALCRL PALM HLA-E NPL TM4SF1 F2RL3 HDAC7 CDC42EP4 DLL1 CPNE2 EPOR PCDH17 PECAM1 TFPI GAS2L1 SHE SMTN ECE1 IFITM10 MAP3K6 TMEM256-PLSCR3 TGFBR2 NPY1R SLC27A3 LAMB2 ELK3 LAPTM4B TAMALIN ST6GALNAC3 TBC1D4 NOS3 GALNT15 TLR4 SLC9A3R2 SLC7A8 TPM4 AKAP12 FLNB WSB1 TCN2 RNF115 TUG1 RDX EPHB4 NXPE3 KLF7 RASAL2 PLAC8 COL6A2 PREX2 SLCO2A1 NOVA2 RAPGEF5 CD93 CLEC14A APOL1 ARAP3 PIM3 CUL4B TRIOBP LPAR6 HEG1 NFIB PHACTR2 EDN1 PDE7B RPGR ZNF451 ATP13A3 MARCKS ARHGEF7 CSRNP1 SLCO4A1 SHC2 SDCBP NEDD9 ACTN1 NTS SGSM1 SELENON PGM5 C11orf96 TMEM37 CD59 AIZARANI_LIVER_C14_HEPATOCYTES_2 http://www.gsea-msigdb.org/gsea/msigdb/cards/AIZARANI_LIVER_C14_HEPATOCYTES_2 SAA1 SAA2 PLA2G2A HP APOC3 ATF5 HAMP APOA2 FGL1 FABP1 SERPINA1 ORM1 SULT2A1 MT1G APOC1 SERPINA3 RBP4 APOC4-APOC2 ASS1 APOA1 AGXT ANG HPX HPD FGA HPR TTR ALDOB FGB TMEM176B SERPINF1 TMEM176A FBP1 CYP2E1 DCXR ORM2 FGG MGST1 BAAT APCS SAA4 AHSG APOE CRP HRG VTN CYB5A NNMT PEBP1 ADH1B LRG1 SERPINF2 RIDA BHMT SDS AMBP KNG1 HAO2 TAT ADH1A GSTA1 ECHS1 ADH4 TF SERPIND1 MT2A CLU SOD1 AZGP1 MT1E C9 HMGCS2 CYP2C9 CFB APOH CFHR1 FTL PCK1 ASGR2 SORD CES1 RARRES2 IGF2 ANGPTL3 MAT1A PTMS APOC4 AKR1C4 SERPING1 EPHX1 HPN ACSM2A PLG HULC TDO2 ARG1 ADI1 C4BPA CYP2A13 SERPINC1 SLC10A1 C1R HAAO MT1X C2 CYP4F3 CP FTCD ITIH3 CPS1 ABHD14A-ACY1 PTGR1 LEAP2 SELENBP1 HSD17B6 A1BG CPN2 CFHR3 ALDH2 PCBD1 GLYATL1 ASGR1 PRG4 CYP2D6 HGD PIPOX F2 UGT2B7 RGN APOM PHYH BHMT2 C1S GSTA2 CYP2B6 CYP8B1 CYP1A2 REEP6 HAO1 FMO3 GLYAT ACAT1 GPX3 GRHPR PRAP1 IGFBP1 UQCRQ APOB PRDX6 A1CF GADD45G GPT2 LDHA F9 ETFB AKR1D1 ACSM5 GAMT LECT2 ADH6 SPP2 CYP4A11 CYP3A4 CYP2C8 ALDH1A1 IFITM3 ALAS1 MT1F GATM CFH F12 PBLD ITIH1 BNIP3 GPX2 GC INSIG1 MLXIPL LBP C8B MPST ALDH1L1 ACAA2 SERPINA11 APOA5 CMBL TLCD4 C3 MTHFS C8A ALDH6A1 ALDH4A1 C4BPB NIPSNAP1 SERPINA6 SMIM14 QPRT SCD SLC27A5 SLC22A1 PLIN2 ABAT CRYL1 UGT2B10 RBP5 PTP4A1 MPC1 EHHADH GJB1 DPYS AFM MST1 CYP27A1 SCP2 PON1 SHMT1 MT1H RDH16 IGFBP4 TST ALDH8A1 QDPR LINC01554 PON3 FAH ATP5PF AIZARANI_LIVER_C17_HEPATOCYTES_3 http://www.gsea-msigdb.org/gsea/msigdb/cards/AIZARANI_LIVER_C17_HEPATOCYTES_3 CYP2E1 CYP1A2 CYP4F3 SERPINA3 APOB FGA CYP3A4 MLXIPL HPX CP CES1 CYP2B6 CRP APOE SERPINF2 TF C1R ASGR1 APOC1 HP SERPINA1 ITIH3 AMBP FGB PLG CFB AGXT A1BG FN1 C1S ACSM2A IGFBP2 VTN AHSG ORM1 C3 CFH F2 MST1 F12 FTCD DCXR UGT2B7 AZGP1 C9 KNG1 PTMS F5 MT2A IGFBP1 APOA1 RBP4 SERPINF1 CYP2C9 CPS1 BAAT SERPINC1 C5 TNFSF14 APOA2 LRG1 APOH FGL1 ITIH1 SERPIND1 HPN HRG MAT1A EPHX1 CLU APOA5 APOC3 CFHR3 SELENBP1 PLIN5 CYP2A13 FGG CYP2C8 ADH1B CXCL1 SAA1 SERPING1 GPT2 ACSL1 TMEM176B AFM SULT2A1 ASGR2 IGF2 CYP8B1 ORM2 ADH4 ADH1A ABCA1 RARRES2 ANG CYP2C19 SLC27A5 SERPINE1 TMEM176A CES2 NNMT AIZARANI_LIVER_C18_NK_NKT_CELLS_5 http://www.gsea-msigdb.org/gsea/msigdb/cards/AIZARANI_LIVER_C18_NK_NKT_CELLS_5 HSPA1A HSPH1 RGS2 HSP90AA1 IL1B MAFB HSPA6 FCN1 HSPA1B IER5 AIF1 ITGAX VCAN CTSS LYZ DNAJB1 C5AR1 HLA-DRA HLA-DPA1 ANXA1 SAT1 BAG3 HSPD1 KLF4 FGL2 HLA-DPB1 PSAP LILRB2 COTL1 TLR2 CD83 TYROBP LST1 C1orf162 S100A9 SLC11A1 GPR183 FCER1G CYBB LILRB3 FGR APOBEC3A IGSF6 SGK1 HCK CST3 FPR1 CD163 KCTD12 S100A8 HLA-DQB1 MS4A7 CLEC7A IER3 CXCL8 NCF2 S100A11 CCDC88A PLAUR MPEG1 FCGR2A CCR1 ATP2B1 RAB31 PHACTR1 HSPB1 FCGR3A BCL2A1 VIM P2RX7 AREG ZEB2 TGFBI SAMHD1 CCL3L3 PTK2B PLEK POU2F2 ATP2B1-AS1 PTPRE RNASE6 LYN RNF144B ADGRE2 IRAK3 LILRB1 HSP90AB1 NPC2 ALOX5 NCF1 PTPN6 CPVL RILPL2 FGD4 SLC7A7 LAPTM5 HLA-DMA EVI2B PABPC4 CD37 HK3 C3AR1 ADA2 TNFAIP2 JARID2 SCIMP DNAJA1 FTH1 ATP6V1B2 TNFRSF1B HCLS1 KLF2 TET2 GADD45B CSF1R MNDA HBEGF MACROH2A1 MARCHF1 CEBPB PMAIP1 AIZARANI_LIVER_C20_LSECS_3 http://www.gsea-msigdb.org/gsea/msigdb/cards/AIZARANI_LIVER_C20_LSECS_3 AKAP12 ADAMTS4 FLT1 ADAMTS9 STC1 C11orf96 EMP1 TIMP1 CTSL TCF4 SOCS3 PTPN1 FGFR1 IL1RL1 MCAM JMJD1C PPFIBP1 ADM UGCG COL4A1 NR2F1 FCN3 DLC1 COL4A2 CEP170 SLC2A3 TM4SF1 OIT3 ITPRIP DUSP6 RPGR LYVE1 SOX7 TOP1 DDX21 MARCKS YBX3 THBD ANGPTL4 NID1 MAP1B PDE2A YES1 SHANK3 TUBB6 SPRY4 TIMP3 PLPP3 SASH1 SPARC PTPRB MEG3 APOLD1 ACKR3 DNASE1L3 RASIP1 IL1R1 LIFR RRBP1 STAB1 BAZ1A TINAGL1 FCN2 RAPGEF5 ZNF462 GPRC5A BTNL9 ADAMTS1 TFPI2 DUSP5 UPP1 ADGRF5 CD14 C1QTNF1 CEMIP2 ACTN1 CLEC4G NRIP1 INSR MRC1 NOS3 PXDN PRSS23 STAB2 CRHBP KDM6B CDKN1A PDLIM1 FAM107A TNFRSF10B CLEC4M IGFBP7 BHLHE40 FAM43A ADGRL4 HYAL2 S1PR1 SEMA6A LDB2 IVNS1ABP SLC4A7 RHOJ NRP1 LUZP1 EFNB2 ETS2 APP MRO HIF1A ITGA5 CAVIN2 CD93 F8 RELN ARHGAP26 HERC1 PCDH17 HIC1 PRCP CCL15-CCL14 NAMPT LMNA EPAS1 RBMS1 TFPI DDX3Y IL33 LIMA1 SOGA1 NCOA7 SEC14L1 PLTP CDH5 TNFRSF10D ARHGAP29 WWTR1 SBNO2 SORBS1 SLC25A37 PXN USP13 CD59 PLXNA2 CSNK1E NRP2 ICAM1 FOSL2 ERG LIMCH1 PLAUR ARHGAP23 PAPSS2 IFI27 CDC42BPB KDR NOTCH4 CD36 MYCT1 TANC1 TGM2 TCERG1 ENG C5AR2 B4GALT5 TCIM FGF23 OSMR MAST4 PLCB1 FOXC1 HIPK2 CNKSR3 STC2 TAL1 FOSL1 TIE1 CAVIN1 PLEKHG1 MYO10 SSH1 NAV1 RDX WSB1 SERPINH1 TOX2 IL6ST CLEC1B CUL4B CHD7 WARS1 ARGLU1 MACF1 LRRC32 TCF7L2 ASAP1 MARCHF3 JAM3 ROBO4 NFKBIA PHC2 EIF5B PREX2 RBM25 SPAG9 CD9 PIEZO2 MARCKSL1 DNMBP S100A16 SLC7A8 PRKD3 FKBP1A PNP CRIM1 SRGAP1 RBM17 ITPKC ARSG CAMSAP2 PEAK1 HPCAL1 UACA SHROOM4 IL4R SGK1 CHSY1 FLNB FXYD6 TGFBR3 ZNF160 SNX9 PVR AFF4 BMPR2 GOLGA4 TMEM51 ADAM9 ROCK2 SERPINE1 IFI16 CCDC144A BDP1 LGMN VCL RALA DNTTIP2 MID1 ESAM ZEB2 FILIP1 CCDC50 WDR60 GALNT1 KCTD20 BNIP3L SLCO4A1 ARHGEF7 NOLC1 SLC20A1 PRICKLE2 SEMA3F SOX17 AHCTF1 KLF7 NDRG1 ANKRD11 PPP1R15A NR5A2 GARRE1 ZEB1 PEA15 RAI14 CDC37 STX12 NCL CDK17 EEA1 FNDC3B DAB2 GOLGB1 CXCL16 NXPE3 JUND DCUN1D3 MIR4435-2HG RIPOR1 ITGA9 GRB10 RBBP6 ACP5 SNRK SDCBP WDR43 SLC7A1 DAAM1 AIZARANI_LIVER_C21_STELLATE_CELLS_1 http://www.gsea-msigdb.org/gsea/msigdb/cards/AIZARANI_LIVER_C21_STELLATE_CELLS_1 DCN C7 COL1A1 COLEC11 COL1A2 COL3A1 IGFBP7 MFAP4 IGFBP3 FBLN5 BGN CXCL12 DPT FBLN1 LUM COL6A1 CCL2 CCN2 ADAMTS1 PRELP CRISPLD2 CCN1 SPARC PTGDS COL6A2 PTN MMP2 INMT PDGFRA AEBP1 MGP RGS16 SOD3 OLFML3 CD81 SERPINE1 CCDC80 QSOX1 LAMB1 GPX3 MYL9 SRPX COL14A1 MMP19 NEXN ADAMTSL2 CALD1 C11orf96 FILIP1L CCDC3 TIMP2 COL6A3 PHLDA1 IGFBP5 COL4A2 COL5A1 CH25H ACTA2 C1R CDKN1A RBP1 HGF THBS2 EDNRB EGR1 PLCXD3 CFH GEM LTBP4 TNS1 ADAMTS2 VIM SSPN ANK3 FSTL1 EFEMP1 MAP1B AGTR1 TIMP1 DEPP1 RGS2 LGALS1 MATN2 NFIX DKK3 GGT5 PCOLCE RN7SK THY1 NR2F1 RRAS CYBRD1 TIMP3 CDC42EP3 LMNA CCBE1 GSN JUNB MT1M FBLN2 CLDN11 TCEAL4 SYNPO2 BTG2 FHL1 EMP1 MYC ENG LAMC3 MXRA7 CAVIN3 MYH10 CPXM2 TMEM204 ANTXR1 CRYAB CEBPD PCDH9 ITGA9 GPC6 SLIT3 FBN1 RBPMS ITGB1 RGS4 SFRP1 HSPB1 SOCS3 ZFP36 CSRNP1 LRP1 ITGB5 TSC22D1 FOS ACTN1 LGALS3BP ARID5B KLF4 MASP1 C1QTNF1 C1S ITGA8 DDR2 COL4A1 KAZN CSRP1 THBS1 PROS1 MAFF NR2F2 FOSB IL1RL1 PALLD RND3 MARCKS VCL MITF CTDSPL NFIA MYADM MYLK TIPARP CEBPB RBMS3 CAV1 DPYSL2 IFITM3 CITED2 LAMC1 IGFBP4 TPM4 BMP2 CAVIN1 TSC22D2 IER3 SERPINF1 ITM2C PRSS23 ATN1 ZFP36L1 IFITM2 EPAS1 GLUL DSTN ALDH1A1 MKNK2 CD63 SLC38A2 H19 CCNI ACTN4 TCF4 DYNLL1 HLA-DRB1 AIZARANI_LIVER_C22_RESIDENT_B_CELLS_2 http://www.gsea-msigdb.org/gsea/msigdb/cards/AIZARANI_LIVER_C22_RESIDENT_B_CELLS_2 MZB1 DERL3 SSR4 BLOC1S5-TXNDC5 ITM2C HERPUD1 FKBP11 SEC11C XBP1 FOSB FCRL5 POU2AF1 RAB30 ERLEC1 LY9 CREB3L2 MEI1 TENT5C HSP90B1 CD79A SLAMF7 H1-10 SDF2L1 PRDX4 AMPD1 PTK2B CD27 TSC22D3 HLA-DOB SPCS2 BTG2 PLPP5 CRELD2 AIZARANI_LIVER_C23_KUPFFER_CELLS_3 http://www.gsea-msigdb.org/gsea/msigdb/cards/AIZARANI_LIVER_C23_KUPFFER_CELLS_3 S100A8 S100A9 VCAN FCN1 THBS1 CTSS LYZ SLC11A1 FPR1 S100A12 TKT FGR C5AR1 MNDA CYBB NCF2 RGS2 SELL PLAUR CLEC4E TLR2 S100A6 TYROBP HCK PSAP MPEG1 CSF3R SAMSN1 IL1R2 MAFB IL1B LILRB3 LRRK2 RIPOR2 AIF1 POU2F2 EVI2B APOBEC3A LILRB2 ITGAX IRAK3 VIM RN7SL368P ZEB2 GCA S100A4 PTPRE PLBD1 CD163 CD300E TNFRSF1B RAB31 FCER1G SAT1 IL17RA IGSF6 CSTA SERPINB1 AP1S2 ATP2B1 TNFSF13B DOK3 PTAFR RILPL2 CCDC69 BCL2A1 MEGF9 ANXA1 TSPO COTL1 CCR1 EREG CLEC7A CD55 PTK2B SLC2A3 USP15 C1orf162 S100A11 TNFAIP2 ATP2B1-AS1 MARCHF1 KCTD12 NFAM1 AGFG1 KLHL8 MYO1F VSIR SKAP2 PLEK IFNGR2 GRN HK3 CFD CDC42EP3 ITGB2 SLC7A7 EFHD2 JARID2 SECTM1 SPTLC2 SDCBP CFP LINC01001 EMILIN2 ITGAM SIRPB1 CREB5 CPPED1 ARRB2 APLP2 CLEC12A WAS FCGR2A VNN2 GAS7 JAML RNF144B PLXDC2 LAPTM5 CCDC88A GNAI2 JDP2 SRGN CXCL8 MX2 DUSP6 AREG PRKCD VSTM4 MACROH2A1 NAIP NAMPT CD37 ADA2 LRRFIP1 SLA TREM1 AHR LST1 PTGS2 MPP1 FGL2 SLC43A2 SAMHD1 TRPS1 FYB1 ACTB LGALS1 TALDO1 C12orf77 ZNF471 RASSF2 BASP1 GLIPR2 ATP6V1B2 PELATON VMP1 LY86 CD44 HSPA1B RTN3 SIRPB2 RNASEK PILRA CNTRL SOD2 OAZ1 PARVG PRKCB CPVL NFKBIA TYMP GRB2 CALM2 FBLIM1 TMEM127 LIMS1 SH3BGRL3 CD93 CSGALNACT2 DDX60L GK NLRP12 PLP2 ZNF281 SMAP2 LTA4H PKM ALOX5 KCNMB1 S100A10 METTL21A ATP6V0B ROCK1 BCL6 PHC2 GRK2 CKAP4 LYN CD14 CD52 FTH1 CTSB ALDOA RNF130 SLC25A37 TRIM38 TET2 PLCB2 GMFG HSPA1A GMEB1 FKBP1A PTEN RHOG IRS2 MACC1 HCLS1 PCDH11Y PREX1 AIZARANI_LIVER_C24_EPCAM_POS_BILE_DUCT_CELLS_3 http://www.gsea-msigdb.org/gsea/msigdb/cards/AIZARANI_LIVER_C24_EPCAM_POS_BILE_DUCT_CELLS_3 MUCL3 KRT19 MMP7 SPP1 CLDN4 KRT7 CEACAM6 CD24 PIGR ANXA4 TACSTD2 ELF3 S100A6 GABRP KRT8 TM4SF4 AKR1B10 ANXA2 MUC1 KRT18 SLPI SPINK1 ONECUT2 TNFRSF12A AGR2 CCND1 MUC5B TFF3 EZR SOX9 CLDN7 LCN2 TM4SF1 CFTR UGT2B15 CLDN3 GPX2 GALNT4 SLC12A2 LGALS4 KLF5 SHROOM3 SOX4 S100A10 SPINT2 ANXA13 TSPAN8 GSTP1 SPINT1 TTN SLC4A4 LGALS3 TMC5 EPCAM PMEPA1 TPPP3 HSPB1 SDCBP2 SORBS2 TAX1BP3 NQO1 ATP1A1 BACE2 PDZK1IP1 DSP CDH1 DSG2 VSTM2L TSPAN3 CDC42EP1 LAD1 GOLM1 DDR1 LGALS2 CD59 CXCL6 ACTG1 BIRC3 MLPH VTCN1 PERP FXYD3 ANPEP LMNA MUC13 S100A14 S100A11 OCLN CDKN1C KLK11 TPM1 TST WFDC2 CLDN10 ATF3 PHLDA2 DUSP4 LMO7 KCNJ15 PLD1 CAPN2 SLC5A1 FA2H CHST4 MAL2 KIAA1522 CLDN1 PPDPF CD63 CES1 NECTIN2 TPM4 MYO1C TNFRSF21 LAMB3 WEE1 TUBB4B TXLNG CD151 SPTBN1 CRYAB CAV2 AQP3 MSI2 TRNP1 CYSTM1 SDC4 CALM2 DYNC1I2 SPATS2L SGMS2 CGN ENAH GCNT3 DSTN FAM102A TUBB2A BMP2 CXCL8 BEX3 TJP1 ERBB3 PTPRF CLU TSPO HBEGF ACTN4 DEFB1 RBM47 DCDC2 AKR1C2 ATP1B1 CAMK2N1 RAB11FIP1 SLC12A7 ANXA11 ABHD2 CTSH GTF2I ITGB1 TAGLN2 LRP10 TNFAIP2 PRDX5 GADD45A ABLIM1 CYFIP1 ANXA5 CHP1 LMO4 AFDN TXN TENT5A AQP1 VAMP8 MYADM CLINT1 RAC1 MYL12B CPM NFIB TUBB NR2F2 CLIC1 MYL6 AIZARANI_LIVER_C25_KUPFFER_CELLS_4 http://www.gsea-msigdb.org/gsea/msigdb/cards/AIZARANI_LIVER_C25_KUPFFER_CELLS_4 AREG GPR183 HLA-DPA1 HLA-DRA FGL2 RGS2 HLA-DPB1 HLA-DRB1 HLA-DQB1 HLA-DQA1 HLA-DRB5 ATP1B3 NR4A3 IL1B SRGN C1orf162 FCGR2A C5AR1 SAT1 CD83 HBEGF PLAUR ITGAX PLEK CST3 FCER1G RNASE6 IL1R2 IER3 LST1 RAB31 KCTD12 TGFBI RGS1 CD163 SGK1 NR4A2 FCER1A PHACTR1 REL PTPRE FCN1 TLR2 TYROBP CTSS HLA-DMB CD1C VIM CYBB FGR AIF1 SAMHD1 OGFRL1 HLA-DMA CCDC88A ARRB2 CXCL3 GPX1 RILPL2 MS4A7 CD86 TNFRSF1B AHR IRAK3 NAMPT HCLS1 COTL1 CLEC7A MAFB KDM6B MPEG1 JARID2 THEMIS2 STK17B CXCL8 MACROH2A1 KLF4 FPR1 CD55 CLN8 RNF144B IRF8 LYZ MAP3K8 THBS1 GPAT3 BASP1 ATP6V1B2 GRN CSF1R ANXA1 EREG FGD4 CMTM6 CLEC10A CLEC4E B3GNT5 IL13RA1 EVI2B MARCHF1 S100A11 LYN IL1RN RGCC RNASET2 VCAN JAML SELL CIITA PSAP PABPC4 PPT1 SYK LILRB3 GAPT ADGRE2 LILRB2 HERPUD1 MIS18BP1 CPVL SERPINB9 PMAIP1 PSTPIP2 GZMB METRNL GNA13 ITGB2 H3-3A ADA2 NPC2 ATP2B1 DDX21 THBD VEGFA CXCL16 PABPC1 FTH1 RPL36A TNFSF13B POU2F2 LRRFIP1 EMILIN2 SAMSN1 NLRP3 LAPTM5 ZEB2 IRF4 LGALS9 TET2 NCF2 ZNF331 SLC11A1 SH2B3 HSPA6 CNTRL HLA-DOA CXCR4 RHOQ HCK PTK2B AP1S2 ACTB CELF2 KLHL6 LILRB1 IGSF6 FLT3 PLD4 LITAF ICOSLG TMSB10 LIMS1 SLC15A3 MNDA AIZARANI_LIVER_C28_NK_NKT_CELLS_6 http://www.gsea-msigdb.org/gsea/msigdb/cards/AIZARANI_LIVER_C28_NK_NKT_CELLS_6 SRGN TNFAIP3 ZFP36L2 CRYBG1 CREM ZNF331 CXCR4 RGS1 IL7R XCL1 BTG1 CNOT6L CD44 SPOCK2 CD69 AREG EMB GPR171 SARAF NR3C1 STK4 NIBAN1 ATP1B3 TSC22D3 SLA STK17B CYTIP SLC38A1 ARHGDIB PRDM1 PTPRC FAM177A1 RBPJ SAMSN1 ETS1 PDE7A PTGER4 RNF125 RUNX3 NFKB1 LCP1 PARP8 PPP1CB SYTL3 ITK KIT WIPF1 KLRB1 SH2D2A CD53 FYN SMCHD1 DUSP4 EVI2A ANXA1 GATA3 AKNA PBXIP1 TCF7 EML4 MYBL1 SMAP2 CDC42SE2 TENT4B TENT5C RPS27A STK17A MAF CELF2 CD40LG USP36 PPP2R5C JUNB RGCC AUTS2 BCL11B LEPROTL1 PIM2 SATB1 FNBP1 RPL36A RPS29 RCAN3 TRAC CD52 PDE4D PPP1R2 ZC3HAV1 GPRIN3 RPS27 PIK3R1 IL2RG PDCD4 CXCL13 RASSF5 LEF1 TRBC2 TXNIP CXCR6 AIZARANI_LIVER_C29_MVECS_2 http://www.gsea-msigdb.org/gsea/msigdb/cards/AIZARANI_LIVER_C29_MVECS_2 MGP EMP1 FAM107A TM4SF1 VWF CLEC14A ADAMTS1 SPARCL1 CAV1 CPE LMNA C7 VIM C11orf96 ITGA5 IGFBP7 CD9 MMRN2 FOXC1 EPAS1 RNASE1 CCN2 CAVIN2 PRSS23 EDN1 THBD SRPX PTPRB IL6 MYADM FBLN2 HEG1 IL33 PECAM1 DLC1 FKBP1A TSC22D1 TGM2 POSTN PLPP3 YBX3 TIMP1 CRIM1 TIMP3 PDLIM1 TGFBR3 CDKN1A AQP1 LDB2 NDRG1 TUBB6 CAVIN1 CRIP2 ABI3BP MMRN1 CD34 FNIP2 C1QTNF1 LIFR ITPKC TCF4 RFK GJA1 SPRY1 JAM2 CCN1 ADAMTS9 PLPP1 DPYSL3 ADAMTS4 PNP BMPR2 FILIP1 DKK3 PALMD MYCT1 TPM4 FLNB CD93 CD59 TIE1 ITPRIP RAMP2 IL1RL1 CALCRL FOSL1 EFNB2 COL3A1 ESAM APOLD1 EMCN IFI27 ATN1 IFITM3 ENG TSPAN7 NFATC1 NFATC2 PTGS1 COL8A1 ARHGAP23 SLCO2A1 ID1 STC1 SOX7 CAV2 TUBB4B PTGIS HSPB1 WARS1 BMP4 A2M LMO2 TAGLN2 TUBA1A F8 FOSB JMJD1C TIMP2 ANXA2 ANXA1 ATP1A1 PLTP DOCK9 MDK SELP GNG11 PALM GPX3 RAMP3 NFIA GALNT15 DUSP6 PEA15 CDC42EP3 S1PR1 ERG INSR ITM2B CHSY1 FXYD6 BMX PLEC TFPI PTHLH NR2F2 MYC TACC1 SERPINE1 LAMB2 TINAGL1 SOCS3 SEC14L1 WWTR1 PKIG TEK PGM5 CYB5R3 NDRG4 DOC2B SPTAN1 LIMCH1 F2R RPGR ABLIM1 JUND RIPOR1 HBEGF KLF2 CD151 SWAP70 GPM6A APP SELE ARID5B GPRC5A STOM NRN1 B4GALT5 MIDN IFITM2 LRRC32 BGN FGF2 GNAI2 FLOT1 HYAL2 RFX2 MIR22HG SYNPO ADGRL4 NOLC1 MAFF IL1R1 NR2F1 RSPO3 TMTC1 IGFBP3 KDM6B AHNAK MATN2 S100A16 CDH5 GNAS NASP EHD2 SERPINB9 NTS FLT1 CSRP1 DDX21 HLA-E MECOM AIF1L GARRE1 HIF1A CRTAP GJA5 SPTBN1 NFIB PLVAP MYOF KLF4 ELK3 FGD5 UPP1 INPP1 FILIP1L LIMA1 PTPRG CCL15-CCL14 PARVA TLR4 B4GALT1 ID3 OMD TTC28 NUDT10 NEDD9 CMIP LTBP4 SULF2 CD320 SERPINB6 EHD4 NIBAN2 TP53I11 CLDN5 ARL4A TNS2 SNTB2 INMT CLEC3B ST6GALNAC3 GSN ECE1 KCNN3 IFI6 NCOA7 CYYR1 DSTN MAST4 TSPAN18 AFF1 TMEM47 IGFBP4 PLSCR4 SASH1 ACKR3 OAZ2 CTNNAL1 SKI PTGDS RHOJ AVPI1 TSC22D2 TCF7L1 ADGRG1 ARHGAP31 ADGRF5 TRIOBP UACA PTPN14 ASAP1 RBMS3 CGNL1 TMCC3 S100A10 TMSB10 NOS3 ACTN1 LUZP1 TFPI2 AKAP12 CNTNAP3B DPYSL2 ITM2A KCTD12 NPDC1 SPAG9 KLF3 PTTG1IP MYO1C SPRY4 PREX2 CD55 NOTCH4 HSP90AB1 ATP1B3 NOP56 PDLIM5 YWHAE PTPN12 AIZARANI_LIVER_C30_HEPATOCYTES_4 http://www.gsea-msigdb.org/gsea/msigdb/cards/AIZARANI_LIVER_C30_HEPATOCYTES_4 TNFSF14 CRP CYP4F3 CYP2B6 RN7SL403P WDR31 CYP3A5 NSUN6 MLXIPL ACSM2A ECHDC2 CP SLC13A5 CYP2A13 MST1 F5 ASGR1 PLIN5 CYP2C19 IL6R TENT5A HGD ZKSCAN1 LINC01554 GADD45G RN7SL510P MAT1A HAL ADGRA3 F12 DST H6PD TENM1 ERRFI1 CTD-3080P12.3 ZMAT3 C2orf68 SLC23A2 AFM ACSL1 ITPR2 PROC ERBB3 ZC3H13 CFH CYP2C8 AR LONP2 FAM20A FTCD SLC43A2 INSIG1 LINC00574 SLC39A14 SHROOM1 ITIH3 PNPLA3 ARHGEF26 ABCA6 ZFAND5 CYP3A43 LEAP2 SELENOO C4BPB CPS1 PLGLB1 DIS3 ZNF283 LINC01285 GPT2 MIRLET7BHG DDI2 MFSD4B PTK6 CPEB4 ZNF605 PCDH11Y CHRD C8A AGXT HLF C17orf75 PCDHB1 FST BCDIN3D CYP2C9 RAD54L2 TRIM72 FBXO48 COLEC12 INTS6 BIVM C5 SELENBP1 ABCC2 CA5A PROZ KREMEN1 ST3GAL6 RN7SL134P ZNF454 RPS6KA5 TJP2 CLMN NTRK3 RN7SL811P GABPB2 TSHZ2 MTMR9 HEMK1 VSTM4 DSG3 PPP2R1B ARMC9 NUGGC ABLIM3 HAO2 PTPN3 MEG8 ACADVL ASL CLNK GCKR IDH2 NLRP12 SEMA3E AASS HGFAC LMOD3 PPARA PCK1 SH3PXD2A ENPP1 CYB561A3 TLCD2 C1R NR1I2 TLCD4 DNAJC22 LINC00887 GPAM VEGFA ARIH2OS PCYT1A SLC35E3 GPR82 A2M SLC17A9 EPHX2 PCAT7 CCBE1 LINC01502 COL27A1 SNORD3A GGPS1 CFHR3 GRB14 FKBP5 DDX10 C6 ALDH1L1 COMMD2 CAMK1D DGKH LRCH3 XPR1 POR CYP3A4 ADPRHL1 MIGA1 CEP89 GMEB1 FYB2 TMEM192 ZBTB25 METTL21A SLC25A18 TAT SLC25A37 TMEM87A CMC2 LACTB2-AS1 FMO5 FOXO3 ABCA1 MAVS AIG1 HELB SGSM1 INE2 ASPG NBPF11 FBXO31 KIZ-AS1 FMO3 IKBIP EXOC3-AS1 LSINCT5 HSPA4L SLCO1B3 PIK3C3 RALGAPA2 ITGA9-AS1 ARHGEF10L DHTKD1 MREG KPNA6 TRMT9B LUADT1 IGFBP1 ALAS1 QSOX1 NOS1AP NBPF12 MAP3K14 LINC00963 KCNMB1 MACC1 COBLL1 IL1RAP MAS1 SRSF11 ANGPTL4 ID2 GNL3L SERAC1 MOGAT3 GSDMB ARL10 CHDH VSIG1 ACACB ZNF397 SEC14L4 GTDC1 SLC25A13 HPN PHF6 LINC01209 A1CF ACER3 FAM161A DSG2 AIPL1 PROX1 FBXO21 LINC01116 PNISR ZNF426 SIK2 GCGR ARG1 SVOP ACAD11 CCNL2 PABPC1L NEDD9 FBXO17 PCLAF CCT8 RUNDC1 BAAT SLC25A16 PTAFR FAM98B GRTP1 PPP6R2 C5AR2 SDS FAXC SEC23A RNF216 MKLN1-AS CAPN3 ONECUT2 PDE4DIP ABCA5 SCML1 RN7SL602P IDS TMEM106A SGMS1-AS1 RAMP2-AS1 BDH1 MEGF9 ADCY1 LRRC27 RCL1 LRP6 ABCC3 SIN3B PART1 KCNA7 MAST4 MLXIP RNF41 PPP1R3B BHMT2 LINC00895 POLR2J3 WNT2B MYO1B MUC3A PTP4A1 UCKL1-AS1 ACSM5 UBR4 DDR1-DT SLC31A1 CCDC30 ZNF556 SLC28A2 DESI1 COL18A1 RANBP10 PHKA2 APMAP RN7SL605P RSPH3 FBXO22 MFAP5 STAT3 FMN1 MDM2 PLIN4 KIR3DX1 TMEM189 LYRM7 C15orf40 TNRC6A GLYCTK STXBP5-AS1 FEM1A TMEM254-AS1 ELL2 UBN2 AP1M1 ADGRG6 TAF8 RN7SL391P RNF115 BCL6 GTF2H2 ULK1 MTO1 GNE OLAH CXCL1 CYP2D6 ZNF154 PHF8 TTC38 CCDC142 NAA16 GFOD2 EMC10 ITSN1 F7 GTPBP10 PDE6A SLC14A2 ZHX3 YIF1B RIOK3 ATF3 FBXL18 ZNF641 FOXO1 PHACTR4 HDHD3 GTF2H2C RBL1 GOLGA8B SORL1 IRS2 LINC01521 LRRC57 SRD5A1 ARSK MKNK2 BHMT METTL2B ICA1L ZNF554 LRRC58 CNKSR3 BCO2 XKR4 SUGP2 STEAP4 HAP1 YIPF4 NFX1 IYD ZNF419 CHORDC1 SLC7A2 PDP2 ITIH1 NCBP3 DSTYK ZNF264 AK3 PPARGC1A SNAP29 TUBD1 HEATR5A ABHD15 ZNF101 CSAD L1TD1 AHI1 PNPT1 PAN2 RHOBTB3 HPX NNT-AS1 MPV17L PPP1R12B SLC27A2 FHL2 RN7SL202P RBBP5 KIF1C TNFAIP8L1 TEAD1 DNAJA1 UTP23 DCPS ZYG11B GPR1-AS ZNF639 PAH LEPR RN7SL274P EFNA1 TUT7 RPS27L GABPB1-AS1 UBE2G2 VHL KLF6 NNT PLEKHA2 NDUFV3 RAB27A AIZARANI_LIVER_C31_KUPFFER_CELLS_5 http://www.gsea-msigdb.org/gsea/msigdb/cards/AIZARANI_LIVER_C31_KUPFFER_CELLS_5 TNFSF14 CRP SAT1 MYH11 SLC11A1 NSUN6 LILRB1 LILRB2 IRAK3 POU2F2 MST1 TENT5A CYP2B6 STK19 CCDC88A MLXIPL PLIN5 CTSS MAFB FGR LILRB3 SELENOO C5AR1 FST DISP2 MARCO LYN RBM25 H6PD TYROBP VCAN ACSM2A KCNAB2 IL1B PTK2B PSAP ADAP2 ZEB2 TENM1 IL1RN ATP1B3 SAMD5 SLC13A5 ITGAX CD300E LST1 ASPG MDM2 ATP2B1 APOBEC3A CHRD PELATON AIF1 ACADVL MS4A7 ARHGEF10L PLAUR TNRC6A NTRK3 FCN1 BAZ1A SHROOM1 C3orf62 VMP1 RNF144B IL6R PAG1 PHF8 MEGF9 SVOP MIRLET7BHG GPT2 SH3BP2 FCER1G CTSB EFNA1 ITIH3 GADD45B CYP4F3 UTP23 VSIG1 CYBB NLRP12 CLEC7A DSG3 JARID2 RN7SL510P C4BPB FCGR3A NKTR SLC25A37 RGS2 MT2A MFSD4B ECHDC2 LRRFIP1 ACOT9 MPV17L STAT3 TCF7L2 WARS1 REL ROCK1 METTL21A S100A11 CALD1 CYP3A5 COTL1 ZMAT3 SLC43A2 GGPS1 ZC3H13 EVI2B NAMPT TNFRSF1B ZKSCAN1 LUC7L3 CYP2A13 TLCD2 LONP2 AIZARANI_LIVER_C32_MVECS_3 http://www.gsea-msigdb.org/gsea/msigdb/cards/AIZARANI_LIVER_C32_MVECS_3 CXCL9 PRSS23 LIFR ACKR1 INMT SELE FSTL3 TGM2 PTGDS TIMP3 CRIM1 FOXC1 PTPRB CXCL1 WARS1 HYAL2 FGFR1 C7 IFI27 NOS3 CXCL11 VWF MATN2 PELI2 IL1R1 TAL1 CLDN11 SRPX SMAD6 NDRG1 PTGS1 FBLN2 TSC22D1 GBP4 RAMP3 IGFBP7 PTGIS DPYSL2 BMX VCAM1 SOX7 EPHB4 EPAS1 NRP2 PPFIBP1 THBD HSPB8 FCGR2B TLR4 GPM6A ARL4A ACKR3 NPDC1 TIAM1 MAPK7 CEBPD NOVA2 PDLIM1 CALCRL EHD4 NTN4 ADGRG6 PDE2A PECAM1 ACTN1 KLF4 ZCCHC24 NOSTRIN ENG SNTB2 KRAS MMRN2 HEG1 TNFSF10 TACC1 AKAP12 IRAK3 SOCS3 ANKRD26 NFIA ZMYND8 TGFBR3 FKBP1A IFI44L WWTR1 SPRY4 TNS1 SPRY1 APP AFF1 NCOA7 PARP14 IL33 IL6ST BST2 RNASE1 HDAC7 ID1 C11orf96 CSRNP1 BHLHE40 SLC38A2 IFITM3 KLF2 CFLAR GIMAP4 APOL1 NR2F2 ITPRIP SGK1 APOLD1 PRCP NFKBIZ TFPI SPTBN1 KLF9 TRIM56 HLA-E IL32 ITM2B IFITM1 HLA-B HLA-A B2M TMSB10 AIZARANI_LIVER_C33_STELLATE_CELLS_2 http://www.gsea-msigdb.org/gsea/msigdb/cards/AIZARANI_LIVER_C33_STELLATE_CELLS_2 RGS5 IGFBP7 MAP1B COL1A1 COL3A1 NOTCH3 ACTA2 SPARC COL1A2 COLEC11 BGN COL6A1 COL4A2 MYL9 MYLK CALD1 ITGA1 ADAMTS1 MYH11 TPM2 IGFBP5 CPE COL5A1 TNS1 NEXN TIMP3 LAMB1 CRISPLD2 RASD1 ISYNA1 RCAN2 PLA2G5 UACA EBF1 FXYD6 PHLDA1 COL6A2 CRYAB MGP ITGB1 SOD3 C11orf96 NRXN1 LHFPL6 ID3 CCDC3 GPX3 TPM1 TSC22D1 ID4 SEPTIN4 PTN PLAT ANTXR1 ITGA7 KLHL23 ARHGEF17 COL4A1 CAVIN3 FIGN KANK2 PBX1 DBNDD2 PELO SPARCL1 SEPTIN11 GJA4 PALLD CYGB OAZ2 RBPMS EPB41L2 NID1 LGALS1 TBX2 CLMN NT5DC2 PRKG1 LGI4 MCAM FLNA ANK3 VIM MXRA7 TPM4 PXDN LAMC1 SEMA5A C7 MBTPS1 IMPA2 ANXA6 MEF2D RBMS3 PTH1R CCDC92 CDC42BPA TOB2 PLS3 DLC1 NUDT4 ZFHX3 TSPAN3 PAG1 PPP1R12B A2M PCM1 ATP1B3 BAZ1B NR2F2 ENAH CAV1 ATN1 EPAS1 TOB1 ADGRF5 CAMK2N1 NFIA LUC7L3 DST IFITM2 TLN1 GNAS MYH9 CD59 LPP AIZARANI_LIVER_C34_MHC_II_POS_B_CELLS http://www.gsea-msigdb.org/gsea/msigdb/cards/AIZARANI_LIVER_C34_MHC_II_POS_B_CELLS MS4A1 CD79A CD37 POU2F2 BIRC3 TCL1A CD79B NIBAN3 BANK1 SPIB CD52 PAX5 FCRL1 BACH2 FCMR MARCHF1 SYK SELL RALGPS2 YBX3 TTN FCRLA P2RX5 RIPOR2 STX7 IQSEC1 LTB PRKCB CCR7 LINC00926 TNFRSF13C AFF3 CD83 HLA-DRB5 BCL11A EBF1 UCP2 HSH2D RUBCNL PCDH9 IRF8 POU2AF1 PTPN6 ISG20 LIMD2 VPREB3 CD22 NCOA3 CD19 CLN8 RCSD1 DGKD CYFIP2 RHEX TLR6 GABPB1-AS1 HLA-DQA1 LYN MTPN SP140 LAPTM5 AEBP1 MAP3K1 EGR3 DOK3 GNG7 MPEG1 FCRL2 RPS11 PLEKHA2 SLC9A7 SEPTIN6 PTPRCAP TMEM154 KIAA0040 EVI2B FOXP1 HLA-DQB1 CIITA TLR10 MAP3K8 ATP2B1 ITM2C RPS8 CAMK1D LUC7L3 SMAP2 KLF2 BICD2 CLCN6 CD1C RNASE6 PPM1K NCF1 SWAP70 ARHGEF18 PDE7A CNTRL SF1 RPL18A CXXC5 PARP15 DDX6 PARP1 HLA-DPB1 ORAI2 CLEC2D BOD1L1 CXCR4 LYST RPS27 HLA-DRA RPL13A CD82 PLAC8 MDM4 RPLP2 ARL10 CYBB IL4R MKNK2 HLA-DRB1 RPS23 NAP1L1 CORO1A RNASET2 RPL39 RPL19 RPL18 EEF1B2 EEF2 RPS5 ATF7IP FAU AIZARANI_LIVER_C38_RESIDENT_B_CELLS_3 http://www.gsea-msigdb.org/gsea/msigdb/cards/AIZARANI_LIVER_C38_RESIDENT_B_CELLS_3 JCHAIN BLOC1S5-TXNDC5 DERL3 MZB1 SSR4 ITM2C HERPUD1 FKBP11 RAB30 POU2AF1 CD79A FCRL5 CREB3L2 MEI1 XBP1 CD27 SEC11C HSP90B1 TENT5C SLAMF7 PELI1 LY9 H1-10 AIZARANI_LIVER_C39_EPCAM_POS_BILE_DUCT_CELLS_4 http://www.gsea-msigdb.org/gsea/msigdb/cards/AIZARANI_LIVER_C39_EPCAM_POS_BILE_DUCT_CELLS_4 FSTL3 CXCL8 CCL2 CXCL6 TNFAIP2 CCL20 CXCL3 TM4SF1 TACSTD2 CLDN4 CLDN1 SOX4 ELF3 SOX9 TNFRSF12A KRT7 ITGB8 NUAK2 PMEPA1 GDF15 SLC12A2 SDC4 BIRC3 CREB5 LIF MYADM INHBA LAMC2 KRT8 TM4SF4 NFKBIA TRNP1 HSPB1 CXCL1 CDH1 CX3CL1 NFKB2 DSP BICC1 ACTN4 SOD2 CRYAB CFTR THBS1 RAB3IP SGMS2 PIM3 ACTG1 OCLN KLF5 CTBP2 SPTBN1 EDN1 AHNAK MYH9 SPSB1 ANXA2 VCL CLDN7 CITED4 LAD1 TRPV6 UCA1 PHLDA2 MCAM KRT80 CHST4 KRT18 ALCAM HBEGF TP53BP2 COBL GPRC5B ANXA4 EPHA2 SLC3A2 CD59 LAMB3 TUBB6 SFRP5 S100A14 HMGCR EZR C6orf132 TNKS1BP1 KRT19 NCOA7 TPM1 ANKRD1 RTN4 ITPKC NCEH1 TJP1 RASSF8 CSF1 VEGFA EPCAM MMP7 TRIM47 BMP2 HSPA1A WEE1 PKHD1 NFKB1 MET TNFRSF21 ENAH ABCB1 S100A6 MYO1C ATF3 ANXA5 HMGCS1 ZYX FGFR2 CDC42EP1 ADAM9 GADD45A PFKP PKP4 KDM6B MAFF DCDC2 SLC12A7 ITGB1 SLC7A1 SORBS2 RNF19A BCL2L1 RRBP1 ATP1A1 FLNA AFDN SLC5A1 SQSTM1 RAB11FIP1 NEDD9 SYNJ2 SPINT2 MAP4 IRS2 IFNGR2 SPATS2L NRG1 HSPA1B EGFR CD47 HDGF PDLIM1 FLNB VMP1 TNFRSF10B ATF4 DEFB1 MSMO1 MYO6 CD151 ZBTB20 SCARB2 TENT5A DSG2 LAMP2 UGCG IL32 HSP90AB1 HSP90AA1 CRIM1 DST S100A11 UBE2B CD24 CALM2 ALDH3A2 BAZ1A CD63 KLF6 YWHAE CPM TPM4 SERPINA3 SYNE2 APLP2 SAT1 CCNL1 GAO_ESOPHAGUS_25W_C1_CILIATED_EPITHELIAL_CELLS http://www.gsea-msigdb.org/gsea/msigdb/cards/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 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 BHLHB9 BPIFB1 BTC CABCOCO1 C11orf16 CFAP300 C11orf88 C12orf76 C16orf46 FYB2 C1orf194 C1orf87 C20orf85 C20orf96 C2CD2L ECRG4 FAM166C C2orf81 CFAP20DC CFAP299 C4orf47 C5AR1 CPLANE1 C5orf49 C6orf118 C7orf57 C8orf34 C9orf135 C9orf24 CACNG6 CAPS2 CAPSL CASC1 CCDC103 CCDC114 CCDC13 CCDC148 CCDC157 CCDC170 CCDC173 CCDC181 CCDC24 CCDC33 CCDC39 CCDC60 CCDC65 CCDC74A CCDC74B CCDC78 CCDC81 CCDC88C CD164L2 CD38 CDHR3 CDHR4 CDS1 CEBPA CEP162 CEP97 CES1 CES4A CFAP126 CFAP221 CFAP43 CFAP44 CFAP46 CFAP47 CFAP52 CFAP53 CFAP54 CFAP57 CFAP61 CFAP69 CFP CHST11 CHST9 CLDN16 COL4A5 CP CPEB1 CROCC CSMD1 CSPP1 CST6 CCN2 CXXC4 DALRD3 DCDC1 DCDC2 DCP1B DGCR6 DHRS9 DLEC1 DMPK DNAAF1 DNAH1 DNAH10 DNAH11 DNAH12 DNAH5 DNAH6 DNAH7 DNAH9 DNAI1 DNAI2 DNAL1 DPCD DPY19L1 DPY19L2 DPY19L2P2 DRC1 DTHD1 DTNA DYDC2 DYNC2H1 DNAAF4 DZIP1L DZIP3 ECT2L EFCAB1 EFCAB10 EFHB EFHC1 EFHC2 ENDOG ENPP4 ENPP5 EP300-AS1 ERBB4 ERICH2 FABP6 FAM174A TOGARAM2 FAM183A FAM227A FAM81B CIBAR2 FBXO15 FBXO31 FBXO36 FGF14 CEP43 FHAD1 FRMPD2 GALC GALNS GAS2L2 GAS8 GCA GJA4 GLB1L GLIS3-AS1 GOLGA2P5 GPC5-AS1 GYG2P1 HHLA2 PLAAT2 HYDIN IFT46 IFT57 IFT80 IFT81 IFT88 IKZF4 IL20RA IL5RA INPP5B IQCA1 IQCD IQCH IQUB ITGAL ITGBL1 KATNB1 KCNB1 KCNE1 KCNMB2 KCNRG CFAP92 TRMT9B KIAA2012 KIF17 KIF19 KIF27 KIF3A KIF6 KIF9 KLF3-AS1 KLHDC9 KLHL32 KNDC1 KSR1 LDLRAD1 LGR4 LINC01571 LKAAEAR1 LMLN AL513477.1 WAKMAR2 LINC02532 GIHCG LINC02345 LINC02696 LINC01722 LINC00205 AC025171.1 LRIG1 LRRC10B LRRC23 LRRC27 LRRC46 LRRC61 LRRC71 LRRC74B LRRIQ1 LRWD1 LTBP1 LZTFL1 CFAP91 MAP9 MAPK15 MAPRE3 MARCHF10 MAT1A MB MDH1B MDM1 MIPEPP3 MLF1 MLLT1 MLPH MOB1B MORN2 MORN3 MPDZ MRLN MS4A8 NBEA NEK10 NEK5 NELL2 NHLRC4 NOVA1 NPHP1 NPIPA1 NRP2 NWD1 NXF3 ODF3B OR7E37P OSGEP OTUD1 OXTR P4HTM PACRG PECR PFN2 PHTF1 PIH1D2 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 TCTEX1D1 TCTN1 TEKT2 TEKT3 TEKT4 TFF3 TGM3 TIMM10B TMC5 TMEM151B TMEM190 TMEM231 TMEM232 TMEM234 TMEM45B TMEM67 TNFRSF19 TP73 TRIM37 TRMT1 TRPC1 TSNAXIP1 TSPAN15 TSPAN19 TTC16 TTC21A TTC23L TTC25 TTC26 TTC30A TTLL6 TTLL7 TTLL9 TUBA4B TXNDC11 UBE3D UBXN10 UBXN11 USP2 USP24 USP51 VWA3A VWA3B WARS1 METTL27 WDR19 WDR38 WDR54 WDR5B WDR63 WDR78 WDR90 WFDC3 WNT16 ZBBX ZBED4 ZBED5-AS1 ZMYND10 ZMYND12 ZNF273 ZNF322 ZNF440 ZNF674 ZNF688 GAO_ESOPHAGUS_25W_C2_KRT6BPOS_SECRETORY_PROGENITOR_CELLS http://www.gsea-msigdb.org/gsea/msigdb/cards/GAO_ESOPHAGUS_25W_C2_KRT6BPOS_SECRETORY_PROGENITOR_CELLS ADAM28 ADM AGFG2 APOBEC3A ARNTL2 ATP10B BAHD1 BLNK CACNB1 CALHM2 YJU2 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 ZFAND2A ZNF503-AS1 ZNF710 GAO_ESOPHAGUS_25W_C3_FGFR1LOW_EPITHELIAL_CELLS http://www.gsea-msigdb.org/gsea/msigdb/cards/GAO_ESOPHAGUS_25W_C3_FGFR1LOW_EPITHELIAL_CELLS ACSF3 ARRDC2 C19orf48 CCDC15 CD52 CD69 CDIP1 CLCA2 CLOCK CRTC1 CYTIP DCAKD DIAPH3 DNAJC4 FABP3 FAM126A SHLD2 DIPK1B GAS2L1 GAS7 GPC1 IL10RA IRGQ ISYNA1 L3MBTL3 LAPTM5 AP006621.3 LPXN LTV1 MBNL3 MCUR1 MFSD3 NDRG4 NUP160 NUP35 PEX11A PHTF2 PIP4K2A PPP1R9B PWWP2A RALY-AS1 RBSN RNF166 RPL39L SH3KBP1 SLC2A3 SPATC1L TCF7 TET1 TMEM183A TRAF1 ZNF142 ZNF462 GAO_ESOPHAGUS_25W_C4_FGFR1HIGH_EPITHELIAL_CELLS http://www.gsea-msigdb.org/gsea/msigdb/cards/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 ASB2 ASPA ATP1A1-AS1 ATP9B ATXN1L BMP1 ARMH4 C17orf100 CA2 CADM4 CDC23 CDK5RAP1 CERS3 CHRDL1 CILP CISD3 CMTM3 COL16A1 COL17A1 COL5A3 COLEC12 CPZ CRKL CRMP1 CSAD CTSK CYP1B1 DAGLA DCHS1 DDX31 DGUOK-AS1 DLC1 DLK1 DOCK11 EGR2 ELOVL6 ERMARD PHETA1 INKA1 DENND10 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 ISLR JAM2 JAM3 KCTD15 KDELR3 KLHL21 KLHL31 LAMA2 LCAT LETMD1 LHFPL6 LINC00330 SLC9A3-AS1 LINC02256 LPAR4 LUM ETFRF1 MED20 MED29 METTL17 METTL25 MFAP4 MFAP5 MMP2 MN1 NCBP1 NOD1 NOM1 NOMO1 NRP1 OGFOD3 P3H3 PAMR1 PBK PCDH18 PCDH9 PCOLCE PCSK6 PDGFRB PDGFRL PI15 PI16 PIANP PIGK PKDCC PLEKHG5 PLXNC1 POLL POSTN PRKG2 PSMG3-AS1 PTBP2 RARRES2 RTL5 RIC1 ROBO3 RWDD2A SCARA5 SDHAF4 SEH1L SH3PXD2B SH3TC2 SHQ1 SLC16A2 SLC35A1 SLC37A4 SLC45A1 SLIT3 SNHG15 SNX10 SNX21 SOCS2 STARD9 STAT5B SVEP1 SYT1 TADA2B TARS3 TBC1D8B TENM4 TGFBR3 THBS2 TMEM132A ARHGAP42 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_STOMACH_24W_C1_PROCRPOS_MULTIPOTENT_PROGENITOR http://www.gsea-msigdb.org/gsea/msigdb/cards/GAO_STOMACH_24W_C1_PROCRPOS_MULTIPOTENT_PROGENITOR ANKRD37 C2CD2 C7orf26 CASP3 CDC45 CENPQ DDX31 DNAL4 DTX3L FAM229A GJC2 GPT2 H2AX 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 http://www.gsea-msigdb.org/gsea/msigdb/cards/GAO_STOMACH_24W_C2_TFF2POS_MULTIPOTENT_PROGENITOR SUPT7L ECE1 PTP4A3 TCIM PROM1 TBC1D15 UBE2D1 GAO_STOMACH_24W_C4_PARIETAL_PROGENITOR http://www.gsea-msigdb.org/gsea/msigdb/cards/GAO_STOMACH_24W_C4_PARIETAL_PROGENITOR CCDC80 ANXA1 CFH H6PD FKBP14 KERA FGD5 HBB GAO_STOMACH_24W_C5_PUTATIVE_PIT_CELL_PROGENITOR http://www.gsea-msigdb.org/gsea/msigdb/cards/GAO_STOMACH_24W_C5_PUTATIVE_PIT_CELL_PROGENITOR ACTC1 ADRA1D AK4 ALDH1B1 BARX1 BCL11A BCL2 BMPER CAPS CFAP221 CFL2 CNN1 CORO1C DHX35 DIXDC1 TAFA4 FBXO32 GBP2 HACD1 HSPB8 IL17B KCNMB1 LAMA5 LDB3 LIMS2 LRP5 LRRFIP2 MICALL1 MVB12B NFIX NPB NRXN3 OLR1 P2RX4 PIPOX PPP1R14A RASSF3 RTL5 RPRD1B RSPO3 SBSPON SETD1B SGCA SLC24A3 SLC2A4 SMG8 SRF TIMM17A TMEM47 TMEM51 TNFAIP8 VSNL1 WFDC1 WIF1 YBEY GAO_STOMACH_24W_C6_PIT_CELL http://www.gsea-msigdb.org/gsea/msigdb/cards/GAO_STOMACH_24W_C6_PIT_CELL ADAMTS6 BLOC1S3 DCUN1D3 FAHD2B GALNT7 GREM2 MBD1 NTN1 RBL1 RSPO2 SALL4 TMEM135 ZNF747 GAO_SMALL_INTESTINE_24W_C1_TUFT_PROGENITOR http://www.gsea-msigdb.org/gsea/msigdb/cards/GAO_SMALL_INTESTINE_24W_C1_TUFT_PROGENITOR ARG2 CCL2 GSS H1-0 HOXA5 IER3 ANAPC1P2 NECAP1 TPM2 TUBA8 ZNF609 GAO_SMALL_INTESTINE_24W_C2_PROCRPOS_PROGENITOR http://www.gsea-msigdb.org/gsea/msigdb/cards/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 http://www.gsea-msigdb.org/gsea/msigdb/cards/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 http://www.gsea-msigdb.org/gsea/msigdb/cards/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 MYORG MAMDC4 MEP1A METTL7B MFSD2A MS4A8 MST1 MUC13 MYO1A 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 http://www.gsea-msigdb.org/gsea/msigdb/cards/GAO_SMALL_INTESTINE_24W_C6_GOBLET_CELLS ABCA4 ACSS2 ATAD5 BCAS1 C8orf44 CCDC160 CENPM CFHR4 CLCA1 ERN2 ESR1 FAM193B FAM3B FCGBP LINC01994 FUT6 GRPEL2 GSN GSTCD HEPACAM2 KLK1 KRT19 GAU1 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 http://www.gsea-msigdb.org/gsea/msigdb/cards/GAO_SMALL_INTESTINE_24W_C7_SECRETORY_PROGENITOR ABCA7 ADAMTS16 AMER3 BANK1 BCAM C12orf71 C7orf66 CACNB4 CC2D2A CCDC146 CHD5 CHM COL9A3 CSN2 EPHA10 EVC2 EZH1 FADS6 FOXD2 GABRB2 GAD2 GLIS3 GNAO1 H1-10-AS1 HCN1 HTR1D KCNQ2 KCNT2 CIP2A KIF1A LAMA1 LHX9 LINC00299 LINC00368 LINC00639 LINC01289 AC107622.1 MX1 OGFRL1 OR4N3P POU2AF1 PTPN13 RASAL2-AS1 SRPX2 SV2B SYT16 TBC1D22A-AS1 TCEANC2 TMEM201 ZNF23 ZNF385B ZNF662 GAO_SMALL_INTESTINE_24W_C9_ENTEROENDOCRINE_CELL http://www.gsea-msigdb.org/gsea/msigdb/cards/GAO_SMALL_INTESTINE_24W_C9_ENTEROENDOCRINE_CELL ACBD4 ACSM1 AKR1D1 AOX1 APCDD1 ARSI ASB8 BEND4 ARMH4 C1QTNF3 C20orf197 SCP2D1-AS1 CHMP1B2P CPA1 CPZ DPT ELANE FAM162B FBXL7 GFRA2 HOXC11 LINC02208 ISLR ITIH4-AS1 KCNAB1-AS1 LINC00298 LINC00942 LINC01354 LOX LSAMP-AS1 MADCAM1 MEI4 METTL1 MSC NANOS1 NTF3 P4HA2-AS1 PCDH8 PLSCR5 POMGNT2 PPP1R18 PRDM14 RASA1 RFX3-AS1 RTL5 RHBDD1 RPL23AP82 SACS SH3GL1P1 SHISA3 SLC36A4 TOE1 TRIM62 TRIQK TRPC3 TTLL3 WHAMMP3 ZBBX ZNF503-AS1 ZNF608 GAO_LARGE_INTESTINE_24W_C1_DCLK1POS_PROGENITOR http://www.gsea-msigdb.org/gsea/msigdb/cards/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 FAM126A FBLN1 FNDC1 FZD1 GBP1 GBP1P1 GFRA2 GPC6 GSTM5 HAPLN3 HTRA1 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 http://www.gsea-msigdb.org/gsea/msigdb/cards/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 DIPK2B CYYR1 DLGAP5 EBF1 ECSCR EGFL7 EMCN ENG ERG ESAM F2R FABP4 PIMREG FLT1 FOXC1 FZD4 GIMAP4 GIMAP6 GIMAP7 GNG11 HEG1 HIP1 H4C3 HMCN1 HSPA12B HYAL2 INPP5D IQGAP3 JAG2 JAM2 KDR KIF20B KNSTRN LDB2 LMCD1 CRIM1-DT LRRC32 LRRC8C MKI67 MMRN1 MMRN2 MXD3 MYCT1 NCAPD3 NDC80 NOS3 NRN1 NRP1 NUF2 NUSAP1 PALMD PCAT19 PECAM1 PHF19 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 http://www.gsea-msigdb.org/gsea/msigdb/cards/GAO_LARGE_INTESTINE_24W_C4_PROM1LOW_PROGENITOR GJC1 MEIS3 PTGES3L PART1 ALCAM SGCA RAB9B GAO_LARGE_INTESTINE_24W_C5_LGR5POS_STEM_CELL http://www.gsea-msigdb.org/gsea/msigdb/cards/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 NOX1 OLFM4 PCSK9 PDZD3 PKP2 PLAGL2 PLEKHH1 PPP1R1B PTGDR RGMB RNF157 RNF186 SFN SLC27A2 SLC38A4 SLPI SOX9 SULT1B1 TAF4B TMEM171 TSPAN8 URB1-AS1 ZBED9 ZNF296 GAO_LARGE_INTESTINE_24W_C6_SECRETORY_PROGENITOR http://www.gsea-msigdb.org/gsea/msigdb/cards/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 WASHC1 WASH3P YARS1 GAO_LARGE_INTESTINE_24W_C7_GOBLET_PROGENITOR http://www.gsea-msigdb.org/gsea/msigdb/cards/GAO_LARGE_INTESTINE_24W_C7_GOBLET_PROGENITOR ARL14 ATP6V1H C16orf87 CHKB CHST5 FOXA3 GALNT5 GPRIN2 ICA1 ELAPOR1 NFX1 PURA REG4 SLC39A7 SPINK4 TSPAN15 WFDC2 ZG16B GAO_LARGE_INTESTINE_24W_C8_GOBLET_CELL http://www.gsea-msigdb.org/gsea/msigdb/cards/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_24W_C10_ENTEROCYTE http://www.gsea-msigdb.org/gsea/msigdb/cards/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 http://www.gsea-msigdb.org/gsea/msigdb/cards/GAO_LARGE_INTESTINE_24W_C11_PANETH_LIKE_CELL ABCA1 ABCG1 ABI3 ACP5 ACTRT3 ADAP2 ADCY7 ADCY9 ADGRG5 AIF1 AOAH APOBEC3A ARHGDIB ARL4C ARRB2 ATF5 ATP11A ATP1B3 ATP6V1B2 BCL2A1 BIRC3 BTK C1QA C1QB C1QC C2 C5AR1 CASP1 CCDC134 CCL3 CCL4 CCR1 CD14 CD163 CD163L1 CD180 CD209 CD300A CD300E CD33 CD37 CD4 CD40 CD48 CD53 CD68 CD74 CD83 CD84 CD86 CEBPB ADA2 CFP CH17-340M24.3 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 EOLA1 CYBB CYTH4 DAB2 DNAJA4 DNASE1L3 DOCK2 DOK2 DUSP2 DUSP6 EBI3 EDEM1 EIF4A3 EVI2B EYA2 F13A1 FAM110A FAM168A ABRAXAS2 CALHM6 CYRIA RIPOR1 FCER1G FCGR1A FCGR2A FCGR3A FERMT3 FES FGD2 FGL2 FLI1 FMNL1 FPR1 FYB1 GATM GBP5 GFRA2 GGTA1P 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 RUBCNL KIAA0930 KLHDC7B KYNU LAPTM5 LAT2 LCP1 LCP2 LGMN LILRB1 LILRB2 LILRB4 LILRB5 LINC00996 LIPA LMO2 AL008729.1 WAKMAR2 AC068587.4 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 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 RNASE6 RNF144B RSAD2 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 PACC1 TNF TNFAIP2 TNFAIP3 TNFRSF1B TNFSF13B TPP1 TRAF1 TSPAN33 TYROBP UAP1L1 UCP2 UVRAG VAV1 VPS9D1 WAS WDFY2 WDFY4 WIPF1 ZNF267 ZNF331 GAO_LARGE_INTESTINE_ADULT_CA_ENTEROENDOCRINE_CELLS http://www.gsea-msigdb.org/gsea/msigdb/cards/GAO_LARGE_INTESTINE_ADULT_CA_ENTEROENDOCRINE_CELLS ABAT ACP3 ADAMTSL2 ADCY1 AFF3 AGTR1 AKAP6 ALPK3 AMER3 AMIGO2 ANK2 AOAH AP3B2 APBB1 APLP1 APOD ARC ARHGEF38-IT1 ARNT2 ARVCF ASPA ATP6V1C2 B3GAT1 BAIAP3 BCAS4 BEX1 BMPER BMPR1B BNIP3 BTBD11 CFAP300 BMERB1 C19orf44 C1orf127 C2CD4B C3orf14 C7 CACNA1A CACNA1C-AS1 CACNA1D CACNA2D1 CADPS CALML3-AS1 CAMK2B CAMK2N2 CASC1 CASR CBLN1 CBLN2 CBX6 CCDC181 CCDC40 CCDC74A CCDC74B CDH22 CDHR3 CDK5R2 CDKN2A CEP126 CEP170 CES1 CFC1 CHGB CHRNB2 CNIH2 COL2A1 COL5A2 COL8A2 CPB1 CPE CPLX2 CRYBA2 CTNND2 CXCL6 CXXC4 DIRAS3 DRICH1 DUSP26 DUSP4 DZIP3 EFCC1 ELAVL4 ENKD1 ENPP2 ETV1 F5 ALKAL1 TAFA5 FAP FAR2P2 FBLL1 FBXL16 FEV FFAR2 FGFBP3 FGFR1 FMN2 FRMD6 FRY FSTL4 FTX GALR1 CASTOR3 GDF11 GFRA3 GJA4 GLIS3 GLYATL3 GNAO1 GNAZ GNG2 GOLGA7B GPR173 GPRASP1 GPRIN1 TAMALIN GSG1 GULP1 HDAC9 HOPX IGFBP3 INSL5 INSM1 ISYNA1 JAZF1 KCNC1 KCNH2 KCNH6 KCNH8 KCNJ3 KCNK3 KCNMB2 KIAA0319 KIAA0895 KIF1A KIF26A KIF5C KL KLRC2 KRT40 LARP6 LCN15 LINC00643 LINC00670 LINC01014 LINC01571 LMX1A AC011444.1 LINC02593 LINC01725 AC012349.1 LINC02712 AC010478.1 AC055839.2 LRRC36 MAFA MAMSTR MAP1B MAP2 MAP6 MAP7D2 MAP9 MAPK8IP1 MAPK8IP2 MAPRE3 MARCHF4 MARK1 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 PF4V1 PGAM2 PITX3 PLCXD3 PLXND1 PNPLA3 PPFIA2 PRAF2 PRKD1 PRPH PSCA PTK7 PTPRN QPCT RAB3C RAI2 RAMP1 RAPGEF4 RASA4 REG4 RFX3 RFX6 RGS4 RGS9 RIIAD1 RIMBP2 RIMS2 RNF183 RTN1 RUNDC3A SAMD3 SCAMP5 SCG2 SCG3 SCG5 SCGN SCN3A SCRN1 SCT SDK2 SEMA3G 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 TCEAL3 TDRP TFPI TGM3 THSD7A TM7SF2 TMEM132D TMEM198 TMEM63C TMOD1 TNNC1 TPH1 TRAM1L1 TSPAN5 TTC23L TTC41P TTR TUBA1A TUBB2B UCN3 UNC13A VAT1L VGF VNN3 VWA5B2 WASF3 WDR63 ZFR2 ZNF460 ZP2 GAO_LARGE_INTESTINE_ADULT_CE_OLFM4HIGH_STEM_CELL http://www.gsea-msigdb.org/gsea/msigdb/cards/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 ARNTL ARRB2 ATP1A2 ATP6V0D2 AUNIP B4GALNT4 B4GALT6 BAG2 BARX2 BCAM BCL6 BEGAIN BLM BNC2 C11orf96 C14orf132 C16orf95 C17orf97 CATSPERE C1orf226 C2CD4C C2orf74 C5AR1 C7 CACNA1C CACNA1I CACTIN CAND2 CASQ2 CBX7 CCDC170 CD28 CD300E CD36 CDC20B CDC45 CDH6 CDKL2 CECR2 CENPE CEP152 CGNL1 CHIC1 CHST13 CLEC16A CLEC19A CMPK2 CMYA5 CNBD2 CNNM1 CCNP 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 ENTPD1-AS1 EPG5 EPGN EYS FAM185A INKA2-AS1 RIPOR2 FAM71E1 FAM86B3P FAM89A FFAR2 FILIP1L FLJ31104 FOXL2NB FOXP2 FPR1 GAS6-DT GATA2 GBGT1 GFI1 GINS1 GJC1 GNA12 GOLGA8H GPC6 GPR1-AS 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 INTS2 IRAK2 KCNA5 KCNA7 KCNH8 KCNIP4 KCNQ4 KIF14 KIF21B KLF7 KLHL25 KLHL32 KRBOX4 KRT18P55 LATS2 LCA10 LIG4 LIMS2 LINC00174 LINC00311 LINC00471 LINC00485 LINC00598 LINC00887 LINC00970 LINC01012 LINC01179 LINC01191 LINC01247 CCDC80 LINC01315 LINC01426 LINC01448 LINC01492 LINC01551 LIPE LMNB1 TMEM30A-DT VPS33B-DT LINC01804 AC036214.1 LINC02016 LINC02681 AC091806.1 LINC02202 AL109946.1 AL590428.1 AP002001.1 LINC02087 AC138649.1 AC011487.2 BASP1-AS1 LINC02245 AP000708.1 AL513318.2 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 RMI2 RNF215 RPS2P32 SAP25 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 TMEM47 TMEM91 TNFSF15 TOX2 TRNP1 TRPV6 TSPYL5 TTK TUBA8 UBOX5 UHRF1 UNC5CL VASN VMAC WFDC10B WFDC3 WIPF3 WNT11 WNT9B ZBED9 ZC3H7B ZDBF2 ZDHHC8P1 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 http://www.gsea-msigdb.org/gsea/msigdb/cards/GAO_LARGE_INTESTINE_ADULT_CF_GOBLET_CELL_SUBTYPE_1 ARHGAP31 B3GNT6 CAPN9 CBFA2T3 CCNJL 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 http://www.gsea-msigdb.org/gsea/msigdb/cards/GAO_LARGE_INTESTINE_ADULT_CG_GOBLET_CELL_SUBTYPE_2 ACBD7 ADAMTS4 ANKRD45 ANTXR1 ARGFX AZU1 BNC2 C1S CEACAM22P CLEC14A DCN DEFA4 DNAH5 DSC3 FERMT2 FGD5P1 ACTE1P FYB1 FZD4 GABRB2 GAN GNRHR2 GRM6 HAND2-AS1 LINC02078 IGFBP5 IL10 KCNMB4 KDR KLRD1 LEMD1-AS1 LINC01205 LINC01448 AC008969.1 LINC01744 LINC02444 LRRN1 MCMDC2 MNDA MPDZ MUC19 NOS1 PTGIS PXDC1 RNF212 RYR2 SLC36A2 SMIM17 SPACA6P-AS ST8SIA1 SULT1C4 SYCP2 SYNPO2 VIPR2 VWF ZFP42 ZNF114 GAO_LARGE_INTESTINE_ADULT_CH_MKI67HIGH_CELLS http://www.gsea-msigdb.org/gsea/msigdb/cards/GAO_LARGE_INTESTINE_ADULT_CH_MKI67HIGH_CELLS ANLN APOBEC3B ARHGAP11A ARHGAP11B AURKB AZIN1-AS1 BIRC5 BUB1 BUB1B TEDC2 HROB CCDC74A CCNA2 CDC25C CDC45 CDCA2 CDCA3 CDCA5 CDCA8 CDH16 CENPA CENPF CENPH CEP55 CHAF1B CIT CKAP2L DDIAS DDX11-AS1 DEPDC1 DEPDC1B DIAPH3 DNA2 DSCC1 DTL E2F8 ELAVL2 EME1 ERCC6L ESCO2 ESPL1 EXO1 FAM111B FAM201A PIMREG FANCB FANCD2 FCAMR FEN1 FOXM1 GJB7 GTSE1 H1-5 HJURP HMMR IQGAP3 CIP2A KIF11 KIF15 KIF20A KIF23 KIF2C KIF4A KIFC1 LINC00628 REXO5 LYPD5 MCM10 MKI67 MNS1 MYBL2 MYO3A NCAPG NCAPH NDC80 NEIL3 NEURL3 NRM NUF2 OIP5 PARPBP PBK PDIA2 PIF1 PKMYT1 PLK4 POC1A RAD51 RAD51AP1 RAD54B RAD54L RDM1 RGP1 SERPINA6 SKA3 STAG3 TACC3 TDRKH THAP10 TMEM237 TMPO-AS1 TOP2A TPX2 TRIP13 TROAP UBL7-AS1 ZNF599 GAO_LARGE_INTESTINE_ADULT_CI_MESENCHYMAL_CELLS http://www.gsea-msigdb.org/gsea/msigdb/cards/GAO_LARGE_INTESTINE_ADULT_CI_MESENCHYMAL_CELLS A1BG ABCB9 ABI3 ACAP1 ADA 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 RHEX C1QC CABLES1 CAV1 CCDC102A CCDC69 CCDC88A CCR10 CD19 CD2 CD27 CD300A CD37 CD3D CD3E CD48 CD52 CD53 CD69 CD7 CD79A CD79B CDK14 CDKN2A ADA2 CEP128 CEP85L CERCAM CFAP54 CHST11 CHST15 CLEC2B CLECL1 CLIP4 COL18A1 COL24A1 COL4A4 COL9A3 COQ10A CORO1A CPNE5 CREB3L2 CSF2RB CSGALNACT2 CST7 CTSW CXorf21 CYBB CYP4F29P CYTH4 CYTIP DAPP1 DENND5B DENND6B DERL3 DOCK2 DOCK8 DOK2 DOK3 DTNB DUSP5 EAF2 ELMO1 EMB EMP3 ENO2 ERN1 EVI2A EVI2B RFLNB FAM117A FAM126A NIBAN1 CYRIA CIBAR2 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 ICAM1 ICAM4 IFFO2 IFNAR2 IGF1 IGFLR1 IGLL5 IKZF1 IL10RA IL10RB-DT IL12RB1 IL16 IL23A IL27RA IL7R INPP5D 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 CYTOR LINC00309 SYNE3 LINC00582 LINC00996 LINC01480 WAKMAR2 LINC02384 LINC02362 IRAG2 LRRC8C LSP1 LY6E LY9 LY96 MANEA MAP4K1 MEF2C MEI1 MIAT MICB MSN MX2 MYL2 MYO1G MYO5A MZB1 NCF1 NCF1B NCF1C NCF4 NCKAP1L NFATC1 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 RGCC RGS1 RGS19 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 SYNGR1 TAGAP 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 WAS WIPF1 WNT10A XCL2 ZAP70 ZBP1 ZEB1 ZEB2 ZNF532 GAO_LARGE_INTESTINE_ADULT_CJ_IMMUNE_CELLS http://www.gsea-msigdb.org/gsea/msigdb/cards/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 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 TMEM273 C11orf96 C14orf132 C1R C1S C5orf66-AS1 C8G CALCRL CALD1 CAV1 CAV2 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 ESAM ETS1 ETV1 EVA1B F10 F2RL3 FABP4 FADS1 RFLNB FAM107A FAM13C ALKAL2 GASK1B FAM20C FAM24B RIPOR1 FBLN1 FBLN5 FBN1 FBXL7 FENDRR FERMT2 FGD5 FGFR1 FHL1 FILIP1L FKBP10 FLNA FLT1 FOXF1 FOXF2 FOXQ1 FRMD6 FRY FST FSTL1 FXYD1 FXYD6 GALNT15 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 ISLR ISYNA1 ITGA1 ITGA11 ITGA5 ITGA7 ITIH5 ITPR1 JAK2 JAM2 JAM3 KANK2 KANK3 KCNJ8 JCAD KIAA1755 KIFC3 KIRREL1 KLHL5 LAMA4 LAMA5 LAMB2 LAMC1 LAMC3 LBH LCA5L LCAT LDB2 LGI4 LHFPL6 LIFR LIMCH1 LIMS2 LINC00472 LINC01082 LMOD1 AL929601.3 LINC01876 AC016747.1 RBM15-AS1 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 IRAG1 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 CAVIN3 PROCR PTCH1 PTCH2 PTGS1 PTH1R PTN PTPRM PTPRS CAVIN1 PXDN QKI RAB34 RAB8B RAI14 RAMP2 RAMP3 RAPGEF3 RASAL2-AS1 RASIP1 RBMS1 RBMS3 RBP1 RBP5 RBPMS RECK RFTN1 RGS5 RHOJ ROBO4 RPS6KA2 RUNDC3B RYR3 S1PR3 SALL1 SAMD4A SCARA5 SCARF2 SCD5 SCN7A SCUBE2 SDC2 SDC3 CAVIN2 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 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 ZNF155 ZNF192P1 ZNF521 ZNF667-AS1 ZNF687 MURARO_PANCREAS_ALPHA_CELL http://www.gsea-msigdb.org/gsea/msigdb/cards/MURARO_PANCREAS_ALPHA_CELL PRKAR1A CD63 LUC7L3 KCNQ1OT1 ACLY ATP5MG OAZ1 TUBA1A TMEM59 RAP1GAP2 MAB21L3 KDELR1 CDC42EP3 SNU13 SERF2 ATRAID CAPZB COPZ1 HSD17B12 UQCRQ SNHG6 PNMA2 ATP5MF ESYT1 CALCOCO2 HECTD4 RAB11A DNAJC12 VAMP2 PKD2 MYL6 IDI1 NOMO1 UBL5 AHI1 CMIP TRNP1 ANXA6 CADPS BOLA3 ABHD16A AK2 ABI2 SRPK2 TMEM205 HMGN3 COX7A2 HIPK2 DYNLRB1 FAM167A ATXN2 COA3 YIPF6 PCNX1 SEC14L1 PRAF2 NDUFAF8 ITFG1 NDUFB2 ANKH BEX2 ANAPC11 CRMP1 ATP6AP1 NDUFC1 STX16 ST8SIA3 TMEM258 TPD52 TMEM147 ITPK1 MANEAL SGPL1 PROX1 PRPS1 SESN2 SELENOI NAXE SNAP25 ECH1 NRCAM SGSM2 KCNK3 MYEF2 CD164 VPS41 H1-10 PKM NDUFA1 PTS FKBP2 SMDT1 UBB EPHX2 NAV1 ZBTB41 FBXW7 VPS26B SLC29A1 NAA38 ASPH TMEM14A SEM1 MAGED2 CST3 CERS6 SDK1 PCSK1N PFN2 RASSF5 GNE TMEM80 NDUFB8 SH3RF1 SLC35G2 CAMK2B KCNK17 ROMO1 VKORC1 FAM104B MBD4 ZBED5-AS1 CD46 IRF6 TMEM17 GNAS GK5 NT5C3A QSOX2 MTSS2 FLNB HMGN2 CD200 AC138866.1 CNPY2 PPP3CB OGT FNDC3A COPE PDXDC2P PSEN2 IDS CUTA ZKSCAN1 INA RAB29 TRAK1 GDI1 SLC36A4 SPCS1 NDUFAF3 BIVM FBXL16 CNKSR3 AIG1 ST18 EPB41L3 SH3KBP1 PPP1R3B LIMCH1 CALM1 MAGI2 BTG2 UQCR11 RHBDD2 PAPSS2 FADS1 SLC38A10 KCNK16 DNPH1 NDUFB11 LBH PGAP1 SYT4 RGS17 NBDY TCEAL2 CERK TUNAR NFASC CSTF3 HLA-A TCEAL3 BCKDHB GRSF1 SMAP2 RUNDC3A ITM2B TUBA1B JADE1 PITRM1 SLC9A7 IVNS1ABP PVR THEM6 TCTN1 NIPSNAP3A ISL1 SDF2L1 NPTN FAM210B MIA2 CCDC18-AS1 SIK3 DNAJA4 STC2 MAN1A1 SH3GL2 MYO10 CITED2 PCBD1 TMX4 RAB27A ATP9A TBC1D9 RCAN2 EMB TOX3 ARHGAP1 HMGN5 CERCAM NUCB2 MAP7D3 SCG3 IFI6 CTNND2 COX17 ATP5F1EP2 LSAMP CPNE8 TCTA USP25 CRELD1 CBX6 RADX P4HA2 MALAT1 CYSTM1 NDUFA7 G6PC2 PLP2 SCAMP1 MAGI2-AS3 ANXA7 RGS9 GPAA1 NOVA1 EDIL3 H1-2 TENT5A FAM47E SLC37A4 KIAA0319 RPS6KA3 LINC00643 KLHL3 G6PC3 CD82 BUD23 BACE1 GDA STMN1 PDE4D TMEM9 CKB WDR59 NRXN1 GPR137B WFS1 IL6R BEX5 NPDC1 PLPP5 HERC5 CHKA ARL3 LRPAP1 PTPRD GGA2 UNC13A ARNT2 NPTXR DNER ABLIM1 LDLRAP1 CEACAM19 AC138649.1 ALPK3 GFOD2 RTL5 GPC6 LINC00261 SSBP2 ATP2B1 NR4A2 HNF1A-AS1 APH1B STXBP6 ZNRF1 STMN2 NLGN2 GRM4 TBL1X HPS1 PIGT RAB3C RAB26 C12orf75 CPNE3 RAB3GAP2 NME4 GRK3 SDC2 TSPAN7 IFI27L2 RIMS2 THRB RNASE4 ATP6AP2 PDZK1 LGI2 NENF AGT C21orf58 SCN3B SCGB2A1 NOL4 SESN3 GSTA4 NEURL1 SELENBP1 PTGER4 ZNF618 AP1S2 BCAR3 CKMT1A MAGED1 YIPF2 BEX1 DPP6 TMED3 ST8SIA1 FYB2 GNG4 SNED1 NUCB1 FGF12 RTN1 OSBPL6 GRAMD4 SMARCA2 GNAZ PAK3 AP3B2 H2BC21 SLC8A2 PARM1 PAM GNG2 VWA5B2 DAPK2 MMRN1 FAM110B ENAM CHST9 UPB1 CKMT1B HSD17B14 C1orf122 MBOAT2 GNAI1 KCNMA1 CSGALNACT1 SLC30A8 PRLR MLLT11 SYP SGSM1 PCDHB4 CACNA2D2 CSRNP3 TTC8 COX8A LCLAT1 NEUROD1 EMC10 ACVR1C SSTR1 MPC2 TCEAL5 STX11 TENT5C RAB3B ADA2 MRC1 LRRTM2 TUSC3 ADCY2 PAX6 TMEM60 REEP4 PTP4A3 P4HTM SEZ6L2 USH1C SPINT2 DZIP3 KCNIP1 PRKCE PLIN3 PTPRN QPCT RIN2 COL9A2 IFIH1 ENPP1 DACH1 KIF12 HS6ST3 PEG10 TLCD4 LRP11 CCDC86 MAMLD1 PPM1K SMIM24 VDR CNNM1 SLC25A53 MYH10 CNTN4 ELAPOR1 PHTF2 GADD45G OCRL ZDHHC14 KCNMB2 APLP1 TMEM260 ABHD15 TXNDC11 CPLX2 BEX3 QDPR HIGD1A RIMBP2 CD36 REC8 CACNA1A SLC29A4 PALLD COTL1 FXYD3 SSTR2 IRX1 PPP1R1A CLU ITPR1 A1CF TMEM164 NPNT GRIA3 VSTM2L SYNGR4 MTMR7 CPE MUC13 NSG2 ELL2 DEPP1 ARFGEF3 CRH TSPAN2 SLC7A8 TMEM178B LDB2 RSAD2 MOB1B PGR APOH GCH1 CEP126 C2CD4B EGFEM1P CNIH3 CNTN1 TBC1D30 SPC25 SMARCA1 PLPPR4 SSX2IP MAFB FXYD6 PTPRN2 SYT5 APOL4 KCNJ3 PCDH17 SERPINE2 PRKAG2-AS1 PLK2 KCNJ6 SEZ6L PDK3 RFX6 CHGA C2CD4A SCG5 SLC7A14 FAR2P2 HMGB3 KCNA5 CNIH2 PEMT PTGER3 SPTSSB SERPINI1 GCNT1 SCG2 FABP5 NAA20 CAMK2G SLC22A17 CFC1 CD99L2 ENPP2 ADCY1 GPX3 F10 SLC7A2 SPOCK3 POPDC3 PPP2R2B SMOC1 CRTAC1 TMEM176A TMEM176B DPP4 PDE3B ADGRG2 GLS PAPPA2 PYROXD2 VGF PDK4 FSTL5 ARX ALDH1A1 ARRDC4 CHGB PCSK2 FEV PTPRT SLC38A4 KCTD12 TMEM236 LRATD1 FAP RGS4 TM4SF4 TTR CRYBA2 KLHL41 GC IRX2 PLCE1 LOXL4 GCG MURARO_PANCREAS_BETA_CELL http://www.gsea-msigdb.org/gsea/msigdb/cards/MURARO_PANCREAS_BETA_CELL INS IAPP MAFA NPTX2 DLK1 ADCYAP1 PFKFB2 PDX1 TGFBR3 SYT13 HADH MEG3 SCD5 CDKN1C SORL1 ERO1B ABCC8 SCD UCHL1 SCGN G6PC2 SRXN1 VEGFA RBP4 PCSK1 RRAGD PCDH7 CASR FTL OTULINL ENTPD3 TIMP2 ENO2 OLMALINC PLCXD3 ROBO2 SHISAL2B MAPT PRUNE2 SMAD9 ATP2A3 SYT7 ID1 STXBP1 SLC30A8 SURF4 ARG2 ITPR3 GEM CDKN1A GNAS SREBF1 GLIS3 HSP90AA1 DSP EXPH5 GAD2 EDARADD STX1A MEIS2 EIF4A2 FTH1 PLCB4 SIPA1L2 PLEKHA6 ALCAM C14orf132 SLC6A17 PTPN3 SUSD4 SYNE2 MNX1 FFAR4 WNT4 GNPDA1 WSCD2 NECTIN3 MAP1B RASD1 RASGRF1 CYP2U1 RAPH1 RAP1GAP2 PRSS23 ATRNL1 KIF5C DHRS7 ASAP1 TFCP2L1 SLC2A13 CADM1 FAM222A TBC1D4 SNHG7 DHRS2 GSN CCNI RAB15 CHL1 UBE2QL1 MXRA7 INSM1 PKIB PPM1E KLHDC8A NR0B1 PIR BTG3 NEXMIF ROBO1 CSDE1 CDC42EP3 PAPSS2 SIX3 SQSTM1 TAGLN3 VWDE TTC7B OSBPL8 PEBP1 DNAJB9 ELAVL4 MGAT4A IQSEC1 CABP7 RNF187 TPM3 CPD NR3C1 SCG3 RIMKLA HSPA1B KIF1A HSPA1A DDIT3 ELMO1 CAMK2N1 PCLO SIX2 ENO1 BTBD3 OLFM1 GSE1 SERINC1 MAN1C1 AKT3 MLXIPL DIP2C PFN2 CEBPG ACLY HSP90AB1 TMEM37 FAM107A FMN2 CYYR1 HS6ST1 TSPAN13 EIF4B VAT1L TMOD1 PSD3 TOMM20 BHLHE41 AACS BMP5 GNG4 MBP BNIP3L SOBP RPL3 TCAF2 PER3 SRD5A1 TRIM2 SYNM KCNJ11 MTUS2 HOOK1 DLGAP4 HOPX VPS37A BAG3 ACVR1B ZNF395 IGF1R KCNK17 MAPRE1 SPIRE1 RNF130 PARVB CD200 NEBL KLHL42 MPP1 DPP6 MTRNR2L1 PDZD2 FBXO7 MARK1 ATP8A1 HSPH1 RGL1 KIF21A MYO1D AKAP11 TTC3 MYH14 SH3GL2 MAP2 GREM1 CBX7 BEX2 PKP2 RUFY3 ATP6V1B2 ARHGEF3 ST3GAL5 MTRNR2L8 SNHG32 TAB2 TSPAN1 MAP1A TCEA1 MCUB NGRN RNF6 PIPOX TNKS2 C1orf43 NCKAP1 LINC01128 GNAO1 MAN1A2 MYO3A TMEM64 KCNK16 SVIP TSHZ1 LRRTM3 PJA2 SYBU TMCC3 LONRF2 UBL3 CDK5R1 RGS16 NBEA CACNA1H MAPRE2 TSHZ3 MYCBP2 GPM6A SLC18A2 LYSMD2 CAPN13 CACYBP DOCK10 PPL CENPC CLCN3 CFL2 DNAJB1 PDE8B FBXO17 NANOS1 SLC25A36 NEO1 UBE3C TMOD2 SLC2A1 LARP1 PLAGL1 C21orf91 SEMA6D ZNF91 CCSER2 LPIN1 TMEM150C PHACTR2 RANBP2 ZHX3 EPB41L4A-AS1 PI4KA SELENOW CLCN4 SNAP91 CACNA2D1 TMED6 GTF3C1 CMTM8 TERF2IP PPP2CB KATNAL1 INSIG1 MCC PPP1R1A PNMA2 MT1F RPH3AL RPL5 NEFM ATP6V0E2 NCOA3 SLC4A10 CADPS INA INPP5F BNIP3 CIRBP ALDOC PHF1 MTRNR2L2 SC5D ANKH TSPYL5 HLF ZMIZ1 APPL2 C15orf61 NKX2-2 HSPA8 IER3 CFAP36 CACNA1D SLC2A2 RNF13 ADM COPRS RAB3IP PDE4DIP NMNAT2 VEGFB ME1 SSTR5-AS1 PDZD8 CBX4 PTEN PIK3C2A CREBRF VLDLR RAB12 CLGN LMO2 ANKRD12 ANKRD65 NFE2L1 TCAF1 MAFG APC RBBP8 UBC PLCL2 CRACD UBQLN2 TLE5 PRMT2 HERPUD1 LNPK CCT4 FOXJ3 KDM7A DARS1 ARL4D ISCU MT1X MT2A ATP6V0A1 KCNH2 TRIQK VPS13C SESN1 MAP6 UHMK1 KAT2B SOCS2 MAP3K2 PLOD2 DPYSL2 SHTN1 CDIP1 MIS18BP1 ROR1 GRIA4 DNAH5 MAFB RPS3 ZCCHC14 SUSD6 SURF2 WDR7 THBD GPSM1 TPRG1L RAB3B NDRG1 SYT11 ATP1B2 XPOT ATP6V1A FAM135A SPRYD3 THAP5 SARS1 KDM3A DDX24 CAMLG RUNX1T1 VOPP1 SEMA5A HSPD1 KIF13A EDN3 RPL4 RPS23 NAPA BCL9 SLC16A9 ISOC1 WLS CPEB4 SEC11C NCOR2 PEPD CDC37L1 NR1D2 GAS5 CELF4 COBLL1 RAB39B ENPP5 PERP G3BP2 NFIC TIAM1 TNS1 RCBTB2 PRKCH ALG2 LMAN1 TXNRD1 RHOQ TRIB3 STX3 ZBTB4 ATP6V1D PGRMC2 PAFAH1B1 SLC29A1 PPT1 WDR17 CNRIP1 MEGF9 SLC6A6 PRKACB FAM200B RORA ZC3H6 EPB41L1 HECTD4 SNX29 TBC1D24 GOLGB1 MIR7-3HG ETNK1 KCNG3 ADH5 ESD CHD7 PTAR1 DST ACAT1 PCM1 STXBP5 GLIS2 GDAP1 DTX3 IPO7 SBDS DENND5B CDCP1 PCMT1 ILF3-DT HACD3 AMPD2 ANP32E PPID PIP4P2 JAZF1 EXOC5 GPR158 CANX USP1 ATRX HSPA13 NAP1L1 TUBB2B SBNO1 SUCO UNC80 IGSF1 NEU1 MTSS1 ABR RCOR3 TMEM132B FXR1 ST13 GOLGA4 IRF2BP2 SOCS7 ANP32B TOMM34 TBCC APPL1 NAP1L2 ABHD3 EPB41L3 AFF1 GLCCI1 DYNC1H1 ACVR1C RHEB FOXA2 DBI MADD HDAC9 ZNF770 STAG2 TAF9 P2RY1 MTSS2 NDFIP1 DICER1 PRRC2B RCAN2 PSIP1 DGKD ATG3 GNA13 GLT8D2 NRCAM ARPP19 RNF2 ST18 ZNF483 KAT6B TRIM37 OCIAD1 AFF4 TPP1 WHAMM RAB22A HABP4 GYG1 SLAIN2 C4orf3 FNIP2 ATP6V1G1 UBXN4 KLHL12 DNAJC6 KLHL2 SEC63 MPHOSPH8 ECPAS ING2 TXNL1 RPL7A RNF157 ABCA5 KIDINS220 COPS2 REPIN1 PIGA ARFGEF2 SCN1B SYT4 MTURN EFR3A TRIM9 GHITM EFNA5 APCDD1L-DT SERPINB4 RPL17 VAMP2 SCAPER RASA4 AHCTF1 TTLL7 GPRASP1 C11orf1 KIF5B CDV3 KCNMA1 RTCB ASH1L IL17RB MPP6 PURA NUCKS1 SPEG RRAGC AP3B1 PGK1 DNAJC12 SMIM29 SLC39A14 CREB3L2 BEX1 USP48 KLF13 ZNF204P TMEM65 PEG3 TRAPPC8 PIM3 RAD50 MYO5A FKBP5 AARS1 ATP6V1C1 BRI3 RASGRP1 HPS4 USP9X ABRACL EXOC2 FAM174B USP12 RABGGTB WFS1 PSMB1 PAIP2 PTCH1 KLF10 IGSF11 CERK SNX9 NPR2 ABHD10 KCMF1 GNG7 RPL37 VAPB SPECC1L GDA MAGI2-AS3 RRM2B PTGES3 ATP6V1E1 SHOC2 GREM2 GOLGA8A CNP ST8SIA3 FNIP1 TMEM126B CHD9 DMXL2 CRMP1 TMEM167A G3BP1 STMN2 KLHDC10 YWHAG PIKFYVE TMEM33 TERF2 PNMA1 MATR3 NORAD TUBA4A ZNF746 IL6R FTH1P3 SLC4A7 SPOPL TPD52 RRAGA TAOK1 BBX CREBL2 ABAT PTPRN FOXO1 TMEM38B DDR1 EPM2AIP1 USP34 CDC5L MXI1 NUS1 PREPL DNAJC3 CNBP KIF3B RAB11FIP1 TMEM109 ZMYND11 ZNF652 RPS4X ANO5 HSPA9 SLC11A2 FLOT1 FBXL17 KMT2C RTN4 IGBP1 PCGF5 AZI2 ZBTB38 GABARAPL2 SLC25A4 PTPN11 NSG1 PRXL2A STMN3 HIVEP2 ARHGEF9 UBQLN1 CDC42BPA C1D KCNK3 MDM2 GFPT1 ATXN2 WDR33 ARL8B PRKAG2 ERRFI1 TUNAR RCAN3 TTC3P1 BCL2L2 RAD17 EEF2 BEX4 DDX3Y HSPA4L EPRS1 HECTD1 ARHGAP5 VPS35 C16orf72 C2orf69 OLA1 ZBTB33 TTC37 ZNF331 CLIP1 TNFRSF11A XPC ATF6 MIR4458HG PSMD1 MTERF4 EIF3H DSTYK HAX1 IRS2 C12orf76 TOR1AIP1 CLASP2 TBL1XR1 ARHGAP35 SPIN1 FAM8A1 CHN1 NAV2 RMND5A PTBP3 MKRN2 ZNF277 RPL36AL LETMD1 PRNP WSB2 ZNF292 KCTD13 CLTC GIGYF2 SV2A FGF9 RPL31 DGKE TRIP11 SLC25A34 NMRK1 ELP4 HNRNPC SMAD7 SGMS2 PRKAR2B FYTTD1 SETBP1 TSPYL1 ARMCX3 PTPN1 NAP1L5 MBD1 PHC2 WAC ORC3 U2SURP PDZRN3 TSPAN7 MIA3 COMMD9 NCOA4 JKAMP GCC2 MSANTD4 USF3 MTERF2 HCFC2 ALKBH5 PPP1R2 RAB11FIP5 MAST4 PRPF8 JUND NRDC LYST PSAP MRPL49 CISD2 ZMAT3 RAB29 RAB5A KIAA2026 COX7A2L ZZZ3 UBXN1 ARL6IP5 ERICH5 BTBD1 GABARAP MTMR6 PELI1 MAN2A2 BRD7 ELMO2 RETREG2 GRPEL2 RNMT BTF3L4 RABEP1 LRPPRC AGTPBP1 TMEM181 ZNF106 ZNF667-AS1 PRDM4 PNMA8A UCHL5 SLK EIF4G3 PITHD1 OSTM1 FYN SLC7A1 FAM219A PURB TOGARAM1 PLCB1 NFASC ENDOD1 RNF19B ADRA2A MAP1LC3A EML6 EIF3E SAMD3 CYFIP2 NIN SUMO3 PSMC6 USP51 COPS7A MRPL34 LDOC1 FKBP4 ID4 YME1L1 PAN2 TOMM70 TANC2 NEUROD1 SETD7 RASSF6 NISCH RPA2 EIF1B KTN1 METTL5 PTPRJ PATL1 CLIP4 MRPS18B CAPN7 RAB3GAP1 SETD3 THAP6 FBXL16 ROCK1 TBC1D9B ABCG1 UNC79 TRIM23 TSPYL2 HLTF BBS2 KIF3A FASN RRN3 RALGPS1 ANKMY2 CASC3 TRMT112 WARS1 SRPRA PRPS1 BLOC1S2 DYNLT3 SLC1A4 FOXN3 ZCRB1 SHISAL1 PPM1A HMGCLL1 AKTIP UBN1 C2CD5 UTRN HUWE1 CDK6 AP1AR ACVR1 RERE FBXO33 ZNF318 FRA10AC1 CLTA TGOLN2 MURARO_PANCREAS_DELTA_CELL http://www.gsea-msigdb.org/gsea/msigdb/cards/MURARO_PANCREAS_DELTA_CELL SST PRG4 LEPR RBP4 BCHE HHEX FRZB PCSK1 RGS2 GABRG2 DPYSL3 AQP3 AMIGO2 GABRA1 GHSR TENM3 FHOD3 CBLN4 ERBB4 HAP1 SLC17A6 ADGRL2 CALB1 CDHR3 SEC11C CALCB PCK1 FFAR4 TPPP3 DIRAS3 KCTD8 POU3F1 KCNT2 DHRS2 CABP7 NDRG4 PCP4 MS4A8 LRFN5 AC055839.2 GAL AKAP12 TCEAL6 SAMD5 CASR SYT1 GABRB3 ISL1 MRAP2 UNC5B RIPPLY3 ABI3BP HEPACAM2 PHGR1 PSIP1 LRCH2 ANK3 MEST PON3 PKIB AC010478.1 BHLHE41 EDN3 FGF14 PDLIM4 KCNJ8 BAALC BAMBI VAT1L CADM1 LINC00643 GAD2 PKDCC PRKACB AMPH EHF HMOX1 WHRN PAIP2B HSPA6 MCC HADH ST8SIA4 STXBP5L SLC7A5 EYS LCORL CELF4 F5 SLC4A8 PDE2A PCLO SNAP25 APOBEC2 ETV1 ACSL1 SILC1 PLEKHB1 MIR7-3HG PARVB CEP41 FANCF UCHL1 TSHZ2 PLXNA2 MAP1B ERICH3 KCNJ2 SSTR1 PPP4R4 TBC1D24 ABCC5 TMEM200A ABCC9 HTATSF1 UCP2 SORL1 PAK3 TENM2 SLC38A1 KCNH2 DUSP26 SLC7A5P2 NSG1 TMEM132D CHN2 TPD52 EGR1 RADX TCEAL2 SYNE2 ARL4D RUNX1T1 MAGEL2 NPHP4 ADGRV1 NOL4 PIPOX CDK14 MTURN KCNIP1 GPAT4 IDS SLC6A17 MLPH PDZRN3 THSD7A NUAK1 STAU2 ELAVL4 MAP6 C14orf132 DYNC2H1 RAB3D HMGCLL1 TCEAL5 SYT4 UNC80 MDFIC LRRC42 DUSP6 CDKN2A CAMK2B NAP1L3 FOXP2 CD9 SETBP1 TANC2 JAM3 PNMA2 CREM MAP9 MAP2 HID1 KCNB2 EXOC6 LMO2 HPN ZMAT1 TLE2 ICA1L CYFIP2 PCSK1N ARFGEF3 FBXL16 FOS ABHD16A LONRF2 UBE2QL1 VWA5A FGF12 INSM1 RCAN3 BEX1 BEX4 PNMA8A FAM102A CXXC4 NECTIN3 FAM167A KRT10 NUDT9 RUNDC3A PROX1 ACVR1B DNAJC6 BTG3 OXCT1 INPP5F PRSS23 PEG3 CADPS ITM2C EPHX2 IER2 RHOBTB3 ST3GAL1 DNAJC12 DNAJB9 ST8SIA3 NCAM1 TMOD1 QDPR IRS2 SLC2A13 SESN3 PBX3 MBNL2 LINC00261 SCRN1 FTO LPIN1 PNMA1 PAM FXYD6 AHI1 PNRC2 NBEA ZKSCAN1 GCH1 PREPL TCEAL3 RUFY3 BEX2 BTG2 CPE PJA2 PTPRN TTC3 PEG10 MURARO_PANCREAS_PANCREATIC_POLYPEPTIDE_CELL http://www.gsea-msigdb.org/gsea/msigdb/cards/MURARO_PANCREAS_PANCREATIC_POLYPEPTIDE_CELL PPY SERTM1 CARTPT SLITRK6 ETV1 THSD7A AQP3 ENTPD2 PTGFR CHN2 FGB SLC6A4 MEIS2 BCYRN1 ID2 CARD11 KCNG1 APOBEC2 EGR3 ABCC9 TMEM47 CHRM3 PCDH8 LMO3 INPP5F PEG10 GLT8D2 PTP4A3 MDFIC SEMA3E MEIS1 ID4 IL17RB AKAP12 SYNPO2 ARX PAX6 STMN2 SPOCK1 CALB1 FGD4 ZNF503 EGR2 FOXP2 PXK CHD5 PON3 TENM2 CACNA1A DDC ID1 PCDH9 CSGALNACT1 CXXC4 NKX2-2 KCNJ8 RFX1 H2BC21 PCSK1N SDK1 ABCB1 CTTNBP2 STX11 KCNJ3 SAMD5 MRLN KIAA0319 SCGB2A1 SPC25 AK4 SHISAL2B BTG2 NR4A2 NR0B1 SERPINA1 SCG2 CALY DPYSL3 ACSL6 ADGRL2 NEURL1 BMERB1 FGFR1 BMF PGR CACNA1H DEPTOR ISL1 ITM2C AMOTL1 IBA57 GAD2 NPHP4 TOX VWA5B2 ZNF608 CABP7 MIR7-3HG PRKACB RASD1 PLPPR4 EGR1 ATP8A1 TMEM45B SLC40A1 H1-10 TRMT9B MAF PCLO L1TD1 PGM5P2 TONSL DIRAS3 TUBB2A TOX3 ABCC8 LINC02591 C21orf62 PAM YPEL2 PLEKHB1 TMOD1 GRIA3 CEP126 KCNMB2 NEUROD1 SGSM1 NR4A1 LDLRAP1 CAMK2N1 PCDH17 METTL21A SREK1 FEV MALAT1 C1GALT1 FOS EHF REV3L ABCA5 ZXDC FABP5 MAP2 MAB21L3 APLP1 PDK3 DDR1 INA CDKN1A RHOBTB3 KCNQ1OT1 IDS GNAS MTRNR2L2 MTRNR2L8 MURARO_PANCREAS_EPSILON_CELL http://www.gsea-msigdb.org/gsea/msigdb/cards/MURARO_PANCREAS_EPSILON_CELL GHRL ANXA13 PHGR1 ACSL1 FRZB SPTSSB ASGR1 HEPACAM2 VTN SERPINA1 SUCNR1 FGF14 TM4SF5 LINC00261 TMEM45B SERPINA10 EBF1 FAXDC2 AGT NEDD9 DEFB1 DIRAS3 BMP7 SEMA3E VSTM2L TRNP1 NUAK1 SPON2 KCNH2 CDKN2A FFAR4 SAMD5 PROX1 PIGK SYNJ2 SERPINB6 SPINK1 ASAH1 ARX PCSK1 ZKSCAN1 CLU TM4SF4 PEG10 MURARO_PANCREAS_DUCTAL_CELL http://www.gsea-msigdb.org/gsea/msigdb/cards/MURARO_PANCREAS_DUCTAL_CELL SPP1 CFTR AQP1 ALDH1A3 KRT19 CRP DEFB1 CEACAM6 MMP7 TSPAN8 SERPINB2 SLC4A4 SERPINA5 CEACAM7 SERPING1 ONECUT2 LGALS4 VTCN1 CXCL6 CD74 CLDN1 ANXA4 APCS APCDD1 TFPI2 HSD17B2 KRT23 ANXA3 CCL2 KRT7 H19 PMEPA1 CTSH TINAGL1 TYROBP CLDN10 CAV2 FLRT2 LAD1 KRT18 TNFAIP2 LAMC2 SCNN1A ANXA2 LITAF FILIP1L KRT8 MUC20 CPA3 CTSS PDLIM3 PROM1 AKAP7 CHI3L1 C1QB CRYAB DCDC2 ANXA2P2 IFI30 HLA-DRA KRT80 SLPI AHNAK TACSTD2 CCN2 CD44 S100A14 SEL1L3 CXCL1 CLDN2 PIGR SEMA6A HSPB8 SLC3A1 LGALS9 SFRP5 S100A10 CTSD VNN1 CXCL8 NDRG2 HABP2 SPNS2 CREB5 LCP1 CCN1 RGS1 ANXA1 SOX4 VCAM1 HLA-DQB1 RHPN2 TM4SF1 PIK3AP1 PPARGC1A ITGB8 CDC42EP1 C1QA TGFA ABCC3 S100A6 TNFRSF11B TGFB2 PDGFD CCL20 BAAT PKHD1 CTSE TNFSF10 IQGAP2 ALOX5AP SLC16A7 LGALS3 NCEH1 GJA1 SRGN ALDH3A2 ADAMTS9 LCN2 IFITM2 GPRC5B BICC1 AMBP DAB2 RASEF SDC1 HLA-DRB1 PFKFB3 THSD4 NFIB ACP5 SDS NOTCH2 HLA-DPA1 HNMT UCA1 CDH6 LAMB3 PLA2G7 S100A16 CD9 FGL2 STOM ANKRD1 SLC1A1 MS4A7 ATP1A1 GCNT3 EDN1 LAMA3 CMTM7 CLMN CA2 SLC6A20 IFIT3 FCER1G LAPTM5 CDKN2B SPTBN1 CD24 KCNJ16 TRIM47 MYOF S100A11 DAB2IP SOX9 WFDC2 GBP2 WWTR1 HKDC1 FGFR2 CSF1 KIAA1522 AMOTL2 MALL YAP1 LYPD1 SLC43A3 GOLM1 FYB1 NDUFA4 FLRT3 TMSB4X KLF5 B4GALT5 SVIL MET TGFBI TPM1 MYRF IGSF3 SMAD3 ENC1 DHCR24 ITGA2 SLC44A2 TNFRSF12A ALKAL2 CX3CL1 NEURL3 CXADR CLDN4 ITGA6 IFITM3 UGT2B15 PTPRK ATP11A SLC28A3 C1QC LIPH HLA-DPB1 FMNL2 TTN BACE2 HLA-B CRCT1 MARCKSL1 CCND1 C6 CXCL2 SH3BP4 REST SLC38A1 UGT2A3 POF1B RERG KCNK5 ERBB3 PPIC ZNF704 ARL4C TMSB10 PLD1 OLR1 TXNIP GULP1 WDR72 FLNA CYP3A5 NOTCH2NLA CXCL5 MYL12A ACSS1 TFF1 HNF1B ELF3 IGF2BP2 GBP3 TTYH3 VGLL3 PDP1 CXCL16 JUP NAMPT SLC12A2 SLC34A2 CITED4 TGM2 RUNX3 TSPAN6 NCF2 C1R F2RL1 SOD2 RCAN1 MCAM SERINC2 SERPINA1 ATP8B1 C1orf198 ARHGDIB SIRPA TMC5 SAT1 NFKBIZ EGFR SLC15A1 UGCG DSC2 TFPI KLF6 NR5A2 FAM171A1 LURAP1L HES1 TCIM AHR HSD11B2 FA2H ZFP36L1 ZC3H12A C1S ASAP2 CRYBG1 RHBDF1 ADAM9 FNDC4 ZFP36L2 HS3ST1 ATF3 NFKBIA BDH2 SLC44A4 IL4R ANXA9 CDX2 SDC4 TSPAN15 TRPV6 PRSS22 MELTF CD59 EPS8 MID1 CYBB KIAA1217 RHOC PDGFC MAP3K20 ST6GAL1 MYO1E CDR2L EPHA2 DUSP4 ADGRG6 TTC9 NECTIN4 RBP1 PDZK1IP1 TES MITF CRIM1 CYP1A1 TPGS2 LPCAT2 GYPC SRGAP1 GPNMB CCN3 NCK2 RBPMS JPT1 CEMIP2 TNKS1BP1 HEG1 OSMR BMP2 HLA-DMB SULT1C2 SORBS2 TFRC BIRC3 PWWP3B CAPN2 ITGB2 KCNJ15 HCK PHLDA2 TNFRSF10B SYT8 HLA-DQA1 LAMC1 SERPINA6 DGLUCY C5AR1 WWC1 TGIF1 PXDC1 NTN4 RAC2 SERPINA3 MSN DHRS3 IDH2 CSF1R ABCB1 TACC1 APLP2 RAB27B RNF19A GMNN LIF TGFBR2 PDE3A NFIX MOB3B CLDN23 NGFR STK17A FSTL1 HK1 SPINT1 HLA-F PDLIM1 HIF1A SHROOM3 TSHZ2 KRT17 ZNF217 ITGB5 CES1 HBEGF TMPRSS2 CAPN6 JCAD KIT ITGA3 MAOB CASP4 PLS3 PLAUR IER3 OSBPL1A EXT1 CFAP221 TUBB6 MAL2 CEBPB ASS1 PARP4 CD53 NUAK2 NIBAN2 MYH9 MAFF SNX10 ACSL4 DSG2 APBB1IP ACTN4 GSTP1 B3GNT5 B4GALT1 QSOX1 PCSK5 TEAD2 SH2D4A NCOA7 TUBA1C FGF19 C3 IL18 CNN3 DDAH2 BCL10 LATS2 ANO6 LRG1 TPSAB1 STAT6 CEACAM5 CFI MYO5B SLC9A3R1 LPAR6 LRATD2 CPM PRDX1 TPM4 IER2 YWHAZ EHF HLA-DMA ABHD4 TST TNFAIP3 FUT4 PLSCR1 SLC12A7 ID2 PRR15L RAPGEF5 MAP3K1 ICAM1 AGT TMEM51 YBX3 IGFBP7 PON2 GLUL GDF15 PMP22 HDAC7 ZYX PLAU NFIA SPTSSA MYL12B ATP1B1 ETS2 CLDN7 EPS8L3 SDCBP DUSP1 PERP TMBIM1 ARHGAP26 TP53INP2 ITGB1 NR1H4 LBH MGAT4B IGSF6 PIK3R1 CCL28 ADCY5 PTGFRN NRP1 BAZ1A ITIH5 RHOU RCC2 VAMP8 RETSAT RAB9A HPCAL1 ITGB4 SLFN5 S100A13 CFLAR NLN DST SP100 SLC40A1 SOWAHC SOX10 TJP2 SLC17A4 PARD3 CAPN1 CYP1B1 EFNA1 RIPK2 RUNX1 TNFRSF1B ARHGAP29 CXCL3 DUSP6 PRKCA TIMP3 OCLN ADAM28 IL1RN ELOVL7 VASN VSIG4 HLA-C PTPRC SPTAN1 ANKRD9 SPATS2L ADGRA3 CAV1 F11R LMO4 PDE5A SH3PXD2B ENAH NINJ1 ATP10B PRDM16 PACSIN2 IFNGR2 FCER1A PAH DDIT4 CAPG WLS ADAMTS1 PTTG1IP ABTB2 GALNT3 CGNL1 LIPA TJP1 RAB32 FDFT1 ALOX5 NR2F2 GALNT1 IL1R1 CD68 ARPC1B LGR4 AGR2 CASP10 RND3 ADGRF1 PSG4 MST1L GSN CFB LASP1 MYO1C ANXA11 BAIAP2L1 ZNF208 TMEM123 FGA INSIG2 LINC01133 STK38 MPEG1 TFF2 SDHA CD84 JAG1 GSTM4 PRXL2B LRRC8A TANC1 ARHGEF40 GJB1 FAT1 WDR1 TAPBP FGF2 PTPRF ACTB MAP3K21 ARSD FGFR3 ACSS2 HLA-DRB6 ARL6IP1 GNG12 CHST15 BCL2 DCTPP1 AKR1C1 COL18A1 UPK1B ANXA5 LMO7 IL17RD CFH CTTNBP2NL PHLDA1 ERGIC1 TNFSF15 PPP1R18 MSR1 CCL3 FARP1 RASSF8 PSMB8 RCN2 CD300A DOK5 TRIM38 CD151 SH3BGRL3 SWAP70 C1orf116 G6PC STK17B NEXN ITGAV PDIA5 ZSWIM6 KCNQ1 GATM SLA PARD6B C1RL PPP2R3A CTSO PGM2 TLE1 AKAP13 AKR1B10 VASP CDH19 STAB1 JOSD1 STS KLHL24 CDH1 MACC1 TMEM98 CNDP2 CAT BCL3 TBXAS1 SPSB1 GSTO1 TUBB3 TNFAIP8 APOL1 CNN2 PIK3IP1 ABRACL LIMA1 CD47 NR0B2 MYD88 PRKX SPRY2 FBLIM1 MAT2B HCP5 TBC1D16 SYK PIM1 TPBG NEDD4L HMGCS1 GLIS3 PPIF CCDC6 SYPL1 HOMER2 RNF213 TSPAN14 TAGLN2 FAM133CP NMT2 PTAFR ARF6 EFNB2 NTRK2 LYN KRTCAP3 ARHGAP21 FRMD4A CTNNA1 FAM110C DUSP23 CCDC198 SMS DAZAP2 ARHGAP18 METTL7A TMEM106B GPX1 RALB RHOB VAV3 HSD17B11 EIF4E2 BHLHE40 PFKP CARHSP1 VMP1 RRAS2 TP53BP2 CLINT1 CASP7 ADAM10 ERICH5 AFDN PTPN12 SERINC5 UBD BAMBI GSTK1 DUSP5 PLEKHA2 GADD45A CBX3 MCL1 PPFIBP1 ATP13A3 MIR4435-2HG MSMO1 AKR1C3 CLIC4 SYNPO CAP1 TRIB1 PTP4A2 KIF13B NECAP2 KLF3 TMOD3 SAMD9 ADM CTSB RPS6KA2 MRPL15 ITPR2 CCNG2 OCIAD2 TRIP10 RALGAPA2 PNKD ATP5F1B SPRED1 LPP LRRFIP1 CHML ACAA2 PTPN14 CPPED1 CMTM3 EHD4 ADI1 LTB TC2N SNX6 TMC4 TNS1 HEXB CYFIP1 STX7 ACAA1 MLPH MGAT5 ETV6 CPT1A ACOT9 PKP4 HEBP1 ZNF292 SERTAD2 AGPAT3 QKI RASSF4 SLC39A1 ENO1 ALDH3B1 A2M ABCC4 TMEM132A RAB25 CLIC1 MAP4 CTSL ID3 TUBB4B SLC66A3 NCAM1 ST3GAL1 PIGS ZNF267 CMPK1 SIAE GALNT2 RSU1 ZDHHC7 RNASE1 PAWR TUBB CYTH2 HIP1 IFI16 ABHD3 CASK UGP2 CFL1 LACC1 ERBIN ERO1A CTNNB1 ACTG1 GNG5 GOT1 STK38L ATP2B4 SLC38A2 EIF4EBP2 RNPEP HDGF CCDC50 IQGAP1 SYNE2 RALA LAMP2 GATA6 OLFML2A CHP1 ZNF503 CA12 CBR1 SPAG1 SP1 LGALS3BP EPB41L1 ANK3 DIAPH1 SAMD12 CD276 PFN1 LDHA UBE2L6 MYH14 PLEKHB1 RHOG PSMB10 CTBP2 KANK2 RNASET2 PICALM ZBTB20 SYNGR2 ARL6IP5 LBR KDM5B DECR1 RBM47 CERS2 SETD7 SH3D19 CNPPD1 TRIOBP ALAD CLN8 APEX1 MINDY2 SLC46A3 FOXO3 ERRFI1 IER5 MTMR12 SUCLG2 PARP14 UBALD2 AFAP1 PTPRM EZR SLC35B2 DDAH1 TCF7L2 GM2A EBP SIPA1L1 KNOP1 ANKRD13A SLC25A24 CTTN TRIM25 FZD5 GALNT7 CDK2AP2 LRP10 TP53I11 CCDC71L FUCA1 HSPB1 WNK2 RESF1 LAMA5 FAHD1 VCL WEE1 GPX2 PEA15 B4GALT4 LHFPL2 ATP5F1C ELOVL1 MAGI1 HDHD3 UTRN CDS1 SEPHS2 MYO6 PGM2L1 THBS1 ELF1 RDH10 MPRIP TUT7 VPS26A LAMB1 TNFRSF21 AMOTL1 ARHGEF18 CHMP2B NPAS2 DCBLD2 SUSD6 ZFP36 PLXNB1 CANT1 RAP2B GUCD1 TIMP2 PHLDB2 SMURF1 BCL6 COX5A RPS27L SLC25A23 ATP5MC3 KIAA0930 MAGI3 ARRB2 IGF2R NIPSNAP2 LYZ NECTIN2 EFTUD2 PTMA ABHD11 RNF44 ABCA1 TRAK2 SNAP23 SLC20A1 BPGM EIF6 CAST LGALS8 FGD6 FH LMNA TRIM8 BTBD7 PAK1 EGLN1 ACTR3 OXSR1 TOB2 CREG1 CYCS PPP1R11 NEDD9 HADHB NNT GDE1 DDX52 CSRP1 LANCL1 HTATIP2 DYNLT1 LUZP1 ASAH1 LIMS1 MAPK6 GNPTAB TPD52L1 IL10RB CDR2 MAPKAP1 SGPP1 TMEM43 GADD45B CTSC ERLIN2 MDH1 LAPTM4B KDSR IFNAR1 MYADM FRMD8 LDLR AGAP1 TMEM127 TMEM50A CASP6 CD2AP FTH1P3 B3GNT7 SLC25A5 ZNF117 ABI1 GRN TRIM26 SMC5 SNHG12 PTMAP11 TMEM41A PPDPF EXOC6 PDHA1 C4orf19 HNRNPF NRAS PAFAH2 CYP4V2 KIF1C TBC1D5 PNP DAPK1 COX7B KLHL5 DERL1 PPIA ARPC5 BTG1 CALD1 VAT1 MTUS1 TOP2B PPP1CB SATB1 RHOQ TTL DTX3L APOL6 B2M GSTT1 FLII DOCK1 HINT3 PRR13 ZDHHC3 STK24 GLB1 TIPARP MGST3 SAV1 SLC35F6 DUSP16 SKIL EIF2S3 ATP5PO RNF103 ALDH2 SMARCC1 TXN UBAP1 LPGAT1 NET1 ID1 GLO1 SUCLG1 TMEM87B RAB6A HGSNAT JUN MPZL1 NDUFA6 NFE2L2 LYPLA1 XRN2 CAPZA1 KLF13 PSME3 NPNT PAK2 PSAP PDCD6IP LEPROT NDFIP2 RAB11FIP1 RAB10 TXNDC17 ABHD2 CRYZ CDKN1A UQCRFS1 ODC1 ATP11B HEBP2 WASHC4 DHRS7 IL6ST TM2D2 PBX1 PRSS23 GOT2 NAPG ALDOA CIAO2A PLS1 CS MPC1 STARD7 NOP10 MACF1 SH3YL1 PAIP1 HLA-E EPCAM CDK6 TM7SF3 TMEM87A RAB5B XRCC5 WBP2 VDAC1 PTP4A1 NCOA4 LMAN2 RNF128 NAGK PNPLA2 MAP1LC3B PHB RB1CC1 HNRNPAB DYNC1I2 ZNF83 TNS3 YWHAB SINHCAF DLD SLC25A3 CYC1 TPI1 MUC1 C12orf75 ETFA ATP5F1A PATJ NPC2 EPRS1 ACADVL RAC1 BRI3 RMND5A MBD2 GRB2 UQCRC2 ARHGAP12 DUOX2 SDHB ABCF1 NARS1 CALM2 STAU1 WSB1 H3-3B SLK TMEM165 PGK1 DAG1 OGA SESTD1 LAPTM4A MYO10 CHD4 NDUFS2 TMBIM6 OPTN ARPC2 GNS BZW1 APP COX5B VDAC2 HMGB1 PNRC1 MUC13 HADHA EGR1 HLA-A LLGL2 TXNRD1 ARHGEF12 UQCRH MDK SFPQ CYP51A1 ACTR2 TCP1 SCAF11 IMPA2 GCC2 NCL MLEC FNDC3B TOP1 RDH11 TSPAN3 FTH1 PCYOX1 HSPA1A COX7C PDLIM5 CCT2 EIF4G2 COX6A1 SQSTM1 SYNCRIP FAM102A HMGN1 CSTB ARPC3 OLFM4 UBC NEAT1 SRP14 CD63 MURARO_PANCREAS_ACINAR_CELL http://www.gsea-msigdb.org/gsea/msigdb/cards/MURARO_PANCREAS_ACINAR_CELL PNLIP REG1B PRSS1 ALB PRSS3P2 CPA2 CTRB2 CEL PLA2G1B CELA3A CPA1 REG1A PNLIPRP2 CTRB1 CPB1 REG3A SPINK1 GSTA2 ALDOB CELA2A CLPS CTRC AMY2A GP2 GSTA1 OLFM4 PNLIPRP1 PRSS3 BCAT1 CELA3B LGALS2 KLK1 DUOX2 ANPEP ADH1C CFB LYZ FGL1 REG3G MUC1 IL32 CXCL17 SERPINA3 AKR1C3 AKR1C2 SERPINI2 MXRA5 AKR1B10 AOX1 CELA2B MGST1 UBD C3 C15orf48 CA12 GDF15 GATM RNASE1 AKR1C1 NIBAN1 FGG BNIP5 TC2N MT1G TMEM97 ATP10B B3GNT7 CXCL2 ERP27 TCN1 PDZK1IP1 FKBP9P1 UGT2B15 CTRL SDC4 GPX2 BIRC3 TPST2 TMC5 SGK1 STEAP4 SAT1 CBS GATA4 SOD2 KCNQ1 MECOM TRIB2 CPA4 CYB5A NR5A2 LCN2 MTUS1 UGDH CD24 ZFP36L1 TACSTD2 LDHB YBX3 IMPA2 DUSP4 NTN4 CXCL3 PTGR1 SLC25A37 F3 CEBPD CPM PSAT1 CREB3L1 GJB1 TMPRSS2 AKR7A3 XBP1 LGR4 RETREG1 LTB GULP1 NUPR1 PDGFA CYP3A5 BACE2 CCL20 IGFBP2 TCIM HHLA2 TUBB2A INSR TM4SF1 FAM3B CD44 KRTCAP3 AADAC FBP1 NFIB GPR160 EDN1 FAM13A AMY2B C4orf19 LRG1 IFITM3 REG1CP RASEF LYN GPRC5A ATP8B1 ERBB3 CLDN4 PLTP SH3BP4 CCL28 GALNT7 OCLN MET NFKBIZ CYP17A1 ABCC3 SERPINB1 CXCL1 PHLDA1 RASSF6 PACSIN2 FAM107B LGALS3 ADAMTS1 ZC3H12A SLC39A8 ELF3 KLF5 B3GNT2 PLIN5 IQGAP2 PTF1A CXCL8 DHRS3 MYC SH2D4A FOXC1 KRT7 TCEA3 MAP3K5 PARD6B TMSB4X BAIAP2L1 SLC12A2 OSMR RAB27B ATF3 SERINC2 ITGA6 PBLD SORD SOX4 NFKBIA B4GALT1 CHAC1 ADAM9 KIAA1522 SLC16A7 BCL3 HLA-F SYTL2 KLF6 SLC22A23 TGIF1 IL22RA1 OAF RPL10 CYP1A1 CCND2 SLFN5 TNFAIP8 ZNF117 TMEM51 P4HB TPM1 ZNF114 RBPMS RPS6KA2 ETS2 TM7SF2 MYL12A CASP4 FGA FTH1P3 SEL1L TPD52L1 SOX9 HLA-DMA PMAIP1 MLPH NCOA7 PIGR RAB11FIP1 TCIRG1 GALNT2 CCL8 LYPD1 RASGRP3 TMBIM1 RHOC DUSP23 SERPINF1 TNFAIP3 ANGPTL4 RSU1 ITPRID2 ALDH2 RPL10L TUBB3 CLMN GALNT3 FBXO25 CXCL12 S100A11 PHGDH CFI C5 RPL18A GPRC5B GPT2 B2M FUT4 SLC38A1 RNF213 CEMIP2 RDH10 EHD4 ARHGAP18 FKBP11 SLC7A11 TST TRIM47 AQP8 SEL1L3 RPL36A-HNRNPH2 EGFR MYL12B CD2AP CNN2 IDH2 PPIC FTH1 SLC12A7 MOB3B TMEM41A FA2H LAMB3 PYCR1 NOP53 NECTIN4 NRARP PABPC3 HSPB8 LDHA RDX LMO7 HSPB1 ZNF704 RPL22L1 PGM1 NAMPT CAMK1D RETSAT TNFAIP1 ANXA4 CCNG1 TUBA1C MTHFD2 MCCC1 PRR15L GSTP1 NEAT1 HOMER2 EEF1D MYO5B LSR GLUL SAV1 TAGLN2 RPL13A TXNRD1 CGNL1 ACOX1 VTN SHROOM3 IDH1 MYH9 REST ZFAND5 PABPC4 NEXN TPT1 ADM2 SLC30A2 RPS19 LRRC59 GMNN ZNF217 RND1 RRBP1 ADD3 PIM3 GBP2 JPT1 IL18 FAM162A RPS12 KITLG TFPI SLC66A3 LASP1 PRPS2 HLA-DRB1 XPNPEP1 SMAD3 CLDN2 ALDH3A2 FDX1 TSPAN15 PODXL CLDN7 CCPG1 RPL29 KRAS H6PD PABPC1 CDH1 SLC35D2 SOCS3 TRAF4 PSMB10 CXADR TAPBP AMOTL2 TRAM1 WIPI1 CDR2L PLSCR1 CES2 SRD5A3 RAB3D LIMA1 SLC39A14 HDHD3 LGALS9 RPL23P8 USP53 EIF2S3 CLIC6 NDRG1 SKIL TMEM123 EEF1B2 EIF4EBP1 ENAH CD47 CASP6 STK17A COLCA2 NR0B2 PTP4A2 EPHX1 GRB10 ARRDC3 ACTG1 FNDC4 CDC42EP1 HEBP1 HIF1A AP4B1 CASP7 GOLM1 C1R RPL14 NEDD4L HLA-DRA RPL37 MUC20 PDP1 MYO1C SQSTM1 SPATA13 C2CD2 PIK3AP1 MARCKSL1 CLDN12 SP100 ATRN PGM2L1 B3GALNT2 RPL7 IFNGR1 TNFRSF10B CLDN1 TP53INP1 DDAH1 FGD6 MAN2A1 RPLP0 RPS6 SLC44A4 RNF181 F11R POLD4 RPSAP58 PSMB8 LIMK2 SORBS2 TKT REPS2 MACC1 KRT8 PPP1R3C SPTBN1 FRMD8 TMC4 MYO5C ERO1A BMF TP53I11 ASS1 RPL13AP20 GUCD1 SCN9A ANO6 B3GNT5 EEF2 SHMT2 TXN BLVRB C1RL CYFIP1 HPN KRT18 ITGA2 KDELR3 GCNT3 TRIB1 RAB9A SNHG5 TNFRSF12A FAM161A CLDN10 PTGFRN PDCD4 TSPAN13 YAP1 PARVA SPTSSA TBC1D1 KIF1C PTPRK DBNDD1 TMEM98 CHP1 EIF3F RBPJ RPL9 RPL27 MSN SLC38A2 VAMP8 SPSB1 MAP3K20 TNFSF10 MAL2 POLR1D CXCL16 RPL12 RPL13AP5 RPS4Y1 UNC5CL SNAP23 EBP HEYL SYNGR2 FLRT2 CHMP4C GATA6 EIF4E2 JUP FNIP2 RLIM TMEM125 RPL36 LAD1 METTL7A RBM47 ARHGAP26 TSPAN6 ABHD11 CREB5 EIF3E PRDX4 RPL39 ARSD FZD5 EIF4EBP2 ANKRD36 ACO1 TMSB10 DAB2IP SERPINB6 OXA1L PARD3 HSD17B4 RPS2 SERP1 DAG1 RPS8 CTTN ANKRD36B ENC1 MGAT4B GCLC EEF1A1 SPCS3 RPL23 RPL27A RPL26 CNN3 SUCLG2 ATF4 GLRX POLDIP2 MTMR12 NET1 STK24 CCNC PPIF ESRP1 RPS9 EBPL HSD17B11 EDEM3 PTPRF RPL13 RPL36AL RPL32 SMIM14 RPS15A CREG1 RPL36A HTATIP2 MCL1 MLEC TMEM87B KLF3 CBR1 RPS5 DUSP16 AHCY BHLHE40 PARP4 CCL2 RBSN RACK1 RPS16 CD151 PLS3 CDV3 TJP2 PTMA PPP2R5A ALAD GAREM1 NFE2L2 MXI1 RPLP0P2 ABRACL TOB1 PTER ASNS ETV6 PTMAP11 RBM3 STAT6 RPS13 TOR1AIP2 IMPDH2 ACAA1 RPL34 BTF3 HLA-B NACA TMEM165 BAZ1A SRI MLXIP PGM3 RER1 RPL35 TES PTP4A1 RPL10A TUBB4B RPN2 SLC35E1 PDLIM5 NACA2 ADI1 EIF3D ARPC1A CD74 RPS24 RPLP2 ACSL4 EML4 RPSA MKNK2 EPB41L4B ITGAV EIF3L CTSD NIBAN2 IER2 RPS20 CMPK1 RPL11 EIF2S2 CAV2 RPL35A RPS27L RPS3A MBNL2 SETD7 IGBP1 PRDX6 RNF19A YWHAZ CAPN2 MCFD2 RPS28 RPS21 TALDO1 RPS27 MAGT1 RPS7 TM9SF3 PNRC1 SSR3 OSTC ACTN4 PRDX1 RPL19 BTG1 RPL31 UBE2H HES1 TMED9 CAPZA1 HERPUD1 RPL37A VMP1 HDGF RPL4 TMED2 RPL24 RPLP1 LRP10 VIM PDLIM1 FKBP1A DNAJC3 RPS4X RPS27A PCBP2 JUN RPS29 FTL VAPA ANXA11 NPM1 RPL17 RPS23 RPS3 PPIA SLC25A5 RPL23A MARCKS EEF1G UBA52 RPL41 HLA-C RPS25 RPS11 RPL30 RPL38 RPL7A MURARO_PANCREAS_MESENCHYMAL_STROMAL_CELL http://www.gsea-msigdb.org/gsea/msigdb/cards/MURARO_PANCREAS_MESENCHYMAL_STROMAL_CELL COL1A1 COL1A2 COL3A1 COL6A3 FN1 SFRP2 COL5A1 SPARC SERPINE1 COL15A1 COL5A2 COL6A1 PDGFRB LUM COL4A1 COL6A2 BGN VCAN CYGB THBS2 COL5A3 PXDN COL4A2 IGFBP5 LTBP2 LOXL2 SNAI2 WNT5A SPON2 DCN IL11 INHBA LGALS1 SERPINH1 CRLF1 TIMP1 NID1 NOTCH3 COL12A1 TIMP3 IGFBP4 FBN1 CALD1 MRC2 LAMA4 DKK3 PAPPA FMOD CRISPLD2 HEYL MICAL2 CDH11 ISLR TNFAIP6 ITGA1 PLAT PRRX1 CTHRC1 C11orf96 HSD11B1 LAMC3 GREM1 BMP8A HTRA1 THY1 EDNRA FSTL1 COL18A1 ITGA11 LAMA2 BASP1 S1PR3 LTBP1 UACA TGFBI NREP HTRA3 AEBP1 SPOCK1 TPM2 ANTXR1 CYP1B1 GFPT2 LIF EMP1 UNC5B PDGFRA CCDC80 F2R STC1 SLC1A5 PAG1 VIM SLC7A11 TBX3 CTSC GPX8 POSTN SPON1 ADAMTS2 LHFPL6 ANO1 MMP11 CAV1 SULF1 PLAU ITGA5 ZCCHC24 ACTA2 PLXDC1 KLF9 CCDC102B FOXF2 ZNF469 MMP9 TGFB3 CAVIN1 MMP2 SRPX2 PLIN2 LAMP5 DACT1 MYLK CCN4 LOX CAVIN3 C1S COL8A1 TBX2 MFGE8 ZEB2 NID2 TGFB1I1 LAMB1 BMP1 MMP1 KCNE4 SERPINF1 CYTOR KANK4 PIEZO2 SNAI1 F2RL2 KANK2 FKBP10 PHGDH GNG11 FHL2 SULF2 RUNX1 PHLDB1 SCARA3 CALU GPNMB OLFML2A NOTCH1 CHSY1 SMIM3 PPP1R18 FLNA CARMN ARHGEF2 IGFBP7 RAI14 PRKG1 PLAUR MYOF ALDH1L2 FSCN1 LRRC32 MXRA8 FGF2 IL6 FRMD6 EBF1 ITPRIP LHFPL2 CLIC4 ITPRIPL2 ZEB1 PHLDA1 CCN1 RAB31 HIC1 TPM4 STEAP1 NRP1 AXL TNS1 ADAM19 DCBLD2 GUCY1A2 RBMS1 SH2B3 KITLG PSAT1 CREB3L1 SPHK1 PTPRE NQO1 HEG1 MSX1 GLI2 CYBRD1 LAMC1 TUBB6 WIPI1 CBLB NT5E HK1 ANXA1 COL16A1 CEBPB MIR4435-2HG EPS8 IFI16 HOXB2 CYTH3 ARHGAP23 DDIT4 SYDE1 RFTN1 MSC-AS1 RND3 FIBIN CMTM3 ADAMTS4 RGS10 HCLS1 EHD2 SH3PXD2A RFLNB ITGB5 FERMT2 AHNAK CRTAP C3orf80 CEMIP DAB2 PMP22 TPBG ENC1 CCDC71L FBXO32 STON1 PPFIBP1 TMEM47 SH3PXD2B LIMS1 STK17B IFITM3 MTHFD2 ANGPTL4 PTK7 NOTCH2 MSN LXN SHMT2 MT2A CTSK LDHB PRDM1 NUPR1 SSH1 MYH9 ID3 THBS1 NES FMNL3 NUMBL SEC23A JARID2 DSE EDNRB GPC6 CCN2 MRAS IRX4 ITGB3 ZFP36L1 ARHGEF40 IFITM1 SH3KBP1 SSC5D GJD3 CSGALNACT2 P4HA3 NOTCH2NLA MFAP4 MGP NR2F2 CHST15 PLOD1 IL33 G0S2 CKAP4 DLC1 S100A16 A2M ADAM12 TFPI SLC38A2 PARVA SUSD2 REST AKAP12 AMOTL1 FAM126A QKI PTGS2 PMEPA1 ACTN1 CCDC74A RNF24 PTGES ARHGEF17 ADGRA2 HMCN1 TNS3 DUSP5 KCNG1 NKD1 SHC1 RAB23 HAS2 MEDAG SPSB1 SPRY4 ATP1B3 PLOD2 SPRED1 TMEM204 LMO4 CBS TMEM158 ETS1 GAS7 SPATS2L MDFIC CERCAM PTGS1 GYPC MPZL1 FAT1 SFRP1 ANO6 FAM114A1 CNN3 ADA IL1R1 FGF7 IFITM2 FHOD1 CTSL GASK1B RASL12 KDELR3 WWTR1 PEAK1 GARS1 LATS2 LRRC59 VCL ARL4C CD248 SYNJ2 ANGPTL2 SLC44A1 AFAP1 VSTM4 GPX7 WARS1 VASN ENAH SPRED2 NNMT SGCD KLF13 SRM PTPN12 SACS CD276 MAP4K4 PLEKHO1 MIR100HG TNC C1R WIPF1 ATXN1 HBEGF PEA15 STK38L BHLHE40 C2CD2 TRAM2 SLC2A3 COLGALT1 NRP2 MCC SNX9 GSTO1 TIMP2 RCN1 TLN1 NHS RASSF8 CNN2 EFNB2 JAK1 CBR1 ZYX PTPN14 OSMR SVIL MYC MGST1 TFPI2 KCTD10 SH3BGRL3 ZNF532 GEM P3H4 TMSB10 AP2M1 TTYH3 SMC4 LMCD1 IL4R EXT1 ITGA2 ARHGAP21 TUBA1C DYRK2 FAP G6PD PFN1 PGD TMEM98 JCAD ASNS SNHG5 RPL22L1 JAG1 TKT RAB32 DUSP14 NIN ACSL4 NEXN YAP1 WBP1L IER3 ARF4 ANXA5 NPC2 ATF5 TXNRD1 LACC1 SDC2 CDR2L HNRNPAB RSU1 RHOQ IKBIP CBX3 IGFBP3 DUSP6 MAP3K20 LITAF ITGAV VMP1 TSPAN5 ABHD4 MYO1E ZNF281 PTGFRN TPM1 YARS1 MAP1A HDAC7 ITGB1BP1 TPST1 TMEM165 MARCKS RHBDF1 JAM3 MYADM PRDX1 MSANTD3 APEX1 SASH1 TMTC3 IARS1 AHR RCAN1 GALNT10 PELO ABCA1 FARP1 DIMT1 BAZ1A C16orf72 TARS1 TBC1D16 TRIB3 VDR PDE3A PRDX6 FKBP9 TGM2 TNKS1BP1 CEP170 PLSCR4 RCC2 RNF168 CDK2AP1 KDELR2 FYN CTSB TMEM214 BPGM ARID5B STK24 SKIL ITGB1 CTDSP2 RBPMS ZBTB38 PCK2 H2AZ1 TCF4 TRIO TWSG1 CDK4 GOLT1B GOLIM4 PLS3 PPIC RASAL2 RSL24D1 MTDH FNDC3B SLC4A7 SNHG16 MAP4 TIMM17A PTDSS1 EIF3M ACVR1 XPOT PHC2 EPAS1 ARPC2 TGFBR1 WDR1 CAP1 ADH5 MYO10 SELENOS OSTC GALNT1 RPL10 B4GALT1 RPL10L NAV1 SPART NDN LMNA SAR1A CAMSAP2 RCN2 NCK2 GNB4 TXN RIC8A PABPC1 TMED9 YIPF5 NR3C1 MAPKAPK2 MARS1 ARPC1B HNRNPA1L2 PABPC4 YKT6 FADS1 EEF1D MAX TNFRSF12A EIF2S3 PHB2 DEGS1 COPS8 ACTR3 DDX21 SSR3 KPNA4 HSPA5 CD82 TUBB NPM1 S100A11 ROCK2 CFL1 FEZ2 RAP1B WLS PABPC3 ANXA6 SLC25A3 OXA1L RAN EIF2S2 ANKRD11 PSMA7 MARCKSL1 ANXA2P2 EPRS1 FKBP11 ATF4 NAP1L1 LDHA ACTB OAT RRAGA RB1CC1 HES1 RLIM CTNNB1 EEF1B2 MCL1 CAPZB RPL27 CD59 EIF3A SEC13 TPT1 REXO2 MANF RBM3 TALDO1 SRXN1 HDLBP ARL8B BZW1 AKAP13 SEC24D NFIC TMEM50A GAPDH ENO1 COPA RPS16 ANXA2 RPL13A POMP FTH1P3 RPLP1 RPL39 BTF3 TPI1 SYNCRIP EID1 ACTG1 YBX1 MYL12A SEC31A RACK1 PGAM1 RPLP0 EEF2 RPL4 HMGB1 RPL10A PTMA EEF1A1 RPS13 RPS23 TMSB4X RPL23 MURARO_PANCREAS_ENDOTHELIAL_CELL http://www.gsea-msigdb.org/gsea/msigdb/cards/MURARO_PANCREAS_ENDOTHELIAL_CELL FLT1 KDR CD93 ESAM SOX18 PECAM1 ESM1 PASK SLCO2A1 PLVAP ADGRL4 RGCC PODXL COL13A1 PLPP3 THBS1 SELE CALCRL EXOC3L2 PDGFB ACVRL1 HTRA1 ANGPT2 SMAD6 ADGRF5 F2RL3 NRP2 ERG PRDM1 MMRN2 MCAM GASK1B TCF4 EMP1 BDKRB2 CXCR4 THBD APLNR ITGA5 CLEC14A NOTCH4 SNAI1 IGFBP4 SGK1 FSCN1 MYCT1 EMCN NKX2-3 SHANK3 PCAT19 ETS1 COL4A1 JAG1 PNP PTPRB COL4A2 TIE1 NQO1 ROBO4 GPR4 ARHGAP31 NRP1 ACE TM4SF18 LAMA4 GIMAP7 ADAMTS4 A2M CXCL12 HEY1 TP53I11 PXDN ECSCR SPARC RHOJ CYP1A1 GNG11 GMFG BCL6B SPRY4 PDE2A DOCK4 TEK SHE CD36 STING1 TMEM204 PLEKHO1 GIMAP4 FAM43A SOCS3 FZD4 STC1 CDH5 ADAMTS9 MEF2C ARHGDIB RGS5 SEMA3G CLIC2 SERPINE1 WWTR1 LRRC32 OLFML2A HEG1 MYLK RAMP2 GIMAP8 DAB2 RAPGEF4 ANGPTL2 FCN3 LDB2 MSN CYYR1 ITGA1 COL15A1 ABI3 CLIC4 FLT4 DLC1 IFI27 VWF PLEKHG1 AFAP1L1 EPAS1 LRRC8C STOM TGFBR2 RFLNB MYCN EFNA1 GBP4 NOVA2 FRMD4A BMPR2 ST8SIA4 GATA2 RAB31 SPARCL1 ID3 PMEPA1 PRSS23 NOTCH1 ZEB1 P2RY6 LIFR RAI14 EFNB2 IFITM1 DUSP6 SLC7A11 LRRC8A NRARP SERPINH1 CD9 NLRC3 IGFBP7 PPP1R18 SH2D3C RASGRP3 FHOD1 SEC14L1 MMP1 TCIM ITPRIP ZNF532 CD34 UNC5B RBMS1 HLX SH2B3 HOXB6 RILPL2 ARHGAP29 SMAD7 NID1 MADCAM1 HTRA3 DAB2IP GRB10 PKP4 SLC12A7 IFI16 HIP1 LPAR6 HDAC7 QKI PEA15 ELK3 IFITM2 IL4R CYP1B1 DPYSL3 EHD4 MPRIP CSF2RB CAVIN1 SASH1 PGM2 KCNN3 SPRED1 PREX1 VWA1 TUBB6 ARHGAP23 SLC38A2 FMNL3 MMP2 LUZP1 SNRK TSPAN14 UPP1 SPON2 LAMB1 SWAP70 EFNB3 CHSY1 DKK3 F2R FKBP1A MSX1 INSR SRGN TBC1D1 HK1 ITGA2 DIPK2B RELL1 GARRE1 VIM PLXNA2 JAK1 GAB1 AHR UXS1 ITPRIPL2 REST LDHB PTPRE ID1 S100A13 CAV1 LMO2 NOL4L SLC44A2 ICAM1 CCND1 LATS2 ANKRD50 SLC2A3 MCF2L JUP DGKD GPX1 TGFBR1 LHFPL6 TMEM47 FABP5 ERBIN VASH1 FSTL1 DENND11 SULF2 SNTB2 ADGRL2 PRCP SYNPO FRMD8 RAPGEF1 CTNNA1 ETS2 MARCKSL1 PIM3 LXN SYNM ATAD3C JAM3 LHFPL2 BNIP2 CDK2AP1 DHRS3 RCC2 SKAP2 KBTBD2 CDR2L PGM2L1 CBL ATP1B3 TSC22D1 CYGB PELO PTPN12 HPCAL1 BGN MECOM TM4SF1 KCTD20 UTRN ECE1 PDGFA SPG7 CBLB TBC1D8 LBH COL5A3 TMSB10 RSU1 SH3KBP1 SOX4 IFITM3 ZNF503 RIPOR1 CTNNB1 LGALS1 PTMA MLLT1 SLC26A2 NEDD9 PXN RB1 SNAP23 YES1 RASA4 UACA CEP170 CDC37 CEBPG KLF13 MRTFB ADGRG1 LIMS1 KLHL24 HLA-E MLEC PFKP PTMAP11 WDR1 LAMC1 ANKRD11 MEF2A ZFP36L2 RAP1A PITPNC1 RDX UBE2J1 TP53INP2 IL6ST ITGAV APP SPTBN1 ARHGEF12 HMGB1 ID2 MACF1 MYH9 CD81 ARPC2 MYL12B CD59 HLA-B CFL1 HAY_BONE_MARROW_CD34_POS_CLP http://www.gsea-msigdb.org/gsea/msigdb/cards/HAY_BONE_MARROW_CD34_POS_CLP CYGB ADA UMODL1 AGPS TRBVB PCAT14 MFAP4 ENAM LAIR1 CD200 HAY_BONE_MARROW_CD34_POS_EO_B_MAST http://www.gsea-msigdb.org/gsea/msigdb/cards/HAY_BONE_MARROW_CD34_POS_EO_B_MAST CLC HDC MS4A2 MS4A3 CLEC4O TPSAB1 PRG2 TPSB2 HPGDS EPX EXD3 CDK15 LMO4 LINC00323 SLC45A3 NOX3 HPGD DTWD2 ADCYAP1 HAY_BONE_MARROW_CD34_POS_ERP http://www.gsea-msigdb.org/gsea/msigdb/cards/HAY_BONE_MARROW_CD34_POS_ERP PCAT18 SERPINE2 MAP7 MEST AC055874.1 RYR3 NET1 FAM124B STAT5A TRIB2 HAY_BONE_MARROW_CD34_POS_ERP_EARLY http://www.gsea-msigdb.org/gsea/msigdb/cards/HAY_BONE_MARROW_CD34_POS_ERP_EARLY GIHCG ZNF385D PKIG STXBP6 SLC40A1 PDZD8 EMID1 ATF7IP2 AMHR2 PHTF1 CCNG1 HAY_BONE_MARROW_CD34_POS_GRAN http://www.gsea-msigdb.org/gsea/msigdb/cards/HAY_BONE_MARROW_CD34_POS_GRAN PRSS57 MPO AZU1 ELANE PRTN3 NPW C1QTNF4 CLEC11A CPA3 CTSG CALR RNASE3 HSPB1 STAR SUCNR1 MIF SNHG19 HGF TMEM258 VAT1 PLPPR3 SH3D21 SNORC GPR12 ERLIN1 P4HB CEACAM6 HAY_BONE_MARROW_CD34_POS_HSC http://www.gsea-msigdb.org/gsea/msigdb/cards/HAY_BONE_MARROW_CD34_POS_HSC CRHBP AVP NPR3 LINC02573 FAM30A MYCT1 CRYGD EGFL7 BEX1 CD34 ZFAS1 PROM1 HTR1F LINC01122 CYTL1 MSRB3 BAALC PRKG2 HOXB-AS3 RACK1 RBPMS C9orf43 RPS24 IL12A-AS1 EBPL SLC1A6 RPL15 RPL26 NPDC1 NKAIN2 HINT1 HMGA2 GUCY1A1 CALN1 HLF CDH7 MECOM DLK1 CD164 KRT8 CHRM3 EMCN GCSAML CCDC42 EEF2 ADGRG6 LAPTM4B RPS9 KRT18 SYPL1 ZNF521 UCHL1 HOXA9 BEX2 HOXB5 IL18 BTF3 BST2 TMEM163 ARMCX1 NACA ARNTL2-AS1 MFAP2 ROBO4 HOXA7 GSTM5 GNAI1 FAM133A HOXA6 CCDC175 EHD2 DPPA4 TCTEX1D1 NRIP1 CLEC9A SULT1C4 DSG2 PLOD2 AC092171.3 C3orf80 EIF3L HOXA10-AS TCEAL2 ZBTB8A EPCAM-DT TLCD5 ITGA9 SAMD13 HOXA10 EPB41L4A-AS1 ATP1B1 UBR5-AS1 MIR1915HG CTSF HOXA3 CBX2 TCEAL4 PCDH17 PRDM16-DT BAALC-AS2 RSL1D1 NKX2-3 TAOK3 NPM2 ATP2C1 HOXB6 SPOCK3 CCNB1IP1 NAP1L3 CASC15 ELMO1 RASSF9 H2AW NYNRIN MYCNOS FBXW9 HOXB3 TAF1D SLC8A3 CYYR1 WASIR2 BSPRY PCBD1 EIF3D BEX4 CCDC171 FGD5 HAY_BONE_MARROW_CD34_POS_LMPP http://www.gsea-msigdb.org/gsea/msigdb/cards/HAY_BONE_MARROW_CD34_POS_LMPP ACY3 NREP NEGR1 NPTX2 TRH MIR1-1HG-AS1 PRSS2 SDK2 HAY_BONE_MARROW_CD34_POS_LYMPHOID_UNK http://www.gsea-msigdb.org/gsea/msigdb/cards/HAY_BONE_MARROW_CD34_POS_LYMPHOID_UNK GLDC FABP5 VAT1L LDHA CAPSL BCAT1 KCNK9 HAY_BONE_MARROW_CD34_POS_MEP http://www.gsea-msigdb.org/gsea/msigdb/cards/HAY_BONE_MARROW_CD34_POS_MEP DEPTOR HACD1 SVOPL CPB1 FREM1 SPINK4 HYAL3 ABCC4 HAY_BONE_MARROW_CD34_POS_MKP http://www.gsea-msigdb.org/gsea/msigdb/cards/HAY_BONE_MARROW_CD34_POS_MKP ITGA2B AL157895.1 VWF LTBP1 SPX WFDC1 ITPKA PBX1 PLEK MMRN1 IGSF10 TPM1 PRTFDC1 GJA4 TGFB1I1 ANXA3 COL2A1 MED12L GATA2 ST6GAL2 DAD1 NAA38 GUCY1B1 TCEAL9 ADRA2A SLC18A2 CDH6 RBPMS2 ACTN1 ADCY6 ITGA2 DTD1 TRPC6 LTC4S PTGER3 RAB38 EFNB2 STUM RAC3 TPI1 OLFM3 TEAD4 RAB3C HTR2A MGLL RYR2 PPIF DKK1 TTC27 PDIA5 GSTT2B KALRN SLC37A1 EXOC3L4 PRKG1 PIEZO2 KAZN MLEC KLHL13 EFHC2 GLOD5 MYH7 STAC HAY_BONE_MARROW_CD34_POS_MULTILIN http://www.gsea-msigdb.org/gsea/msigdb/cards/HAY_BONE_MARROW_CD34_POS_MULTILIN SMIM24 SPINK2 CDK6-AS1 ENO1 CLDN10 NUCB2 CDK6 CPXM1 ISYNA1 ARMH1 FLT3 LKAAEAR1 AIF1L BZW2 FAM216A TM7SF3 CLGN CDH2 DNAJC12 TCEAL5 HAY_BONE_MARROW_CD34_POS_PRE_B http://www.gsea-msigdb.org/gsea/msigdb/cards/HAY_BONE_MARROW_CD34_POS_PRE_B CD79B TCL1A BCL7A PCDH9 CCDC191 ACSM3 CFAP73 SNHG7 NIBAN3 CDHR3 RCSD1 NSMCE1 RUBCNL AFF3 C16orf74 IRF4 WASF1 BACH2 CCDC112 AEBP1 DTX1 APBB2 SOX4 HRK NEIL1 LINC02227 CD38 LDLRAD4 BMP3 BEST3 ABHD15 STIM2 PAX5 CDC25B H1-2 MIR181A1HG TMEM243 KLHL14 BTBD3 RAPGEF5 PPP1R14A ADAM23 STARD4-AS1 BTK TCL1B AC016866.1 ERP29 TRABD TAX1BP3 RIMS3 SYK TM7SF2 DDX54 LIMD2 CCDC69 DNMT3B ROR1 C7orf50 CEMIP REPIN1 TMEM131L RASAL1 CSNK1E MYO1C TMEM38A KANK2 H2BC8 CFAP251 MPZL1 AMBP CECR2 SBSPON NOXA1 PLG TBC1D1 BAZ2A CDC40 KIN MRO TRAM1 FMO1 UBXN1 AL035696.3 FOXD3-AS1 LINC01215 HIP1 PLEKHA2 SYF2 KIF12 EIF3F ENTPD8 SHOX2 GSDME EFHC1 LAMA5 RB1 NSUN7 FAM3B HAY_BONE_MARROW_CD34_POS_PRE_PC http://www.gsea-msigdb.org/gsea/msigdb/cards/HAY_BONE_MARROW_CD34_POS_PRE_PC DNTT VPREB3 VPREB1 CD9 HMHB1 LCN6 AKAP12 LINC01013 ARPP21 SOCS2 SMIM3 DUSP26 MME HPS4 ERG RPS4Y2 SH2D4B MLXIP LAPTM5 RAG1 EBF1 TOP2B CLEC14A SLC8A1-AS1 RAG2 ZCCHC7 LINC00426 FHIT LINC00114 QRSL1 MT1X SMAD1 CMTM7 XXYLT1-AS2 P4HA2 PXDN LHPP DNMT3L-AS1 AC025154.2 SIAH2 ZNF22 NPY CCDC81 ERGIC1 GABPB1 BLNK TP53INP1 NFIA-AS2 HHIP MPPED2 NAV1 SPANXB1 SARDH HHIP-AS1 GAB1 AQP5 NKX6-3 MTF2 JUP DBN1 POLA2 FXYD2 GBP4 GPSM1 SNX2 LINC01507 GABPB1-AS1 RIMKLB DOK4 S1PR4 MDM4 LY6H ABHD17B MAGED1 PPFIBP1 XPNPEP2 MAP1LC3B S100A1 PRCD ALPG SELENOF ELK3 ZNF22-AS1 SERPINI1 PPP3CC TSPAN14 EIPR1 SYNE3 TMEM217 STAG3 GPR176 ERO1B AHDC1 ATP1B3 CKMT2 FAM241A RNF43 PPP2R2C SH3TC1 LINC00305 SLC35E3 LUC7L3 LINC02202 SEMA6A TAF7 RHPN1 ABCG2 ZNF608 COBL LRFN2 SCHIP1 BCR PLIN3 CHD9 SEC63 FAM215B RFX5-AS1 MDM2 ANKRD10 ADPRM COX7A2L NUDT11 MYO5C HAY_BONE_MARROW_CD8_T_CELL http://www.gsea-msigdb.org/gsea/msigdb/cards/HAY_BONE_MARROW_CD8_T_CELL CCL5 GZMH IL32 CD8A DUSP2 KLRG1 TRGC2 GZMK LYAR HLA-B LINC01871 CD8B LAG3 PPP2R5C CD99 RGS1 PTPRC CXCR4 SH2D1A JAKMIP1 FYN PATL2 PTPN7 TIGIT CLEC2B SYNE2 ZNF683 F2R STK17A A2M-AS1 MIAT GUK1 TENT5C RASAL3 SRSF7 IFNG TMA7 ATG2A CRTAM UBC PTPN22 MSC TPRG1 PPDPF TNFRSF9 TTC16 PARP8 LINC00987 RNF19A ITGB1 JMJD6 TRG-AS1 SLA GBP5 NR4A2 HERPUD2 MFSD10 KIF19 TNIP3 CAPN2 KIF21A ATP8A1 SON CCNH MT1F ARAP2 CXCR6 PRDM1 CHI3L2 ENC1 SLAMF6 HAY_BONE_MARROW_DENDRITIC_CELL http://www.gsea-msigdb.org/gsea/msigdb/cards/HAY_BONE_MARROW_DENDRITIC_CELL CD74 HLA-DPB1 HLA-DPA1 HLA-DRB1 HLA-DRA FCER1A HLA-DQA1 PLD4 HLA-DQB1 LILRA4 IRF7 CLEC10A CST3 IRF8 SERPINF1 HLA-DMA TPM2 SMPD3 C12orf75 HLA-DRB5 CCDC50 ITM2C APP ENHO IL3RA PPP1R14B UGCG CLEC4C SCT GPR183 SEC61B ALOX5AP CD1C HLA-DMB TCF4 LILRB4 DNASE1L3 LINC02812 LGMN LRRC26 PTPRS RNASE6 SCN9A JAML SHD PROC SLC15A4 ASIP PPM1J TGFBI BCL11A PLAC8 TSPAN13 TNFRSF21 PHACTR1 PKIB PLP2 P2RY14 NDRG2 LSP1 SPCS1 ZFAT TRAF4 RHEX LINC00996 SCAMP5 PHEX GAPT MAP1A ALDH2 PACSIN1 EPHB1 CD1E C12orf45 LINC01724 SERPINF2 HLA-DQA2 TMEM8B MYBL2 SPINT2 CLN8 LAMP5 EGLN3 MAPKAPK2 SNX3 PPIB RUNX2 LCT-AS1 SLC4A3 CSF2RA KRT5 OPN3 NOTCH4 TXN RPS6KA4 SEC61G WDFY4 VEGFB CCDC88A TNNI2 P2RY6 CUX2 UNC93B1 UBE2E2 SLC7A5 PARK7 OSTC PPP1R14B-AS1 ATG101 OFD1 CUEDC1 SLC7A11 KCNK6 SEMA7A CLIC2 EPHA2 CD2AP CIB2 CXCR3 IDH3A ST14 SIDT1 IL1R2 CYP46A1 UPK3A CIITA CCDC189 GNA15 PTMS SLC12A3 KCNK17 SCAMP4 ALCAM C1orf54 FAM221B CSF2RB PLXNA4 CRIP3 BRK1 PLVAP CADM4 KCNK10 VASH2 SFT2D2 SLC35F3 CBFA2T3 RRBP1 DUSP5 FUT7 SLC20A1 TMED10 SMIM6 DNAJC4 LINC00865 EIF2AK4 PFKFB2 NUDT17 CRYM COL26A1 TMEM109 PON2 NEK8 TMEM210 ARID3A TM9SF2 SLC9A7 SPNS3 CACNA2D3 MRC1 RUBCN MIF4GD TTC39A ST3GAL4 PRXL2A SSR1 LINC01374 LRRC36 MILR1 COMT CCDC183 KIRREL3 PARVG AP3S1 PALD1 KCNA5 NLRP7 SUSD1 LINC02132 B4GALT1 GRIP1 ERCC1 CBX6 CRYM-AS1 ANKRD65 SH3BP4 HAY_BONE_MARROW_EARLY_ERYTHROBLAST http://www.gsea-msigdb.org/gsea/msigdb/cards/HAY_BONE_MARROW_EARLY_ERYTHROBLAST APOC1 NMU CNRIP1 GAL NPM1 CXADR FAM89A PNMT GCSH C1QBP NME1 FSCN1 CDH1 PVT1 GRTP1 UNG MYC DNPH1 DES DHRS11 CCDC26 CENPV RPL37A SRM MYB AHCY UQCRH NPM3 PEBP1 SORD PMP22 CASP3 GNL3 GSTM3 TUFM MRPS25 PRMT1 MORF4L2 CASP6 PPA1 CHCHD2 COL6A5 TMEM97 CMSS1 NHP2 AK2 KCNK5 MRPL52 SLC27A2 COQ8A PGAP4 MGST2 GGCT FBL RPL23 PLTP DCTPP1 AIG1 KIT TRIP6 MUC1 SELENOH MRPS23 CLNS1A MICOS10 CYP2E1 HNRNPC ECHS1 PHF6 HDAC7 SLC39A4 MRPS26 EIF1AX TFAM FAM136A WDR43 NDUFAF2 PNPO PABPC4 DNAH14 DMAC1 RRP9 SLC12A6 OLA1 SDHAF3 RPP40 ATP5MD INTS13 NDUFC2 GTF3A ABO GATA2-AS1 NMI MDH2 EXTL2 HAY_BONE_MARROW_EOSINOPHIL http://www.gsea-msigdb.org/gsea/msigdb/cards/HAY_BONE_MARROW_EOSINOPHIL RNASE2 LYZ LGALS1 RETN MT-CO2 H1-10 MT-CO3 RPLP1 MT-ND4 MT-ATP6 COX8A SLC44A1 RFLNB SERPINB10 RAB32 DBI MT-ND4L MT-ND1 H2AJ MT-ND5 MS4A4A BLOC1S1 NT5DC2 KIF22 H1-4 MRPL33 KIAA0930 MZT2B SERPINB8 TPM3 HNRNPD ANKRD13D SUB1 ASRGL1 NDUFS6 PRLR ALYREF MRPL23 NDUFB11 CEBPA RECK IQGAP3 PHPT1 HSPA5 RPN1 NDUFA3 MT-CYB WDFY2 TMBIM6 TMEM160 MBD3 P2RY2 IL1RAP ATP8B4 SNHG25 KBTBD11 TMX4 GNB1 HAY_BONE_MARROW_ERYTHROBLAST http://www.gsea-msigdb.org/gsea/msigdb/cards/HAY_BONE_MARROW_ERYTHROBLAST PRDX2 AHSP BLVRB HBB HMBS ALAS2 CA1 ATP5IF1 MYL4 CA2 KLF1 HBA1 UROD GYPA SMIM1 TMEM14C RHAG KCNH2 UBAC1 FECH HBQ1 SYNGR1 FAM178B AK1 TLCD4 ADD2 HEMGN RFESD TMEM14B NME4 MINPP1 CTSE GATA1 HBA2 TUBG1 GYPC SNCA HEBP1 REXO2 METAP2 GLRX5 SPTA1 GFI1B MPC2 MBOAT2 SLC25A37 NFIA HBD TSPAN17 GYPB SELENBP1 DNAJA4 EPOR ANK1 SLC25A21 SLC25A39 AKR1C3 OAT SLC4A1 EPCAM ALAD FAM210B HSP90AA1 A4GALT LXN KEL CR1L RAN GCLM TFR2 HMGN5 CCNE1 UBE2T CCT6A EPB42 UROS RHCE CD36 STRADB LINC01133 MGST3 CPOX SLC38A5 HSPD1 NMNAT3 TFRC TUBB4B CKS2 HBM CCNA2 ACHE SLC29A1 TFDP1 HMGA1 CCNB2 DLGAP5 VDAC3 YBX1 TUBB2A PCLAF TRIM10 DNAJC9 CENPU CDC20 RPA3 PKLR RAB3IL1 BOLA3 TPGS2 ALDH1A1 CCT2 KRT13 DHFR HNRNPAB CD59 PA2G4 LPCAT3 GMNN FHL2 SLIRP CDK1 MCM7 FKBP4 FEN1 CCNB1 PBK PRC1 CAT PCCB GYPE XK BSG FBXO7 CDK4 PYCR1 EIF1AY ARV1 RHD TAL1 PCNA SMIM10 RPL22L1 PARVB NARF ECI2 PSMB5 RCL1 IDH2 DMTN CDT1 ANKLE1 PAICS SERBP1 AQP1 RANBP1 SRI TMOD1 POLE2 MFSD2B FXN MYH10 ATP5MC1 ABCB10 SNRPG SLC43A3 ANP32B AC073349.1 MLLT3 E2F4 B3GALNT1 DTYMK TK1 H1-0 WDR34 CENPH FAM83D GADD45GIP1 SPTB MCM4 SMC2 ISOC2 HES6 ATP1B2 RAD23A LRRCC1 CENPW GAR1 PIR HAGH SLC22A16 CA3 PSMG1 MPST VBP1 MRPL37 DUT SOX6 HSPE1 AMMECR1 SOD1 NOP10 RRM2 PAK1IP1 RFC4 MCM5 SLC43A1 TRAP1 NUP37 PTTG1 SLC6A8 RUVBL2 PPT2 HSPA8 STEAP3 MCM2 TCP1 VRK1 PLPP4 DDX1 CDC42BPA CCDC34 PRKAB1 HACD3 TSPO2 SEC14L4 RHOBTB3 C17orf99 CDCA4 CD82 MPP1 SLC2A1 PRDX3 DKC1 PTGES3 PPIL1 ATP5MC3 GINS2 RBX1 CTNNAL1 HLTF UQCC2 TAF9 TANGO2 NASP GLRX SLC39A8 SLC48A1 TST AURKA ATP5MF CRLS1 MCM10 HTRA2 BLVRA PRKAR2B PDHA1 PLA2G12A NCL FN3K DHRS13 RRM1 TUBA1C COPS3 EIF3A FAM13A SNRPD1 GAD1 EIF5A SLC16A9 APOL4 TESC HMMR CCT5 PSMD12 PIGQ CISD2 ACTL6A MRPL12 SNRPE LAGE3 GPT ENG CLCN4 STOML2 ATP5F1A FUT1 AK6 CHAC2 TUBB6 SLC37A4 MCM3 PSMD6 SLBP ERMAP TXNL1 SPC24 NUDC HSP90AB1 MRPS9 EPDR1 TIMM13 ATG3 ORC6 HPRT1 HBS1L YWHAH YWHAE CMBL C16orf95 EEF1AKNMT HSD3B7 CDKN3 PPA2 CDC27 C19orf48 ST6GALNAC4 SLC39A3 ACKR1 CMAS STK25 MRPS34 SUPT16H ACAT1 MRPL2 DEPDC1 TMPRSS9 ORC1 MPDU1 ECH1 MRPL51 CACYBP NDUFC1 CDK2 OSBP2 TIMM8B SRSF2 ILF2 DYNLL1 MIS18A EEF1E1 TTLL12 RPL7A TSTA3 RFC3 ZFYVE21 EIF2AK1 IFI27 ACSS1 ETFA LINC00570 HAT1 CYB5A NCAPH CDC6 RNF182 NDUFA8 NCAPG MSH2 RFK CAST ESCO2 AP2M1 SSRP1 CENPE SSB CSE1L RPLP0 POLE3 LRRC59 ATAD5 CDCA3 KIF23 TOMM40 PAFAH1B3 MRPL13 MCM6 C9orf40 PIP5K1B PSMC3 CYC1 POLD2 NOP16 MRPL27 MRPL35 H1-3 DAAM1 HNRNPF CCT3 MRPL20 HDAC2 PNPT1 DLEU1 KIF2C PSMG3 RNASEH2A ATP5F1B HK1 POMGNT2 GCAT TNXB ACADS EIF2S1 TCEA1 IMPDH2 PPOX TXN2 CKAP2 FARSA CCDC169 B9D1 PHB NDUFS5 KIF20B YEATS4 GART ICAM4 DTL C20orf27 RPL8 DCAF11 CCT8 POLR2I EBNA1BP2 ERH OIP5 TROAP TMEM141 COMMD4 WDHD1 SAMM50 DECR2 MOSPD1 ADSL MTCH2 SNRPB JPT2 USP14 GMPS PRIM1 RNF5 C1orf198 ATP7B ST6GALNAC1 ERI2 MRPL42 RPF2 ACSBG1 PHOSPHO1 ASF1A MTHFD1 YPEL4 PSMD2 GUCD1 NDUFAF8 MRPS17 KLHDC8B APEH MACIR C8orf88 SNRPF FH HADH NEK2 PRKDC NDUFB6 FKBPL NOP58 CHCHD3 PLK1 EXO1 VPS29 BOP1 ATAD3A PITHD1 LRR1 LMO2 SPHK1 HPDL RAB13 ARL9 EIF5B SNRNP40 SKA1 ELOVL6 CHPT1 NDUFAB1 IFRD2 NDUFV2 PSMD1 SLC10A4 MRPL18 RPIA FADS2 UQCRQ MMADHC TAC3 CDC45 THOC3 ARHGAP23 MRTO4 AUNIP NDUFB9 PCMT1 DEPDC1B UBXN10 PRKAR1B NAA50 FARSB LCA5 CCT4 AP2B1 TSFM FIS1 SNX22 TGM2 DSN1 AMT ACAA2 MRPL3 TRMT112 DPM2 MRPL17 CYTOR DSCC1 RIF1 KEAP1 EIF2S2 FHDC1 ICA1 EXOSC8 DPCD AKR1C1 PFKM REPS2 CENPX POLR2F POC1A SLC1A5 FXYD3 LINC02772 CHEK1 PSMC2 ZNRD2 FANCI POP7 PLK4 GPN3 MACROD1 PPME1 BCCIP DIAPH3 HPF1 WDR4 BUB1 DCUN1D5 TEDC2 SSBP1 SCCPDH CCT7 RUVBL1 ATIC RPS6KL1 TMEM14A MRPL22 PDAP1 SLC25A3 LDB1 TIMM10 WDR12 AGFG2 MICALL2 PSMA5 MRPS2 SMC3 CHAF1A BRIX1 TOP1 PSMF1 KIF4A RPL3L XRCC5 S100A3 STIP1 LSM5 COQ3 TXNDC9 LBR CHCHD1 SIGMAR1 EIF4E HSDL2 EIF3J MRPS18C ENOSF1 SNRNP25 SRPK1 PLEK2 RMDN3 PHB2 DCAF6 UQCC3 TTK IMMT HOOK1 IARS1 PSMB1 CCDC15 DLD FN3KRP CLTC PNP ARMC1 PKMYT1 PSMD14 RCCD1 FAHD1 RFC5 COX5A EIF2B3 CDCA2 PPM1G MTFR2 FDPS MELK GARS1 DNMT1 EIF3I TTC8 MNS1 TRUB2 TRIP13 APEX1 STAU1 PRDX6 AAAS RILP VRK2 TP53BP2 DNAJC6 POLR2H SHMT1 KNSTRN VPS9D1-AS1 PRXL2B MARVELD2 YBX3 TEX30 REC8 STOM ANLN HARS1 ARL2 MRPL14 SRSF1 EPRS1 ORC4 MRPS15 HDGF BYSL NDUFA6 PSMA4 MRPL39 SLC2A4 TMEM86B HIGD1A SNX8 ERI1 PRELID2 KMT5A CEP57L1 MCUR1 ARHGAP11A PFDN6 SLC6A9 NOLC1 BANF1 NFIX ZNF273 PARPBP BRCA2 MRPL4 MRPL1 RRP7A PSMC6 NOP56 MRPS16 CCDC47 KCNN4 TPRKB CALM3 ART4 NDUFAF3 MTERF2 ETFB C17orf58 BRCA1 CENPP MRPL19 NPRL3 GOT2 KLHDC3 NUDT1 ACOT13 PES1 NCEH1 GPATCH4 SLC25A15 WRN SSX2IP RBBP4 PSMD9 TRAK2 SPECC1 NECTIN1 PSMD11 ZMYND8 KIF9 HSBP1L1 NUDT4 FAH RPL26L1 TNS1 SMS MED25 KIAA1586 SLC9B2 NAP1L4 SLC11A2 ST13 LSM3 CHID1 XRCC6 DECR1 HSPA9 CCDC28B COA4 MRPL15 SH3GLB2 G3BP1 GSPT1 TIMM50 MGAT3 SLC22A4 ESPN CBX3 RPA1 MAP2K2 SNRPC CA8 MAP2K3 PSMC4 ABCC5 NCS1 METTL5 PISD NPL HBG2 MSH6 LSM2 HAUS6 MRPL50 DNAJC11 DNAJC8 ARL6IP6 KIF20A ABCE1 MED8 MRM1 ASH2L CD3EAP ERCC6L CENPK ZDHHC3 ATPAF1 TIMM21 CBY1 ARPC1A ISCA2 ATP23 RPA2 FAM110D BCAP29 MKS1 VARS1 WDR61 POLR3H PSMB6 NSMCE2 CAPRIN2 BAZ1A HCCS PTH2R MRPL28 POMP PAGE2B MIPEP RRP15 UMPS MRPS22 WIPF3 RANBP10 ROGDI RIPOR3 NDUFS3 PRPF19 MAGOHB MTFR1 CETN3 METTL2A SNRPD3 FKBP3 CDC16 PSMC1 SGTA WBP4 TIMM23 AIMP2 SLC44A4 PPIH DNAJA1 HIKESHI MRPS31 RNF187 POLD1 SPAG5 COMMD3 HBZ SFXN4 XRCC2 METTL21A PSMD3 MALSU1 NADK2 TIMM44 PSMB7 AHSA1 ESD SPTBN2 NT5M PSMA3 AGPAT5 SASS6 GTF3C6 NDUFB3 MRPS28 SNW1 BCL2L12 AP2A1 SLC25A38 ILF3 RFXAP PRPS2 U2SURP PAQR9 XRCC3 PYCR3 TBC1D7 MECR EI24 BAG2 CENPS MRPS7 EXOSC3 RFC2 IFTAP PRMT5 LRP11 ATP5PF CCDC14 TARS1 USP15 MRPL16 BOLA3-AS1 CLN6 MKKS CPSF3 ALDH4A1 BUB1B NUTF2 PSMB2 ACAD9 ZNF367 ISOC1 TMA16 COPB2 CHEK2 TLN2 SREBF1 KCNJ12 C6orf89 HPS1 HSF1 PTCD3 EIF4EBP1 TSPAN5 PTBP1 LSM4 FANCD2 HDDC3 ZWILCH CYCS PRPS1 ELOVL1 ENY2 SLC7A1 LAS1L STAM METTL1 VCP GINS3 VPS25 RAD50 PTK2 CCDC86 CDC25A LARS1 HSD17B4 SMC6 RALBP1 DOLPP1 POLDIP2 ATP5PB RAD51C HADHA GINS1 ING2 SPA17 AFG3L2 GBGT1 TMEM237 BCS1L GATB WDR5 ALDH18A1 MRPL46 AMD1 KREMEN1 UCHL5 NDUFS8 KLHL18 ELAVL1 CIT EXOSC7 EPHB4 GNL2 QTRT1 ELOC PUS7 HINT2 GCLC ACADVL NIF3L1 WIPI2 SNHG10 MIR4435-2HG ERFE SNRNP70 MRPS10 PNPLA4 NFS1 DDT IFI27L1 NBAS IGF2BP2 DPY30 APEX2 MFAP1 COPS5 MRPL11 ANAPC11 MTX2 AIDA MRPS18B SDHA POLR3K NUP93 C1D CAPRIN1 ANKH PPIP5K2 BAG1 TBPL1 KIF18A ADAMTS3 SMARCA5 CDC7 AK7 NDUFA2 LIN9 GLRX3 HSPBP1 TSR1 NEDD4L MRPL47 MRPS11 RFC1 RIPOR1 CBR1 THOC6 ARHGEF39 PGRMC2 MDN1 POLQ DPM1 FAM72C MRPL34 RNF123 DEXI CNP RCC1 RDX RBFA NDUFA10 COL18A1 ANKRD9 UCHL3 TBC1D23 DPH2 REXO5 RBM17 TMX2 RPP30 CNKSR3 MTX1 UBE2K THOC7 YIPF6 HSPH1 MFHAS1 DDI2 SLC25A10 MCAT TCERG1 SPRR2F CFAP298 SCOC TRMT5 EXOSC9 NDUFS1 NELFCD TIMMDC1 FAM104B GEMIN2 PSMA2 PRMT3 PDCD2L PLRG1 NDUFAF4 PSMD7 MICU2 NIPSNAP3A RFWD3 MRPL21 BABAM1 CKAP5 CARM1 MTERF3 NDUFV3 PLS1 SPDL1 NUP62CL UQCRC1 SUV39H2 NCAPD3 LTV1 DPH6 RNF40 SF3B6 THEM6 RRP1 CLPB HAUS2 RTCB NAE1 COA1 ECT2 CLTA THOP1 NUP35 ANAPC7 SNRPA HDHD3 GRPEL1 HDAC3 MRPL57 EIF4G1 NFYB HSPA4 CRACD SEC14L3 ALDH1B1 PHETA2 UQCR10 RECQL4 RAB23 NAT10 MYT1 SEPTIN11 MRPL58 PLEKHJ1 GRB10 CD58 RAD54L RARS1 NCAPG2 ZNF620 DNAJC19 SLC30A9 SEC22C COQ9 AURKAIP1 ARMC8 TBL3 DGUOK-AS1 SPESP1 LRPPRC NDUFA9 FANCA CSNK2A1 PLEKHH3 KIF26A NOC3L GAS2L3 FAM72D IL17RE PHF5A MRPS36 RIOK1 DHODH LUC7L2 EPS15-AS1 DYRK3 PDCD4 TIMM8A POLA1 MORN2 SUMO3 DDB1 PIGW FAM207A MRPL36 RAD23B AARS1 KATNBL1 AASDHPPT ATP6V1C1 CPSF4 CENPL PXMP4 AIFM1 NIBAN2 DPF3 DYNC1LI1 NOP14 DIMT1 MRPL45 ZNF788P SNRPA1 ERI3 GHITM PRMT6 RMDN1 NARS1 DDX11 PKP4 SYNCRIP KHSRP GTPBP4 SLC22A23 SAR1B ZW10 COA7 CSTF2 PPAT ORC2 RIDA FUNDC2 KPNA3 TPRA1 DNAJC15 PPP2R1B TIMM17A UCK2 BCAM PRPF40A MRM2 RNASEH2C C12orf29 UBXN8 IMP4 SPART TGS1 CEP152 IK SPTLC2 FBH1 GTF2F2 COMMD1 NDUFV1 PMPCB NOL7 DMC1 SLC2A4RG MMAB GFOD2 TUBAL3 EMC4 DRG1 VANGL1 STRIP2 FAM114A2 TBRG4 UBTF EIF4H EME1 UQCRFS1 USP48 WAPL COASY EXOSC2 MRPS18A SRP72 HBG1 CCDC138 ZNF451 CCDC124 TXNRD1 POLD3 ARVCF LRWD1 SUGT1 CRISP2 CCDC58 MRPL49 TRMT10C PMM1 APOBEC3B ICMT GRWD1 PSMD8 GTF2F1 NEK1 NANP TXNRD2 GET3 KBTBD12 SPATA33 YWHAG IFT52 DUSP21 ARHGEF12 UTP18 ABCF2 NUP85 EIF1B N6AMT1 RMND5B PDHB PC ZDHHC14 PTRH2 POLR2K FOXRED1 DHX15 POLR2E PPP1R8 OGFOD2 HAY_BONE_MARROW_FOLLICULAR_B_CELL http://www.gsea-msigdb.org/gsea/msigdb/cards/HAY_BONE_MARROW_FOLLICULAR_B_CELL MS4A1 CD79A BANK1 LINC00926 CD37 TNFRSF13C RALGPS2 BLK LINC01781 LINC01857 HLA-DOB P2RX5 TNFRSF13B ARHGAP24 FCER2 CD22 FCRLA ADAM28 FCRL2 PNOC CD40 FCRL1 HVCN1 OSBPL10-AS1 LINC02397 CD52 RPS11 TLR10 BIRC3 CYB561A3 SPIB COBLL1 CD19 GNG7 CLECL1 MARCHF1 CD83 TMEM156 CPNE5 MEF2C CXCR5 PLPP5 EZR SWAP70 FCGR2B NFKBID AIM2 ZBTB32 SMIM14 IFT57 SEL1L3 TPD52 BACE2 CNR2 SP140 FCMR ACP5 TCOF1 ORAI2 PRDM2 CNFN RRAS2 RAB30 KLK1 MACROD2 DRAM2 RHBDF2 LCN8 TMEM154 PKHD1L1 LY9 COL19A1 ADAM19 AP1S3 GGA2 BCAS4 NXPH4 CXXC5 PPM1K COL4A4 STAP1 SEMA4B PNISR COCH PLEKHG1 CD70 TRAF5 ABCB4 EBI3 ISCU CD180 LARGE1 HLA-DOA LINC02422 FXYD1 COL4A3 METTL8 PLEKHG7 GNG3 STX7 OSTN-AS1 FCRL3 GPM6A NCOA3 ZNF860 CNTNAP2 SP100 VOPP1 SETBP1 KDM4B DOK7 LINC02413 IKZF3 LINC00494 REL OSBPL10 SYNPO TEX9 E2F5 CHD7 ARHGAP25 LIMS2 BTNL9 SPON1 LARGE2 AC104024.1 SLC38A11 PTPN1 SP110 TBC1D9 TFEB ZDHHC21 SMAGP NFKB2 GNB5 PEG10 COL9A3 DUSP22 AK8 BTLA BAIAP3 CYSLTR1 HAY_BONE_MARROW_IMMATURE_NEUTROPHIL http://www.gsea-msigdb.org/gsea/msigdb/cards/HAY_BONE_MARROW_IMMATURE_NEUTROPHIL FTL CTSS NEAT1 LGALS2 CLEC7A NAMPT ZFP36L1 CEBPB MAFB SGK1 NPC2 HIF1A ATP2B1-AS1 FCGRT CEBPD IFI30 PFDN5 ODF3B ASAH1 G0S2 GLUL NINJ1 KLF10 NFKBIA EMP3 CD300E ITM2B ATP2B1 CLEC4A LGALS3 PLSCR1 DUSP6 CPVL PTP4A2 IRF2BP2 CDKN1A PFKFB3 CCR1 APOBEC3A BCL2A1 EVI2B TLE3 UPP1 FCGR2A CD86 IER5 RAP2B SEC11A TNFAIP2 PLIN2 ZEB2 HMOX1 IER3 VMP1 PCBP1 MGAT1 RAC1 ZNF385A VEGFA ATP6V1F RHOA SLC43A2 PID1 GPX4 AHR GPCPD1 IL1B GNA13 IL13RA1 SAT2 BNIP3L HBEGF CTSB FCGR1A LACTB PPT1 CTNNB1 IFNGR2 CYRIA MAP3K8 GABARAPL1 EVI2A GRINA C15orf48 CRTAP MARCO PICALM C9orf72 CD4 HK2 C15orf39 TMEM70 SH2B3 NLRP3 MIR22HG ARF6 CARD19 DPYSL2 RAB20 SLC6A6 TXNIP CPEB4 LIPA UBA52 PRKAG2 JARID2 ZDHHC1 H3-3B UBE2R2 SH3BP2 BACH1 BHLHE40 LUCAT1 RHOQ KLF11 IFI6 HSD17B11 EPB41L3 VAMP3 FOXO3 RIT1 SLC16A6 TMEM219 RAB1A CDC42 RELT ICAM1 THBD NUMB ARRDC4 TRMT1 CRIP1 DSE ID1 PHLDA2 METRNL SECTM1 USP3 RIPK2 C16orf72 B3GNT5 SHTN1 KDM6B HPSE TMEM127 RBPJ FUOM MYO9B FCGR1B RTN1 PELI1 ARRDC3 SERTAD2 SLC30A1 PRCP IL10RA PEA15 MAPK6 NOTCH2 MAP3K2 ZFYVE16 CCL3L3 PLEKHB2 RNF145 HCAR3 CEP170 ZFHX3 ARL4A ABCA1 USP12 PCBP2 UBE2D3 RIOK3 BCL3 SLC8A1 DDIT3 RNF19B IER5L GAB2 ATP6V1G1 PTP4A1 BIRC2 FAM91A1 PRKAG2-AS1 DDX3X SUSD6 EP300 ICOSLG GRB2 ARHGAP27 RNF141 IFITM10 BCL2L11 LCP2 HAY_BONE_MARROW_MONOCYTE http://www.gsea-msigdb.org/gsea/msigdb/cards/HAY_BONE_MARROW_MONOCYTE LST1 FCGR3A AIF1 COTL1 MS4A7 IFITM3 PELATON CDKN1C HES4 FCER1G FTH1 SERPINA1 PSAP SAT1 S100A11 TIMP1 RHOC LRRC25 CXCL16 PILRA CD68 SPI1 CSF1R VMO1 TCF7L2 LYPD2 SIGLEC10 LYN CKB ZNF703 VSIR LILRB2 HCK LILRA1 LILRA5 NAP1L1 WARS1 TPPP3 BATF3 BID C5AR1 PECAM1 CSTB JPT1 SLC7A7 RNASET2 TNFRSF1B C1QA UNC119 LINC02345 CAMK1 DRAP1 SLC2A6 NAAA CMTM6 PTPN6 LY6E CALHM6 TMSB4X FAM110A ARPC3 C19orf38 FKBP1A MAPKAPK3 OAS1 RHOG ADGRE1 CEACAM3 FGR MTSS1 VASP LILRB1 CDH23 PRELID1 LINC02432 MYL6 CTSL HSBP1 ABI3 ARRB2 TNFRSF8 PTP4A3 SLC25A6 ARPC1B TBXAS1 CALM2 GPBAR1 MEG3 POU2F2 C5AR2 INSIG1 SOD2 RRAS CUX1 ITGAX CD300LF ARPC5 SFTPD SCIMP SNX18 SMPDL3A LILRA2 NFKBIZ LGALS9 THEMIS2 NEURL1 MSR1 SH3BGRL ADGRE2 C1QB RNF144B HOTAIRM1 TCIRG1 RNF149 GNB2 TBC1D8 HK3 CPPED1 VAMP5 RGS19 UQCRB CASP5 CHST7 SLC31A2 HIGD2A PPP1R17 DPEP2 CHCHD10 PPM1N GRK2 SPN MYO1G MYD88 RARA PTGES SYNGR2 RNH1 ZMYND15 NR4A1 KNDC1 C3AR1 LYNX1 PAPSS2 SYT17 LRRFIP1 P2RX1 LINC00877 GNG5 CAPZA2 SEC14L1 CD300C RIN3 CACUL1 CAPZB DOCK5 PLXNB2 PIK3AP1 FIBCD1 RABGAP1L NUDT16 ARRB1 DENND10 ACAA1 CYTIP PDK4 GCH1 OAZ2 TNFSF10 MCOLN1 DEDD2 PPCDC FMNL2 SCGB3A1 RNF13 RAB10 KLF3 PDLIM5 UTRN GRK3 MRAS TENT5A PCGF5 APH1B GPR137B YPEL2 PTPRN2-AS1 RALB FGD2 PPM1F PGK1 SIDT2 GBP2 ADAP2 CCNG2 MTPN SELPLG NAGK FMNL1 TUBA1A PSME2 CYP4F22 SMAP2 ITLN1 AMPD2 GPR20 ARAP1 CHST15 KDM1B PHTF2 KIAA0513 LFNG C11orf21 ISG15 IMPDH1 MMP24OS ZG16B SLC66A3 WAS CARD9 NAPRT CALHM2 LINC02185 LINC01503 CLCF1 ST3GAL5 FAM214B PKN1 HAY_BONE_MARROW_NAIVE_T_CELL http://www.gsea-msigdb.org/gsea/msigdb/cards/HAY_BONE_MARROW_NAIVE_T_CELL RPS27 RPL30 RPS29 RPS25 RPL21 RPS27A RPL13 RPL34 RPL31 RPLP2 RPS15A RPL23A SARAF IL7R RPS14 RPS12 RPL11 RPL13A CD3E RPL32 RPL10 LTB EEF1A1 RPL35A TRAC RPL9 LEPROTL1 RPS6 RPS16 CD3D RPS28 RPL19 RPS20 RPL3 PIK3IP1 RPL27A RPL41 NOSIP RPS3 RPL38 JUNB RPS13 RPS10 MAL RPL18 RPL27 RPL36 RPS18 NOP53 MALAT1 RPL10A TRBC2 ZFP36L2 RPL14 RPL4 TOMM7 RPSA CD3G RPS19 FLT3LG RPL18A EVL RPL6 LEF1 RCAN3 TPT1 CCR7 TCF7 RPL5 LCK RPS8 CD27 RPL37 SPOCK2 RPS3A CD2 CD48 RPS4X CAMK4 CD6 BCL11B RPS7 LAT RPL22 RPL7 ACAP1 TRBC1 CLEC2D TLE5 TRAT1 SH3YL1 MGAT4A RPL39 PASK RPL17 NELL2 BTG1 RPL28 TNFRSF25 RPS5 AQP3 GIMAP7 OXNAD1 RORA EIF3E DNAJB1 RPS21 TSC22D3 TMEM123 TNFAIP3 RPL24 KLF2 ITM2A AP3M2 TRABD2A NCMAP-DT CD5 RPS15 LDHB STMN3 FYB1 RPS17 COMMD6 ICOS RHOH TRAF3IP3 RPS2 FXYD5 ETS1 CD28 ARHGAP15 TSHZ2 VAMP2 ISG20 EEF1D SEPTIN1 CD69 CORO1B AAK1 LDLRAP1 RPL36A CHRM3-AS2 STK4 CD40LG SNHG32 RNF125 FAU RPL12 CMPK1 RPL35 LINC01550 PIK3R1 INPP4B TCEA3 PBXIP1 RPL29 EIF4A2 FOXP1 ABLIM1 OCIAD2 RPS23 EML4 LINC00861 RPL36AL EEF1B2 CDC42SE2 TESPA1 CD96 TNFAIP8 LINC02273 GSTK1 ANKRD12 GATA3 BIN1 ZNF331 ITK SIRPG LINC02446 TTC39C SERINC5 PARP11-AS1 SNHG8 STAT3 SUSD3 GPR171 DGKA SFXN1 ATP6V0E2 RGCC TC2N SNRPN ARHGEF1 SVIP RGL4 TNFRSF4 PDE3B ATM EPHX2 ANKRD44-AS1 SLFN5 PRMT2 PHF1 CDKN1B PCSK1N ANXA2R DDX24 CPA5 GPSM3 PLEKHB1 ARID5B DPP4 APBA2 GCC2 FAM102A PRKCA GIMAP1 ITPKB TSTD1 SC5D PABPC1 FAM107B EIF1 TRADD HAPLN3 THEM4 CRIP2 BCL2 THEMIS CREM NDFIP1 LRRN3 COX7C RASGRP1 RIC3 TOB1 GIMAP4 SOCS1 FBLN5 GCNT4 PNRC1 P2RY8 SF1 SELENOK IL23A NSG1 ADTRP RPS26 SUPT3H TSPYL2 N4BP2L2 SH2D3A CCSER2 NSMCE3 FXYD7 MPHOSPH8 RIPOR2 SATB1 SLC38A1 TBC1D4 CUTALP TTC39C-AS1 CNN2 LINC00513 PIM2 SLC25A45 APBB1 SCML4 SSR2 TNRC6B ANAPC16 ZBTB25 RBL2 ORMDL3 MPZL3 TMEM204 USP10 CFAP36 MHENCR P2RY10 WNT7A LYPD3 MDS2 SBDS LBH PATJ SEPTIN9 CCDC57 LSR MTFP1 AKTIP PLK3 PAG1 ADD3 TMEM63A GRAMD1A ARHGAP45 NMT2 FBLN7 FAM177A1 PPP1R2 TRAF1 LINS1 BLOC1S4 LINC00402 SIT1 UBASH3A RNF157 SMCHD1 CYLD VSIG1 RASA3 CYTH1 MCUB ZEB1 ODF2L FAM241B ANKRD44 TNIK RHBDD2 CARS1 CCR6 MAML2 KRT1 NSD3 ANK3 GPR82 USP36 LINC02361 IL27RA NBEAL1 MTERF4 LINC02762 IL16 ACSL6 ICAM3 CYB561D2 TMC8 C9orf78 ARID5A EIF4B FBXO32 TECR DYNLT3 PHLDB3 PCED1B NEFL G3BP2 B3GAT2 SEPTIN6 HIPK1-AS1 ANO9 CNOT6L PP7080 PBX4 KRT73-AS1 PTGER4 BICDL1 GALT LINC01089 NMRK1 SMDT1 DUSP16 SRSF8 IL2RA HELB U2AF1L4 IL4R GALM FAM153B BEX5 MORC2-AS1 EPHA1-AS1 SHISAL2A ELF1 LACTB2-AS1 AC097376.3 C19orf53 RESF1 YPEL5 LINC-PINT ITPKB-AS1 TUT4 FNBP1 ST3GAL1 ZC3HAV1 CHMP7 REG4 EIF3H CHD3 NIPAL3 ZC3H12D BTG2 TTC19 ZNF101 TMC6 HECW2-AS1 SFI1 MOAP1 SNRPD2 CRBN SFMBT1 SEC14L2 HAY_BONE_MARROW_NEUTROPHIL http://www.gsea-msigdb.org/gsea/msigdb/cards/HAY_BONE_MARROW_NEUTROPHIL S100A9 S100A8 S100A12 VCAN FCN1 S100A6 CSTA TSPO CD14 TYROBP MNDA S100A4 CTSD PLBD1 TYMP FOS GPX1 ATP5MPL AP1S2 RBP7 DUSP1 CYBA QPCT SRGN MS4A6A CDA APLP2 GRN MCL1 METTL9 TNFSF13B MGST1 CYBB PLAUR MPEG1 STXBP2 GAPDH SH3BGRL3 CSF3R TREM1 OAZ1 KCTD12 RAB31 C4orf48 MT-CO1 CFP CD302 FPR1 TKT CAPG ITGAM VIM PYCARD BST1 S100A10 KLF4 GCA ELOB FGL2 AGTRAP SLC11A1 ATP5F1E CES1 LAMTOR4 CKAP4 IQGAP1 GSTP1 MCEMP1 TMEM107 PGD TMEM176B BASP1 TMEM170B CLEC4E SERF2 RGS2 ANXA1 CD93 NCF1 NCF2 NUP214 MXD1 JUND FOSL2 LY96 KLF6 MEGF9 BRI3 TMEM176A RNF130 IRS2 TMSB10 ZFAND5 SLC2A3 CTSZ ASGR1 STX11 LRRK2 GLIPR1 RHOB ACTB LCP1 ANPEP ANXA5 SCPEP1 TIMP2 ATP6V0B ANXA2 LY86 MIR223HG OSCAR PRAM1 TMEM167A CLEC12A DAZAP2 HNMT MSRB1 PADI4 IGSF6 MTMR11 AP2S1 ALDOA SERPINB1 IVNS1ABP GNAI2 SDCBP LTA4H FOLR3 PGAM1 GLIPR2 TRIB1 CTSH OTUD1 SULT1A1 THBS1 TALDO1 NDUFB1 C1orf162 ADA2 RTN3 FBXL5 MT-ND3 CXCL8 ATP5MC2 SIRPB1 QKI CARD16 CRISPLD2 CD163 VNN2 CNPY3 CATSPER1 CREB5 IRAK3 ENTPD1 NAIP CAPNS1 STAB1 CARS2 OGFRL1 CHP1 PKM DMXL2 CASP1 CLEC4D TPP1 LRP1 PLXDC2 CD44 VSTM1 PTPRE EREG IFI27L2 UQCR11 RAB3D RBM47 HACD4 POLR2L CREG1 AHNAK FLNA MIDN HEXB GASK1B CD55 MYH9 PLEC NFIL3 UBE2D1 ATP6V0E1 EAF1 ZYX ATP6V0D1 SELL SLC16A3 PGLS KCNE3 SIRPA NFAM1 TLR2 ZNF467 GNS ATP5ME AGFG1 SAMSN1 DPYD GMFG RHOU RXRA SERPINB2 F5 PDXK CKLF MTARC1 COX6B1 RASSF2 PLA2G7 IFNGR1 LILRB3 NRG1 CD33 LINC00937 CCNY ACSL1 STK17B MSN POLE4 QSOX1 ACTR2 MBD2 RAB11FIP1 SPG21 ATP6AP2 PYGL DYSF TMEM205 CCNL1 PROK2 GM2A EMILIN2 EIF4E3 KYNU MFSD1 BCL6 FGD4 EHBP1L1 SNX10 SMCO4 SKAP2 AC020916.1 TLR4 PTGS2 IL17RA NPTN RILPL2 ARHGEF40 LYST LAMTOR2 ASGR2 GABARAP GNAQ PRR13 AQP9 SMARCD3 FPR2 CSGALNACT2 SLC24A4 ZDHHC20 COX4I1 TNNT1 TGFB1 HLX UBR4 SLC15A3 APOBR PTCH2 ATP5F1D CHMP4B GAS7 RASSF4 TFEC WLS TET2 FES LAMP2 RASGRP4 UBXN11 JDP2 PTAFR FAM120A COX7B PRNP NLRP12 PADI2 SLC36A4 ATOX1 MOB1A CPD RAB5IF AGTPBP1 GLT1D1 DOK3 MBOAT7 PTPN12 VAPA EMB AKIRIN2 KIF13A PRKACA TOM1 NDUFA11 NAGA FAR1 SULF2 STMP1 GPAT3 CMIP LPGAT1 LTB4R CYP27A1 RP2 CDC42EP3 PLD1 MYADM CD300LB METTL22 PRKCB NDUFS7 ATP5MG LINC02785 FXYD6 CD1D ATP6V1A FBP1 RAB27A PSTPIP1 TMBIM4 STEAP4 ALDH3B1 P2RY13 MMP17 HIPK3 ARHGAP26 PLD3 AGO4 SOAT1 TMTC2 HEBP2 FNDC3B PLPPR2 PTEN NCF4 CEACAM4 SNX27 ADAM9 VNN3 LRMDA JOSD2 ETHE1 ALOX5 LILRA6 CR1 BNIP2 PSMB3 RIN2 IL1RN ATP11A FAM200B EIF4EBP2 ADAM15 SEMA4A ETS2 MEFV ATP2A2 BX284668.5 CHSY1 CMTM2 LINC02728 MOB3A STAC3 CHMP2A GPR27 WDR26 ATP13A3 ACER3 SCAND1 SAMD4A DOCK2 SIGLEC14 NOD2 SPTSSA WDFY3 TGOLN2 TLR8 CYFIP1 OTULINL CACNA2D4 OAF FAM102B RRP12 MANBA CLEC5A TMED5 AL391832.2 S100P GAA TRIOBP PRRG4 LTBR DENND6B SPIDR PHC2 ANO6 PLXND1 ABHD5 APBB3 LIN7A LINC02723 SFT2D1 NORAD SGMS2 FRY INPPL1 LINC00482 ZNF516 ARL8A LRP3 AP5B1 IL10RB STX10 MCTP1 ACSL4 RAB21 CCPG1 CORO1C ACSS2 SRD5A1 PELI2 EVI5 TDRD9 RNF181 DENND5A MED13L ABRACL NDUFB5 VNN1 LENG8 TRIQK KLF7 ADAP1 HAY_BONE_MARROW_NK_CELLS http://www.gsea-msigdb.org/gsea/msigdb/cards/HAY_BONE_MARROW_NK_CELLS GNLY NKG7 KLRF1 CTSW PRF1 KLRD1 CD7 CST7 HOPX GZMA CD247 SPON2 GZMB FGFBP2 TRDC IL2RB MATK CLIC3 IFITM2 GZMM HLA-C CMC1 KLRB1 S1PR5 B2M APMAP ITGB2 KLRC1 TTC38 SH2D1B HLA-A CD160 PFN1 IFITM1 NCR3 HCST CHST12 ADGRG1 FCRL6 PRSS23 C1orf21 XCL2 MYO1F JAK1 ZAP70 RAC2 HLA-E SAMD3 PLAAT4 BIN2 PYHIN1 TBX21 KLRC2 LITAF CALM1 IL2RG PTGDR LAIR2 DOK2 TPST2 TXK SEPTIN7 NCR1 TRGC1 B3GNT7 APOBEC3G MYL12A SH2D2A CHST2 CEP78 GNG2 MIB2 KIR3DL2 SUN2 KIR2DL3 CD300A NCAM1 ABHD17A IRF1-AS1 IL18RAP ID2 PRKCH MMP23B ARPC2 SYTL3 GPR65 ANXA6 CCL4 LGALS9B SKAP1 ARPC5L PAXX TMIGD2 PPP1R18 RUNX3 CD244 CYRIB WIPF1 PLEKHF1 IRF1 CFL1 OSTF1 HSH2D PTPN4 LINC02384 XCL1 SYTL1 KIR2DL1 DHRS7 PIP4K2A CD53 EFHD2 LPCAT1 STAT4 ARL4C PCSK7 TGFBR3 ADAM8 NMUR1 PDGFD TSEN54 EIF3G CX3CR1 SYNE1 ARHGAP9 ASCL2 SPTSSB CAPN12 TBC1D10C ZBP1 ZBTB16 ARHGDIB HLA-F MYOM2 RNF165 PSME1 NCALD CORO1A TSPAN32 AKNA FEZ1 YPEL1 PSMB9 TNFRSF18 CDC42SE1 UBE2F CDK2AP2 LINC02084 MAFF RNF213 CTSC MYBL1 RASSF1 NDUFB2 ITGB7 DTHD1 PDIA3 PILRB FASLG MCTP2 BOK LLGL2 PLAAT3 AOAH AC004865.2 IER2 MBP LGALS9C OSBPL5 MRPL10 DENND2D ITGAL SIGIRR ARPC4 LIM2 DDIT4 CEMIP2 CISD3 SCLT1 CD320 MVD RHOF GNPTAB HMOX2 SCP2 BNC2 MYL12B GTF3C1 KIR2DL4 IL12RB1 OPTN HAVCR2 FHL3 TRGV9 CLIC1 EOMES SIGLEC7 RAMP1 MMP25-AS1 DDX5 BTN3A2 TOX SIRT2 KIR3DL1 ADGRE5 MLC1 UCP2 GK5 LINC00869 CIRBP GNGT2 RNF167 RAB29 G6PD CCNJL ERBB2 RNF126 RNF166 TBCB PLEKHG3 CCDC12 POLR2G IGF2R GFOD1 PDE6G ADGRG5 PXN TSPAN2 TRAPPC1 KRT86 STARD3NL SLA2 SDF4 BPGM CFLAR PRDX5 PITPNC1 HDDC2 NDUFB7 RASSF5 C1orf56 SIPA1 AK5 DDX6 TKTL1 MLLT6 TADA3 SLC9A3R1 TAPBP CCL3 SHFL FBXO6 HENMT1 PPP2R2B PRR5L ZNF600 ADRB2 RGS9 RBM39 PSMB10 TCF25 EBP ST6GALNAC6 CBLB USB1 CERS4 RPS6KA1 APOBEC3C RSRP1 ARHGAP30 TSC22D4 MAPK1 LDB2 PAFAH2 TLE1 SELENOW NFATC3 SLFN13 PRR5 LAMP1 AGK PLEKHA1 APOL6 GSAP APOBEC3H LINC02481 STK10 DSTN SLC1A7 IDI1 KLHDC4 TBCC LRP10 MED10 POLR2J3 POLR3GL ZNF276 NAALADL1 VIPR2 PTPRA FUT11 CAP1 PTGER2 ZMAT4 VPS37B KIR3DX1 SMKR1 RAP1GAP2 AC090152.1 MIR181A2HG STX8 ARL6IP5 CYB5B MIEN1 CERCAM DTX3 USP28 SYTL2 CCDC107 SLC44A2 BZW1 CYB561D2 GCHFR CTBP2 DHRS3 TAP1 RAB5C NFATC2 ABCB1 YES1 HEXA DMKN CTDSP1 TINF2 ACTN4 DIP2A CASP8 SELENOT PDZD4 SSBP4 GRIK4 TMED2 RPS19BP1 DHRS1 LINC01138 PRPF38B SIDT1-AS1 ACTR3 SBK1 TES CPNE1 COMMD7 COMMD5 AUTS2 IFI16 CIB1 FSD1 SASH3 MOB2 YPEL3 DGKZ PYROXD2 SHISA5 PRKACB RBM38 ERICH6-AS1 CCDC102A UBE2L6 PRKX CXCR2 HAY_BONE_MARROW_PLASMA_CELL http://www.gsea-msigdb.org/gsea/msigdb/cards/HAY_BONE_MARROW_PLASMA_CELL MZB1 SSR4 IGKC JCHAIN FKBP11 SEC11C IGHG1 IGHA1 DERL3 TNFRSF17 SDC1 IGLC2 SPAG4 SCNN1B JSRP1 IGHG3 PRDX4 HSP90B1 IGLC3 HERPUD1 CIBAR2 XBP1 IGHA2 FKBP2 IGF1 AMPD1 LINC00582 IGHG2 ANKRD28 DPEP1 RASGRP3 PARM1 CTHRC1 IGKV1-12 CHPF DNAAF1 MANF FCRL5 IGHG4 MYDGF KDELR3 SPCS2 BHLHE41 PDIA4 BRSK1 ABCB9 CRELD2 IGLL5 ITGA8 SELENOS IGLV6-57 AC012236.1 UBE2J1 CADPS2 GPRC5D AP002852.1 KCNN3 ERLEC1 SDF2L1 IGHGP SSR3 SLAMF7 TXNDC5 IGHD HID1 SPCS3 IGHM LYPD6B MOXD1 CLDN3 MIXL1 MYL2 DNAJB9 PLA2G2D IGLV5-48 LMAN1 IGKV4-1 DTNB-AS1 FRGCA ELL2 PDIA6 LINC02362 NXPE4 TMED9 IGKV3-20 IGHV3-23 UGT2B17 LMF1 IGLV1-51 IGKV1-39 ARX IGKV3-15 CLDN14 PLAAT2 PERP IGLV2-14 SPATS2 IGLV3-21 IGKV1-5 GMPPB LINC01480 CCR10 KDELR2 TXNDC15 KRTCAP2 RABAC1 KDELR1 WNT10A PIK3CD-AS2 PRSS16 PAIP2B TGFBR3L MEI1 IGLV1-44 CST6 ARSA LMAN2 TUBB2B MANEA TXNDC11 KCNMA1 LMTK3 CADM1 IGHV3-7 IL5RA IGKV1D-8 HM13 SPACA3 HDLBP IGKV3D-15 HAY_BONE_MARROW_PLATELET http://www.gsea-msigdb.org/gsea/msigdb/cards/HAY_BONE_MARROW_PLATELET PPBP CAVIN2 GP9 TUBB1 GNG11 PF4 ACRBP TREML1 CMTM5 RGS18 CLEC1B TMEM40 H2AC6 HRAT92 CLDN5 ESAM RUFY1 PTCRA C2orf88 NRGN MYL9 MMD CLU SPARC MAP3K7CL LY6G6F HGD LGALSL CTTN LCN2 H3C10 TSC22D1 ITGB3 GNAZ AP003068.2 ENKUR H2BC11 SPOCD1 TRAPPC3L NCOA4 C19orf33 AP001189.1 GP1BA TNNC2 AQP10 MPIG6B SCN1B C15orf54 AC137932.2 PF4V1 ALOX12 PDZK1IP1 BEND2 NT5C3A FERMT3 TUBA4A SCGB1C2 DAB2 MFAP3L SELP ARHGAP6 NEXN TMEM140 GMPR SH3BGRL2 TDRP GP6 PDE5A MARCHF2 GRAP2 DNM3 THEM5 SEPTIN5 SCGB1C1 LINC00853 LINC00989 RGS10 SMOX TNFSF4 PGRMC1 TBXA2R STON2 PTGS1 PARD3 GAS2L1 LIMS1 ABLIM3 LGALS12 TSPAN9 CABP5 MYLK SMIM5 PEAR1 INKA2-AS1 ELOVL7 AP002478.1 PDGFA RAB27B FRMD3 GSTO1 MLH3 RGS6 LURAP1L F13A1 TPM4 MAX ILK EGF MYEOV CFAP161 INKA1 PROS1 MEIS1 MISP3 SEC14L5 CTSA TLN1 PVALB LEFTY1 MYZAP LY6G6F-LY6G6D VIM-AS1 NFE2 FSTL4 UPK1A-AS1 TAGLN2 LIPH WDR11-AS1 GRHL1 F2RL3 ABCC3 RSU1 HEXIM2 DAPP1 DCLRE1A PCP2 DENND2C RAP1B SLC35D3 RD3L SPDYC BEX3 FAXDC2 ARMC3 AP001122.1 SAMD14 RAB11A LINC01750 PTGIR DNAAF3 PTPN18 MINDY1 TNNI3 SNAP23 SYTL4 HSD17B3 LINC00642 ASAP2 PTPRN CXCL5 INKA2 PDE3A VEPH1 LYL1 TRIM40 CNN1 SPNS1 RAB6B C1orf116 KIFC3 FAM187B RNF11 TRIM58 BMP6 RSPH9 ATP9A TMEM91 OST4 TMCC2 ARHGAP18 FAM81B TPTEP1 LYPLAL1 FRMD4B TUBA8 VCL AP1M2 CTDSPL LINC01151 KIF2A PLAAT1 LAMTOR1 MTURN CD226 BPIFB3 ODC1 ICAM2 AHCTF1 AVPR1A CHST8 SWI5 IGF2BP3 H2BC21 BDNF EMC3 EHD3 OXTR LINC01088 VIL1 XPNPEP1 MAOB SLC24A3 TMBIM1 UBAC2 CAPN1 LINC02319 RHOBTB1 AFAP1 SENCR GCKR ZNF438 SLFN14 PSTPIP2 PDLIM7 CDKN2D R3HDM4 WBP2 CNST PDE11A-AS1 BCL2L1 H4C14 SLC6A4 PLEKHO1 LINC00635 MEPCE PCYT1B ENDOD1 ANKDD1B ADGRG7 COL25A1 SLC18A3 C1orf87 MOB3C PRKCA-AS1 UBL4A MORC1 CHRNA2 SRC CLEC2L LINC02704 AFAP1-AS1 LANCL3 WDR1 TSPAN18 CENPT RASGRP2 CERS2 H2AC8 CALHM5 RTN2 ZCCHC17 GET1 PNMA1 REEP1 AFAP1L2 NEXN-AS1 DEFB108B PDCD10 WFDC10B BAMBI PIP4P2 CD151 CYB5R1 HAY_BONE_MARROW_PRE_DENDRITIC http://www.gsea-msigdb.org/gsea/msigdb/cards/HAY_BONE_MARROW_PRE_DENDRITIC CTSV SAMHD1 AXL AREG SPATS2L HAY_BONE_MARROW_PRO_B http://www.gsea-msigdb.org/gsea/msigdb/cards/HAY_BONE_MARROW_PRO_B STMN1 IGLL1 HMGN2 HMGB2 TUBA1B NUSAP1 PTMA TUBB HMGB1 MKI67 FAM111B AURKB CD24 TYMS TOP2A H2AZ1 SMC4 PDLIM1 H3-3A MAD2L2 UBB BIRC5 CARHSP1 H4C3 H2AZ2 PIMREG NUCKS1 ASF1B VDAC1 CENPF IGLC5 ZWINT HMGB3 MAD2L1 TMSB15A HNRNPA2B1 CRNDE H2AX USP1 SPC25 CMTM8 DEK RAD51AP1 HMGN1 UBE2C CD72 CDCA8 SLC25A5 E2F2 PARP1 MXD3 ACTG1 TPX2 CDCA5 SGO1 SSBP2 CLSPN EZH2 EIF4A3 GTSE1 SAC3D1 LMNB1 CKS1B ASPM PHGDH SRSF3 CENPM POU2AF1 CCND3 KIFC1 RAD51 TCF3 ANP32E MACROH2A1 NUF2 PPP1CA KIF15 C21orf58 RNASEH2B SRP9 HNRNPA3 RAD21 CKAP2L E2F1 YWHAQ TMPO CENPN HNRNPA1 BUB3 TIFA CDCA7 CDKN2A KIF11 NDC80 CEP55 KNL1 TACC3 SAE1 FAIM MIS18BP1 PPIA CENPA FBXO5 LAT2 RACGAP1 HELLS RBMX DDX39A SUMO2 SERHL2 HNRNPA0 STRBP SKA3 HJURP CDCA7L FBXO43 RMI2 MSI2 HMGN3 PAQR4 MND1 CDKN2C EAF2 PXMP2 TCF19 TFDP2 ITGB3BP SGO2 SLC7A3 PSIP1 SMARCA4 SIVA1 TMEM263 DLEU2 RBBP7 NONO GLO1 GGH MYL6B KHDRBS1 SMARCB1 HNRNPR DDAH2 CBX5 SHCBP1 MYO3A NRM TMEM106C MARCKSL1 RPL39L SRSF10 APOLD1 BARD1 KPNA2 CCNI HMCES HAUS1 ANP32A SKA2 RALY H1-5 H2AC12 LIG1 CCNE2 FUS SPTBN1 WDR76 ARL6IP1 E2F8 CIP2A SMC1A HNRNPM ATAD2 SYVN1 HNRNPK MED30 UBE2I E2F7 AKR1B1 MZT1 ITGAE CBX1 TCTEX1D2 UBE2E3 UBE2S GCSAM ZNF704 UGP2 NDUFA4 AC091057.1 FAM111A NSD2 KIF14 TIMELESS H3C8 HSPB11 BIK H2BC15 AP000251.1 HASPIN EPB41L2 SRP14 CTNNBL1 GALNT14 PRPSAP1 H2AC14 FOXM1 GDI2 CDC25C PSMC3IP H2BC9 MFGE8 HERC5 SMARCE1 CCDC167 DCK TMPO-AS1 MDH1 PAIP2 PHF19 N4BP3 FANCG C12orf57 CCNF PIF1 ATP5F1C APBB1IP NCAPD2 BAHCC1 ACADM PIN1 DCTN3 H2AC20 KPNB1 TXNDC12 INCENP WDR62 CDK5RAP2 HNRNPDL PSMB8 HNRNPU MID1IP1 CTPS1 SFPQ AMOTL1 CEP70 ALDH7A1 SKP2 PSRC1 DRAXIN NUDT21 PRR11 ACP1 ACOT7 TRA2B TP53I13 TERF1 NPPC HNRNPH3 DCLRE1C TTC7A ARHGAP33 EIF4G2 CSRP2 SET NTAN1 CD47 TLCD3B MAGOH NCAPH2 MAPRE1 ATP2A3 C1orf112 SF3B2 QPRT CTCF H2AC16 CCP110 RDM1 IFT22 EWSR1 HNRNPH1 H2AC17 RBM8A NUDT5 RBBP8 RPRML SRSF9 PPP1CC PIM1 IMMP1L H2BC18 HP1BP3 ACAT2 N4BP2 KHDRBS3 H2BC7 IKZF2 HIRIP3 DERA HAUS8 RTKN2 TRAIP CAMK2D HAY_BONE_MARROW_STROMAL http://www.gsea-msigdb.org/gsea/msigdb/cards/HAY_BONE_MARROW_STROMAL CXCL12 APOE CP LEPR DCN PCOLCE SELENOP ESM1 VCAM1 RARRES2 GGT5 OLFML3 C1S PLPP3 LUM IGF2 C1R IGFBP5 LHFPL6 TF NNMT CHRDL1 BMP5 SERPING1 FSTL1 NTRK2 CHL1 CALD1 COL1A2 LPL GAS6 FRZB FMO3 FBLN1 ALDH1A3 CCDC80 RBP1 EPAS1 BGN TNC DDR2 LTBP2 EBF3 PAPPA IGFBP2 FMO2 PLAC9 ENPEP ECM2 MGP TNFAIP6 RBMS3 EPHX1 ALPL TAGLN TFPI ADIRF MDK CDH11 COL14A1 ANGPTL4 MXRA8 FOXC1 COL3A1 SPARCL1 COL6A1 FGF7 GJA1 MDFI C1QTNF1 EGR1 PDGFRA CCN2 VGLL3 PGF SOCS3 MMP2 KITLG ANGPTL2 OSMR C11orf96 PPIC AMOTL2 DENND2B FBN1 LAMA4 CFD ITIH5 SLC7A10 IGFBP7 ID4 CYP1B1 GPX8 EFEMP1 ISLR ABCA8 LIFR ERRFI1 PCDH18 RAI14 DEPP1 BMPER SVEP1 FRMD6 VEGFC OLFML2B NUPR1 GFRA1 NOTCH3 TMEM108 FOSB ANTXR1 RND3 ANGPT1 ADAMTS9 SNAI2 GHR TMEM37 NAV2 CFH ITGBL1 COX7A1 SLC22A3 TMEM132C RSPO1 EGFLAM LGI4 TIMP4 SRPX FN1 ANK2 SEMA6D GLDN LBP TWIST2 PDE1A CRYAB IGFBP4 COL28A1 MXRA5 LINC00640 EMILIN1 MT1M CCN1 SIX1 TRABD2B TUSC3 GPM6B CAVIN1 RASD1 ADGRL2 PDGFRL WASF3 EMP2 APOD IGFBP3 IL34 TNS2 FMOD CAV2 PRELP THY1 EMP1 TDO2 WWTR1 CSF1 EDNRB SLC7A2 SFRP1 SERTAD4 C7 OSR2 EFEMP2 MARCKS COL1A1 CCL2 TSKU SYNPO2 C5orf38 PARVA ZFP36 FERMT2 ENAH EFNA1 LMNA GNG12 YAP1 TEAD1 TPBG INHBB FAM13C VWA1 COL6A2 EPB41L4B SEPTIN4 MEIS2 CHST3 BCAR1 CXCL2 S100A13 ZFHX4 ADAMTS1 PODN ENPP2 HP SLPI PTX3 NCAM2 NECAB1 ABCA6 TMEM47 ITGB5 SCARA3 GPX3 GLT8D2 VASN PPARG ABCA9 SMOC1 BICC1 MRGPRF SOX9 NFIB PDGFRB EGFR SOD3 SERPINH1 GEM S100A16 IL1R1 COL16A1 EYA1 SSPN GMDS LGALS3BP CYP4X1 COL5A2 LAPTM4A GSN MATN3 NR2F2 ACSM5 EFS LARP6 ADIPOQ CCBE1 JUN FKBP10 FNDC1 PDLIM4 TNFRSF19 TIMP3 ID3 CNTFR APOB TENM2 SULF1 NLGN4X TMEM150C PLIN1 SYDE1 SELENOM LRATD1 DAAM2 SGCB PLEKHS1 OLFML1 MROCKI GAREM1 TJP1 ASPA FHL1 DCLK1 SCUBE1 COL6A3 ATF3 RGS3 MMP14 BOC KIRREL1 CRH NRXN2 ADH1B TNS3 SPRY1 TNFRSF12A TMEM98 TNFRSF11B NDN FST RCN3 NRP1 RRAD GPR88 PXDC1 NID1 HTRA1 DMD TSPAN8 CBLN2 RGS16 NCKAP5 CRISPLD1 FBXO17 RARRES1 CLMP CFI PLEKHH2 FGFR1 CH25H ZNF503 THSD4 CACNA2D1 ADAMTSL3 DLX5 SERTAD4-AS1 HOXC9 HOXD-AS2 DLC1 LINC01139 FZD8 RSPO3 NPY1R IRX3 RFTN2 C14orf180 NRXN3 CD63 FNDC4 CYBRD1 PLN TMEM35A PLA2R1 PLSCR4 DYNC1I1 AGTR1 SLC2A10 FAT3 HOXC10 TM4SF1 OSMR-AS1 NGFR CCN5 LAMC1 FZD7 SMOC2 RNF180 MEDAG SFRP5 HCRTR2 RASL11A GADD45B DMRTA1 NR2F1 PITX2 IL6 SMARCA1 SIX2 PCGF2 NRP2 RAPGEF4 EPS8 FKBP9 ADAMTS2 LINC02381 HMGCLL1 BMP2 TMEM119 RAMP2 MAGI1 WDR86 MMRN2 TNFRSF1A SLC1A3 LRIG3 NR2F1-AS1 IRX2 ADAMTS9-AS2 OLFM4 PTN THBS2 CPXM2 LMCD1 ROR2 ASS1 BMP4 COL21A1 HSPB2 PTGDS SPATA18 LRRC10B LOX MMP19 ADH1C MALL SNX7 MLF1 TPST1 LEPROT SLIT3 NLGN1 GAS1 RUNX1T1 COL4A1 TCF7L1 FILIP1 TSPAN4 NMB DAPK2 NID2 CNTN1 PTGFR MT1E ARHGEF10 MOCS1 PTPRG DIO3OS HRCT1 HOXC8 IL6ST CNN3 SLC6A1 DZIP1 COL5A3 EMX2 GLIS2 PALLD HSD11B1 CDO1 PCDHB15 GALNT17 ITGA1 PPP1R3C CIDEA FLRT2 PDZRN4 APLNR NRXN1 PPFIA2 CAVIN3 KCNE4 LINC02104 ABI3BP HEPH ANGPT4 P3H2 PRRX1 KRT222 PLS3 COL4A2 LINC01836 SLCO1C1 GULP1 STEAP1 NR2F2-AS1 HOXC6 SNCG PLEKHA5 LIMCH1 LINC01436 GPRC5B GPC4 CAV1 PTPN21 CSRNP3 FRMD4A CRABP1 AGT ADM HSPG2 NECTIN2 ZNF423 KRTAP13-4 BPIFB1 PMEPA1 TMEM100 MT1A CCL13 MYO1B RTN4RL1 MT2A ARHGAP20 RBFOX2 CDC42EP4 PREX2 MRC2 HAS2 CCL8 KIAA1755 FGFR3 TEAD2 HOXD8 HSD11B2 PLPP1 TMEM233 SDC3 PRICKLE2 PGM5P3-AS1 LDLR KRT27 GADD45A LINC02609 FOXC2 RETREG1 ZCCHC24 IGDCC4 MSC-AS1 WNT4 AQP7 TACC2 TWIST1 ECRG4 FAM20A SLC9A3R2 UNC5B ABCC8 ENOX1 SORBS2 HOXD4 NPNT CHRD RUNX1 PLA2G5 MSX1 SLC39A14 ARSJ TRARG1 CD81 CDH5 IGFBP6 PTPRM C11orf87 LINC01638 CTSO HOTAIR TINAGL1 TENM4 RCN1 LINC00922 GPRC5A SNCAIP ARHGEF28 LIMA1 FLRT3 FOLR1 MARK1 SERTAD1 DLX6 TRHDE CTSK PCDHB16 COL7A1 FARP1 PDE1C EYA4 HSPA12A KCNT2 LINC01140 RBMS1 FBXL7 SSTR2 LY6K CDC42EP5 NXPH3 PNLIPRP3 PRRX2 EFNB1 CHRNA3 WFDC2 PCDHB5 SRPX2 IL7 SMAD9 NALCN THSD7B MAP1LC3A EPHA3 ARHGAP28 TMEM200B CPN2 KIF7 CYP39A1 PRTG ZIC1 ACKR3 UNC5C COL5A1 GLI2 FZD1 ARHGEF25 CLCA2 EDNRA PTPN13 DENND2A FAP LPIN3 PCSK6 MRGPRF-AS1 SPRY4 CPA1 CD276 FAM114A1 ZNF488 LOXL1 SIX6 AKR1C2 JAG1 TRIM55 NFATC4 PABPC5 DPT TBX18 MAPK10 CHRDL2 NAV3 POU6F2 PCDHB14 GLI3 TRAM1L1 BBOX1 CHSY3 ARMCX2 PLIN4 EFHD1 DPYSL3 ABCA10 LINC01426 CLIC4 GUCY1A2 MFSD2A RBMS3-AS3 FAT1 OLFML2A SEMA3G CACHD1 DRD1 PYGO1 AC061992.2 CYP2A7 PTH1R ACSS3 S1PR3 STEAP2 KIAA1217 LRFN5 CCN6 CLDN11 PALMD FRMD6-AS2 CYP11A1 PCDHB7 FRMD6-AS1 CRIM1 TMEM45A TMEM179 TACR1 EDIL3 MTARC2 CDC42EP1 AC068888.1 NCKAP1 TLL1 GASK1A CXCL3 SHC2 LINC01117 PFN2 BNC2-AS1 CXCL14 MSI1 MYH14 RHBDF1 MEGF10 FABP4 ZNF676 LINC01686 TRIM47 INSIG2 SH3PXD2B IRX5 PHLDA3 FZD5 RGS22 LAMB2 MTSS2 GPR153 SGCE LRRC4C RORB TMEM54 FOXO6-AS1 ADAMDEC1 FOXD1 TM6SF2 MAPK4 TMEM64 TRIP10 ITGB6 MIR497HG MYO10 ARHGEF17 RND1 HES1 C5orf49 C1orf122 IL1RAPL1 MYO6 RGL1 RAPH1 NBL1 NPB PANX1 NFASC PLEKHA4 MID1 COL12A1 CORO6 CCDC8 DNALI1 HOXD3 SLIT2 KLF15 SNHG18 TMEM59 KCNIP3 FZD4 TMEM50A COL11A1 FIBIN PCDHB6 TEAD3 BPIFA2 LINC00967 HOXD11 MYL3 BPIFB4 LINC02881 SATB2 IRS1 FKBP7 DOK5 C5orf15 LINC01348 RHOJ SATB2-AS1 KCNH1 OTOGL NLGN4Y FGF1 PCDHGA2 TENM3-AS1 PTGIS MCC PODNL1 ITGAV LINGO1 SLC25A25 PCDHB12 ALX4 TNKS1BP1 TBX15 PCDHB10 SAMD11 CDH15 RGL3 ZHENG_CORD_BLOOD_C1_PUTATIVE_MEGAKARYOCYTE_PROGENITOR http://www.gsea-msigdb.org/gsea/msigdb/cards/ZHENG_CORD_BLOOD_C1_PUTATIVE_MEGAKARYOCYTE_PROGENITOR ABCC3 ABCC4 ACTN1 ARHGAP18 ARHGAP6 BANK1 BIN2 C2orf88 C3orf52 CA2 CALD1 CAMK1 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 LY6G6F LY6G6D 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 CAVIN2 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 http://www.gsea-msigdb.org/gsea/msigdb/cards/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 TENT5A 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 TES TFR2 TFRC TIMM17A TMSB10 TOB2 TPSAB1 TRIB2 TSPYL2 VASP VIM ZHENG_CORD_BLOOD_C3_MEGAKARYOCYTE_ERYTHROID_PROGENITOR http://www.gsea-msigdb.org/gsea/msigdb/cards/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 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 CYTOR LMAN1 NAA38 LYAR MBD4 MINPP1 MIR4435-2HG MPC2 MYH10 MYL12A 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 http://www.gsea-msigdb.org/gsea/msigdb/cards/ZHENG_CORD_BLOOD_C4_PUTATIVE_EARLY_ERYTHROID_COMMITMENT ABCA1 ARHGAP15 ATP6V0A2 BMP2K CAMLG CCND2 CD69 CD84 CDK6 CELF2 CKAP2 CPA3 CRHBP CTNNBL1 CYCS DDX21 DEPTOR DGKE DTD1 EIF2AK1 ELF1 ELMO1 EREG ERG ETS2 EWSR1 RIPOR3 FOXO3 G3BP2 GALNT1 GATA2 GNAI1 HPGDS HSP90AA1 HTR1F IKZF2 IL1RL1 IMPA1 ITGA4 ITGAE JUN CRACD 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 RNF130 RSBN1 SDCBP SERPINB1 SESN3 SKIL SLA SLC38A2 SLC39A8 SLC40A1 SNX5 SPTY2D1 ITPRID2 STK4 TAF1D TEC TESPA1 TNIK SMIM27 TSEN54 TSPYL2 YARS1 ZBTB16 ZBTB20 ZEB2 ZFAS1 ZMYND8 ZNF711 ZHENG_CORD_BLOOD_C5_SIMILAR_TO_HSC_C6_PUTATIVE_ALTERED_METABOLIC_STATE http://www.gsea-msigdb.org/gsea/msigdb/cards/ZHENG_CORD_BLOOD_C5_SIMILAR_TO_HSC_C6_PUTATIVE_ALTERED_METABOLIC_STATE RNU2-59P RNU2-3P RNVU1-14 RNVU1-15 RNVU1-19 SNORD13 RNU4-2 RNU2-63P RNU2-5P RNU4ATAC LINC00910 RNVU1-6 RNU5A-1 RNU12 RNU5F-1 RNU2-14P RNU5E-1 RNVU1-24 ZFP36 RNU5E-4P H2BC8 DUSP1 H2BC5 RNU1-34P H2AC8 RNU2-49P HSPA5 H2BC21 RNU5D-1 JUN TMEM107 RNU5A-3P H2BC7 AVP JUNB CD69 RNU5B-1 C12orf57 NEAT1 MEG3 H1-2 CLEC2B H2BC4 TUBB4B NFKBIA NFKBIZ SOCS2 MEF2C H1-10 HLA-DQB1 MECOM ZFP36L2 MAFF H2AC20 CD52 LPAR6 HLA-DRA CLEC9A CXCL8 MLLT3 RIPK2 HLF IER2 CAVIN2 TPT1 PNRC1 HMGA2 TRA2B NR4A1 MYCT1 MDK SKAP1 HLA-DRB1 DUSP2 FOS CD74 HOPX H4C5 AREG GADD45A H1-3 ID2 ATF3 SEZ6L2 CRHBP SELENOK APOL3 JAML LRBA EIF4A2 BTG2 INSIG1 GADD45B GNG11 SERTAD4 OXT SPINK2 ZHENG_CORD_BLOOD_C6_HSC_MULTIPOTENT_PROGENITOR http://www.gsea-msigdb.org/gsea/msigdb/cards/ZHENG_CORD_BLOOD_C6_HSC_MULTIPOTENT_PROGENITOR ALDH1A1 AREG ARPC5L AVP BEX1 CCNH CCNY CD109 CD74 CEBPB CRHBP CXCR4 DDIT4 DUSP1 DUSP2 EZR FAM3C FOSL2 FOXO1 FTH1 GADD45A GATA3 GBP4 TAMALIN 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 LPAR6 LRRFIP1 MAFF MAFG MAP3K8 MECOM MEF2C MEG3 MEIS1 LINC-PINT 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 CAVIN2 SELENOK SLC2A3 SMCHD1 SNX9 SOCS2 SPP1 SRGN STAT1 TACC1 TCF4 TFPI THEMIS2 TNFRSF1B TPM2 TSC22D1 TSC22D3 TSPYL2 TUBA4A USP36 WDR45B ZFP36L2 ZNF331 ZHENG_CORD_BLOOD_C7_PUTATIVE_LYMPHOID_PRIMED_MULTIPOTENT_PROGENITOR_1 http://www.gsea-msigdb.org/gsea/msigdb/cards/ZHENG_CORD_BLOOD_C7_PUTATIVE_LYMPHOID_PRIMED_MULTIPOTENT_PROGENITOR_1 LRRC75A SNHG29 MT-ND6 SFXN1 BEST1 NAP1L1 CSF3R PABPC1 TSIX NUCB2 MALAT1 PIM2 PIK3R1 GYPC MAP3K8 CALR ZFP36L2 CD99 TPT1 ANKRD28 TPM4 C6orf62 XIST HSP90B1 MSI2 ATG10 MACROH2A1 PTPRE ANKRD36C TTF1 RILPL2 LRRFIP1 SPINK2 MZB1 GBP4 BCL11A ANKRD36 IFITM1 MT-ND5 C1QTNF4 KRR1 GLIPR1 ZC3HAV1 TTC3 RUNX1 GNB4 ZBTB8A EIF2S3 USP36 BCL7A IFNGR1 MIS18BP1 SELL TRIM24 IFI16 HNRNPH1 KRAS TCF7L2 TAOK3 STARD4-AS1 CYTIP DEK SPN FAM161A SPTBN1 SMIM24 CHD1 IFITM3 ANKRD26 SLK NPDC1 WDR49 CALCOCO2 KPNB1 BRCA2 MT-RNR2 VPS35 BTF3 DYNLT1 HSPA5 FLT3 TUBA1B ZRANB2 CCDC14 RFLNB HIF1A PSMA6 MT-ATP8 GTF3A TCERG1 CASP4 SET ENO1 CSGALNACT2 ARID4A ZHENG_CORD_BLOOD_C8_PUTATIVE_LYMPHOID_PRIMED_MULTIPOTENT_PROGENITOR_2 http://www.gsea-msigdb.org/gsea/msigdb/cards/ZHENG_CORD_BLOOD_C8_PUTATIVE_LYMPHOID_PRIMED_MULTIPOTENT_PROGENITOR_2 MAP3K8 FAM30A CD99 GYPC C1QTNF4 CD52 SMIM24 TMSB4X CSF3R MT-CO3 TPT1 BAALC SPINK2 MZB1 B2M RACK1 GAPDH CD74 TSC22D3 ANGPT1 ZFAS1 ITM2C HLA-A TPM4 ACTG1 RILPL2 SELL PTPRCAP SNHG6 IGLL1 MT-TL1 HINT1 CD44 RCSD1 FAU HLA-B SNHG8 IFITM3 GAS5 PIK3R1 BTF3 CD34 GNG11 PFDN5 ARHGAP25 ENO1 MPG S100Z HSH2D EEF1B2 PADI4 HCST ERGIC1 S100A4 BCL3 DYNLT1 VMP1 NACA RASGRP2 MT-ND3 NUCB2 HOPX MT-CO1 NPDC1 HLA-DRA PRAM1 PROM1 COMMD6 GSTP1 SNHG5 UBA52 IFITM1 PSME1 MT-CYB LDLRAD2 SPNS3 ATP5MC2 CD48 IGHM EGFL7 FLT3 ATP5F1E ADA IGFBP7 MACROH2A1 HLA-C NAP1L1 RUNX1 CALHM6 ERLIN1 EIF3K HNRNPA1 LMNTD1 RNASET2 SNRPD2 ARHGAP30 MT-ND4 ZHENG_CORD_BLOOD_C9_GRANULOCYTE_MACROPHAGE_PROGENITOR http://www.gsea-msigdb.org/gsea/msigdb/cards/ZHENG_CORD_BLOOD_C9_GRANULOCYTE_MACROPHAGE_PROGENITOR ACTG1 ANP32B ANXA1 ARID4A ATP2B1 ATP5F1B AZU1 B2M BCL11A BIRC5 SMIM24 C1QTNF4 C9orf78 CALM1 CALR CANX CD44 CD99 CENPF CFL1 CLEC11A CP DNAJC1 DSTN EIF3A ENO1 NIBAN1 GADD45GIP1 GAPDH GSTP1 GYPC H1-10 MACROH2A1 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 MAP3K2 MKI67 MPO MT-ND4 NAP1L1 NCL NUCB2 NUCKS1 PA2G4 PEBP1 PFN1 PIK3R1 PIM3 PLEK PRPF40A PRR11 PSMA7 PTGES3 PTMA RAB32 RB1CC1 RBM17 RTN4 S100A10 SAT1 SELL SERF2 SET SF3B2 SLK STMN1 TAGLN2 TARS1 TBCA TMSB10 TNFSF13B TPM3 TPM4 TUBA1B VAMP8 VIM YY1 ZFP36L2 ZHENG_CORD_BLOOD_C10_MULTILYMPHOID_PROGENITOR http://www.gsea-msigdb.org/gsea/msigdb/cards/ZHENG_CORD_BLOOD_C10_MULTILYMPHOID_PROGENITOR ACAP2 ACTG1 ACY3 ADA AFF1 JAML ARHGAP25 ARHGEF7 ARL6IP5 ARPC5L ARRB2 BAALC BTK VSIR RSRP1 C9orf78 CARD19 CARD11 CD47 CD52 CD74 CD99 CLNK COBLL1 COL24A1 CORO1A CXXC5 CYFIP2 CYTH1 CYTH4 DDX17 DSTN EVL FGD6 GFOD1 GSTP1 HCST IGHM JCHAIN IL6R IQGAP2 IRF8 ITGAL ITM2C KCNK17 KIAA0087 FAM30A LAIR1 LINC00173 LINC00426 LINC00865 LPIN1 LST1 LTB LUC7L3 LZTFL1 MALAT1 MAP1A MED13L MEF2A MME MZB1 NCOA7 NEGR1 NIN OSBPL3 PACSIN1 PAG1 PIK3R1 PRAM1 PREX1 PRKCB QPRT RAB31 RBM17 RBM38 RERE RNASET2 S100Z SASH3 SATB1 SCN3A SETBP1 SH2D3C SH3TC1 SLC2A5 SLC9A3R1 SPINK2 SPNS3 STARD9 SYK TNFAIP2 TRAF3IP3 TRBC2 TTC3 TYROBP USP36 LAKE_ADULT_KIDNEY_C1_EPITHELIAL_CELLS_UNASSIGNED http://www.gsea-msigdb.org/gsea/msigdb/cards/LAKE_ADULT_KIDNEY_C1_EPITHELIAL_CELLS_UNASSIGNED SPATA22 PAMR1 CMC2 CSMD2 TAOK1 NHS NRG3 PTH1R DLGAP1 TRABD2B SLC13A3 PBX1 LRMDA PTPRD LRP2 MACROD2 GMDS-DT MAST4 CALD1 MEIS2 FARP1 EPB41L3 CPQ GPX3 ZBTB16 TLN2 PLCL1 SLC5A12 NPAS3 RAPGEF2 LAKE_ADULT_KIDNEY_C2_PODOCYTES http://www.gsea-msigdb.org/gsea/msigdb/cards/LAKE_ADULT_KIDNEY_C2_PODOCYTES PTPRO MAGI2 PTPRQ PLA2R1 NPHS2 CLIC5 NTNG1 NPHS1 ST6GALNAC3 PODXL CCN2 PLCE1 DPP6 NPAS3 FGF1 ADAMTS19 FMN2 DACH1 MAGI2-AS3 TARID IQCJ-SCHIP1 SPOCK1 NPNT ARMH4 SPOCK2 NFASC SEMA5A CDC14A NEBL ZNF804A ATP10A ABLIM2 NES MME ALS2CL RYR3 ARHGAP28 HTRA1 UNC5C SULF1 ARHGEF26 CR1 TGFBR3 DACH2 SRGAP2 PCOLCE2 FYN WIPF3 SRGAP2C ENPEP VEGFA LRRC2 CDKN1C CMAHP COL4A3 ST3GAL6 KIRREL1 ZDHHC6 IQGAP2 PARD3B RBFOX1 FRY KLHL29 CBLB INTS12 TENM2 VTI1A MGAT5 CRIM1 SOX2-OT PCED1B TENM3 ITGB8 RERG DOCK5 TJP1 PTPRD CCDC91 CERS6 EXPH5 PRKG1 MTSS1 DST CMYA5 LARGE1 UACA CA10 SRGAP1 KCNQ1OT1 GOLIM4 ACTN4 DLG2 ROBO2 FBXL7 MPP5 KLF7 MYH9 EPB41L5 COL4A4 MYO1D RETREG1 GULP1 PDLIM5 MYO1E ARHGEF3 MYO1B ZNRF3 CTDSPL PALLD FRMD3 SGIP1 APBB2 CACNB2 SLC7A8 ADAMTS9 KANK1 ZSWIM6 PARD3 THSD7A BACH1 ITGAV CPNE8 MIB1 SLK PTH1R PTPN13 GPC6 ARHGEF12 TANC1 NLK RABGAP1L FTX ADAMTS9-AS2 TET2 GPHN CTTNBP2 PHACTR4 PAWR AHNAK GMDS MACF1 CALD1 P3H2 AKT3 CSPP1 FAT1 DOCK4 RBMS1 RASSF8 MAML3 PTPN14 GHR ITGA1 WWOX PICALM PSD3 PLXDC2 BCKDHB RDX BICD1 CPEB4 CEP112 KIF13A TEAD1 XIST PAN3 UBE2E2 SIK3 PDE7B SBF2 SSBP2 SH3RF1 SEPTIN11 FNDC3B EML4 GPX3 ANKRD36 RAI14 QKI SPATS2L PCNX4 FCHSD2 IGF1R SPAG16 UTRN FMNL2 MACROD2 HIVEP2 LUC7L3 PAM CDK6 ERC1 ROCK1 ADD3 UBA6-AS1 CCDC148 CAST RNF150 NCOA1 MBD5 DYNC2H1 ANKRD12 TBC1D1 CPQ MSI2 BMPR2 SOX6 TMEM245 ERBIN ANKRD11 KIF1B EEA1 LAKE_ADULT_KIDNEY_C3_PROXIMAL_TUBULE_EPITHELIAL_CELLS_S1_S2 http://www.gsea-msigdb.org/gsea/msigdb/cards/LAKE_ADULT_KIDNEY_C3_PROXIMAL_TUBULE_EPITHELIAL_CELLS_S1_S2 CUBN SLC5A12 ACSM2B SLC13A3 SORCS1 AFM ACSM2A SLC16A9 SMIM2-AS1 PLG SLC13A1 SLC17A1 LRP2 GRAMD1B SLC2A9 PCDH15 PDZD2 PTH1R ZNF804B LINC01060 LINC00871 SLC4A4 RHOBTB1 TINAG TRPM3 RAB11FIP3 MME SUGCT MIR100HG ANKS1B AGXT2 SLC28A1 SLC17A3 NOX4 KCNJ15 DPYS RMST ACMSD SLC16A12 EBNA1BP2 NCKAP5 ALDOB GLYAT FGGY EPB41L3 RNF152 TRABD2B MSRA L3MBTL4 WDR72 ENPEP NLGN1 FKBP5 DLG2 NHS PTH2R LRMDA FHIT PKHD1 BHMT PDE4D BNC2 ZBTB16 SYNE2 PLEKHA6 PDE7A RALYL KCNQ1OT1 PTPRD PLEKHA5 RORA SLC1A1 PATJ GPHN PCSK5 ADAMTS9-AS1 PPARA PRUNE2 ZBTB20 HPN GOLGA4 ERRFI1 LINC01515 CDK14 CNTN4 SNX29 TNS1 FRMD4B MAST4 UBE2E2 TTC28 SAFB2 FRAS1 SORBS2 SAMD5 RHEX MAP3K13 SLIT2 FTX INSR GPX3 RERG SRRM2 AIG1 CRYL1 PRKN WWOX PDE8A FRMD3 RABGAP1L GPC6 ASTN2 PTPRM PLXDC2 PPP1R21 CUX1 GALNT14 CGNL1 CALD1 DIP2C NRP1 WDR60 SETBP1 ZHX3 GMDS-DT ANK3 TLN2 LUC7L3 NFIB ULK4 PCLO CRADD ABLIM1 IGF1R PBX1 DENND1A P3H2 CLDN10 BCL2 PLEKHA7 PARD3 SDK1 PTPRJ ANK2 NEAT1 CSPP1 FGD4 AGAP1 ANKRD26 LINC01320 HIBCH CNKSR3 TNRC6A BCAS3 TFDP2 RBM25 KANK1 MACROD2 FARP1 RBM6 DANT2 NFIA PAX8 AKAP13 MAPK10 FHOD3 THOC2 GALNT18 PTPRG GOLGB1 PNISR VPS13A SCAPER ZBTB38 VWA8 LPP ARHGAP6 NEDD4L PUM3 WDFY3 ANKIB1 COL4A1 ENOSF1 CWF19L2 SREK1 EXOC4 TEAD1 DPH6 CCDC198 CPM KANSL1L ASH1L EHBP1 MYO6 TNRC6B PRRC2C MBD5 AOPEP UGT2B7 SCMH1 TACC1 N4BP2L2 SIPA1L1 SIK2 SUMF1 PCCA RERE SMYD3 COMMD10 SNHG14 CHD9 TRPS1 RBM47 SPAG9 PPFIBP1 ANKRD11 SRSF11 OGA AFDN ARHGEF28 ZC3H13 LAKE_ADULT_KIDNEY_C4_PROXIMAL_TUBULE_EPITHELIAL_CELLS_S2 http://www.gsea-msigdb.org/gsea/msigdb/cards/LAKE_ADULT_KIDNEY_C4_PROXIMAL_TUBULE_EPITHELIAL_CELLS_S2 RHEX DLGAP1 ITGB8 CDH6 TMEM178B ACSM2A ACSM3 CLSTN2 ALPK2 AKAP12 CREB5 PKHD1 BICC1 TPM1 BNC2 PTH2R ZBTB20 PPFIBP1 PARD3 UGT2B7 LRMDA TNIK NHS PRUNE2 SLC17A1 TTC28 BCL2 DCDC2 PTPRD OXR1 SEMA5A SDK1 RERG LRP2 GPC6 AGBL4 PDE4D NRG3 LINC01320 NOX4 ACSM2B PDE7A SORBS2 MACC1 KLF6 MAML2 STOX2 ADAMTS9-AS1 NLGN1 FHOD3 SLC2A9 GALNT14 CLIC4 RBMS3 KCNJ15 NEAT1 CNKSR3 CCDC198 CALD1 DGKH RHOBTB1 RETREG1 PTPRM PTPRK LPP UBE2E2 GLIS3 L3MBTL4 SPATS2L PLXDC2 ZBTB16 GULP1 FHIT ARHGAP26 SAMD4A SLC16A12 ANK3 SCMH1 FARP1 WWC1 TRIO SYNE2 NRP1 PLEKHA5 NFIA CNTN4 RBPMS NCKAP5 FMNL2 SOX6 PICALM TRABD2B COL4A2 FTX ITSN1 FOXP2 SLC13A1 PAX8 AGAP1 FKBP5 SIPA1L1 NFIB SSH2 PLCL1 RORA EPS8 DLG2 EXT1 PAM MAPK10 AOPEP EXOC4 COL4A1 WWOX MBD5 GMDS-DT NTN4 WDFY3 KANSL1L KANK1 RNF213 ABLIM1 ARHGAP6 MAST4 PTPRG SVIL PRKN PDLIM5 RASAL2 ZBTB38 COL18A1 DNAH14 CDK14 TCF12 RAPGEF2 CUX1 PARD3B ITGAV PATJ PDE8A EPB41L4A P3H2 ARGLU1 ANKIB1 KLF12 MEF2A RERE PPP1R9A SBF2 BDP1 AKAP13 KANSL1 DLG1 CDKAL1 DANT2 CAMKMT ZFAND3 ERRFI1 IGF1R NBEA CRIM1 GNAQ SHROOM3 FAF1 PTK2 KIAA1217 DIP2C ANKRD26 SUMF1 EIF4G3 GLS WDR60 VPS13A SASH1 VWA8 BABAM2 LAKE_ADULT_KIDNEY_C5_PROXIMAL_TUBULE_EPITHELIAL_CELLS_STRESS_INFLAM http://www.gsea-msigdb.org/gsea/msigdb/cards/LAKE_ADULT_KIDNEY_C5_PROXIMAL_TUBULE_EPITHELIAL_CELLS_STRESS_INFLAM GRIN2B DRD3 PRSS51 RNA5SP475 RRH KLHDC8A ADAMTS8 LINC00635 ANK1 LINC01255 DNAH2 BTNL10 GACAT3 CSMD2 GNGT2 GABBR2 LINC00402 IL36B LINGO1 TEX36 CDON FRMD6-AS2 TMEM214 SLC26A3 EPHA8 LRFN2 DPP10 CAMK4 CLUAP1 PTMS AFM RASGEF1B FXR2 ZNF614 PDHX C2orf27A FSIP1 PARP10 PTH1R MOGAT1 LINC01322 CCDC149 SLC22A11 MARK2 TTC23L LINC00893 PLG LRRC4C RUNX1 GRAMD1B WDR19 LINC00276 SLC28A1 NFIX CLTC ASS1 CNTNAP2 TENM2 SMIM24 C11orf65 CSMD1 ABCC2 NRP1 AGMO ENPP6 SLC5A12 DNM1 CYP2R1 RAB11FIP3 MMP15 CUBN UPB1 DAB1 CNTN1 GUSBP11 NRSN2-AS1 INSR SLC7A7 MIR100HG NSMF SORCS1 PCDH15 SLC22A7 URGCP SAFB2 RNF220 PAPPA2 AFMID KMT2B SLC22A12 ASPSCR1 SLC7A8 MIOX MACROD2 LINC00671 SLC13A3 TENT5A SMIM2-AS1 CFAP46 RNF212B LENG8 BRD9 HPN GPX3 ACSM2B PLEKHA6 MAPT MFSD4B TNS1 TMEM63A MTRNR2L1 OTUD7A BCOR PPARA ABAT DHTKD1 ZBED3-AS1 EYA2 MLXIPL SRRM2 SIPA1L3 C19orf12 ACSM2A TENM4 PCK1 USH1C ANKS1B SHISA6 LUC7L3 LARGE1 SLC2A9 PDZD2 DHRS3 MCTP1 NSUN6 LINC01239 SLC16A9 METTL7A AGXT2 ANPEP KCNK5 CYP4A22-AS1 LINC01060 PDE4D PGPEP1 BBS9 AP3D1 KIF12 EPHX2 CYP3A5 GLIS1 COL27A1 TCEA3 TIMM23B RASSF4 ACSF2 RBM25 ZBTB16 RGN DNM2 PRODH2 DCC COL4A1 CTNNA3 SLC39A11 LARP1 LINC00871 VDR LRP2 ASPA KIFC3 TRPM3 UPP2 HOOK2 PRUNE2 C9orf85 HNF1A-AS1 PPP1R16B SUGCT TOB2 IL1RAPL2 AQP4-AS1 AK4 GALM BNIP3L OPHN1 ZC4H2 HECW1 BRD4 NFIC KIAA1549 CACNA1C THOC2 SLC22A6 MME CCND3 ROBO2 LINC00894 STX8 SLC16A12 FGGY CRYL1 UNC13B MYRIP MAOB TNRC6C ZC3H13 ATXN7L1 CCDC191 NFE2L1 GON4L MYO6 SLC16A10 FKBP5 BAZ2A LINC00907 MAL2 PFKL SLC36A2 NCKAP5 NRG1 NELL1 SREK1 TPCN1 ZNF804B NHS PPM1L DPYS TRABD2B UPF2 SHANK2 CDR2 LINC01515 PIGL UBN1 ZMAT1 TNRC6A RBM6 CMBL SLC4A4 UPF3B CSPP1 MAP3K13 ALDOB DZIP1 SLIT3 SLC13A1 POR SRRT GADD45A RAPGEF3 LIN52 GTF2IRD1 PPP6R2 EBNA1BP2 SLC17A1 CHRM3 LSAMP RIMS2 RHOBTB1 TTTY14 PIP5K1A ZNF708 SLC47A1 SPEF2 SLC43A2 RNF152 TLN2 ALDH6A1 NQO2 C4orf19 ADGRV1 GMDS-DT FRMD4B BHMT TPD52 ANKRD11 NR6A1 ACACB SLC1A1 KDM2A NCOR1 SNX29 DOK6 WDR60 CUX1 ENOX1 FMN1 PRLR DMD FAM227B AK9 CHD2 ZNF826P PHF20 KAT6B WDR13 GCNT2 BCL2 TAPT1-AS1 WWOX PPP1R21 CCAR1 KCNJ15 PLCG2 SMG6 CACNA1D SHROOM4 PHF14 PRRC2C CRADD OPTN EPS8L2 RGL3 ASTN2 PLEKHA7 ADD1 TCF25 PRKAG2 ZNF91 WIPF1 KIAA1671 SAMD5 UBE4B AIG1 ENOSF1 CNTN4 TMEM232 SORBS2 TFDP2 ULK4 FRAS1 ARHGAP26 CTSH ACIN1 FRMD4A ARHGAP10 IGF2BP2 NT5C2 RIN2 SMARCC1 PAX2 RBM47 NUMB DLG2 AGPAT3 SUCLG2-AS1 ITSN1 ATP2A2 PRKRIP1 GHR PCSK5 SUCLG1 MDN1 MSRA ARHGAP42 OSBPL1A PRPF38B FRMD3 BICDL1 PNISR HIP1 SRSF11 CYTH1 PAQR5 LMCD1-AS1 P4HA1 EMX2OS PRICKLE2 LUC7L FGD4 ECHDC2 ITCH ZC3H6 ZHX3 TANC2 DIP2B KIF26B CFDP1 NFKBIA SEMA4D EIF5B ASXL1 BAZ1B PTPRG SRPK2 ARID4A RNF115 DEPTOR HMGB1 RORA CREBBP ZFC3H1 PLEKHA5 OGA DPH6 TRA2B PPP2R5E TBCA USP8 AKAP13 EGR1 YTHDC1 CHD6 SCAF8 XPC PRKCE PAX8 RBM39 PDE10A LINC00271 FOS TNRC6B SPPL3 GOLGB1 GAS5 MET LAKE_ADULT_KIDNEY_C6_PROXIMAL_TUBULE_EPITHELIAL_CELLS_FIBRINOGEN_POS_S3 http://www.gsea-msigdb.org/gsea/msigdb/cards/LAKE_ADULT_KIDNEY_C6_PROXIMAL_TUBULE_EPITHELIAL_CELLS_FIBRINOGEN_POS_S3 FGA FGB AGT SERPINF2 PDZK1IP1 SLC34A2 RHEX SERPINE2 UNC5CL TNFSF10 PRUNE2 CDH6 DOK6 GBP2 MGST1 GCLC SQSTM1 RNF213 PLAAT4 APOL6 LRP2 AOX1 FTL LINC01320 CXCL14 SPP1 H2AC6 PLCH1 SLC22A2 SMIM2-AS1 UGCG SOD2 MT1G TINAG ODC1 GULP1 MIOX GATM PTPRK FNIP2 SYNE2 LPGAT1 HSPD1 SEMA6A TKT CNTN4 RASSF4 SLC27A2 ACMSD IL1R1 ATM TXNRD1 HSPA5 GLRX CTSB NRG1 ATP11A LINC00278 CRYAB LRRK2 RALGAPA2 PARP14 NRP1 MPP6 TAF1D CFI MAST4 ALDH6A1 SERPINA1 CTSL FBXL7 HSP90AA1 RRBP1 TGM2 STAT1 KRT18 HINT1 ADAMTS9-AS1 EPS8 ZNF462 ZBTB38 SNX13 PNRC1 ABCC4 TFPI NFIA NLGN1 HOOK1 SPTLC3 SLC13A1 HLA-E VMP1 MSRA C6orf62 LAPTM4A SLC3A1 NEAT1 SIPA1L1 RPL27 VPS13A FTH1 PEBP1 ASH1L TMBIM6 MAML2 ITGB8 MACC1 RPLP0 CD59 TMSB10 PTGR1 ZBTB20 GPX3 SVIL HSP90AB1 RPL18 CLIC4 FGGY CALM1 KCNIP4 DICER1 SKAP2 DNAJC1 FMNL2 WWTR1 RNF19A CNKSR3 CLU CNDP2 CYB5A CANX PLSCR1 AGAP1 PLEKHA1 FAU CHD1 NT5C2 ZNF292 RPS16 CTSH PHLDB2 COBL NUFIP2 CD24 AKAP12 CCNL1 CNN3 ARHGEF3 AHI1 BTG1 FCHO2 SSBP2 RPS19 SPATS2L L3MBTL4 CIB1 TAX1BP1 RPS23 SPAG9 PITPNC1 KIF21A TRPS1 SOD1 TM9SF3 CCT6A RPS15 OCIAD1 NCKAP5 GALNT14 FOXP2 MACF1 ENO1 EZR CAB39 HSPA9 RPS20 FAM135A ZFAND5 TMTC2 ASCC3 ARHGAP5 LAKE_ADULT_KIDNEY_C7_PROXIMAL_TUBULE_EPITHELIAL_CELLS_S3 http://www.gsea-msigdb.org/gsea/msigdb/cards/LAKE_ADULT_KIDNEY_C7_PROXIMAL_TUBULE_EPITHELIAL_CELLS_S3 MT1G CXCL14 PDZK1IP1 MT1E RPLP1 AQP1 TMSB10 RPS23 GATM ANPEP RPL34 RPS8 RPS19 RPL13 RPS28 GPX3 RPL21 RPL13A RPLP2 FTL RPS20 RPS12 RPS21 ATP5F1E CDH6 RHEX RPS6 TPT1 RPL35 RPS16 RPL37A RPS27A UGT2B7 RPL37 RPS14 RPS24 AKAP12 RPL23 SERF2 FTH1 ALDOB COX7C TPM1 HLA-A ITGB8 CTSB EEF1A1 RPS25 RPL32 RPS7 C11orf54 DLGAP1 RPL38 RPL27 RPS18 RPL9 PPFIBP1 RPL35A RPL24 RPL27A RPS13 RPL11 RPS9 SDC4 MT2A RPL8 RPS17 RETREG1 RPL31 RPS15 SLC17A1 CALD1 KLF6 RPL6 PTMA LAPTM4A RPL12 EZR RPS11 KCNJ15 RPL14 SLC16A12 PEBP1 RPL5 LRP2 HSPA5 PARD3 RPS4X SLC13A1 CCNI RPL3 BNC2 ZBTB38 PABPC1 PTPRD BCL2 MTATP6P1 CNDP2 PSAP RPL7 CALM1 NOX4 AGBL4 ARID5B TTC28 DCDC2 HSPD1 COX4I1 PICALM COL4A2 COL18A1 CNKSR3 RPL18 EEF2 ITGAV RERG GALNT14 RPL7A RPSA HINT1 NPM1 WWC1 NUCKS1 SIPA1L1 NUMB NFIA SPATS2L SDK1 HSP90AB1 CD63 RPS3A NCL RPL19 RPL4 S100A6 LAKE_ADULT_KIDNEY_C8_DECENDING_THIN_LIMB http://www.gsea-msigdb.org/gsea/msigdb/cards/LAKE_ADULT_KIDNEY_C8_DECENDING_THIN_LIMB VCAM1 CPE CYP24A1 TFPI2 TNFSF10 SLPI SPP1 SLC34A2 TNFRSF11B ADAMTS1 SERPINA1 GSTP1 H3-3B CRYAB RPLP0 EDIL3 CLU RPS2 RPS6 KRT18 ID1 SOD2 SAT1 NFKBIZ TCIM RPL3 RPL10 RPL19 TGM2 ODC1 TACSTD2 RPS5 CTSL RACK1 HSP90B1 HINT1 EEF1A1 RPL10A ACTG1 PFKFB3 RPS4X RPL13 HSP90AA1 RPS27A PGGHG CEBPD CIB1 RPL6 RPL5 RPS16 RPL15 LRRK2 IGFBP7 RPS18 ARHGAP29 PRDX1 RPL4 S100A10 LAPTM4A RPSA RPL7 TIMP1 PDIA6 BTF3 ANXA2 RPS8 CNBP RPS3A KRT8 NACA RPS19 RPS14 GAPDH RAN EHF RPL7A NPM1 HSP90AB1 CD24 MYL12B EPCAM RPL13A MMP7 RPL31 PCBP1 RPL11 TPT1 ZFP36L1 EEF1B2 ITGB6 NAMPT RPLP1 EIF4A2 TXNIP RPL18 RPS7 ENO1 HSPD1 ITM2B RPL14 CD59 ERMP1 ANXA5 B2M S100A6 CYSTM1 GDF15 EIF1 RPL8 PPIA PEBP1 YWHAB IFITM3 YBX1 ARF1 RPS15 TMBIM6 MT2A DDX5 FTH1 ASAH1 RPS23 RPS11 CANX XRCC5 RPL12 ACSL4 LDHB EPRS1 ADAM10 TMSB10 CD63 RPS25 RPS13 RPL24 DYNLT1 MYL12A CLTA PTMA ZNF770 HNRNPA2B1 RPL32 PSMA7 GAS5 RPS27 PPIB SRP14 VMP1 FAU CCT6A UGT2B7 LINC01320 RPL21 PABPC1 BEX3 LMAN1 SOD1 HIF1A SKP1 ATP6V1G1 CDH6 EGR1 RPS24 MYL6 FTL CD164 RPL30 DUSP6 NCL RPS9 PSMB1 SERPING1 ALDH1A2 RHOA SRSF3 RPS20 PDIA3 RPS12 HLA-B UBA52 CAPN2 RPS17 MAOA IL6ST RPL9 EIF4G2 PLEKHA1 GPX1 RPL23 LDHA NORAD REEP5 TPM1 TPI1 RPLP2 PKM PLOD2 TFPI BTG1 EEF2 FOXP2 UBB EDF1 PGK1 KIF5B HSPA8 EID1 RPL41 SERBP1 DSP RPL37A EIF5 RPL35 HLA-A APLP2 MET RTN4 PTBP3 NDUFA4 TPM3 CTSB CALM1 TMEM59 JAK1 PTTG1IP TSC22D1 UBXN4 GNAS PFDN5 CNDP2 RASD1 ITGA2 ADGRG1 SF3B1 CD9 PTGES3 CYB5A HSPA5 VCL HNRNPR SLC38A1 RPL34 HNRNPDL SERF2 ATP5F1A ALDOA PAX8 HNRNPU SASH1 TMF1 DSTN LITAF HNRNPM CSDE1 SEC62 FUBP1 NAP1L1 EEF1D HNRNPA3 IQGAP1 PAPOLA SARAF KTN1 HNRNPC RPS28 TAX1BP1 MYO9A HMGB1 TAF1D PRPF40A ARHGAP5 HIPK2 HSPA9 NFE2L2 CIRBP UBE2D3 CHD1 CCNI LAKE_ADULT_KIDNEY_C9_THIN_ASCENDING_LIMB http://www.gsea-msigdb.org/gsea/msigdb/cards/LAKE_ADULT_KIDNEY_C9_THIN_ASCENDING_LIMB CLDN1 CRYAB TNFRSF11B AKR1B1 CD24 LDHB SLPI GSTP1 EEF1A1 SLC34A2 RPS6 MYL12B RPL3 SPP1 TACSTD2 RPLP0 CLDN10 MAL RACK1 ERMP1 ENO1 RPL19 TMEM176A TCIM ITM2B RPS4X RPS2 RPL15 RPL10 RPS5 BTF3 CYSTM1 H3-3B FTH1 RPL5 PEBP1 IGFBP7 SIM2 HSP90AA1 RARRES2 RPL6 GDF15 SERPINA1 HSP90B1 ACTG1 RPL4 KRT7 NPM1 MYL12A RPS8 EIF1 FTL RPS3A MPC2 DANCR TIMP1 RPL10A RPL13 GAPDH SCCPDH EPCAM LDHA GPX1 NACA SAT1 ANXA2 PPIA RPL7A RPL7 CD59 PRDX1 SOD1 MAL2 IFITM2 B2M TPT1 TPM1 S100A6 HINT1 PSME1 RPL11 PON2 PTTG1IP MYL6 PFKFB3 IFITM3 ARHGAP29 RPS18 CYS1 SRP14 CLU EIF4A2 CBR1 GOLM1 MAOA APLP2 RPS16 CD9 RPL8 RPL13A RPS11 TMBIM6 TMEM59 RPS27A S100A10 GSTM3 CALM1 TGM2 HSPD1 RPL31 SYTL2 RPL14 SOD2 RPSA SLC16A5 C12orf75 UGT2B7 RAN CYCS REEP5 PGK1 JTB RPS20 RHOA BEX3 XRCC5 RPS13 UBB RPL18 RPS23 CIB1 YWHAB RPS14 HNRNPA2B1 RPLP1 CD63 PSMB1 DDX5 GNAS SDHA PABPC1 HSP90AB1 KRT18 ANXA4 NAP1L1 APP RPS12 TPI1 CANX NDUFA4 CNBP PKM VMP1 RPL24 DZIP1 LAPTM4A TFPI PDIA3 PPIB LAMTOR5 ATP5F1C ATP6V1G1 PFDN5 RPS7 HLA-B ATP5MC3 TNFSF10 PDIA6 ALDOA SLC25A3 YBX1 CYB5A COX4I1 DSTN RAC1 RPL12 ATP6V0E1 FOXP2 RPS3 RPS19 SARAF ANK2 ARHGAP24 PRDX6 EID1 BICC1 RPL9 UBXN4 ASPH SKIL SASH1 BTG1 TAX1BP1 RPS25 RPL32 HOOK1 EIF4G2 SRSF3 PSMA7 DEK FAU SCIN CLINT1 COX7C LYPLAL1 ARF1 SERBP1 ATP5F1B SERF2 COL4A3 RPL23 RPS17 CCT6A RPS9 ANXA5 UBA52 ATP5F1A CNDP2 RPL30 HNRNPR SEPTIN11 AIF1L HNRNPC RPS15 RPL21 OCIAD1 RSRP1 HNRNPA3 MET RTN4 RPL34 WFDC2 RPS24 RPL35 FCHO2 SF3B1 CCNI HNRNPM NCL CSDE1 HSPA5 ADGRG1 NCOA7 PLEKHA1 IVNS1ABP HNRNPDL KIF5B TPR CIRBP VAV3 TGOLN2 RBBP8 EEF1D EEF2 VPS13C RPLP2 PTMA JAK1 NTN4 HNRNPU ACSL4 RPL37A UBE2D3 CTNNA1 ZFAND5 CAST HECTD1 HIF1A LAKE_ADULT_KIDNEY_C10_THIN_ASCENDING_LIMB http://www.gsea-msigdb.org/gsea/msigdb/cards/LAKE_ADULT_KIDNEY_C10_THIN_ASCENDING_LIMB SPP1 SERPINA1 SOD2 TCIM ADAMTS1 G0S2 ITGB6 MT2A EMP1 LDHA GADD45B BTG1 S100A10 GOLM1 S100A6 CIB1 ENO1 IFITM3 CD59 TXNIP SLC4A7 DUSP23 SLPI SAT1 UMOD NCOA7 TGM2 FTH1 SERPING1 RASD1 IFITM2 CBR1 HNRNPA2B1 ID2 HSP90B1 TFPI GDF15 RIMS2 EPCAM CEBPD RPLP0 HSPD1 KRT7 KRT18 IDH2 CLDN10-AS1 RPS2 GAPDH LINC01503 SLC25A5 IER3 WFDC2 FTL CPM CD44 CD74 LRP10 TIMP1 LDHB LAPTM4B VMP1 EFNA5 MGLL DNAH5 SNX10 ZFP36L2 NEK10 H3-3B PLOD2 RPS16 UBB S100A11 JTB GSTP1 CPD SLC16A7 CD63 SRP14 TSC22D1 TPT1 PTTG1IP CRYAB RPS6 ARPC1B GHITM CCT6A ARFGAP3 IVNS1ABP DBI ATP1A1 KNG1 RPS19 CD24 PFKFB3 TMBIM6 PKM SIM2 RACK1 EIF5 CLDN10 PRDX1 RARRES2 RPLP1 B2M BCL6 RPL19 RAN ANXA5 GPX1 CTSB GNAS HSBP1 MCL1 RPS23 PPA1 NAMPT UQCRFS1 ALDOA MAOA EIF1 RPS27A RPL15 CACNA2D3 YBX1 MYL12B RPL11 PCBP1 PANTR1 HINT1 ERRFI1 ITM2B PEBP1 SERF2 SOD1 BTF3 TPI1 XRCC5 SLC38A2 PON2 CYCS ACADVL YWHAB TMEM59 SDCBP RPL13A NDUFA4 RPS18 RPS5 ITM2C PSMA7 PDIA6 HSP90AB1 TNFSF10 RPS20 GNAI1 SPPL2A CDH16 SEC14L1 CCT3 APLP2 PNRC1 PPIA RPL13 FAU EIF4G2 MTCH1 MYL6 COX5B RPS29 RPL3 CANX RPL10 ELF3 ZFAND5 DNAJA1 SELENOW PLEKHA1 RPL14 RPSA RPS4X EEF1A1 CYSTM1 RPL6 SASH1 COX4I1 PRDM16-DT ARF1 DDX5 NPM1 HSPA9 ATP5MC3 RPL4 MRFAP1 RPL7 RPS11 ATP5F1A ATP6V0B RHOA NRXN3 RPS12 HSP90AA1 MYL12A RPS15 RPS3A ATP5F1E RPLP2 CD46 RRBP1 LRRFIP1 TACSTD2 PABPC1 HSPA8 LITAF PSAP PTPN11 RPL7A UBXN4 STK24 ITPR2 FAM135A RPL8 PGK1 PLSCR1 DEK TPST1 RPS14 SARAF RPL10A YBX3 C6orf62 GCC2 HIF1A ITGA2 UQCRB RPS13 RPS7 RPS8 PSMB1 HSPH1 EIF4A2 CAPN2 CNN3 CNBP RPS17 SRSF3 NORAD KIF5B BACE2 PRKD1 CXXC5 RPL31 CNDP2 ACTR2 PAPOLA RPL5 LAMTOR5 TAF7 UBA52 PDIA3 TAX1BP1 ANXA2 COX7C PFDN5 HADHB RPL32 RPL24 RPL18 HADHA TNS3 RPS27 ACSL4 DEPTOR RPS25 HLA-E CD164 REEP5 EEF2 OSMR CD81 RPL30 NCL ADGRG1 RPL37A CLINT1 PNPLA8 OCIAD1 PRDX6 LINC01320 HNRNPM EEF1D GSPT1 STAT3 RPL41 ZMYND8 DSTN APP HLA-B RPL12 OSBPL3 NUFIP2 ATP5F1B RPS24 SF3B1 TOP2B PLPP3 ITGB1 DIAPH1 PPP2R3A HIPK3 RALGAPA2 RPS28 RPS9 CTNNA1 ATP5F1C PTMA HNRNPDL JAK1 ATP6V0E1 FCHO2 SLC25A3 IQGAP1 CCDC186 ANKRD10 NARS1 CSDE1 EPRS1 EID1 PTGES3 RPL21 UBC ACTG1 ADAM10 PITPNC1 HLA-A SKAP2 UBE2D3 SERBP1 HNRNPU FNIP2 RPL35 RPL9 TM9SF3 ZC3H11A VPS13C ZC3H15 SEPTIN7 CDC42BPA TMF1 CALM1 HNRNPR HNRNPA3 MKLN1 MTUS1 LAKE_ADULT_KIDNEY_C11_THIN_ASCENDING_LIMB http://www.gsea-msigdb.org/gsea/msigdb/cards/LAKE_ADULT_KIDNEY_C11_THIN_ASCENDING_LIMB CLDN10-AS1 CACNA2D3 ITGB6 EFNA5 NEK10 SLC4A7 TCIM RIMS2 PCSK6 SPP1 SNED1 PRKD1 BCL6 TFPI DNAH5 NRXN3 ADAMTS1 OR7E14P FAM135A ALDH1A2 PITPNC1 TENM4 PLCB1 ITPR2 VMP1 TPST1 MKLN1 PPP2R3A RALGAPA2 LINC01320 SLC16A7 ZNF385D KAZN OSBPL3 SASH1 FOXP2 CA10 CPM PDE1A MGLL PRDM16-DT PLOD2 HIF1A SAT1 MYO1E RUFY3 MAST4 PHF21A KCNIP4 SERPINA1 NCOA7 SPIDR TMTC2 PTPRG LINC-PINT TNS3 ITGA2 ZEB1 GPC6 PACS1 ARHGEF3 TRIO IVNS1ABP SOD2 GOLM1 NOS1AP EXT1 SGIP1 PAX8 MT2A PRKCE MECOM RUNX1 KIAA1958 GLIS3 MAGI1 FNIP2 TANC2 SAMD4A NEAT1 RFX3 BICC1 GCC2 DDX5 ERRFI1 PDE7B TRPS1 CDC42BPA ADAM10 SAMD12 UGT2B7 EIF4G3 ARHGAP24 ZMYND8 EEF1D CTDSPL C4orf19 PFKFB3 USP53 SSBP2 ETV6 HIVEP2 MAGI3 CDH16 YAP1 SVIL NCOA2 KIAA2026 RBMS1 ZSWIM6 IMMP2L ACADVL FCHO2 VPS13C PLEKHA1 RBM47 ELF2 TRIM2 LAMB1 UGGT2 CAMKMT RASSF8 ZFAND3 QKI WWC1 DOCK1 PLEKHA7 LPP MSI2 UBE2H PCDH9 AFF1 GRAMD2B ASCC3 TBCK CRADD TRA2A AHI1 TRAPPC9 PIBF1 STK3 ERBIN MTUS1 ATP1A1 LRBA DNAH14 PTK2 NIPBL MYO9A VPS13B LRRFIP1 SDCCAG8 BRWD1 S100A6 TBC1D5 GALNT14 KIF13B FOXP1 ADAMTS9 MED13L ARHGEF28 COL18A1 NCOA1 SIK3 NFAT5 THRB DIP2C ADK FBXL17 LAKE_ADULT_KIDNEY_C12_THICK_ASCENDING_LIMB http://www.gsea-msigdb.org/gsea/msigdb/cards/LAKE_ADULT_KIDNEY_C12_THICK_ASCENDING_LIMB UMOD SLC12A1 PP7080 KNG1 MFSD4A CLCNKA PLAU PPP1R1A HSPA2 THY1 KCNJ1 EGF CLCNKB CKB PRDM16-DT CST3 ATP1B1 RAP1GAP CYFIP2 MTATP6P1 TMEM72 DEFB1 TSPAN33 COX5B PEBP1 CXCL14 ATP5F1B SFRP1 SERPINA5 SELENBP1 ATP1A1 RARRES2 TMEM37 WNK4 ESRRB IDH2 SDC1 DNASE1 SLC25A4 LDHB COX7B SLC22A2 ATP5MC3 COX4I1 PRSS8 USP2 CASR ACSS1 NDUFB9 NDUFA4 ATP5MC1 PSAP CNP OBSL1 COX6B1 MST1L PLCB1 NELL1 NTRK2 MAL MPC1 DNAJC19 ATP5F1A COX7C IMPA2 UQCRB TSPAN8 GSTM3 PDXK BICDL1 CLCN5 ACSL1 PRDX3 OXCT1 GPC3 NUDT4 COX5A SIM2 SLC25A5 METTL7A NDUFB10 KCTD16 CYC1 NPC2 CYS1 RPL9 FGFR3 GOLM1 GAS6 UQCRQ EEF1A1 RPS3A UQCRH PRDX5 COX7A2 EPHX2 SCD5 NDUFA1 PTGER3 COA3 NDUFS6 ENO1 RPS5 CHCHD10 CBR1 RPS9 RPS11 ALDOA GNAS HADHB DNAJC11 SCHLAP1 BEX3 CADM1 UQCRFS1 HS6ST2 CD59 RPS12 ATP5PF EIF3K RPS14 CD24 SLC25A3 HSBP1 NDUFV1 ATP5PD RPL18 GAPDH PRXL2A RPL3 HERPUD1 UQCRC1 UXS1 RPL7A GOT1 PRDM16 COX6C CYCS RPS20 MPC2 NDUFB2 RANBP3L RPL7 ITM2B KIF12 PKM RPS16 CIRBP UQCR10 ESRRG ATP5ME RPL11 BACE2 GPX4 PLXNB1 LINC01606 CA12 CD81 RPS28 PCDH9 RPS17 CDH16 RPLP1 UGT8 RPL13 SERF2 TMEM59 NNT ATP5MC2 ATP5F1E MYL6 RPL13A ANK2 EDF1 RPS27A FAU ATP5MG RPS29 ACADVL PANTR1 RNF150 SCNN1A ACACB ATP6V0B FKBP2 RPS18 CUTA FAM171A1 SGK2 RPL8 RPL32 SLC3A1 SSR4 RPS23 APLP2 PTPN4 ALDH1A1 RPL37A RPL10 TPI1 S100A6 RPL19 RPL24 SLC16A7 CAT RPS21 PRKX PDE1A RPS8 PFKL SMS RPS19 PKP4 ATP5PB SNHG29 PDHA1 MRFAP1 RPS15 STK32B SORL1 UBA52 PLCL1 CACNA2D3 RPL27A CPT1A SUCLG1 RPL5 RPL34 CRIP2 ITGB5 GPC5 SOD1 MYO3B HIBADH MGAT5 RPS4X FTH1 RPS3 EFHD1 MDH1 TRIM2 PFDN5 CHCHD2 CPVL AK3 SELENOW RPS6 CLDN10-AS1 RPS27 RPS7 NRCAM PPIA RPL30 ATP5IF1 RPL21 RPS24 RPS13 REEP5 ITM2C TUFM ATP5F1C UBB HIP1 RPSA NDUFA5 SORT1 TBC1D4 RPL10A SLC4A7 RPS25 FOXP2 PPARGC1A PLPPR1 RPL27 SGIP1 GNAI1 VEPH1 ERICH1 RPL41 CLDN10 UQCRC2 RPL35 DZIP1 RHOBTB3 SDHA EPS8L2 RPL12 KIFC3 MGST3 IMMT AIF1L P4HB RPL31 GHITM MAGED1 S100A10 HPN RPL35A RPL15 FLNB TPT1 SRP14 RPLP0 EEF2 RPL37 PIK3R1 IVNS1ABP KCTD1 RPL6 RPL4 TACC1 RPL23 RPLP2 STXBP4 WLS PPIB LMO7 ANXA11 EPCAM FMN1 CPEB3 OSBPL3 RACK1 APP PLEKHH2 CGNL1 CCDC148 ACAT1 COL18A1 CAPN2 B2M EEF1D LLGL2 HSPA8 NACA AFG3L2 BAG1 PTTG1IP USP24 RPL14 SDC4 SULT1C2 GUK1 PGK1 ACSS3 TMEM161B-AS1 PPM1L FREM1 NDUFS1 TMBIM6 PRDX6 NARS1 CD63 ZHX3 TACSTD2 PTPN3 VAV3 CNDP2 NR2F2-AS1 KIAA1217 OCIAD1 FAM13A COBL SARAF TMSB10 KCNQ1 HADHA OXR1 SRSF5 EIF4G2 STPG2 ARHGAP24 DDX17 DSTN YBX1 CPEB4 EID1 KIDINS220 SCP2 DENND1B HLA-A LAKE_ADULT_KIDNEY_C13_THICK_ASCENDING_LIMB http://www.gsea-msigdb.org/gsea/msigdb/cards/LAKE_ADULT_KIDNEY_C13_THICK_ASCENDING_LIMB SLC12A1 GPC5 CASR PLCB1 ERBB4 UMOD CCSER1 EGF ESRRG LINC01606 SCHLAP1 PCDH9 CACNA2D3 LINC00970 NELL1 ENOX1 KCNIP4 PLCL1 STK32B PDE1A CCDC148 CLCN5 RANBP3L KNG1 PKP4 ARHGAP6 KLHL13 CA10 CGNL1 HIP1 NAALADL2 OXR1 MECOM CLCNKB PPARGC1A SGIP1 PHACTR1 LRP1B PTGER3 ATP1B1 ATP1A1 TBC1D4 CYFIP2 NR2F2-AS1 IMMP2L STXBP4 PTPN4 BICDL1 RHOBTB3 PKHD1 SKAP1 PTH2R ARHGAP24 RNF150 OSBPL3 COBLL1 LRBA MYO9A COL4A3 FHIT ADAMTS9-AS2 SULT1C2 SLC16A12 KLF12 NR3C2 ANK2 PRKD1 WWOX EFNA5 TMEM161B-AS1 FKBP5 LGR4 TAPT1-AS1 HIBADH USP53 MACROD2 DANT2 ZHX3 DNAH14 NHS TRIM2 FGD4 SOX6 AK3 SLC4A7 DDX17 GALNT18 TFCP2L1 SSBP2 KIAA1217 ABLIM1 CA12 KCNJ16 FOXP2 MAML2 PRKN PDE7B CLMN PCCA DPH6 AUH VWA8 WNK1 TACC1 AGBL4 RNPC3 PNISR PBX1 BCAS3 USP25 VAV3 WWC2 WDR60 IGF1R THRB DOCK1 NCOA2 MSI2 FBXL17 TNRC6A GMDS-DT BRAF LAMB1 ADK BABAM2 SNHG14 FAF1 ANKRD26 CPEB4 KANSL1 TBCK LAKE_ADULT_KIDNEY_C14_DISTAL_CONVOLUTED_TUBULE http://www.gsea-msigdb.org/gsea/msigdb/cards/LAKE_ADULT_KIDNEY_C14_DISTAL_CONVOLUTED_TUBULE SLC12A3 EGF TRPM6 TMEM52B CACNB4 TRPM7 KLHL3 CNNM2 TEX41 ADAMTS17 WNK1 RNPC3 ERBB4 ESRRG ABCA10 FGF13 GPC5 CCSER1 CALCR FMN1 SCN2A ARHGAP6 LINC00645 MAML2 CPEB4 ABCA5 IL1RAPL2 ICA1 APBB2 ME3 CADM1 DACH1 PLCL1 FHIT LINC00970 PIK3C2G MECOM KANK1 KNG1 COBLL1 CDK14 COL4A3 CCDC148 CA10 ZNF385D WDFY2 CACNA2D3 FHOD3 NR3C2 TSC22D2 CASR PLPPR1 SLC8A1 MITF KCNJ16 PTGER3 PKHD1 FRMD3 LRBA CACNA1D TOX3 ITPR1 USP24 DANT2 XIST PKP4 NOS1AP FREM1 LRCH1 EFNA5 CLASP1 VAV3 NAALADL2 ADAMTS9-AS2 KLHL13 OSBPL3 OPHN1 PPARGC1A ADGRL2 CBLB ATXN1 CA12 PTPN4 BICC1 LRMDA RNF150 ACSL4 GRB14 INPP4B LGR4 FNDC3B FBXL17 MSI2 GPHN LIMCH1 NAV2 TACC1 PTH2R SOX6 NHS RORA ARHGAP24 KCNIP4 KLF12 PNISR SHROOM3 PDE10A CTDSPL PPP2R3A ATP1B1 IVNS1ABP TAPT1-AS1 CADPS2 BTBD9 FAAH2 SNHG14 TMEM161B-AS1 PARD3B ANK3 MEF2A TBL1X DYNC2H1 SKAP1 AGBL4 ABLIM1 DNAH14 ATP9B ZNF704 DPH6 MAP4K3 PCCA CGNL1 UBR3 NR2F2-AS1 AUH MAPK8 PTPRG FRAS1 IMMP2L TRIM2 WDR72 KIAA1958 ANKRD26 THRB SAMD5 WSB1 SNX29 C20orf194 FTX ZNF518A USP25 LRP1B MACROD2 OXR1 KIAA1217 WWOX EXOC6B NEDD4L RABGAP1L AK3 TRAPPC9 SVIL UBA6-AS1 RERE SCAPER PDE8A GMDS-DT JPX CAMKMT SMYD3 CRADD AGAP1 RHOBTB3 FAF1 TNRC6A TNRC6B RAD51B SBF2 FGD4 MBD5 HDAC8 DST MTR TBC1D5 COMMD10 RBM25 FAM172A KANSL1 SIK3 AHI1 VWA8 TCF12 QKI EXOC4 CDKAL1 MAN1A1 BRAF NCOA1 DCDC2 SAMD12 SH3RF1 RALGAPA1 VPS13B HIBCH BCAS3 CCDC198 NFE2L2 ARHGAP5 LAKE_ADULT_KIDNEY_C15_CONNECTING_TUBULE http://www.gsea-msigdb.org/gsea/msigdb/cards/LAKE_ADULT_KIDNEY_C15_CONNECTING_TUBULE SLC8A1 LINC01099 CALB1 TEX41 SNTG1 PIK3C2G PDE4D SCN2A CADPS2 PRKG1 DACH1 ARL15 KCNIP4 MECOM CCSER1 ESRRG COBLL1 WNK1 ERBB4 XIST CCDC178 PCDH7 BICC1 NAALADL2 MPPED2 TOX3 FGF13 DPY19L2 NR3C2 KITLG GLIS3 LRP1B ADAMTS9-AS2 BMPR1B PKHD1 FRAS1 FHOD3 IMMP2L DCDC2 MID1 RAD51B GRIP1 CDK6 GPC5 AGBL4 DEFB1 MLLT3 DANT2 SPIRE1 ZNF704 TMTC2 FHIT ATXN1 RHOBTB3 KLF12 ATP1B1 NFE2L2 MAP4K3 SLIT2 CSGALNACT1 GAREM1 MITF TRHDE PPARGC1A SETBP1 PCDH9 PTPN13 MED13L LIMCH1 GPHN WSB1 MYO1B RBPMS ADGRL2 HSD11B2 SH3RF1 FNDC3B BCAS3 FBXL17 MAPK8 ADK LRMDA BABAM2 MAML2 RALYL PTGER3 CA12 PCCA BRAF PTH2R GBE1 EXOC6B RORA SMYD3 BTBD9 FAF1 TCF12 ARHGAP6 SPIDR DYNC2H1 OSBPL3 MAPK10 PRKCA EFNA5 EPB41L3 LRBA SBF2 LAMB1 SHROOM3 CD2AP ITGA2 ITPR1 KIAA1958 KMT2C STARD13 SLC16A7 TRPM3 FNDC3A FAM172A NEBL SCAPER TMEM117 SSH2 ANK3 KAZN NLK PPFIBP1 RABGAP1L MACROD2 COL4A3 GULP1 VAV3 AUH ZFAND3 LCOR RALGAPA1 COMMD10 SIK3 EXT1 DLG1 WWTR1 GLS TRAPPC9 KCNJ16 TANC2 ARID5B JPX SCMH1 CCDC198 KANSL1L AHI1 APBB2 RASAL2 FER RNPC3 YAP1 USP25 ADAM10 MEF2A AAK1 EIF4G3 HDAC8 LGR4 NFAT5 MAN1A1 ITGAV PPP1R9A GNAQ TOX CAMKMT ADAMTS9 LAKE_ADULT_KIDNEY_C16_COLLECTING_SYSTEM_PRINCIPAL_CELLS_CORTEX http://www.gsea-msigdb.org/gsea/msigdb/cards/LAKE_ADULT_KIDNEY_C16_COLLECTING_SYSTEM_PRINCIPAL_CELLS_CORTEX TOX PWRN1 MECOM PDE4D PDE10A PAPPA LINC01482 BMPR1B PIK3C2G CADPS2 KSR2 PRKAG2 KAZN ABTB2 TEX41 ADAMTS9-AS2 RALYL ARL15 CCSER1 KCTD8 COL4A5 ST6GAL1 FRAS1 GATA3 RAD51B GLIS3 C11orf80 AGBL4 COBLL1 TMTC2 PRKCA IMMP2L MPPED2 RBPMS KCNIP4 ERC1 ANK3 AQP2 FYB2 PTPN13 PLCL2 NAALADL2 TRPM3 CDK6 SCN2A THSD4 TOX3 NR3C2 GRIP1 MACC1 DCDC2 THSD7A MAPK10 PRKG1 SLC38A1 PKHD1 SLC8A1 PDE7B MYH10 GAREM1 SCIN NFAT5 TANC2 HSD11B2 PTH2R STARD13 PDE1A DLG2 MED13L SDK1 ZFAND3 AKT3 AFF1 WSB1 TGFBR1 MYO1E ARID1B FNDC3A SPAG16 PPP1R9A LIMCH1 NDRG1 GLS RALBP1 XIST NLK PRKN SYTL2 NR2F2-AS1 SMARCA2 DANT2 LAMB1 SH3RF1 BAZ2B WWTR1 BTBD9 MIR99AHG MYO10 MAN1A1 ADK SIK2 BCAS3 SMYD3 SSH2 PCCA FER MACROD2 FTX SAMD12 NLGN1 NFIB MBD5 TRAPPC9 TRPS1 FHOD3 MAML3 SCMH1 LRBA EPB41L4A KCNJ16 BRAF AHI1 PTBP3 CD2AP BABAM2 REV3L NBEA PTK2 ATXN1 FNDC3B RABGAP1L MTR PDE8A SIK3 RBBP8 MAGI3 SNHG14 THRB FAM172A FAF1 ROCK2 LAKE_ADULT_KIDNEY_C17_COLLECTING_SYSTEM_PCS_STRESSED_DISSOC_SUBSET http://www.gsea-msigdb.org/gsea/msigdb/cards/LAKE_ADULT_KIDNEY_C17_COLLECTING_SYSTEM_PCS_STRESSED_DISSOC_SUBSET ZNF165 FOSB HMGCS1 ATF3 LDLR SLC25A25 NR4A1 KLF6 EIF2AK3 MLF1 SQSTM1 IDI1 ELOVL5 MIR4435-2HG PDE4D ABTB2 FOS CRY1 INSIG1 EGR1 TEX41 HSPA5 SLC19A2 MAP3K14 ZFP36 BTG2 NEAT1 MSMO1 MACC1 MID1 DDIT3 LMNA UPP1 PPARGC1A FAM110B ESYT2 RALYL MECOM MYO1E VCL BACH2 TNFRSF10B BMPR1B CCNL1 WSB1 IFRD1 GLIS3 ATP1B3 ARL15 FNIP2 PWRN1 CSGALNACT1 NPC1 GPX3 NFKBIZ RTN4 CCSER1 CADPS2 SIK3 SREBF2 ELF3 IMMP2L MYO1B DNAJB1 NFAT5 SLC8A1 LGALS3 JUN FRAS1 ZSWIM6 RAB7A PRKG1 NAMPT TOP1 PRKAG2 AGBL4 TMEM51 MCU HSPA1A RAP1B YBX3 HSPH1 TOX TPST1 JMJD1C PRKCA XIST GRIP1 PIK3C2G GAB1 BACE2 GLS PALLD TRAK1 EZR ALDOB DEFB1 SGPP1 NEDD4L TPM4 HSP90B1 DUSP1 COBLL1 KRT19 ERC1 ARIH1 HIVEP2 BTBD9 NDRG1 SAT1 DLG2 LRRFIP1 EMCN ERBB4 FNDC3A SCN2A BRAF MYO1D NAALADL2 ACTN4 HLA-E ACTG1 NR3C2 SH3RF1 TMTC2 ADK LIMA1 RAD51B GAREM1 AFF4 STAT3 ITGA2 TSC22D2 NEK1 THSD4 DYRK1A AAK1 UBC DNAJA1 AKT3 ANK3 NOS1AP MPPED2 MAP4K3 ST6GAL1 FAM160A1 YWHAZ TJP1 ADGRL2 UBE2H C4orf19 PCDH9 BCAS3 KIF13B SHROOM3 HSD11B2 RBPMS MYO10 SCIN HIF1A TANC2 PRKN AHI1 ITGAV RORA MAPK8 ZNF292 SMYD3 ZFAND3 NLK EPB41L5 LRP1B RNF19A GDF15 ASAP2 DCDC2 SDK1 TRPS1 HERC1 IGFBP5 CD2AP PFKFB3 FHOD3 PDK4 MTATP6P1 LAMB1 COL18A1 WWTR1 RAPGEF2 MBD5 SMARCA2 BACH1 NFE2L2 ADAMTS9-AS2 HNRNPC VMP1 MACROD2 KIAA1217 ACSL4 MED13L FER IL6ST SPTBN1 DANT2 UBE2D3 ABLIM1 QKI NCOA7 TIMP3 WWC1 SIK2 SPAG9 AHNAK RBM47 ZFAND5 RANBP2 CAST PAWR FBXL17 SAMD12 SLC38A1 OSBPL3 UACA ATXN1 TRA2A AFF1 MEF2A RALGAPA1 ZNF704 EXT1 SSH2 PRKCE ARID1B MAML3 CLMN IQGAP1 ARHGEF12 MAGI3 MTUS1 LINC-PINT LAKE_ADULT_KIDNEY_C18_COLLECTING_DUCT_PRINCIPAL_CELLS_MEDULLA http://www.gsea-msigdb.org/gsea/msigdb/cards/LAKE_ADULT_KIDNEY_C18_COLLECTING_DUCT_PRINCIPAL_CELLS_MEDULLA AQP2 AQP3 FXYD4 ST6GAL1 KRT19 HSD11B2 ID1 TMSB4X PAPPA WFDC2 TSPAN1 TGFBR1 RASD1 PGGHG SLC38A1 MMP7 RALBP1 PRDX1 IGFBP3 PDK4 BTG2 MNS1 GSTP1 CTSH FUCA1 PWRN1 KRT8 CD24 KITLG EPCAM NUPR1 GATA3 CDH16 ITM2B ACTG1 SPTBN2 FYB2 TMBIM6 H3-3B CD9 SLC16A5 ASAH1 RPL3 HSP90AA1 MYL12B DUSP6 EEF1A1 CYB5A TOX GSTM3 HSP90B1 RPL7 ARG2 RPL19 RDH10 B2M CYSTM1 BAG1 GDF15 RPL10 BMPR1B DUSP1 RPLP0 GAPDH SOD1 RPS2 MYL6 UBB AKR1B1 SRP14 RPS6 RBBP8 PFKFB3 RPS4X ATP6V0E1 PEBP1 RPL13 HACD3 KRT18 CA2 AIF1L CLU LDHB MYL12A RPS3A EIF1 CD164 PLEKHA2 PTBP3 MAL2 RPL11 CD63 RPS14 TACSTD2 TPM4 RPS18 TPT1 PIK3C2G DYNLT1 TXNIP S100A10 RPL15 IGFBP7 SLPI SARAF RTN4 RACK1 HSPD1 S100A6 BEX3 IFITM3 ITM2C RPS5 RPS27A STIM2 PDIA6 LAMTOR5 GPRC5C CALM1 RPL7A FTH1 NACA PRKAR1A COX4I1 ADGRG1 MAN1A1 LDHA EID1 PSMA7 RPL31 RPL5 RPS23 MECOM CRYAB BTF3 ATP6V1G1 HSP90AB1 ZFP36L1 RPS19 ALDOA NPM1 RPL10A EPRS1 PPIA SOD2 CHCHD2 RPSA C11orf80 METAP2 RPL13A MYH10 PLSCR1 THSD7A RPL6 REEP5 TMEM213 PPIB PDIA3 SGPP1 RPS8 CREM SLC44A1 YWHAB HLA-B NDRG1 LITAF GPX1 PFDN5 ATP5F1B ISCU CANX MAL TGOLN2 MYO1B RPL30 CNBP RPS12 RPL18 EIF4A2 RTN3 RPL8 GABARAPL1 RPS9 SCIN SAT1 RPL9 IFITM2 KCNJ16 RPS20 PRDX6 CIB1 HINT1 CD81 FAU IQGAP1 DDX5 RPL4 FTL PDE1A RPLP1 GUK1 RHOA MGST3 RPS11 HLA-C ATP5F1C GNAS ANXA2 HADHA ARF1 PRKAG2 ARPC2 SEC62 PSAP RPS13 PTGES3 RPS15 TPI1 CXXC5 C12orf75 HNRNPA2B1 RPL41 ATP5MC3 RPS27 SERF2 RPL14 RPLP2 PTPN13 KIF5B LAPTM4A UBA52 RPL35 DSP ACTR2 TMEM59 XRCC5 RPS16 ENO1 ATP6V1A PABPC1 EIF4G2 NDUFA4 PKM RPL24 SKIL PGK1 RPL21 RANBP2 TAX1BP1 CA12 PLCL2 PTMA RPS7 RPS25 MTUS1 APLP2 ATP5F1A CCT6A SERBP1 EEF2 ACADVL LLGL2 RPL34 RPL32 SPTBN1 NUCKS1 YBX1 HNRNPU RPL12 SMARCA5 COX7C SEPTIN11 FAM107B ACAT1 DCDC2 PTTG1IP SRSF3 ATP1B1 IVNS1ABP HSPA9 RSRP1 MTATP6P1 RPS24 CNDP2 YWHAZ CD2AP RPL37A HNRNPA3 ANAPC16 HNRNPR RHOBTB3 ACSL4 HNRNPDL CSDE1 PCM1 SF3B1 UBXN4 MYO10 SEPTIN7 DSTN RNF213 TMSB10 JAK1 CD46 RPL23 HLA-A CCNI SYTL2 KTN1 TPR PAPOLA EEF1D RPS28 NORAD UBE2D3 KAZN PCMTD1 NAP1L1 PLEKHA1 DICER1 PRPF40A CLINT1 LAKE_ADULT_KIDNEY_C19_COLLECTING_DUCT_INTERCALATED_CELLS_TYPE_A_MEDULLA http://www.gsea-msigdb.org/gsea/msigdb/cards/LAKE_ADULT_KIDNEY_C19_COLLECTING_DUCT_INTERCALATED_CELLS_TYPE_A_MEDULLA CALCA TMEM213 KIT ATP6V0D2 FOXI1 STAP1 ERP27 DMRT2 IL18 SLC26A7 LINC01187 ADGRF1 HSP90AA1 ACAT1 MARCHF1 ATP6V0A4 HSPD1 PTGR1 FTL LITAF LGALS3 C12orf75 B2M CRYAB SLC4A1 DHRS7 RHCG EIF1 AKR1C1 HSP90AB1 INSIG1 CD9 MSMO1 RPL3 TXNIP RPL15 PTGER3 CD24 MAP1LC3B RPS6 PRDX1 TMSB4X RPS2 EPCAM CA12 SCIN SAT1 ATP6V0B COX4I1 EEF1A1 RPS4X RPLP0 ZDHHC3 ATP6V1A RPL13 RTN4 PSMA7 RPL7 ITM2B RPL10 CYB5A ARHGAP18 ATP6AP2 CYSTM1 SLC16A5 ATP6V1G1 RPL19 RPS5 DYNLT3 WFDC2 CA2 H1-0 RPL6 LDHA MPP7 RACK1 RPS18 FYB2 GPX1 RPS3A HLA-B SLC25A39 RPL11 MYL12B SPTBN2 TXNRD1 S100A10 SOD1 RPL5 ISCU TMBIM6 HSPB1 RPL31 RPS14 EPS8 FTH1 HSPH1 HSPA4L CNBP RPS8 TSPAN1 DSP SRP14 COX5A H3-3B ARL6IP5 CD164 SNHG29 KRT18 RPS16 AQP2 CYCS FDFT1 RPL13A TMEM59 RPL7A UQCRFS1 RPL18 ARF1 SOD2 GAPDH PTGES3 RPL4 TPT1 CD63 CRYBG3 MTR NACA CIAO2B MYL12A HSPA4 CAPN2 CHCHD10 SLC25A5 LIMA1 TMEM117 PRDX6 SARAF TMPRSS2 EEF2 TACSTD2 ATP6V0E1 HINT1 GSTP1 RPS27A MDH1 RPS11 ATP5F1A LAMTOR5 CUL5 RPLP1 NDUFA4 RPL30 RPL10A ATP5F1B ATP5MC3 CHCHD2 GRB14 MBOAT2 SNTB1 EIF4A2 PTBP3 ALDH1A1 HADHB DYNLT1 RPS19 GABARAPL1 LDHB SNX3 GHITM ATP5PB SELENOW RPL32 PDIA6 PDIA3 REEP5 ATP1B1 PCBP1 HADHA TBC1D14 EID1 EIF3K RPS24 CBR1 SPTBN1 RPS13 RPS7 RPL21 RPS20 NDUFA5 RCAN2 CD74 PPIA RPS27 PLOD2 SKP1 RPS12 PGGHG NRDC CD59 HSP90B1 ATP5F1C CLCNKB TERF2IP RPS25 RPS23 RPL24 RPL35A RPL37A CD46 PNPLA8 CDH16 PFDN5 RPS9 NPM1 ITGA6 LAPTM4A RPSA RPL8 TPI1 CIB1 HLA-C CLU RPL9 NAMPT RPS3 RPL23 COX7C PTTG1IP RPS15 SLC25A3 BTF3 RANBP2 GAS5 CCT6A CANX XRCC5 HNRNPR KIF5B IDH2 DDX5 RPL14 MTATP6P1 RBBP8 ALDOA TAF7 IGFBP7 PEBP1 TMEM123 MT2A RPLP2 RPL35 PRKAR1A RPS17 CNN3 RPL41 BMPR1B TAX1BP1 RPL12 GNAS FAU COX5B TM9SF3 MOB1B ACTR2 RPL34 PHLDB2 PGK1 NORAD VAPA UBB ST6GAL1 EZR SERF2 CLIP1 ANXA2 TFCP2L1 MYL6 UBXN4 MPPED2 EPRS1 HNRNPU ARHGEF28 BTG1 SERBP1 RHOA HSPA9 ENO1 GPBP1 APLP2 TMF1 ANAPC16 UBE2D3 JAK1 PAPOLA PKM HNRNPA2B1 FUBP1 NFE2L2 YWHAB ACTG1 CSDE1 KMT2E RETREG1 CALM1 ZFAND5 WWP1 SLC38A1 RASD1 RPS28 RALBP1 PSAP SF3B1 PRPF40A NCOA7 HSPA5 APP SEC62 TGOLN2 RSRP1 SEPTIN11 MAL HECTD1 PAFAH1B1 ADGRG1 ARHGAP5 LAKE_ADULT_KIDNEY_C20_COLLECTING_DUCT_INTERCALATED_CELLS_TYPE_A_CORTEX http://www.gsea-msigdb.org/gsea/msigdb/cards/LAKE_ADULT_KIDNEY_C20_COLLECTING_DUCT_INTERCALATED_CELLS_TYPE_A_CORTEX CLNK SLC26A7 ADGRF5 PDE1C PACRG SLC4A1 SHOC1 HS6ST3 ATP6V0D2 GALNT17 RCAN2 NXPH2 THRB-AS1 SLIT2 ADAMTSL1 SEMA3C ATP6V1C2 MAGI1 CACNB2 CA8 ITGA6 TMEM101 PTGER3 TMEM117 IL18 MPPED2 NRXN3 SNTB1 NEDD4L TMEM213 ARHGAP18 PLCG2 EPS8 CA12 ABCC4 FYB2 PRKG1 ATP6V0A4 PDE4D ESRRG GLCCI1 FOXP1 SHROOM3 GRB14 PSD3 DOCK8 PLCL1 ABCA5 GPAT3 ADGRF1 AHCYL2 ARL15 IGFBP5 PCNX4 MOB1B FREM1 TBC1D14 ZBTB20 ITPR2 LRMDA GULP1 PDE1A TBC1D4 MAGI3 FNDC3A THRB RNF152 CAB39 PPP1R12B MSI2 OXR1 XIST NR3C2 TFCP2L1 MAP4K3 TBC1D1 PRKN ZSWIM6 RALGPS2 SCIN KIAA1328 SKAP1 MYO1D SBF2 FOXO1 SAMD5 ATP6V1A DSP PNISR GPHN PTPRJ UBR3 CPEB4 DIP2C NRDC MYO10 LINC-PINT ITPR1 PRKCA CLIP1 THSD7A RERE WWOX FBXL17 PPARGC1A MAPK8 MTR TRIM2 HIPK2 COBLL1 CGNL1 PICALM STK3 AKAP9 KIF21A MACROD2 RAPGEF2 KIAA1217 RUFY3 PPP3CA LUC7L3 GMDS-DT FAF1 LGR4 GLIS3 SCAPER FNBP1L OSBPL3 SETBP1 PRKCE KANSL1L FGD4 BDP1 ATXN1 ITGAV EZR GNAQ MBNL1 DPH6 RALGAPA1 SUMF1 FER BRAF LIMCH1 BTBD9 WWP1 RBM25 NCOA2 NCOA1 ARHGEF28 DLG1 SNHG14 LAKE_ADULT_KIDNEY_C21_COLLECTING_DUCT_INTERCALATED_CELLS_TYPE_B http://www.gsea-msigdb.org/gsea/msigdb/cards/LAKE_ADULT_KIDNEY_C21_COLLECTING_DUCT_INTERCALATED_CELLS_TYPE_B SLC26A4 SLC4A9 SLC35F3 DGKI CLNK ADAMTSL3 CA8 RCAN2 ADAMTSL1 PDE1C PLCG2 PACRG CELF2 WDR72 CA12 ATP6V0D2 IL18 MYRIP EPS8 ARSJ NEDD4L MAGI1 ATP6V0A4 ZBTB20 ARL15 SEMA3C SNTB1 RORA FHIT IGFBP5 BMPR1B TMEM117 RNF152 PSD3 NEBL LRMDA GPHN FOXP1 MAGI3 ITGA6 IQGAP2 SPTLC3 PLCL1 PICALM XIST LGR4 DACH1 MAP3K5 GLCCI1 TBL1X PDE4D TMEM213 PPARG ATP6V1H NR3C2 JADE1 GAREM1 ARHGAP18 MSI2 SCIN FOXO1 PPP3CA TBC1D4 ESRRG PPARGC1A HERC1 FREM1 TFCP2L1 PRKCE GPC6 LPP PARD3B COL4A4 RALGAPA2 SIK3 RNF150 SSBP2 MACROD2 MEF2A MITF OSBPL3 FBXL17 TBC1D5 SOX6 KMT2C SKAP1 NCOA2 UBE2E2 L3MBTL4 GULP1 SDCCAG8 PRKN CGNL1 QKI TRHDE WWOX FAF1 PHLDB2 KIF13B NCOA7 MAPK8 KIF21A PTPRJ LAKE_ADULT_KIDNEY_C22_ENDOTHELIAL_CELLS_GLOMERULAR_CAPILLARIES http://www.gsea-msigdb.org/gsea/msigdb/cards/LAKE_ADULT_KIDNEY_C22_ENDOTHELIAL_CELLS_GLOMERULAR_CAPILLARIES EMCN LDB2 FLT1 PTPRB HECW2 RAPGEF4 PLAT TEK MEIS2 PLPP1 CHRM3 ITGA8 PREX2 GNA14 SLCO2A1 IGFBP5 ZEB1 SHANK3 RBMS3 NRG3 EPAS1 ADGRF5 CDH13 TIMP3 ELMO1 SYNE1 NOSTRIN GRB10 TCF4 SNED1 PTPRM ST6GALNAC3 DOCK4 EBF1 TGFBR2 PLPP3 HSPA1A RASAL2 CACNA1C TMTC1 DNAJB1 PBX1 PIP4K2A ADGRL2 PTPRG HIVEP3 ASAP1 PITPNC1 PEAK1 FOS AKAP12 FBXL7 SEC14L1 ANKS1A AKT3 ARHGAP26 ST6GAL1 KALRN LIMCH1 PPFIBP1 SPTBN1 GNAQ LIFR TACC1 ARGLU1 PRKCA APBB2 ITGA1 PRKG1 PIK3C2A MTSS1 ZBTB16 RBMS1 NTN4 HLA-E ARL15 TTC28 HERC1 HSPH1 SMYD3 PLXDC2 MAML3 IL6ST FCHSD2 PIAS1 BMPR2 GPX3 DNAJC1 UTRN NKTR CACNA2D1 MEF2A LDLRAD4 COL4A2 DPYD LRCH1 STARD13 ALDOB CADPS2 FKBP5 MED13L MYO1E RFX3 HSP90AA1 CALD1 APP ARHGEF3 KIAA1217 CEP112 UACA QKI MACROD2 EXOC6B JMJD1C GPC5 MACF1 SBF2 PRKCE NFIA TJP1 ZSWIM6 FMNL2 DYRK1A PAN3 ARHGEF12 PDE8A COL4A1 EPB41L4A SVIL RABGAP1L BCAS3 NCOA1 SORBS2 MBNL1 HIPK2 SASH1 HIBCH LAKE_ADULT_KIDNEY_C23_ENDOTHELIAL_CELLS_AVR http://www.gsea-msigdb.org/gsea/msigdb/cards/LAKE_ADULT_KIDNEY_C23_ENDOTHELIAL_CELLS_AVR DNASE1L3 GPM6A ADGRL4 EGFL7 PECAM1 CAVIN2 CEACAM1 TLL1 ENG LDB2 PLAT HLA-DRB1 IGFBP5 FN1 HLA-DRA MEIS2 SH3BP5 EMCN FLT1 CD74 ZNF385D B2M ZEB1 HLA-B PTPRB CD59 HLA-E RBMS3 ST6GALNAC3 TCF4 IFITM3 VIM EPAS1 FBXL7 DOCK4 TMSB10 TGM2 TGFBR2 KALRN MIR99AHG PTPRM CD9 ASAP1 APP ARHGAP26 MYL12A ADGRF5 MT2A RPLP0 ID1 FTL IGFBP7 DDX5 RPL13 UTRN PLPP3 RPS2 RPS6 PBX1 TMSB4X HSP90B1 TFPI IL6ST GAPDH CNN3 NAMPT RPL19 MYL12B MYL6 TIMP3 EIF1 RPLP1 RASAL2 RHOA RPL3 EEF1A1 PTMA TCIM ADAMTS9 QKI ACTG1 PSMA7 TPT1 NPM1 RPLP2 HNRNPA2B1 RPS16 RPL10 RPL4 PTTG1IP RPS8 H3-3B RPS27A PABPC1 RPS12 FTH1 RPL13A JAK1 RPL18 PRDX1 PPFIBP1 RPL5 TXNIP YWHAB UBE2D3 SPTBN1 CD63 AKT3 TMTC2 ARHGAP29 RPS19 RPL7 RPS23 RBMS1 RACK1 AHNAK NCL RPL8 RPS14 CANX HSP90AB1 HNRNPDL XRCC5 MEF2A SASH1 RPL31 LAKE_ADULT_KIDNEY_C24_ENDOTHELIAL_CELLS_AEA_AND_DVR http://www.gsea-msigdb.org/gsea/msigdb/cards/LAKE_ADULT_KIDNEY_C24_ENDOTHELIAL_CELLS_AEA_AND_DVR PALMD CD93 PECAM1 ADGRL4 CLDN5 ADAMTS6 TM4SF1 TIMP3 SRGN VIM A2M PLPP1 DEPP1 SYN3 MEIS2 TMTC1 EGFL7 PTPRB SOX5 ENPP2 TCF4 HLA-DRB1 PODXL FLT1 EPAS1 LDB2 HLA-E KCTD12 ELMO1 AQP1 ABI3BP EMCN ADGRF5 STOM HLA-B CD74 MEF2C SPARC RBMS3 EXOC6 EBF1 HLA-DRA UTRN B2M IFITM3 PDE3A CHRM3 ZEB1 ST6GALNAC3 DOCK9 CD59 TMSB10 ADAMTS9 TMSB4X ARL15 MYH9 PLCB4 PTPRM EMP1 IFITM2 FBXL7 SPTBN1 MTUS1 CRYBG3 DOCK4 PTMA IL6ST NFKBIA ID1 FCHSD2 CALM1 CLIC4 SRP14 UACA CALD1 PTTG1IP TACC1 DST ADAMTS1 MACF1 MYL12A FTL HSP90AA1 AHNAK DNAJA1 DUSP1 ARHGAP26 EIF1 THSD7A SP100 TTC28 RHOA TPM3 ACTG1 HSP90B1 PIK3C2A FOS THSD4 RALGAPA2 HSP90AB1 MYL6 PLCB1 ARGLU1 MBNL1 RPS2 MEF2A CRIM1 HSPA5 RPS6 RPL5 PDLIM5 PABPC1 RPL14 RPL3 NAMPT AKAP13 CDC42BPA RASAL2 BMPR2 APP CD46 RPL10 IQGAP1 RPL4 H3-3B AKT3 PTPRG NPM1 DPYD ROCK2 RPL11 PSAP LIMCH1 HSPH1 YWHAB UBE2D3 KIF5B TPT1 EXOC6B WWTR1 RPLP0 KLF12 SYNE1 RPL19 RPLP1 TJP1 RPS16 RPS18 MYL12B RPL15 RPS5 APBB2 LAKE_ADULT_KIDNEY_C25_ENDOTHELIAL_CELLS_UNASSIGNED http://www.gsea-msigdb.org/gsea/msigdb/cards/LAKE_ADULT_KIDNEY_C25_ENDOTHELIAL_CELLS_UNASSIGNED MMRN1 SEMA3A TSHZ2 PROX1 LDB2 ST6GALNAC3 RALGAPA2 TCF4 KALRN PLCB4 TFPI FBXL7 ASAP1 EFNA5 STOX2 PDE7B DOCK5 UTRN PPP3CA TPM4 DOCK9 EPB41L4A CPNE8 ARL15 TCF12 SSH2 KMT2E FCHSD2 TMEM161B-AS1 ZFC3H1 PPFIBP1 FOXP1 ZFHX3 ZFAND3 FOXP2 MYH9 SRPK2 CAST LAKE_ADULT_KIDNEY_C26_MESANGIAL_CELLS http://www.gsea-msigdb.org/gsea/msigdb/cards/LAKE_ADULT_KIDNEY_C26_MESANGIAL_CELLS POSTN PIEZO2 IL18R1 PDGFRB DAAM2 AGTR1 ITGA11 ITGA8 EBF1 DAPK2 EMCN ROBO1 RBMS3 TMTC1 PRR16 UNC5C A2M COL12A1 LAMA2 PRKG1 ENG CALD1 IL1RAPL1 GAS2 COL25A1 EPAS1 ZEB2 PDE3A SPARC SPOCK1 HSPA1B MEIS1 SYNE1 ETS1 PIP5K1B SLCO3A1 TCF4 PHTF2 HSPA1A TIMP3 PCDH9 LHFPL6 EPB41L2 PRKCA C7 KALRN FOSB ADGRF5 GATA3 MEIS2 INPP4B DNAJB1 DLC1 MGP MEF2C PDE7B RAPGEF5 RAPH1 AKAP12 CDC42BPA TEX41 FOS ROCK2 DOCK8 PALLD PLCL1 IGFBP5 AQP1 MAP3K5 HSPB1 DOCK4 MTSS1 NRG3 AHNAK ITGA1 EGR1 MYO1E PPARG IL6ST APBB2 MAML3 RBMS1 MYH9 SPTBN1 NR4A1 TACC1 TBC1D1 NR2F2-AS1 CPM FBXL7 SLC38A2 FCHSD2 GPX3 MAML2 SSBP2 NBEA ELL2 SH3D19 NEK7 FRMD4A PSD3 PLPP1 IGFBP7 TNS1 MYO1D JUN SBF2 CBLB HSPH1 PDS5B TSC22D1 NFKBIA ARID5B CAMK2D RORA DLEU2 PTPRG HLA-E LMO7 NEAT1 EPS8 ACTN4 SAMD12 COL4A2 PTEN B2M DUSP1 RAPGEF2 ITPR1 TBL1X ADGRL2 UBC TMSB4X DST UTRN ROCK1 HERC1 UACA TNS3 PPP1R12A TTC28 TJP1 COL4A1 FTX HSP90AA1 EXT1 CRIM1 CACNA2D1 ASCC3 DGKH LPP USP53 ALDOB LINC-PINT SEPTIN7 NBEAL1 TOP1 AKT3 PTPRM STARD13 SPAG9 ANKRD12 DPYD PTPRD ZBTB16 BMPR2 UBR3 WNK1 AKAP9 HIPK2 ARGLU1 NCOA1 ZFP36L1 RASAL2 NKTR PLXDC2 ANKRD11 LAKE_ADULT_KIDNEY_C27_VASCULAR_SMOOTH_MUSCLE_CELLS_AND_PERICYTES http://www.gsea-msigdb.org/gsea/msigdb/cards/LAKE_ADULT_KIDNEY_C27_VASCULAR_SMOOTH_MUSCLE_CELLS_AND_PERICYTES MYH11 NTRK3 PDZRN4 MCAM TAGLN KCNAB1 CACNA1C ACTA2 HPSE2 SPARCL1 DGKG SLIT3 PDE3A GRID2 SYNPO2 EBF1 FLNA ADGRL3 PIP5K1B FOSB PRKG1 CALD1 RCAN2 NR4A1 MEIS2 LHFPL6 DMD MSRB3 MEF2C CDH13 DLC1 DGKB ADIRF CTNNA3 RBMS3 A2M FOS RGS6 ATF3 ATP10A AFF3 GPC6 TMTC1 JUNB HSPA1A UTRN INPP4B CACNB2 MYLK NR2F2-AS1 HSPA1B TBX2 AKAP6 EGR1 FBXL7 TIMP3 SLC8A1 SOX5 FRY PPP1R12B PLCL1 ZFP36 PPP1R12A EPS8 SDK1 LPP ZFHX3 EPAS1 MYO1D DNAJB1 KALRN NRXN3 TBC1D1 ITGA1 SLCO3A1 ZEB1 IGFBP5 TPM1 NEAT1 ARHGEF7 JUN DSTN FCHSD2 GPX3 ROCK1 MAML3 DUSP1 KIF13A COL18A1 NBEAL1 SSBP2 MBNL1 PALLD PLPP1 ROCK2 ESYT2 ACTN4 PTPRG CBLB VCL UBC RASAL2 PDLIM5 RERG MAP3K5 CLMN TTC28 APBB2 TNS1 NHS THSD4 ARID5B LRCH1 DST UBR3 ARHGAP6 HIP1 ANKRD36 PBX1 PDE1A FTX CAMK2D PTEN COL4A2 FER AKT3 SIK3 RAPGEF2 MYH9 ALDOB COL4A1 DGKH AUTS2 AKAP12 PAN3 DYRK1A TACC1 RBPMS AKAP13 CRIM1 HSPH1 ARID1B WSB1 CDC42BPA DLG2 DOCK4 CACNA2D1 ZNF704 TJP1 BMPR2 ZFP36L1 ARIH1 SORBS2 PAWR MED13L LAKE_ADULT_KIDNEY_C28_INTERSTITIUM http://www.gsea-msigdb.org/gsea/msigdb/cards/LAKE_ADULT_KIDNEY_C28_INTERSTITIUM C7 MGP TSHZ2 A2M LAMA2 TNC DCN RBMS3 CALD1 NEGR1 CCN1 THBS1 MEIS1 MEIS2 SLIT3 EBF1 ITGA1 ZEB2 LHFPL6 PALLD AKAP12 CACNA1C TIMP3 COL4A1 PRKG1 PTEN SORBS1 LDB2 IGFBP7 ARHGAP10 NFIA NAV2 TPM1 INPP4B RERG COL4A2 THSD4 KALRN NR2F2-AS1 UTRN MAP3K5 CBLB COL4A4 ZBTB16 PDLIM5 EXT1 USP53 ROCK2 DST FNDC3B ITSN1 TMSB4X PLXDC2 RBMS1 FOXO3 LPP DACH1 TTC28 IL6ST MED13L REV3L UACA AUTS2 SYNE1 SSBP2 SETBP1 DGKH EPS8 TACC1 APBB2 UGGT2 PRKCA VMP1 LINC-PINT SCMH1 RPLP1 TCF12 KIAA1217 AKT3 STK3 RASAL2 SBF2 DPYD UBE2E2 MIR99AHG ROCK1 LAKE_ADULT_KIDNEY_C29_UNKNOWN_NOVEL_PT_CFH_POS_SUBPOPULATION_S2 http://www.gsea-msigdb.org/gsea/msigdb/cards/LAKE_ADULT_KIDNEY_C29_UNKNOWN_NOVEL_PT_CFH_POS_SUBPOPULATION_S2 CFH LINC01435 MGAT4C ALDH1A2 ZFPM2 KCNT2 RBFOX1 NRG3 FAM189A1 CTTNBP2 FRMD4A FBXL7 TSHZ2 EDIL3 TENM3 CCN2 SYNE1 PDE1A PLCB4 SLIT3 RERG CASC15 ITGB8 ACSM3 FAM155A MAGI2 BNC2 BICD1 RHEX MAML3 BCL2 ZBTB20 BICC1 OSBPL10 NEDD9 CRIM1 CNTN4 TMEM178B PRUNE2 TPM1 PARD3 PALLD UTRN L3MBTL4 ZBTB16 DCDC2 ZDHHC14 THRB WWOX CCDC198 CEP112 AUTS2 EXT1 PAWR DST RBMS3 GALNT14 EHBP1 KANK1 ZEB1 GPHN MACROD2 SHROOM3 ARHGAP29 PDE7B SPIDR NR2F2-AS1 DANT2 AKT3 MBD5 PARD3B KLF6 PLEKHA7 AGBL4 FER ARGLU1 DLG2 TRAPPC9 TTC28 RORA MYO9A MACF1 SVIL GULP1 DPYD NOX4 LAKE_ADULT_KIDNEY_C30_IMMUNE_CELLS_MACROPHAGES http://www.gsea-msigdb.org/gsea/msigdb/cards/LAKE_ADULT_KIDNEY_C30_IMMUNE_CELLS_MACROPHAGES CD163 IL7R PTPRC ARHGAP15 SP100 MED13L TCF12 DPYD AKAP12 FKBP5 MENON_FETAL_KIDNEY_0_CAP_MESENCHYME_CELLS http://www.gsea-msigdb.org/gsea/msigdb/cards/MENON_FETAL_KIDNEY_0_CAP_MESENCHYME_CELLS H19 ITGA8 IGF2 XIST LYPD1 NR2F1 NASP CCDC88A NNAT PTMAP5 PTMA NCAM1 NCL NR2F2 LAMA4 NTRK2 HMGB1P6 NAP1L1 MEIS2 PSIP1 PTPN14 CENPF RBP1 DEK SOX4 TUBA1A PAX2 LUC7L3 HMGB1 PTMAP2 BAZ1B RBM25 SEPTIN6 ILF3 RPL13AP25 ANP32B BAZ2B GOLGA4 TOP2A MDK SMC4 SYNE2 SF3B2 EIF3A BST2 ANKRD11 H4C3 ZC3H13 MKI67 NBPF1 NKTR RPS3AP6 ATRX SET RIF1 ZKSCAN1 DNMT1 SUPT16H CHD4 USP1 TPR KAT6B HNRNPA1P48 RSF1 BPTF MCM7 SNRNP70 CUX1 TIA1 PRXL2A CCDC14 RPS10 PEG10 NOP56 DACH1 RPS19P1 ENAH RPS4XP6 PTMS SPEN GABPB1-AS1 BDP1 TOP2B SMC1A BRD3 SMC3 NUDT3 HMGB2 PPM1G DDX24 MENON_FETAL_KIDNEY_1_EMBRYONIC_RED_BLOOD_CELLS http://www.gsea-msigdb.org/gsea/msigdb/cards/MENON_FETAL_KIDNEY_1_EMBRYONIC_RED_BLOOD_CELLS MTCO1P12 MTND1P23 RPL10P9 HBG2 HBA2 RPL15 HBG1 RPS4Y1 RPS18 RPL19 H1-3 RPL31 STMN1 TPT1 H2AZ1 RPL3 RPS7 RPL32 RPL10P6 RPL5 RPL15P3 RPL7A RPS23 RPS7P1 RPLP0P6 TUBA1B GAPDH RPLP0 RPS13 LYPD1 UBB FTH1 TUBB RPL35A SINHCAF RPL23A HBA1 BTF3 NPM1 NUSAP1 TMSB15A ID3 ACTB PPIAP22 PPIA RPS2P5 MT-CYB RPL6 HMGB2 RPS15A HBB SNRPD2 ARL6IP1 MT-ND2 RPL4P4 JUN YBX1 MTATP6P1 MT-ND1 ERH H3-3B PTTG1 RPL26 SUMO2 HMGB1P5 FOS RPL29 YBX1P10 RPS25 NACA CADM1 DYNLL1 HNRNPC SRP9 RPSAP58 ATP5MC2 RPL18A MARCKSL1 RPL10P16 RPL7 DUT SNRPB CALR RAN RPSA PCNA PCBP2 FKBP3 MT-ND5 YWHAQ EEF1B2 CHCHD2 YBX1P1 TMPO TOP2A RPL7AP6 H4C3 RPL5P34 SELENOF IFITM2 RHOA RPS13P2 RPL26P19 RANBP1 SEC11A NPM1P39 MACROH2A1 RPL23AP42 CNBP PPDPF HSPA8 PFN1 SMC4 ILF2 HACD3 SKP1 MKI67 ATP5PF OSTC SNRPC HSPE1 HNRNPF SRSF2 ATP5F1C RAD21 SSBP1 MENON_FETAL_KIDNEY_2_NEPHRON_PROGENITOR_CELLS http://www.gsea-msigdb.org/gsea/msigdb/cards/MENON_FETAL_KIDNEY_2_NEPHRON_PROGENITOR_CELLS LIMCH1 CD24 POU3F3 MECOM PLEKHA1 UTRN RPS2 CCDC198 DCDC2 EMX2 HOXB3 HSP90AA1 ERBB4 RPLP0 CCND1 LHX1 HOXB7 MST1L RPSAP58 RPL7P1 HES1 EPCAM RPL3 HMGA1 RPSA ODC1 HOXD8 SOX4 LAMB1 RAB3IP ABLIM1 TRIB2 TUBB2B JAG1 MAL ANP32E HOXA10 RPLP0P6 MARCKSL1 HIPK2 BTG1 DBI AFDN EIF3F MENON_FETAL_KIDNEY_3_STROMAL_CELLS http://www.gsea-msigdb.org/gsea/msigdb/cards/MENON_FETAL_KIDNEY_3_STROMAL_CELLS COL1A2 COL3A1 COL1A1 COL21A1 TNC COL6A3 LGALS1 SULT1E1 PTN CALD1 TPM2 POSTN CLDN11 H19 AKAP12 ZEB2 CYP1B1 EMCN IGF2 COL5A2 FN1 FLRT2 MYH10 TMSB4X MEG3 CTSC NR2F2 CDH11 MYLK TPM1 SFRP1 TPM4 IGFBP5 MEIS2 GPC3 COL4A1 MARCKS XIST UACA SEPTIN11 TCF21 FSTL1 ALCAM SPARC PALLD PXDN RBP1 RAI14 DST VIM KCNQ1OT1 ATP2B1 RRBP1 CD81 COL4A2 NR2F1 NCAM1 PBX1 MYL6 SOX4 SERPINH1 MAGED2 SEPTIN7 CCDC88A TTC3 CHD3 FOS GNAS SELENOW MACF1 C12orf57 MDK VCAN RPS4XP6 RPL28 NKTR TUBA1A ITGB1 RPL24P8 PPP1R12A TOP2B MENON_FETAL_KIDNEY_4_PODOCYTES http://www.gsea-msigdb.org/gsea/msigdb/cards/MENON_FETAL_KIDNEY_4_PODOCYTES PODXL NPHS1 NPHS2 CLIC5 MAGI2-AS3 MAFB TNNT2 AIF1 SOST PTPRO PLA2R1 THSD7A TGFBR3 MME PLCE1 SULF1 NES MPP5 NTNG1 VEGFA TCF21 DDN ST3GAL6 ITIH5 SPARC WT1 TPPP3 SYNPO GADD45A MXRA8 IQGAP2 TNNI1 RETREG1 ARMH4 HTRA1 MAGI2 TMEM150C TYRO3 ENPEP MYL9 SPOCK2 BST2 WT1-AS CCN2 PALLD SRGAP1 PARD3B TJP1 SEMA3B CGNL1 DSC2 ANXA2 CLDN5 FOXC1 PLTP PTH1R COL4A4 AIF1L NPNT CPXM1 GOLIM4 ARHGEF12 NEBL EFNB2 VIM EIF3M S100A6 MIR503HG CRIM1 PTPRD ANXA2P2 RASSF8 ACTN4 BCAM MYH9 CMYA5 TMSB4X SEPTIN11 COL9A1 CAST ALCAM DACH1 ROBO2 PHACTR4 EZR TSC22D3 ARMCX3 SELENOP MALAT1 CDKN1C ITM2B DST CXCL12 RBMS1 ADAMTS9 HMGN3 SPINT2 HIPK2 AHNAK TCEAL3 BMP7 NFE2L1 LEPROT FNDC3B CD151 RNF145 DSTN STT3B PCMTD2 TSPAN3 CD2AP NEAT1 HSP90B1 ZFP36L2 CD59 CHD3 SPATS2L SDC2 TRIB2 CALD1 MYL6 CITED2 PON2 PLOD2 SERINC1 LRRFIP1 ARHGAP29 CALM2 APLP2 DDX17 KTN1 ADD3 BBX TMSB4XP8 TTC14 TXNIP UACA PRDX6 LUC7L3 CD81 NORAD RDX SARAF WASF2 SLK CIRBP SEC62 HSPA5 MAN1A2 BRD2 CANX MYL12B YIPF4 TMED9 BNIP3L H3-3B GABARAPL2 TERF2IP SEPTIN2 TPM1 PUF60 PTMS ANKRD11 MTDH CD63 ARF1 CHD4 PTPN14 WDR60 PCBP1 DYNLRB1 PRRC2C GINM1 EVL SRRM2 TCF25 MPHOSPH8 RAB2A UBE2G2 PSAP FKBP2 ANKRD12 CALR PTBP3 TCEAL9 NTRK2 PDIA3 TBCB RFC1 ANXA5 COL18A1 EMC10 PRMT2 KMT2E TAX1BP1 PPP1R9A ITGB1 NDUFB2 C4orf3 RAD50 BAZ2B RPL36AL KMT2A PHIP CCNL2 GOLGB1 MENON_FETAL_KIDNEY_5_PROXIMAL_TUBULE_CELLS http://www.gsea-msigdb.org/gsea/msigdb/cards/MENON_FETAL_KIDNEY_5_PROXIMAL_TUBULE_CELLS GLYATL1 SLC3A1 DSEL CUBN PDZK1 LRP2 TNFSF10 FLRT3 SPP1 SMIM24 SLC27A2 PSMA2 VCAN APOM DPP4 DAB2 AFP APOE RIDA FTL CARMIL1 CCDC198 MPC2 EPHA7 MSRB1 CDH6 C11orf54 ACAA2 TSPAN12 KCNJ15 SPATS2L SPEF2 UGCG FTLP3 ANXA4 S100A10 ALDH6A1 DCDC2 TPT1 CLU ODC1 MRPL32 SLC9A3R1 GNG11 AIG1 ID1 DNPH1 CYB5A CD24 FTH1 ARID5B PPFIBP1 ATP5IF1 AKR1A1 JAG1 MDH1 CD164 RNF181 EMX2 HSPD1 RAB3IP DBI ETFB FARP1 NPC2 ITM2B PTGR1 RTN4 CYBA TXN CALM3 PTTG1IP LAMTOR5 SNHG29 ATP6V1F SYNE2 TMBIM6 HOOK1 NIPSNAP1 HSPE1 ID4 RPL14P1 NDUFC1 RPS7 RPS2P5 SPINT2 QPRT LAPTM4A GPC3 ID2 TPT1P9 HADHA CTSB TUBB4B SELENOP SMS SNHG8 OCIAD2 RPS4Y1 SYAP1 ATXN7L3B ATP5PF MYO6 IGFBP7 ATP5PD ATP6V1G1 RPL10P9 MTCO1P12 DYNLRB1 CALM1 PCBP2 CITED2 MENON_FETAL_KIDNEY_6_COLLECTING_DUCT_CELLS http://www.gsea-msigdb.org/gsea/msigdb/cards/MENON_FETAL_KIDNEY_6_COLLECTING_DUCT_CELLS GATA3 ELF5 AGR2 ADH1C BCAT1 SCIN STC1 TBX3 ALDH1A1 RDH10 CLU BTG2 CTSH CLDN4 AHI1 MYO6 WFDC2 KRT8 KRT19 TMSB4X GSTM3 EMX2 EPCAM RALBP1 CYB5A MAL2 NPNT KRT18 RAB11FIP2 COBLL1 S100A11 AKR1B1 DMKN IQGAP1 HOXB7 CD9 AFDN EMX2OS TMSB4XP8 ANXA2 FOS PTBP3 CCDC198 ASAH1 MAL KLF6 SCOC JUN SAT1 S100A10 ARL4C IER2 ENO1 PTPRF SPATS2L ZFP36L1 S100A6 LHX1 CALM1 TSTD1 CD2AP NEDD4L MECOM IVNS1ABP EZR EGR1 EFNB2 PPDPF TSC22D1 LIMCH1 LRRFIP1 ID1 GSTP1 HSPB1 B2M SPINT2 PTPN13 MYL12A PDHA1 MGST3 EIF1 HDAC1 CHD3 PAX8 MAP4 COA3 METAP2 CLTC LRPAP1 ECHDC2 ARPC2 RTN4 TCEAL9 MRPL33 MENON_FETAL_KIDNEY_7_LOOPOF_HENLE_CELLS_DISTAL http://www.gsea-msigdb.org/gsea/msigdb/cards/MENON_FETAL_KIDNEY_7_LOOPOF_HENLE_CELLS_DISTAL SLC12A1 KNG1 KCNJ1 UMOD CLDN10 ACP3 DEFB1 PTGER3 FXYD2 CLDN16 ATP1B1 CA12 ATP1A1 IRX2 TMEM213 DUSP9 TFAP2B PAPSS2 EGFL6 MAL KCNJ16 ESRRG TFCP2L1 CLCNKB TMEM72 MPC1 CLCN5 CXCL12 CKB PP7080 CPM ERBB4 MECOM MT-RNR1 SULT1C2 NEFL NUDT4 MT-CO1 MT-CO3 LDHB MT-CO2 MST1L MT-ND1 CHCHD10 IDH2 CYFIP2 VAV3 PAPPA2 UGT8 MUC1 CRYL1 SPP1 UQCRB MT-ATP6 SLC25A4 ABLIM1 APOE CLDN19 REXO2 HOXD8 MT-ND4 DNER MT-RNR2 COL6A1 ATP5MC3 POU3F3 MT-ND6 COX8A IGFBP7 ATP5F1B CTDSPL CYCS PKP4 ANK3 NDUFA1 GOT1 COX5B CDH16 ATP5MC1 CISD1 CTSL MRPS6 IVNS1ABP COX7B MTURN AFP SUCLG1 TRIM2 TUBB2B SLC25A5 MT-CYB COBLL1 ATP5F1A SLC5A3 NPC2 ANXA11 ALDH1A1 CYS1 MT-ND3 COX4I1 UQCRFS1 RBM47 COX5A NDUFB1 UQCRH SLC2A11 COX7C NDUFA4 GHITM ATP6V0B S100A6 COX6B1 FTL ARHGAP24 MST1P2 ATP5PF ITPRID2 MRPL41 ATP6V0E1 MTATP6P1 COX6C SDC4 UCHL1 NDUFB9 PLEKHB2 PTH1R ATP1B3 ATP5PD CYSTM1 GSTK1 ACADVL COX20 CYP1B1 FAM162A NARS1 RHOBTB3 MT-ND2 UQCR11 DZIP1 DECR1 MGST3 CD24 COX6A1 SMIM24 UQCRHL COA3 NDUFA8 MT-ND5 NDUFC1 ATP5F1C PIK3R1 UQCR10 NDUFB5 GPI XPA ATP5MG APLP2 CAPN2 MPC2 GSTM3 ISCU DMAC1 HINT2 NEDD4L NDUFS7 EIF3K MT-ND4L ATP5PO DCDC2 ASAH1 CYC1 ID2 TSTD1 MT-ATP8 ATP5F1E NDUFA5 FTLP3 NDUFA10 MYO6 VAMP8 LAMB1 ITM2B TSPAN12 ETFB ATP5ME NDUFV1 CPNE3 PDHA1 COX7A2 UQCRC1 UQCRC2 ATP5MD KRT10 NDUFS3 COL18A1 EPCAM MICOS13 PRDX5 MAGEF1 PNKD ITM2C NDUFS6 SLC25A6 RNPC3 MRPS25 HOXD9 NDUFB2 TMBIM6 AK3 NDUFA2 NDUFB8 NDUFS2 ATP5PB BEX3 ATP6AP2 LAMTOR5 NDUFB7 WSB1 AFG3L2 NDFIP1 NDUFA3 MEST ATP5F1D TMEM59 PHB NIPSNAP2 GNG5 IMMT RNF7 PRDX3 UQCRQ ENO1 NDUFS8 AHCYL1 MICOS10 COMMD6 PEBP1 GABARAPL2 ECI1 AKIRIN1 ATRAID SPINT2 AKAP9 MRPL33 TOMM7 NEAT1 FKBP2 NDUFA6 MDH1 HSPA9 ATP5MPL HSPE1 MRPS5 CHMP2A MINDY2 NDUFB6 CD63 SERF2 PGK1 BEX2 PKM ATP6AP1 VDAC1 RTL8C NDUFC2 NDUFB4 AURKAIP1 ESD TCEAL4 POLR2L HSBP1 TPI1 ALDOA SLIRP SMDT1 HIGD2A MENON_FETAL_KIDNEY_8_CONNECTING_TUBULE_CELLS http://www.gsea-msigdb.org/gsea/msigdb/cards/MENON_FETAL_KIDNEY_8_CONNECTING_TUBULE_CELLS TMEM52B TMEM213 IGFBP3 CLCNKB EMX1 DEFB1 CA2 SAT1 CA12 HSD11B2 ATP6V1B1 ATP1A1 TFCP2L1 ATP1B1 MAL FXYD2 HOXD8 KCNJ16 SMIM24 KCNJ1 MUC1 POU3F3 MECOM WFDC2 GPRC5B WNK1 CDH16 KRT19 SULT1C2 NDRG1 TMEM72 MALAT1 CHCHD10 KCNJ15 IGFBP7 KNG1 LLGL2 SLC8A1 CYS1 GATA3 MITF LIMCH1 ANXA11 MST1L COBLL1 MPC2 RGL3 ARHGAP24 SDC4 S100A6 EPCAM ERBB4 RBM47 ZNF503 NUDT4 DNASE1 MT-CO1 CD24 LHX1 GSTM3 COX8A WSB1 VAV3 NEAT1 GLS MTURN SERPINF2 NEDD4L COX5B COL18A1 SCUBE3 NPNT FERMT2 MPC1 COX7C HNF1A-AS1 NDUFB1 DSTN SCIN MT-CO2 ITM2B GALNT11 JADE1 HOXD9 ITM2C COL6A1 UQCRB NDUFA1 HOXB-AS3 EMX2 ERBB2 LDHB ATP1B3 RAB3IP COX6B1 COX6C UQCR11 ROMO1 FAM171A1 CISD1 MFHAS1 SUCLG1 RALBP1 NFE2L2 RNPC3 CAMK2N1 ATP5F1B COL1A2 TMCO1 MT-CO3 NDUFB2 MST1P2 ARSD HSP90AA1 LRPAP1 APLP2 VAMP8 COX6A1 LAMB1 CTDSPL COA3 TRIM2 ATP5PD TGOLN2 PDHA1 KIF12 COMMD6 DECR1 BTG1 ATP6AP2 PHLDB1 ATP5MG MYO6 KIF3B PTGR1 ATP6V0B ATP6V1F TMEM245 MT-RNR1 SERF2 COX7B ATP5ME KRT8 PNKD LRRFIP1 FKBP2 ETFB TRIM56 UQCRQ DAZAP2 PLEKHA5 ATP5IF1 ARL4C ACADVL AIF1L DCDC2 CLCN5 NDUFC1 ANK3 PAWR SNRPN LMAN2 PTH1R AHCYL1 CCDC198 MRPS18B ATP5MC1 PLXNB1 QPRT NDUFA3 ABLIM1 ADAMTS9 LAMTOR5 NDUFA4 MT-ND6 YTHDC1 PTPN13 NDUFB9 NPC2 NDUFB7 MICOS13 POLR2L MRPL33 PLEKHJ1 COX5A IVNS1ABP CLINT1 ECI1 SNHG14 HOXB3 ATP6V0E1 SELENOP PFKL PTPRF NOP10 UQCRFS1 PTBP3 PIK3R1 TMBIM6 PSAP CYC1 ADD3 RPS4Y1 ATP5MC3 COX7A2 NDUFA13 GSTK1 GCC2 UQCR10 QKI AFG3L2 NDUFA6 CYB5A AHNAK TCEAL4 ZC3H13 PTTG1IP SLC25A5 CYCS YWHAB MT-ND3 MICOS10 PHGDH NSRP1 VDAC1 FRMD4A PEBP1 TTC14 TMEM59 MYO10 ATP5F1A NDUFA5 ZNHIT1 TFDP2 COX4I1 MPHOSPH8 NDUFA10 UBE2G2 BEX2 HIPK2 NDUFA2 SARAF CHMP2A COPS6 OST4 HOXA9 RTN4 TSTD1 COX20 HIGD2A NIPSNAP2 ATP5MD NDUFB10 PRMT2 SEC62 COPS9 MRPS6 TMA7 SEC61G TMED4 SOD1 KNOP1 ATP5F1E RPL36AL MGST3 S100A13 ZMAT2 MENON_FETAL_KIDNEY_9_ENDOTHELIAL_CELLS http://www.gsea-msigdb.org/gsea/msigdb/cards/MENON_FETAL_KIDNEY_9_ENDOTHELIAL_CELLS ADGRL4 ADGRF5 NOSTRIN PECAM1 FLT1 TM4SF18 CD34 APLNR KDR IGFBP5 CAVIN2 GMFG NOTCH4 TM4SF1 EMCN EHD3 HLA-B PIEZO2 PLPP3 MEF2C HLA-E B2M EGFL7 RAMP2 ETS1 ESAM TGFBR2 PRCP IFI16 GNG11 VAMP5 A2M PCDH17 THY1 CAVIN1 TCIM CD74 RNASE1 UACA COL4A1 TCF4 CLDN5 IL6ST TIMP3 HLA-A IGFBP4 FN1 GNAI2 LIFR SPTBN1 COTL1 CALM1 MEIS2 MSN HSPG2 MAP4K4 H19 NIN TMSB4X ANXA2 NRP1 TMSB10 ARHGAP29 EFNB2 LGALS1 TPM3 COL4A2 NEAT1 CDC37 TPM4 ROCK2 MARCKS CRIP2 RDX SPARC SERPINH1 TUBA1B PTTG1IP ITGB1 RRBP1 MYL12A MAGED2 MKI67 RHOA KIF5B NES MYL6 HMGB1P5 S100A6 LPP CCND1 ARPC2 IER2 ACTR2 IFITM3 CD81 IFITM2 FKBP1A PXDN APP PBX1 KTN1 MENON_FETAL_KIDNEY_10_IMMUNE_CELLS http://www.gsea-msigdb.org/gsea/msigdb/cards/MENON_FETAL_KIDNEY_10_IMMUNE_CELLS LST1 HLA-DPA1 SRGN MNDA CORO1A LCP1 HLA-DRB1 HLA-DRA CYBB TYROBP PTPRC IGSF6 LAPTM5 HLA-DRB6 HLA-DPB1 SAMHD1 FYB1 ARHGDIB CD74 AIF1 HLA-B S100A4 ARPC1B B2M MEF2C CST3 TMSB4X HLA-C FGL2 TPM3 MAF ACTB COTL1 GPX1 ACTR2 FTL PFN1 RGS10 SH3BGRL3 FTLP3 HLA-E ARPC2 KLF6 CNPY3 SAT1 PABPC1 TMSB4XP8 CCDC88A CAP1 FOS ZFP36L2 HLA-A S100A11 TPT1 GRB2 TMSB10 DAB2 RPLP1 ARPC3 LRRFIP1 LGALS1 VAMP8 RPL27 CYBA UBA52 OAZ1 EEF1B2P6 NEAT1 RPLP2 RBPJ SNHG5 MYL6 CAPZB PSAP TOP1 ATP5F1E IQGAP1 RPS15A S100A6 CFL1 RPL27A TUBA1B RPL12 HU_FETAL_RETINA_AMACRINE http://www.gsea-msigdb.org/gsea/msigdb/cards/HU_FETAL_RETINA_AMACRINE TFAP2B TFAP2A GAD2 LHX9 MIR181A1HG MEIS2 RUNX1T1 NRXN3 ZNF385D FBXW7 CELF4 NSG2 MGARP FAT3 PPFIA2 GRIA4 MYT1L NRXN1 DLG2 RGS8 RND3 NRP1 CABP1 SRRM4 DIRAS2 MIR124-2HG SCN3A LINC00461 NNAT PCBP3 MEIS1 RORB SRGAP3 TRIB2 GRIA2 TAGLN3 ANK3 ELMOD1 PAX6 SYT1 RBFOX2 RTN1 STMN2 MAB21L1 MAP2 CCDC88A SOX4 SCG3 INA BEX1 RCVRN GPM6A MLLT11 CD24 CRABP1 TUBB2A DPYSL2 TUBB2B NREP RERE MARCKSL1 STMN1 CFL1 LUC7L3 HU_FETAL_RETINA_BIPOLAR http://www.gsea-msigdb.org/gsea/msigdb/cards/HU_FETAL_RETINA_BIPOLAR VSX1 GRM6 PRDM8 CADPS NEUROD4 CA10 VSX2 FSTL5 CHN2 AANAT PCP2 LRTM1 RIMS2 SLC1A7 RCVRN PLXDC1 GNB3 TMEM176B WIF1 SLC17A7 ST18 TMEM215 KCNMA1 NETO1 C1orf61 TF FRMD3 GPX3 SV2B STX3 SLC4A10 CABP2 NRXN3 ZNF385B UNC119 PROX1 CAMK2B GNG13 NEUROD1 CRYBG3 PDC MAP7 MIR124-1HG CRYM TRNP1 OTX2 SNAP25 SAG CRYAA FAM171B NRL MIR124-2HG ANK3 CACNA1F NFIB CRX AGAP1 RP1 PLCD4 ABCA7 ATP2B1 TCF4 AIPL1 RD3 GNAT1 SYP ATP1B2 RAX2 LINC00461 SRRM4 CDHR1 MPP4 NR2E3 MAP4 PCBP3 PCBP4 SYT1 KCNV2 PROM1 MEG3 CCDC88A NNAT ROM1 CKB GPM6A TFAP2B HU_FETAL_RETINA_BLOOD http://www.gsea-msigdb.org/gsea/msigdb/cards/HU_FETAL_RETINA_BLOOD HBZ AHSP HBM ALAS2 GYPB GYPA HBE1 HBA1 HEMGN HBG2 HBQ1 HBB SLC25A37 HBA2 BLVRB SLC4A1 MT1G GYPC MT1H SELENBP1 MYL4 EPB42 HBG1 TENT5C HBZP1 MT2A HMBS SLC25A39 BPGM GYPE FECH SPTA1 MT1E FAM210B SMIM1 MPP1 CTSE UCP2 RHAG MT1F MT1X GATA1 DMTN RGS10 KLF1 NCOA4 XK SNORD3A C17orf99 STRADB GMPR ANK1 TESC KEL LXN S100A4 SLC39A8 NFE2 PCGF5 LMO2 GLRX5 UROD CD36 CPOX TUBB6 TAL1 ADIPOR1 TLCD4 S100A6 APOBEC3C SLC22A4 UROS CR1L LGALS1 FTLP2 DCAF12 PRDX2 OSBP2 UBAC1 FBXO7 TSPAN32 CCND3 ABCB10 GSTO1 SNCA NT5DC4 CYTOR ERMAP RIPOR3 MIR4435-2HG RAP1GAP HK1 GFI1B NUDT4 TMEM14B CCNDBP1 EIF2AK1 FAM104A ALAD OAZ1 ARID3A ARL4A PDCD10 NPL TGM2 RHCE HCN3 BCL2L1 MKI67 CAT SNX22 PPOX FAH TMEM14C HPS1 ST6GALNAC1 SPTB PRDX6 FAXDC2 RRM2 COL3A1 TNS1 TFRC SPECC1 SMIM5 SHLD1 CENPF BIRC2 PTTG1 BIRC5 MRC2 MTURN TUBB1 ANP32B PPP1R15A YBX3 MPC2 CENPW FTL GUK1 EPOR CTSL PKLR PSMF1 SNX3 CRNDE PIM2 ELOF1 USP15 TRAK2 TMOD1 TALDO1 ESPN RPA3 YOD1 TYMS ELOB FIS1 UXT NPRL3 PODXL PIM1 CREG1 EIF1AY DHFR SLC1A5 ADA EMP3 CDKN3 RGCC MIR4458HG CTSB WASF2 ELF1 ZMAT2 OPTN FURIN STOM KLF3 AURKA YBX1 IQGAP2 MT-TL1 RBM38 HSF1 GHITM CDC42EP1 ATP5F1E CHPT1 EMX2 PITX1 COL1A1 PCBD2 ELL2 PRXL2A ANXA2R GALNT2 B2M NAA50 COX7B SYNGR2 BTF3 UBA52 TXNIP APRT CENPH NUF2 NR1H2 TRIM56 TUBG1 BUB1 GALNT10 BGN SLC2A1 NBAS UFD1 CKS2 CXCL12 RHOG GNG11 TTLL12 NDUFB6 PMEL SERF2 DCXR NDC80 HINT2 RPL36AL PLXND1 ANXA1 SEC62 COL1A2 CALM3 GSTK1 RBX1 TP53I3 ANLN EDNRA ADD3 POLR2L UBB ATP5MF PRDX5 GLIPR2 DCT MELK TCF19 HLA-E PCOLCE TMEM141 TROAP ITM2A HHEX TMA7 FTH1 UBE2C RNASE1 EIF3K GSTP1 CAPNS1 COX6B1 AURKB EIF1 MIR99AHG H2BC9 EDN3 METTL7A RPL29 WDR26 MYL6 CIT EMCN CPED1 RPL35 CTSC RPS2 MGST1 FBN2 NID1 RPS12 MYH9 CYP26A1 HU_FETAL_RETINA_FIBROBLAST http://www.gsea-msigdb.org/gsea/msigdb/cards/HU_FETAL_RETINA_FIBROBLAST COL3A1 COL1A1 FOXC1 PCOLCE PITX2 COL1A2 LGALS1 S100A11 GMDS BGN LAMA4 CPED1 PCDH18 EDNRA SULT1E1 TGFBI DCN HBE1 RAMP2 FN1 SCUBE1 FBN2 OLFML3 CXCL12 SHISA2 CD248 EDN3 LUM ITM2A HBZ NR3C1 EMCN RARB LAMB1 PRRX1 NID1 FOXC2 CTSC COL5A1 COL5A2 KCTD12 PIEZO2 FOXF2 PDGFRA COL6A2 MIR99AHG OGN PMP22 SERPINH1 COL6A3 VCAN MXRA5 CTSK TGM2 EPB41L2 SNAI2 COL4A1 CCN2 RSPO3 PDGFRB EGR1 BAMBI EGFL6 GUCY1A1 EMP3 IFITM3 CDH11 IL11RA ID3 CYTL1 TXNIP TPST1 IFITM2 ANGPT1 CD99 NDNF LY6E SLC26A7 MYLIP CALD1 PITX1 EPHA3 SYNPO2 HBA1 IRF1 FBLN1 SIX1 IFI16 IGF2 CYP26A1 LAMA1 KANK2 H19 RRBP1 GLT8D2 ALDH1A2 HBA2 HBG2 DLC1 APOD FCGRT CCDC80 ZFP36 TFPI FOSB NFIA CLMP NRP2 FRMD6 LGI1 DKK2 RAB34 MRC2 NR2F2 TIMP1 GPX8 SVIL TGFB1I1 ECE1 NFKBIZ RBMS3 PLVAP CCND2 CREB5 THY1 NOTCH3 MMP2 C1orf54 LIMA1 EMX2 FSTL1 ETS1 LRRC17 LAMC1 IGFBP6 MFAP4 EGFL7 S1PR3 TMEM119 MEF2C FGFR2 COL21A1 FOS HIF3A JUNB FLRT3 TMEM204 IGFBP5 TPM2 MCAM IGFBP7 FBN1 SCARA5 SERTAD1 MXRA8 IER2 PPP1R15A HSPA5 FOXP1 JAG1 CALU PTN SOCS3 TCF4 COL4A2 SPATS2L PLPP3 SPARC RN7SL832P LTBP4 EMILIN1 CCN1 ITGB1 EFEMP2 FST LAPTM4A TBX18 SPON1 SNED1 JUN ARHGAP29 B2M GNG12 RHOC FLNA IL6ST NCOA7 CYTH3 PLEKHH2 ANXA2 ADD3 TWIST1 SCIN PEAR1 ELK3 RNU4-2 MYH10 PLK2 ENG RAB13 TPM1 NUDT4 CDC42EP3 SMTN UACA CCNL1 DSE CLIC1 OLFML1 MYL12A GOLIM4 TJP1 HES1 STOM IQGAP1 HAS2 TUBB6 EGFR P3H4 CPXM1 EVA1B CEBPD OAF WWTR1 BMP1 PRSS23 HIC1 COL4A5 EPHA7 FHL3 TSPYL2 CAST SNORD3B-2 GADD45B DOCK1 SMARCA1 FXYD5 RHOJ TPBG RARG C1R FRMD4A EFNB1 LAMC3 STING1 TPM4 HLA-E TNS2 TMEM263 ALX4 AHNAK EML4 ESAM HMGA2 RNU4ATAC PLEKHG1 EFNB2 DDR2 EXTL2 NHS ROCK2 PTCH1 FAM114A1 ALCAM MAGED2 SIX2 GPC4 KLF2 ANTXR1 ANXA5 ZFP36L1 NFKBIA TUSC3 RBMS1 SNHG18 GSTO1 FOXP2 PLBD1 TCEAL9 FKBP7 FBLIM1 SDC1 AMOTL1 PHLDB2 EPHB4 ETS2 SNORD3A LRIG3 LUZP1 SEC24D PTH1R ANPEP MT-TC ZFP36L2 BCAP29 PLXNC1 CYBA KCNQ1OT1 MAFF WASF2 GNG11 KLF4 PARVA DNAJB1 CRTAP SMARCA2 S100A10 LOXL2 LEPROT SLC2A3 MAGT1 P3H1 HLA-A MYH9 CD81 CENPW ITGA5 IGFBP4 MFAP2 DNM3OS EPS8 TP53I3 ERBIN HERPUD1 HMCN1 DAB2 KDELR2 PLAC9 TLN1 MDFIC FGFR1 PGF UTRN S100A13 KCTD15 COL27A1 TCF7L1 SLC9A3R2 CNN3 MYL9 LPAR6 CFI F2R MSN DHRS3 SDC2 CMTM3 PXDN MDK PLS3 MEST ID1 CDC42EP1 RGS2 OSTC FKBP9 BTG2 SNAI1 ECI2 CLIC4 MCL1 STK3 H2AJ NOTCH2 SORBS3 ARHGAP28 EMP2 TCEAL8 ISG15 C6orf89 SMAD3 HSP90B1 LAMB2 SMIM7 AEBP1 GYPC PRKAR1A FLNB CYFIP1 PFN1 MT2A FAM111A WLS SULF1 SLC25A37 HU_FETAL_RETINA_HORIZONTAL http://www.gsea-msigdb.org/gsea/msigdb/cards/HU_FETAL_RETINA_HORIZONTAL ONECUT2 ONECUT1 TFAP2B ONECUT3 PROX1 PLXNA2 CACNG3 SULF2 PTF1A CNTNAP2 TFAP2A NSG2 STMN2 MIR124-2HG RORB ADD2 NTRK1 MAGI1 MIR124-1HG STMN4 SYT4 PTPRF INA NDRG4 CRYGD MIAT MGARP TAGLN3 SCN3A CD24 MLLT11 SOX4 TUBB2B RTN1 MEIS1 NNAT PAX6 JPT1 TUBA1A STMN1 HU_FETAL_RETINA_MICROGLIA http://www.gsea-msigdb.org/gsea/msigdb/cards/HU_FETAL_RETINA_MICROGLIA AIF1 TYROBP LAPTM5 CD74 CX3CR1 FCER1G C1QA C3 SRGN RGS1 C1QB MEF2C ARHGDIB ITGB2 RNASET2 HLA-DRA C1QC ALOX5AP LST1 CSF2RA CSF1R CD53 SLCO2B1 MED12L IFI16 CYBB S100A11 CCL3L3 PLD4 A2M VAMP8 KCTD12 CTSS ZFP36 VSIG4 VSIR HLA-B C3AR1 RNASE6 MS4A7 OLR1 TREM2 FCGR1A LPAR6 GPR34 PTPRC ADAM28 TMEM52B SPP1 LCP1 FYB1 P2RY13 APBB1IP LY86 GPR183 ADAP2 GMFG BHLHE41 FPR1 MAF HCLS1 SAMSN1 SAMHD1 DOCK8 IGSF6 PTAFR FCGRT B2M HLA-E FCGR3A CCL4L2 CXCL8 HLA-DRB1 FCGR2A HPGDS GSN ACY3 ARPC1B CD83 IRF8 RGS10 HLA-DPA1 IFNGR1 PLXDC2 CSF3R CEBPD CD36 GATM CD14 SYK OGFRL1 GAL3ST4 PLEK TBXAS1 PARVG LYN FOLR2 CD300A HCK ADORA3 IL6R OTULINL SKAP2 INPP5D TMIGD3 LAT2 DOCK2 IL13RA1 MPEG1 HAVCR2 MKNK1 CTSB CD84 PYCARD OLFML3 LGMN NINJ1 LILRB4 NCKAP1L CORO1A GNB4 NCF4 IKZF1 ITPR2 LIPA HLA-DMB SAT1 RHOG EVI2A CD86 TAGAP HLA-C ELF1 PCED1B-AS1 RGS2 RNA5SP151 KLF2 GIMAP4 LSP1 RB1 FGL2 ITGAX MERTK BLNK MNDA CREG1 LAIR1 STING1 CDKN1A B3GNT5 CLEC7A TXNIP SORL1 CYBA CTSC RPS6KA1 ENTPD1 RHBDF2 LINC00996 TLR10 SH2B3 NR4A2 JUNB BAG3 RGS19 IL10RA BTG2 SELPLG SLA AOAH PTPRE IPCEF1 TYMP STAB1 GNAI2 RNU1-1 BIN1 TLR4 P2RY12 MYO1F GRN CYFIP1 AP1B1 EVI2B TNFRSF1B ARHGAP4 SIGLEC10 CAP1 SH3KBP1 PLCB2 FOSB TRIM38 HMOX1 IER5 BIN2 CYRIB SCAMP2 NPL CD4 GADD45B NFKBIA HCST LIMS1 GM2A TLN1 RAP1A LPAR5 RUNX1 CD37 SUSD3 ATP8B4 KLF6 ZFP36L1 LPCAT2 RNF213 PPP1R15A SFMBT2 UCP2 LY96 ARHGAP9 SLC2A3 MYH9 SP100 SYNGR2 GLRX FTLP2 TMSB4XP4 OSTF1 CPVL DUSP1 ST6GAL1 CNPY3 MSN IL6ST HLA-DMA DOCK10 ARHGAP25 TGFBR2 SWAP70 MIS18BP1 STK10 PPP1R18 PIP4K2A ETS2 MFSD1 CCR1 PLSCR1 GPX1 LAP3 PALD1 DOCK4 MGAT4A PARP14 CASP1 ABCG2 VAV1 MYLIP PREX1 ABI3 CMTM7 NFKBIZ GAS6 GPSM3 SIRPA MEF2A SFT2D1 FMNL3 ACTR2 CXCL16 ARRB2 COLGALT1 PRR13 C12orf75 P2RX4 RCSD1 CYTH4 PLEKHO1 TNFRSF1A HLA-A FGD2 PLAUR GRB2 ARHGAP27 DNAJB1 SIPA1 ARHGAP30 TUT7 ITGAM FOS CAPZB MOB1A LGALS9 SPI1 PRKCD METTL7A LCP2 GRK2 MGST2 CEBPB RHOB TMC6 MILR1 ACTR3 MYL12A PPT1 LPXN ARHGAP45 CHCHD7 ARPC3 QKI HSPA1A HSPA1B SMAP2 ALOX5 TMSB4XP8 NAA20 ITSN2 HERPUD1 SGK1 CPED1 AKAP13 KIAA0930 NEK6 TACC1 EFHD2 STXBP2 SH3BGRL ANXA11 GLUL MBNL1 MYO9B SLC29A1 LAMP2 ATP6V0E1 GLIPR1 ITM2B KLF3 SERP1 TAPBP ZYX GNA13 NFE2L2 SNX5 COTL1 RAB31 ZFP36L2 CMTM6 STK4 NEAT1 CCNL1 WAS PFN1 ARPC2 ABHD12 SPRED1 PABPC1 H2AC19 TMSB4X ATF3 ADAM9 ARPC5 RAC1 CD164 SRGAP2 FTL NPC2 ANXA5 CIB1 SRGAP2B PSAP RAP1B CTSD GNG5 RAC1P2 RHOA CST3 TMBIM6 OAZ1 UBC ACTB TPT1 DDX5 HU_FETAL_RETINA_MULLER http://www.gsea-msigdb.org/gsea/msigdb/cards/HU_FETAL_RETINA_MULLER WIF1 TF PLP1 ATP1A2 SLC1A3 PRSS35 ANGPTL1 GPM6B FABP7 LGI4 SPP1 SPON1 SEL1L3 PMEPA1 SOX2 CRYM DKK3 HES1 MYO10 TTYH1 PTPRZ1 C1orf61 LINC00461 CCND1 SAT1 RASSF4 TRIB2 CDC42EP4 RCVRN GAD2 CLU ZFP36L1 SIX6 NCAM1 RTN4 IRF4 PEA15 CKB VIM BEX1 NNAT SNRPG HU_FETAL_RETINA_PHOTORECEPTOR http://www.gsea-msigdb.org/gsea/msigdb/cards/HU_FETAL_RETINA_PHOTORECEPTOR PDC AIPL1 RCVRN NRL NR2E3 GNB3 ROM1 RP1 NEUROD1 GNAT1 CRX KCNV2 SLC1A7 GADD45G CNGB1 TMEM244 MPP4 GNGT2 AMER2 ANKRD33B SLC38A5 MRLN RAX2 MAK PROM1 RBP3 MIR124-1HG FAM161A PRDM1 CDHR1 IMPG2 EPB41L2 FABP7 NTM PRPH2 ATP1B2 CCDC181 CAMK2B NEUROD4 UNC119 AANAT RIMS2 OTX2 PCBP4 SLC17A7 FSTL5 TULP1 PTPN13 SRRM4 BAZ2B GRM6 NDRG1 UBXN4 PTPRZ1 AHI1 PLEKHB1 TUBB4B DUSP1 CADPS SNAP25 VAMP2 TERT FOS SYT1 CKB AKAP9 NNAT H4C3 SOX4 H3-3B TPI1 HU_FETAL_RETINA_RGC http://www.gsea-msigdb.org/gsea/msigdb/cards/HU_FETAL_RETINA_RGC PRPH ELAVL4 SNCG ISL1 GAP43 NRN1 OLFM1 CNTN2 EBF1 NSG1 SYT4 NHLH2 EBF3 POU4F2 POU6F2 NEFL NEFM DCX RTN1 S100A10 SST INA TUBB2A CHRNB3 MLLT11 RGS10 KLF7 REEP1 CDKN2D SMIM18 UCHL1 TAGLN3 CXCR4 CRMP1 STMN2 RBPMS SCN9A GLRX L1CAM ADCY1 EPS8L1 DPYSL3 TSPAN7 TRIM36 SLC17A6 CRIP2 ELAVL2 MAPT SVBP DLL3 TPPP3 ACOT7 CALB2 ALCAM DPYSL5 SCG3 GDAP1L1 SNCA FXYD7 PGM2L1 BNIP3 IRX2 TFAP2D HMGCS1 SH3BGRL3 FDFT1 ANK2 CHGB HMGCR CD24 CD200 AKR1C1 C14orf132 HSPA12A NAGK PCSK2 SCG5 PPP1R1C PPP1R1A SLIT1 DCDC1 RAB33A RIT2 ATOH7 DCC CEND1 NKAIN1 DYNC1LI1 CXADR JPT1 ACSL4 RBPMS2 IRX3 EDIL3 CCDC184 MIAT C3orf14 DYNLT1 ATP6V1G2 BMERB1 TUBB2B GNG2 PBX3 ETFB LRFN5 CTNNA2 FABP3 FNDC5 FGF13 XPR1 PAFAH1B3 DPYSL2 KIF5A TMEM14A CALM3 AKAP6 FABP5 VSTM2L ROBO2 VDAC3 DTD1 TAC1 OPTN TXN KIFAP3 CRABP2 GET1 ZC2HC1A AP3S1 AFAP1 SEZ6L TMOD2 MAP2 PFDN4 FAR2 COMTD1 FSD1 FNBP1L SRGAP1 TBCB PCSK1N PNMA2 TMEM97 PRUNE2 ADD2 ATAT1 SQLE PCMT1 RAB31 ACAT2 RBFOX3 RXRG KLC1 ELAVL3 MAP1LC3B MSMO1 HCFC1R1 RAB3A MGST3 VAT1 STMN4 NDRG4 CDS2 MVD ADAM11 CCDC112 CORO2A CETN2 STMN3 DPYSL4 IDI1 CACNB3 PPP2R2B KIF3A MAP1B HEY1 DNER DBNDD1 RAB3B CADM1 STARD3NL OCIAD2 STX1A RUNDC3B KLHL35 EBP CRABP1 TMSB4XP4 BTBD10 YWHAH RAB6B SYT13 SBK1 NAV2 NMNAT2 TMSB15A GDI1 NIPSNAP3A RALYL CHRNA3 NKAIN4 PAK5 INSIG1 CPNE4 ADGRG1 SRI KCTD16 GFRA2 ACLY NAV1 AKR1C2 ITGB1BP1 RBFOX2 SLC38A1 MEIS3 GNAO1 ATCAY TOX2 NELL2 UBE2L6 FKBP1B C4orf48 TCEAL7 UBE2D1 KIF3C WDR47 ATL1 PGK1 MAPRE2 SCD FAM241B EPHA5 DYNC1LI2 MAP6 LDHA FKBP3 EPHB1 NCAN SMAD9 YWHAQ PKIA PDE6D TENM3 TXNDC17 SMS GABBR2 ACTR10 TTC9B TUBA1A CYCS TMEFF2 NPDC1 PFKFB3 STX7 MAPK10 CHN1 RAB10 FASN DYNLRB1 CPNE9 JUP ACSL3 ISLR2 PHACTR3 NLN KLHL1 BEND5 PFDN2 SOX11 DACH2 PRRT2 MTCH2 LSS MFSD10 FAXC PPP1R14B JAKMIP2 TAF9 TP53I11 CPLX2 CNR1 GNAI1 SNAP25 DCTN2 SLC2A6 RTL8C BEX1 RAP1GDS1 RAB2A GTF2A2 MAP4 CALM2 SYT1 GRIA2 TMEM59L FYN LCOR NTRK1 DCLK1 KIF5C GDAP1 PHYHIPL BLOC1S2 DBI TMEM50A GAPDH TPD52 ARPP19 VKORC1 TLE4 SEZ6L2 SH3BGRL2 LNPK SEC11C ATP5MD RUFY2 KIDINS220 LDOC1 RUSC1 ATP6V1H SGCB SEC61G ZNF804A DYNC1H1 PAPSS1 PDK1 YWHAZ ARL3 ACHE ARL6IP5 CBLN2 RAB6A FAM171B FAM229B CASP3 TMEM35A CNRIP1 SRP9 DACH1 IDH1 FAM162A RALGDS CDC42 PRMT2 PSENEN DYNLT3 ARPC1A WASF1 COX17 MEAF6 CEP170 ZCCHC17 VBP1 RGMB SCOC MYCN DDAH2 NOP10 ARPC5 FEZ1 NDUFS4 CACNA1B DCTN3 APLP1 MYL12B MORF4L2 ATP5PO ENO2 SYT7 TCP1 POLR2K C20orf27 GRB2 NCAM1 ACTR1A DYNC1I2 DBN1 PGAM1 GPI UBE2E2 RNF5 YWHAG SYT5 FIBP BASP1 PNMA1 PLXNA3 SLC35F1 MYO1B RUFY3 PPIAP22 NOVA2 FXYD6 GSTA4 ACTL6B NDUFA12 PLPPR1 TSC22D1 EIF1B TMSB4X KLHDC8A LRRN3 TPM3 ZMIZ1 RTN4 SEMA6A KPNA2 RABAC1 H3P6 CRNDE NME1 TBPL1 APBB2 RCN1 FHL1 ARPC3 NDUFB8 STXBP1 VPS72 ALDOC VDAC2 HDAC2 FABP5P7 BNIP3L DSTN GABARAPL2 SCN3A CELF4 RTN3 PPP2R1A RBX1 RND3 H3P16 TRAPPC1 NRCAM COX6A1 TUBB PRDX5 TMSB10 CCT5 FDPS STMN1 MAGED4B HU_FETAL_RETINA_RPC http://www.gsea-msigdb.org/gsea/msigdb/cards/HU_FETAL_RETINA_RPC SFRP2 SOX2 COL2A1 PLPP3 SHISA2 FZD5 DAPL1 FGF19 CPAMD8 MIS18BP1 ALDH1A1 CENPF GINS2 HELLS NUSAP1 TOP2A S1PR3 TYMS ID1 LRP2 CRB1 VSX2 RAX CKS2 MAD2L1 PCLAF SIX6 AURKB HMGB2 UBE2C CLRN1 FOXN4 CCNB2 CENPU COL9A1 MEST FIGN ZFP36L1 PTTG1 CCND1 MCM2 PIMREG MDK SLF1 ZWINT MCM4 MCM7 ATAD2 LGR5 GMNN LGR4 PCDH7 CDK1 PCNA MCM5 CKS1B HES1 CCDC34 MCM3 CENPM UHRF1 CDCA7 UBE2T PLEKHA1 CDH11 ZIC2 ID3 MAB21L1 CENPK C19orf48 RAB31 SORCS1 TBX2 SCUBE3 TOX HMGA1 ID2 IFITM3 CHD7 CRYAA SNRPB EML1 ANP32E AHI1 MSI2 LMAN1 NASP ODC1 DEK HMGN2 SPP1 ARRDC3 TMSB15A CRABP1 CKB MEIS1 SRSF7 H2AZ1 SNRPG RAN SRSF2 HMGN3 HNRNPA1P48 ATOH7 NAP1L1 VIM H4C3 HU_FETAL_RETINA_RPE http://www.gsea-msigdb.org/gsea/msigdb/cards/HU_FETAL_RETINA_RPE PMEL TYRP1 PTGDS SERPINF1 TTR TYR ELN TRPM1 TIMP3 DCT FRZB SLC38A11 GJA1 SFRP5 TRPM3 IGFBP5 SLC7A8 SLC6A13 ITGAV PLAC9 COL8A1 SLC16A8 ENPP2 DHRS3 GPNMB NCCRP1 RPE65 PRDM16-DT INPP5K BEST1 GNG11 RGR ALDH1A3 TSPAN10 MYRF TFPI2 FGFR3 WFDC1 KRT18 MITF KRT8 APOE SLC7A2 HSD17B2 SULF1 BMP7 GPR143 TNFRSF14 CLIC6 SLC7A5 TTLL4 PLD5 WNT2B SESN3 BMP4 SOSTDC1 NPC2 CRISPLD1 MTRNR2L12 FSTL1 PLAAT3 SPARC CDO1 TMEM98 TPRN RLBP1 SLC9A3R1 MLANA EFEMP1 CTSH SLC7A6 SFRP1 CNDP1 VAT1L NET1 LRATD2 SGK1 SLC6A20 CST3 SLC22A8 ASB13 EZR GALNT10 SLC35D3 LAMB2 PDPN SLC5A6 LRAT WLS GEM BHLHE40 CYP27A1 ASAH1 DDR2 PARD6B ATP6V1C2 MORN1 RAB38 TPP1 SLC38A8 IGFBP7 NOG SEMA3C SLC3A2 SDC2 SLC4A4 RNASE1 PHACTR2 PGM5 SLC2A1 MET NPIPB5 SEC14L2 RFLNB APP PLTP STRA6 CTSD MTCO1P12 FAM174B HSD17B14 ADAMTSL3 PCP4 TPM2 COLEC12 TNS3 ABHD2 BACE2 CA14 ACOT11 PLCE1 RAB27A SMC6 CYP2W1 PSAT1 DPP7 ITPKB CTSV NOTCH2 OTX2 COL18A1 COL1A2 PRDM16 SLC29A4 FYB2 RASSF8 VEPH1 CCDC80 GNS SLC39A12 FAM107A SLC45A2 COL8A2 BIRC7 PDLIM5 ITGA6 RBM47 NPFFR1 MGST1 COL9A2 FGFR2 MT-ND6 PDGFRB DCDC2 ABCA4 MARVELD1 OSBPL1A STT3B GPRC5C MTATP6P1 FAM13A TPM1 CLDN19 CPEB4 ELOVL7 FAM189A2 UBAP1L WWTR1 NFE2L1 MT-ATP8 GULP1 CCBE1 ABCC5 PTPN14 NBPF14 SMAD3 CCND2 MT-ND5 LITAF CRTAP NMRK2 TACC1 VEGFB EMP2 TEX2 CPXM2 LOXL1 PBXIP1 MT-ND3 PCOLCE2 GALNT1 PRNP QPRT TPD52L1 DRD4 C1S FNIP2 ZNF503 LTBP3 GSTP1 HSPB1 KLHL3 PGM5-AS1 TSPAN4 MTCO2P12 CRIM1 UACA CPVL FLRT2 MYO5C BCAS4 GPR180 STRIP2 HMGA2 PXDN MTCO1P40 SEMA3B LIN7A MFAP3L PPARGC1A SCARB1 PRXL2A ITM2B VEGFA PDGFC LYPD1 LPL SDCBP IQGAP2 FGFRL1 HSBP1L1 NCOR2 MT-ND2 SERPINH1 FBN1 MT-CO2 PLS3 LIPG ID3 ECHDC2 BMP2 CALD1 YAP1 NEAT1 MYL9 MT-ND1 TMEM245 PLXNB2 GOLGA4 CTNNAL1 UTRN PSAP TMEM205 LHX2 MT-CO1 WWC1 NUCB1 TSKU TMEM164 TIMP2 COL27A1 TTYH3 PRKCQ PEX7 LTBP1 MT-RNR1 MT-CYB DSG2 NBPF19 MT-ND4 MT-ATP6 MT-CO3 CDR2 SNHG25 B2M ZFP36L2 CD63 MT-RNR2 CANX VIM BSG APLP2 DURANTE_ADULT_OLFACTORY_NEUROEPITHELIUM_OLFACTORY_HORIZONTAL_BASAL_CELLS http://www.gsea-msigdb.org/gsea/msigdb/cards/DURANTE_ADULT_OLFACTORY_NEUROEPITHELIUM_OLFACTORY_HORIZONTAL_BASAL_CELLS KRT17 MEG3 KRT5 DST KRT15 S100A2 CTSV IGFBP5 BCAM NPPC TSC22D1 MT1X SPINK5 F3 CXCL14 MYC SOX2 AQP3 BASP1 DURANTE_ADULT_OLFACTORY_NEUROEPITHELIUM_RESPIRATORY_HORIZONTAL_BASAL_CELLS http://www.gsea-msigdb.org/gsea/msigdb/cards/DURANTE_ADULT_OLFACTORY_NEUROEPITHELIUM_RESPIRATORY_HORIZONTAL_BASAL_CELLS SFN AQP3 S100A2 KRT19 NTS ALDH3A1 TACSTD2 PERP MT1X CD9 KRT6A CLDN4 KRT5 SERPINB5 KLF5 HSPB1 KRT8 LYPD3 PKM SLC25A5 FXYD3 S100A16 KRT18 KRT23 ANXA2 SERPINB4 PHLDA2 ATP1B3 ANXA1 S100A11 PRDX1 ELF3 CALML3 DURANTE_ADULT_OLFACTORY_NEUROEPITHELIUM_FIBROBLASTS_STROMAL_CELLS http://www.gsea-msigdb.org/gsea/msigdb/cards/DURANTE_ADULT_OLFACTORY_NEUROEPITHELIUM_FIBROBLASTS_STROMAL_CELLS LUM DCN APOD FBLN1 IGFBP6 MGP SFRP1 SFRP2 CPE NBL1 PCOLCE PTN COL1A2 COL3A1 SERPING1 IGFBP7 CRABP2 CSRP2 INMT LGALS1 RARRES2 C1S POSTN SERPINF1 COL1A1 CLDN11 CALD1 BGN FGF7 C1R CCDC3 CCN1 TMEM100 MFAP4 GLIPR1 ITGBL1 CCL11 SELENOP IGFBP4 PGRMC1 TWIST1 TAGLN PLPP3 PRRX1 ECM1 COL6A2 LAPTM4A IFITM3 TGM2 THY1 CYP1B1 MXRA8 ACTA2 HGF TIMP1 TGFBI CCL2 AKAP12 TCIM CH25H TPM1 CDH11 TFAP2B PAX9 SYNPO2 ABCA8 TIMP2 AEBP1 VIM SPARC GSN ENPP2 TFAP2A IGFBP5 NR2F2 CLEC11A GJA1 TPM2 SSPN KCNE4 GATA2 SELENOM DURANTE_ADULT_OLFACTORY_NEUROEPITHELIUM_CD8_T_CELLS http://www.gsea-msigdb.org/gsea/msigdb/cards/DURANTE_ADULT_OLFACTORY_NEUROEPITHELIUM_CD8_T_CELLS CCL5 CCL4 KLRB1 CXCR4 CCL4L2 TRAC CD2 CD3D IL32 CD52 CD69 GZMA TRBC2 HCST IL7R PTPRC KLRC1 CD8A CORO1A CD3G CD3E CD7 TRBC1 BTG1 CLEC2D TRGC2 SAMSN1 CD8B CST7 DUSP2 FYB1 CD48 ACAP1 LCK ARHGDIB LINC01871 TSC22D3 ZFP36L2 TAGAP EVL GZMM STK4 CYTIP CXCR6 CTSW STK17A LEPROTL1 HOPX NKG7 TNFAIP3 ALOX5AP STK17B SH3BGRL3 ID2 LSP1 RGS1 PTGER4 TMSB4X GMFG LCP1 SYTL3 RAC2 TRAF3IP3 RUNX3 LAPTM5 TBC1D10C PTPN22 IL2RG JAML CD96 ARL4C CKLF RORA DURANTE_ADULT_OLFACTORY_NEUROEPITHELIUM_CD4_T_CELLS http://www.gsea-msigdb.org/gsea/msigdb/cards/DURANTE_ADULT_OLFACTORY_NEUROEPITHELIUM_CD4_T_CELLS LTB IL7R CD52 TRAC CXCR4 TRBC2 GPR183 CD3D IL32 TRBC1 CD69 CD48 PTPRC CD2 KLRB1 CORO1A FYB1 CD3E ACAP1 CD3G TAGAP CLEC2D RPS29 HCST ARHGDIB GMFG STK4 TSC22D3 TNFAIP3 RORA DURANTE_ADULT_OLFACTORY_NEUROEPITHELIUM_PERICYTES http://www.gsea-msigdb.org/gsea/msigdb/cards/DURANTE_ADULT_OLFACTORY_NEUROEPITHELIUM_PERICYTES ACKR1 SELE GNG11 SPARCL1 RAMP2 CLDN5 ITM2A EMCN VWF A2M AQP1 IFI27 CAV1 LIFR EGFL7 CLEC14A SPRY1 ECSCR ADGRL4 SOX17 NPDC1 THBD TM4SF1 CD34 VIM KLF2 SOX18 TM4SF18 SLC9A3R2 CAVIN2 APOLD1 ENG RAMP3 EDN1 SOCS3 CCDC85B HLA-E PCAT19 ID3 LMCD1 GIMAP7 CLU PALMD PODXL TSPAN7 CYYR1 TGFBR2 FLT1 ABCG2 PECAM1 PLAT CRIP2 JAM2 SPTBN1 PLVAP ESAM FAM13C TXNIP RDX EMP1 IGFBP4 FAM110D NOSTRIN LPAR6 C2CD4B CXCL12 RUNDC3B TIMP3 CALCRL KCTD12 CD93 TMEM88 CD74 TCF4 PRCP ABCB1 CAVIN1 CDKN1A FXYD5 DURANTE_ADULT_OLFACTORY_NEUROEPITHELIUM_SUSTENTACULAR_CELLS http://www.gsea-msigdb.org/gsea/msigdb/cards/DURANTE_ADULT_OLFACTORY_NEUROEPITHELIUM_SUSTENTACULAR_CELLS MSMB LYPD2 MUC5AC TFF3 WFDC2 S100P CYP2A13 AGR2 SERPINB3 SEC14L3 UGT2A1 PSCA LCN2 SCGB3A1 CXCL17 PI3 GSTP1 ADH1C TSPAN8 CXCL1 KRT18 MT1G VMO1 KRT8 PRSS23 CXCL8 CLDN10 CYB5A TMEM213 TSPAN1 KRT19 ELF3 S100A14 MUC1 MT3 VSIG2 FAM3D LY6D PIGR NOS2 HPGD CLDN4 AQP5 POR MGST1 SCGB1A1 METTL7A DURANTE_ADULT_OLFACTORY_NEUROEPITHELIUM_VASCULAR_SMOOTH_MUSCLE_CELLS http://www.gsea-msigdb.org/gsea/msigdb/cards/DURANTE_ADULT_OLFACTORY_NEUROEPITHELIUM_VASCULAR_SMOOTH_MUSCLE_CELLS MYH11 TAGLN MYL9 C11orf96 ACTA2 TPM2 RGS5 RGS16 CALD1 TPM1 MYLK FILIP1L NDUFA4L2 DSTN ADAMTS1 FHL1 THBS1 MFGE8 FRZB GUCY1A1 CAV1 RERGL GEM TIMP3 TINAGL1 MCAM PDLIM3 RHOB PPP1R14A ADIRF HIGD1B NR2F2 FLNA EGR1 KLF2 SOD3 PLN NOTCH3 CSRP1 ACTG2 CRISPLD2 ECRG4 DEPP1 ARID5B SPARC ATF3 LHFPL6 MAP1B ID4 ISYNA1 CAVIN3 IGFBP7 SEPTIN7 STEAP4 SOCS3 LMOD1 MT2A RCAN2 MT1M SYNPO2 IGFBP5 LPP PPP1R12A PLAC9 MAP3K20 FOS CARMN CNN1 SPARCL1 CAVIN1 ZFP36 HSPA1A CRYAB KANK2 GGT5 EBF1 IRAG1 PPP1R12B PDGFRB PALLD EFHD1 JUN COX4I2 COL14A1 MYL6 PTP4A3 JUNB TNS1 TGFB1I1 CCL2 GADD45B HSPA1B TCIM DURANTE_ADULT_OLFACTORY_NEUROEPITHELIUM_RESPIRATORY_SECRETORY_CELLS http://www.gsea-msigdb.org/gsea/msigdb/cards/DURANTE_ADULT_OLFACTORY_NEUROEPITHELIUM_RESPIRATORY_SECRETORY_CELLS SCGB1A1 STATH C6orf58 BPIFA1 DMBT1 PRB3 BPIFB1 LTF ZG16B PIP LYZ PIGR FDCSP ANXA1 NR4A1 ODAM CXCL1 NCOA7 CXCL8 CD55 CLDN4 CXCL2 CD24 CXCL3 VMP1 KRT7 IVNS1ABP CYP4B1 MAFF DURANTE_ADULT_OLFACTORY_NEUROEPITHELIUM_PLASMA_CELLS http://www.gsea-msigdb.org/gsea/msigdb/cards/DURANTE_ADULT_OLFACTORY_NEUROEPITHELIUM_PLASMA_CELLS IGLC2 IGKC JCHAIN IGHA1 IGHG3 IGHG1 IGHG4 IGHA2 MZB1 DERL3 SSR4 CD79A FKBP11 SEC11C TNFRSF17 HERPUD1 CYBA ITM2C PRDX4 HSP90B1 IGLC3 DURANTE_ADULT_OLFACTORY_NEUROEPITHELIUM_MACROPHAGES http://www.gsea-msigdb.org/gsea/msigdb/cards/DURANTE_ADULT_OLFACTORY_NEUROEPITHELIUM_MACROPHAGES HLA-DRA HLA-DPB1 HLA-DPA1 HLA-DRB1 HLA-DQB1 HLA-DQA1 CD74 RGS1 HLA-DRB5 C1QA TYROBP CCL3L1 AIF1 CCL3 C1QB MS4A6A IL1B RGS2 C1QC FCER1A FCER1G CD83 HLA-DMA SGK1 MS4A7 GPR183 APOC1 HLA-DMB SRGN FGL2 LST1 MNDA CD14 CST3 PHACTR1 PLAUR RNASE6 NPC2 FTL RGS10 LAPTM5 CD68 PLD4 GPR34 IGSF6 COTL1 RNASET2 HLA-DQA2 SPI1 FCGR2A CSF1R CXCR4 CLEC7A CTSS IFI30 CXCL16 ITGB2 CCL4L2 LY86 CYBA FCGR3A CX3CR1 CSF2RA C3 MSR1 TREM2 CLEC10A RAB32 P2RY13 C3AR1 GRN HERPUD1 C15orf48 TYMP APOE ZNF331 NR4A2 DUSP1 YWHAH CEBPD SLC40A1 DURANTE_ADULT_OLFACTORY_NEUROEPITHELIUM_BOWMANS_GLAND http://www.gsea-msigdb.org/gsea/msigdb/cards/DURANTE_ADULT_OLFACTORY_NEUROEPITHELIUM_BOWMANS_GLAND STATH LYZ ZG16B FDCSP LTF TCN1 SLPI PIP AZGP1 ODAM BPIFB1 PIGR RNASE1 C6orf58 DMBT1 HP S100A1 CXCL17 PPP1R1B LRRC26 CLDN10 NDRG2 XBP1 ELAPOR1 LCN2 GPX3 BPIFA1 PI3 BPIFB4 VMO1 LCN15 SCGB3A1 GSTA1 DURANTE_ADULT_OLFACTORY_NEUROEPITHELIUM_RESPIRATORY_COLUMNAR_CELLS http://www.gsea-msigdb.org/gsea/msigdb/cards/DURANTE_ADULT_OLFACTORY_NEUROEPITHELIUM_RESPIRATORY_COLUMNAR_CELLS SERPINB3 ALDH3A1 NTS AQP3 KRT19 TACSTD2 SFN PERP CLDN4 SERPINB4 KRT8 S100A16 ELF3 FABP5 KLF5 KRT23 KRT6A AQP5 EPAS1 CSTB PRDX1 SLC25A5 TXN ANXA2 HSPB1 CD9 KRT18 MT1X DURANTE_ADULT_OLFACTORY_NEUROEPITHELIUM_RESPIRATORY_CILIATED_CELLS http://www.gsea-msigdb.org/gsea/msigdb/cards/DURANTE_ADULT_OLFACTORY_NEUROEPITHELIUM_RESPIRATORY_CILIATED_CELLS CAPS C9orf24 C20orf85 GSTA2 TMEM190 PIFO RSPH1 OMG TSPAN1 TPPP3 C1orf194 FAM183A TUBB4B SNTN C9orf116 CD24 MORN2 CAPSL PRDX5 GSTA1 C5orf49 C11orf88 RRAD ROPN1L CETN2 ODF3B AGR3 CES1 NQO1 CYP4B1 ZMYND10 SMIM22 FOXJ1 MORN5 FAM229B PSENEN IFT57 ANKUB1 TCTEX1D4 GDF15 DYNLRB2 CIBAR2 LRRC23 CCDC170 DNAH5 TMC5 DNAAF1 CCDC78 PLAC8 SCGB2A1 DNALI1 C11orf97 C9orf135 EFHC1 AC007906.2 CRIP1 PSCA LRRIQ1 SPAG6 ERICH3 TCTEX1D2 CFAP126 CCDC146 MRPS31 NME5 SPA17 WDR38 KIF9 WDR54 EFCAB1 TSPAN6 RSPH9 CHST9 CKB ADH7 CRNDE SAXO2 CDHR3 DRC3 FABP6 DHRS9 CCDC17 FAM81B TFF3 KIF21A CCDC80 CCDC153 C12orf75 CFAP53 SLC44A4 AKAP14 FAM216B ECRG4 FANK1 MNS1 DMKN PROM1 CFAP45 MLF1 BASP1 PPIL6 LDLRAD1 CFAP300 DPCD ALDH3B1 LRRC46 TEKT1 CCDC74A EPPIN LINC01571 DRC1 IFT172 LRRC10B IQCG CDS1 CFAP251 CCDC190 CCDC173 CABCOCO1 TUBA4B RSPH4A TSPAN19 B9D1 DNAAF4 CFAP73 SPAG16 DNPH1 DYNLT1 CIB1 DYNLL1 ALDH3A1 FAM174A ATP5IF1 IGFBP2 TSTD1 HSPB11 TUBA1A CFAP298 FXYD3 ARL3 PRDX1 EZR IK UFC1 ELF3 NUDC NUCB2 DPY30 HMGN3 ALDH1A1 POLR2I HSBP1 CYSTM1 MUC5AC TXN CD59 DURANTE_ADULT_OLFACTORY_NEUROEPITHELIUM_DENDRITIC_CELLS http://www.gsea-msigdb.org/gsea/msigdb/cards/DURANTE_ADULT_OLFACTORY_NEUROEPITHELIUM_DENDRITIC_CELLS S100A8 S100A9 IL1B FCN1 TYROBP LST1 CTSS AIF1 MNDA FCER1G S100A12 VCAN COTL1 EREG C5AR1 BCL2A1 FGL2 SERPINA1 CFD MS4A7 CYBB CSF3R ITGB2 PELATON C1orf162 SPI1 CFP LCP1 PLEK MS4A6A LGALS2 CLEC7A FPR1 MPEG1 NLRP3 NCF2 SLC11A1 TNFSF13B IGSF6 IFI30 FGR CD68 CLEC4E CLEC12A OSM LILRB2 PILRA TREM1 TNFRSF1B POU2F2 PTPRE CPVL PLAUR SAMSN1 JAML LAPTM5 EVI2B AP1S2 G0S2 CD14 PTPRC RGS2 ZEB2 FYB1 SRGN CORO1A CD37 PHACTR1 CD52 APOBEC3A STXBP2 GMFG FTL CD48 TYMP NCF1 STX11 NAMPT FTH1 RIPOR2 CYBA OAZ1 LSP1 CSTA LYN TNFAIP2 HLA-DRA ATP2B1-AS1 CD36 SOD2 ACTB SH3BGRL3 FCGR3A S100A4 CARD16 EMP3 DUSP1 GCA PSAP CD44 PYCARD CST3 RNF149 TKT MXD1 NEAT1 CCL3 CCL3L1 NFKBIA CXCL8 CEBPB PTGS2 NFKBIZ TNFAIP3 TIMP1 IFITM2 CXCL2 DURANTE_ADULT_OLFACTORY_NEUROEPITHELIUM_NK_CELLS http://www.gsea-msigdb.org/gsea/msigdb/cards/DURANTE_ADULT_OLFACTORY_NEUROEPITHELIUM_NK_CELLS GNLY NKG7 GZMB PRF1 KLRD1 FGFBP2 CST7 MYOM2 GZMA CCL4 GZMH KLRF1 TRDC CTSW CCL5 HCST CD247 CD7 TYROBP KLRB1 CLIC3 GZMM FCGR3A ITGB2 XCL2 FCER1G PLEK TRBC1 PYHIN1 MATK CD160 DOK2 IL2RB BIN2 CORO1A RAC2 SPON2 HOPX SPN PTPRC TBC1D10C MYO1F GPR65 CCL3 B2M LCP1 CD69 HLA-C TMSB4X CD53 HLA-A IL2RG HLA-B SRGN PLAC8 ARL4C IFITM2 IL32 CYBA TRAF3IP3 ARHGDIB PFN1 SH3BGRL3 MYL12A CD48 CXCR4 LIMD2 CD52 APOBEC3G CCL4L2 LSP1 EMP3 EVL RAP1B UCP2 CMC1 DUSP2 EFHD2 PLAAT4 CCND3 CYRIB PSMB9 PPP2R5C PTGDS DURANTE_ADULT_OLFACTORY_NEUROEPITHELIUM_IMMATURE_NEURONS http://www.gsea-msigdb.org/gsea/msigdb/cards/DURANTE_ADULT_OLFACTORY_NEUROEPITHELIUM_IMMATURE_NEURONS STMN1 STMN2 CALB2 MAP1B TUBB2B FSTL5 GAP43 ATF5 EMX2 UCHL1 PCSK1N RTN1 GNG8 NCAM1 NHLH1 APLP1 EFHD1 SOX11 ELAVL4 LHX2 STMN4 TPPP3 CKB RTP1 EBF2 ELAVL3 FAM171B C4orf48 PLEKHB1 SCN9A SSBP2 KIF5C NHLH2 CDKN2D DPYSL3 TRIB3 INSM1 SPOCK2 SERPINE2 EFR3B BEX1 TRIM66 GDAP1 CADM1 EFNA3 TTLL7 RGMB RUFY3 CLGN DCX NSG1 EBF3 CCDC184 EFNA5 EFHC1 PAFAH1B3 SYT1 FZD3 MAPK10 HRK KIF3A CNTN4 INA RETREG1 CRMP1 EBF1 GFY CENPV FAM131C RUNDC3A NRXN1 PCDH9 KSR2 SPOCK1 CADPS KIFAP3 STMN3 SYT11 KIF1A PODXL2 EEF1A2 EBF4 PCLO TMPRSS6 SCG5 FXYD6 SDC3 OLIG2 BCL11B MYT1L SYT5 MAP6 DCLK1 ARMH4 RNF182 SCG3 CARTPT APBB1 GDI1 EPB41 NLRP1 H2BC21 SNCA NBEA CEBPG GDE1 TUBA1A KLC1 IFT27 DPYSL2 EPCAM MARCKSL1 RFK CASP3 DAAM1 PDAP1 MSI2 TERF2IP BASP1 PRRC2B TUBB2A CAPS RTN3 JPT1 RAB6A THUMPD3-AS1 CALM1 MARCKS GTF2I TUBB PSIP1 CCNI CBX4 GNB1 PPA1 CALM2 GNB2 VAMP2 KCNQ1OT1 PAPOLA DURANTE_ADULT_OLFACTORY_NEUROEPITHELIUM_B_CELLS http://www.gsea-msigdb.org/gsea/msigdb/cards/DURANTE_ADULT_OLFACTORY_NEUROEPITHELIUM_B_CELLS MS4A1 CD37 LTB CD79A CD79B BANK1 HLA-DQA1 TNFRSF13C VPREB3 LINC01781 LINC00926 CD52 HLA-DQB1 IGHM MARCHF1 IRF8 LAPTM5 HLA-DPB1 HLA-DRA CD83 HLA-DRB1 CD69 CXCR4 EVI2B CD74 HLA-DMB CORO1A POU2F2 CD53 GPR183 LIMD2 TAGAP NFKBID BIRC3 REL DURANTE_ADULT_OLFACTORY_NEUROEPITHELIUM_OLFACTORY_ENSHEATHING_GLIA http://www.gsea-msigdb.org/gsea/msigdb/cards/DURANTE_ADULT_OLFACTORY_NEUROEPITHELIUM_OLFACTORY_ENSHEATHING_GLIA S100B APOE PLP1 CRYAB MIA GPM6B APOC1 MPZ PMP2 PMP22 TTYH1 SCRG1 FXYD1 SPP1 LPL NPY PLAC9 SEMA3B TMEM176B LGI4 TMEM176A SCN7A SCD ABCA8 CST5 CDH19 PCDH9 ANGPTL7 FOXD3-AS1 GFRA3 CMTM5 CADM2 ARHGAP15 FADS2 TMOD2 NRXN1 NCAM1 SLC35F1 KCNMB4 GPR37L1 SCN9A GAS7 AATK SOX10 NAT8L SERPINE2 C2orf88 TSPAN8 S100A1 EDIL3 PLEKHB1 AP1S2 PLEKHA4 RARRES2 NR2F1 NRN1 TSC22D4 METRN FADS1 SPARC CNP PTN FRZB DKK3 SNCG CLU CHL1 NDRG2 VWA1 ZEB2 CD59 MT1M MT2A MT3 PON2 ITIH5 PRNP SOD3 ERBB3 MFGE8 STMN1 TIMP3 RGCC S100A10 RNASE1 NUDT4 SPTBN1 ITGB8 VIM IFITM3 SEPTIN7 FADS3 NTRK2 MARCKS SORBS2 MT1E CST3 SELENOP C4orf48 PDLIM4 LGALS1 OAF CLIC4 PTGDS PSAP APP TUBA1A DBI CHPT1 QKI POLR2F CNN3 BEX3 ALDH1A1 IFI6 DURANTE_ADULT_OLFACTORY_NEUROEPITHELIUM_MATURE_NEURONS http://www.gsea-msigdb.org/gsea/msigdb/cards/DURANTE_ADULT_OLFACTORY_NEUROEPITHELIUM_MATURE_NEURONS GNG13 TPPP3 CALB2 PCSK1N NSG1 UCHL1 PLEKHB1 RTN1 APLP1 JAKMIP1 ATF5 FSTL5 GNAL GPX2 RTP1 MT1F SCGB2A1 TTLL7 SPOCK1 STOML3 SNAP25 TOM1 C1orf194 CLGN GFY SERPINE2 TAGLN3 PCDH9 EFNA3 C21orf58 H2BC21 TUBB2B IGSF8 EMX2 SYT1 TKTL1 TMPRSS6 CHGA BEX1 ELAVL3 CIBAR2 SPEF1 KIF9 WDR54 NRXN1 STMN2 NXNL2 RFX8 QPCT PPP1R1A EBF2 C11orf97 SCN9A REEP1 OLFM1 PIGU TTC9B SGPL1 FGF12 FAIM2 EFHD1 RETREG1 GDAP1 ENO2 PDE6D RIC8B LRRIQ1 OSCP1 SPEF2 RUNDC3A RNF182 EFR3B STMN4 KSR2 RSPH1 FAM131C LINC01548 NEFL CENPV NCAM1 CACNB3 CFAP69 LINGO2 C7orf57 GAP43 SDC3 DUSP26 C9orf24 LHX2 SCG3 SYT5 IGSF10 FAM183A HAGHL DNER LINC00642 MNS1 ADCY3 CCDC184 CFAP126 HBA1 KLC2 SMIM35 AGBL4 TRIB3 CCDC157 EBF3 FMN2 ARPP21 AC245595.1 MAPK10 EFHC1 PODXL2 FXYD6 KIF3A IMPDH1 TSPAN7 MAP1B EFNA5 GLCCI1 RAP1GDS1 MLF1 CKB KIFAP3 PAFAH1B3 RFK C20orf27 KAT6A CAPS HTATIP2 GDI1 MORN2 RUFY3 MPZL1 STOM C4orf48 IFT27 CBX4 CETN2 EPCAM P4HTM ORMDL3 SNAPIN GNB1 KIF22 COQ4 UCP2 R3HCC1 COMMD8 CYB5R1 PPA1 SPAG16 IP6K2 MSI2 SNCA IFI27L2 CALM1 JAG1 TERF2IP CALM2 ATOX1 TSHZ2 RTN3 VAMP2 PRXL2A GABARAPL2 SELENOT ATP6V1G1 TUBA1A MIEN1 ARL3 TSPAN3 SPINT2 MGST3 ATP1B1 NDFIP1 CYSTM1 OAZ2 CALM3 NDUFA5 PSAP COX5B SARAF PSMC5 CUTA IFI27 TMBIM6 DURANTE_ADULT_OLFACTORY_NEUROEPITHELIUM_UNSPECIFIED http://www.gsea-msigdb.org/gsea/msigdb/cards/DURANTE_ADULT_OLFACTORY_NEUROEPITHELIUM_UNSPECIFIED PTTG1 MNS1 TPPP3 C1orf194 STMN1 FAM183A C9orf24 C9orf116 CKB TUBB4B CAPS NQO1 RSPH1 PRDX1 ALDH3A1 CALM2 DYNLT1 C20orf85 TSPAN1 PIFO GSTA1 MORN2 PRDX5 CETN2 DYNLL1 ATP5IF1 NTS CALM1 H2AZ1 S100A2 TUBA1B TUBB PPA1 CIB1 TUBA1A CD24 H4C3 DURANTE_ADULT_OLFACTORY_NEUROEPITHELIUM_RESPIRATORY_EPITHELIAL_CELLS http://www.gsea-msigdb.org/gsea/msigdb/cards/DURANTE_ADULT_OLFACTORY_NEUROEPITHELIUM_RESPIRATORY_EPITHELIAL_CELLS PRB3 C6orf58 DMBT1 PIP SCGB1A1 LTF STATH ZG16B BPIFA1 BPIFB1 CAPS PIGR LYZ SLPI IER3 DURANTE_ADULT_OLFACTORY_NEUROEPITHELIUM_MAST_CELLS http://www.gsea-msigdb.org/gsea/msigdb/cards/DURANTE_ADULT_OLFACTORY_NEUROEPITHELIUM_MAST_CELLS TPSB2 TPSAB1 CPA3 MS4A2 CTSG HPGDS RHEX RGS13 AL157895.1 IL1RL1 HDC SLC45A3 FCER1G SLC18A2 CD69 TYROBP KIT LIF VWA5A ALOX5AP GPR65 SAMSN1 FCER1A RGS1 LTC4S SRGN GATA2 HPGD FTH1 NFKBIA CD37 CAPG CD83 MAOB PPP1R15A RAC2 SELENOK PTGS2 CKLF RGS2 RAB27B CSF1 PLAUR LMO4 NR4A2 EMP3 BIRC3 LAPTM4A ACSL4 AC020916.1 STX3 PLIN2 HSPA1B NFKBIZ IER2 ELF1 DNAJB1 SOCS1 ARHGAP18 NR4A3 CAVIN2 SDCBP ADRB2 CD44 EGR3 TNFAIP3 SGK1 AREG CCL4 CREM ZNF331 ANKRD28 DUSP6 DDIT4 DUSP2 CCL2 DURANTE_ADULT_OLFACTORY_NEUROEPITHELIUM_OLFACTORY_MICROVILLAR_CELLS http://www.gsea-msigdb.org/gsea/msigdb/cards/DURANTE_ADULT_OLFACTORY_NEUROEPITHELIUM_OLFACTORY_MICROVILLAR_CELLS HEPACAM2 GNGT1 FOXI1 TMEM61 ASCL3 STAP1 CLGN CLCNKB ATP6V1G3 LINC01187 PCP4 BSND CFTR CRTAC1 DMRT2 RGS13 HES6 IGF1 ALKAL1 QPCT SCNN1B TUBB2B EPCAM SLC14A1 SEMA3C GNG13 BIK BMX GOLM1 CLDN3 FAM3B ENC1 ATP6V0B CD24 ATP6V1A SC5D RASSF6 ANXA4 IRAG2 AKR1B1 APLP2 KRT18 KRT8 TPD52 CD9 C15orf48 SMS AVIL KRT7 PBXIP1 MGST1 RARRES2 AZGP1 DURANTE_ADULT_OLFACTORY_NEUROEPITHELIUM_GLOBOSE_BASAL_CELLS http://www.gsea-msigdb.org/gsea/msigdb/cards/DURANTE_ADULT_OLFACTORY_NEUROEPITHELIUM_GLOBOSE_BASAL_CELLS NEUROD1 ELAVL4 SOX11 HES6 NHLH1 MEX3A GNG8 TUBB2B LHX2 ELAVL3 STMN2 FEZF1 STMN4 UCHL1 RPRM EMX2 STMN1 MDM1 CALB2 PCBP4 CKB JPT1 MARCKSL1 PTMA RTN1 SOX4 TUBB RBP1 TUBA1A COTL1 PSIP1 H2AZ1 MAP1B H4C3 HMGN2 DURANTE_ADULT_OLFACTORY_NEUROEPITHELIUM_MONOCYTES http://www.gsea-msigdb.org/gsea/msigdb/cards/DURANTE_ADULT_OLFACTORY_NEUROEPITHELIUM_MONOCYTES MS4A7 FCER1A MS4A6A C1QC MNDA C1QA C1QB AIF1 LST1 IL1B FCER1G TYROBP PHACTR1 CCL3L1 IFI30 HLA-DMB CD83 HLA-DQA1 FGL2 HLA-DQB1 CCL3 RGS1 GPR183 RGS10 HLA-DPB1 HLA-DPA1 HLA-DRB5 HLA-DRB1 SFRP2 CCL4L2 SFRP1 HLA-DMA RGS2 HLA-DRA CD74 SGK1 SRGN REL HERPUD1 CUI_DEVELOPING_HEART_C1_5TH_WEEK_CARDIAC_CELLS http://www.gsea-msigdb.org/gsea/msigdb/cards/CUI_DEVELOPING_HEART_C1_5TH_WEEK_CARDIAC_CELLS KRT19 KRT8 TNNT1 PGAM4 KRT18 DMKN MSMO1 ANXA3 SPINT2 SLC2A1 EZR PARD6B PRDX2 SQLE MLLT11 MGST1 CDH3 TPM2 NAXE ISYNA1 HACD1 HEY1 NPPB CSRP2 REC8 DDIT3 MACROH2A2 TNFRSF12A PDPN COA1 HSPA5 RASD1 TXNDC17 CNN1 NME4 CXADR FDFT1 KPNA2 CKB EIF3M PDHA1 GMNN CRABP2 IDH2 ITGB1BP2 MDH1 MYRF BZW2 CALB2 ASB2 FDPS CSRP1 CLDN6 TMEM141 CTSV TM7SF2 H2BC21 BEX2 RCAN1 SNHG17 EMP2 LRRC49 CXCL14 CES1 KLK5 KLK6 TMEM98 ABRA RSRP1 SCG5 IGFBPL1 MAP1LC3A TRH NEURL2 RHPN2 AMHR2 UCHL1 VSNL1 FXYD7 NCCRP1 SLC9A3R1 MGARP LIX1 CUI_DEVELOPING_HEART_C2_CARDIOMYOCYTE http://www.gsea-msigdb.org/gsea/msigdb/cards/CUI_DEVELOPING_HEART_C2_CARDIOMYOCYTE MYL7 TNNT2 TNNC1 ACTC1 MYL4 MYL9 TNNI1 CSRP3 PLN TNNI3 CRYAB PGAM2 HSPB7 SLC25A4 FABP3 MYOZ2 CKM SMPX LDB3 ACTN2 NEBL FGF12 NKX2-5 DES NPPA COX7A1 FITM1 HSPB3 MYBPC3 ANKRD1 MDH1 TTN SH3BGR MB SORBS2 COX5A ENO3 COX6A2 MYL3 PDLIM5 SYNPO2L LINC00881 RBM24 PPP1R3C SMYD1 TRIM55 HSPB2 CRIP2 FHL2 NMRK2 PDE4DIP MYOM1 MLF1 APOBEC2 NEXN UNC45B TECRL BNIP3 PPP1R12B NDUFS6 TRDN ALDOC POPDC2 GOT1 ATP5MC1 TCAP BANCR RRAD MTUS2 CKMT2 MYH6 HACD1 MYLK3 EIF1B SNTA1 LRRC10 CHCHD10 MYZAP PPP1R14C MAP3K20 CFL2 PFKP POPDC3 SLC8A1 SH3RF2 CISD1 PPP1R1A PTP4A3 ADPRHL1 MYH7 IDH2 CUI_DEVELOPING_HEART_C3_FIBROBLAST_LIKE_CELL http://www.gsea-msigdb.org/gsea/msigdb/cards/CUI_DEVELOPING_HEART_C3_FIBROBLAST_LIKE_CELL DCN COL1A1 FBLN1 COL1A2 COL5A1 COL6A1 LUM OGN GPC3 COL6A2 SPARC FSTL1 PTN COL6A3 COL5A2 MMP2 PLAC9 SERPINE2 OLFML3 MFAP4 TCF21 PCOLCE LRRC17 FBN1 LGALS1 SPON2 COL6A6 PDGFRA LTBP4 SERPING1 ISLR SPRY1 COL12A1 MFAP2 RRBP1 TIMP1 C7 ASPN MEST MGP THY1 NUPR1 COL21A1 SEPTIN11 TGFBI DLK1 SGCE SCN7A ADAMTS2 FBLN5 COL14A1 LRP1 MEG3 ELN CXCL12 LOX PRDX4 NFIA ITM2A AKAP12 LAMC1 IGFBP7 SRPX NID1 FBLN2 NRK EPB41L2 SNAI2 EFEMP2 DPT THBS2 PLAGL1 KCTD12 RCN1 PEG3 MRC2 ABCA8 MATN2 PCDH18 SERPINF1 C1R LAMB1 SDC2 SMOC2 FILIP1L SERPINH1 CYBRD1 COL15A1 LSP1P4 CCDC102B GLT8D2 ANGPTL2 IL32 FRZB TIMP2 HTRA3 SELENOM EBF2 C1QTNF2 CCN2 GPC6 OLFML1 RCN3 LSP1P5 CPQ SPON1 FKBP7 BICC1 FNDC1 FLRT2 COL16A1 S1PR2 MOXD1 P3H1 ADAMTSL3 MXRA8 LAMA4 CUI_DEVELOPING_HEART_C4_ENDOTHELIAL_CELL http://www.gsea-msigdb.org/gsea/msigdb/cards/CUI_DEVELOPING_HEART_C4_ENDOTHELIAL_CELL RAMP2 EMCN ECSCR ESAM TM4SF1 PECAM1 PRCP ENG EGFL7 PLVAP CDH5 CALCRL CTHRC1 STOM TIE1 TEK ECE1 ELK3 TFPI KDR IFITM2 ADGRF5 HLA-E FLT1 EFNA1 MYCT1 HYAL2 PCAT19 EDNRB PLXND1 NPR1 LDB2 TMEM88 FKBP1A FXYD5 MMRN2 PROCR COLEC11 GJA4 CLEC14A IGFBP4 CLEC3B CD93 CDH11 FZD6 RAPGEF5 FCGRT NPR3 FXYD6 LEPR CD9 F2R ARHGAP29 GNG11 ITGA5 FOXC1 VAMP5 TGM2 S100A16 RDX ADGRG6 GMDS CAVIN2 LRIG3 EFNB2 CGNL1 CD34 NT5E ENTPD1 NPDC1 AFAP1L1 LY6E ITPR1 MCAM ETS1 NRP1 RHOC LEPROT BMPER ST6GALNAC3 TMEM100 F8 ACKR3 NRP2 POSTN KLHL4 PLTP BMX NECTIN2 PODXL ITGA8 VWF IL33 HES1 EPHB4 NOS3 CLIC1 PLK2 SNCG EBF1 PLPP3 SCARF1 PPP1R14A PON2 TSPAN18 QSOX1 INPP1 C1orf54 MSN TMEM204 C4orf48 ID1 MMRN1 F11R PCDH7 TSPAN7 HMCN1 NOSTRIN SLCO2A1 RASIP1 COL18A1 SOX7 CYYR1 ADAMTS9 WWTR1 EHD2 SNRK RALB TNFRSF1A ANGPTL4 DUSP6 ALDH2 CHSY1 ROBO4 SCARB2 THSD7A ST6GAL1 NOTCH1 MGST2 PALMD TSPAN14 SPINT2 SLC27A3 SMAGP CAV2 PTPRB CUI_DEVELOPING_HEART_C5_VALVAR_CELL http://www.gsea-msigdb.org/gsea/msigdb/cards/CUI_DEVELOPING_HEART_C5_VALVAR_CELL CLU CTSK APCDD1 EDIL3 BGN VCAN SCRG1 ID1 SLN S100A6 ID2 MTRNR2L2 SFRP4 S100B HAPLN1 IGF1 GEM IGFBP5 CXCL2 RGS5 SPOCK3 MATN2 MTRNR2L1 S100A10 CCDC80 LTBP4 PTGS2 LGALS1 MGP NR4A2 ELN PXDN TUBB2B GNG2 ID3 SRPX PDLIM3 CD9 SYNPO2 HSPA1B MTRNR2L10 SERPINF1 ZBTB20 RNU6-2 IER3 GLT8D2 MT2A SELENOM ID4 HSPA1A TMEM132C GOLM1 CYP1B1 NR4A1 DNAJB4 HSPH1 IFRD1 ECRG4 TUBA1A ATF3 DNAJB1 ZFAND2A FHL1 SNAI1 APOE CMTM6 CDKN1A EGR1 CDO1 JUNB TGFB3 OAT ARID5A TAGLN MMP19 LMCD1 LIMCH1 TIMP3 GADD45B PTHLH PRELP SOX4 ZFAS1 HSPA7 TCEAL7 TNFAIP6 HSPA6 C11orf96 DPYSL3 FOS TUBB2A THBS1 DNAJA1 BAG3 CD200 ADIRF FMOD EGR2 MAFF C1QTNF1 MYH10 SNHG12 B4GALT1 RASL11B TSC22D1 LTBP3 PLPP3 CLDN11 ACTN1 NRCAM PAMR1 ITM2A TPBG UAP1 IFI6 PENK UCHL1 RGS4 TSPYL2 ARF4 FAT4 ROBO1 BTG2 LIMA1 FILIP1L SNHG5 CADPS RGS3 RNASE4 IER2 RHOU FIBIN IFI27 EGR3 PLXDC1 MXRA5 PTPRZ1 ZC3HAV1 ASPN IRF1 TUBB3 LTC4S MFAP4 ADAMTS19 HES1 CRYM CSRNP1 NTRK2 TNFRSF19 HS3ST1 TCF12 ARL6IP1 PRRX1 PAPSS1 SRSF7 ENAH CHMP1B SERTAD1 TWIST1 SLFN11 TOB1 GOLIM4 NEDD9 KLHL15 CHPF SOX9 LMNA UGDH CTNNAL1 XBP1 NFATC1 NSG1 HSPA2 LSAMP EIF5 DKK2 AHR CLIC3 SERPINI1 AEBP1 PPP1R15A IL33 NFE2L2 TRPS1 PPP1R10 RARG FAM114A1 SALL3 ERRFI1 ADAMTS1 CCNL1 EIF4A3 VTRNA2-1 DYNLT3 SOCS3 LTBP2 HEY2 AC055839.2 CXCL1 SLC22A3 CD55 NFIX NXF1 BEX1 ERBB3 SERPINB1 DSEL ZC3H12A CUI_DEVELOPING_HEART_C6_EPICARDIAL_CELL http://www.gsea-msigdb.org/gsea/msigdb/cards/CUI_DEVELOPING_HEART_C6_EPICARDIAL_CELL CFB PRG4 ITLN1 C3 MSLN PLA2G2A KRT19 EFEMP1 SLPI CFH C1R CA9 RARRES2 TM4SF1 ADIRF CCDC80 UPK3B C1S CFI SERPING1 UPK1B HTRA1 CARNS1 EPHB6 TIMP1 CLDN15 PKHD1L1 KLK11 S100A10 KRT8 SULF1 PDZK1IP1 BICDL1 TGM1 LY6E SEMA3C RARRES1 CLIC3 SYT4 HP SELENBP1 HAS1 PTPRF LINC00842 LINC01133 PDPN INMT PLLP BNC1 PROCR CPE SLC9A3R1 CRIP1 TMEM176A ECRG4 FLRT3 VSIR AQP1 PTGS1 TMEM176B CYBRD1 GFPT2 CALB2 PRSS23 CXADR MYRF CYSTM1 NMU BCHE SAT1 LGALS2 REC8 PDGFRL MEDAG ITGB8 SMPD3 LGALS3BP CGN NPNT LRP2 PHGDH ALDH1A2 KRT18 MEST LRRN4 SBSPON SEMA3B IL18 CD200 CRIM1 MGST1 RSRP1 CLDN1 CDON GSTM3 SPOCK2 ID4 IL1R1 KDR FKBP11 HLA-C REEP1 ITGA3 GJA1 CDH3 IQCA1 SLC39A8 EZR NNMT ZFP36L1 PLOD2 SLIT3 PTGIS IL6ST COLEC12 TMEM98 PDIA2 SMTNL2 BICC1 MT1E WT1 GPM6A PLEKHA4 ADGRD1 PDGFC NUPR1 DAPK1 PROS1 S100A6 SGK1 RNASE4 VTN SLC16A1 ANXA4 SILC1 RASSF7 SLC4A4 SULF2 CPA4 MAL2 PRR15 PCLO COBLL1 TNFRSF1A FLRT2 ALOX15 TMEM37 TSPAN3 ANXA3 CHAC1 PCOLCE2 CLIP4 MUC16 TCEAL2 KRT7 PTPRQ ASS1 BCO2 STEAP1 HSD17B6 HCFC1R1 PAPSS2 PPL PHYHIP WWC1 TNNT1 SCG5 RERG CARHSP1 CARD16 NFKBIZ HSBP1L1 PLAAT4 PLAAT3 TOGARAM2 MST1 PLEKHH2 ST3GAL5 SMOC2 SEZ6L2 FKBP2 ARID5B OAT PTK2B VGLL3 KLK5 CRLS1 TOR1AIP2 DDR1 AOX1 NSG1 ANXA8L1 PRR15L PRKCI KLF6 CUI_DEVELOPING_HEART_C7_MAST_CELL http://www.gsea-msigdb.org/gsea/msigdb/cards/CUI_DEVELOPING_HEART_C7_MAST_CELL HDC CPA3 HPGDS ARHGDIB SAMSN1 SRGN LAPTM5 RHEX ELF1 SLC18A2 GATA2 HPGD RAC2 ALOX5AP ANXA1 PPP1R15A S100A4 FCER1G IL1RL1 KIT PLIN2 CD69 NFKBIA TPSB2 CD53 TYROBP SH3BGRL3 P2RX1 CD44 MS4A2 CTNNBL1 CLEC4O CLIC1 ACSL4 TPSAB1 FXYD5 SLC45A3 CD37 VWA5A ARHGAP18 RGS2 RGS1 CAPG TNFAIP3 CD83 VAMP8 LTC4S AL157895.1 PRG2 GLUL ALDH1A1 S100A6 RGS13 EIF5 FOSB IFITM2 ATP6V0A2 CTSG C1orf162 ALOX5 SQSTM1 SERP1 AC020916.1 TESPA1 LPCAT2 LAT2 CAVIN2 ARHGEF6 BTK RHOG PAG1 ARHGAP15 ZFP36 DOCK10 LCP1 LIF GPR65 CD84 ADAM8 STXBP2 SLC2A3 TNFSF10 BACE2 HSPA1A LAIR1 STING1 EMP3 ELOVL5 CNRIP1 PTGS1 DUSP10 GMFG BST2 CCNL1 LPXN SERTAD1 ATP2A3 LINC01140 LAT CTSD PLEK NABP1 SNX5 NDST2 BIN2 NFKBIZ GRAP2 DNAJA1 BRD2 BATF MLPH TSC22D3 ABRACL DNAJB9 IER2 CKS2 ADRB2 HCLS1 CAP1 UNC13D PNP MBOAT7 DNAJB1 PTPN7 RNF130 PEPD XBP1 SIGLEC17P IDS SDCBP STXBP5 BTG2 NCF4 CREM HK2 PRR13 HS3ST1 LYST IDI1 CALB2 GNA13 TSPYL2 TENT5A TMEM176B TPST2 CSF2RB RHOH GAPT MPP1 STX3 HSPH1 ENPP3 PIK3R6 ITGAM SYAP1 VMP1 CUI_DEVELOPING_HEART_C8_MACROPHAGE http://www.gsea-msigdb.org/gsea/msigdb/cards/CUI_DEVELOPING_HEART_C8_MACROPHAGE LAPTM5 CD74 AIF1 SRGN TYROBP FCER1G HLA-DRA PTPRC ITGB2 HLA-B CYBB LST1 LCP1 CTSS GMFG VAMP8 HCST ARHGDIB RNASET2 CD53 HCLS1 PLEK LYZ MS4A6A CD37 HLA-DRB1 CSF1R ALOX5AP MNDA FCGR2A IFI30 NCF4 HLA-DPB1 RNASE6 GNAI2 HLA-DPA1 PABPC1 HLA-DMA HLA-DMB HCK PTPRE ZFP36 PSAP SH3BGRL3 PLD4 GLUL C1orf162 CD68 CD14 HLA-E ARPC3 SYK HLA-C MS4A7 TNFRSF1B COTL1 PLAUR GPR183 FYB1 HLA-A RGS2 NEAT1 PARVG GPX1 MYO1F RGS1 ARPC1B TPM3 ARRB2 PYCARD MPEG1 CALHM6 CST3 VSIR TPP1 RGS10 LAIR1 CXCR4 MCL1 LSP1 CLEC7A CD163 C5AR1 IL10RA ZFP36L2 C1QA GPSM3 JUNB DUSP1 HLA-DQB1 IGSF6 WAS RAC2 ADAP2 FPR1 DOCK2 FOLR2 ARHGAP4 S100A4 CD86 MRC1 DOCK8 CTSD LYN LY86 CORO1A UCP2 S100A9 C1QC CD83 LAT2 REL C1QB SGK1 VSIG4 GRK2 RNF130 CD4 CEBPD THEMIS2 ACTR2 C3AR1 FGL2 PTPN6 SKAP2 CNPY3 SPI1 CAP1 CSF3R NFKBIA NAMPT F13A1 ALOX5 HERPUD1 MS4A4A INPP5D GNA13 ELF1 SLA SMAP2 MFSD1 EVI2B CXCL16 NR4A2 GRN NCF2 MAF CTSB GRB2 FOSB RHOB CCL3 CEBPB TKT SH2B3 CYRIB IRF8 NAIP GADD45B SLCO2B1 STAB1 CPVL CTSC EFHD2 PNRC1 IQGAP2 MEF2C CD300A RILPL2 RUNX1 HBEGF PRR13 MSR1 CYTH4 ITGAM NINJ1 ARPC4 MAN2B1 HPGDS STK17B CREG1 RAB31 DAZAP2 GLRX NPC2 ADA2 LY96 STXBP2 CSTA JAML IER5 RHOG CYBA A2M CXCL8 HSPA1A ATP6V0B RETN GLIPR1 SH3KBP1 IQGAP1 APBB1IP ZFP36L1 BTG2 CDKN1A ARHGAP30 LPAR6 RB1 CASP1 METRNL KLF6 EVI2A IL16 PPP1R18 WIPF1 FCGR1A LILRB2 RIN3 PMAIP1 TLR2 SIRPA B3GNT5 AOAH MAFB IER3 FCGR3A TBXAS1 FMNL1 GPR34 LGMN FES FCGRT PILRA SAMSN1 SERPINB1 CD36 LCP2 PIK3AP1 CARD16 JUND POU2F2 PLCB2 IL6R OTUD1 ARHGAP18 DOK2 S100A8 BASP1 PTGER4 ADCY7 SOD2 MGAT1 HLA-H ITGAX PLAC8 RBM47 IL13RA1 ATP6V1B2 MARCHF1 DUSP2 PTAFR PRKCD BAZ1A IKZF1 OSTF1 CX3CR1 PRAM1 NLRP3 SLC2A3 TCIRG1 PREX1 LITAF BST2 MAP3K8 MKNK2 CUI_DEVELOPING_HEART_C9_B_T_CELL http://www.gsea-msigdb.org/gsea/msigdb/cards/CUI_DEVELOPING_HEART_C9_B_T_CELL IFITM1 PTPRC IL2RG ARHGDIB CD7 HLA-B CORO1A CXCR4 LCP1 HLA-A HLA-C CD53 CD69 HLA-E GMFG SRGN RAC2 LCK GZMA TSC22D3 LSP1 STK17B PTPRCAP CYTIP CD52 LIMD2 HCST TNFAIP3 ELF1 CD3E PLAC8 CD44 CD3D LAPTM5 KLRB1 RGS1 FYB1 PABPC1 DUSP2 ITGB2 NKG7 SEPTIN1 LINC00861 GIMAP7 IFITM2 ZFP36L2 CTSW CLEC2B UCP2 NFKBIA TAGAP GIMAP4 CD247 ACAP1 PIP4K2A GPSM3 ETS1 PRKCH CDC42SE2 CST7 ZAP70 ZFP36 SARAF IRF1 IL16 BIN2 SH2D1A JUNB IL7R SATB1 ARHGAP9 ADGRE5 ARHGEF1 ARL4C ISG20 JAK1 BTG1 PLAAT4 HLA-F KLRD1 ITGAL TCF7 CD48 RUNX3 LTB HLA-H ITK ARHGAP45 FCMR PIM2 PTGER4 FCER1G CD96 CCL5 YPEL5 EVL DENND2D PTPN22 RGCC DNAJB1 PDCD4 PRF1 GPR65 TMIGD2 IL32 CLK1 LITAF GNG2 GPR183 WIPF1 SAMD3 TMC8 ARPC1B COTL1 PSMB9 TBC1D10C OSTF1 SEPTIN6 TXNIP SLC9A3R1 STK4 SPOCK2 FAM107B IL2RB SASH3 RHOH TAPBP CLEC2D PVRIG LPXN RNF166 SAMSN1 ZNF331 ARHGAP15 RIPOR2 CD3G LAT CD37 FXYD5 CNOT6L LEPROTL1 TXK LEF1 TUBA4A SELL SKAP1 PIK3IP1 RNF213 HCLS1 CCND3 ISG15 SLC2A3 DEDD2 SH3KBP1 CYRIB CUI_DEVELOPING_HEART_COMPACT_ATRIAL_CARDIOMYOCYTE http://www.gsea-msigdb.org/gsea/msigdb/cards/CUI_DEVELOPING_HEART_COMPACT_ATRIAL_CARDIOMYOCYTE FTH1 GAPDH RPL7 RPS3A RPL13 RPL31 RPS27 CRYAB RPL18A RPL27A FTL PLN YBX1 COX7A1 MB CUI_DEVELOPING_HEART_TRABECULAR_ATRIAL_CARDIOMYOCYTE http://www.gsea-msigdb.org/gsea/msigdb/cards/CUI_DEVELOPING_HEART_TRABECULAR_ATRIAL_CARDIOMYOCYTE MALAT1 TTN PAM SLC8A1 ATP2A2 APLP2 HSPA5 GJA5 ITGB1 PSAP SPTBN1 CALU AKAP9 PPIC ASAH1 ARL6IP5 COL2A1 RELN KTN1 HSP90B1 CD63 MARCHF6 ASPH SLC2A1 CDH2 WSB1 LAPTM4B MACF1 SVIL LUC7L3 DMD NPTN NES DSP COX6A1 BSG SLC38A1 RNPC3 FLNC NDUFB9 PRNP ATP1B1 RTN4 MDK EDNRA PTPRK REEP5 CANX VCL LGALS3BP MMP15 TIMP3 ERBB2 LMO7 RPN2 FAT1 PDIA3 TMBIM6 COL4A2 LAMB2 C5orf15 EMP2 AGL BVES DDX17 PKN2 SPCS2 KIDINS220 PARM1 COL18A1 ANGPT1 PTGFRN DST NNT TMTC3 TMX2 NID2 CPVL ATP1A1 XIRP1 PCMT1 SPTAN1 PLOD2 TMED10 CD164 SELENOT ATP13A3 HEPH KCNH7 LMAN1 DCBLD2 PLEKHA5 GRN WLS LEPROT NCAM1 DPY19L2 CXADR ITGA6 FRAS1 TMEM245 P4HA1 FBN2 TM9SF2 CYP51A1 SPINT2 DKK3 AIFM1 EPRS1 LAMP2 SLC16A1 MSMO1 TMEM38B BCAP29 B2M PRKDC RDH11 SLC20A2 SLC3A2 ETNK1 GOLIM4 OS9 SCD DNAJB9 HEG1 HRC CCNL1 PLXNB2 TRA2B SQLE ATP11A NOMO1 PRSS35 ANKRD26 HERC2P2 VEGFA KIAA1109 RNF207 JAG1 MESD ABCC5 LTBP1 IGF2BP2 MTDH ZNF827 B3GNT2 LNPK ATP6AP2 ADGRL2 PGRMC1 TCERG1 BMPR2 NFE2L1 CTSL TNFRSF12A SUCO INSR DAG1 CYP2J2 TMEM41B FREM2 CACNA1C NEU1 CPE GPAA1 GOLGA8A COL4A6 CTSV SURF4 AKAP1 FAM189A2 COL9A1 MFSD11 MEIS1 TLCD4 MYSM1 MARS1 GPC1 SLC11A2 CUI_DEVELOPING_HEART_COMPACT_VENTRICULAR_CARDIOMYOCYTE http://www.gsea-msigdb.org/gsea/msigdb/cards/CUI_DEVELOPING_HEART_COMPACT_VENTRICULAR_CARDIOMYOCYTE COL3A1 COL1A1 DCN COL1A2 POSTN TNNI3 DES FN1 SPARCL1 MGP OGN COL6A3 LUM PLAC9 CXCL14 LGALS1 DLK1 VIM HSPB1 FBN1 ELN COL5A1 MMP2 CRYAB BANCR LGALS3 COL12A1 UGDH-AS1 IL32 RBP7 PDK4 COL15A1 RNASE1 TIMP2 AHSP SRGN COL6A2 TCF21 ASPN ALDOC HLA-B NEFL LPP C7 CASQ2 NIBAN1 CXCL8 ITM2A COL5A2 FHL1 HAPLN1 MYL2 COL6A6 KLF4 SHISA9 RPS4Y1 GSTT1 PGAM2 MAB21L3 CD34 CNOT11 TSPO DPT COL6A1 SPARC CUI_DEVELOPING_HEART_TRABECULAR_VENTRICULAR_CARDIOMYOCYTE http://www.gsea-msigdb.org/gsea/msigdb/cards/CUI_DEVELOPING_HEART_TRABECULAR_VENTRICULAR_CARDIOMYOCYTE PGAM4 HSPA5 KRT19 DDIT3 COX6A1 TNNT1 MSMO1 COL2A1 SCD CRABP2 CCN1 SPINT2 DNAJB1 YWHAQ SLIT2 INSIG1 IER2 SQLE RCAN1 CLDN6 HERPUD1 HNRNPL ANXA3 MLLT11 SLC3A2 ANGPT1 PPP1R15A CYP51A1 S1PR1 CD24 TOB1 TIMM17A VCAM1 PRKDC KRT8 LRPAP1 EBP MGST1 CD320 RGS3 MRPL13 CTSV ARRDC3 VCAN COMMD10 TMEM88 SRSF6 LRRC49 SLC2A1 PIP4P2 CDH3 RASD1 RASL11B GET1 HMGA2 ISOC1 SKIL HSPB8 TNFRSF12A DEPP1 KPNA2 CCN2 RTCB ABHD12 MYH6 EXOSC8 TSPAN13 HEY1 GEM SGPL1 GALE NOP16 TRH LIX1 PDGFD HTR3B EPSTI1 HES1 GMNN SDF2L1 PHACTR3 KCNH7 HBEGF WDR12 B3GNT2 VPS33A NPPB XRCC4 NEURL2 KLHL31 TRAPPC3 CCDC181 ARL4D DHCR7 RXRG HAMP RC3H1 DENR BUB3 H2AW NET1 DGKI SMTNL2 HMGCR FAM118B MPHOSPH6 LINC01405 ABHD16A REEP6 SIGMAR1 CUI_DEVELOPING_HEART_5TH_WEEK_ATRIAL_CARDIOMYOCYTE http://www.gsea-msigdb.org/gsea/msigdb/cards/CUI_DEVELOPING_HEART_5TH_WEEK_ATRIAL_CARDIOMYOCYTE MYH7 MYL2 MASP1 VCAN S100A4 LBH HAPLN1 TRDN-AS1 LGALS1 HAND1 HIGD1A IRX3 HNRNPL LAMA4 CRNDE SCUBE3 TM4SF1 CXCL12 PDGFD FABP5 TMSB4X RAMP2 C15orf41 FRMD3 DGCR6 CYB5A RGS3 GJA1 SLIT2 HEY2 OLFML3 DBI EMCN ISOC1 EIF2S3 NFIA COX7A1 COL3A1 C7 H4C3 ESAM CMTM7 CD24 ATP1A3 CUI_DEVELOPING_HEART_5TH_WEEK_VENTRICULAR_CARDIOMYOCYTE http://www.gsea-msigdb.org/gsea/msigdb/cards/CUI_DEVELOPING_HEART_5TH_WEEK_VENTRICULAR_CARDIOMYOCYTE MYH6 PAM CALB2 NR2F1 VSNL1 PGAM2 COL2A1 GPX3 GJA5 LINC01844 TESC NR2F1-AS1 RELN PDLIM3 TECRL DKK3 SH3KBP1 RABGAP1L ATP2A2 FOS PIFO CLIC5 PDLIM4 ABRA IGFBPL1 GATM TUBB6 HSDL1 NR2F2-AS1 HEY1 AIF1L SVIP MARCHF3 SORD EGR2 CPNE5 H2BC21 PREP SYNPO2L LINC00842 ACTA1 KLK6 B3GNT2 DUSP5 STAR PJA1 CPE ULK4 CNN1 SLC30A3 SMCO4 ELAPOR2 SHISA5 ITM2A PPP2R2B ZFP36 RAB9B INTS6L RHOD BVES DES FAM78A VWDE BAIAP2L1 DESI1 MYBPHL DUSP2 ZNF385B EPM2AIP1 TMEM185A WNK1 PDE8B CREB3L2 MCEMP1 EHD4 NPPB FEZ1 DUSP14 NTF4 HAND2 ADM CUI_DEVELOPING_HEART_LEFT_VENTRICULAR_CARDIOMYOCYTE http://www.gsea-msigdb.org/gsea/msigdb/cards/CUI_DEVELOPING_HEART_LEFT_VENTRICULAR_CARDIOMYOCYTE TM4SF1 MYH7 LGALS1 ESAM PLVAP COL3A1 COLEC11 CCL2 IRX3 SLIT2 ENG CTHRC1 TRDN-AS1 THY1 HES1 TFPI HAPLN1 RAMP2 ECSCR HAND1 CXCL14 CRNDE PLXND1 TMEM88 NPPC PLK2 EMCN ISOC1 GJA1 ANXA1 PHLDA1 SCUBE3 BRIP1 KCNJ2 CMC1 POSTN S100A11 SOX11 TRAIP SOX4 CUI_DEVELOPING_HEART_RIGHT_VENTRICULAR_CARDIOMYOCYTE http://www.gsea-msigdb.org/gsea/msigdb/cards/CUI_DEVELOPING_HEART_RIGHT_VENTRICULAR_CARDIOMYOCYTE DGCR6 ISYNA1 LBH MASP1 S100A4 VCAN GPRIN3 CD24 KLHDC8B IGFBP7 PYGM RXRG CMTM7 BEX1 C7 ATP1A3 KIFAP3 ECI1 CCDC34 PYGL LINC01405 HEY2 GPR22 TXNIP BIN1 CAVIN4 CUI_DEVELOPING_HEART_LEFT_ATRIAL_CARDIOMYOCYTE http://www.gsea-msigdb.org/gsea/msigdb/cards/CUI_DEVELOPING_HEART_LEFT_ATRIAL_CARDIOMYOCYTE MYH6 PITX2 GJA5 VSNL1 LINC01844 NR2F1 PAM COL2A1 CALB2 RABGAP1L GPX3 SFRP1 FHL1 TESC NR2F1-AS1 PIM1 CLIC5 PIFO RELN BCO2 CUI_DEVELOPING_HEART_RIGHT_ATRIAL_CARDIOMYOCYTE http://www.gsea-msigdb.org/gsea/msigdb/cards/CUI_DEVELOPING_HEART_RIGHT_ATRIAL_CARDIOMYOCYTE KLK6 ACTA1 ABRA PAM UCP2 NR4A1 CALB2 CAV1 ULK4 HAMP HCN4 PNP NMRK2 SLC30A3 CDKN1A DUSP2 TAF10 CITED4 TMEM189 LRAT HHIP-AS1 GNAL MYPN EFNB1 DES MYLK3 ARNTL2 RNF187 SPRYD3 DPP9 RASSF8 NES GHRH NR4A2 COL9A1 RTN4R INPP1 LINC01170 MTMR9 POFUT2 DAGLB CUI_DEVELOPING_HEART_CARDIAC_FIBROBLASTS http://www.gsea-msigdb.org/gsea/msigdb/cards/CUI_DEVELOPING_HEART_CARDIAC_FIBROBLASTS MYL7 TNNT2 ACTC1 TNNI3 MYL4 CSRP3 PLN TNNC1 TNNI1 MB SCN7A NPPA CKM TTN HSPB7 TPM1 ANKRD1 COL15A1 COX6A2 MYOZ2 MYBPC3 TCF21 LDB3 NEBL PGAM2 COLEC11 MYH7 LAMC1 DES HSPB3 FHL2 SLC25A4 GAPDH ACTN2 SMPX COL9A1 RBM24 ALDH1A2 GASK1B MYL3 CCND1 PEG3 MYL2 SORBS2 CRIP2 LAMB1 NKX2-5 MDH1 MYH6 PTN PPP1R3C LOXL2 IL32 ATP2A2 FITM1 ENG NPPB RRAD FRZB C7 MYOM1 PDLIM5 ALDOC ALDOA SH3BGR AKR1B1 MOXD1 COX5A MYL9 BNIP3 ATP5MC2 COX7B ENO3 TM4SF1 PKM FABP3 NMRK2 HSPB1 SMYD1 FGF12 SH3RF2 PKIG CCDC102B IGFBP2 TFPI RYR2 CKMT2 CASQ2 CSRP1 TCAP TRDN LIMCH1 RBPMS2 GOT1 COL6A3 BANCR HACD1 TRIL NEGR1 FREM1 CRYAB RAMP1 SYNPO2L S100A8 SOX9 LRRC10 CUI_DEVELOPING_HEART_SMOOTH_MUSCLE_CELL http://www.gsea-msigdb.org/gsea/msigdb/cards/CUI_DEVELOPING_HEART_SMOOTH_MUSCLE_CELL SFRP2 COL3A1 COL1A2 S100A6 C1R COL1A1 PCOLCE ITM2A CPZ SERPINF1 PI16 C1S CRABP2 SPARC FBLN1 OSR1 ELN PDGFRL CCDC80 PI15 IGFBP4 COL14A1 ANGPTL1 RCN3 NTRK2 OLFML2B CTSK LOX BGN CFH CPE C1QTNF3 F10 TSHZ2 S100A4 ID2 PPIC MFAP5 COLEC12 DUSP1 RNU6-2 NUCB2 ACVR2A RARRES2 OSR2 NPDC1 HEXIM1 EGFL6 CUI_DEVELOPING_HEART_ENDOCARDIAL_CELL http://www.gsea-msigdb.org/gsea/msigdb/cards/CUI_DEVELOPING_HEART_ENDOCARDIAL_CELL CDH11 NPR3 CTHRC1 COLEC11 MEST ITGA8 KRT18 ADGRG6 PCDH7 TFPI MYL7 CGNL1 ENG POSTN NPPA MASP1 OLFML3 OST4 C4orf48 ISYNA1 FXYD6 LRIG3 ITM2C LEPR PLVAP ST6GALNAC3 TMEM100 MYH6 QSOX1 CLEC11A SMOC1 COL18A1 PGAM2 FOXC1 KLHL4 TMEM141 NT5E ANGPTL4 SRPX PLAC9 IRX3 IL33 ST6GAL1 EMILIN1 BMPER ENPP1 EPHA4 DSG2 ATP1B1 F2RL2 SCARA3 EPS8 PLA2G5 CUI_DEVELOPING_HEART_CORONARY_VASCULAR_ENDOTHELIAL_CELL http://www.gsea-msigdb.org/gsea/msigdb/cards/CUI_DEVELOPING_HEART_CORONARY_VASCULAR_ENDOTHELIAL_CELL A2M FABP4 CD36 COL15A1 IGFBP7 FABP5 TNNT3 CLDN5 TCF4 TM4SF18 PDGFB TCIM CAV1 APLNR COL4A1 RGCC DIPK2B VWF JAM2 UACA COL4A2 UTRN HLA-B DST ADGRL4 C1QTNF9 CA4 GIMAP7 ROBO4 CD74 MEOX1 MEF2C MTSS1 CAVIN2 GIMAP4 APOD FLT4 GMFG RBP7 ARHGAP18 ITGA6 CUI_DEVELOPING_HEART_VASCULAR_ENDOTHELIAL_CELL http://www.gsea-msigdb.org/gsea/msigdb/cards/CUI_DEVELOPING_HEART_VASCULAR_ENDOTHELIAL_CELL ELN SULT1E1 FBLN5 ABI3BP MMP2 GAS6 CRTAC1 MPZL2 LTBP4 CYTL1 LTBP2 CLU SFRP5 SERPINE2 LTC4S PI16 SULF1 OMD LINC01133 PTN JUNB DKK2 FBLN2 BGN HTRA1 CLIC3 CD151 LTBP3 CST3 NFKBIA HSPA1A HSPA1B BCAM CD58 CFH EFEMP1 CARD16 SH3RF1 LIMA1 CPXM2 HEXB KLF2 KLF4 CPE COL5A1 MRC2 GADD45B ADAMTS1 BST2 NNMT APLP2 RHOB IFI27 MMRN1 IER2 MFAP2 BTG2 IFI6 LOX PDGFD CXCL2 GJA5 MMP28 PPP1R15A FOSB SEMA3F CD320 RAMP3 TSPAN7 PPIC HSD17B12 DEPP1 AHNAK2 PTGS1 GASK1B ZFP36 MYH9 DDIT4 SERPINE1 KCNN4 DPP7 PER1 NUCB2 SULF2 ITSN2 TOB1 HEG1 TNFAIP3 TXNIP AC020916.1 OS9 NES ICAM1 JUN SELENOM EMP3 FXYD5 RGS5 IGFBP7 SFRP4 MGP CKB RASD1 MEIS2 CXCL3 CTSD MALL GLT8D2 CRIM1 GABARAPL2 EFNA5 ATP6AP1 NPDC1 TSC22D1 PROCR GATA2 DHRS3 ANKRD36B COL1A1 FGL2 CLEC14A SEZ6L2 GABARAPL1 SLC7A8 PTGDS COL9A3 CTSK SDF4 MMRN2 HAPLN3 NEIL1 THBD FBLIM1 MET EMP2 CPAMD8 METRNL TENT5A GRN ALDH1A1 CFI DHH C1R IL11RA SLC41A3 SIK1 TMEM120A PTPRF ADCY4 KAZALD1 COL5A2 NFIX LSR SYNGR2 GOLIM4 LIMS2 SKIL SFRP1 ASS1 CBLN2 CDC42EP3 TSPAN2 PI15 CDH23 GLG1 TNKS1BP1 ASPN SWAP70 PDE4B PIGT CXCL1 MTUS1 RTN4RL2 CREB5 TCN2 MECOM KCNMB1 MAP3K8 BHLHE40 PDGFRL IGFBP2 KLHL13 ECM2 PXDC1 FAM3B TRIM22 MEGF6 IER5L ADH1B GJA1 ZFY AIF1L VCAM1 CUI_DEVELOPING_HEART_VALVAR_ENDOTHELIAL_CELL http://www.gsea-msigdb.org/gsea/msigdb/cards/CUI_DEVELOPING_HEART_VALVAR_ENDOTHELIAL_CELL NTRK2 CXCL8 NR4A2 S100A6 HLA-B CYSTM1 SELL S100B NFATC1 CXCL2 SERPINB1 AKR1B1 GEM DKK3 CD200 SLN ATF3 NR4A1 IGFBP5 IFI27 NEAT1 CDKN1A TSPAN8 OLFML2A KLF9 SERPINF1 RGS5 PTHLH S100A10 APOLD1 TIPARP PRNP ITPRIP NAMPT CD55 RHOU HBEGF PDLIM3 CLDN11 ASPN CTSK PDLIM1 F5 ITGB4 TPBG CRIP1 SOD2 EDIL3 PENK HS3ST1 NFIL3 PI16 CYP1B1 GLT8D2 CCL20 ANGPTL2 TNFAIP6 ANK2 PLA2G2A SPOCK3 VCAN CD9 NDP NR4A3 THBD IER5 CD44 PLAT CCDC3 RGS4 ADAMTS1 MTRNR2L1 HLA-H MT2A CEMIP2 MCL1 DUSP2 MMP19 GJA1 HAND2 S100A4 EVL SOCS3 OPTN GADD45A ARID5A HSPB8 FOSL2 BEX1 CA5B CLIC2 ANO1 PTGS2 TGFB3 STARD7 CCL4 GABARAPL1 CHMP1B AOPEP TUFT1 CTSL NET1 HSPA7 ACKR3 DUSP5 PKHD1L1 MAFF MTMR11 C7 WNT4 TUBB2A CEBPD PDGFRA FEZ1 PNP BIK C1QTNF1 PLPP5 HEY2 DKK2 PLIN2 IGFL2 GATA4 HAPLN1 TFPI2 SIK1 AQP1 CXCL1 ENDOD1 CRYAB STC1 TMBIM1 PMP22 PLLP PLCD1 TAC1 MTRNR2L10 SORD ACSL1 RCAN1 LDLR