AKT_UP.V1_DN https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/AKT_UP.V1_DN ACKR3 ADGRL1 ADHFE1 ALPL AMPD2 ANGPTL4 AQP5 ASF1A ASS1 AXIN2 BCS1L BEX4 BLVRB BTBD2 C11orf71 C1R C1S CAP2 CAV2 CBS CD248 CDC42BPA CDH16 CDPF1 CELA1 CHAD CHN2 CHST12 CNN2 COL17A1 CSDC2 DNAJA3 DPT DRAM1 EDARADD EFEMP1 EFEMP2 EIF4E3 ESR2 EXOSC1 FAH FAM20C FANK1 FAS FBXO32 FHOD3 FKBP11 FMO2 FMO3 FUT10 FUT8 FXYD1 G6PC2 GALNT16 GAS1 GATAD2B GHR GNA14 GNMT GRAMD1A GSPT2 GSTA4 HEBP1 HIC1 HMGCS2 HPS1 HTRA1 IBSP ID3 IFFO1 IFRD2 IL13RA1 IL17RC IRS1 IRS2 ISLR ITGBL1 ITIH5 ITPKB KCNK3 KCNN4 KCTD12 KLF2 KRT15 KRT5 LIMD1 LPL LTC4S MATN2 MEPE MERTK MMAA MOCOS MRPS6 MSL2 MSRB2 MYOC NAT8 NCAM1 NID1 NR1D1 NT5DC3 OGN PADI3 PAQR7 PDE4B PDE9A PDGFRA PDIA5 PDLIM3 PDLIM4 PDZRN3 PHF1 PI16 PKP1 PLA2G4A PLEK2 PLPP3 PLTP PM20D1 PNLIPRP1 POLD2 POLI PPP1R3C PROM1 PTGIS PUS7 RAMP1 RCE1 RECK RMND1 RNF25 RORC RPAP3 RPS6KB2 RTKN RXRB S1PR3 SASH1 SATB1 SCARA3 SCARA5 SCCPDH SERPINF2 SFRP2 SH3BGR SIRT3 SIX5 SLC18A1 SLC22A12 SLC37A4 SLC39A13 SLC39A4 SLC7A5 SLCO3A1 SLIT3 SMARCD3 SNHG6 STAT5A STMP1 SULT1E1 SYPL2 TCAF2 TCF21 TCF3 TEC TIMP3 TNFRSF19 TNNC2 TNS2 TP53I13 TPD52L1 TSPAN4 TSPYL4 TULP3 TYW1 UPB1 VSIG2 WIF1 ZC3H12C ZDHHC6 ZEB1 ZFYVE21 ZNF213 ZNF385A ZNF771 ZSCAN26 AKT_UP.V1_UP https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/AKT_UP.V1_UP ABCA7 ACOT9 ADAM10 ADGRG1 ADH4 ADORA2B AK4 ALDOC ANGPTL1 ANXA13 ARG1 ASB11 ATF3 BACE2 BID BPGM C3orf52 CALCB CAMKK1 CARD19 CCNG2 CD55 CDKN2B CIR1 CLMN COMTD1 CRLF1 CTRB1 CXCL16 CYP51A1 DHCR24 DHCR7 DLG4 DNAJB13 DUSP10 EDN1 ERO1A FABP5 FAM3B FBXO6 FDFT1 FLT1 FXR2 GAK GCH1 GDE1 GDPD2 GIPC1 GOT1 GPD2 GPX2 GPX8 GSDMC GTF2IRD1 GUSB H2BC17 H4C8 H4C9 HCK HIC2 HIF3A HOXB9 IDI1 IFIT1 IFIT2 IFIT3 IL1F10 IL1R1 INSIG2 JPT1 KCNE3 KCNK5 KCNQ1 KLF6 KRT23 LDHC LDLR LGMN LRG1 LSS MAL2 MAN2B2 METRNL MFSD4A MGARP MICU1 MMP15 MPZL2 MSMO1 MYO5B NEU1 NFIL3 NIBAN1 NKAIN1 P2RX5 PACSIN3 PAK1 PARM1 PDGFD PDK1 PDK3 PDZD11 PFKP PLAGL1 PLAT PLK2 PLSCR1 POLE3 PON2 PPP1R3F PREP PRKCH PRSS37 PSCA PTPN14 PTPRJ PTRH1 PYGL RASSF1 RHOV RIMKLB RIPK3 ROPN1L RUNDC3A S100A14 SAA1 SAA2 SAA4 SEC14L2 SECTM1 SEPTIN9 SFTPD SGPL1 SGSM3 SH3BGRL2 SLC2A1 SLC6A14 SLC6A6 SNHG11 SOCS6 SPECC1 SPHK1 SPRR1A SPRR2A ST6GALNAC6 SUCO SYT17 SYT8 TACSTD2 TESC TFRC TJP3 TLCD4 TMCC3 TMEM40 TMPRSS4 TNFRSF12A TOM1L1 TOR3A TPD52L3 TPRN TRAF4 UBE2C UGT8 UNC5B VAMP5 VAT1 VILL WFDC12 AKT_UP_MTOR_DN.V1_DN https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/AKT_UP_MTOR_DN.V1_DN ABHD14A ACY1 ADHFE1 ADORA1 AGPAT5 AMPD2 ANGPTL4 AP2B1 AQP5 ASF1A ASS1 BCS1L BDH1 BEX4 BLVRB BMP7 BPIFB5P C11orf71 C1R CADM3 CAMKK2 CAP2 CAV2 CBS CBY1 CD200 CD248 CDC42BPA CDH16 CDPF1 CELA1 CENPQ CES2 CHAD CHN2 CHRDL1 CHST12 COIL COL17A1 COL5A2 CPLX2 DNAJA3 DPT DPYD EFEMP1 EIF4E3 ERF ESR2 FAM20C FAS FBN1 FEZ2 FKBP10 FKBP11 FMC1 FMO3 FRAT2 FXYD1 GALNT16 GAS1 GATAD2B GNA14 GNAT2 GNG11 GNMT GPR83 GSDMA GSPT2 GSTA4 HARS2 HAUS1 HIC1 HPGD IBSP IFRD2 IL13RA1 IL17RC IL7 IRS1 ISYNA1 ITGA6 ITLN1 ITPKB ITSN1 JPH3 KCNAB3 KCNK3 KCNN4 KCTD12 KLF1 KRBA1 KRT6C LANCL2 LIMD1 LPL LRRC1 MAZ MCM6 MEPE MERTK METTL5 MGAT4B MLPH MLXIPL MMAA MOCOS MRPS6 MSL2 MSRB2 MSX1 MTHFD1 MYB MYO1G NAT8 NCMAP NDRG4 NID1 OGN PARP2 PDIA5 PDZRN3 PHGR1 PHLDA2 PI16 PKP1 PLA2G4A PLEK2 PLPP3 PMPCB PNLIPRP1 POLD2 POLI POLM PPP1R3C PRKRIP1 PROM1 PSAT1 PUS7 RAMP1 RETREG3 RGS19 RNF25 RPS6KB2 RTKN RTN1 S1PR3 SARS2 SASH1 SATB1 SERPINF2 SFRP5 SH3BGR SHMT1 SLC18A1 SLC22A12 SLC37A4 SLC7A5 SLCO3A1 SMARCD3 SNHG6 SPATA5 STAB1 STEAP1 TACR3 TBCE TEC TIPIN TM4SF1 TMEM97 TNFRSF19 TNNC2 TP53I13 TPH1 TSPAN4 TSPYL4 TULP3 TYMP TYW1 UTP20 VCAN VPS33B WEE1 ZC3HC1 ZNF112 ZNF771 AKT_UP_MTOR_DN.V1_UP https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/AKT_UP_MTOR_DN.V1_UP A4GALT ABCA7 ADAM10 ADGRG1 ADORA2B AK4 ALDOC ANGPTL1 ANXA13 APOC2 ARG1 ARRDC4 ATF3 BACE2 BCAS2 BMP8B BSND C3orf52 CALCB CAMKK1 CARD19 CD55 CDKN2B CIR1 CLMN CPE CPNE6 CRLF1 CTNS CXCL1 CXCL16 CXCL5 DAGLB DAZL DHCR24 DHCR7 DSCAM DUSP1 DUSP10 DUSP8 EDN1 EFNB2 ELL FBXL15 FBXO6 FKBP8 FLT1 FXR2 FXYD4 GAK GCH1 GDE1 GDPD2 GGA1 GIPC1 GLDC GPD2 GPX8 GSDMC GUSB H4C8 H4C9 HBEGF HCK HCN2 HIC2 HIF3A HLA-DQB1 HMCES HOXB3 HOXB5 IFIT1 IL1R1 ILRUN ING2 JUNB KCNH3 KCNK5 KCNQ1 KCTD9 KLF10 KLF6 KRT23 LAMC2 LGMN LRG1 LSS LYPD1 MAL2 MAN2B2 METRNL MGARP MICU1 MLLT1 MPP2 MPZL2 MSR1 MVP MYCN MYO5B NEU1 NFIL3 NFKB2 NIBAN1 NIN NOL12 PACSIN3 PAK1 PARM1 PDE10A PDK3 PDZD11 PFDN2 PLAGL1 PLAT PLK2 PLSCR1 PON1 PON2 PPP1R3F PRSS37 PSCA PSMD7 PTGDR2 PTPRJ PYGL RAB3IP RASAL3 RASD1 RASSF1 RBM4 RIMKLB RNF19B RNF41 RUNDC3A S100A8 SAA1 SAA2 SEC14L2 SFTPD SGPL1 SH3BGRL2 SLC39A8 SLC44A1 SLC6A6 SNHG11 SOCS6 SPHK1 SPINK4 SPRR2A ST6GALNAC6 SUCO SUSD4 SYT17 SYT8 TACSTD2 TESC TGIF1 TJP3 TLCD4 TMCC3 TMEM186 TMEM40 TMPRSS4 TNFRSF12A TOR3A TPD52L3 TPRN TRAF3 TTLL1 UBE2R2 VAMP5 VANGL2 VAT1 VILL WFDC12 ZBTB21 ZNF746 ALK_DN.V1_DN https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/ALK_DN.V1_DN ABHD8 ADCY2 ADORA3 AGRP ANGPTL7 AP1G2 AQP3 ARID3B ATP2C2 BCO1 CAMK2A CASQ2 CCDC81 CCR8 CD300C CEACAM6 CEACAM7 CEP41 CHRM4 CIC CIDEB CLCA1 CMKLR1 CNMD CNTNAP2 COL9A3 CRYAB CST4 CTF1 CTRC DIO2 DLGAP2 DNAJA4 DNASE1L2 DOC2A DOK3 DPEP1 EFHD1 EFNA2 EGFL6 ESRP1 FAM215A FGL2 FOS FOXA1 FXYD6 FZD8 GABRG2 GCKR GPA33 GPR162 GPR45 GPX2 GRB7 GRM2 GSG1 GYPE HDAC9 HPX HSPA1L IFI27 IFI44L IFI6 IGFBP6 INPP5D IRF9 ITIH2 KAZN KCNC3 KCNJ9 KCNN4 KIAA0408 LCN1 LDLRAD4 LGR5 LILRA6 LPA LPAR2 MAEA MIA MIR124-1HG MTHFR MX1 MYH1 MYL10 NAT2 NDRG2 NMNAT2 NRDE2 OAS1 OLFM4 OPRD1 OR10J1 OR1D2 P2RX2 PAX1 PCDH8 PENK PPP2R1A PRDM14 PRELID3A PRODH PROZ PRPH PSORS1C1 PTK2B PTPRF PTPRZ1 PYY RBPJL RHO RPL23AP7 RTP4 RXRG SEMA3E SEMA7A SERPINF2 SERPINI2 SLA SLC10A1 SLC28A2 SPTB ST8SIA3 STUB1 TCP10L3 TEDC2 TEX13A THSD4 TIAM1 TRIM17 TTC38 UNC93B1 USP46 UTY VAV1 VAV2 VPS37B ZBED2 ZFYVE26 ALK_DN.V1_UP https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/ALK_DN.V1_UP ACTL6B ADAM12 ADAM28 AIF1 AMELY ANGPT2 ANGPTL4 AQP7 AQP9 ARHGAP4 ASNS B3GALT4 BDKRB2 BEGAIN BMPR1B BST1 CA2 CA3 CARD9 CATSPERG CBS CCL19 CCL20 CCNK CCR7 CEBPG CES1P1 CFTR CH25H CHAC1 CHI3L1 CHST8 CLSPN CRYGA CSTA CTH CTRB2 CXCL5 CXCR5 DDIT4 DECR2 DLX6 DMP1 ENPP2 ENTPD3 EPAS1 EREG ETV1 FABP2 FAM110D FAP FBXL8 FBXW4P1 FGF21 FJX1 FLVCR2 FMO1 FOXP3 GALK1 GDF15 GDF5 GNA15 GNAT2 GRM1 GRPR H3-4 HLA-DMB HMGB3P1 IGLL1 IL1R2 IL6 INHBE KRT81 KYNU LIN28A LMX1B LTC4S LYL1 MINDY3 MLC1 MPO MRAS MT1H MTHFD2 NFKBIL1 NNAT NOD2 NTRK1 OLFML3 OPRPN OR10H3 P2RX3 PCK2 PDZD7 PIK3CG PNOC PRDM1 PRODHLP PSAT1 PYGB PYY2 RAB9BP1 RBM17 RIBC2 RRAS SAA1 SCGB1D1 SCN1A SCN9A SLAMF7 SLC12A8 SLC1A3 SLC1A5 SLC6A9 SLC7A11 SLC7A5 SMPX SPACA1 SPP1 SPRR2C STC2 STEAP4 STMN2 TBL1Y TBX2 TCIM TDO2 TFEC THAP3 TREM1 TRIB3 TTLL2 UBQLN3 UNC13A VEGFA VEGFC VNN2 VSTM4 XBP1 ZNF639 ZNRF4 ATF2_S_UP.V1_DN https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/ATF2_S_UP.V1_DN A2M AADAC ABCA8 ABCC3 ABHD8 ACACA ADAM22 ADARB1 ADH1B ADORA3 AIRE AK4 AK4P3 ANGPTL4 ANXA10 ATF5 BMP6 BMPR1B C1RL C4BPA CATSPERG CBX7 CCIN CCK CCL11 CCL17 CCL2 CD302 CDIP1 CELF2 CEMIP CHI3L1 CLDN14 CLGN CLMN COBLL1 COL11A1 COL15A1 COL16A1 COL7A1 COMP CPTP CRELD1 CRIP2 CRLF1 CSGALNACT1 CSTA CWF19L1 CYP1B1 DAPK1 DENND4C DES DGKD DNAJC12 DNTT DPP4 EFEMP1 ENO2 ERO1A EVC FBLN2 FGF7 FGF9 FMOD FOS GABRD GALNT12 GAS1 GCH1 GLRA2 GMEB1 GPRASP1 GPRC5C GPT HAPLN1 HCRTR2 HSD17B1 ID3 ID4 IGFBP2 IL1R1 IL1RAP IL33 IL4R IQCG IRS4 ITGBL1 ITIH5 ITPR1 JUP KBTBD11 KCNAB2 KCND2 KCTD12 KLHL28 KLHL3 KRT8 LAMA1 LAMA2 LTBP3 MAGIX MGC4859 MN1 MYBPH MYH1 MYO1D NDUFA4L2 NEAT1 NFE2 NFIB NGF NPFF NPIPA1 NPPB NXT2 OSGEPL1 OSMR PADI2 PARD6B PCSK7 PDE4DIP PDLIM3 PID1 PISD PLA2G2A PLAAT3 PLEK2 PLN PLSCR4 PLXNB1 PNMA2 POLE PPL PTER PTGER2 PTGIS PTGS2 RARRES1 REN RGS2 RGS5 RHCE RNF39 ROR1 SBNO2 SDC3 SERPINA3 SERPINB7 SERPING1 SFRP4 SGCG SIK2 SLC12A8 SLC1A3 SLC29A3 SLC39A8 SLC4A2 SLC7A7 SLIT3 SMAD6 SNCAIP SORBS1 SPINT2 ST3GAL6 ST6GALNAC2 STMN2 STXBP2 SVEP1 TAF1C TCF21 TENM4 THOC6 TLE3 TMEM176A TNFAIP6 TNFRSF11B TNNT2 TPD52 TREM1 TRMT9B VASH1 VAV2 VCAM1 VTN WT1 ZDHHC8BP ZP4 ATF2_S_UP.V1_UP https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/ATF2_S_UP.V1_UP ABCD2 ABLIM3 ADAMTSL4 ADIRF ADRB2 ALX3 ANGPTL3 ANKRD11 ANXA3 APAF1 APOL6 ARHGAP22 ARSJ ASB4 ASIC4 ATP2B2 B3GALT2 B3GNT3 BAALC BARX1 BCL7C BMAL1 C1orf115 C3AR1 CACNA2D3 CCDC81 CD24 CD8A CDKN3 CENPU CEP41 CHCHD7 CHML CLCN2 CLDN1 COQ4 CRYBG1 CST1 CST5 CTNNBIP1 CTRL CUBN CXCL1 CXCL8 DBNDD1 DDX6 DECR2 DHX9-AS1 DIRAS3 DLEC1 DYSF EFNB2 ENDOG EPX ETS2 EZH2 F9 FAM107A FANCF FAT4 FGFBP1 FMO6P FNDC11 FOXG1 FOXH1 FOXJ1 FOXM1 FSD1 GALNT14 GALNT6 GALR2 GNA14 GNA15 GPER1 GPR63 GRHL2 GSG1 GSTT2 HBD HOXD1 HOXD10 HSD17B3 HSD3B1 HSPA6 HTR2B IFNA21 IL17RB IL20RA IL32 INA INSL6 ITGA6 ITGA8 ITIH3 KCNB1 KIF20A KIF23 KLHL1 KRT81 LAS1L LHX2 LHX6 LRRC17 LRRTM2 MAGEC3 MAP1B MAS1 MBOAT7 MMP1 MMP8 MON1B MPZ MRAS MYO7A N6AMT1 NEFL NEFM NFE2L3 NIPAL3 NLGN1 NNAT NQO2 NRXN3 ODAM OR10C1 OR2B6 OVOL1 PAGE4 PAX1 PCDHA9 PCNT PCSK1N PIR PITX1 PLAU PLCB4 PLEKHA2 PMEL PML PNLIP POMT2 PPM1H PRKCD PRSS16 PSMB9 PSPN PSTPIP1 PTGDS RASGRP1 RBFA RDH16 RELN RGS11 RHPN1-AS1 RPL39L RSAD2 RSPH6A S100A4 S100A9 SATB2 SCIN SEMA5A SH3BGR SLC13A3 SLC13A4 SLC25A51 SLC9A2 SLCO1B1 SPDEF SSPN STEAP1B SYNGR3 TBC1D19 TCIM TK1 TMEM156 TNFRSF13B TNFSF18 TNFSF4 TOP2A TRPC4 TRPM2 TTR UGT2A1 UNG UPP1 USP9Y VPREB3 WNT5B YJU2 ZFR2 ZNF324B ZNF804A ATF2_UP.V1_DN https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/ATF2_UP.V1_DN AADAC ABCA8 ABCC3 ACACA ACVR2A ADA2 ADAM15 ADORA2B AFF1 AIRE AK4 AK4P3 ANXA10 ARHGEF3 ARNT2 ATP8B4 BHLHE40 BHMT C1RL CA9 CCK CCL11 CCL2 CCN4 CCP110 CD1B CD200 CD302 CD68 CDH13 CDK5RAP2 CELF2 CEMIP CFB CFH CHI3L1 COMP CRLF1 CSGALNACT1 CTH CXCL12 CYBRD1 CYP1B1 DENND2D DENND4C DEPP1 DGKD DNAJC12 EDIL3 EDNRA EFEMP1 EIF2AK3 ERAP2 ERO1A EVC FBLN2 FGF7 FGF9 FMOD FOS FRY GALNT12 GAS1 GASK1B GCH1 GLRA2 GOLGA8A GPR37 GPRC5B GPRC5C GSR GSTT1 GUCA1B HAPLN1 HEXIM1 HKDC1 HMG20A HOXB2 HS2ST1 ID4 IGFBP2 IL1R1 IL1RAP IL33 IQCG IRS2 ITGBL1 ITIH5 JUP KCND2 KCNJ2 KCTD12 KEL KLHL21 KLRK1 LIMCH1 MFAP4 MN1 MRPL44 MYH3 MYO1D NDUFA4L2 NEAT1 NFIB NPIPA1 NPPB NUP58 PC PCSK7 PDE4DIP PDLIM3 PDPN PELI2 PER3 PID1 PIGN PIM1 PIP PISD PKD1P6 PKP2 PLA2G2A PLA2G4A PLAAT3 PLEK2 PLN PLS1 PLSCR4 PNMA2 POGZ PPL PPP4R2 PTER PTGFR PTGIS PTGS2 PTX3 RAB11FIP1 RARRES1 RBL2 REV3L RNASE4 ROR1 RPS6KB1 S100A3 SCD SCRG1 SDC3 SERPINA3 SERPINB9 SFRP4 SGCG SHOX2 SIK1 SLC12A8 SLC24A3 SLC25A15 SLC25A28 SLC39A8 SLCO4A1 SLIT3 SMAD6 SNCAIP SP1 SPINT2 SPRR2B ST6GALNAC2 STON1 STXBP2 SVEP1 TAF1C TCF21 TGM5 TNFRSF11B TOP3B TP73-AS1 TPD52 TREM1 UBXN2B VCAM1 VTN ZC3H12A ZNF432 ZNF652 ZSCAN31 ATF2_UP.V1_UP https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/ATF2_UP.V1_UP ABCB9 ABLIM3 ADAM28 ADM2 AKAP4 ALLC ALOX12 ALX3 AMELY ANKRD11 ANKRD34C APAF1 APBA1 APOD ARHGAP22 ARSJ ASPN ATP13A2 BAALC BAIAP3 BRAP C2CD2L C3AR1 CA14 CARD9 CBX5 CCR4 CD19 CD3D CD8A CEBPA-DT CENPO CENPU CEP41 CHRNG CLDN1 CLDN15 CNTN5 COL2A1 CORO2B CST5 DCAF4 DENND2A DGKZ DIP2A DNAJC15 DNASE2B DTL EEIG1 EFHD1 EMILIN2 ENDOG FABP4 FANCF FGF16 FGF20 FGFBP1 FGR FOXG1 FOXL2 FOXM1 FRMD1 FSD1 FSHB G0S2 GALNT6 GALR2 GDF10 GINS2 GINS3 GMPPB GNA14 GNA15 GPR63 GPX5 GRAP GSTT2 GTF3C5 GUCA1A GZMK HMX1 HOXB1 HOXD1 HOXD11 HPGD HSD3B1 HSPA6 ICAM2 IGF2 IL32 INPP4B ISLR ITGA8 KCNA2 KCNAB3 KCNK3 KIR2DS1 KISS1 KRT7 KRT81 LAS1L LIG1 LILRA5 LIPE LRTM1 LTB LYPD1 MAGEC3 MAP2 MAS1 MELK MMP1 MNAT1 NCAPG NEDD9 NEFL NEFM NEO1 NES NEUROG1 NFKBIB NFKBIL1 NME3 NNAT NRXN2 OR10C1 PACS1 PAFAH1B3 PAX1 PCDH1 PCDHA9 PCOTH PCP4 PCSK1N PELP1 PIN1 PITX1 PLAU PLBD1 PLCB3 PLCB4 PLK4 PLXNB3 PNLIP PODXL POLD1 PRKCD PRMT8 PRSS50 PTDSS2 PTGER1 PTPRT RAD51 RBP1 REEP2 RNF2 RNF43 RSPH6A S100A4 SAG SCUBE3 SERPINB2 SH3BGR SLC5A2 SMARCAL1 SPRR2C STAT5A STEAP1B STRA6 SULT1B1 TBC1D29P TCIM TCIRG1 TK1 TNFRSF13B TNFSF18 TRIM14 TRIM9 TRPM2 TSC22D4 TSPAN32 TSSK2 UPP1 VIPR2 VRTN WNT5B YJU2 ZFR2 ZNF324B ZNF639 ATM_DN.V1_DN https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/ATM_DN.V1_DN ABCD1 ACVRL1 ADCY10 ADRB3 AGXT ALX3 ANGPT4 AP4S1 ARSF AVPR1B AZI2 BMPR2 CCL11 CD14 CD69 CEACAM6 CES1P1 CFH CHIA CLCN4 CLEC3B CLEC4E CRYBA1 CRYGC CSF2RB CTRC CXCL3 CYBB CYP1A2 CYP2J2 DNAH9 DSG3 EDN3 ELOA2 ENTPD7 EPHA1 F10 FAM215A FBXO24 FCN1 FCN2 FER FGFBP1 FMO5 FOXB1 GABRB2 GDNF GMIP GPR22 GPR65 GPR68 GPSM2 GRIN2D GRM8 GTF2A1 H3C2 HAAO HCRTR1 HHLA2 HMHB1 HS3ST3B1 IFI27 IFNA21 IL1RAPL1 IL21 IMPG2 ITGB4 ITPKA KCNC4 KCNE1 KCNG1 KCNIP2 KCNQ4 KIR3DL2 LHCGR LILRA2 LPAR3 LSM5 LY6G6D MAG MAGEA4 MDFI MIA2 MMP27 MRAS MS4A2 NEUROD1 NLGN3 NNAT NTRK2 OPCML PAX1 PCDHB3 PI15 PLA2G3 PLCD1 PLSCR2 PLXNB1 PMEL PPARGC1A PPIL2 PRDM11 PRRG2 PRSS21 PRSS50 PTPN11 RAPGEF4 RASSF9 RDX RETN RHAG RNASE2 SAG SCGB2A1 SEMA3A SETD4 SLC10A2 SLC17A1 SLC24A2 SMPX SPAG11A SPTLC2 SRD5A2 SRPK3 SSX3 ST3GAL1 STK17B STX2 SULT1E1 TAGLN TCAP TEK TEX14 TFEC TLL2 TLR7 TMPRSS2 TRPC5 TSPAN32 TXNRD2 WASL WNT2 XIAP ZFP36L1 ZNF137P ZNF208 ATM_DN.V1_UP https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/ATM_DN.V1_UP ABCA8 ABCG5 ACACA ADAM18 ADARB1 AKAP5 APBA2 ASIC4 BCHE BCL2L11 BDKRB1 BDNF BEST1 CA6 CAV3 CCR10 CD19 CD36 CD8A CEBPE CHGB CIITA CLCN6 CLDN14 CLIC2 CLIC5 CNTFR COL9A3 CPA3 CRHR1 CRHR2 CSF3R CST4 CYP24A1 CYP2C9 CYP4F3 DLX6 DNAI1 DYSF ECM2 EFNA1 ENO3 EPN1 F13A1 FCGR1A FCGR2A FGF5 FLT1 FSTL3 GAB2 GAPDHS GCM1 GDF2 GHRHR GJB1 GKN1 GLRA2 GPR162 GRIK1 H3C7 H6PD HCAR3 HPR HRK HSD17B3 HSD3B2 ICAM5 IGFBP4 IL2 IL24 ITIH3 KCNJ4 KRT85 LCT LHB LHPP LIM2 LIPE ME3 MEP1B MYL2 MYOM1 N6AMT1 NDRG4 NDST4 NFIC NFKBIL1 NGFR NPAP1 NPC1L1 NUMB OCM OPRPN P2RY1 PARP3 PARVA PDE6G PHKG1 PIDD1 PLTP PPL PRODH2 PSG5 PTK2B QTRT1 RAB3A RECQL4 REL RET RGS12 RPE65 RSPH6A S100A2 S100A3 SARDH SIPA1 SLC22A6 SLC5A2 SLC6A1 SLC7A5 SLCO1B3 SNCB SOX21 SPAG4 SRD5A1 STAG3 SULT1C2 SYN1 TAT TEKT2 TIAM2 TNNC2 TNNT3 TRAF1 TREM1 TRIM31 TTR TXK ULBP2 VAV2 VEGFA XAF1 XCL1 ZNF214 ZNF215 ZNF324 BCAT.100_UP.V1_DN https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/BCAT.100_UP.V1_DN AMH B9D2 C22orf46P CCN6 CDH12 CHRNA2 CPLANE1 DAZL DEPP1 DKFZP434A062 DOCK3 DSG3 EBLN2 EXOC3 FZD4 GLRA2 H2AC18 IGFBP5 IGHM KIAA0319L KLF10 KLHL4 KRT19P2 KRT32 KRTAP4-7 NAA80 PIP PMCH PRELID3A PRKN RALGPS2 SERGEF SNAI2 TBX5 TENT5A TLN2 TMPRSS2 TTR WASHC3 ZNF711 ZNF749 BCAT.100_UP.V1_UP https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/BCAT.100_UP.V1_UP ABCB1 ARHGEF5 BIK BMP4 CAVIN1 CD9 CDX2 CFAP74 CHODL CRYM DBNDD1 DEFA5 DKK1 DNAJC3 DUSP4 DUSP6 EEF1A2 EFEMP1 ENC1 ENO2 ENPP2 ETV5 FGF20 FLVCR2 FUT1 GAD1 GADD45G GCNT1 HBA2 HOXA1 HYAL3 IHH IRS1 ITGA9 LBP LMO2 LY6G6D MICU1 PLEKHF1 PPP1R1A QPCT RBP1 RUNX1 SASH3 SERPINI1 SLC7A8 SORBS2 TBX3 WNT11 BCAT_BILD_ET_AL_DN https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/BCAT_BILD_ET_AL_DN ANKRD28 ARHGAP29 ARHGEF18 ARPC2 ASH1L ATP10D ATP9B CLK1 COPB1 CTBP2 EFR3A FAM182A FRYL GCLM GRID1 IER5 IL1A IL1RAP IRAK2 ISCU LNPEP LSS MACROH2A1 NBPF10 OSBPL10 PLAGL1 PRKDC PRPF38B PTHLH PUM1 RAP1A RASAL2 RIF1 SECISBP2 SHC1 SMAD5 SMURF2 SORL1 SRSF1 STARD13 TAF1D TNFAIP3 TUG1 ZNF236 ZNF281 ZSWIM6 BCAT_BILD_ET_AL_UP https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/BCAT_BILD_ET_AL_UP ACTN4 AXIN2 B4GALT1 BMP4 C4orf36 CALR CAMKMT CAPS CASP4 CD151 CD2BP2 CNOT3 CTSD CYP24A1 DACH1 DTNBP1 DTX2 EEF2 FHDC1 FOXQ1 HMGB1 ICAM5 IGSF8 KLHL15 KRTAP2-1 LINC00661 MTCH2 MYADM MYL9 NDRG4 PALMD RPL27A RPL37A RPS6KA1 SCAMP4 SIRPA SLC27A2 SLC35C2 ST6GALNAC2 STXBP2 TAGLN TCF3 TMEM63B WIPI1 ZNF703 BCAT_GDS748_DN https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/BCAT_GDS748_DN ACAD8 ADAMTS20 ARL6IP1 BASP1 BMPR1A CDK5RAP3 CELSR1 CHMP4A CNPY3 COL2A1 CPLANE1 DDIT4 EXOC2 GAS1 HLX HMG20B HSDL2 IGHM ISYNA1 KLHL9 LAP3 LIN28A MLH1 MYBL1 MZT2A PABPC3 PBLD PDHA1 PMFBP1 RALY RDH5 RPS6KA5 SKP2 SLC27A6 SLC35E3 SNAI2 TCF25 TENT5A TTR UROS VPS13B ZBED5 ZNF273 ZNF318 ZNF32 BCAT_GDS748_UP https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/BCAT_GDS748_UP ABCB1 AOPEP AQP3 ASRGL1 BAG3 BAMBI C3orf52 CA2 CASP9 CEBPB COTL1 CRYBG1 DDAH1 DEFA5 DYNC1I1 FAH FAM3C FGF20 FLT4 FZD7 GAD1 GADD45G GCH1 GCNT1 HHEX ITGA9 KCTD12 KLRC3 LEF1 LMO2 LY6G6D MSX2 MYB NEDD9 NPTX1 PDE4D PHLDA2 PKP2 PLEKHB2 PRG3 QPCT RUNX1 SLC39A14 SLC3A2 SRPX TP53I3 UBE2N WNT11 BMI1_DN.V1_DN https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/BMI1_DN.V1_DN ABHD8 ALX4 API5 ARHGAP12 ARHGAP15 BLVRB BMI1 BORCS6 BRCC3 BST2 C1orf54 C2orf27A CA2 CAB39 CCKAR CDH22 CERT1 CES1 CHL1 CHMP2B CITED1 CLDN16 CLIP3 CNMD COL9A3 CREM CTAG1A CTNNBIP1 CYP11A1 DCTN6 DDX60 DNAJC12 DOK5 DPYD DYNLT3 ECH1 EEF1A2 EFHD1 EGR1 EHHADH EPHA4 ESRP1 ETFB ETV1 FAM76A FOS GAS2 GAS7 GPD1L GPR162 GPR88 GPX3 GTF2A1L GTF2I H2BC21 H3C8 H4C8 HOXB13 HS6ST1 ID4 IDH1 IFI27 IFI44L IFI6 IFITM1 IL1R1 ISOC1 KANSL3 KCNJ16 KLF15 LANCL1 LMO3 LPAR2 MAOB METTL7A MSRB2 MSX2 MVP MYH13 NDRG2 NENF NMNAT2 PADI2 PCDH8 PCP4 PDCD4 PDE4B PDE5A PEG3 PID1 PIK3R3 PLAC4 PLEKHA4 PLS1 PNMA8A PPARGC1A PRDX2 PRPF6 PRPH RPL18AP16 RPS20P14 RXRG S100A4 SCNN1A SELENOP SEMA3E SFXN1 SH3BGRL SIM1 SLC17A6 SLPI SNAI1 SNX4 SOCS2 SOX2 SSBP2 SSPN STON1 SUCLG2 TCEAL2 TEX14 TFAP2A TFF2 TMEM176A TMEM176B TNNT1 TNP1 TP63 TRAF3IP2 TRAPPC6A TRIM2 TRPS1 TSPAN1 TSPO TTC33 VAV3 WDR25 WFDC2 WNT16 ZNF423 BMI1_DN.V1_UP https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/BMI1_DN.V1_UP ABCA1 ACKR3 ACTA2 ADAM12 ADGRE5 ADRB2 AGRN ANPEP ANXA3 ASPH ATF6 ATP13A2 B4GALNT1 BDKRB2 BMP4 BMP5 BST1 C2CD2L C3AR1 CCL20 CCN3 CCND1 CD82 CDCP1 CHST11 CHST3 CLDN1 CLSPN COL13A1 COL16A1 COL7A1 CPA4 CRISPLD2 CSF1 CSF2 CSPG4 CSPG5 CTNS CTSS CXCL1 DHRS3 DKK1 EDN1 EPHA2 F3 FADS3 FAP FES FGF21 FGFR1 FJX1 FKRP FLNB FOXP3 FURIN FZD5 GABRE GAL GDF5 GFPT2 GPRC5A GREM1 HAPLN1 HAS2 HBEGF HOXB1 IGKC IL7R INHBA INHBE ITGA3 ITGA4 ITGA5 ITGB6 ITGB8 JAG1 KCNC4 KMT2A KRT17 LAMB3 LCP1 LHFPL2 LIF LRIG1 LRP5 LRRC15 LSAMP LTBP4 MARCHF3 MFAP5 MFGE8 MICA MICB MMP15 MMP3 MMP7 NRP2 NT5E P3H3 PANX1 PAPPA PDCD1LG2 PIEZO1 PLAT PLXNA2 PMEPA1 PODXL POMT2 PROP1 PSG5 PTHLH SEMA3G SIRPA SLC19A1 SLC1A4 SLC1A5 SLC29A1 SLC29A2 SLC2A1 SLC2A6 SLC52A2 SLC5A6 SLC7A5 SLCO2A1 SLCO4A1 SRPX2 STC2 STX1A TAGLN TAP1 TCIM TEK TGFB2 TIE1 TIMP3 TLCD3A TMEM51 TMEM62 TNFAIP6 TNFRSF8 TNFRSF9 TNFSF9 TRIO VANGL1 VEGFC VLDLR VNN1 BMI1_DN_MEL18_DN.V1_DN https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/BMI1_DN_MEL18_DN.V1_DN A2M ABCA4 ACOX2 AK1 API5 APOE AQP3 ARSD ASPHD1 BMI1 BST2 C1orf54 CA2 CCKAR CDH10 CFAP20 CH25H CHL1 CLIP3 CNMD COL14A1 COL9A3 CREM CRLF1 CTSH CUX2 CXCL14 CYTL1 DDX60 DIRAS3 DLK1 DOK5 DPM3 DPYD DUSP2 DYNLT3 EDN3 EFHD1 EHHADH EPHA4 EPYC ERCC4 ESRP1 ETFB EVI5 EYA4 FCGRT FOS GAS2 GAS7 GNPTAB GPR137B GPR88 GPX3 GTF2A1L H2BC21 HOXC13 ID2 ID4 IDH1 IFI27 IFI6 IFITM1 IL1R1 IRF9 ITGA7 KANSL3 KCNJ16 KCNV1 KLF3-AS1 KLHL2 LEPR LINC00339 LMO3 LY6E MAOB MAP7 MCTS1 METTL7A MIA MSRB2 MTA2 MXRA5 NEAT1 NEFH NMNAT2 NR2E1 NSF NUDT9 OGDHL OLFM4 OSBPL10 PCDH8 PCP4 PCSK1 PDCD4 PDE3A PDE4B PDE5A PDE7B PDLIM5 PEG3 PENK PEX11A PIGN PLGRKT PNMA8A PPARGC1A PRDX2 PROM1 RBP4 REEP2 RNF115 S100A4 SAYSD1 SCNN1A SEC31B SECTM1 SELENOP SEMA3E SERPINI1 SLC16A4 SLC17A6 SLC4A4 SLPI SMR3B SOCS2 SOX2 SPAG16 SPINT1 SPINT2 SSPN STON1 TCEA2 TCEAL2 TMEM176A TMEM176B TMOD1 TRIM2 TSFM TSPAN1 TTC33 UBE2L6 UNC5C VAV3 WFDC2 ZNF423 BMI1_DN_MEL18_DN.V1_UP https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/BMI1_DN_MEL18_DN.V1_UP ABCA1 ABLIM3 ADAM12 ADAM19 ADGB ADGRE5 ADM ADM2 ADRB2 ANXA3 APBB2 ARL4A ARL4C ASPH ATF3 ATP13A2 BIRC3 BMAL2 BMP5 BST1 C2CD2 C2CD2L C3AR1 CCND1 CDC42EP2 CDH13 CHST11 CHST3 CLDN1 COL13A1 COL16A1 COL7A1 CPA4 CRISPLD2 CSF1 CSF2 CSPG4 CXCL1 CXCL8 DUSP10 EDN1 EHD1 ENTREP2 F3 FADS3 FAP FGF21 FJX1 FOSL1 GAB2 GADD45A GAL GDF5 GFPT2 GREM1 HAPLN1 HAS2 HBEGF HTR1D IL1A IL7R INHBA INHBE ITGA3 ITGA4 ITGA5 ITGB6 ITGB8 JAG1 KCNN3 KCNN4 KIF21B KLF7 KMT2A KRT75 LAMB3 LCP1 LHFPL2 LIF LRRC15 LSAMP MAP3K7CL MARCHF3 MGLL MICA MICALL1 MMP7 MT1F NAV2 NKAIN1 NPPB NRP2 NT5E OGFRL1 P2RX5 PAGE1 PAPPA PDCD1LG2 PIEZO1 PIK3CG PIM1 PLAT PLAUR PLEKHO1 PMEPA1 PODXL PSAT1 PTHLH RREB1 RUSC2 SCML2 SIK1 SLC19A1 SLC1A4 SLC22A4 SLC6A9 SLC7A11 SLC7A5 STC2 STX1A TACR3 TAGLN TCIM TEK TFEC TGFB2 TIMP3 TMEM51 TNFAIP6 TNFRSF8 TNFRSF9 TNFSF9 TNIP3 TRIB3 TRIO TUFT1 VEGFA VEGFC VLDLR VNN1 WEE1 WNT5B ZC3H12A ZEB2 ZNF639 BRCA1_DN.V1_DN https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/BRCA1_DN.V1_DN AMBN APOA4 ARF1P1 ASPA ATP4A AURKC BMPR1B BRCA1 C14orf93 C1orf116 C1orf159 CA14 CARD10 CCDC106 CD79A CD80 CDC42EP2 CDK11A CES1P1 CHD2 CLCA3P CNIH4 COLQ CRYBG2 CTDSP1 CTSW CYSLTR1 CYSLTR2 CYTH3 DLK2 DPY19L1P1 DPYSL3 DYNC2I1 E2F2 EFNA5 EPB41L5 ERO1B EXD3 EXOC6B FCER1A FGF22 FGF9 FOXJ1 GABRB3 GATAD2A GDF5 GM2A GNA12 GNRH2 GPR157 GPR19 GPR35 GPT GREB1L GRIP1 GSDMD H4C2 H4C5 HAND1 HAO2 HHAT HMGB3P30 HSD11B2 HTATIP2 ICAM4 ICMT IFI35 IL19 INPP5J INSR ITGB1BP2 ITIH3 KANSL3 KCNQ2 KLHL11 KLK15 KMT2D LRRC17 LYL1 LYVE1 MC4R MEOX2 MS4A5 MSH5 MX2 NDOR1 NPFFR1 NRGN NYX OLFML2B OR7A10 PCDHB1 PCDHGB6 PDLIM3 PLBD1 PLEKHO1 PMCH PNMA3 PPM1E PPP1R9A PROX1 PRSS2 PTCD2 PTH2R RAB40C RAPGEF1 RBP4 RSAD2 SCARF1 SCN10A SCNN1D SLC3A1 SLC5A1 SLC5A2 SMO SMPX SNAI1 SNHG20 SPATA31A1 SPG21 SPHK2 STX10 SUSD5 TCF7L1 TLCD3A TMEM143 TMPRSS11D TRAF3 VAMP3 VPS50 WFDC1 XCL1 ZBTB44 ZMYND10 ZNF124 ZNF253 ZNF32 ZNF668 ZRSR2P1 BRCA1_DN.V1_UP https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/BRCA1_DN.V1_UP AIM2 ANGPT4 APBB1 APOH ARHGAP15 ASMT B3GALT2 BTG4 CCKBR CCL27 CD160 CD34 CD3D CDH13 CDH22 CDKL5 CDX1 CFAP69 CHAT CHD5 CHRNA6 CILP CLDN14 CLDN6 CLEC7A CMKLR1 CNTN6 CRYGD CTLA4 CTNNA3 CYP2U1 DAGLA DAZL DDX25 DENND1C DNAAF1 ETNK2 EXTL1 FCGBP FCGR2C GABRB1 GJA5 GML GPR6 GRID2 H2BC11 H3C6 HAAO HMGA2 HOXB7 IFNA14 IL17A IL1RL2 IL5 INE1 IQCA1 IRAG2 ISYNA1 KCNA2 KCNB2 KCNH7 KCNJ16 KLHL35 KLK8 KRT18P51 LDB2 LGALS9 LHX6 LILRP2 LRRTM2 LRTM1 LTC4S MAP2 MTMR8 MYBPC1 N4BP2L2-IT2 NEUROD4 NEUROD6 NKX2-2 NLGN4Y NPHS2 OSR2 P3H3 PAEP PHOX2B PIP POU2F3 PRAMEF12 PRKACG PRSS21 PTPRS RAG2 RCN3 RHOH RLN1 RNF122 ROPN1B RPP25 RPS2P45 SGCA SHANK1 SIX1 SLC16A4 SLC16A6 SLC43A1 SLCO1A2 SLURP1 SMN1 SP4 SPO11 STAR TACR3 TENT5C THBS2 THPO TIMP4 TLX3 TNC TP53TG5 TRGV7 TRPA1 TRPM8 TRPV6 TSSK2 TTLL7 UPK1B USP9Y VAV1 WDR25 ZNF423 ZNF529 ZNF682 ZNF780B CAHOY_ASTROCYTIC https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/CAHOY_ASTROCYTIC ABCB9 ABCD2 ABHD1 ADCYAP1R1 ADORA2B AGPAT4 AGT AIFM3 AKT2 APP AQP9 ASNS ATP13A4 ATP1A1 BCAT1 BMPR1B BTBD17 BTG1 CBS CHRDL1 CKAP5 COLGALT2 CORO1C COX10 CYP4F11 CYP7B1 DIO2 DNAI1 EGFL6 ELF5 ELOVL2 FAM20A FARS2 FGD6 FGFR3 FRMD5 GABRG1 GOT2 GPAM GPR85 GRHL1 GRIN2C HACD3 HAPLN1 HEPH HEY2 HSD11B1 IL17RD IMPA2 KCNJ16 KCTD14 LGI4 LPGAT1 LYRM4 MERTK MFGE8 MYOM3 MYORG NCEH1 NIPAL3 NMB NRARP NTSR2 PAK3 PANK1 PAPSS2 PHKG1 PLA2G3 PLD2 PPARA PPP1R3D RAN RARRES1 RASA2 RGS20 RNF24 RORB RSPO1 SCG3 SEMA3E SLC13A5 SLC1A2 SLC25A34 SLC27A1 SLC30A10 SLC46A1 SLC6A11 SLC7A10 SLC7A11 SPIRE1 STK38L SYPL2 TECTB THRSP TMEM51 TNFRSF19 TTPA TTYH3 VEGFA VNN1 CAHOY_ASTROGLIAL https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/CAHOY_ASTROGLIAL ACTA2 ADGRG6 AEBP1 AKR1B10 ANXA1 ANXA4 ATOH8 ATP8A1 BST2 C1QTNF1 C3 CALHM5 CAPS2 CASP1 CASP12 CCDC28B CCDC96 CCN5 CCNG1 CD109 CLCN4 CNN1 COA6 COL4A6 COL5A1 COL8A1 CP CRYGS CTTN DEFB1 DYSF ECRG4 EMP3 EREG FAS FBLN5 FMOD FOXJ1 GLIPR2 GNA14 GPHN GPNMB HMOX1 HOATZ IGFBP3 INSL6 ITGBL1 KAZALD1 KIRREL3 KLHL21 LBP LCN2 LGALS3 LOX LOXL2 LPIN3 LRP2 LTBP2 MORC4 MRPS6 MSN MXRA8 MYOF NOX4 NPVF NUAK2 OGN OMD OMG P2RY1 PCDH17 PCDH8 PHACTR3 PKP2 PON3 PRSS23 PSRC1 PSTPIP1 PTRH1 RASSF4 RHOD SEMA3B SERPINE1 SERPING1 SLC24A3 SLC66A3 SLF2 SPATA6 SUCNR1 TAGLN TBC1D2B TDG TIMP1 TMEM37 TNFRSF12A TOR4A TRAF1 TSPO UGT1A1 VLDLR CAHOY_NEURONAL https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/CAHOY_NEURONAL AMER3 BCL11A BCL11B CACNG3 CALB1 CALN1 CAMK2B CAMKV CBLN4 CCK CDH9 CELF4 CELF6 CKMT1A CLSTN2 CNTNAP4 COL19A1 CPNE4 CPNE5 CRH CRHBP DMTN DRD1 DYNC1I1 ENO2 EPHA7 FABP3 FGF9 GABRA5 GABRD GABRG2 GAD2 GDA GLRA2 GPR22 GREM2 GRP HCN1 HPCA HS3ST2 HSD17B4 ICAM5 ITPKA JPH4 KCNIP4 KIAA0319 KRT222 LAMP5 LIN7B MAL2 MEF2C METRN MLIP MYH3 MYO5B MYT1L NAPB NEFL NEFM NELL1 NEUROD6 NRGN NSF NTS NWD2 NXPH2 PENK PGM2L1 PHF24 PNOC PPFIA2 PRDM8 PRSS12 RAMP3 RASGEF1A RASL10A RGS4 RPRML RTN4RL1 SATB2 SCG2 SH2D5 SIDT1 SLC17A6 SLC25A22 SLC35F4 SLC6A17 SLC6A7 SLC8A1 SST STX1A STXBP1 SV2B SYT1 SYT13 SYT4 SYT5 TBR1 TRHDE TSPYL5 CAHOY_OLIGODENDROCUTIC https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/CAHOY_OLIGODENDROCUTIC ABHD8 ADGRL2 AGAP11 AHR AP5Z1 ATP10B BACE1 BCAS1 BCR BFSP2 CCN2 CDR2L CILK1 CLN8 CLYBL CNTNAP2 COL20A1 CPOX CRIP2 CRYM CSDC2 DCPS DCT DKK3 DMRTA1 DOCK10 DOCK7 DRC3 DUSP15 DUSP19 EFHD2 ELOVL6 EPN2 ERBB3 EVI2A FA2H FAM89A FBP1 FBXO7 FEZF2 FIGN FSTL1 G2E3 GAB3 GAL3ST1 GALNT18 GJE1 GNG8 GPR17 HIP1R IFFO1 KCTD1 KIAA1958 LCORL LHFPL6 LRRC75A MAP3K15 MAP6D1 MYRF NCMAP NGRN NINJ2 NOCT NR2C1 NRM NRP1 P4HA2 PHLDB1 PKIG PLLP PLXNB3 POP4 PPP1R21 PRKAG2 PRKCQ PSTPIP2 PUS7 RBM11 RCBTB1 RNASEH2B RNF122 RTKN SEMA3D SEMA5A SERINC5 SIRT2 SLC35B2 SOX10 SOX8 SPEG SRPK3 TENM1 TLCD3A TSPAN2 TUBA4A UGT8 USP16 WIPF1 ZNF276 ZNF536 CAMP_UP.V1_DN https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/CAMP_UP.V1_DN ABLIM1 ACAT2 AK5 AKAP12 AKT3 ANKRD6 ANXA1 ARHGAP5 ARHGEF12 ASAP2 ATL1 ATP2B1 ATP2B4 ATP8A1 ATP9A BACE1 BACH2 BAG6 BCL2L13 BCR BIRC3 BSN BZW1 CALM1 CAMK2D CAPN12 CASP7 CCND2 CCR9 CD160 CD83 CDCA7L CELF2 CHST15 CHST2 CLK1 DAG1 DCAF6 DDAH1 DEDD2 DGCR5 DLG5 DNAJA1 DPYSL3 DST DYNLL1 EIF4B EIF4E ENO2 ENTREP3 EPB41L3 ERC2 ESYT1 ETS2 EZR FAR2P2 FOSB FOXN3 FRY FSTL1 FUT8 GAL3ST3 GEM GLO1 GLS GNAQ GNG12 HENMT1 HINT1 HSP90AA1 HSPA1A HSPA8 ID2 IDS IGFBP5 IL4R IL7R INSIG1 IQCK ITPA ITSN1 JARID2 KBTBD11 KCNN4 KLHDC4 LINC01089 LMBR1 LRRFIP1 LTA MAL2 MAP2 MAP4K4 MAPK1 MBD2 ME1 MED4 MFN1 MIR155HG MPZL3 MS4A6A MTMR9 MYH10 MYO15B MYO5B NAP1L1 NAP1L2 NCF2 NDRG1 NDRG4 NFATC2 NFKB1 NPEPPS NUDT11 NYNRIN OAT P2RY10 PAEP PAK3 PALLD PAM PCLO PCYOX1L PELI1 PES1 PFKFB4 PHLDB1 PINK1 PKIA PLEK PLS3 PRDM1 PRDM8 PTBP3 PTPRC PTPRD RAB31 RALGAPA1 RAP2A RASD2 RERE RETREG3 RGS1 RGS18 RNF138 RPL7 RRAD RREB1 RWDD2B SCG5 SEL1L3 SEPTIN11 SEPTIN7 SERINC1 SERPINB2 SH3PXD2A SLC13A4 SLC15A2 SLC17A7 SLC2A3 SLC35E2A SMARCC1 SNN SNRPA SPOCK2 SRRM1 SRSF2 STIP1 STXBP1 SVEP1 SYPL1 SYT11 TANC2 TARBP1 THSD7A TIMP2 TJP1 TLN2 TMBIM1 TMEM97 TMEM98 TMSB4X TRPC1 TSC22D1 TSPAN5 TTYH3 TUBA4A TUBB2B TUBB3 TUBB4B UBE2E2 UBE2QL1 UBTD2 UBTF UNC79 USP36 USP38 ZCCHC14 ZFP36 ZMIZ1 CAMP_UP.V1_UP https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/CAMP_UP.V1_UP AAAS AARS1 AATF ACO2 ACSL4 AHCYL1 AKAP6 ALAS1 ALDOA ANKHD1-EIF4EBP3 ANKRA2 APOBEC3C ARF1 ATF4 ATP1A1 ATP5F1A ATP5F1B ATP5MC2 ATXN7L3B AZIN1 BLCAP BSCL2 C11orf71 CCDC124 CCL5 CD74 CEBPG CEP250 CEP41 CHAF1A CHST5 CKMT1A CLOCK CLPTM1 CMTR1 CNDP2 COG6 COL6A3 COPE COPZ1 COX8A CPEB4 CRABP1 CS CXCL8 CYBA CZIB DAP3 DDX23 DELE1 DGLUCY DIP2B DPAGT1 DPM2 EARS2 ECSIT EIF2B3 ELMO1 ELN ETV5 FAHD2A FBXO42 FLOT1 FOS GAS5 GATD3 GLRX GMPPA GPR160 HAX1 HDLBP HLA-DRB5 HMGB2 HNRNPU HSP90B1 HSPA5 HSPA9 HSPBP1 IFIT2 IFITM1 IFITM3 IFRD1 ILF2 IPO4 IST1 IVNS1ABP KANSL1 KANSL3 KAT5 KIAA0040 KRTAP4-7 LETMD1 LIMS1 LONP1 LRR1 MAD2L1 MAEA MAGED1 MAGOH MARS1 MDH2 METTL17 MIDN MRPL15 MRPS18A MRRF MT2A MTHFD2 MYC NDEL1 NDRG2 NDUFB5 NDUFS2 NDUFV1 NFX1 NLRP1 NME1 NQO2 NRSN2 NSUN3 NT5DC1 NUAK2 OCIAD1 OXA1L P4HB PA2G4 PCMTD1 PDE4DIP PDIA3 PEX12 PIGS PLCH1 PLSCR1 PMAIP1 POLR3H PPIB PPP1R15A PRIM1 PRMT1 PXK PYCR2 RABGGTA RAPGEF2 RBCK1 RCHY1 RHOT2 RNF41 RPL18A RPN1 RUVBL1 SAT2 SCARB1 SDAD1 SEC13 SEC61A1 SELENBP1 SELENOS SESN2 SIL1 SLC22A17 SLC25A11 SLC25A5 SLC35A4 SMG1P5 SMYD5 SNW1 SPOP SRPK1 SSR3 STAT4 STRADA TAF1D TBC1D15 TFPI2 TGFBI TMED9 TMEM116 TMEM8B TMEM9 TNIK TOMM40L TRIM2 TRIM38 TRMT61A TYMP UFM1 UPP1 URM1 VAMP4 WAPL WASH3P WBP1 WDR24 WIPI1 WWP1 XIST ZBED5 ZDHHC23 ZNF367 ZNF385A CORDENONSI_YAP_CONSERVED_SIGNATURE https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/CORDENONSI_YAP_CONSERVED_SIGNATURE AGFG2 AMOTL2 ANKRD1 ASAP1 AXL BICC1 BIRC5 CAVIN2 CCN1 CCN2 CDC20 CDKN2C CENPF COL4A3 CRIM1 DAB2 DDAH1 DLC1 DUSP1 DUT ECT2 EMP2 ETV5 FGF2 FLNA FSCN1 FSTL1 GADD45B GAS6 GGH GLS HEXB HMMR ITGB2 ITGB5 LHFPL6 MARCKS MDFIC NDRG1 PDLIM2 PHGDH PMP22 SCHIP1 SERPINE1 SGK1 SH2D4A SHCBP1 SLIT2 STMN1 TGFB2 TGM2 THBS1 TK1 TNNT2 TNS1 TOP2A TSPAN3 CRX_DN.V1_DN https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/CRX_DN.V1_DN ACBD6 ACSS1 ANXA2 APOBEC2 ARHGEF28 ATP8B2 B3GNT2 BACH2 BCL3 C1QC C1QTNF6 CADPS2 CALCA CAMK2B CAPN12 CCKBR CD44 CDH20 CDKN1A CEBPA CEBPB CEBPD CHAC1 CHRNA3 CHRNB4 CLRN3 CNMD COL16A1 COL4A2 CRYBG3 CTNNAL1 CXCL13 DCAF4 DDX3Y DHX32 DUSP16 DYNLT2 EFNA1 EGR1 EYA1 FABP5 FABP7 FKBP5 FMN1 FMO3 FOXD1 FRMD6 FUT4 GDAP1L1 GFAP GHRH GLIPR2 GLYCAM1 GNG11 GULOP H6PD HLA-A HNF1A HSD17B2 INHBB INSM1 INSM2 IRF5 JAM3 JUNB KDELR3 KLF10 KSR1 LAD1 LDB1 LIN28A LIX1 LRRC4 LXN MAP3K8 MFSD4A MYOCD MYOZ1 NAB1 NAB2 NFKB1 NUPR1 OSMR PALS2 PCOLCE PCSK2 PHOSPHO1 PHOX2B PLAT PLEC PLOD2 PPP1R14A PRDM1 PTER PYCR1 RAI14 RBP4 RGL3 RNASE4 RXRG S100A16 S100A6 SEL1L3 SEMA5B SERPING1 SH3BP4 SKAP2 SLC22A7 SLC26A4 SMOC2 SMPDL3A SOCS3 SPG21 SPSB2 ST3GAL3 STEAP4 TAGLN2 TECTA TGM2 TIMP1 TLE1 TMBIM1 TMEM176A TMOD1 TNFRSF12A TNFRSF13B TNNC2 TRIM13 TRPC3 TUBB6 WWC1 ZDHHC14 CRX_DN.V1_UP https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/CRX_DN.V1_UP ABCA4 AGR2 ALPK2 ALPL ANKRD33 AQP1 ARG2 ARHGAP10 ARMH4 B4GALT1 BATF2 BCAR3 BICDL1 BMP15 BST1 BUB1B C16orf74 CABP4 CCDC107 CCN4 CDR2 CKMT1A CLDN7 CLTRN CNGB1 COL19A1 CSGALNACT2 CUTALP DDHD1 DHH DNAI4 DOCK8 DOHH DPF3 DUSP14 ESRRB FAAH FAIM FAM107B FAM161A GAS7 GCKR GNAT1 GPSM2 GPSM3 GRK1 GRTP1 GUCA1B GZMM HCLS1 HSPA1A HSPA1B IER3 INSL5 JAG1 KCNE2 KCNJ14 KLKB1 LLGL2 MC1R MDM1 MEF2C MYLK MYRF NAT1 NRM NXNL1 NXNL2 ONECUT1 OPN1MW OPN1SW OSGEP PACRG PAQR4 PDE6A PDE6H PDIA5 PDZPH1P PFKFB2 PLA2R1 PLEKHF2 PLPP2 POLG2 PPP1R42 PPP3CC PRPH2 PTPN21 RABGEF1 RAD51 RANGRF RCVRN RDH12 RDH5 REEP6 RGR RHPN1 RNF123 RNF207 RPE65 RPGRIP1 RTBDN SELENBP1 SERINC4 SGCG SH2D1A SH3YL1 SLC17A1 SLC24A1 SLC25A25 SNTA1 SNTB2 SNTG2 SP6 ST8SIA1 STK17B STK35 STRA6 SUV39H2 SYNPO2 TAOK3 TCP11 TMEM218 TMEM229B TMEM35A TMLHE TNFAIP3 TRAFD1 TTC39C UBTD1 UBXN11 VTN WDR31 XIST ZDHHC12 ZFP57 CRX_NRL_DN.V1_DN https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/CRX_NRL_DN.V1_DN ABCC9 ACBD6 ADAT2 ADGRA2 ADRB2 AP2B1 ARPC3 ASPH ATOH7 BAMBI BAX BSPRY C11orf52 C14orf132 CAMK2B CAP1 CCKBR CDH20 CHRNA3 CHRNB4 CITED1 CLIC4 CLPB CNGB3 CPLX2 CRYBG3 CTBS DDX3Y DNAJC9 ECE1 EGR1 ELOVL2 ELOVL7 ENC1 ERMAP EYA1 FABP7 FMN1 FRMD6 FZD5 GABRA2 GABRA3 GDPD3 GGACT GGT7 GREB1 GRIK2 GSDME GTF2I GULOP H2BC27P HEBP1 HES5 HS3ST1 IL17D INHBB INPPL1 INSM2 JAM3 KAZN KIF5C KLHL1 LRRC4 LSM12 METRN MFNG MFSD4A MTNR1A MYBPH MYOCD NECTIN3 NFKB1 NIN NMBR NR4A1 NSG1 NTN4 NTNG2 PAM PDIA3 PLAAT1 PLEC PNP PRDM1 PRMT1 PTER PTPN13 PYGM QSOX1 RAB27B RASA2 RASGRF2 RBP4 RBP7 RERG RETREG3 RGL3 RIOX2 RNF149 RNF25 RREB1 RTKN2 RXRG SALL3 SDC4 SGCE SLC25A13 SLC25A51 SLC26A4 SMPDL3A SPINT1 SVBP SWSAP1 TCAM1P TESC TMEM106B TMEM158 TMEM87A TNC TNFRSF12A TNNC2 TNPO2 TRAPPC3 TSPAN33 U2AF1 WWC1 ZNF146 CRX_NRL_DN.V1_UP https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/CRX_NRL_DN.V1_UP ABCG4 ABHD14A ACVR2B AHRR ALPL ANKRD33B AQP1 ARG2 ARHGAP10 ARMC1 ATP8A2 B4GALT1 BBS9 BCL2L11 BEST2 BICDL1 BST1 BUB1B CABP4 CAMK1D CCDC107 CCN4 CDKN2C CDR2 CKMT1A CNGA1 CNGB1 COL19A1 CROCC CRYBB1 CRYGB CTIF CUTALP DHH DHRS3 DIAPH3 DOHH DPF3 DRD4 EDN2 EPS8L1 ESRRB EXT1 FAIM FXYD6 GADD45A GALNT10 GAS7 GFAP GNAT1 GPR15LG GPSM2 GRTP1 GUCA1B HCLS1 HSPA1A HSPA1B IER3 IMPG1 KCNB1 KCNE2 KCNJ14 KCNN4 KLHL36 KMT2C LLGL2 LRRC2 MC1R MEF2C MEST MLF1 MOGAT1 MYO7A NR2E3 NRL NRM NXNL1 NXNL2 OPN1MW PAQR4 PCOLCE PDE6A PDE8A PDIA5 PDZPH1P PIP4K2C PLA2R1 PLEKHA2 PLPP2 POLG2 PPARA PPARGC1B PPP1R42 PRKAB1 PROSER2 PSD PTPN18 RDH12 REC8 REEP6 RFX2 RHO RHPN1 RNF123 RNF207 RTBDN SAMD11 SAP30 SEC14L2 SERINC4 SH2D1A SLC16A3 SLC16A6 SLC24A1 SLC25A25 SLC29A2 SLC5A5 SNTA1 SNTB2 SNTG2 SSBP4 ST3GAL1 ST8SIA1 STK17B SYTL1 TAOK3 TCP11 TFF3 TNFAIP3 TNIP2 TNNT1 TNNT2 TNS2 TTC39C UBXN11 WWTR1 XIST ZC3H3 ZDHHC12 ZFP36L2 CSR_EARLY_UP.V1_DN https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/CSR_EARLY_UP.V1_DN ABCC10 ACBD4 ACCS ACYP1 ADAMTSL4 ADM AKIP1 ALDH1A1 ALDH1L2 ALDH3B2 AMT ANKZF1 APBB3 ARL4D ARRDC3 ASPA ATF7IP BBC3 BRD8 C14orf132 C2CD5 CAVIN2 CC2D1A CDKN1B CDRT4 CIRBP CKB COL1A1 CROCCP2 CYP2R1 DAAM2 DCP1B DDX17 DENND11 DHRS3 DXO EIF4EBP3 ELMOD2 ELMOD3 ERAP2 FBXO25 FBXO38 FUT10 FZD2 GDF5 GFRA1 GRHL1 GSDMB GTPBP8 HBP1 HEBP2 HOXA10 HSPG2 IFIT2 IGLL1 ING4 IP6K2 KBTBD6 LDB1 LRIG2 LRIG3 LRRK2 LTN1 MAB21L1 MINDY1 MOSPD2 MPPE1 MRI1 MSRB1 NATD1 NDNF NDUFAF7 NMT2 NPHP3 NR1H3 NSUN5P2 NYNRIN OTUD1 PAN2 PAPLN PDE5A PEX6 PHIP PLCD1 PMS2P1 POLL PRRT2 RABGAP1 RAPGEF3 RNF20 SAG SIX1 SIX5 SKP2 SLC16A7 SLC25A46 SLC7A14 SLC9A7 SNPH STAT2 STC2 STOX1 STX16 SULF1 TAF15 TCAIM TDRD6 TENT5C TFAP2A TRIM56 TXNIP UBN2 UFSP2 USP33 WEE1 XAF1 YEATS2 ZFP64 ZFYVE1 ZNF226 ZNF302 ZNF337 ZNF33A ZNF467 ZNF500 ZNF585B CSR_EARLY_UP.V1_UP https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/CSR_EARLY_UP.V1_UP ACTR3 ADRM1 AMD1 AMMECR1L ATG101 B3GNT6 BCAR1 BCAR3 BDKRB1 BRPF1 C21orf91 C8orf76 CBFB CCDC59 CD274 CD33 CEMIP2 CHUK CRISPLD2 CSRNP2 CTPS1 DCBLD1 DDIT4L DDX21 DHX33 DIS3 DKC1 DLX2 DNAJA1 DNTTIP2 DOT1L DSP EHD4 EIF4A1 EIF4A3 ELK3 ELL ELOA ELOC EMC6 ETS1 F3 FAM107B FJX1 FOXD1 FRMD6 FZD8 GABPB2 GAL GATA2 GNL2 GTPBP4 HBEGF HECTD2 HLX HMGA1 HPCAL1 ID3 IL11 ILF2 INHBA IRAK1 ITPRIPL2 KLF10 KLF13 KPNA4 LRRC8A MAP2K3 MAPRE1 MOB1B MRPS35 MSANTD3 MYO9B NCL NET1 NIFK NIP7 NMD3 NOP16 NRIP1 NSG1 NT5E NUP54 PANX1 PCSK7 PHF20L1 PHLDB1 PHLPP2 PLAUR PLCH1 PNP POLE3 POM121 PPIF PTGS2 PTP4A1 PTPN1 PTPN12 PUM3 PXN REST RFK RGMB RIPK2 RNPS1 RRP9 SCHIP1 SEC24A SHB SLC16A1 SLC28A1 SLC30A1 SLC37A4 SMAD7 SMARCA4 SMTN SNAI1 SOX9 SPRY2 SPRY4 SREK1IP1 SRP72 ST3GAL1 STC1 TBX2 TDG TENT4A TFG THAP12 TIMM22 TIMM23 TLNRD1 TMEM200A TNFRSF12A TOP1 TRMT10C TXNDC12 UAP1 UBE2N UGDH USP12 USP36 UTP3 VGLL4 VTA1 YOD1 YWHAG ZBTB12 ZBTB2 ZNF324 ZNF697 ZNF800 ZPBP CSR_LATE_UP.V1_DN https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/CSR_LATE_UP.V1_DN ABCA6 ACCS ACKR4 ACVRL1 ADAM17 ADGRB2 ADORA2B ALPI ANGPTL2 ANKRD29 APOL3 ASS1 BACH1 BCL10 BTG2 C1orf115 C1orf52 C2orf27A CAVIN2 CCL11 CCL2 CCN3 CDC42EP2 CFH CHL1 CHST2 CLEC3B CMBL COL8A2 CTSF DAAM2 DDB2 DDX60L DENND11 DENND2A DHCR7 DKK2 DPP4 DRAM1 DYNC2LI1 DYRK1B EBP ECH1 ELOVL6 EPB41L4A-AS1 EPHB6 EPSTI1 ERG28 ERMP1 EXOC6 F8 FADS1 FADS2 FAM131C FDFT1 FDPS FDXR FTH1 GAS1 GAS6 GFRA1 GLI3 GLT8D2 GSN GYPC HHEX HMGCR HMGCS1 IDI1 IGBP1 IGDCC4 IL1B INSIG1 IRS2 ITGB8 KIAA0930 KIT KLHL29 L1CAM LDLR LONRF1 LPAR3 LPIN1 LRIG1 LSS MAMDC2 MAMLD1 ME1 MLLT6 MME MOB3C MRGPRF MSMO1 MVD MXD4 NBEA NFKBIE NTN4 NYNRIN OLFML2A P2RX4 PAMR1 PDE5A PDP1 PGF PLAAT4 PLBD2 PLCD1 PLEKHG4 POR PRKCI PRRT2 PRXL2A PYROXD2 QPRT RASSF2 RCAN2 RNLS ROBO3 SC5D SCD SCML1 SFTPB SGIP1 SHTN1 SLC22A18 SLC25A1 SMIM29 SNTB1 SOD2 STARD4 SUMF1 SVEP1 TBC1D2B TCEAL7 TMEM119 TMEM258 TNXB TOX TP53INP1 TRERF1 TRIM22 TSC22D3 TSKU UBE2L6 VAMP5 XAF1 CSR_LATE_UP.V1_UP https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/CSR_LATE_UP.V1_UP ACTL6A AHSA1 ALKBH7 ANLN AP1S2 ARHGEF1 ASB6 BEX1 BHLHE40 BIRC5 C19orf48P CASP2 CBFB CCDC34 CCND3 CDC6 CDC7 CDCA8 CDH2 CDK1 CDK5 CHEK2 CIAPIN1 CKAP2 CLSPN CMC2 COPS3 CRISPLD2 CTPS1 CXCL12 CXCL6 CYP4B1 DCBLD1 DCTPP1 DNAJB11 DRAP1 DTYMK EEF1E1 EIF3B EIF5A ELOC EML1 EXOSC9 EZH2 FAM216A FAM83D FANCA FARSA FARSB FEN1 FKBP1A FOXM1 GINS3 GMNN GREM2 GTF3C6 GYS1 HAT1 HAUS2 HERC4 HIP1 HMGB1 HYPK IGFBP3 IL7R ILF2 IMP4 ITGA6 JPT1 KATNAL1 KCNC4 KIF22 KIFBP KISS1 KRT18 KRT25 LMNB2 LTBP2 LYAR MAPRE1 MAZ MBL2 MCM3 MET MMP3 MRAS MT1B MT1F MT1G MT1H MT1L MT1X MT2A MTHFD1 MYBL2 MYH1 NDC1 NETO2 NKX2-1 NMB NOC2L NSG1 NUDC NUDCD1 NUF2 NUP88 PA2G4 PAICS PARP11 PBK PDCL3 PDLIM5 PGM2 POLD1 POLE3 POLR3K PPP5C PREB PRIM1 PRMT5 PSMC3 PSMD14 PSMD2 RAD18 RPF2 RRM2 S1PR1 SAMD11 SERPINB7 SHCBP1 SLC16A3 SLC16A5 SLC25A11 SLF1 SMS SNORD22 SNRPA1 SRM SSTR1 ST3GAL4 TAGLN3 TCF19 TEX30 TIMP1 TIMP3 TMEM130 TOMM34 TPM2 TRIP13 TRPC3 TRPC4 TSPAN13 TUBA3C TUBA4A TUBG1 UBE2C UHRF1 UMPS UTP18 VEGFC WSB2 YEATS4 YIPF3 ZNF367 ZWILCH ZWINT CTIP_DN.V1_DN https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/CTIP_DN.V1_DN ABCB4 ABI3BP ABLIM2 ACOXL ADAM15 ADGRD2 ALX4 AMPH ANO1 APBA1 ARL5A BCAM CA14 CAMKV CARD10 CASP5 CCNA1 CD53 CD7 CDH16 CDH22 CDKN1C CEMIP CEP162 CES1P1 CHST15 CITED1 CLMN CMKLR1 CNTF COQ8B CRISP1 CST4 CTF1 CTNNBIP1 CX3CL1 CYBRD1 CYP4F12 CYP4F3 DDAH2 DGCR11 DIP2C ECE2 EDEM1 EDN1 EEF1AKMT2 EPB41L3 EPB41L4A-DT FAM169A FMO5 GPR19 GSN-AS1 GZMB HCN4 HIBADH HIP1 HLA-DOB IFNA5 IGSF9B IL12B IL1RN INKA2 INSL3 IQCG KCNC1 KCNH7 KCTD17 KLK5 KNG1 KPNA1 KRT13 LAIR1 LCN1 LINC01963 LRRC32 MAGEL2 MAOB MAPK11 MGA MORN1 MYH1 MYH14 MYOT NAA80 NLGN3 NPHS2 NRIP2 NUP58 OLFML2A OR10H1 OR1F2P OXNAD1 PAX4 PI15 PLA2G2A PLEKHH3 PSORS1C2 PTGIR PTGS1 PTPRZ1 PYCR3 RAC3 RASGRF1 RBMXL2 REEP2 RGS11 RNF125 RNF186 RNF19A RPL13P5 RUNX3 SACS SCGB1A1 SERPINB9 SLC35D1 SLC3A1 SLC52A1 SPRR2B STAG3 SYNDIG1 TAS2R4 TENT5C TFCP2L1 TFEC TGM1 TREM2 TRPC6 TSPAN7 TTLL3 TYR WNT16 ZBTB22 ZFY ZSCAN2 CTIP_DN.V1_UP https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/CTIP_DN.V1_UP ACTA1 ADAM18 ADAMTS2 ALPK3 APOB APOBEC1 ARPIN ASPA BARX1 BCAN BCL2L14 BEST2 BSPRY C1orf105 C8orf17 CAMK1 CCL20 CD22 CD34 CD80 CHODL CLEC3B COCH COL1A2 COPZ2 CST5 CTAG1A CTLA4 CTRB2 CXCL8 CXCR6 CYSLTR1 DDIT3 DKFZP434A062 EFS EGFL7 FAM153A FFAR2 FGF17 FGF21 FSTL4 GDF10 GEMIN7 GNG7 GRID2 GRPR H2AC8 HDAC9 HOXB1 HTR3B IFI6 INA INSR KCNA5 KCNB2 KCNC4 KCNIP2 KCNK2 KCNS1 KLHL28 KLK1 KLRC4 LAIR2 LGALS9 LIM2 LIN28A LMO1 LRRC37BP1 LRTM1 MED18 MIP MMP8 MYF6 MYH6 MYOM1 NANOG NCR1 NPPA ODAM OLFML2B ONECUT2 OPN1SW OR2F2 OR7E47P ORM1 OXCT2 PCDHA5 PDE6H PDGFRL PER3 PGLYRP4 PHAF1 PKD2L1 PMEL PNMT PPEF1 PPIEL PPP2R3B PRPH2 PRSS2 PSG7 PTGFR PTH1R RALYL RGSL1 RND2 ROM1 RPGRIP1 S100A1 SALL2 SCAND2P SERPIND1 SHCBP1L SLC16A4 SLC17A1 SLC35G2 SLC43A1 SLC9A5 SMPDL3B SNAI1 SP140 TEK TERT TESMIN TNFRSF17 TRAF1 TSSK2 TTR TUBB1 TULP1 UPK1B WT1-AS ZNF20 ZNF253 ZNF528 CYCLIN_D1_KE_.V1_DN https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/CYCLIN_D1_KE_.V1_DN A2M ABO ACKR3 ACTC1 ACTN2 ADARB1 ADD3 ADH1B ADIRF AKAP6 ALDH1A1 ALK ALPG ALPL AMHR2 ANGPT1 ARL4A ARNT ATF2 ATF7 ATP2B3 ATP6V1B1 BAG1 BET1 BNIP2 C1QB CAMK4 CAPG CAV1 CD14 CD27 CD37 CD53 CFB CFTR CHD8 CHRNB2 CNGB1 COG2 COL3A1 CPA3 CPN1 CRISP2 CRMP1 CSF2 CXCL12 CXCL3 CYP24A1 CYP2C9 CYP2F1 DAO DAZL DELE1 DIO2 DNAH3 DNAJB4 DNM1L DPF1 DRD4 DSG1 EML1 EPHA1 ERBB2 EYA1 F3 FBP2 FCER2 FES FKBP3 FLT1 FXR2 GAB1 GALT GART GATA1 GJA1 GNAZ GPSM3 GRIA1 GRIN2B GYPA GYPC HPN HPX HRG IFIT3 IFNA10 IFNAR1 IL17A IL1R1 IL7R ILF3 INHBB IRAG2 KCNJ8 KIAA0040 KIF1A KLF9 KLK3 KRT13 KRT17 KRT5 LILRB4 LIMS1 LINC01587 MAG MAPK4 MATK MC1R MPI MS4A1 MX1 MXI1 MYH2 MYL5 MYO1F NCKAP1L NEDD4 NELL1 NKX3-1 NNT NOS1 NPAS1 NR6A1 NTF4 NTSR1 OXT PAFAH1B3 PBX2 PCK1 PCP4 PDCD2 PDE6H PDYN PENK PEPD PGM5 PIK3R1 PIP4K2A PIP4K2B PLCG2 PNLIPRP1 POU2F2 POU3F1 PPIG PRKCQ PRKG2 PROC PSG3 PSME4 PTCRA PTH1R PVALB RAB5B RAPGEF5 RIT2 RLBP1 RNASE6 ROS1 RRP1B RXRG SALL2 SERPINA7 SLC25A11 SMCP SOX3 SPIB SPTLC2 TAFAZZIN TARBP2 TCEA2 TCIRG1 TESK1 TFCP2 TGM3 TMSB15A TNNT3 TOB2 TUBA1A TUBA4A TXLNA UBE3A UCP2 UNG VAMP2 VCAM1 WTAP XGY2 YLPM1 ZNF132 ZNF35 CYCLIN_D1_KE_.V1_UP https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/CYCLIN_D1_KE_.V1_UP ABLIM1 ADRA2A ADRA2B AGXT AHR ALDH3A2 APOA2 APOC1 APOC4 ARCN1 ARL3 ASNS ATXN1 AXIN1 BATF BCL9 BIRC2 BRF1 CA4 CARS1 CASP3 CCKAR CCL20 CCL23 CD52 CDK6 CDKN1A CDKN2A CDR2 CDR2L CDS1 CEBPD CELA2B CENPB CGREF1 CHKA CHRNA5 CHRNB4 COASY COL18A1 COL5A2 COX17 COX7A1 CRIP1 CTBP1 CYP2E1 DAP DCAF7 DGKD DMWD DNASE1 DNASE2 DRD5 DTNA DUSP4 DUSP5 DYRK4 E2F4 EGR3 EIF5A ENTREP1 EPHA2 ETS2 EVX1 FAM3C FGFR4 FHL2 FOSL2 FOXK2 FSHR FZD5 GCHFR GGT5 GLB1 GLI1 GNAI2 GOT1 GP2 GPT HBA2 HGFAC HK3 HOXC5 HSD17B10 HSF4 HSPA1B HSPG2 HSPH1 HTR6 ID1 IFITM1 IFRD2 INPP5A KAT5 KCNAB2 KCTD2 KDM5C KIF22 KIFC1 KLC1 KLF4 KLK6 LCN2 LMF2 LORICRIN LPIN2 LTBR MAD1L1 MALL MAN2A2 MARK3 MASP1 MAT1A MED24 MGAT5 MMP15 MPHOSPH6 MTREX MUC5AC NEK3 NFE2 NPR2 NRG1 NTN3 PCGF2 PDE4C PFKL PHF20 PHKG2 PIGC PKD1 PKN1 PLCB2 PLK3 PLOD1 PMPCA POLD1 POLR2C PPIB PPID PPM1F PPP3CB PPP5C PRPH PRRC2A PTPN3 PTPRH PTS RAB31 RASSF7 REEP5 REN RGS3 RHO RRAS RUNX1 S100A2 SCAP SLC35D1 SLC38A3 SLC6A3 SLN SMTN SNRPB2 SNRPC SNX17 ST3GAL4 STAM STT3A SUPT5H TCF12 TFAP2A TGFBR2 THBD THOC1 THOP1 THY1 TNNT2 TPTEP1 TRAF1 TRIM25 TRIO TROAP TSC2 TTLL12 ZIC1 ZNF787 ZYX CYCLIN_D1_UP.V1_DN https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/CYCLIN_D1_UP.V1_DN ACAA1 ACAA2 ACKR3 ACVR1 AKAP6 ALOX5 ALPG AMBP AMHR2 ANK3 AP3B1 ARNT ASGR2 ATF2 ATF7 ATP6V1A ATR BAG1 BBC3 BRAF BRCA2 BTG1 BTN2A1 CAMK4 CAPG CASP2 CASP9 CAV1 CBLN1 CCL11 CCNG2 CCR9 CD19 CDKL5 CFB CHRM1 CHRNG CLP1 CMKLR2 COG2 CPA3 CSF2 CUL7 CXCR4 CYP24A1 DAZL DELE1 DNAJB4 EIF4G1 EMC2 EML1 EPHA1 ERCC4 ERG EZH2 FLOT2 FXR2 G6PC1 GAB1 GAL GALK1 GATA1 GATA4 GCK GET3 GNAZ GNS GUCY1A2 GUCY2C GYS1 HDAC2 HERC1 HLA-DRA HPCA HPS1 HRG HRH1 HTR1A IFNGR2 IGF1 IL17A IL1A IL7R ILF3 INHBA ITGA3 ITGB6 KCNJ3 KIAA0040 KIF1A KIR2DL4 KLF9 KRT17 KRT5 LAMB1 LILRB4 LMAN2 MAPK8IP2 MATK MFAP3 MLC1 MOK MPI MRE11 MT1F MYH2 MYL5 MYL9 MYO1C MYO1F N4BP2L2-IT2 NCKAP1L NEDD4 NELL1 NKX2-5 NNT NOS1 NR6A1 NTF4 NTHL1 PAFAH1B2 PAFAH1B3 PARG PBX2 PBXIP1 PCK1 PDCD2 PDYN PEPD PIK3R1 PLA2G2A PMS2P11 POU3F1 PPARA PPIG PRKCQ PSEN2 PTPN4 PUM2 PVALB RAB9A RAB9BP1 RBMS2 RGS16 RLBP1 RNASE4 RNASE6 ROS1 RRS1 RXRG RYK S100A4 S100G SART3 SCAF11 SLC6A4 SMPD1 SNAPC1 SPIB SPINK1 SPRR2C SPTLC2 SSTR1 SULT2B1 SYPL1 SYT1 TARBP2 TBC1D31 TFCP2 TIA1 TNNT3 TOB2 TPD52 TPM2 TPM3 TRH TUBA4A TXLNA UCP2 UMPS UNG USP9X VAMP2 VASP WTAP WWOX YLPM1 ZNF133 ZNF266 ZNF35 CYCLIN_D1_UP.V1_UP https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/CYCLIN_D1_UP.V1_UP ABCA2 ABLIM1 ADRA2A ADRA2B ALDH3A2 ANPEP APOA1 APOC4 ARCN1 ATP4A AXIN1 BATF BCL9 BIN1 BLM BMP1 BMP5 CA4 CA9 CACNG1 CASP3 CCIN CCKAR CCL23 CD1A CD52 CEBPD CENPB CETP CGREF1 CHGA CHRNA5 COL4A2 COX17 CPT2 CTF1 CXCR3 CYP2A7 DCAF7 DEFB1 DMWD DNASE2 DRD5 DVL1 DYRK4 EGR1 EIF5A EMC1 ENTREP1 EPHA2 ETS2 ETV4 EVX1 FCGBP FDXR FGD1 FHL2 FOXO4 FSHR FZD5 GADD45A GALNS GCHFR GGT5 GLB1 GNL1 GOT1 GP2 GPT GTF2H4 GUCA2B H3C2 HAGH HBA2 HK3 HNRNPA0 HNRNPA3P1 HOXB13 HOXC5 HRC HSD17B10 HSPA1B HSPG2 HTR6 ID1 IFITM1 ITGB1BP1 KCNAB2 KDM5C KIAA1549L KIF22 KIR2DL3 KLF4 KLK6 KMT2A KSR1 LTBR MAD1L1 MALL MARK3 MASP1 MAT1A MC2R MED12 MGAT5 MKI67 MMP15 MNX1 MSLN MSN MUC5AC MYL6 MYT1 NAA80 NCSTN NDUFB7 NEK3 NFE2 NKG7 NSG1 OPRD1 PAX2 PCDHGA12 PCGF2 PCSK7 PDE1B PDE2A PKD1 PLK3 PLOD1 PPIB PPP5C PPY PRRC2A PTMS PTPN21 PTPN3 PTS RAB31 RABEPK RASGRF1 RASSF7 RCVRN REEP5 RGR RHO RPS6KA1 RRAS RXRA RXRB S100B SCAP SELPLG SERPINB10 SGCA SHC3 SLC12A4 SLC18A3 SLC19A1 SLC6A3 SLC6A9 SLN SMOX SMTN SNRPC SPOCK2 ST3GAL4 STAT5A SUPT5H SYN1 TAGLN TAP1 TFPI2 TGFB1 THBD THY1 TK2 TRAF1 TRIM25 TRPC3 TSC2 TTLL12 UBXN1 WNT1 WNT10B WT1-AS ZYX DCA_UP.V1_DN https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/DCA_UP.V1_DN ABCA5 ACIN1 ADGRF5 ADM2 AGAP2 ALK ANAPC10 ANKRD2 ANKRD46 ARHGAP15 ARHGEF9 ASIC4 ASPM ATP10D AUNIP C1orf109 C2CD2L CA5A CACNA1S CDH16 CDK10 CDK5R2 CDON CHEK2 CHST2 CLIC5 CMC1 CNNM4 CNTLN COL21A1 CPB2 CPLANE2 CST7 CTAG2 CX3CL1 DCAF13 DCAF17 DHX35 DHX57 ENO3 ETNPPL FAM204A FAM222B FGF9 FGR FUT3 GABPB1-IT1 GALR3 GMPR GPR137B GPR19 GPT GRID2 GSDMD H3C4 IFNA5 IFNG IGLJ3 IL10RA INSL5 IP6K2 IPCEF1 IRAK4 IRF2BP1 JOSD1 KATNBL1 KCTD3 KLHL1 KMT2D KRT1 KRT24 KRT5 LAMA3 LAT LCOR LIN7B LONP2 LRP5L LRRC14 LRRC37A2 MAGEB3 MAGEH1 MAP3K14 MAP3K20 MARCHF2 MATN4 MCTP1 MED23 MFGE8 MFSD12 MNAT1 MSANTD2 MSH5 MTRF1 MYL10 NACC1 NFASC NOL8 NOTCH2NLA NPIPA1 NR4A1 NR5A1 NUDT11 NUMB NUP62 NXF2 OR11A1 PDE6A PDK2 PES1 PEX19 PHKG2 PIN1 PKD1 PKD1P1 PKP1 PLA2G4C PLK3 POGLUT1 POR PPCDC PPP1R12B PPP1R13B PPP1R17 PRPF38B PRRX2 PTPRG RAB11FIP1 RALGDS RASL10A RASSF4 RBM14 RNPEPL1 RS1 S100A14 SERPINB3 SETBP1 SETD4 SHMT1 SHOX2 SIAH2 SIRPB1 SKIL SLC16A10 SLC22A17 SLC29A3 SLC35F6 SLC38A3 SLC6A6 SLC7A9 SNCB SNX24 SP140L SPC25 SPRR1A STAG3 STARD3 STEAP1B TAF1C TBX6 TCIRG1 TCL1A TCL1B TDRD7 TG TGFBRAP1 TMEM115 TNFSF18 TNRC18 TRIM52 TRPM6 TSC22D3 TXLNA UPK1A VPS52 WDR91 YIPF3 ZCCHC24 ZKSCAN4 ZNF248 ZNF286A ZNF32 ZNF652 ZNF821 ZNF84 DCA_UP.V1_UP https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/DCA_UP.V1_UP ACP5 ADAM19 ADARB2 AHSP AIF1 AK4P3 AK5 ALG1L2 ANKRD1 ANKRD53 AOC1 ARHGDIG ATF6 ATP1B2 AURKB BCAS4 BEST1 BFSP1 BMX BTBD8 BTN3A1 C1orf105 C22orf31 CA6 CABIN1 CACNG5 CAPN11 CASP2 CATSPERB CCDC71 CCDC87 CCN4 CCT8L2 CD1B CD27 CD70 CD82 CDC45 CETN1 CFAP70 CLCN2 CLEC7A CLN6 CLPB CNGB3 COBL COLQ COPZ2 CORT CREB5 CRIP2 CRYGB CST2 CTSG CUBN CXCL8 CYP2B7P CYP3A43 DCXR DEPP1 DNAJC16 DNAJC28 DNAL4 DPP6 EFS ELAVL4 ELOA2 EPHB6 EXO5 EYA2 F2 FAM215A FGD1 FGF22 FGF6 FMO6P FRMPD1 GABRB2 GARNL3 GDPD3 GIPR GLS2 GPA33 GPR45 GRIA1 GRIN2D GRM5 H2BC10 HCG9 HHLA1 HOXC5 HTN1 HTR6 IFIT2 IFNA10 IGKV3D-15 IGLV2-14 IL23A IL2RA IL36RN INO80B INSL3 IRGC IRX4 ITGA8 KIAA0513 KIF17 KIR2DS1 KLHL3 KLRB1 KREMEN2 KRT13 LAMC3 LGALS7 LIMD1 LPAR3 LRFN3 MAPK8 MAPK8IP2 MCF2L MCTP2 MDK MIR600HG MOGAT2 MX1 MYCT1 MYOZ3 NPC1L1 NRXN2 NTN3 OR3A2 OVGP1 OXCT2 PAK1IP1 PHLDB1 PIGV PLA2G2F PLAA PNMT PRDM14 PRRG4 PTGFR PTPRT RAI1 RIMS2 RNASEL RNF125 RPE65 RPRM SARDH SERPINA1 SERPINA4 SERPING1 SHCBP1L SIX1 SLC22A14 SLC28A1 SLC66A3 SMN1 SNX17 SOS2 SPIN2A SYNE3 TACR3 TEX13B TNNT2 TNS4 TSKS TTLL3 TYRO3 USF2 USP29 USP6NL VPS39 WASL WDR25 WNT16 WNT2 ZNF117 ZNF157 ZNF185 ZNF639 ZNF750 ZNF91 ZSCAN12 ZSWIM1 E2F1_UP.V1_DN https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/E2F1_UP.V1_DN A4GALT ABLIM1 ACKR3 ACOX1 ADAMTS1 ADARB1 AJUBA ALAS2 ALDH1A1 ALDH3A1 AMPD3 ANGPTL4 ANXA1 ANXA4 ANXA8 APBB1IP APBB2 APC2 AQP8 ASL ATP2A3 AVPI1 B4GALT3 BAG3 BCL6 C3 CALML4 CAPN2 CAVIN2 CCL2 CCND2 CCNG2 CD3E CD47 CHRNA7 CIRBP COL11A1 COL3A1 CPT1A CREBRF CRIP2 CSF1 CXCL1 CXCL5 CYP1B1 CYTIP DAB2 DCAF8 DOK1 DTX2 EBF1 EFNA4 ENTPD6 EPS8 ERBB3 EVI2A F3 FAS FCHO1 FMO3 GADD45A GBP2 GFRA1 GHR GSTA4 HES6 HLA-E HMGCS1 IDH1 IFIT2 IFT20 IL18 IL1R1 IL1RL1 IL6ST ITPR2 KLF2 KLF3 KMT2E KXD1 LAMA4 LBP LCLAT1 LGALS2 LIMA1 LIPE LRIG1 LXN MCL1 MDK MDN1 MLX MMP24OS MMP7 MTARC2 MX1 MYC NDRG4 NEAT1 NFKB1 NFKBIZ NHSL1 NOTCH2 NPR1 NUMA1 PAK3 PDE4DIP PDGFRA PDZK1IP1 PGD PHLDA1 PKD1 PLA2G4A PLAT PLET1 PLIN2 PLK2 PLXND1 POLD4 POU5F1 PPP3CA PPTC7 PSEN2 PTDSS2 PTGS1 PTGS2 RAB11FIP5 RAB9A RALGDS RAP2B RASA3 RGS2 RMC1 RSRP1 RTKN RUNX1T1 RUNX2 SAMD10 SASH1 SCAMP1 SEC23A SEMA4B SERAC1 SERTAD1 SGK1 SIX5 SLC11A2 SLC1A1 SLC35E4 SLC6A8 SLPI SNAI1 SNAPC3 ST3GAL4 STAC STAT3 STAT6 STOM STX4 SYNPO TANK TCF4 TGFB1I1 TGFB3 TGM2 TMEM45A TNXB TRAF3IP2 TRAPPC4 TRIB3 TRIM41 TSHR TUBG2 UBE2H UNC93B1 UQCC3 USP19 VCAN VPS45 WDFY2 WDR26 XBP1 XPR1 ZBTB20 ZC3H12A ZFR2 ZMYND8 E2F1_UP.V1_UP https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/E2F1_UP.V1_UP ACTN3 ADA ADCY6 ADIPOR2 AGO2 ARF3 ARHGAP39 ARHGAP8 ARHGEF1 ART3 ATP5F1D AURKB BCL2 BOK BOLA3 BRCA2 BUB1 CAD CAPRIN2 CASP7 CDK5R1 CDR2L CDV3 CHAF1B CHEK1 CLN6 CMA1 CNIH2 CNOT7 CRYZ CSTF2 CYBA DBF4 DCAF1 DCTPP1 DDB1 DDX46 DLGAP5 DLX1 DMBT1 DNA2 DNAJC2 DNAJC21 DRC1 E2F3 E2F8 EFNB2 EIF6 ELANE ELAVL1 ENTR1 ERCC2 ERMP1 EVL EZH2 FANCM FEN1 FMNL3 FNBP1 FRAT2 GATA6 GPN2 GPR19 GRSF1 GRWD1 GSDME GUF1 HDGFL2 HES1 HMGB3 HPF1 HSPB2 HSPBP1 INO80C INO80E ITSN1 IVNS1ABP KANK3 KIF2A KIFC1 KLHL21 KPNA1 KPNA3 KRT72 LARP4B LMNB1 LPIN2 MAP3K11 MAP3K3 MAPK14 MASP1 MCM10 MCM4 MED20 MELTF MPG MRPL46 MSH3 MTSS2 MXI1 NAB1 NASP NBL1 NCAPH NDUFAF4 NHERF1 NOCT NOLC1 NOP56 NUP43 PACS1 PAIP2B PARP1 PARP16 PBX3 PHF12 PIGA PIM1 PIP4K2A PITPNM1 PKP4 PLK4 POLA2 PPM1M PRADC1 PRC1 PRIM2 PRM1 PSME3 PTPN21 PTPRU RB1 RBM15 RBM22 RDH13 RELL1 RHBDL3 RND2 RRM1 RRP1B SGO1 SHBG SINHCAF SIRPA SLBP SLC20A1 SLC35E1 SLC7A1 SMAD1 SMC2 SOCS2 SPEF1 SRSF4 SSX2IP STIL TAF6 TAF9 TBP TFAM THOP1 TINF2 TK1 TLE4 TLX2 TOP2A TPD52 TPM2 TRAF3 TRNT1 TYMS TYRO3 UBE2T UBN1 UBR2 UCK2 UPK2 UQCC1 USF2 USP10 USP39 VEGFA VPREB3 VPS37B WBP11 WDHD1 WRN ZFPM1 ZSWIM7 E2F3_UP.V1_DN https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/E2F3_UP.V1_DN ADAM8 ADGRE2 ADGRF1 ADM2 ANKRD46 APOBEC3G ARHGAP18 ARL15 AXIN1 B3GNT3 B9D2 BCO2 BDKRB2 BMS1P2 BRCA2 BYSL C16orf74 C8B CASP14 CBLC CBX3 CDH15 CIITA CLEC7A CXXC1P1 CYP4F29P DCC DOK7 DTWD1 DUXAP10 EBLN2 EEF2KMT EHMT1 EIF3CL EREG ESF1 ETV3 FAM209A FBXL19 FBXO27 FUBP3 GALNTL6 GAS2L2 GAS8-AS1 GIPR GJB5 GPRC5A GRID1 GTF2H2B HAPLN4 HOXC4 HSD17B3 HSD17B7P2 HSPA6 IFNA13 IFNE IL6 INO80C INTS7 IRAK2 IRGC KCNQ1OT1 KIR2DL4 KLHL28 KRT80 KRTAP2-1 LFNG LHX6 LIF LIF-AS2 LINC00173 LINC00662 LINC00842 LINC03009 LRRC8E LYPD3 MACF1 MAGOHB MARK2 MEGF6 MFSD2A MMP1 MMP3 MRPL55 NACC2 NAT9 NCKAP1L NKX6-3 NR6A1 NRL NT5C NUP58 NYNRIN OLFM1 OR6B1 PC PCDHB4 PCNX3 PCSK9 PLAT PMAIP1 PODN POLR1A POP1 PPAN PPARD PRSS33 PVT1 RAB43 RAP1A RARA RBM4 RIF1 RNF215 RPL34-DT RSPH6A RUFY2 RUSC1-AS1 S100P SERPINB1 SH2D2A SH3TC1 SLC2A6 SLC6A14 SLCO2B1 SNAPC4 SND1-IT1 SNHG3 SNORA28 SOX1 SPAG11A SPNS3 SPRR1B SPTB SRGAP2B STK40 STPG1 STX1A STXBP5L TAF15 TBRG4 TGM2 TGM5 THBD TLR2 TMEM266 TMPRSS6 TREM2 URB1 UTS2R WASH3P WT1-AS ZBED2 ZBTB49 ZC2HC1A ZCCHC7 ZFAS1 ZNF135 ZNF284 ZNF3 ZNF646 ZNF674-AS1 ZNF782 E2F3_UP.V1_UP https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/E2F3_UP.V1_UP ABCG2 ABHD15 ADGRB2 ALKAL2 ANKRD18A ANTXRL APOLD1 ARRDC2 ATAD2 ATP6V1E1 ATRNL1 BRI3BP C11orf96 CABLES2 CBX2 CCNE1 CCNE2 CCP110 CD83 CDC20B CDK19 CDK5R1 CDKN1C CDKN2C CDRT15 CEBPA CHML CHRDL2 CHST1 CHST2 CHST7 CIBAR1 CMPK2 CRY1 CSPG5 CYP26A1 DCK DCLRE1B DDAH1 DHRS13 DTL E2F7 EEF1A2 EFS EGLN1 EGR2 EMC9 EML6 ENO2 EPB41L3 EPHX4 ESX1 FAM222A FAM43B FAM78A FANCA FAXC FBXL16 FEN1 FGF9 FGFR3 FOXD1 FUT5 GAD1 GCH1 GINS1 GKAP1 GPR137C GPR160 HBA2 HEY1 HEY2 HOXA9 HPGD HRK HSPA2 IL17RB INA INHBB JPH1 KCNA6 KCNS3 KHDRBS3 KISS1R KLF16 L3MBTL3 LCN6 LEF1 LIN7B LMO2 LRP4 LRRC45 MANEAL MAP3K21 MAP6D1 MBOAT1 MEX3B MFHAS1 MICB MILIP MMP15 MNX1 MSRB1 MYB NAT8L NEFL NFIA-AS1 NGEF NOL4L NPAS1 NPTX1 NR2F1 NUDT22 PCNA PCOLCE2 PDIA2 PDXP PEG10 PGAP4 PIN1 PLSCR4 PLXND1 POLE POLE2 PTCH1 PXMP2 PYGO1 RAB26 RAB9B RASD1 RASGRP1 RECQL4 REEP1 RHOBTB2 RIPPLY3 RRAGD RTN4R RTN4RL1 RYR1 SAC3D1 SAMD1 SAMD11 SBK1 SEPTIN3 SH3BGR SHANK3 SHISA8 SIX5 SLC27A2 SLC27A3 SLC30A4 SLC4A3 SLC6A2 SMAD6 SMCO4 SNRNP25 SNX10 SOWAHA SYN1 SYNGR3 SYNM TAF5 TAS2R38 TIAM1 TIFA TLCD1 TLE2 TM6SF1 TMEM106C TMEM121 TMEM158 TMEM201 TMEM97 TMOD2 TP53I13 TPPP TSHZ1 TSPAN5 UBE2QL1 UGT8 UNG WNT9A ZDHHC12 ZDHHC14 ZDHHC23 ZFP30 ZIC2 ZNF367 ZNF483 ZNF703 EGFR_UP.V1_DN https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/EGFR_UP.V1_DN ABLIM1 ACKR3 ADD3 AGL ALG13 ANGEL2 ANK3 ANXA9 AOPEP APBB2 ARL3 ARL4A ARMC9 ARMCX1 ASCL1 ATF7IP BAZ2B BCL2 BDH1 BDKRB2 BMERB1 BRCC3 BRIP1 BST2 BTG3 CADM1 CALB2 CALCR CARF CASP6 CAV1 CBFA2T3 CBR4 CCN5 CELSR2 CENPU CHN1 CLK4 COL9A3 CPE CSTA CTSH CYBA CYP26B1 DCAF6 DDX60 DEPDC1 DERA DLC1 DMXL2 DNAJC12 DTL E2F8 EFHD1 EFNB2 EGR3 EIF2S3 ELAPOR1 ELF5 ELOVL2 ELOVL5 ENPP4 EPB41L2 EPS8 EZH2 FAM234B FAM50A FANCL FTO GALC GFRA1 GOLGA8A GPATCH1 GPER1 GRB10 GREB1 GTF2I GULP1 H1-2 H2AC11 H2AC6 H2AC8 H2BC10 H2BC12L H2BC5 H2BC6 H2BC7 H2BC8 H2BC9 H3C10 H4C8 HEBP1 HERC6 HIRA HSPA4L IAPP ID1 ID2 IFI27 IFI44 IFI44L IFI6 IGF1R INPP5F IRS1 ITPRID2 KIF11 KIF5C KRIT1 LLGL2 LTBP1 LTN1 MAFB MARF1 MATN2 MDK METTL3 MEX3D MFF MICB MOCOS MPDZ MSMB MYB NCAPG2 NDC1 NDUFA5 NET1 NME3 NMU NPY1R NREP NRIP1 NUP205 OSR2 OVOL2 PCMTD2 PCYOX1 PDCD4 PDLIM3 PDZK1 PEG10 PGR PHF20 POLI POT1 PRKACB PRKD3 PRPF6 PRR15L PRR7 PSPH PTBP2 RASGRP1 RCN1 RFWD3 RHOBTB3 RMC1 RNF43 RPP25 RUFY1 SATB2 SGCB SGCG SGK3 SH3GLB2 SIGMAR1 SLC1A1 SLC27A2 SLC27A3 SLC39A8 SLC6A14 SMAD7 SNX7 SOX3 SPTBN1 STIL SYCP2 TAF12 TBL1XR1 TCAF1 TCN1 TENM1 TMEM106B TMEM187 TMPRSS3 TRIM24 TSC22D3 TSPAN5 TTC39A WIPF1 XK ZNF107 ZNF273 ZNF43 ZSCAN18 EGFR_UP.V1_UP https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/EGFR_UP.V1_UP A2M ABCC3 ACTG2 ADM AGO2 AKAP12 ALAS1 ANGPTL4 AOX1 APOBEC3B ARAP2 ARFGAP3 ARID5B ARNT2 ASPH ATF3 ATXN1 BACE2 BCL3 BMP7 CADPS2 CAPN2 CARMIL1 CASP7 CBLB CCDC68 CCL2 CCL22 CCN1 CCN2 CEACAM6 CEBPD CEMIP CLDN1 CMAHP COL5A2 COTL1 CRISPLD2 CSGALNACT1 CTNNAL1 CXADR CYP1B1 CYP27B1 DBNDD2 DRAM1 DUSP4 DUSP5 DUSP6 EDN1 EGFR EGLN3 ELK3 ELL2 ENPP1 EPAS1 ERO1A ETHE1 ETS2 ETV5 EXT1 F2RL1 FADS3 FERMT2 FGB FGFR3 FGG FHOD1 FNDC3B GABBR2 GAL GBP1 GBP2 GCLM GCNT1 GJA1 GK GK3 GLRX GRAMD2B HBEGF HIVEP2 HK2 HOMER1 HSPA2 ICAM1 IDO1 IFIT3 IGF2BP2 IL15RA IL1R1 IL4R IMPA1 INHBA IQCG IRF1 ISG20 ITGA2 ITGA3 ITGB6 JUNB KCNS3 KLF4 KRT7 KRT81 KTN1 LHFPL2 LIF LOXL2 LPAR6 LPIN1 LPP LRP8 MALL MAOA MAP2K4 MAP3K5 MBNL2 MEIS3P1 MGAT4A MGLL MIR22HG MMP1 MMP10 MPZL2 NFIL3 NFKB2 NT5C2 P2RY6 PAPSS2 PCDH9 PDE4B PDLIM7 PGM3 PHLDA1 PIGA PLAC1 PLAGL1 PMAIP1 PSMB10 PSMB9 PTPRE RAB27A RCAN1 RGS16 RHOQ RND1 RNF19A RPS6KA3 S100A8 S100A9 S100P SAMD4A SAT1 SCCPDH SDCBP SEC23A SEL1L3 SEPTIN10 SGMS1 SGPP1 SLC12A2 SLC4A7 SLC7A11 SLC9A6 SLCO2A1 SMCO4 SNAPC1 SNX16 SOCS2 SOWAHC SPAG1 SPTLC2 SQOR SUSD6 TAF1A TAP1 TBC1D8 TCIM TFPI TGFB2 TMEM121 TMEM45A TNFAIP8 TNFRSF11B TNFRSF21 TNNT1 TNS3 TUBB2A VAV3 WIPI1 WNT5A ZNF281 EIF4E_DN https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/EIF4E_DN ADAM9 ALPK1 ANGPTL4 APPBP2 ARHGAP32 ARID4B C2CD2 C3 CASP10 CCAR1 CCDC174 CD55 CERT1 CLDN23 CLINT1 CLTC CNKSR3 CTSC CWC22 CYP1B1 DCTN4 DENND2D DIP2B DOCK1 EP400 EPDR1 ESRP1 FAS FHIP2A FNDC3B FRMD4B FUCA1 FXR1 FZD3 GALNT5 GATA6 IL36G IQGAP1 ITPRIP KLHL21 KPNA4 LMO7 LOXL1 LRBA MAP3K5 MCPH1 MIOX MMP9 MRTFB MYH10 MYO10 NCOA6 NCOA7 NEDD4L NKAPL NPEPPS OFD1 OGA PARP8 PDK4 PHIP PLAU PLEKHA5 PRDX4 PRMT9 PRRC2C PTER PTGS2 RANBP2 RCBTB2 SAA1 SAA4 SCAMP1 SDR16C5 SEMA4D SGPP2 SH3YL1 SIK3 SLC46A3 SNAPC1 SORT1 SQOR STAT5A STRBP SVIL TBCK TNIP1 TP53BP1 TP53BP2 TP73-AS1 TPD52 TRIM47 TRIP11 TSPAN6 UBA7 UPF2 USP47 VPS13C WASHC5 WDFY3 EIF4E_UP https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/EIF4E_UP ACYP1 AHSA1 ANKRD16 ATP5MF ATP8B3 BHLHE40 BMP3 BOLA1 C6orf226 C8orf33 CACNB3 CAMK2N2 CARTPT CCDC187 CFHR1 CHCHD1 CKMT2 CNTN4 DEDD DNAJB5 DNPH1 DPY30 DXO EIF4A3 FABP7 FAM117A FBXL13 FBXO4 FETUB FKBP1B FN3KRP FOXD2 GEMIN6 GTF2H5 HAUS7 IDH1 IL18 ISOC2 ITPK1 JOSD1 KCNC2 KLF8 LAMC3 LST1 MAP2K3 MAPK8IP1 MDH2 METTL1 MIRLET7BHG MON1A MRPL17 MRPL30 MRPS35 MS4A1 MTX2 MYH6 NDRG1 NEGR1 NKX2-8 NOP16 NPM3 NTPCR NUDCD2 OSBPL10 PAGR1 PFDN2 PHYKPL PMM2 PNO1 PPCS PRSS1 PTS RGS3 RIPOR3 RSAD1 SLC25A30 SNRNP25 SNTB1 SNX8 SRXN1 STPG2 TAF11 TALDO1 TAX1BP3 TMEM11 TMEM230 TP53I11 TST TUFM UBFD1 UBL4A UCHL3 UQCC4 UROS VIPR2 VPS28 VPS72 ZBED2 ZNF576 ZNRD2 ERBB2_UP.V1_DN https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/ERBB2_UP.V1_DN AASDHPPT ABLIM1 ACTR6 ADAM9 ADD3 AGL ALG13 AMIGO2 ANKRD12 ANXA3 AOPEP ARHGAP29 ARMCX1 ARMCX5 ARMT1 ASCL1 ASS1 ATF1 ATP8B1 ATR BCL2 BMERB1 BRWD1 BST2 BTG3 C1orf109 C2CD5 CALB2 CASP6 CAV1 CBR4 CCDC59 CCN5 CEBPZ CENPE CETN3 CHD1 CLIC3 COL9A3 CPOX CUL5 CYP26B1 DBF4 DDX60 DEPDC1 DLC1 DNAJB14 DTL ECT2 EGR3 EHBP1 EIF2S3 EMC2 ERI2 FAM216A FASTKD1 FBXO5 FHL2 FKTN FLNB FOLR1 GFRA1 GNL2 GOLGA4 GOLGA8A GPER1 GREB1 GULP1 HAUS3 HERC6 HIRA HS2ST1 HSPA13 HSPA4L HSPB8 IAPP ICE1 ID2 IFI27 IFI44 IFI44L IFI6 IFIH1 IFIT1 IFIT5 IFT57 IGF1R INPP5F IRF7 IRS1 ITPRID2 JAK2 KANK1 KCTD3 KIF5C KLF10 KRR1 LAMB1 LIN7C LPGAT1 LRIG1 LTN1 MAD2L1 MAP4K3 MARCHF7 MATN2 MBNL2 MED17 MGP MPDZ MRPL19 MSH2 MSMB MTCL1 MTERF3 MTIF2 MYB MYBL1 MYC NAA15 NCAPG NMRK1 NOC3L NOL8 NPEPPS NPY1R NRCAM NRIP1 OAS1 OAS2 PAK1IP1 PDZK1 PEG10 PLA2G12A PLK4 PMAIP1 POLI PRELID3B PRKAR2B PRMT3 PSPH PTBP2 PUS1 RAB31 RAD51AP1 RAD54B RALGAPA1 RANBP6 RASGRP1 RBBP8 RECQL RHOBTB3 RIF1 RIGI RMC1 RMI1 RNF138 RPAP3 RPRD1A RRN3 RRP15 RTCA SLC26A2 SLC6A14 SLC7A2 SMAD7 SMARCA5 SMC3 SS18 SSB STIL STK17A TAF1D TAF2 TCN1 TFPI2 TIAM1 TM4SF1 TMED5 TOPBP1 TRMT61B TTC39A TTK TVP23B UBA6 USP16 WDR43 WIPF1 XK ZBTB10 ZBTB11 ZCCHC2 ZNF107 ZNF267 ZNF43 ZNF430 ZNF84 ERBB2_UP.V1_UP https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/ERBB2_UP.V1_UP ABCC3 ABCG1 ACHE AKR1B10 AKR1C2 ALDH4A1 ALDOC ANGPTL4 ANKMY2 ANXA6 APH1B APLP1 APOBEC3B AQP3 ARNT2 ASPH ATP6V0A4 ATXN1 B3GALT4 BACE2 BCAM BCL3 BCL6 BMPR1B BNIP3L C1orf115 CA8 CADPS2 CAMK2N1 CAPN2 CAPN5 CAST CDS2 CEACAM5 CEACAM6 CEMIP CHST11 CLMN CNOT8 CREB3L2 CRLF1 CSGALNACT1 CSTA CXADR CXCL8 CXCR4 CYP1A1 CYP1B1 DAB2 DBNDD2 DHRS7B DNAJC4 DOCK10 DRAM1 DUSP4 DUSP6 EDN1 EGLN3 ENO2 EPAS1 EPB41L4A EPHX1 ETV5 FADS2 FAM174B FER1L4 FGF13 FGFR4 FMO5 GABBR2 GALNT12 GAMT GBF1 GDF15 GDPD3 GNAI2 GRAMD2B GUCY1A1 GUCY1B1 HEY1 HOXB7 HSD17B11 HSPA2 IL1R1 ITGB4 ITGB6 KCNMA1 KCNN4 KIAA0513 KMO KRT7 KRT81 LAMB2 LIMCH1 LMO3 LOXL1 LRP5 MALL MAOA MAPRE3 METRN MGAT4A MIA3 MPI MPZL2 MSX2 MUC1 MVD MXRA7 MYO1D NDRG1 NHERF2 NIBAN1 NME4 NNT NOTCH3 NPC2 OPN3 P4HA2 PACS1 PACSIN3 PAPSS2 PARM1 PCDH1 PCDH8 PCOTH PCSK1N PDE4B PDE4D PGPEP1 PLEKHB1 PLPP1 PLPP2 PNRC1 PPP1R3C PRPS1 PTGER4 PTMS PTOV1 PTPRE PTPRU RAB5C RFTN1 RPRM RRAGD S100A6 S100P SAT1 SCAMP4 SCCPDH SDCBP SEPTIN10 SERHL SERHL2 SERPINA1 SGPP1 SH3GLB2 SLC12A2 SLC2A10 SLC6A6 SLC9A6 SOX9 SPAG4 SPTBN2 ST6GALNAC2 ST8SIA4 STIP1 TBC1D8 TCEA2 TENT5C THEM6 TNFRSF11B TNFRSF21 TNNT1 TPK1 TSPAN1 TTC9 ULBP2 UPK1A UPK2 UPK3B UROS VASP VEGFB VIPR1 VTCN1 VWA1 WIPI1 ZNF365 ZNF467 ESC_J1_UP_EARLY.V1_DN https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/ESC_J1_UP_EARLY.V1_DN ACTA1 ADAM23 ADAP2 AMH ANGPTL4 ANXA1 ANXA3 ANXA5 AP4M1 APOBR ARHGAP35 ARHGEF10L ATF5 ATP9B B3GALT6 BAG5 BCL3 BLOC1S4 BLTP3B BMP1 BMP4 BMS1 BRWD1 C11orf24 C16orf74 C19orf48P CCDC59 CCN1 CEBPD CENPB CIRBP CNN1 CORO2A CRYL1 CTRB1 DAPP1 DBR1 DCLRE1B DIMT1 DNAJC24 DNAJC30 DPYSL5 DRD4 DUSP6 EDN1 EGR1 EMP2 ENTPD4 EPOP ERAS ERF ETV4 FAM118B FBXO33 FETUB FGF17 FGF18 FKBPL FOXD3 GAP43 GBP1 GBP2 GBX2 GID8 GNA14 GPATCH4 GSPT2 H2BC4 HASPIN HYAL2 ID1 ID3 IGFBP3 INHBB JUNB KLF1 KLF13 KLF4 KTI12 LALBA LAMA1 LAMC2 LIMS2 LLPH LPP LTB LUC7L3 MAD1L1 MAPK7 MAPT MDN1 MED6 METTL13 MRAS MRPS11 MTG2 MVK MYC MYL9 NAB2 NAPSA NIFK NINJ2 NOL12 NSUN4 NUDT11 PACRGL PAFAH2 PHB1 PPCS PPP1R1A PPP2R3A PTGIS PTPN22 QSER1 RAB33A RAMP1 RECQL REEP6 RELB REM2 RIOK2 RNASE4 RNASEL RPP25 RPS6KB2 RRP12 RRP8 SAP30BP SERPINE1 SFN SLC16A2 SLC30A1 SLC35G3 SLC66A1 SOCS3 SPRY4 STAT3 STK4 SYT12 TAGLN TCF15 TFEB TGM1 TGM3 TLE4 TLR9 TMC6 TMEM121 TMEM98 TNFRSF12A TPD52L3 TRAIP TREM2 TREX1 TRIB3 TRPS1 TSPYL4 UBA7 UBE2J1 USP38 UXT VAX2 VPS33B VWA5A WSB1 ZBP1 ZBTB21 ZFP36 ZFP36L1 ZFP57 ZNF35 ESC_J1_UP_EARLY.V1_UP https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/ESC_J1_UP_EARLY.V1_UP A4GALT ABCG1 ACSS1 ADCYAP1R1 ADM ADSS1 ADTRP ALX3 AMPH ANGPTL7 APOC4 AQP3 ARMH4 ASCL2 AUP1 BCL2L2 BMP7 BNIPL BTN1A1 C10orf82 C14orf132 C1orf210 C4BPA CACNB3 CARD19 CD33 CD47 CD68 CD82 CDH3 CDHR1 CDKN1B CHRNB1 CIDEB COL26A1 COLQ COQ8A CORO2A CPPED1 CPT1B CRELD1 CUBN CUL4A CXCL12 CYP2S1 DAB2 DBNDD2 DENND2B DENND6A DHRS7 DIDO1 DLL1 DMAC2L DPP7 DRAM2 DSCAM ECE2 EDARADD ENPP5 EPHB3 ETFBKMT ETFRF1 EVPL FAM241B FGF14 FGFRL1 FLT3 FMNL3 FOSL1 FSCN3 FXYD3 GADD45B GADD45G GDE1 GIMAP3P GPRIN1 GPT GPX6 GRINA GZMA HES6 HEY1 HIVEP3 HMX2 HOMER1 ICE2 IL15 IL36RN IRX2 KANK3 KRTAP13-1 LHX3 LMBRD1 LOXL2 MAG MEP1B METTL27 MOCS1 MPP2 MRTFB MYB NAAA NAGA NAGLU NAGS NANOS1 NARF NCF1 NDRG1 NECAB3 NEK2 NGLY1 NHSL1 NLRP3 NME3 NR1D1 NR1H3 NSG1 P2RX4 P4HA1 P4HA2 PCMTD2 PCSK4 PCTP PDGFRB PDK4 PDPN PHF21A PHOX2B PIGC PIK3R1 PLPP3 POLH PRSS12 PRSS8 PRXL2C PTGER4 PTPRCAP RAB3IL1 RASL11B RB1 RETREG1 RPL22 SCNN1A SCRN3 SEMA4G SERPINE2 SESN3 SHFL SIL1 SLC18A1 SLC22A13 SLC8B1 SOX15 STC1 TEX101 TEX264 TFF3 THRA TLE6 TMED3 TMEM106C TMEM38A TMEM94 TPGS1 TRAFD1 TRIB2 TSHZ1 TSPAN1 TTR TXNDC16 TYMP VPS35L VSIR ZBTB16 ZBTB7C ZFPM2 ZIC2 ESC_J1_UP_LATE.V1_DN https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/ESC_J1_UP_LATE.V1_DN ACACB ACTN3 ADAM23 AMH ANGPTL4 ANKRD10 AOAH ARMC6 ATPAF2 BCL3 BHLHE40 BMS1 CALML4 CAMKK1 CAVIN1 CIRBP CLTB CORO1A CRCP CRMP1 DAPP1 DBR1 DDC DDX27 DDX3Y DDX49 DHODH DLC1 DNAJC24 DNASE2 DOC2A DPYS E2F8 ECH1 EDN1 EGR1 ENDOG ERAS ERCC6L ETV4 EVC EXOSC1 FGF17 FGF18 FOXN4 GAP43 GBX2 GEMIN2 GFPT2 GLI1 GLI2 GNG3 GPATCH4 GPX2 GSPT2 GYS1 HARS2 HCK HELB HOOK2 ICAM1 INA INTS6 ITGB7 JAM2 KLF4 LCK LMNB2 MAPK7 MCF2 MDN1 MED11 MMP11 MORC1 MRAS MRPL18 MRPL19 MSANTD2 MSRB2 MTG2 MVK MYC NAA10 NAPSA NEFH NGFR NIBAN1 NIFK NNAT NOBOX NPHS1 NR0B1 NSUN4 NTN1 NXF1 PASK PCOLCE PCOLCE2 PDGFC PDSS1 PHB1 PHLDA2 PIH1D1 PIK3R4 PLA2G1B POLA1 POLE POLR3K PPCS PPIL4 PPP4R1 PRKN PRMT6 PSMA8 PTCH2 PTGIS PUS7 QSER1 RASGRP2 RASIP1 RIOK2 RNPC3 RPP25 RPP40 RRP12 RRP9 SALL1 SFN SI SLC1A5 SLC27A2 SLC4A3 SMARCD3 SNTB2 SOCS2 SOCS3 SPRY4 STAT4 STK4 SULT4A1 SYNCRIP TAF13 TAMALIN TBCE TCEA3 TCF15 TDGF1 TET1 TFEB TGM1 TGM3 TLE4 TMEM121 TRAIP TRH TRPS1 TSPAN17 TTPA TUBB2B TUBB3 UXT VEGFC VPS33B WDR75 WWP2 XRCC5 ZCCHC10 ZFP62 ESC_J1_UP_LATE.V1_UP https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/ESC_J1_UP_LATE.V1_UP ABHD5 ADAM10 AFP AMN AMOT ANKRD1 APOA1 APOA2 APOB APOC2 APOM APP ARAP2 ARHGEF28 ATF3 B4GALNT2 BGN BICC1 BMP2 C1orf210 CA4 CAPN6 CBX4 CCN1 CCN2 CD55 CDC42EP1 CHRNB1 CHST15 CIDEB CITED1 CITED2 CLDN7 COL2A1 COL4A1 COL4A2 CRIM1 CRYAB CTSC CTSH CUBN CYP26A1 DAB2 DAZL DBNDD2 DENND2B DLK1 DPP4 DRAM1 DSP EFNA1 ENPEP ENPP5 ESX1 F3 FARP1 FGB FGF5 FHL2 FLVCR2 FOXA2 FOXQ1 FRZB FST FUT8 FXYD3 GADD45B GATA4 GATA6 GGTA1 GKN1 GKN2 GLIPR1 GNG12 GPC3 GPRC5C GPX3 GRINA GSN GYG1 H19 HKDC1 HLA-DRB5 HMGA2 HNF1B HNF4A HS3ST1 HTRA1 ID2 IGF2 IGFBP4 IRS2 KLB LAMA1 LGALS2 LGMN LMBRD1 LMO7 LOXL2 LPAR3 LXN LY6S METTL27 MOGAT2 MORC4 MTTP MYL3 MYO5B MYO6 MYO7A NAGA NEU1 NRK OCLN P2RX4 P4HA1 P4HA2 PARM1 PARVA PCBD1 PCDH1 PDGFRA PDIA5 PEG3 PGA5 PHLDA1 PLA2G12B PLXNB2 PODXL PRICKLE1 PRSS12 PRSS8 PRXL2A PTH1R PTPN21 RAB11FIP5 RAB33B RAB6B RAMP2 RBP4 RETREG1 RGL3 RHOU RNF128 RNF130 S100A1 S100G SEL1L3 SELENON SELENOP SERPINE2 SESN3 SGCE SHROOM3 SLC22A23 SLC39A8 SLC40A1 SLCO2A1 SNAI1 SOAT2 SOX17 SPINK1 SPOCK1 SPP2 SRGN TAX1BP3 TCN2 TDRD7 TEX101 TEX264 TFEC TFF3 TGFBR3 TMED3 TMPRSS2 TNFRSF12A TNNT1 TPCN1 TTR TUFT1 UNC5B VAMP8 VIL1 WLS ZDHHC9 ZFPM1 ESC_V6.5_UP_EARLY.V1_DN https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/ESC_V6.5_UP_EARLY.V1_DN ABCA2 ABCA7 ACTA1 ADAM21 AEBP1 AHNAK ALCAM ALX3 ANXA1 ANXA2 ANXA3 ANXA5 APP AQP3 AXL B2M B4GALT7 BAG5 BCAN BCL3 BGN BHLHE40 BMP4 BTNL10P C16orf74 C16orf89 C3orf70 CACNA1E CADPS CALD1 CALML4 CAMK4 CAPN2 CARD14 CAV1 CAVIN1 CAVIN2 CCDC34 CCDC80 CCN1 CCN2 CD37 CD44 CDC42EP1 CFB CIZ1 CMTM7 COL11A1 COL16A1 COL1A1 COL1A2 COL3A1 COL4A1 COL4A2 CPE CRY2 CSRP1 DDHD1 DEGS2 DSP EMP1 ESRRA F2RL1 FAP FBLN2 FBXO28 FBXO6 FGF17 FGF2 FHL2 FZD5 GAP43 GASK1B GBP2 GBX2 GIMAP3P GJB3 GJB5 GPX2 GSN GSTP1 GYS1 HBEGF HES7 HTRA1 IGF2 IGFBP3 IGFBP7 INHBA INHBB JUNB KCNA1 KIF18A KIT KLF4 KLK10 KLK11 KRTAP13-2 LAMA1 LAMC2 LBP LOX LOXL1 LTBP3 LY6S MAPK13 MGP MOGAT2 MRAS MYO7B NAB2 NID1 NTN1 NUPR1 PARVA PBX1 PCOLCE PKD1L3 PLAU PLCL2 PMP22 PNRC2 PRCC PTGR3 RASSF8 S100A4 S100A6 SCARA3 SERPINE1 SERPINF1 SERPINF2 SFN SLC39A1 SLC41A3 SLC5A5 SLC8A3 SMARCD3 SNTG1 SOCS3 SP5 SPINK1 STARD8 SULT1E1 TAGLN TBXT TFEB TGFB1I1 TGM1 TIMP2 TM4SF1 TNC TNFRSF12A TRIM54 TSHZ2 TTYH2 TUBB6 UBD UTS2 VAC14 WSB1 YES1 ZBTB32 ZFP36L1 ESC_V6.5_UP_EARLY.V1_UP https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/ESC_V6.5_UP_EARLY.V1_UP ABCC6 ACSS1 ADAM1B ADAMTSL4 AGER AIRE ANKRD2 AQP2 ARAP1 ARHGAP27 ARHGEF16 ARHGEF3 ARID3B ATP8B2 B4GALNT2 BBX BMP10 C9 CA4 CACNG3 CASTOR3P CCNK CELSR3 CEP131 CGNL1 CHD7 CLEC11A CORT CRAT CSNK1G1 CYP27A1 DACH1 DEPTOR DLC1 DLL3 DOC2A DRC1 ECE1 EFNB2 EGLN3 ENG ENPP2 ENTREP3 ERCC2 ETFBKMT F13A1 FBP1 FBXW12 FGF5 FOXQ1 GABRR2 GADD45G GATAD2B GDPD3 GPA33 GPD1 GPR153 GPRC5B GRM8 GSTT2 HDAC11 HES6 HIGD1C HIVEP3 HTRA2 IFNA2 IGSF8 IRX2 ITIH3 KCNC1 KIF21A KLC2 KLF13 LEF1 LIMD2 LIPF LPAR4 LRIG1 LTF MAGI3 MARCHF9 MAST3 MBD4 MBOAT1 MDFI MGA MLLT1 MYB NARF NCOA2 NME3 NRL OCLN ODAD1 OPRD1 OTUD7A OTX2 PARP6 PCP4 PCYT2 PDZK1 PHF21A PKDREJ PMFBP1 POU3F1 PRICKLE1 PRKACB PSMB9 PTK7 PTPN23 PURB RAI1 RASAL2 RNF123 RPRD2 RUNX1 RYR3 SASH1 SATB1 SCAP SELENOP SGTB SH3RF1 SIMC1 SLC16A3 SLC23A1 SLC29A4 SLC35G3 SLC5A11 SMPD2 SOX11 SP1 SPEF1 SPOCK2 SSX2IP STIM1 SUV39H2 SYT3 SYT8 SYTL2 TCEAL1 TERT TEX2 TEX9 TMCO4 TMEM121 TMEM158 TMEM186 TMEM42 TNFRSF1B TNRC6B TRIM43B TTPA VEGFB VPS39 WDFY3 WIPF1 WNT3A WT1 ZDHHC6 ZG16 ZMAT5 ZNF771 ZNF865 ZNG1A ZPBP ESC_V6.5_UP_LATE.V1_DN https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/ESC_V6.5_UP_LATE.V1_DN ABCA2 ACACB ACOT8 ACTN3 ADA ANGPTL4 ANXA1 AOAH AP4M1 ARMC6 ATF1 AVPI1 BCL3 BDH1 BGN BID BIRC6 BNIPL BSCL2 C11orf24 C16orf74 C16orf89 C19orf48P CAAP1 CALML4 CAVIN1 CBR3 CBX7 CBY1 CD38 CHAC1 CLTB CRCP CRMP1 CTH DAPP1 DBR1 DCLRE1B DDX4 DDX51 DEDD2 DIMT1 DPPA2 DYRK3 E2F8 ECH1 EEF1AKMT1 EMP1 EPOP ERAS ESRRB ETV4 EXOSC1 FAM169A FASTKD2 FBLN2 FBXO15 FGF17 FOXD3 FTSJ3 FZD5 GADD45A GBX2 GDF3 GEMIN2 GGCT GIMAP3P GJB3 GJB5 GLI1 GLI2 GPA33 GPATCH4 GPX2 GYS1 HADHB HES7 HMCES ICAM1 INHBA INHBB ITGB7 JAM2 KAT2B KAT6B KCNA1 KIF18A KLF4 KLK10 LCK LGALS3 LOX MANBA MDN1 MED29 MGP MORC1 MPC1 MRAS MSC MSRB2 MTG2 MYC NEFH NEFL NOL12 NOTUM NPHS1 NR0B1 NUPR1 OLIG2 PCOLCE PCOLCE2 PDE12 PDGFC PDSS1 PHB1 PLA2G1B PLEKHA4 PLK3 POLA1 PRADC1 PRCC PRX PSMA8 PTCD1 QTRT2 RASGRP2 RASIP1 RBM43 RIOK2 RPP25 RRP12 RRP9 S100A4 S100A6 SEMA4B SEPTIN1 SERPINE1 SFN SGK1 SLC27A2 SMPDL3B SOCS3 SPP1 SPRY4 SPTBN4 SULT4A1 TAF1C TASOR2 TCEA3 TCF15 TEX14 TEX19 TFEB TGM1 TIMP1 TLE4 TM4SF1 TMEM79 TRIB3 TRMT1L TTC39B TTYH2 TUBB3 UFM1 VAC14 WDR46 WDR75 ZBTB21 ZBTB32 ZBTB8A ZC3H8 ZCCHC10 ZFP1 ZFP42 ZFP57 ZMYM3 ZNF428 ZNF616 ESC_V6.5_UP_LATE.V1_UP https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/ESC_V6.5_UP_LATE.V1_UP AFP AMOT ANKS1A APLNR APOA1 APOB APOC2 APOM APP ARF5 ARFGAP3 ARHGEF16 ARID3B ARMH4 BAIAP2L1 BBX BMP2 BPNT2 BVES CA4 CAPN6 CASTOR3P CCNG2 CD55 CDH2 CHST15 CITED1 CLDND1 CMTM8 COL2A1 COL4A1 COL4A2 CTDSPL CTSH CUBN CYBA CYP26A1 DAB2 DCXR DKK1 DPP4 EFNA1 EGLN3 EOMES EVX1 FAM107B FARP1 FBXL20 FGB FGF5 FGF8 FGFRL1 FOXA1 FOXA2 FOXQ1 FRAT2 FRZB FXYD2 FZD2 FZD8 G6PC3 GAS1 GATA4 GATA6 GATAD2B GPC3 GPRC5C GPX3 GRIK5 GRINA GSC GYG1 H1-0 H19 HEXA HEY1 HLA-H HNF1B HPN IER5 IGF2BP2 KDELR3 KIAA0930 KIF21A LCP1 LGMN LHX1 LIMD2 LMBRD1 LOXL2 LPIN2 MACROD1 MFAP2 MICU1 MOGAT2 MOSPD1 MSX2 MTTP MYL3 MYLIP MYO6 NAGLU NARF NDRG1 NENF NEPNP NRK NUDT11 OCLN OPN3 OTX2 P4HA1 P4HA2 PARM1 PCMTD2 PDLIM3 PDZRN3 PITX2 PJA2 PKDCC PLAGL1 PLOD2 PLXNB2 PODXL POSTN PRICKLE1 PRKACB PRSS12 PRSS8 PRXL2A PTH1R PTPN13 PURG RAI1 RAMP2 RASAL2 RBP4 RECK RETREG1 RGL3 RHOU RIPK4 RNF128 RNF130 S100G SAMD8 SATB1 SCCPDH SEL1L3 SELENON SELENOP SGCE SH3RF1 SIL1 SIX5 SLC22A23 SLC27A3 SLC39A8 SLIT3 SMIM14 SMPD2 SOAT2 SOX17 SPOCK2 SPP2 SRGN STX2 STX7 TCN2 TMEM98 TMPRSS2 TNNC1 TNNT2 TRAPPC6A TRIM43B TSPAN7 TTR UNC5B VAMP8 VEGFB VIL1 WLS ZDHHC9 ZFPM1 GCNP_SHH_UP_EARLY.V1_DN https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/GCNP_SHH_UP_EARLY.V1_DN ACSS1 ADAM7 ADCY9 AGTR2 AKR1C4 AMOTL2 ANKRD44 ASPH BPIFB1 BTC BTD C4BPA CALCR CAMLG CBFA2T3 CBX1 CCL2 CCL27 CCR2 CCRL2 CD38 CDK5 CDK5RAP3 CFB CITED2 CNGA2 CNN1 CPT1A CRABP2 CRYBG1 CRYGS CYBA CYP27B1 DBP DCAF8 DDB1 DDX3Y DEFA1 DLK1 DPPA4 EEPD1 EGR1 ELMOD3 EMP1 EOMES ERO1B ETS1 FAM241A FOXA1 FRMD5 GABRA1 GABRD GAPDHS GBP7 GCSAM GDF3 GLB1L GNA14 GPR19 GRIN1 GUSB H2BC21 HAS2 HES1 HOXB3 HOXB9 HTR1A HTRA3 ID2 IER2 IFNG IL1R1 IRF3 ITGA4 JAM3 JPH3 KIAA1217 LAMB3 LAT2 LCLAT1 LCP1 LGALS9 LIN9 LRRC23 LRRC57 LSR LTBP3 LYST MAF MAN2B1 MAP2K1 MAP3K12 MAP4K4 MERTK MGP MIIP MIPOL1 MST1R MX2 MYO5B MYRF NLRX1 NOTCH1 NPPB NR4A2 NR5A2 NR6A1 NSUN3 NUB1 PCBD2 PCP2 PDE1B PEPD PEX7 PHLDB2 PIGT PITX2 PLA2G10 PLA2G4A PLK2 POLD4 POPDC3 PPFIBP2 PPP2R3C PPY PTGER3 RABAC1 RAG2 RAMP1 RRAGD RSPO2 S100A9 SETDB1 SEZ6 SH3BGR SIM1 SIX4 SLC22A6 SLC43A3 SLC6A4 SLC7A3 SMYD5 SOX18 SRRM2 STS TAF15 TASOR TERF2IP TIRAP TM2D1 TM4SF1 TMEM160 TMEM176A TMPO TXLNG UBTF UIMC1 UPK3B URI1 UROS VAV1 VPS54 WIPF1 WWC2 XIAP ZNF436 ZNF518B GCNP_SHH_UP_EARLY.V1_UP https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/GCNP_SHH_UP_EARLY.V1_UP ABCB10 ADAMTS1 ADCY6 AFF4 ANKRD13C ANLN ARHGAP8 ARHGEF1 ARL5A ATF1 ATL2 AURKA AURKB AZIN1 BCKDHA BEX4 CCNJ CD276 CD2BP2 CD55 CDC23 CHEK1 CKS2 CLCN6 CLIP4 CNOT2 COX7B CR2 CSF1 CXorf38 CYP2C19 DARS1 DCAF1 DCPS DHFR DHODH DIO1 DNAJC3 DOLPP1 E2F3 E2F8 ELOVL2 EPB41L4B FAM220A FBXO45 FCGRT FEN1 FIP1L1 FNBP4 FNTB FOSL1 FOXK1 FTSJ3 GGPS1 GNL3 GPATCH2 GTF2H1 HDGFL1 HLA-H HMGCL ICAM5 IGHV3-66 INTS7 IRF5 IRF6 JMJD8 KBTBD7 KCNJ4 KIAA2013 KIF1A KIF1B KIF4A KIFC1 KRT26 KRTAP6-3 LARP7 LATS1 LBR LOXL2 LUC7L2 LUC7L3 MAN1A1 MAPK14 MATR3 MBL2 MBTD1 MCM10 MCM5 MCM6 MLLT10 MPDZ MRE11 MRPL50 MRPL9 MSH6 MT4 MTA1 MYB MYT1L NABP1 NAP1L1 NCAM2 NEK9 NR0B1 NTHL1 NUP107 NVL OVGP1 OXNAD1 OXSM PARG PDS5B PHTF2 PLCG2 POLA2 PPP1CB PRC1 PRMT9 PUM2 RBBP6 RBM39 RC3H2 REG1A RETN RGCC RHPN2 RIMKLB RLIM RNF103 RPL39L RRM1 RUNX1T1 RYK SDC3 SEC62 SEH1L SGO1 SHC1 SHE SLC23A2 SLC27A1 SLC35E1 SMC2 SNAPC2 SNORD22 SOX10 SPDL1 SRSF1 SRSF10 STAG2 STAT5A STRN3 STYX TBP TIA1 TINF2 TMEM250 TMPRSS2 TNNC2 TNPO1 TOP2A TOP2B TRAIP TSHB TYMS UBE2T UPF3B UQCC1 VHL VPS4B WFDC21P XPO1 ZNF708 ZZZ3 GCNP_SHH_UP_LATE.V1_DN https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/GCNP_SHH_UP_LATE.V1_DN ACOT1 ACTN4 ACVR1 ADAM7 ADCY9 ADH1A ADRB2 AGER AGTRAP AMOTL2 ANKRD33B ANXA7 ARAF ARG1 ARID3A ART5 ATAD3A AXIN1 B3GAT3 BCL2L2 CCDC71L CD276 CD52 CDCP1 CDHR5 CLCN6 CLRN3 CNGA2 CNN1 CNN2 COX6A2 CSF2RBP1 CX3CL1 DDA1 DHODH DHRSX DLG4 DLX5 DOK1 DPPA5 DSCR8 EBI3 EDN1 EEPD1 EIF4ENIF1 EIF6 ENPP1 EPB41L4B EPHA3 EPHB6 ESRP1 EYA1 F8A1 FAHD1 FAM111A FCGRT FMO1 FOXD3 FRRS1 FZD9 GCM2 GJB6 GLA GNPTAB GP1BA GPR3 GRB7 GRIN2C H2AJ HSPG2 HTR3A HYOU1 IKBKG IL4R IRF9 ITGA7 ITGAE KANK3 KLK6 KLK8 KPNA1 LAMC2 LGALS2 LGALS4 LORICRIN LSR LTA LTC4S LYSMD1 MAN2B1 MAP3K2 MDFI MED12 MEF2A MIIP MLLT1 MRPL3 MUC3A MYORG NACC2 NBEAL2 NCOA6 NCOA7 NDUFA10 NECAP2 NMI NPTN NRP2 NTHL1 NUDT1 OGG1 PAK4 PARP8 PDCD7 PDZK1IP1 PEMT PIP5K1A PITPNM1 PITX3 PLD2 POLD4 PPFIA4 PPM1M PSMB8 PTGER4 PTH1R PTPN18 PTPRJ PTPRU PUS1 RAB34 RBBP6 RBKS REX1BD RHD RMDN3 S100A11 S100A13 S1PR1 SAT1 SELL SERPINF1 SH3BGRL2 SLC11A1 SLC19A1 SLC25A45 SLC25A47 SLC2A1 SLC30A3 SNX21 SOX18 SSBP4 STX1A STX2 STX3 TBC1D1 TCEA2 TGFB3 TMEM214 TNNC1 TNNC2 TTC23 TUBA4B UBE2V2 UBE3C VEGFC VIPR2 VNN1 VSNL1 WIPI2 WLS WNK2 WWC1 ZC3H12C ZDHHC5 ZFYVE19 ZIK1 ZNHIT2 GCNP_SHH_UP_LATE.V1_UP https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/GCNP_SHH_UP_LATE.V1_UP AARD ABCE1 ARIH1 ARL5A ASB3 ATAD2B AURKA AURKB BOK C1orf174 CASD1 CASP4 CCND2 CCR2 CD5 CD6 CD80 CDC25A CDC25C CDCA7 CDK1 CFDP1 CHEK1 CHP1 CKS2 CLCN5 CLIC4 CLIP4 COIL COPB1 COX7B CREM CUL4A CYP4B1 DCAF1 DDX39A DDX3X DES DIDO1 DLGAP5 DNM1L E2F8 EIF2A EIF3A ELAVL2 ELOVL2 FANCC FANCM FBXO11 FMR1NB FOXA1 FRMD6 FTSJ3 GALNT3 GART GBP2 GFM2 GNL3 HIGD1A HNF1A HNRNPA3P1 HNRNPU HSPB2 IDH2 IGF2 INCENP IVNS1ABP KIF2C KIFC1 KRTAP6-3 LARP7 LBR LEFTY1 LIG1 LLGL2 LOXL2 LRRC23 LUC7L3 MAGOH MAP3K7 MATR3 MBD2 MCM10 MCM4 MCM5 MCM6 MDN1 METAP1 MIOS MIS18BP1 MOB1A MPHOSPH10 MRPL18 MRTO4 MUC1 MYB NAA15 NAA30 NECTIN2 NKX2-2 NOP56 NPAS1 NPM1 NPTX1 NR5A2 NTMT1 NUSAP1 NXF1 P2RY2 PAN2 PBDC1 PCNT PCSK2 PFDN6 PHTF2 PIK3CA PLEKHA7 PLK2 POLA2 POLRMT PRC1 PSMC3IP PSME4 PTCD3 PTPRC PTPRCAP RAG2 RLIM RRM1 RRM2 RYK SACM1L SARDH SDC2 SERPINB9 SFRP1 SGO1 SINHCAF SIX4 SLC12A1 SLC23A2 SLC29A1 SLC7A6 SLTM SMC2 SMC4 SMIM11 SMIM20 SOCS2 SPATA5 SPOP SQOR SRSF1 SRSF10 SSX2IP STRN3 SYT4 TARDBP TEAD3 THOP1 TIMM8A TK1 TM9SF3 TMOD3 TNFSF10 TNFSF11 TOP2A TOP2B TRIP13 UFD1 UNG USP39 VCAN VPS4B XPO1 YTHDF3 YWHAE ZFX ZKSCAN1 ZMYM6 ZNF638 GLI1_UP.V1_DN https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/GLI1_UP.V1_DN ACSL6 BTBD16 CACUL1 CCNL2 CD2AP ESYT1 FOLR1 GTDC1 OPN3 PPIL1 RNF10 RUNX1 SEPTIN9 SLC22A1 SPECC1 YIPF1 ZMYND11 GLI1_UP.V1_UP https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/GLI1_UP.V1_UP BMERB1 C7orf50 CCND2 FEM1A IFT74 IGFBP6 JCHAIN LMO7 M6PR NPHP1 PLPP6 PPT2 PRKD3 PTH1R SAR1A SGTA STAU1 TMOD3 TRIM23 TXNDC12 WEE1 YBX1 ZBTB16 ZC3H18 HINATA_NFKB_IMMU_INF https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/HINATA_NFKB_IMMU_INF CD83 CXCL2 CXCL3 CXCL6 CXCL8 ICAM1 IL1B IL6 IRF1 NFKB1 NFKBIA OLR1 PTX3 RELA TNFAIP2 HINATA_NFKB_MATRIX https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/HINATA_NFKB_MATRIX ARHGDIA CD9 FN1 KRT7 LINC01191 MMP1 MMP14 RAC1 RND3 SERPINB2 SERPINE1 HOXA9_DN.V1_DN https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/HOXA9_DN.V1_DN ACP3 ADM AGO2 AIDA ALDH1A3 ALDH5A1 ALDOC ALKBH1 ALOX12 APOBEC3B ARHGAP11A ARRB1 ATAD2 ATF5 BCAT1 BFAR BHLHE40 BRCA2 C1orf112 CBS CCNK CD300A CDC45 CDC6 CDT1 CEP55 CIDEB COCH COL9A3 CPNE3 CRIP1 CSRP3 CST7 CYP51A1 DCTN4 DHCR7 DLX5 DUSP7 E2F8 ECH1 EEF1AKMT3 EGR1 ELOVL6 EPB41L2 EPS8 ERG28 ERO1A EXOC1 EXOSC5 FADS1 FADS2 FANCG FANCI FANCL FCGR2A FCGR2B FCGR2C FKBP5 FZD6 GABRA4 GADD45GIP1 GINS1 GINS3 GINS4 GK3 GMCL1 GNA13 GPATCH2L GPM6B GRB10 H1-10 H1-4 H3C2 HACD1 HELLS HHEX HILPDA HMGCR HMGCS1 HMGN5 HOXA5 HOXA9 HSPA6 IGFBP2 INAVA ITGA4 ITGB5 KCTD15 KCTD20 KLHL7 LMAN1 LPCAT3 LRRC37A4P LSS MACROD1 MCM10 MCM3AP-AS1 MEIS1 MEN1 METTL16 MEX3D MFAP4 MICB MPI MSMO1 MT1G MVD MYO1B NCAPD2 NDC1 NELFCD NELFE NET1 NFATC3 NME4 NOTCH2 NPR3 NPTX2 NPY NRGN NUTF2 ORC1 PARVB PDK1 PER2 PFAS PHLPP1 PLAGL1 PLK4 POLR1G PRIM2 PSIP1 PTER RAB33A RB1 RBM38 RFWD3 RGS1 RGS16 RHOBTB3 RNASEH2A RNF144A SAR1A SAV1 SCAMP4 SERINC5 SHMT1 SLC1A5 SLC25A1 SLC29A1 SLC29A2 SLC2A3 SLC2A5 SLC38A1 SLC7A2 SLITRK5 SMAGP SNAPC3 SOX18 SP1 SPON2 SPP1 SPRY2 SQLE SREBF1 SSR3 STAG3L1 STAM SV2A TAF4B TBC1D30 TBL1XR1 TBXA2R TES TEX15 TEX264 TIPIN TMCO6 TMEM106C TMEM45A TOMM34 TRIB3 TRMT2B TSC22D3 UBE2E3 VEGFB WBP2 XK ZIC1 ZNF395 HOXA9_DN.V1_UP https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/HOXA9_DN.V1_UP ACTA2 ACYP2 ADA2 ADAM9 AGTPBP1 AKIRIN1 ANKRA2 ANKRD46 ARHGAP26 ARHGEF3 ARL4C ASCC3 ATXN1 BAX BLTP3B BST1 CARD9 CCNA1 CCR2 CD209 CD84 CD86 CDK2AP1 CDK8 CHI3L1 CHUK CLK4 COL6A3 COQ10B CRISPLD2 CRY1 CSNK1G3 CSPG4 CTSL CXCL8 CXCR2 CYFIP2 CYLD CYP1B1 CYTIP DHX29 DICER1 DYNLT3 ENTPD4 ERLIN2 FAM98A FAS FBXL5 FCER1G FCER2 FCGRT FDXR FGL2 FNDC3A FNDC3B FOS FRAT1 FRY FUCA1 FYN FZD2 GADD45A GALC GALNT7 GAS7 GDF15 GLIPR1 GNS GPR137B GPR18 GPR183 H2AC6 H2BC12 H2BC12L H2BC5 H2BC9 HDAC4 HLA-DMA HLA-DRA HPSE ICAM3 IER5 IFFO1 IFI16 IFI30 IFT57 IFT74 IL10RA IL13RA1 IPCEF1 ISG15 JAK2 KIAA0232 KIFBP KLF4 KMT5B LPAR6 LY96 LYSET MAP4K4 MARCHF2 MCUB MNDA MPO MS4A3 MS4A4A MS4A6A MSRB1 MYOF NAGK NCF2 NDFIP1 NGRN NOD2 NUP58 OAT OSTM1 OTULINL PAQR3 PARP12 PECAM1 PHTF2 PIK3R3 PLAA PLK2 PTGER4 PTPRE RABAC1 RBM47 RCBTB1 RCBTB2 RNF11 RNF130 ROGDI RPS6KC1 S100A8 S100A9 SAMHD1 SAR1B SCHIP1 SCPEP1 SERPINB8 SESN1 SGK3 SHTN1 SLC22A18 SLC22A4 SLC26A2 SLC30A1 SLC35D2 SLC39A6 SLC46A3 SNX10 SORL1 SRD5A1 ST3GAL6 STK39 STX12 TAX1BP3 TDRD7 TFEC TGM5 THBD THBS4 THEMIS2 TICAM1 TIGAR TNFRSF10B TOB1 TP53I3 TP53TG1 TPK1 TRIM22 TRPM4 TSEN34 TSPOAP1 TWF1 TYMP TYROBP UBE2W UGGT2 USP15 VASH1 VCAN XPC ZCCHC2 ZFYVE16 ZMAT3 ZNF107 ZNF271P ZNF277 ZNF394 IL15_UP.V1_DN https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/IL15_UP.V1_DN ABCD2 ACTN2 ADAM12 ADAM29 ADAMTS2 ADGRL4 ADRA1B AFDN-DT AKAP5 AMELY APOBEC1 ARHGEF10 ARL4C ASPHD1 ATP10B ATP6V0A4 ATP8A1 BCL2L10 BEST2 BICDL1 BRME1 C14orf132 CACNA1E CACNG3 CCNG2 CCR2 CD177 CD72 CDKN1C CEACAM7 CFAP44 CHIT1 CLDN11 CLEC2B CLGN CNTN1 CNTNAP3B CRHBP CRYGB CST2 CUX2 CYB5R2 DACT1 DEPTOR DNAI2 DOCK3 DOK3 DTNB EBF2 EFNA1 ENSG00000291006 ENTPD5 EPS8 ERC2 ETV2 EVI2A EYA1 FAM124B FASLG FLG FRMD1 FSTL3 FUT2 FZD2 GALR3 GDNF GEM GFI1B GLRA2 GNAT2 GOLPH3L GPC4 GPR35 GPRASP3 GPX2 GUCY1B2 H3C12 HBP1 HOXD13 HTR2B HYAL4 ID2B IGLV2-14 IL22RA1 IL4 IRAG2 JCAD KCNC4 KCND1 KCNIP2 KCNQ1 KCNS1 KIZ KLHL35 KRT2 LGALS4 LGR4 LINC01558 LIPF LRP2BP LRRC37A LYVE1 MAP2K6 MEOX1 MFSD13A MISP MMP19 MTARC1 MTARC2 MYH7B MYLK NKX2-5 NPY5R OR2F2 OR7A17 OSR2 PARP11 PBXIP1 PCDHB3 PDCD4 PGLYRP4 PIK3IP1 PLCL1 PNRC1 POU1F1 PRDM11 PRDM14 PRKG1 PROM1 PRSS16 PTGDS RAB6B RASL12 RETN RHOBTB1 RIN2 RLN2 RNASE2 RPL3L S100A3 SCN3A SEC14L2 SELP SEMA6D SEPTIN10 SERPINA5 SESN1 SIGLEC15 SLC17A1 SLC25A31 SLC26A3 SLN SLPI SNAI2 SNRPN SOX15 SPAG4 SPATA1 SYT1 TAAR2 TANC2 TAS2R1 TAS2R9 TASL TBC1D2 TCEAL4 TCN1 TG TGFB1I1 TGM3 TMEM35A TMPRSS11D TNFAIP2 TNFRSF11A TNS3 TOM1 TRPM6 TSC22D3 TSPAN32 TXNIP VWA7 VWF WNT4 ZBTB44 ZNF571 IL15_UP.V1_UP https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/IL15_UP.V1_UP ACVRL1 ADAM19 AHR AIM2 AK4P3 AMD1 ANKRD36BP2 AP3M2 APLP1 APOBR ATOSB BMP2 C19orf73 C9 CALML4 CALML5 CAPN10 CCDC85B CCL21 CCL4 CCNE1 CD69 CDC25A CDH3 CENPT CISH CLSTN3 CNNM4 CPA4 CXCL12 CYP7A1 DGKG DHRS3 DLX2 DUSP2 DUSP4 DUSP6 ECM1 EGR1 EGR2 EGR3 ELMO3 ETV4 FAM215A FAM3C FLT3LG FOS FOSL1 FOXP3 FUT5 FZD5 GADD45B GPT HABP2 HEG1 HK2 HOXC8 HRH3 HS3ST1 HS3ST3B1 HSD17B14 IL10 IL13 IL18RAP IL1A IL5 INHBB IRF2BP1 IRS1 JUNB KANK3 KCNJ2 KCNJ9 KCTD12 KHDRBS3 KIF1C KIF21B KRT13 L1TD1 LGALSL LIF LILRB4 LIME1 LLGL2 LRP8 LSP1 LTC4S LYL1 MAF MAFF MAFK MED26 MFSD12 NEUROD4 NOP2 NOX4 NR2F2 NUDT13 OR7C1 OR7E47P OSM PAK6 PALS2 PAX1 PDE4A PER2 PIM1 PIM2 PLAC4 PLEC PLXNA3 PMM2 PNMT PNO1 POLR1G POLR3G PPP4R3B PRM1 PRSS2 PSG4 PTCH1 PTGER3 PTH1R PTPN7 PUS1 PUS7 PYCR3 RAB11FIP1 RAB40A REEP2 REST RGCC RGS16 RGS3 RHOB RNF144A RPL10P17 RPP25 S100A1 SH2D4A SHROOM2 SLAMF1 SLAMF7 SLC1A5 SLC29A2 SLC66A1 SLC7A5 SLCO1A2 SLCO4A1 SNHG17 SOCS1 SOCS2 SPAG11A SPINT1 SPOCK1 SPP1 SPRY2 TET3 TIMM50 TLCD3A TLR3 TMEM158 TMEM209 TMPRSS6 TNFAIP8 TNFRSF12A TNFRSF21 TNFRSF4 TNFRSF9 TNFSF11 TPST2 TRIB1 TRMU TWNK URB2 USP36 UTP3 VDR VPS50 YRDC ZBBX ZBTB32 ZBTB48 ZBTB7A ZNF205 ZNF215 ZNF276 ZNF343 ZNF614 IL21_UP.V1_DN https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/IL21_UP.V1_DN A1CF A4GNT ACHE ACVR2A ADAM28 ADAM7 ADGB ADGRL4 ADRA1B ADTRP AIRE AP3B2 ASPHD1 BCL2L10 BEST2 BICDL1 BTBD3 CACNA2D3 CCK CCL16 CCL24 CD177 CD40LG CD72 CEL CEP41 CFAP74 CHFR CHGB CIDEA CLDN10 CLEC7A CMKLR1 CNTN2 CNTNAP3B CORO2A CRYGB CUX2 CYP3A5 CYP46A1 DGCR5 DGKQ DIRAS2 DMRT1 DNAH7 DOC2A ECHDC3 EFNA5 EPS8 F11 F13B FAM124B FES FGB FGF16 FGF6 FRMD4A GCNT4 GDNF GJB3 GPC3 GPC4 GPR20 GPX2 GSR GUCA1B GUCY1B2 H2AC15 HAL HBD HKDC1 HOXB8 HTR3B HYAL3 ID2B IFNG IGLV2-14 IL12A IL19 ITGA2 ITGA6 JCAD KCNC4 KCNS1 KDR KLHDC8A KRT32 KRT85 LAD1 LATS1 LCN2 LDOC1 LMOD1 LPA LRCH1 LRP2BP LRP3 LRP5L MAB21L1 MEOX2 MIR600HG MISP MPDZ MTNR1A MYLK NACAD NAT8B NDP NEFL NPY5R NRXN1 NTF3 NUDT7 OR1A1 OR1F1 OR2F2 OSGIN1 PACRG PARM1 PCDH9 PCDHB3 PCOTH PCP4 PDE1C PDE3A PDE6B PDHA2 PHKG1 PLCB4 PLEK PLPPR4 PNMA3 POU1F1 POU5F1P4 PPP1R3A PRB3 PRKG1 PRKG2 PROX1 PRR5L PRSS16 PTGDS RALGPS2 RAMP3 RHOD RIN2 SCAND2P SCN7A SEC14L2 SLC16A2 SLC17A1 SLC17A4 SLC17A5 SLC22A7 SLC25A31 SLC8B1 SOX3 SP4 SPTBN4 TAAR2 TAS2R1 TAS2R9 TESMIN TFAP2B TG THEG TIMP3 TINAGL1 TLR5 TNNI3 TNP1 TREM1 TSPAN7 USP18 USP27X USP9Y VWA7 WNT4 ZKSCAN7 ZNF155 ZNF286A ZNF324B ZNF358 ZNF446 ZNF550 ZNF629 IL21_UP.V1_UP https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/IL21_UP.V1_UP AATK ABCA6 ABCB11 ABCC8 AGAP2 AGMAT AIM2 ALDH4A1 AMN ANKRD7 ANXA2P1 ARG1 ARHGAP22 ARHGAP32 BAIAP3 BCL6 BET1L BMP10 BMS1P20 BOK C1orf159 C6 CAPN10 CBL CCKAR CD6 CD79B CDH3 CDH5 CFD CHI3L1 CLDN6 CLDN7 CLSTN3 CNNM4 COL15A1 CPA4 CT62 CTSG CXCL12 CYP27A1 DGKG DIRAS3 DLX6 DNAI7 DNASE1L2 DPYSL4 DYRK1B ECM1 EGR2 EHF ELOVL4 EVX1 FA2H FAM107A FAT2 FOSB FOXD2 FUZ GABRB3 GDF9 GIPR GNAL GPR176 GPR85 GRIA4 GRIN2A GUCY1B1 H1-4 HABP4 HEG1 HOXB2 HTR4 IBSP IL18RAP IQCG ITIH4 KCNC3 KIF21B KIR2DL5A KLK11 KRT24 KRT6B LAG3 LAMP3 LEFTY1 LIF LILRB4 LIM2 LINC01711 LYL1 MAFK MARCHF2 MC3R MFSD12 MMP25 MPZ MUC1 MVD MYH15 MYH4 MYOZ1 MYOZ3 NDRG4 NKG7 NKX2-8 NMBR NOS2 NR1H3 NUDT11 OLFM1 OPRL1 OR6A2 OXNAD1 P2RY14 P3H3 PAIP2B PAQR6 PAX1 PCDHA5 PCDHB1 PCDHB13 PCSK7 PIM1 PIM2 PLA2G7 PLPP2 POU4F2 PRR4 PRSS2 PRSS50 PTH1R PTPRN PTPRO PTX3 PUS7L PYGM RDH5 RGCC ROR2 RPP25 RSAD2 S100A1 SCN8A SCN9A SCNN1A SEMA7A SERPINC1 SLC12A8 SLC28A2 SLC29A2 SLC49A3 SLC7A5 SLCO1A2 SLCO5A1 SMPX SPARCL1 SPART SPINT1 SPP1 SPRY4 SST ST6GALNAC2 ST8SIA3 TAS2R16 TBC1D19 TEAD3 TEX13A TF TLR3 TLR6 TPBG TPST2 TRMT44 TRMU TSHR UGT8 USP2 VDR VSNL1 XPNPEP2 ZC3H12A ZIC4 ZNF345 ZNF749 ZNF76 IL2_UP.V1_DN https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/IL2_UP.V1_DN A1CF A4GNT ABCD2 ACP3 ADAM2 AFDN-DT AGBL2 AIRE ALG12 AMELY APOBEC1 ARHGAP6 ARL4C ARNT2 ASPHD1 ATP2C2 BICDL1 BTN3A1 BTN3A3 CACNA1E CACNG3 CAMK1G CBLN1 CCDC81 CCNG2 CCNP CD160 CD34 CD72 CDKN1C CEL CFAP44 CHGB CHRNB4 CLCA1 CLDN16 CLEC2B CNR2 COLQ CRYBG2 CST1 CUX2 CXCR2 CYP46A1 DEPTOR DLEC1 EFNA4 EHHADH ERC2 EVI2A EYA1 F13B FAM110B FAM124B FCGR2A FLT3 FUT9 FZD2 FZD3 GALR3 GDF5 GOLPH3L GPRC5D GPX2 GUCY1A2 H2AC11 H2AJ H3C3 HBP1 HDAC5 HHIPL2 HKDC1 HNRNPA3P1 HOXA5 HSF2BP HTR2B IL18 IL25 INHA ISL1 JCAD JCHAIN KANSL1L KCNS1 KDM5D KIAA0319L KLHDC8A LINC00472 LINC00928 LINC01558 LIPF LRP2BP LRRC37A MAB21L2 MACROH2A2 MAGI2 MAP2K6 MEOX1 METTL7A MISP MMP7 MOGAT2 MTARC1 MTARC2 MYCT1 MYLK NACAD NAP1L2 NDOR1 NKX3-2 NR1I2 NUAK1 NXF2 ODAM P2RY4 PAK3 PBX1 PBXIP1 PCSK5 PDCD4 PDE1C PDE6B PIK3R3 PLA2G4C PLCD1 PLCH1 PLCL1 PLEK PNRC1 POU2AF1 PPP2R5C PRKG1 PROM1 PRSS16 RABEP2 RASGRP3 RASL12 REC114 RGS2 RHOBTB1 RIGI RIN2 RNASE2 RORB RPL3L SARNP SCGB2A2 SCHIP1 SCN3A SDCCAG8 SEC14L2 SEMA6D SESN1 SLA SLC17A5 SLC24A1 SLN SNAI2 SNPH SPATA1 SSTR5 SULT1B1 SYT1 TAGLN3 TANC2 TASL TCEAL4 TEK TG TGM3 THAP10 TMEM140 TMEM19 TNFAIP2 TNNT3 TNS3 TRIB2 TRPM1 TSPAN7 TTC23 TXNIP UNC93B1 UTY VILL WSCD2 ZNF230 ZNF362 ZNF408 ZNF446 ZNF571 ZNF629 ZNF695 ZSCAN16 IL2_UP.V1_UP https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/IL2_UP.V1_UP AATK ABTB2 ADAM19 AHR AIM2 AK4P3 ALDH4A1 AMIGO2 ANXA2P1 AP3M2 ASCL3 ASPA ATG101 BMP2 BMS1P20 BTC C11orf80 CALML4 CAPN10 CCDC85B CCN6 CCR4 CD52 CD69 CDC25A CDCP1 CDH3 CISH CLDN5 CNKSR2 CXCL12 CXCL3 DGKG DHRS3 DNAAF11 DUSP2 DUSP4 DUSP6 EGR1 EGR2 EGR3 EHD2 ELMO3 ESRP2 EVPL EVX1 F2RL2 FLT1 FLT3LG FOS FOSL1 FOSL2 FOXP3 FZD5 GABARAPL3 GABRB3 GADD45B GALNT8 GFAP GNRH2 GPT HABP4 HEG1 HK2 HOXA11 HTR4 IFNW1 IL10 IL13 IL18RAP IL1A IL5 INHBB INSR IQCG IRS1 ITGA9 JUNB KCNA3 KCNE5 KCNG1 KCNK5 KCTD12 KIF13A KIF1C KIF21B KIR2DL5A KLF6 KLRK1 LGALSL LIF LILRB4 LMO3 LRP8 MAFF MAGIX MEGF6 MFSD12 NCS1 NR2F2 OR10J1 OR6A2 OR7E47P OSM PAK6 PALS2 PDE4A PIM1 PIM2 PIP PLEC PLPP2 PLXNA3 PMM2 POLR1G POLR3G PPP4R4 PRAF2 PRKCD PRR7 PRSS50 PTCH1 PTH1R PTPN7 PUS1 PUS7 PYCR3 RAB11FIP1 RAC3 REST RGCC RGS16 RGS3 RHBDF2 RHOB RNF144A RNF20 RPA4 RPP25 RSPH6A SH2D4A SIGLEC9 SLAMF1 SLC1A5 SLC29A2 SLC2A3 SLC34A1 SLC66A1 SLC7A5 SLCO4A1 SNHG17 SOCS1 SOCS2 SPATA2L SPHK1 SPP1 SPRY2 STX11 TAS2R16 TBC1D9 TEX13A TLCD3A TLR3 TM4SF1 TM4SF5 TMEM158 TMPRSS6 TNFAIP8 TNFRSF12A TNFRSF1B TNFRSF21 TNFRSF4 TNFRSF9 TNFSF11 TNFSF14 TPBG TRIB1 TRMU TTTY1 TWNK URB2 USH2A USP36 VDR VSNL1 WDR62 YRDC ZBTB32 ZNF215 ZNF343 JAK2_DN.V1_DN https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/JAK2_DN.V1_DN ABHD18 ADAMTSL4 ALDH8A1 AMT ANKRD36B ATM ATP8B1 C8orf44 CAPRIN2 CARF CCNL1 CDH3 CDRT4 CEP152 CEP295 CEP41 CEP97 CMC1 CMKLR2 COL26A1 CSAD CTTNBP2NL DAPP1 DBF4B DBH DCAF13 DGKE DIP2A DLL3 DMTF1 DOCK5 DPY19L2P2 DSCAM DYM ECM2 EEF1G EPM2AIP1 EREG ERO1B ETNPPL EXOC4 FAN1 FBXO22 FBXW12 FKBP11 FLCN GABBR1 GABRE GOLGA2P10 GOLGA8A GOLGA8B GRIK1 GRM3 GTF2H2B GUSBP1 HCG18 HERC2P3 HIBADH HOXA7 HYMAI IKZF2 ITGBL1 KIF13A KIRREL1 KMT2A LINC00115 LINC00937 LINC01278 LONRF1 LRRC37A LRRC37A2 MACF1 MAGIX MBTD1 MGAT5 MPDZ MROH7 MRPL20 MTMR11 MTRF1L MYBL1 MYO15B NAALAD2 NEAT1 NEUROD2 NOL12 NOTCH2NLA NPIPB4 NSMCE2 NSUN6 OXNAD1 OXTR PCDHB13 PEX3 PGAP1 PHC3 PLGLA PNISR POLR2J4 PVT1 RAX REPS1 RFX3 RUFY2 SCAF4 SCG5 SEC31B SGCE SIGLEC15 SIMC1P1 SLC15A2 SLC25A16 SLC27A3 SLC35E1 SLC4A5 SNHG3 SNRPN SOCS7 SPIB SRA1 STAG3L1 SUZ12P1 TAF9B TCL1B TDRD12 TENT2 TLE4 TMEM163 TMEM212 TMEM245 TNRC18 TRIM36 TRIM52 TXLNGY UCP1 VEZT VPS53 ZBTB44 ZBTB6 ZNF160 ZNF221 ZNF280D ZNF44 ZNF529 ZNF550 ZNF551 ZNF721 JAK2_DN.V1_UP https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/JAK2_DN.V1_UP ABCB4 ACTA2 ADCYAP1R1 ADGRB1 AFF3 AGTR2 AKAP6 ALPL ANXA2P1 ANXA2P3 ASGR1 ASGR2 ATP8B3 ATRNL1 BMP2 C8A C9 CACNB4 CBX8 CCIN CCL21 CCND1 CCR2 CD8B CDH11 CDH5 CDKL2 CHST4 CIDEA CLCNKB CLDN7 CNKSR2 COL4A6 COL6A3 CPED1 CRCT1 CRYBA2 CSN1S1 CSPG4 CSTA CXCR1 CYP1B1 CYP2B7P DGKQ DLGAP1 DMD DMP1 DNAAF11 DOT1L DUOX1 EDDM3A EGR4 EPHA3 EPPK1 ESRRG FABP1 FAM205BP FBXO4 FGF20 FGG FKBP6 FLT3LG FN3K FOXD1 FOXE3 FRMPD1 GALK1 GFPT2 GH1 GJB3 GPR15 GPR37L1 GPR52 GPRASP3 GRID2 GRM4 GRM5 GRTP1 GZMH H1-3 H2BC3 HCRTR1 HOXD1 HOXD12 HPR HRH3 HSPA12A IL17A IL24 ILVBL IMPG2 INA JAM2 KCNIP4 KIR2DS2 KISS1 KITLG KLF13 KRT23 KRT85 KRTAP5-9 L1TD1 LAMA1 LARGE1 LBX1 LILRB5 LRIG1 MAGEA8 MATN4 MC5R MEOX1 METRN MYH13 MYO1A NACA2 NAV2 NDST3 NEK11 NELL2 NPC1L1 NPHS2 OR1A1 OR51E2 PAGE1 PCDHA9 PCDHB12 PCDHGA9 PDE10A PDZRN4 PHF14 PIPOX PLSCR2 PRDM12 PRLH PSG2 PTN PTPRO PTTG2 PXDC1 RAB17 RALYL RANGAP1 RBP3 RBP4 RBPJL SEMA5A SERPINB3 SERPINB4 SHH SIDT1 SLC22A17 SLC28A1 SLC8A1 SMAD5-AS1 SMIM2 SNCB SOX14 SOX17 SPAG11A SPN SPOUT1 SPRR1A SPRR2B SUV39H2 TAF7L TGM1 TLX1 TNFRSF10C TNP2 TPT1P8 TSPYL5 TUBA8 TYMP UTF1 WFDC8 WNT1 WNT3 XCL2 ZEB1 ZFHX4 ZNF236 ZNF821 ZSCAN2 JNK_DN.V1_DN https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/JNK_DN.V1_DN ABCA4 ABHD2 ACVRL1 ADAM3A AGO2 ANKRD1 AOC1 APLP1 APOBEC3F AR ARHGAP4 ARR3 ASGR1 ATP2A3 BCL2L11 BCL9 BLM BTK CA5BP1 CABP1 CAPN11 CCL11 CDC42EP2 CDC45 CDKN3 CHD1L COL13A1 CRX CRYBA1 CRYM CTRC CYP1A1 DAAM2 DEFA3 DENND5A DEPP1 DSCR4 DUSP4 DUSP8 DYRK3 EFNA5 EPHB1 ERVW-1 ETS1 FABP6 FAM110B FAM131B FASLG FBP2 FER FLRT1 FXYD2 G0S2 GCGR GCNT1 GGCX GIT2 GJA4 GPR12 GPR171 GRIN2C HMGB3P30 HSD17B3 IDUA IL2RB INPPL1 INS IRF2BP1 IRF8 IRGC ITGA10 ITGB2 JPH3 KAT5 KCNA4 KCNJ8 KCNV2 KIF22 KIR3DL3 KLHL35 KMT2A KNTC1 KPNA3 KRT75 LINC00342 LINC00588 LRIG2 LRP8 LY86 MAFK MAP1B MAT1A MBNL2 MCAT MIA MMP2 MYL9 NAT8 NDRG2 NELL2 NFKBIL1 NMB NOVA1 NPR1 NPY1R NR2E1 NRGN NRP2 OPRK1 OR7A5 P2RX3 PACRG PAQR4 PCDH9 PCYT1B PDE6H PDGFB PFAS PIM2 PIP PLCB1 PLCD1 PLK1 PML POLD1 POP1 PTP4A3 PTPN18 QSOX1 RAB11FIP3 RAB40A RAB6B RARA RCAN2 RGS14 RGS16 RIMS1 RND1 SEMA3B SERPINF2 SERPING1 SGCG SHB SIPA1 SLC12A5 SLC14A2 SLC2A2 SLC49A3 SLC6A5 SMAD9 SMAP1 SMARCD3 SMYD2 SOGA1 SOX10 SPINK4 SPRY1 SRC SSX3 STEAP1 STK35 STON1 SV2B SVEP1 SYT17 TBKBP1 THY1 TM4SF4 TNIK TNS2 TRAF6 TRIM10 TRO TSPAN2 TTLL3 TTTY1 TULP1 TYMP UBE2C UBL4A VASP VEGFC WIPF1 XIST YPEL1 ZC2HC1A ZCCHC14 ZIC2 ZNF549 ZRSR2P1 JNK_DN.V1_UP https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/JNK_DN.V1_UP ABCD1 ABL2 ACADL ACKR3 ADAM12 ADAMTS3 AGRP AGTPBP1 AGXT AKR1B10 AKR1C3 ALOX12B ANXA13 APBA1 ARL4A ARMC8 ARSF B3GALT5 BAG2 BIRC3 BMP7 BMX C1S C8G CACNA1H CACNB2 CBX4 CCL1 CCL15 CCL22 CCL4 CD37 CD83 CEACAM4 CGA CLCN4 CLDN18 CLIP3 CRACDL CRMP1 CTSZ CXCL11 CXCL8 DDIT3 DEFA4 DGCR5 DGKQ DRD1 ECM2 ECPAS EFHD1 ELN EPHA3 EPHA4 EPM2A EYA2 F11 FAM161A FOXA2 GABRP GABRR2 GCH1 GHRH GNAZ GPR31 GPR37L1 GPR45 GPX7 H1-4 H2AC15 H2AC17 H2BC15 HNF1B HOXA2 HOXA4 HOXC4 HR HSD3B1 HSPA12A HTR6 IFNA2 IGFBP3 IGLV6-57 IL10RA IL12RB1 IL13RA2 INPP5J KCND3 KCNJ5 KCNJ9 KCNN3 KCNS1 KDM5C KLK7 KRT34 KRT37 KRT9 LINC00667 MAN2A2 MAP7 MDM2 MED13 MICU2 MMP17 MPL MRAS MS4A1 MVD MYOM1 NID2 NLE1 NOX1 OR2B6 OR2J2 PAPSS2 PDE4B PDE6A PDK3 PECAM1 PHKG1 PIP4K2A PLAA PMCH PMEL PNOC PPFIA4 PPP1R8 PROZ PRR3 PRRG2 PTPN22 PTPRCAP RAB35 RAD17 RASSF2 RASSF8 RGL1 RIPOR2 RNF8 ROCK1 RRAD RUNX2 RUNX3 S1PR1 SCN2B SCNN1B SERPINB3 SHC3 SKAP1 SLC16A2 SLC22A5 SLC25A20 SLC25A24 SLC26A10P SLC34A1 SLC6A1 SLC7A7 SLCO2B1 SNAI2 SPICE1 STARD13 STC2 SYNE1 SZRD1 TACR1 TBX2 TDO2 TEK TET3 TFEC TGM1 TNFSF14 TNFSF4 TNNC1 TNNT2 TRIM24 TRIM31 TSN UGT2B15 UHRF2 UNG YAP1 ZFHX2 ZNF204P ZNF280B ZNF79 KRAS.300_UP.V1_DN https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/KRAS.300_UP.V1_DN ABCB1 ACKR3 ACTG2 AKR1B10 AMBN APBB3 APOB ATP6V1B1 BRDT BST2 C5AR2 CA5B CACNA1I CAMK1D CBL CCR8 CD40LG CDH16 CEACAM5 CGREF1 CHRM2 CIITA CLDN16 COBL COLEC10 CRABP2 CRYGD CSDC2 CTSW DENND1C DPT DPYS DSG3 DTNB DTX2 EDAR EDIL3 EPHB6 EPHX2 FGFR3 FMO6P FOXI1 GADD45G GBP1 GKN1 GRM2 HAAO HOXB8 HSPB8 HTR1B HTR1D HYAL4 IFI44L IFNA17 IGF2-AS KCNE1 KCNMB2 KCNQ3 KIF25 KRT1 KRT13 KRT16 KRT38 KRT4 LFNG LGALS7 LY6D MAGIX MAML3 MAP2K6 MTSS2 MUC5AC MX1 MX2 MXD3 MXRA8 MYL9 NCR3 NKX6-1 NOS1 NPC1L1 NR0B2 NTF3 OAS1 OLFML2A P2RX1 PCDHB1 PCYT1B PDE11A PDE6B PLBD1 PLEKHH3 PODNL1 PPFIA3 PROC PROP1 PSORS1C1 PTPRCAP PYHIN1 RASAL1 RPL10P17 RRAD RTP4 RUNDC3B RYR2 S100A7 SCGB1A1 SDS SERPINB13 SIDT1 SLC30A4 SLC3A1 SLC6A14 SLC6A3 SLC9A7 SOX11 SPRR1B SPRR3 SPTBN2 SYNPO TAGLN TAS2R4 TBC1D29P TEX15 TGM1 THRB TM4SF4 TMEM8B TNFRSF13B TNFSF10 TNNI3 TREM2 TRPM2 TTLL1 TUBAL3 UGT2B17 VILL WHRN YBX2 ZNF750 KRAS.300_UP.V1_UP https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/KRAS.300_UP.V1_UP A2M ADAM19 ADAM8 ANGPTL4 ANK3 ANO1 ANPEP APOBEC3G APOD ARHGAP24 ASIC4 ASTN1 ATP1A2 ATXN3L BEX1 CALB1 CD1A CDK5R1 CDR1 CEACAM1 CEACAM3 CEL CFAP69 CFHR2 CGA CHGA CHGB CLUL1 COL26A1 CRISP1 CSF3 CTNNA2 CXCL3 CXCL5 DBH DCBLD2 DDX6 DEFB4A DHRS9 DNAJA4 DNM3 DOCK4 DUSP6 DYNC1I1 EFCAB6 ERC2 ETV1 ETV4 ETV5 EVI2A FABP3 FGF9 FNDC8 G0S2 GABRA1 GABRA3 GBA3 GLDC GLRX GPR19 GPR4 GRIN2A H2BC17 HAS2 HEY1 HPN HSD11B1 HTR7 IL13RA2 IL1RL1 ITGA2 ITGB2 ITGBL1 KCNH2 KCNK10 KCNK7 KIAA1549L KIF5A KIF5C LILRA6 LINC01140 LMO3 LRCH1 MAP4K1 MAPK10 MCF2 MKRN3 MMP1 MMP11 NALF2 NAP1L2 NAV3 NME5 NOL4 NPY6R NRCAM OR2B6 PCDH8 PCP4 PDE2A PEG3 PPBP PRG3 PTX3 RBP4 RCAN2 RDH5 RELN RETN RNASE1 RRAGD RREB1 RTN1 SCG3 SCG5 SCN1B SCN2A SEMA3A SIGLEC15 SIMC1P1 SLC25A31 SLC6A15 SLCO5A1 SMPX SNAP25 SNAP91 SORL1 SPP1 SPRY2 ST3GAL6 STC1 SYT1 TAPT1 TERT TFDP3 TFPI TOX3 TRIB2 TRIM36 USH1C WNT7A ZNF528 ZP4 KRAS.50_UP.V1_DN https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/KRAS.50_UP.V1_DN ABCB1 ACKR3 ATP6V1B1 C5AR2 CCR8 CDH16 CGREF1 CRYGD EPHB6 EPHX2 GADD45G HTR1B HYAL4 IFI44L IGF2-AS KIF25 KRT13 KRT16 KRT38 KRT4 LY6D MX2 NCR3 NOS1 NTF3 OLFML2A PCDHB1 PLBD1 PPFIA3 PSORS1C1 PTPRCAP PYHIN1 RRAD S100A7 SCGB1A1 SDS SERPINB13 SLC6A14 SLC6A3 SOX11 SPRR1B SPRR3 TAS2R4 TGM1 THRB TRPM2 TUBAL3 KRAS.50_UP.V1_UP https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/KRAS.50_UP.V1_UP A2M ADAM8 ANGPTL4 CALB1 CD1A CDR1 CFHR2 CHGB CXCL5 DHRS9 DOCK4 DYNC1I1 ETV1 ETV5 FABP3 FGF9 G0S2 GLDC GLRX HEY1 HPN HSD11B1 HTR7 IL13RA2 IL1RL1 ITGA2 ITGB2 KIAA1549L KIF5C LILRA6 LMO3 MMP11 NALF2 NRCAM PCDH8 PEG3 PPBP RBP4 RELN RREB1 SCG3 SCG5 SIGLEC15 SNAP25 SNAP91 ST3GAL6 STC1 TERT KRAS.600.LUNG.BREAST_UP.V1_DN https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/KRAS.600.LUNG.BREAST_UP.V1_DN AAAS ACKR3 ADAMTS20 ADD2 ADGRE1 ADORA3 AKAP6 AKR1B10 ALDH5A1 ALG1L2 ALOX12B AMBN ANKRD1 APC2 APOB APOL3 ART1 ASIC1 ATP6V1B1 BBOX1 BDKRB1 BRDT BTN3A2 C11orf80 C17orf80 C19orf73 C22orf31 C5AR2 CA5B CACNA1I CACNA2D3 CALCB CALML3 CALML5 CCDC102B CCDC121 CD207 CD248 CD36 CD5 CD6 CDH12 CDH16 CHRM5 CIITA CKM CLCA2 CLDN16 CLDN8 CNTLN COBL COL19A1 COL2A1 COL5A2 COL5A3 CPB1 CRABP1 CRABP2 CREB3L1 CRYAB CXCL14 CXCR1 CYP21A2 CYP26B1 DAAM2 DEFB1 DENND1C DENND2D DGCR6L DLX6 DPT DPYS DTNB DTX2 DUSP21 DYRK1B ELMO1 EMID1 ENTPD5 ENTREP1 EPB41L4A EPHX2 EPHX3 ERAP2 FBXO24 FGF1 FGF21 FGFR3 FGGY FLT1 FMO6P FRAS1 FSCN2 GABRA4 GADD45G GALNT8 GAMT GAS1 GBP1 GBP2 GDNF GLS2 GLYAT GP1BA GP1BB GP6 GPRC5B GRIA1 H3C1 HBZ HCN2 HEPH HHLA1 HOXB3 HRK HTR1B HTR1D HTR1E IFI44L IFNA16 IFT140 IGF2-AS IGFBP2 IL12A IL12RB2 IL18R1 IL22 IL5 IL5RA IMPA2 INPP5D IQCG IVL KCNB1 KCNIP2 KCNMB1 KCNMB2 KIF25 KLF8 KLK12 KLRK1 KRT1 KRT13 KRT16 KRT20 KRT38 KRT4 LECT2 LGALS7 LGALS9 LILRP2 LINC00837 LY6D MAML3 MAP2K6 MAP3K1 MAST3 MEGF8 METTL7A MMP27 MMP28 MRPL41 MTHFR MXD3 MXRA8 MYH7 MYL9 MYOM1 MYOM2 NAALADL1 NCR3 NECTIN1 NEIL1 NEUROD1 NINJ1 NLGN4Y NOS1 NOX5 NPY4R NSUN6 NTF3 NYNRIN OLFML2A P2RX1 PAQR6 PARP3 PAX2 PBX1 PCDHB1 PCSK2 PDE3A PDE6B PGGHG PIK3C2B PLAAT4 PLAC8 PLBD1 PLXND1 POU4F2 PPFIA2 PPFIA3 PRDM12 PROC PRODH2 PROM1 PSORS1C1 PTENP1 PTGFR PTPRJ PTPRU PVALB PYHIN1 RAG1 RAMP3 RARRES2 RBM17 RIMS1 RPL13P5 RTP4 RUNDC3B RYR1 S100A12 S100A7 SAYSD1 SCARF1 SCGB1A1 SCN10A SCN7A SDS SELE SELENBP1 SERPINA10 SERPINB13 SERPINB3 SERPING1 SH3GL3 SIDT1 SLC12A3 SLC25A23 SLC30A3 SLC3A1 SLC6A3 SLC6A9 SNN SOBP SOX11 SPAG11A SPTBN2 STAG3L1 SYNDIG1 TAS2R4 TBC1D29P TBKBP1 TBR1 TEX15 TGM1 THAP9 THBS3 THNSL2 TM4SF4 TMEM8B TNFSF10 TNNI3 TRIM48 TRIM58 TRIM9 TRMT9B TRPM2 TSBP1 TSHB TTLL1 TYRP1 UGT2A3 UPK3B VAV3 VAX2 VPS50 WHRN YBX2 YPEL1 ZNF343 ZNF702P ZNF750 ZSCAN2 KRAS.600.LUNG.BREAST_UP.V1_UP https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/KRAS.600.LUNG.BREAST_UP.V1_UP A2M ADA2 ADAM19 ADAM8 ADAMTS6 ADGRA2 AKAP12 AKT2 ALPP AMELY ANGPTL4 ANO1 ANO2 ARG1 ARHGAP24 ATG10 ATP4A ATXN3L BIRC3 BMP2 BMP6 BRSK2 C1orf68 CACNG1 CALB1 CCDC181 CCL20 CCL22 CCR10 CCR6 CCT8L2 CD160 CD1A CD1B CD247 CD37 CDSN CEACAM3 CELA2B CFAP69 CFHR2 CHRNA2 CHST2 CLDN5 CLEC4A CLPS CLSTN2 CMKLR1 COL9A3 CRCT1 CSF2 CSF3 CTNNA2 CXCL1 CXCL2 CXCL3 CXCL5 CXCL8 CYP4F8 DCAF13 DCBLD2 DDIT3 DEFB4A DENND5B DHRS9 DNAH9 DOCK4 DYNC1I1 ESM1 ETS1 ETV4 EVI2A FAM120C FAM174B FBP1 FBXO4 FCRL2 FLT4 FNDC8 FOXL2 FRMD1 FUT5 G0S2 GABRA3 GBA3 GFAP GFI1 GLRX GNG11 GPR4 GPRC5D GRIN2A GRP GULP1 GYPC HAO2 HAS2 HBEGF HDAC9 HIC1 HOXD1 HOXD11 HPN HSD11B1 HSD17B2 HSD3B2 ID2 IFNA8 IGFBP3 IGHV3-48 IL13RA2 IL1B IL1R2 IL1RL1 IL23A IL24 IL36A IL37 IMPG1 INHBA ISG20 ITGA2 ITPKA KCNA5 KCNAB3 KCNC1 KCNC2 KCNH2 KCNJ14 KCNK15 KCNK7 KIAA1549L KIF24 KIF5A KIF5C KRT33B KRT34 L1TD1 LAG3 LAMC3 LAT2 LDB3 LGALS14 LHB LIF LILRA6 LPL LY96 LYL1 MACF1 MAGEA11 MAGEA6 MAPK10 MB MGLL MIA MKRN3 MMP1 MMP10 MMP15 MMP20 MMP9 MSMB MTMR8 MYF6 MYH2 MYOC NACC1 NALF2 NAV3 NCAM1 NDOR1 NELL2 NGF NMUR1 NPHS1 NPPB NR1H4 NRCAM NRL NTRK1 OGDHL OR2B6 OSBP2 OSGIN1 PDCD1LG2 PDE2A PIWIL1 PLA2G3 PLAC4 PLAUR PLVAP PLXNB3 POLM PPBP PPP1R14D PPP1R15A PRDM1 PRDM14 PRG3 PRL PRRX1 PRSS2 PRSS3 PRY PTGIS PTGS2 PTPRR PTTG2 RBMXL2 RBP4 RDH5 RELN RETN RMST RNASE1 RPS4Y1 RREB1 S100A5 SAMD14 SCG5 SCGB1D1 SEMA3A SEMA3B SFRP5 SH2D2A SHOX SIGLEC15 SLC25A31 SLC5A5 SLCO4A1 SLCO5A1 SLIT2 SMPX SNAP25 SNAP91 SOX10 SOX17 SPANXC SPHK1 SPIB SPINK1 SPRY2 SSTR5 ST3GAL6 ST6GALNAC5 STC1 STX1A SYP TAAR5 TAGLN3 TAPT1 TBX3 TERT TFDP3 TFPI TIGD6 TMEM156 TMEM158 TMEM176B TNFAIP3 TNFSF15 TNNT2 TONSL TOX3 TRAF1 TRIM45 TRIM46 TSPAN1 TSPY1 TTC22 UGT2B28 USH2A WDR25 WNT1 WNT7A ZNF639 ZNF671 ZNRF4 ZP4 KRAS.600_UP.V1_DN https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/KRAS.600_UP.V1_DN ABCB1 ABCB11 ABCG4 ACKR3 ACTG2 ADAMTS9 ADRA2B AKR1B10 AMBN ANKRD1 APBB3 APOB APOL3 AQP6 ARHGAP28 ARHGEF38 ART1 ATP2A3 ATP6V1B1 BBC3 BCL11B BLNK BRDT BST2 C1QL1 C22orf31 C5AR2 C8A CA5B CACNA1I CADM4 CALCB CALML3 CALML5 CAMK1D CATSPERB CBL CCDC102B CCDC33 CCR8 CD207 CD248 CD300A CD36 CD40LG CDH16 CEACAM5 CGREF1 CHRM2 CHRNG CIITA CKM CLCA2 CLDN16 CLDN8 CLIC3 CNGB1 CNR2 CNTFR COBL COL2A1 COLEC10 CRABP2 CRYGD CSDC2 CSPG4 CST4 CT55 CTAG2 CTSW CXCL14 CYP2C18 CYP2C19 DBF4B DDX51 DENND1C DLK2 DLX6 DPT DPYS DSG1 DSG3 DTNB DTX2 EDAR EDIL3 EDN1 EDN2 ENPP1 EPHB3 EPHB6 EPHX2 FAM215A FCGBP FETUB FGF4 FGFR3 FGGY FMO6P FOLR2 FOXI1 FRAS1 GADD45G GBP1 GKN1 GNRH2 GP2 GPR173 GPR52 GRM2 H3C1 HAAO HLA-DOA HOXB8 HOXC8 HRH3 HSPB8 HTR1B HTR1D HYAL4 IFI44L IFNA16 IFNA17 IFNA5 IGF2-AS IGLV2-14 IL19 IL5 IMPA2 IVL KCNE1 KCNMB1 KCNMB2 KCNQ3 KIAA0087 KIF25 KLF3 KLF8 KLK12 KLK7 KRT1 KRT13 KRT16 KRT17 KRT31 KRT38 KRT4 LFNG LGALS7 LGALS9 LRRC31 LY6D LYPD3 MAGIX MAML3 MAP2K6 MAPRE3 MAST3 MATN2 MCHR1 MLANA MTNR1A MTSS2 MUC5AC MX1 MX2 MXD3 MXRA8 MYL9 MYOM2 NAALADL1 NCR3 NEU3 NINJ1 NKX6-1 NOS1 NOX3 NPC1L1 NR0B2 NR1I3 NRXN3 NTF3 NYNRIN OAS1 OLFML2A P2RX1 PCDHB1 PCDHGB6 PCYT1B PDE11A PDE6B PGLYRP1 PIK3C2B PIP5K1C PLAAT1 PLBD1 PLEKHH3 PNMT PODNL1 PPFIA3 PROC PRODH PROP1 PRRG4 PRTN3 PSORS1C1 PTPRCAP PTPRH PTPRU PYHIN1 RAMP3 RASAL1 RBIS RPL10P17 RRAD RTP4 RUNDC3B RYR2 S100A7 SCGB1A1 SCGN SCN10A SCN7A SDS SERPINB13 SERPING1 SIDT1 SIT1 SLAMF1 SLC22A11 SLC29A3 SLC30A4 SLC3A1 SLC5A2 SLC6A14 SLC6A3 SLC9A7 SMPDL3B SOX11 SPATA6 SPRR1A SPRR1B SPRR3 SPTBN2 SYNPO TAGLN TAS2R4 TBC1D29P TEX15 TGFB2 TGM1 THBD THNSL2 THRB TM4SF4 TMEM8B TNFRSF13B TNFSF10 TNNI3 TREM2 TRH TRIM48 TRPM2 TTLL1 TUBAL3 UGT2A3 UGT2B17 VAV3 VGLL3 VILL WHRN WNT16 XAF1 YBX2 YOD1 ZBP1 ZBTB16 ZNF154 ZNF750 KRAS.600_UP.V1_UP https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/KRAS.600_UP.V1_UP A2M ACOX2 ADAM19 ADAM8 ADCYAP1R1 ADGRA2 ALDH8A1 ALPI AMBP ANGPTL4 ANK3 ANKRD34C ANO1 ANPEP APOBEC3G APOD ARHGAP24 ARL4C ASIC4 ASTN1 ATP1A2 ATP4A ATXN3L AURKC BEX1 BMP7 C1QTNF1 CALB1 CCNJL CCR6 CD1A CD80 CDHR2 CDK2AP2P3 CDK5R1 CDR1 CEACAM1 CEACAM3 CEL CEND1 CFAP69 CFHR2 CGA CHGA CHGB CHRNA3 CLSTN2 CLUL1 CMKLR1 COL26A1 CPA2 CRISP1 CSF2RA CSF3 CSN2 CTNNA2 CTNND2 CXCL3 CXCL5 CXCR4 CYP27B1 DBH DCBLD2 DDX6 DEFA5 DEFB4A DHRS9 DIRAS2 DLGAP2 DNAJA4 DNM3 DNMBP DOCK4 DUSP4 DUSP6 DYNC1I1 EFCAB6 EMP1 EN2 ERC2 ESM1 ETV1 ETV2 ETV4 ETV5 EVI2A EXOC6B FABP3 FAM174B FEZF2 FGF9 FLT4 FMNL2 FNDC8 FOXG1 G0S2 GABRA1 GABRA3 GALR2 GBA3 GFAP GFI1 GLDC GLRX GNG11 GPR18 GPR19 GPR37 GPR4 GRIN2A GRM1 H2BC17 H2BC3 HAS2 HBEGF HEY1 HPN HS3ST3B1 HSD11B1 HTR7 IDI2-AS1 IFNA8 IGF2 IL13RA2 IL1R2 IL1RL1 IL36A INHBA ITGA2 ITGB2 ITGBL1 ITPKA KCNA5 KCNAB3 KCNC1 KCNH2 KCNJ13 KCNJ8 KCNK10 KCNK3 KCNK7 KIAA1549L KIF5A KIF5C KIT KRT8P12 LAG3 LAPTM5 LDB3 LGALS14 LILRA6 LIMCH1 LINC01140 LMO3 LPAR1 LPXN LRCH1 MAGEA11 MAGEH1 MAP4K1 MAPK10 MCF2 MGAT4A MKRN3 MLXIPL MMD MMP1 MMP10 MMP11 MMP17 MMP9 MOBP MSMB MTMR8 MYF6 NALF2 NAP1L2 NAV3 NME5 NMNAT2 NOL4 NPY6R NRCAM NRP1 NTRK3 OR2B6 OR2C1 OR7E85BP PCDH8 PCDH9 PCP4 PDE2A PEG3 PELI2 PFKFB1 PIWIL1 PLA2G3 PLA2G4C PLAT PLAU PLEKHS1 PMS2P4 PNMA2 PPBP PRDM14 PRG3 PRL PTGS2 PTX3 RBP4 RCAN2 RDH5 REEP2 RELN RETN RNASE1 RRAGD RREB1 RTN1 RUBCNL SATB1 SCG3 SCG5 SCN1B SCN2A SEMA3A SH2D2A SIGLEC15 SIMC1P1 SLC25A31 SLC6A15 SLCO4A1 SLCO5A1 SLIT1 SMPX SNAP25 SNAP91 SORL1 SOX9 SPINK1 SPP1 SPRY2 SRGN ST18 ST3GAL6 STC1 STX1A SYNE3 SYT1 TAAR5 TAGLN3 TAPT1 TBX3 TEC TERT TFDP3 TFPI TGM2 TLR4 TLR8 TMEM156 TMEM158 TNFSF15 TOX3 TPH1 TRIB2 TRIM2 TRIM36 TRIM45 TSPY1 UGT8 USH1C VEGFC WNT7A ZDHHC11 ZEB1 ZNF528 ZNF529 ZP4 KRAS.AMP.LUNG_UP.V1_DN https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/KRAS.AMP.LUNG_UP.V1_DN AATK ABCB8 ABCD1 ACE ADAM2 ADAMTS5 ADGRE1 ADRA2C ALDH1A2 ALDH4A1 APC2 BARX2 C19orf73 C22orf46P C5 CA1 CACNA1F CACNG1 CAMK1 CBL CCAR2 CCN5 CD300A CD34 CEND1 CEP41 CGREF1 CHL1 CLDN16 CLUHP3 CORO2B CPLX2 CRY2 CTF1 CXCR2 CYP2C18 DBF4B DCC DGKQ DNM1 DPPA4 DRD5 DTNB EMILIN2 ENPP1 EPB41 EPYC FCGR2B FGL2 FSHB GABRB1 GCNT3 GDF10 GDF2 GMIP GNAT3 GNAZ GP1BA GPR17 GPRC5C GRIK5 GVINP1 H1-6 H2AJ H2BC11 H3C1 HBA1 HDAC7 HEY2 HHLA1 HOXC11 HOXC8 HTR1D ICAM2 IFNA10 IFNA7 IGF2-AS IL12B INPP5D KCNN1 KMT2A KREMEN2 KRT32 LILRA4 LINC00837 MAB21L4 MC2R MMP13 MXD3 NAT2 ODF1 OVGP1 P2RX1 P2RY4 PAIP2B PDCD1 PDE11A PGPEP1 PLCB3 PLCH2 PODNL1 POU2F3 PPFIA3 PPM1H PRODH PROM1 PTPRH PYHIN1 RAG1 RAPGEF3 RBFOX1 RELB RHOBTB1 RPA4 SCARF1 SCN10A SDS SETD1A SHANK1 SLC19A3 SLC5A2 SLC6A16 SNCB SNTG1 SPAG11A ST20 STARD8 SYNGR3 SYNPO2L TBR1 TBXAS1 TF TLR4 TRHDE TRMT2A TSGA10 USP53 WDR33 ZC2HC1C ZNF134 ZNF480 ZNF862 KRAS.AMP.LUNG_UP.V1_UP https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/KRAS.AMP.LUNG_UP.V1_UP ABCC6 ABCG5 AFP AKT2 ALLC ASIP ATG10 ATXN3L B3GNTL1 BMPER BTG4 C11orf16 C3AR1 C8B CA5A CAMK1G CCDC57 CCL11 CCT8L2 CD247 CD3E CEBPE CELA2B CFHR5 CLEC4A CLEC5A CLSTN2 CLSTN3 CRYBA1 CSN2 CYP3A7 DEFA5 DLX5 DOCK3 DRICH1 DUSP9 DYNC1I1 EFCAB6 EFNA2 EFNA3 EGF F13A1 FAM174B FAM30A FCER1A FCER1G FCRL2 FGF7 FKBP6 GABRA6 GABRR1 GABRR2 GATA1 GCKR GIP GNGT2 GPR25 GPR6 GPR68 GRP H2BC15 H2BC3 HCN4 HECW1 HGFAC HPR HSD3B2 HSF1 HSPA1L HSPA6 IL26 JAK3 KCNC1 KLK14 LENEP LPL LRRC37A LRRC37A4P LY75 MAGEA12 MAGEA6 MAGEB1 MAN1C1 MCF2L MMP15 MYOZ1 NALF2 NDOR1 NELL2 NGF NMUR1 NOVA1 NPAS3 NPBWR2 NPHP1 NPHS1 OPN1SW OPRK1 OSBP2 OTOR PAGE4 PAX4 PIWIL1 PLEKHS1 PNMA3 PPIEL PRKG2 PTGDR2 RAB30 RBIS RBM12B-AS1 RCAN2 REST RPL23AP53 SDCCAG8 SEMA3E SLAMF1 SLC25A31 SLC26A4 SLC2A4 SLC6A6 SLC7A9 SOX12 SPINK1 SPP1 SPTA1 SSTR1 ST3GAL6 ST8SIA2 TDRD1 TMEM35A TNNT2 TTLL3 TUBA8 UGT1A10 VENTX VTN XPNPEP2 ZNF257 ZNF835 KRAS.BREAST_UP.V1_DN https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/KRAS.BREAST_UP.V1_DN ABCB1 ADAMTS20 ADAMTS5 ALG1L2 ALOX12B ANKRD1 APOB APOL3 ART1 ASIC1 ASPHD1 ATP6V1B1 BORCS6 C22orf31 CA5B CACNA1A CALCB CAMK1 CCDC121 CCDC57 CDH12 CDK18 CLDN8 CLSTN3 COL5A2 CRABP1 CRH CRYGD CSRP3 CYP21A2 DENND2D DPEP2 DPT DPYS DTNB DTX2 EDIL3 EEF1DP5 EGFL7 EGR4 ELMO1 ENTPD5 EPHX2 EXOSC1 FGFR3 FGGY FGR FMO6P FRAS1 GABRA6 GADD45G GJA10 GJA4 GLS2 GP1BB GP6 GRIP2 H4C13 HBZ HCN2 HHLA1 HOXB5 HPR IFNA16 IL18R1 KCNA3 KCNJ3 KCNQ3 KDM4D KIF25 KLF8 KRT38 LAIR1 LATS1 LINC01124 MAML3 MAST3 MEGF8 MTHFR MUC13 MYH7 MYL9 MYOM2 NAALADL1 NCR3 NDNF NECTIN1 NFATC4 NOS1 NOX5 NPR1 NTF3 P2RX1 P2RX7 PAQR6 PBX1 PCDHB1 PDE3A PDE6B PF4V1 PGGHG PI15 PLBD1 POLL POU3F2 PPM1E PROP1 PTENP1 PTGFR RAMP3 RBM17 RPL13P5 RUNDC3B SCN7A SDS SELENBP1 SERPINA10 SERPING1 SIDT1 SLC30A3 SLC8A1 SLC9A7 SMPDL3B SOBP SPTBN2 SV2B SYNDIG1 TEX15 TFF2 TLR6 TM4SF4 TNNI3 TRAPPC14 TRIM9 TSBP1 TSHB TSPAN12 TTYH1 UGT2A3 WT1-AS XYLB YPEL1 ZNF37BP KRAS.BREAST_UP.V1_UP https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/KRAS.BREAST_UP.V1_UP A2M ACKR4 ACP3 ADAMDEC1 ADGRD2 AKAP12 ALPP AMELY ANKRD36BP2 ANO2 ATP12A BAIAP3 BIRC3 BMP6 CALB1 CASS4 CCL16 CCL22 CDK2AP2P3 CDSN CEACAM1 CEACAM3 CFAP43 CLPS CLSTN2 CMA1 CMKLR1 COL9A1 COL9A3 CRCT1 CSF2 CTNNA2 CXCL2 CXCL3 CYB5R2 DEFB4A DHRS9 DNAJA4 EFNA5 ERC2-IT1 ESM1 ETV2 FAM30A FCRL2 FMO2 GABRA3 GFI1 GJA8 GLRX GPR37L1 GSG1 GULP1 H2AC13 HAS2 HSD11B1 HSD17B2 IGF2 IGFBP3 IL13RA2 IL17RB IL1B IL1R2 IL1RAPL1 IL1RL1 IL2RG IL37 KCNA10 KCNA2 KCNAB3 KCNC2 KCNJ14 KCNJ16 KCNK15 KCNK3 KIF24 KIF5A KLK12 KLK6 KRT33B KRT34 LIF LILRA6 LYL1 MACF1 MAPK4 MGLL MKRN3 MMP10 MMP9 MYCN NALF2 NDUFA4L2 NFE2 NPAS1 NPPB NR1H4 NRL OCA2 OPRPN OR2C1 OSGIN1 PCDHGA11 PDE2A PDE3B PPBP PPP1R15A PRB4 PRDM1 PRRX1 PSCA RBMY2FP RMST S100A5 SAMD14 SCEL SCG5 SMPX SNAP25 SOX17 SPACA1 SPINK1 SPON2 SPRR2B SPRY2 STC1 STX1A SYP TAAR5 TAGLN3 TAPT1 TERT TFPI TLR8 TMEM176A TMPRSS4 TNFAIP3 TRAF1 USH2A WNT16 ZP4 KRAS.DF.V1_DN https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/KRAS.DF.V1_DN ACTL6A ADRB2 AFDN AHR ALG13 ALOX12P2 ALOX5 ARFGAP1 ARHGAP26 ARID3B ATP2B1 AUTS2 BCAM BDKRB1 BMP4 C1orf109 C3orf14 C6orf15 CAMKV CBX4 CD2 CDK18 CDK20 CHRM5 CLDN1 CLDN17 CNR2 CNTFR COBL COG5 COL11A2 COL4A5 COPZ2 CTAGE9 CXADR CYP1A1 CYP2C9 CYTH4 DCAF10 DEFB4A DUSP2 DVL3 EPB41L4B EPPK1 ERN1 ETS2 EXOSC7 FAM153A FANCE FBN2 GAP43 GCC1 GJB4 GLIPR1 GPATCH2 H2AC18 H2BC9 HDAC9 HMGN3 HOMER2 HOXA11 HOXC8 HPX HRH2 HSPB6 HTR3A HUS1 IFNA17 IGFBP2 IGFBP3 IL24 KDM6A KIF21B KIR2DL1 KIR2DL5A KLF11 KLF15 KLF4 KLK2 KLK5 KLK8 LAMP3 LANCL2 LCAT LCP1 LETM1 LLGL1 LRRC61 LSM14B LYRM4 MALT1 MAP7 MAS1 MEX3D MINDY1 MMP25 MOGAT2 MPC1 MPP3 MXRA8 MYO5C NCR1 NEUROD2 NGF NRP2 NUP153 NUP42 ODF1 OGFRL1 OMG OR10H3 OR1F1 OR7E47P PAK3 PAPPA2 PAX5 PCBP3 PCLO PDGFA PER2 PGLYRP4 PHF7 POM121 PRAMEF10 PRAMEF5 PRELID3B PRSS8 PSPH PTGER1 PTGS2 PTPN14 PXDC1 PYY2 RAB3IL1 RAB6B RDH16 RET RNF122 RNF186 RNF39 RNF43 RNMT ROBO3 RPRM SCN2A SEMA3C SEMA6A SEZ6L SF3A2 SIGLEC6 SIRPA SLC17A1 SLC25A13 SLC30A3 SMAD6 SMAD7 SMAP1 SP1 SP2 SPINK5 SPRING1 SPRR1B SRF SSTR3 STX3 SYNE1 SYP TAF4 TAGLN TCFL5 TCL1A TGFB3 THNSL2 THUMPD1 TJP3 TMEM168 TMEM45A TNC TNFRSF9 TNXB TRA2A TRAPPC10 TSPYL1 TUFT1 UCHL1 URB1 VWA5A WASF1 WNT6 ZFHX3 ZNF239 ZNF512B ZNF764 KRAS.DF.V1_UP https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/KRAS.DF.V1_UP ABHD10 ACADVL ADAM8 ADGRE5 AKAP12 AKR1C3 AKT3 ALDH1A3 ALDH7A1 ALDOC ANKRD36B ANKRD46 ANPEP ANTKMT ARHGEF3 ASMTL ASPH ATP9A AURKB BBS9 BCL2L1 BCL3 BCL6 BEX4 BMP2 BMP6 BMPR2 BORA CALHM2 CAPRIN2 CAT CBLC CBR4 CCDC85B CCL20 CCNG2 CCNT2 CDA CDKN2B CHRNA5 CLDN5 CLPB COL6A3 CORO1A CPVL CRYZ CSF3 CTNNBL1 CUTC CUX2 CXCL1 CXCL3 CXCL5 CXCL8 DDB2 DKK1 DLGAP4 DLGAP5 DNASE1L1 DPYD DPYSL2 DSN1 E2F8 EHBP1L1 ELK3 EMP3 ETFB ETNK1 FADS2 FAM168A FAR2 FKBP1B FLRT3 FUT8 G6PD GALNT6 GATA6 GCH1 GFPT2 GK3 GLMN GLRX GLS2 GNE GNG11 GREM1 GSTT2 HCLS1 HERC5 HS3ST3A1 HSD17B2 HSPA2 IFI27 IFI35 IFI44 IFI44L IFIT1 IFITM1 IL13RA2 IL1RL1 ING2 INHBA INPP4B INPP5F IRF4 IRF9 ISG20 JAK2 KHDRBS3 KIF3A KIN LGALS3BP LOXL2 LRP8 LTBP3 MAP3K6 MED24 MMP1 MPI MTAP MVP NAT1 NRP1 OPLAH PDLIM2 PDPN PELI1 PID1 PITPNC1 PLAT PLAU PLCH2 PLIN3 PLPP2 PPM1D PPP2R3B PROCR PRSS3 PTPRG PXDN QPRT RAC2 RASIP1 RETSAT REXO5 RGS17 RGS2 RIDA RPS6KA5 RRAD S100P SAP30 SCAND1 SCG5 SEC24D SERPINB1 SERPINE1 SLC22A4 SLC26A2 SLC2A10 SLC4A7 SMARCA1 SMARCD3 SMTN SMYD3 SPAG4 SPRY2 SRGN SRPX STEAP1 STK4 STN1 STX4 SUGCT TBC1D8 TFPI2 TIMP4 TLR2 TM4SF1 TMEM135 TMEM158 TMEM160 TP53I3 TRPC1 TSPAN5 TUBG2 UBE2W VCAN VEGFC ZMYND8 ZNF654 KRAS.KIDNEY_UP.V1_DN https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/KRAS.KIDNEY_UP.V1_DN AADAC ABCA3 ABCB11 ACE ACTC1 ADAMTSL2 AGRP APBB3 ASPN ATP1B4 B3GALT5 BAAT BMP4 BRDT C3orf36 CACNA1S CAPN9 CARD9 CBARP CBL CCL20 CCL27 CD14 CETP CHRM2 CHRNA9 CHRNG CLEC3B CNN1 CSF1R CST5 CXCL10 CXCL11 DDX51 DEPDC5 DRC3 DSG3 ECEL1 EDN2 EFHD1 EGFL7 EPHA5 EPS8L3 EREG ETS1 FCHO1 FOLR2 FOXA1 GATA4 GPR35 GRM2 GRM4 GRM8 H2AC13 HHIPL2 HINFP HRG HSD17B2 HYAL4 IFI30 IFI44L IFNA17 IGKV3D-15 IL1RL2 IL23A IL26 IL6 INSL4 INSL5 ITIH5 KCND1 KCNF1 KCNN1 KIF21B KLF3 KLHDC8A KLK1 KRT17 KRT2 LFNG LILRA4 LILRB4 LIPE LMAN1L LRRC31 MAGEA10 MDFI MSC MX1 MX2 NES NGF NPC1L1 NPFFR1 NPPB NR1I3 OAS1 OR7A10 PAGE1 PDCD1 PHLDA3 PRG2 PROP1 PRSS21 PTGER2 PTPRCAP RASGRF1 RBIS RPL10P17 RSAD2 RYR2 SEC31B SEMA5A SERHL2 SGK2 SIM1 SLC5A5 SLC6A20 SLC9A3 SPATA6 SRC SRD5A3 STX11 TACR2 TCF21 TCP10L3 TENM2 THBD THRB TMEM262 TREM2 TTLL2 TYROBP VILL ZDHHC8BP KRAS.KIDNEY_UP.V1_UP https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/KRAS.KIDNEY_UP.V1_UP A2M ADCY1 AK5 ALDH1A1 ANK2 ANK3 AQP4 ARPP21 ASPA ATP1A2 CA2 CAB39L CALB1 CCND2 CDK5R1 CDR1 CFAP69 CHGA CHGB CP CPE CPEB3 CRTAM CRYAB CRYM DDX6 DLGAP2 DNM3 DUSP6 DYNC1I1 EMP1 EPB41L3 ERC2 ESRRG ETV1 FGF9 FZD3 GABRA1 GABRA5 GABRB1 GABRR2 GAD1 GAP43 GATM GCGR GHRH GLDC GPM6A GPNMB GPR19 GPR37 GPRC5B GRIA2 GRIK2 GRM5 HEY1 HPCAL4 ITGBL1 KCNA5 KCNJ8 KIF5C KIT LIMCH1 LMO3 MAFB MAGEH1 MAP7 MEF2C METTL7A MMP27 MPZL2 NAP1L2 NDN NEBL NEFL NME5 NMNAT2 NOL4 NRCAM NRN1 NRXN1 NSG1 NSG2 NUDT11 PCDH9 PCP4 PECAM1 PEG3 PELI2 PLCB1 PLCL1 PLGLA PLP1 PLSCR4 PMP2 PNMA2 RAPGEF4 RCAN2 RELN RIT2 RNLS RTN1 SATB1 SCG3 SCG5 SCN1B SCN2A SELENOP SERPINI1 SFRP1 SIGLEC15 SLC12A3 SLC12A5 SLC1A3 SLC6A1 SLC6A15 SMR3A SNAP25 SNAP91 SOBP SORBS1 SORL1 SPARCL1 ST3GAL6 SV2B SYT1 TCEAL2 TMEM100 TMOD1 TRIB2 TRIL TRIM2 TRIM9 TSPAN7 TUBB4A VIPR2 WIF1 WSCD1 XK ZNF536 KRAS.LUNG.BREAST_UP.V1_DN https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/KRAS.LUNG.BREAST_UP.V1_DN ACKR3 ADAMTS20 ADD2 ADGRE1 AKAP6 AKR1B10 ALDH5A1 ALOX12B AMBN ANKRD1 APOB ART1 ATP6V1B1 BDKRB1 C5AR2 CACNA1I CALCB CALML3 CALML5 CCDC121 CD248 CD36 CD6 CDH12 CDH16 CLCA2 CLDN8 COBL COL2A1 COL5A2 CRABP2 CXCL14 CYP21A2 DEFB1 DPT DTNB DTX2 EPB41L4A EPHX2 ERAP2 FGFR3 FLT1 FMO6P FRAS1 GABRA4 GADD45G GAMT GDNF GLS2 GLYAT H3C1 HCN2 HHLA1 HRK HTR1B HTR1E IFI44L IFNA16 IGF2-AS IGFBP2 IL5RA INPP5D IVL KCNMB1 KIF25 KRT13 KRT16 KRT38 KRT4 LGALS7 LGALS9 LY6D MAP2K6 MAST3 MEGF8 METTL7A MMP28 MTHFR MXD3 MXRA8 MYL9 NCR3 NOS1 NOX5 NSUN6 NTF3 NYNRIN OLFML2A P2RX1 PAQR6 PARP3 PBX1 PCDHB1 PDE3A PDE6B PGGHG PIK3C2B PLBD1 PROC PTPRU PVALB RAG1 RAMP3 RARRES2 RBM17 RPL13P5 RTP4 RUNDC3B RYR1 S100A7 SCARF1 SCN7A SERPINA10 SERPINB13 SIDT1 SLC12A3 SLC3A1 SLC6A9 SOBP SOX11 SPAG11A SPTBN2 SYNDIG1 TAS2R4 TBR1 TGM1 THNSL2 TM4SF4 TNFSF10 TNNI3 TRIM48 TRIM9 TRPM2 TSBP1 TSHB TTLL1 UPK3B VAV3 VAX2 VPS50 YPEL1 KRAS.LUNG.BREAST_UP.V1_UP https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/KRAS.LUNG.BREAST_UP.V1_UP A2M ADAM19 ADAM8 ADAMTS6 AKT2 AMELY ANGPTL4 ATG10 BIRC3 BMP6 CALB1 CCDC181 CCL20 CCR6 CD1A CD247 CD37 CDSN CEACAM3 CHRNA2 CLPS CLSTN2 CMKLR1 CRCT1 CSF2 CSF3 CTNNA2 CXCL1 CXCL2 CXCL3 CXCL5 CXCL8 DHRS9 DNAH9 DOCK4 ESM1 ETS1 FAM174B FCRL2 FNDC8 G0S2 GABRA3 GBA3 GFI1 GLRX GPR4 GRP GULP1 GYPC HAS2 HBEGF HOXD11 HPN HSD11B1 HSD17B2 ID2 IFNA8 IGFBP3 IGHV3-48 IL13RA2 IL1R2 IL1RL1 IL23A IL37 INHBA ISG20 ITGA2 ITPKA KCNC1 KCNC2 KCNJ14 KCNK15 KIAA1549L KIF5A KIF5C KRT34 LAT2 LDB3 LIF LILRA6 MGLL MKRN3 MMP1 MMP10 MMP9 MYH2 NALF2 NAV3 NDOR1 NELL2 NPPB NR1H4 NRL OR2B6 OSBP2 OSGIN1 PDCD1LG2 PDE2A POLM PPBP PRDM1 PRL PRSS3 PRY PTGS2 PTPRR RBMXL2 RBP4 RELN RETN RMST RNASE1 RPS4Y1 RREB1 SCG5 SEMA3B SH2D2A SHOX SLC25A31 SLCO4A1 SLCO5A1 SMPX SNAP25 SNAP91 SPINK1 SPRY2 ST3GAL6 STC1 TAAR5 TAGLN3 TBX3 TERT TFDP3 TNFAIP3 TNFSF15 TRAF1 TSPAN1 TSPY1 TTC22 ZNF639 ZP4 KRAS.LUNG_UP.V1_DN https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/KRAS.LUNG_UP.V1_DN ACHE ACP3 ADD2 ADORA3 AKAP4 AKAP6 AKR1B10 ALDH3B2 APOBEC3A ATAT1 BBC3 BBOX1 C11orf80 CACNA1F CALML3 CALML5 CBL CCR2 CD22 CD248 CDH12 CDH16 CDKN1C CFAP74 CHRM5 CLCA4 COBL COL19A1 COL2A1 CRABP2 CRYAB CXCL14 CYP26B1 CYP2C18 CYP4B1 DEFB1 DHX58 EMID1 EPHB3 ERG FCGR3B FMO2 GABRB1 GALNT8 GAS1 GDNF GLYAT GPNMB GPR45 HAAO HEY2 HTR1B HTR1D IGFBP2 IHH IL10RA INPP5D IVL KLK11 KLK12 KLK7 KLK8 KRT1 KRT13 KRT15 KRT16 KRT4 LGALS7 LINC00837 LMO1 LY6D LYPD3 MAFB MAP2K6 MAP3K1 MC5R MEGF8 METTL7A MORC1 MXRA8 NGFR NPY4R NYNRIN OLFML2A OR3A3 PALM PDE6B PIK3C2B PLA2G10 PLCH2 POSTN PPFIBP2 PROC PRODH PROM1 PSG7 PSORS1C1 PTPRU RAB40AL RAG1 RDH16 RHCG RTP4 RYR1 S100A12 S100A7 SAYSD1 SCARF1 SCGB1A1 SCN10A SCRG1 SERPINB13 SERPINB3 SERPINB4 SGCD SH3BP1 SH3GL3 SLC39A2 SLC3A1 SLC6A14 SLC6A9 SOX30 SPRR3 SPTBN2 SRD5A3 STAG3L1 TF TGM1 THAP9 TNFSF10 TRGV7 TRHDE TRIM48 TSC22D4 UPK3B VAV3 VPREB1 VPS50 WNT16 ZC2HC1C ZNF750 ZNF862 KRAS.LUNG_UP.V1_UP https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/KRAS.LUNG_UP.V1_UP ABCB1 ADA2 ADAM8 ADAMTS3 ADCYAP1R1 AKT2 ALLC ANGPTL4 ANO1 ASGR2 ATG10 AURKC B3GNTL1 BANK1 BCL2A1 BTC C3AR1 CCL20 CCT8L2 CD1A CD247 CD48 CD80 CELA2B CFAP69 CLEC4A CLSTN3 CRYAA CSF3 CX3CR1 CXCL5 CXCL8 CYP2J2 CYP4F8 CYTIP DCBLD2 DEFA5 DOCK2 DOCK4 EGFL7 ETS1 EVI2A FABP3 FBXO4 FNDC8 FRMD1 FUT5 G0S2 GBA3 GPR3 GRIN2A GRIP2 HBEGF HOXD11 HPN HROB HS3ST3A1 HSD11B1 HTR7 IFNA8 IGSF1 IKZF1 IL13RA2 IL1RL1 IL23A INHBA ITGA2 JAK3 KCNA5 KIAA1549L KIF5C KIR2DL3 LAG3 LDB3 LILRB1 LINC00472 LRIG1 MAGEA6 MIR124-1HG MMP1 MMP20 MT3 MYH2 N4BP2L2-IT2 NAV3 NDNF NDOR1 NELL2 NES NGF NKX2-5 NPHS1 NRP1 OGDHL OR2B6 PAX4 PCDH17 PDCD1LG2 POLM PPP1R14D PRG3 PRKG2 PTPRR RBP4 RELN RETN RGS4 RNASE1 RREB1 SARM1 SCG5 SDCCAG8 SEMG2 SH2D2A SIGLEC15 SLC16A8 SLC18A1 SLC6A11 SLC6A4 SLCO4A1 SLCO5A1 SMPX ST3GAL6 TAS2R1 TBX3 TEX13A TMEM158 TMEM176B TMEM238L TNNT2 TSPAN1 TSPY1 TTC22 UGT1A10 WNT7A ZBTB44 ZBTB48 ZNF639 ZNF749 ZNF821 KRAS.PROSTATE_UP.V1_DN https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/KRAS.PROSTATE_UP.V1_DN AATK ABCB1 ABCG4 ACKR3 ACSS3 ADAM23 AK5 ARG1 ARHGAP28 ARL17A ARPP21 ASIP ATP8B3 BEND5 C1orf68 C22orf31 C5 CA5B CADM4 CAMK1D CCDC134 CCR10 CD48 CD96 CDH16 CFI CGREF1 CLDN17 CNTFR COBL COLEC10 CRY2 CRYGD CTSE CWH43 DIRAS3 DNAJC12 DZANK1 EDN1 EGF ENPP1 EPHB6 EPHX2 FBXO40 FLRT1 FOLH1B FOXD2 GCNT3 GKN1 GNGT2 GPNMB GPRASP1 GRM2 HBA2 HLA-DMB IBSP IDUA IGFBP3 IGLV2-14 IL19 ITGB1BP2 ITGB7 KCNA2 KCNJ14 KCNQ2 KDM8 KIAA0087 KLF1 KLKB1 KRT13 KRT16 KRT4 LCN2 LHCGR LUM MAFB MAGIX MAOB MLANA MLYCD MUC16 MUC4 NCR3 NDP NEU3 NOS1 NPBWR2 NPHS1 NR0B2 NTF3 OPCML OXT PCDHB13 PF4V1 PI3 PLCB1 PLGLA POU3F2 PPP1R9A PRTN3 PRY PTGIS PTH1R PTPRH RAI1 RASGRP1 REEP1 RGS6 RRAD S100A7 S100A8 SCEL SDS SERHL SERPINB2 SERPINB7 SH2D3C SLC19A3 SLC26A10P SLC30A4 SLC4A8 SLC6A14 SMO SOD3 SOX10 SPRR1A SPRR1B SPRR3 SSTR4 TAGLN TFAP2B TGM1 TRH TTC21B TUBAL3 TUBB4A VGLL3 VIL1 YBX2 ZBTB16 ZNF750 KRAS.PROSTATE_UP.V1_UP https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/KRAS.PROSTATE_UP.V1_UP ABHD8 ACOX2 ADGB ADM2 ADRA1B AHSG AICDA ANGPTL4 ANKRD34C ANP32C APOBEC3G APOH ARHGAP24 ATXN3L BANK1 CADPS2 CAMK2B CBX4 CD79A CD80 CDH4 CEL CES1P1 CFH CFHR2 CHRNA3 CNGB3 CNTN5 COL26A1 CPLANE1 CR2 CRISP1 CRISP2 CX3CL1 CYP2R1 DHRS9 DNM1 ENG ETV5 FABP3 FEZ1 FGA FGF21 FGF22 FOXF2 FOXH1 FSD1 GLB1L2 GRK5 GSTCD HABP2 HAL HKDC1 HROB IDI2-AS1 IFNA7 IL10RA IL1RL2 IL7R INSM1 ITGA2 ITGB2 JAM2 KANSL1L KHDC1 KIAA1549L KLRG1 KREMEN2 KRT36 KRT8P12 LAIR2 LAPTM5 LILRA6 LIMD2 LIN7B LMO1 LRCH1 LRRC15 MAGEB3 MAP3K1 MAP4K1 MEGF8 MLXIPL MMP11 MMP17 MYO7B MYOC MYRIP NALF2 NBEA NES NOL4 NPY4R NPY6R NXPH3 OPLAH OR10J1 OR7E24 PADI3 PCDHA2 PDK4 PIGR PLCH2 PLLP POPDC2 PTPN7 RAB40C RARRES2 REEP2 RFPL3S RGS13 SLC10A2 SLC7A4 SLCO1C1 STRN SV2C SYNE3 SYNPO2 SYT5 TEC TEX12 TG TGFBR1 THSD4 TIMP4 TLR4 TNNI1 TPK1 TRIM31 TSSK2 TUBA8 TWIST1 VEGFC YPEL1 ZEB1 ZNF529 ZSWIM1 LEF1_UP.V1_DN https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/LEF1_UP.V1_DN ACSF2 ACSL5 AGR2 AKR1C3 ALCAM ALDH5A1 ANK3 ANKFY1 AP1M2 ATP1B1 ATP2A1 ATP8A1 BDH2 BDKRB2 BTN3A3 C1orf115 C4BPB CAT CCL20 CCN2 CDH17 CDK3 CDX2 CFTR CLEC2D CNN3 COCH CPE CPOX CRYBG1 CTSH CXCL2 CXCL5 CYP1B1 CYP26B1 CYP2J2 DAPK1 DECR1 DISC1 DIXDC1 DMXL2 DPP4 DPYSL3 DYNC2LI1 EFHD1 EFNB2 EHF EHMT2 ELF3 ELL3 ENC1 ENTPD3 ERAP2 ERN2 FAM172A FAM83E FBXL15 FGFBP1 FOXA1 FPGT GALC GALNT12 GAREM1 GATA6 GDE1 GDPD3 GRB14 GSPT2 GSTM3 HAUS4 HCFC1R1 HERC6 HNF1B HOXB13 ID1 ID3 IL17RB IL18 IL20RA IL33 KCNQ1 KCNV1 KDM5D KIAA0319L KIT KLRC3 KLRF1 KRT20 LGR5 LIMCH1 MANBA MANEA MANSC1 MARCHF2 MDFIC MEF2C MFGE8 MLLT3 MOCOS MRNIP MST1L MTARC1 MVP MXD3 MYRIP NLRP2 NME3 NSUN6 NUDT18 NUDT6 OAS1 OAS3 OLR1 OPN3 OSGEPL1 PAK1 PAPSS2 PCP4 PDGFC PDGFRL PDZK1IP1 PF4 PIAS3 PITX2 PLAC8 PLLP PLOD2 PLSCR4 PROS1 PRR15L PRSS1 PRSS8 PTPN13 RAB25 RAB26 RAB27B RABL6 RAC2 RBM47 RBP4 RETREG1 RHOBTB2 RIGI RNF144A RRAGB S100A14 SAMD9 SCG5 SEC31B SELENBP1 SELENOP SEMA3F SH3BGRL SH3GL2 SLC1A1 SLC22A18 SLC24A1 SLC44A4 SLC6A20 SMAD4 SMPDL3A SORL1 STAT4 SULT1C2 TCEAL1 TEX14 TFF1 TLR3 TM4SF1 TMED3 TMEM135 TMEM144 TMEM14A TMEM53 TMPRSS3 TNFSF15 TNNC1 TNS3 TPM1 TRAF3IP2 TRPM4 TSPAN1 TSPAN8 USP18 VILL XK ZNF711 LEF1_UP.V1_UP https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/LEF1_UP.V1_UP ADAM19 ADAMTS8 ADGRE2 ADGRG2 ADIRF AKAP12 ALLC ANO1 APOBEC3G ARC ARG2 ARHGAP4 ARID3B AUTS2 AXL BMP7 C14orf132 CARD9 CAVIN3 CBS CCND2 CCR7 CD302 CDA CDKN2A CEACAM21 CHGB CHST10 CHST11 CHST2 COL6A1 COL9A3 CRABP2 CRIP1 CST7 CTH CXCR1 CXCR4 CYBRD1 DBN1 DCLK1 DENND1C DHRS2 DKK1 DKK4 DLL3 DNAJC6 EDAR EGR2 EGR3 ELK3 ELOVL5 EMP1 EMP3 EN2 EPB41L4A FADS1 FBXO17 FGF13 FGF3 FGF9 FHL1 FJX1 FLNC FN1 FNBP1 FNDC4 FOSL1 FOXF2 FOXG1 G0S2 GATA3 GJB1 GNAL GNG11 GNG4 GZMB HAS2 HBA2 HEY2 HOXB2 HSPA1A IGFBP6 IGFBP7 IL11 INHBE ISYNA1 KCNG1 KCNJ12 KCNN4 KCTD12 KRT13 KRT23 KRT5 KRT76 KRT81 L1CAM LCK LGALS1 LMO2 LOXL1 LPL LTBP2 MAOA MAOB MAP1B MFAP2 MIA MICU1 MLN MSN MYL9 NELL2 NES NMNAT2 NR3C1 NRIP1 NRIP3 NTSR1 OBSL1 PALS2 PARVB PAX6 PCSK1N PCSK5 PDGFA PDLIM4 PDZD2 PELI2 PHLDA3 PLEKHF1 PLEKHO1 PLTP PMEPA1 PRF1 PRKAA2 PRPH PRPS1 PTGDS PTPRN2 RAI2 RAMP2 RBP1 RGCC ROR2 RPP25 RRAGD RUNX3 RYR1 S100A2 S100A3 S100A4 SCML1 SCN5A SERPINE1 SH2D2A SLC17A9 SLC26A4 SLC2A3 SLC35G2 SLC43A3 SLC5A3 SLC6A8 SLIT1 SPRR2B STC2 STRA6 SYNE3 TCEA2 TCHH TGM2 TH TM4SF5 TMEM158 TMEM47 TMOD1 TNFRSF1B TREML2 TRIM48 TRPV2 TRPV6 TUBB2B TULP2 VIM WASF3 WNT5A WT1 WWC2 ZAP70 ZFPM2 ZNF134 ZNF22 ZNF236 ZNF350 LTE2_UP.V1_DN https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/LTE2_UP.V1_DN ADD3 AGTR1 ALG13 AMIGO2 AMMECR1 ANXA3 ARHGAP12 ARMCX5 ASCL1 ATF3 ATP8A2 BCL2 BCL2L11 BHLHE41 BMERB1 BST2 BTG3 CA12 CALB2 CALCR CAP2 CASP8 CAV1 CBFA2T3 CBLL1 CCN5 CDK8 CEBPG CHD1 CHN1 CNN2 COL9A3 CRABP1 CSTA CSTF2T DDX60 DLC1 DNAJB14 DSCAM DTNA DUSP2 EFEMP1 EGR3 EIF2AK2 ELF4 ELOVL2 EPB41L2 FHL2 FKTN FTO GADD45A GAL GART GCA GEM GFRA1 GPER1 GRB10 GREB1 GTF2I H2AC11 H2AC6 H2BC8 H3C10 H4C8 HERC5 HERC6 HES1 HSPA13 ID1 IFI27 IFI35 IFI44 IFI44L IFI6 IFIH1 IFIT1 IFIT3 IFIT5 IFITM1 IFRD1 IGF1R IGSF1 IL24 INPP5F IRF7 IRF9 ISG15 JAG1 JAK2 JMJD1C KAZN KLF4 LAMA3 LAMP3 LGALS1 LGALS3BP LGR4 LPGAT1 LTN1 MATN2 MDK MGP MICB MOCOS MPHOSPH8 MTCL1 MTMR6 MYO10 N4BP2L2 NAV2 NCBP1 NCOR2 NFIL3 NIP7 NMI NMRK1 NOTCH1 NPY1R NRIP1 NRP1 NUP160 NUP58 OAS1 OAS2 OAS3 OASL PARP12 PCSK6 PDLIM3 PDZK1 PEG10 PHF11 PLCB1 PLSCR1 PMAIP1 POLI POT1 PPM1E PRKAR2B PRSS23 PSAT1 PSMB9 PSPC1 PTBP2 PTER PTGES PTPRK RAB31 RFWD3 RHOBTB3 RIF1 RIGI RMC1 RNF6 RPS6KA3 RRN3 SAMD9 SAMHD1 SATB2 SLC16A1 SLC16A7 SLC1A1 SLC24A3 SLC6A14 SLC7A11 SOX3 SP100 SP110 STC2 SVIL SYTL2 TAF12 TAP1 TDRD7 TENM1 TFAP2A TFPI2 TM4SF1 TRIM14 TSPO UBE2L6 UGCG USP18 USP25 UTP14A WIPF1 XK ZMYM2 ZNF107 ZNF140 ZNF268 ZNF273 ZNF43 ZNF84 LTE2_UP.V1_UP https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/LTE2_UP.V1_UP ABCC3 ABCG2 ACOX1 ACOX2 ACTG2 ADIRF ADORA1 AKAP12 ALDH3B2 ALDH4A1 ANKMY2 ANXA6 AOX1 APPL2 AQP3 ASPH ASRGL1 ATP6V0A4 ATP6V1H B4GALT5 BACE2 BLTP3B BMP7 BNIP3L BTG1 C1orf115 C4orf19 CALML5 CCDC170 CD302 CDKN3 CEACAM6 CEMIP CEP76 CGRRF1 CHST11 CLIC3 CLMN CREB3L2 CSGALNACT1 CXCR4 CYFIP2 CYP1B1 DAB2 DEGS1 DHRS7 DIAPH2 DPYSL2 DRAM1 DSC2 DUSP4 ECI2 EDN1 EFCAB11 EHD3 EHF ELF5 ENOSF1 EPAS1 EPB41L1 EPHX1 EPN3 EPS8L1 FA2H FAM117A FBXL18 FERMT2 FGFR4 GALNT12 GCLM GCNT1 GGH GLTP GNA14 GOLM1 GPX3 GSTZ1 GTDC1 HMGCS1 HMGCS2 HRAS HSD17B14 HYPK IGFBP5 IL1R1 INSIG2 KATNA1 KIF13B KIN KLHDC2 KMO LMO4 LONP2 LRP8 MAOA MAP3K5 MARCKS MBP MEIS2 MGAT4A MICAL3 MMP9 MRPL13 MYO5A NIPSNAP2 NOVA1 NPC2 NUCB2 NUDT4 NUMB NUP43 OPN3 ORAI3 P2RX4 P4HA2 PBK PCDH9 PCP4 PDE8A PGM1 PHACTR2 PIGH PIP PJA2 PLAGL1 PLCB4 PLPP2 PNRC1 POLE2 PPFIA3 PPP1R3C PRKCH PROS1 PRPS1 PSTPIP2 PTGER4 PTOV1 QPRT RAB27A RAB29 RAB40B RAB4A RCAN1 REEP1 RFTN1 RHOQ RIN2 RLN2 RMND1 RPS6KA5 RRAGD SASH1 SCARA3 SDCBP SEC23A SECISBP2L SEPTIN10 SERHL SERHL2 SERPINA1 SGPP1 SLC12A2 SLC26A2 SLC2A10 SLC9A6 SOAT1 SORD SORL1 SOWAHC SPTLC2 STAU2 SYT17 TBC1D8 TENT5C TFPT TIMM13 TK1 TMC6 TNFRSF11B TNNT1 TNS3 TST UBE3B ULBP2 UNC13B UROS UST VTCN1 MEK_UP.V1_DN https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/MEK_UP.V1_DN ABCA12 ABLIM1 ACTR6 AGL AK4P3 ALG13 AMIGO2 ANGEL2 ANXA9 AOPEP APBB2 AQR ARMCX1 ARMCX3 ARMCX5 ASCL1 ASS1 ATF1 ATF3 ATP8B1 AUTS2 BAZ2B BCL2 BLNK BMERB1 BST2 CALB2 CALCR CASP8 CBR4 CCN5 CETN3 CHN1 COL9A3 CSTA CYP26B1 DCAF6 DDX60 DLC1 EGR3 ELAPOR1 ELOVL5 ELOVL6 F12 FASTKD1 FKTN FTO GALC GDAP1 GFRA1 GNL2 GOLGA4 GOLGA8A GPER1 GREB1 H1-2 H2AC11 H2AC6 H2AC8 H2BC10 H2BC6 H2BC7 H2BC8 H2BC9 H3C10 H4C8 HERC6 HIRA HSPA4L HSPB8 IAPP ID2 IFI27 IFI35 IFI44 IFI44L IFI6 IFIH1 IFIT1 IFIT5 IFITM1 IFT57 IGF1R INPP4B INPP5F INSIG2 IRF7 IRF9 ISG15 ITPRID2 JAK2 JMJD1C KCTD3 KIF5C LIN7C LPGAT1 LRIG1 LSM7 LTN1 MAFB MARF1 METTL3 MGP MINPP1 MOCOS MOCS2 MPDZ MSMB MTCL1 MTIF2 MYB MYBL1 MYC MYLK NDUFAF1 NGLY1 NMRK1 NOL8 NPEPPS NPY1R NREP NRIP1 OAS1 OAS2 OAS3 OASL OXSM PCP4 PDCD4 PDZK1 PGR PLBD1 PMS1 POLI POT1 PRELID3B PRKAR2B PRMT3 PRPF38B PSPH PTBP2 PTER QPRT RAB29 RALGAPA1 RASGRP1 RHOBTB3 RIGI RMC1 RMND1 RNF43 RPL29P31 RPRD1A RSBN1 S100A8 SAMHD1 SATB2 SEC24D SGCG SHTN1 SLC16A6 SLC26A2 SLC35A5 SLC6A14 SMAD7 SMPDL3A SNX10 SOX3 SP100 SP110 STXBP3 SYCP2 TAF2 TAP1 TCF12 TCN1 TDRD7 TFPI TFPI2 TM4SF1 TOP2B TRIM14 TTC39A UBA3 UBE2L6 USP18 UTP14A WIPF1 ZBTB10 ZNF107 ZNF140 ZNF43 ZNF652 ZNF84 MEK_UP.V1_UP https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/MEK_UP.V1_UP ABCC3 ABCC4 ABCG1 ACSL1 ADGRL2 ADM AGAP1 AKR1B10 AKR1C2 AKR1C3 ALDH1A3 ALDH3A1 ALDH4A1 ANGPTL4 ANOS1 APOD AQP3 AREL1 ARHGDIB ARL4C ARRB1 ASPH ATXN1 B3GNT3 BACE2 BCAM BCL3 BMP7 C1orf115 CADPS2 CAMK2N1 CAPN2 CAPN5 CBLB CCNJL CDC42BPB CEACAM5 CEACAM6 CEMIP CHKA CHST11 CLDN4 CLDN9 CLMN COL5A2 CORO1A COTL1 CRAT CRLF1 CSGALNACT1 CUEDC1 CXADR CXCR4 CYP1A1 CYP1B1 DBNDD1 DBNDD2 DUSP4 EDN1 EFHD2 EGLN3 EHBP1L1 ELL2 ENO2 EPAS1 EPHA1 EPHA2 EPHX1 ERO1A ETV5 F2RL1 FADS2 FERMT2 FGB FGFR3 FHL1 FLVCR2 FOSL1 GABBR2 GAL GALNT12 GCNT1 GDF15 GNE GOLM1 GPX2 GPX3 GRAMD2B GUCY1B1 IGF2BP2 IL4R INAVA ITGB4 KCNN4 KLF4 KRT7 KRT81 L1CAM LAMC1 LGALSL LHFPL6 LIMCH1 LOXL1 LRP5 LRP8 MALL MAOA MAP3K9 MEF2C MICAL2 MPZL2 MXRA7 MYO1D MYO5A NEDD9 NME4 NPC2 NT5C2 NT5DC2 NUMB OPN3 OTULINL PACS1 PACSIN3 PARM1 PCDH1 PCDH9 PDK4 PDLIM7 PEG10 PKIA PLAU PLPP1 POR PPARG PPP1R13B PRKCH PTGER4 PTK7 PTMS PTOV1 PTPRE PTPRU RAB5C RAB8B RAI14 RAI2 RFTN1 S100A6 S100P SAMD4A SCAMP4 SCCPDH SDCBP SEPTIN10 SGCE SGPP1 SH3GLB2 SIX2 SLC12A2 SLC2A10 SLC2A6 SLC6A6 SLC7A11 SLC9A6 SORL1 SPAG1 SPTBN2 SPTLC2 ST3GAL4 ST6GALNAC2 STIP1 STRN4 TBC1D8 TGFB1I1 TGFBI THEM6 TIMP2 TMPRSS4 TNFAIP8 TNFRSF11B TNFRSF21 TNS3 TP53I11 TRIM29 TTC9 TUBB2A ULBP2 UPK1A UPK2 UPK3B VASP VWA1 WNT11 ZFTA MEL18_DN.V1_DN https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/MEL18_DN.V1_DN A2M AK1 ALDH6A1 APOE AQP3 ASIC2 ATXN3 B3GAT1 BAALC BAG3 BLNK BST2 C1orf54 CA2 CCKAR CDH10 CDH22 CFAP20 CHN2 CLIP3 CNMD COL14A1 COL9A3 CRABP1 CRABP2 CREM CRIP1 CUX2 CXCL14 DDC DDX60 DIO2 DIRAS3 DLK1 DMD DOK5 DPYD DUSP2 EBF2 EEF1A2 EFHD1 EGFL6 EGR1 EPB41L3 EPHA3 ESRP1 EYA4 FANCF FOS FRMD4B GAS2 GAS7 GLS2 GNG7 GPD1L GPR137B GPR88 GTF2A1L GTF2I GULP1 H4C8 HOXB13 ID2 ID4 IFI27 IFI6 IFIT1 IFIT2 IFITM1 IL1R1 IRF9 JUP KANSL3 KCNJ16 LY6E MAF MAOB MAP7 MCTS1 MIA MPPED2 MVP NDRG2 NMNAT2 NTS OAS1 OLFM4 OSBPL10 PCDH8 PCGF2 PCP4 PDE4B PDE5A PDE7B PDLIM5 PEG3 PENK PHYH PID1 PIK3C2B PKP2 PLCB1 PLEKHA4 PLGRKT PLN PNMA8A PPARGC1A PROM1 PRPF6 PTER RBP4 RGS2 SCNN1A SELENOP SEMA3E SERPINI1 SH3BGRL SIM1 SKAP2 SLC16A4 SLC17A6 SLPI SMR3B SNCAIP SOCS2 SOX2 STK17B STON1 SULF1 SYT17 TCAF1 TCEAL2 TENT5A TFAP2A TMEM176A TMEM176B TMOD1 TRAPPC6A TRIM2 TSFM TSPAN1 UBE2L6 UNC5C VAV3 VPS8 WFDC2 ZCCHC24 MEL18_DN.V1_UP https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/MEL18_DN.V1_UP ABCC5 ABLIM3 ADAM12 ADAM19 ADGRE5 ADM AGRN ARL4C ASPH ATP13A2 BDKRB2 C2CD2 C2CD2L C3AR1 C3orf52 CA12 CACNG4 CCN4 CCND1 CD83 CDCP1 CDH13 CHST11 CHST2 CHST3 CLDN1 CLSPN COL13A1 COL16A1 COL7A1 CPA4 CRISPLD2 CSF1 CSF2 CSPG4 CTSS CXCL1 DDIT4 DDX11 ECM1 EDN1 ENTPD6 EPHA2 ERO1A F3 FADS3 FAP FGF21 FJX1 FOSL1 FURIN FZD6 GAL GDF5 GFPT2 GNB3 GPR3 GREM1 HAS2 HBEGF HLA-DQA1 HS3ST3A1 IL7R INHBA INHBE ITGA3 ITGA4 ITGA5 ITGB8 ITPR3 JAG1 KCNJ15 KCNN3 KIF21B KMT2A LAMB3 LCP1 LHFPL2 LIF LPL LRIG1 LTBP4 MEOX1 MICA MICB MMP15 MMP7 MT1F NRP1 NRP2 NT5E P2RX5 P3H3 PAPPA PDCD1LG2 PIEZO1 PLAT PLAUR PLXNA1 PMEPA1 PTHLH PYGB RREB1 SIK1 SLC16A6 SLC19A1 SLC1A4 SLC1A5 SLC22A4 SLC29A1 SLC2A6 SLC6A9 SLC7A11 SLC7A5 SLCO2A1 SLCO4A1 SND1-IT1 SPP1 SRPX2 STC2 STEAP3 STX1A SUN2 TAP1 TEK TFEC TGFB2 TGFBR3 TIE1 TMEM51 TNFAIP6 TNFRSF8 TNFRSF9 TNFSF9 TYRO3 VEGFA VEGFC VLDLR VNN1 WNT5B ZC3H12A MTOR_UP.N4.V1_DN https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/MTOR_UP.N4.V1_DN ACTR8 ADORA2A ADPRM AHSA2P ANGEL2 ANKRD36B ANXA5 ARID5B ATF1 ATF7IP ATP6V1G2 BAALC BBS1 BCKDHA BCOR BIN2 BRIP1 BRWD1 BTG2 C1orf56 CAMK2N1 CARF CBFA2T3 CBX7 CCDC28A CCNE1 CCNG2 CD1A CD1B CD1C CD1E CD52 CEP135 CEP295 CEP68 CHIC2 CLK1 CLK4 CLN5 CRBN CUX1 CYP2E1 DACH1 DCAF16 DMXL1 DNTT DPY19L2P2 ECHDC2 EFHC1 ELAC1 ELF2 EOGT EPM2A ERAP1 EVI2A EVI2B FAIM FAM13B FAM200C FBLN5 FBXL4 FOLR1 FRAT1 FRAT2 GALNT6 GALNT7 GARRE1 GCC2 GIMAP6 GPA33 H1-0 H2AC17 H2AC6 H2BC12 H3C10 HBP1 HES1 HHAT HHLA3 HOXA7 HSD17B11 HSPBAP1 IFT140 IGBP1 IKZF2 ING4 KAT2B KCNJ5 KMT5B KRBOX4 LINC00342 LONP2 LRRC37A LRRC37A4P LTB LZTFL1 MACF1 MAML1 MARCHF8 MARF1 MEPCE MIS18BP1 MME MNT MPHOSPH8 MRE11 MSANTD2 MXD4 NEAT1 NFE2 NR1D2 PBXIP1 PCMTD2 PCNX2 PDCD4 PLCL1 PNRC1 POLH POLR2J4 PTPRCAP RAD51B RAG1 RAG2 RCOR3 REL RNF44 RPS28 RYR2 S1PR1 SCN3A SENP6 SENP7 SLC23A2 SLC2A11 SLC35D1 SLC41A3 SMPD3 SOGA1 SOS2 SPATS2 SPRY1 SRGAP2 ST18 ST8SIA4 STMN3 SYF2 SYNE2 TFPI TM7SF3 TMEM250 TMEM260 TMEM80 TNRC6B TPM2 TPP1 TRA2A TRAT1 TRIM23 TRIOBP TRMT1L TXNIP VEZF1 VNN2 WDR45 XYLT1 YPEL5 ZBTB16 ZBTB20 ZFTA ZNF117 ZNF124 ZNF14 ZNF180 ZNF268 ZNF271P ZNF277 ZNF34 ZNF394 ZNF443 ZNF544 ZNF682 ZNF711 ZSCAN26 ZXDC MTOR_UP.N4.V1_UP https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/MTOR_UP.N4.V1_UP ABHD6 ACACA ADAM9 ADARB1 ADM ANXA3 APOL6 ARG2 ARL3 ARL4A ASCC1 ASNS ASPHD1 ASS1 ATF3 BATF BCAT1 BCHE BHLHE40 BNIP3 BSPRY C8B CALML4 CAMKV CARS1 CASR CCDC86 CD79B CDK16 CEBPB CEBPG CHAC1 CHORDC1 CHUK CLIC4 CLPB CNIH4 COASY COQ2 COX10 CTSG CUTC CYTL1 DBN1 DDIT3 DDIT4 DDN DHCR7 DLEU1 DNMT3B DOK2 DSCR4 E2F5 E2F6 EAF2 EBNA1BP2 EIF2B3 EIF4EBP1 ELOVL6 EMC2 ETNK1 FAH FAS FBXW10B FGF1 FKBP11 GALE GALK2 GAS2L1 GBE1 GCH1 GFPT1 GH1 GK GK3 GLRX2 GOT1 GPR65 GPRC5C GRM2 GTF2E2 GUCY1A1 HERPUD1 HYAL3 IDH1 IDH3A IFI30 IFRD1 IL21R IL7R ISOC2 ITK ITPR1 KIF21B KLHL7 KYAT1 LARS2 LDLR LGMN LHX2 LIMA1 LPCAT4 MAP1A MARS1 MAST2 MCPH1 MFAP4 MGAT4A MIPEP MRPL22 MRPL39 MRPL58 MSMO1 NANS NFIL3 NIBAN1 NME7 NQO2 NUP155 OGN OPCML OPN3 OPRL1 PAK1IP1 PANK3 PCCA PCK2 PDHX PDXK PECAM1 PFKM PHACTR2 PHGDH PIR PJA1 PLCB1 PLS1 POLR3G PSPH PTPRK PTS PUM3 PYCR1 RABEPK RBM28 RIMS3 RIT1 RPAP1 RRP12 RRP15 RRP9 SAR1B SARS1 SDF2L1 SEC24D SLC1A5 SLC25A32 SLC31A1 SLC39A14 SLC39A4 SLC3A2 SLC43A1 SLC4A1AP SLC6A6 SLC6A9 SLC7A11 SLC7A5 SLCO4A1 SPRED2 SQOR SREBF1 SSTR2 STN1 STX4 SYNPO TBRG4 TFPT TIMM44 TM6SF1 TMEM135 TRAF3IP2 TRIB3 TRPM6 TSC22D3 TSNAXIP1 TUBB2A UGCG ULBP1 USH1C VARS1 VEGFA VLDLR VPS33B VPS54 YRDC ZPR1 MTOR_UP.V1_DN https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/MTOR_UP.V1_DN ABCA1 ACKR3 ADAMTS8 AOC3 AQP5 ARTN B3GALNT2 BACE1 BBS2 C1QTNF4 C1R C2 CCDC134 CCT6B CDC42BPA CES3 CHRD CHST12 CIRBP CLCA3P CLPX COL11A2 COL20A1 COQ8A CPE CRY2 CSAD CSDC2 CSGALNACT2 CSRP2 CTNS CXCL1 DDIT3 DENND1A DNASE2 DNMBP DPEP1 DTX2 DUSP1 EDRF1 EFEMP2 EXOSC1 FAH FANK1 FBXO32 FN3K FXYD1 FZD9 GDPD2 GEMIN2 GRAMD1A H1-10 HIGD1C HLA-DQB1 HOXB5 HSD17B1 HSPA1A HTRA1 HYAL3 ICOSLG ID2 IFITM1 IFT172 IGF1 IRS2 ISL1 ITIH5 KAT6B KCNC1 KCNH3 KCNK3 KCNQ1 KLF2 KRT15 KRT5 L2HGDH LIFR LTBP1 MAX MED12L MESP2 METTL27 MFAP2 MIF4GD MLLT1 MMAA MOXD1 MYC MYCN MYH11 MYOC MYZAP NCAM1 NCF4 NELL2 NFIL3 NFXL1 NGFR NR1D1 NR1D2 NTHL1 OLFML3 OSGIN1 OSMR P3H4 PALD1 PDE10A PDE4B PDE6G PDE6H PDE9A PDGFA PDIA5 PDLIM3 PHAX PHC1 PHF1 PHIP PI16 PLEKHA5 PLTP PPP1R14A PPP1R3C PRDM4 PRSS23 PTGER4 PTGIS PTPRS QPRT RASD1 RBP1 RCE1 RFTN2 RNF41 RRM2B S1PR3 SASH1 SCARA3 SERPIND1 SH2D1B SH3BGR SIX5 SLC12A4 SLC25A28 SLC2A4 SLC33A1 SLC39A13 SLC44A1 SLC6A20 SLIT3 SMARCD3 SNHG11 STMP1 STX1A SULT1E1 SULT2B1 SYF2 SYN2 TBC1D17 TCF3 TGIF2 TH THBS3 TMEM186 TNIP2 TNNC2 TNS2 TREM2 TSPAN4 UBR3 UBXN2A UGGT1 UNC119 UPB1 VSIG2 WDTC1 WFDC1 WIF1 XDH ZMYM5 ZNF213 ZNF746 MTOR_UP.V1_UP https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/MTOR_UP.V1_UP ABCA2 ADORA2B ADRA1B ADRA2B AK4 ALDOC ALPK2 ANKRD33 AP2B1 APOOL ASB11 ATF3 ATXN7L1 BACH2 BDH1 BID BLK BST2 C9 CAPN12 CCAR2 CCDC86 CCL5 CD300LD CDC20 CDH17 CDK1 CDKN2B CMA1 CMBL COA7 COMTD1 COQ4 CPPED1 CTRB1 CYP26A1 CYP51A1 DBF4 DHCR24 DHCR7 DLG4 DUOXA1 EEF1E1 ELF5 ERN1 FABP5 FAM131A FAM3B FDFT1 FDPS FGFBP1 FNDC7 FOXI1 FTMT GABRG2 GCH1 GGACT GPX2 GSDMA GSDMC GSDME GSS H2BC17 H6PD HELLS HIVEP3 HMGCS1 HMOX1 HSD17B13 HSPE1 HTT IDH3A IDI1 IFI30 IFI35 IFIT1 IFIT2 IGLL1 IL18RAP IL27RA INTS3 ISYNA1 JPT1 KCNE3 KCNK4 KIF9 KRBA1 LDHC LDLR LGALS3 LIPG LSS LTV1 LYPD8 MAK MBL1P MCM5 MCM6 MGARP MRTFB MS4A7 MSMO1 MSX2 MTHFD1 MYO7B NABP1 NEIL3 NIPSNAP3A NKAIN1 NQO2 NSDHL NTSR1 OAS2 PAFAH2 PCDHB5 PCNA PCYT2 PDK1 PFKP PLAT PPAN PRAF2 PREP PRKCA PSAT1 PTPN14 PYGL RANBP9 RCOR2 RD3 RETREG3 RGS11 RIOX2 RRM2 S100A14 SC5D SCGB3A2 SEPTIN9 SERPINB5 SIGLEC1 SLC22A7 SLC2A1 SLC41A3 SMTNL1 SP100 SPRR1A SQLE STARD4 STEAP1 STMN1 TARS2 TCF19 TESC TFRC TG TIPIN TMEM106A TMEM40 TMEM53 TMEM97 TMPRSS4 TNFRSF12A TPH1 TRMT5 UBE2C UHRF1 USP18 VIP ZNF518B MYC_UP.V1_DN https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/MYC_UP.V1_DN ABHD3 ACAT2 ADGRF1 ADHFE1 AGER AGO4 AKR1C3 ANGPTL4 ARRDC3 ASAP3 ATL1 ATXN7L3 B9D2 BANF2 BCAR1 BCL9 BCO2 BMAL1 C11orf80 C16orf74 C1orf159 C1orf54 C20orf181 CA7 CCDC82 CCL20 CD1D CDCA8 CDKL5 CLCA4 CLIP2 CLSTN3 COP1 CPNE2 CXCL3 CXXC1P1 CYP4F29P DEPP1 DSG1 DUSP18 EREG FBXO27 FGD2 FGD6 GALNTL6 GAMT GAS2L2 GBP3 GINS1 GJB5 GPRC5A GRHL1 GRID1 H2AC6 HEG1 HIP1 HOXB2 HOXC4 IL18 IL1R1 IL6 IRAK2 IRGC JOSD1 KATNAL1 KLF12 KMT2D KRT80 KRTAP2-1 LIF-AS2 LINC00173 LINC00293 LINC00842 LMNTD2-AS1 LMTK3 LYPD3 MAP3K6 MCHR1 MEG3 MEGF6 MGARP MICAL1 MIGA2 MISP MMP1 MMP3 MMP9 MN1 MST1L MTMR11 NBEAL1 NDUFV1-DT NGFR NID2 NR6A1 NRP1 NTF4 NYNRIN OR2A7 OSBP2 PAK3 PBX3 PBX4 PC PCDHB4 PDK2 PDZD2 PJA2 PLAT PLEKHA2 PLEKHG2 PLK1 PLK5 PODN POGZ PPARD PPM1N PRRT2 PRSS33 PSMC3IP PTK2B PTPRE RAB4B RAP1A REC8 RHBDL2 RNASE4 RNF152 RNF19A RUSC1-AS1 S100A8 S100A9 SAMD9 SANBR SDR16C5 SERPINB1 SKIL SLC6A1 SLC6A14 SLITRK6 SMURF1 SPNS3 SPOCD1 SPRR1B SPTB SRGAP2B SRGAP2C STPG1 SYNE3 SYT1 TEP1 TGM2 TGM5 TLR2 TNFAIP2 TP53INP1 TRIM56 TRPM4 TTC7B TUBA1A UTS2R VAMP1 WDR47 WNT5B WNT9A ZBED2 ZFTA ZNF236 ZNF334 ZNF414 ZNF467 ZNF789 MYC_UP.V1_UP https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/MYC_UP.V1_UP ABCC4 ABCC6P2 ADGRE2 ADISSP AGPAT3 AHSA1 ALG3 AMPD2 ANO2 APOA4 B3GNTL1 C19orf48P C5orf46 CALML4 CAMKMT CAPS CCDC124 CCDC78 CD320 CDCA7L CFAP70 CGREF1 CHCHD10 CHKA COQ8A DCAF4 DCTPP1 DDX10 DENND2D DGAT2 DGKD DIS3L DLL3 DPP7 DPYSL5 DUSP2 ECE2 EEF1AKMT1 EEF1E1 ESF1 EXOSC5 EXOSC9 FAM216A FAM86C1P FARSB FOS FUT5 GEMIN5 GLRX5 GLS2 GP2 GPD1L HLF HP HS3ST3A1 HS6ST2 HSPA6 HSPBAP1 HSPE1 ICAM5 IL17D IPO4 ISOC2 ITPR1 JPH1 KICS2 KLF16 KLRG2 LAS1L LELP1 LHX6 LINC00628 LINC00951 LRRC61 LYPD6 MBLAC2 METTL1 MICU1 MMP16 MMP25 MNT MON1A MPHOSPH10 MRTO4 MTERF3 MTFP1 NDUFAF4 NEFH NFIA-AS1 NIP7 NLE1 NOC4L NOL6 NOP14 NR2C2AP OAF OR10H1 OR7C1 P2RX5 P3H4 PCDHB18P PCOLCE2 PCOTH PES1 PIGW PIM2 PLA2G4A PLD6 PMM2 POLR1E POLR1G PPRC1 PRAP1 PRELID3A PRMT3 PRR3 PRR7 PUS1 PUS3 PUS7 PUS7L QSOX2 QTRT1 REPIN1 RPP40 RPTOR RPUSD4 RRP12 RRP15 RRP9 S100A10 SAC3D1 SCFD2 SHISA9 SIX3 SLC19A1 SLC25A15 SLC25A22 SLC25A25-AS1 SLC25A26 SLC27A2 SLC29A4 SLC6A15 SMYD5 SORD SPATC1L SPPL2C TAF4B TAF5 TDRD10 TECTB TFB2M TGFBRAP1 TMEFF2 TMEM132B TMEM201 TMEM97 TOP1MT TRMT1 TRNAU1AP TSFM TSSC4 TTYH2 TWNK UBE3D UBIAD1 UNG USE1 UTP14A UTP15 VPS9D1 VWA3B WDR4 WDR43 WDR83 ZNF215 ZNF420 ZNF549 ZNF593 ZNF667 ZNRD2 NFE2L2.V2 https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/NFE2L2.V2 ABCB6 ABCC2 ABHD4 ACKR3 ACOT11 ACP7 ACTL8 ACVRL1 ADAMTS12 ADGRE3 ADH6 ADRA1A AGT AIFM2 AKR1B1 AKR1B10 AKR1B10P1 AKR1B15 AKR1C1 AKR1C3 AKR1C4 ALB ALDH3A1 ALDH3A2 ALDH7A1 ALOX12P2 AMBP ANKS6 AQP4-AS1 ARHGAP28 ARHGAP8 ASF1A ASIP ASNS ATP5MC3 ATPAF1 AXIN2 B4GALNT1 BCAN BCAS1 BCAT1 BCL2L11 BRINP3 BRIP1 C11orf52 C1GALT1P1 C1S C1orf21 CALCA CAMK1 CAMK1G CAMKK1 CBR1 CBR3 CBS CCDC138 CCL17 CCND3 CD101 CDC45 CDH12 CDKN2B CEACAM7 CFAP97 CFI CHAC1 CHRDL2 CIB4 CKAP4 CNTNAP5 CPLX1 CPLX2 CPN1 CPXCR1 CRTAP CSTA CXCL12 CYCS CYLC2 CYP4F11 CYP4F12 CYP4F2 CYP4F24P CYP4F3 CYP4F8 CYP8B1 DBF4 DBF4B DDC DDX43 DEFB1 DEFB119 DGKG DHFR DIPK1A DMD DNAH8 DPPA2 DRD5 DUSP13 ECM2 ECPAS EFCAB11 EFCAB14 EIF1AX EIF2S2 ELAPOR1 ELAVL1 EMP2 ENSG00000267260 ENSG00000267882 ENSG00000290941 ENTPD6 EPHX1 ESCO2 ESR2 ETNPPL F2RL2 F5 FAM167B FAM86DP FASLG FAT3 FECH FERMT1 FGA FGF7 FGF7P2 FGG FGL1 FLT1 FNDC9 FTH1 FTH1P16 FTH1P20 FTH1P3 FTHL17 FTL FTLP2 FUT1 FXYD7 FZD7 G6PD GAS2 GAS7 GCKR GCLC GCLM GCNT3 GGA2 GLA GLP2R GNE GOT1L1 GPC1 GPCPD1 GPNMB GPR135 GPR174 GPR32 GPT2 GPX2 GRM5 GRPR GSR GSTA2 GSTA5 HAO1 HDAC9 HECW1 HGD HIGD1B HJURP HLA-DOA HLA-DOB HLA-DQB1 HMOX1 HPDL HPN HRG HRK HSPB3 HTATIP2 HVCN1 HYAL4 HYDIN ICMT IDE IDH1 IGFBP3 IL10 IL17A IL18R1 IL3RA IMPACT IQGAP2 ITGB8 JAKMIP3 JDP2 KCNE4 KCNQ2 KIAA0040 KIAA0232 KIAA0319 KIF5C KIT KPNA5 KRT8P41 KRTAP4-1 L1CAM L3HYPDH LANCL3 LCN2 LEF1 LEP LILRA5 LINC01963 LINC02914 LOXL3 LRP8 LRPPRC LY86-AS1 MACC1 MAFG MAP2 MARS1 MC2R MCF2L-AS1 MCM10 MCM3 MDFIC ME1 MED29 MELTF METAP2 METTL3 MGST1 MMP7 MOG MPP3 MPPED2 MRAP2 MRO MTBP MTHFD2 MTHFD2P1 MUC5AC MYL2 NAP1L1 NAV2 NCF2 NDUFC2 NEDD4 NEIL3 NFE2L2 NFE4 NINJ2 NKPD1 NLN NMRAL2P NQO1 NQO2 NR0B1 NR1I2 NRCAM NRG4 NSD2 NT5DC1 NUMBL NUPR1 NUTF2 ODF3L1 OFCC1 OR10H3 OR56B1 OR6K2 OR8H1 ORC1 OSCAR OSGIN1 OSTF1 P2RY6 PA2G4 PA2G4P4 PALLD PANX2 PARL PATJ PCK2 PCSK6 PCSK9 PDE6B PDZK1 PEG3 PFN2 PGD PHGDH PHLDB1 PIP PIR PLXND1 PNPLA4 POM121L12 POU3F3 PPAT PPFIA2 PPIA PPIAP22 PPIAP31 PPIF PRG4 PRR36 PRR5 PRR5-ARHGAP8 PRSS38 PRSS53 PSAT1 PSAT1P1 PSAT1P3 PTDSS2 PTGR1 PTPMT1 PTPRD PTPRZ1 RAB15 RAB42 RABL3 RANP6 RDM1 REEP1 REPS2 RESP18 RET RFX4 RHBDL3 RHEX RHOXF2 RIMKLA RNF212 RPL22L1 RPLP2P1 RRM2 RTKN2 SCARA3 SCGB1D1 SCUBE1 SDS SEMA3G SERPINA12 SF1 SFN SFTPA1 SHISA2 SHMT1 SIAE SLC15A1 SLC1A4 SLC2A4 SLC2A9 SLC47A1 SLC48A1 SLC5A11 SLC6A6 SLC7A11 SLCO2B1 SLCO4C1 SLF2 SMAD9 SMC5 SMG6 SMIM22 SMPX SNTG1 SOX2-OT SPACA1 SPART SPDYE3 SPN SPP1 SPPL2B SPTB SQSTM1 SREBF1 SRGN SRI SRXN1 ST8SIA2 STAT4 STATH STC2 STXBP5L STYK1 SUB1 SULT1E1 SUV39H2 SYK TALDO1 TDO2 TECRL TERT TET1 TEX19 TF TFRC TKT TLR4 TM4SF20 TM9SF3 TMEM174 TMEM18 TMEM237 TMEM64 TNFRSF11B TNFSF15 TNIP3 TP73 TPD52L1 TPPP3 TREX1 TRIM16L TRIM29 TRIML2 TRPC2 TSKU TSPAN7 TXNRD1 TXNRD3 TYR TYRL UBE2D1 UBE2D4 UBE2N UBXN10 UCHL1 UGDH UGT1A1 UGT1A10 UGT1A3 UGT1A4 UGT1A5 UGT1A6 UGT1A7 UGT1A8 UGT1A9 UNKL USP6 VEGFD VIL1 VPREB1 VSIG1 VTN WDHD1 WDR87 WNT11 XYLB ZC3H12D ZIM2 ZNF135 ZNF143 ZNF326 ZNF367 ZNF429 ZNF430 ZNF486 ZNF649 ZNF714 ZNG1A ZNG1F ZSWIM6 NOTCH_DN.V1_DN https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/NOTCH_DN.V1_DN ABCA1 ABCB9 ACADL ACKR3 ADTRP AIPL1 ALLC AMOTL2 AOPEP ARHGAP6 ARSD ATP8B3 BAIAP2 BBOX1 BCAS1 C3AR1 C3orf18 CA2 CA4 CA8 CAPN10 CCDC70 CCDC81 CCNK CD209 CD27 CD82 CEL CHIA CHRND CHST1 CIDEB CLIC2 CLSTN3 CNGB3 COQ8B CPNE6 CR2 CRH CRHR2 CRMP1 CST1 CXCR3 CYP4F2 CYP7B1 DCLK2 DDX4 DIO2 DLK1 DNAJC3 DOC2A DRAM1 E2F2 EPB41L4A FAIM FAM30A FAT2 FCGRT FCN1 FMNL2 FSTL3 FUT3 GABRG3 GGTLC1 GNAT3 GPR15 GPR32 GPR65 GPR68 GUCA2A GUCY1A1 GZMB HCRT HES1 HLA-DRA HOXA3 HS1BP3 ICOS ID1 ID4 IFI30 IGLC2 IL11 IL26 IL7R INSM1 IPO8 ITGA7 ITGA9 KCNA1 KCNA5 KCNE1 KCNN1 KLF15 KLF2 KLHL12 KRT9 LGALS4 LHX6 LINC01140 LMTK2 LPAR6 LRP4 LY6G6C LY6G6E LZTFL1 MAGEC3 MAPK13 MMP25 MRM1 MYCN MYO1A MYO1D MYO1E MYO7B NID1 NOTCH3 NSUN6 OGDH OPRPN OR2H1 ORAI2 ORM1 PBOV1 PGLYRP1 PHKG1 PKD2L1 PLAT POF1B PPARGC1A PPFIA4 PPIEL PSPN PTCRA RAB3IL1 RAMP2 RASSF8 RCBTB2 RHO RPL39L SAMD4B SCNN1A SELE SEMG2 SERPINE1 SH3TC1 SHC2 SHCBP1L SLC28A3 SLC45A2 SLN SLPI SNED1 SP140 SPANXC SPRR2B SPRY4 SUSD4 TBC1D29P TBX3 TFPI2 TM4SF20 TMEM132A TMEM92 TMPRSS6 TNFRSF8 TNFSF10 TRGV7 TRPC3 TRPV6 TUBB2B UTF1 VEGFD VN1R1 VNN2 VPREB3 WIF1 ZBTB16 ZC3H12A ZFP37 ZNF221 ZNF74 ZSCAN5A NOTCH_DN.V1_UP https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/NOTCH_DN.V1_UP ABTB2 ADAMTS1 ADAP1 ADGRG1 AMPH ANGPT4 ANGPTL7 ANKH ANXA2P3 ASB9 ATP1B2 ATP8A1 BARX2 BBS10 BTG2 C6orf15 C8B CA5B CALB1 CASKIN2 CAVIN2 CCNA1 CCNP CDC37L1 CDHR1 CDHR2 CDKAL1 CDKL1 CDKN1A CHRNA4 CHST8 CIB2 CLDN16 CLMN COL4A1 CPA2 CPB1 CPEB3 CRIP1 CRYBG2 CRYGC CRYM CTDP1 CTF1 DAAM2 DCLRE1A DGKE DGKI DHX32 DLGAP1 DPT EFNA3 EPN3 ESM1 ETNPPL FAM215A FARP2 FGF13 FGF16 FKBP9 FLT3 FOXP3 FYB1 GABRR1 GDNF GNG11 GPRASP3 GRIN1 GSN-AS1 GSTA3 GTF3C5 GUCA1B HABP4 HHLA2 HMOX1 HPCAL4 HSPA1A HTN1 IFIT1 INAVA INPP1 IQCC ITPKC KCND1 KCNH2 KCNK12 KCNN4 KIF13B KLHL21 KLHL26 KLRD1 KRT18 KRT8P12 KSR1 LCE2B LDOC1 LHCGR LINC01565 LMAN1 LMO3 MAP3K1 MAP3K2 MEFV MFSD6 MN1 MTG1 MYF5 NAA80 NEU2 NEUROG3 NME5 NPTX1 NPTXR NPY6R NR6A1 NYNRIN OR10H3 P2RX3 P2RY1 P3H3 PAIP2B PF4V1 PIAS3 PIM2 PKDREJ PLA2G7 PNPLA3 PPEF2 PPP1R13L PRKACA PRKG1 PROC PRSS50 RAB23 RAG1 RAG2 RANBP17 RASGRP1 RDH5 RFPL1 RGS2 RHCE RNF39 RP2 RPS6KA4 RRAD RUNX2 S100A8 SCN8A SCTR SETD1A SLC17A9 SLC30A10 SLC39A4 SLC5A1 SLC5A4 SLC6A14 SLC9A7 SPTBN2 SRGAP2 SSH3 STARD8 STAT2 SYT12 TENM1 TFDP3 TGFB1I1 TGFBR1 TLX1 TMEM59L TMEM74B TNFSF8 TNNI3 TNS1 TPPP TTC21B TUBBP5 UPB1 WDR7 YBX2 ZBBX ZNF112 ZNF230 ZNF507 ZNF671 ZSCAN31 NRL_DN.V1_DN https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/NRL_DN.V1_DN ABCB4 ABCC9 ABHD3 ACBD6 ADGRA2 ADRB1 ADRB2 ALDH2 AP2B1 ARHGDIB ARPC3 ATE1 ATOH7 ATP2A1 BAX BBX BMP15 BMP5 BSPRY BST2 C11orf52 C14orf132 CALCA CASP7 CCKBR CCL2 CDT1 CLCA3P CLIC1 CLIC4 CLPB CNGB3 CPLX2 CRYBG3 CTBS CTH DIXDC1 DNAJC9 DPP8 DYNC1LI1 DYSF ECE1 ELK3 ELOVL2 EN2 EPM2AIP1 ERMAP EYA1 FABP7 FKBP9 GABRA2 GGT7 GJD2 GLRA1 GLRA3 GREB1 GSDME GTF2I GULOP GZMM H2BC27P HARS2 HES5 IFITM10 IL17D INPPL1 JAM3 KIF5C LAMTOR2 LMNB2 MAP6 METRN MFNG MOGAT1 MOXD1 MYOCD NFKB1 NOXO1 NR4A1 NSG1 ORAI1 PALS2 PARVG PDE1C PDIA3 PECAM1 PIK3AP1 PLAAT1 PLEC PLEKHH2 PNP PRDM1 PRKCQ PRMT1 PTPN13 QSOX1 RAB8A RASA2 RASGRF2 RETREG3 RGL3 RGS20 RIOX2 RNASE4 RNF149 RNF25 RXRG SALL3 SLAMF9 SLC25A13 SLC7A3 SLC8A3 SMPDL3A SOCS3 ST3GAL3 SUPT16H SWSAP1 TC2N TMED9 TMEM158 TNPO2 TOM1L2 TRAPPC3 TRIM17 TSPAN33 TTLL1 TUFT1 U2AF1 USP25 WDR31 WWC1 ZNF146 NRL_DN.V1_UP https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/NRL_DN.V1_UP ACVR2B AHRR ALPL APC2 AQP1 ARG2 ARHGAP10 ARMC1 ATP8A2 B4GALT1 BBS9 BCL2L11 BCL3 BICDL1 BST1 CALN1 CALU CCN4 CCNA2 CDK5R2 CDR2 CLDN23 CNGA1 CNGB1 CNOT3 COL19A1 CRYGA CSDC2 CTIF DHRS3 DIRAS1 DPF3 DUSP14 EBPL EDN2 ELAVL3 EML3 ESRRB EXT1 FAIM FOXH1 GADD45A GALNT10 GALNT7 GAS7 GNAT1 GNB1 GPR15LG GPSM2 GRIK5 GRIP1 GRTP1 HAS1 HIC2 IGFBP5 IL1F10 IMPG1 IRF6 KCNB1 KCNJ14 KCNN4 KLHL36 KMT2A KMT2C LAD1 LLGL2 LMO1 LRRC2 MC1R MEF2C MKNK1 MLF1 NGDN NLGN2 NME4 NR2E3 NRL NUF2 NXNL1 PCOLCE PDE6A PDE6B PDIA5 PDZPH1P PLA2R1 PLAGL2 PLEKHA2 PLEKHF2 PLPP2 POLG2 POLR2A PPARA PPARGC1B PPP1R3A PRM3 PROSER2 PTPRCAP REEP6 RFX2 RHBDL3 RHO RHPN1 RNF207 SAMD11 SAP30 SCN2A SEC14L2 SEMA4G SH2D1A SHISA2 SLC16A6 SLC24A1 SLC26A8 SLC29A2 SNTA1 SNTB2 SNTG2 SOX15 SPEN ST3GAL1 ST8SIA1 STARD10 STK17B STK35 STYX SUPT6H TAOK3 TCP11 TFF3 TNFAIP2 TNFAIP3 TNNT2 TRPC1 TTC39C ZC3H3 ZDHHC6 ZFP36L2 P53_DN.V1_DN https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/P53_DN.V1_DN ABCA4 ABCC2 ACADS ACP5 ACTA2 ADA ADAM23 ADCY1 ADRA2C AJAP1 AKR1B1 ALDH1A1 ALX1 APOC1 APOC2 ARHGEF10 ARMC2 ARNT2 B3GNTL1 BASP1 BAX BCHE BCL2A1 BEX4 BTG2 CA12 CA2 CAPN3 CASP1 CBX4 CD1D CD247 CDH1 CDH19 CDKN1A CFI CHGA CHL1 COLEC10 CPS1 CPVL CRYAB CTSK CTSL CTSZ CXCL1 CYFIP2 CYP27A1 DCT DDB2 DDX3Y DOCK2 ECM1 ELOVL2 EPB41L3 ESM1 FABP5 FAM50B FAS FBLN5 FDXR FGB FGG FRMD4B FXYD2 GAL3ST1 GAMT GAPDHS GAS7 GBA1 GFRA1 GLDC GLS GPNMB GPR137B GPR143 GPRC5B GRAMD1B GREB1 GSDME HGD HMOX1 HOXB2 HOXD8 HSPA12A HSPA2 IFFO1 IFI16 IGFBP2 IGFBP7 IL1R1 IL2RB IRF4 ITGA4 ITGAL ITK KANK1 KBTBD11 KCNAB2 KCNJ8 L1CAM LAMA1 LAT LY96 LYRM9 LYST MAL MATK MGLL MIA MITF MLANA MMP7 MTUS1 MYO5A MYOM2 NALF2 NAMPT NAV3 NCALD NDN NEFL NEFM NID1 NINJ1 NR4A1 NR4A3 NRCAM NRP2 NSG1 OAS1 OCA2 PDE1A PDE4B PLA2G4A PLCB4 PLIN2 PLXNC1 PMEL PPM1D PRAME PTPN13 PTPRM QPCT RAD51C RASSF2 RENBP RGS20 RHOQ RPS4Y1 RUNX3 RXYLT1 S100A1 S100B SGK1 SLC16A4 SLC19A2 SLC24A5 SLC26A2 SLC26A4 SLC39A6 SLC6A15 SOCS3 SOX10 SOX4 SPART SPP1 SRGN ST3GAL5 ST3GAL6 ST8SIA1 STAT4 STAT6 STOM TAGLN3 TDRD3 TFPI2 THBD TM4SF4 TNFSF9 TNS2 TP53TG1 TRIM22 TRIM38 TSPAN7 TYR UGT2B7 VCAN VGF VIM VLDLR VPS41 ZFYVE16 ZNF516 P53_DN.V1_UP https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/P53_DN.V1_UP ADM ADORA2B AGR2 AHR AMPH ANKRD1 ANXA1 ANXA2P1 APBB2 AREG ARL4A ASS1 AUTS2 AXL AZGP1 BCAR3 BCL10 BIRC2 BMP4 C4BPB CALB1 CAMK1 CAND2 CAT CCN1 CD24 CD9 CDH11 CDH13 CDK2AP1 CDKN2A CDKN2D CEACAM6 CEMIP CFB CHKA CLDN3 CLIP3 CLTCL1 CNN3 CNR1 COL13A1 COL17A1 COL1A2 COL3A1 CORO2A CPE CRIM1 CRYBG1 CST6 CTAG2 CTNNBIP1 CXADR DAAM1 DHRS3 DKK1 DMD DSC2 DSP EDIL3 EFEMP1 EFNB2 EGFR ELF4 ENPP4 EPCAM EXPH5 F3 FBLN2 FHL2 FOXN3 FYN G0S2 GLUL GP1BB GPSM2 GRIK2 GSTT1 H2AC8 HAPLN1 HDAC9 IFI27 IGFBP6 IL18 INHBB INPP1 IRF1 ITGA2 ITGB4 KAT5 KHDRBS3 KLF5 KLK1 KLK10 KRT15 KRT18 KRT19 LAMB2 LAMP3 LHFPL2 LOXL1 LPCAT4 LRIG1 LRRC42 LSR LTBP1 LZTS3 MAFF MAP3K5 MARCKS MARK2 ME3 MEIS2 MEST MISP MMP1 MSLN MTAP MYCL MYOF NDC80 NEBL NKX2-1 NMNAT2 NMU NR2F1 NR2F2 OIP5 OLFML2A PITX1 PLAU PLCE1 PODXL PPARD PPARG PPL PRDX2 PRSS2 PRSS3 PTK7 PTN PTPRH RABGAP1L RAMP1 RBP1 REEP2 RNASE4 RNF11 RP2 RRAS2 S100P SAP30 SCG2 SCNN1A SCRN1 SDC4 SERPINB5 SH3GLB1 SLC16A2 SLIT2 SMAD6 SMAGP SNHG3 SOX9 SPINT2 SPRY2 SULF1 SUN1 SYNJ2 TACSTD2 TGFBI THOC1 TJP2 TMEM30B TOX3 TPBG TPTEP1 TSPAN8 TUBA4A UCHL1 UGT8 UNC13B UQCRH USP1 VASP VIPR1 YAP1 YES1 ZNF160 ZNF165 ZNF185 ZNF415 ZNF44 ZNF799 P53_DN.V2_DN https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/P53_DN.V2_DN ABCG5 ACOX2 ACSM3 ADAM11 AGPAT3 ALOX5 ANO2 ANPEP ATP4B ATP6V1B1 BCAT1 BCL2L11 BEST1 BMAL1 BMP3 BMPR1B BMPR2 C1orf21 C5AR1 CCNF CDADC1 CENPA CFD CHD1L CLEC4M CLTCL1 CNTF CST4 CYP27B1 CYP39A1 DIO1 E2F2 ELAVL2 ELL2 ENPEP EPHA7 EPHX2 EVC EYA1 FAAH FABP4 FKBP5 FPR2 FRS2 GAD2 GJA10 GMIP GNA13 GPR75 GPSM2 GRK4 GUCY2C GZMM H1-4 H2AC13 HBD HCG9 HMMR HNRNPA0 HOXA11 HOXA2 HOXB3 HOXD13 HP1BP3 HPGD HS3ST3B1 HSF2BP HTN1 IGFBP4 IGFBP6 IL17A ITGA4 KCNIP1 KCNJ8 KCNJ9 LILRA2 LIPE LLGL1 MMP16 MTHFR MYBPC3 NDC80 NFKBIB NKX2-1 NOL3 NPL NPY4R NRXN3 NTF3 NUDT6 PBX2 PCDHB13 PDE6H PER3 PGF PIP PLEK2 PNMA3 PNOC POU3F2 PPIL2 PPP1R17 PRICKLE3 PRMT8 PTGDS PTPN11 QTRT1 RAB17 RAB38 RAB4B RAB8B RAD52 RASAL1 RECK RNF17 RNF2 SCN9A SELL SERGEF SERPINF1 SERPING1 SIL1 SLC24A1 SLC27A6 SLC6A3 SLCO2A1 SMPX SNAI1 SNPH SNTB1 SREBF1 SSTR1 SSTR2 SYT17 TAF12 TDRD1 TINAGL1 TLR1 TNNC2 TP53TG1 TP73 TRPV6 TTR TULP2 ZNHIT2 P53_DN.V2_UP https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/P53_DN.V2_UP ADAM12 ALOX5AP AMELX ANGPTL3 ANGPTL4 ANXA10 APOL3 ATP12A AVPR2 BARX2 BAX BFSP2 BPI C4BPA CA3 CACNG2 CCL20 CCL4 CD5L CD68 CD69 CD83 CDH4 CEACAM5 CH25H CHRNA10 CHST8 CLCF1 CLEC1A CNOT9 CTLA4 CXCL1 CXCL12 CXCL2 CXCL5 CXCL6 CXCL8 CYP17A1 CYP2A13 CYP2C8 CYP2D6 DLX6 DPF1 DPYS EML3 ETV5 EVI2A EVX1 FCRL2 FGF22 FOSL2 FOXL2 FPR3 FZD9 GALK1 GP5 GPA33 GSC2 GUCY2D GYPB H1-6 H2AC4 H6PD HAO1 HS3ST2 HTR1E IER3 IKZF1 IL1RAPL1 IL1RN IL36A INPP5D INSL3 INSL4 ITM2A KCNK3 KCNMB1 KRT14 KRT31 LALBA LGSN LRRC32 MAGEC2 ME3 MMP13 MMP17 MMP3 MOG MPZ MT1G NCKAP1L NF1 NFIX NFKBIA NTRK3 NTSR1 OR10H3 OSGIN1 OSGIN2 P2RY11 P2RY6 PCDH1 PCDHA6 PDC PF4V1 PIDD1 PKD2L1 POU2AF1 POU6F1 PPEF1 PRDM11 PRKCE PRRG3 PRTN3 PTK2B PTX3 PYY RELB RFPL2 RFX2 RGR RHD RIPK4 RND2 RNF39 RORC SARDH SDC4 SLA SLC15A2 SLC16A4 SLC38A3 SLC4A10 SPINK1 SPRR1B SPRR2C SYN1 TDRKH TFAP4 TNFAIP3 TNFRSF9 TNNI3K TNR TP53 TPTE TUBB1 WNT3 XAF1 PDGF_ERK_DN.V1_DN https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/PDGF_ERK_DN.V1_DN ADM ANGEL1 ANKRD40 APC2 ARF6 ARHGEF16 ASMT ATXN8OS BAG5 BCL10 BCL7B BCL9 BNC1 BPGM BRPF1 BTG1 C2CD2L CCNF CCNG2 CDK2AP2 CDKN1B CDR2L CEBPB CIC CKS2 CNTRL DHX34 DIP2A DNAAF11 DNAJB1 DNAJB9 DTX2 DUSP1 DUSP6 DUSP8 DYRK2 E2F6 EDRF1 EEIG1 EFNA3 EFNB2 EGR1 ERF FADD FAM50B FAM89B FBXL14 FBXL18 FRAT2 FZD2 GIPC1 GRIN2B GTF2B HAUS3 HIC2 HINFP IDUA IL2RG IL7R IRAK1BP1 IRF2 ISL1 ITGB6 JUN JUNB KDM2A KLF10 KLHL25 KRT13 LRRC40 LTBP1 LY86 MAB21L1 MAD2L1BP MAFF MAFG MAP3K3 MAPK3 MBD3 MFSD5 MGAT1 MIR124-1HG MNT MOGS MON1B MORC3 MPPED1 MYC MYCN NCAPH2 NEFH NFIL3 NFKBIA NOP16 OMD PDE4A PDGFRA PER1 PHLPP1 PHOX2B PISD PITPNM1 PKD1P1 PNMT PNRC1 POLG2 PPM1A PPP1R10 PPP2R5B PPP6R1 PPRC1 PRCC PRSS16 PRSS3P2 RHOB RNF139 RTN2 SAC3D1 SCO2 SLC25A44 SLC3A2 SMAD7 SMN1 SMOX SNAPC4 SPRY2 SULT1A1 SUOX TBCC TBKBP1 TBX2 TFIP11 TGIF1 THAP11 TMED5 TMEM11 TMEM115 TMEM131L TNFSF8 TRAIP TRIB1 UNC50 USP33 ZBTB5 ZFP36L2 ZNF202 ZNF324 ZNF500 ZSCAN9 PDGF_ERK_DN.V1_UP https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/PDGF_ERK_DN.V1_UP AAGAB ABCC6P2 ACOT11 ACP5 ADCY7 ALDH5A1 ANXA10 ANXA11 ANXA7 AQP3 ATF6 ATXN2 ATXN7 C17orf75 C22orf31 CALML4 CCL25 CCP110 CDC14B CDK6 CEP131 CETN2 CFAP70 CFDP1 CHEK2 CLCN2 CLEC2B CMTR1 COL10A1 COL1A1 CORO2B CPS1 DDN DNAJC7 ELP4 EXOSC10 EXOSC7 EXOSC8 FAM149B1 FCHSD2 FLI1 FSTL4 GALNT3 GAP43 GLRA2 GLRX GNMT GTF2H5 HCRTR1 HDLBP HEBP2 HSPA4L HYAL1 IFNA13 IL12RB1 INHBA KBTBD11 KIFAP3 KIR3DL2 KLK7 LAS1L LEPROT LINC01587 LMAN1 LRCH4 LRPAP1 LUZP2 MAGEA8 MAML3 MAOA MAP2 MID1 MPI MRPS11 MTHFR MVK MYBPC3 MYO1E NAGLU NCKAP1L NDN NDUFS1 NEK9 NEU3 NMBR NOS2 NRG1 NRIP1 NTNG1 NUP160 OCA2 OPRK1 ORC3 OXCT1 PAN2 PAX2 PDIA3 PHLDA2 PKN2 PMP22 PPIC PPIP5K2 PPP1R37 PSMB10 PTGDS RALYL RARS1 RBM3 REST REXO5 RIPPLY3 RPIA RPS20P14 RRBP1 RTCA SERINC1 SERPINB2 SLC39A7 SND1-IT1 SNRNP40 SNRPD3 SNX19 SOX21 SPAG5 SRY ST6GAL1 STX12 SWAP70 TAB1 TAF12 TAF1B TAT TBX5 TCEAL2 THOC2 TNNT2 TP53I3 TRAF5 TSPAN5 TSPAN9 VPS39 XPA ZIC4 ZNF185 ZNF84 PDGF_UP.V1_DN https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/PDGF_UP.V1_DN ACADL ACVRL1 ADAM23 ADCY2 ADRB3 ALB ANXA2P2 AOX1 ARSF ARSL ASPH ATP4B ATXN8OS BCL3 BHLHE40 BMP3 BPGM C2 CBLIF CBLN1 CCKAR CCL13 CCNT1 CDC14A CHST15 CLCN7 COL1A2 COL4A5 CRABP1 CRYAB CRYGA CTNND2 CUBN CYB5R1 CYP1A1 CYP3A4 DBP DCAF1 DHX9-AS1 DNMBP DSC1 DUSP10 EDN3 EGF EVI2A FBN2 FCGR2A FPR3 GABPB1-IT1 GK GNL3L GNLY GPR39 H1-6 H2AC8 HCG4B HERC3 HLA-DPA1 HOXD1 HYAL3 IGHM IGHV1-69 IL17A IL7R INE1 ITGB6 JUN KIAA1217 KIR2DS1 KIR3DL1 KL KLF1 KLF5 KRT13 KRT20 KYAT3 LILRB5 LIMK1 LINC01558 LRP2 LRRTM2 LTBP1 LY75 LY86 MAP7 MAPK3 MC1R MIR124-1HG MSX1 MXRA5 OMD OR10H2 PAFAH2 PCDH8 PF4 PLAG1 PLAT PPP2R5B PRKN PRSS1 PRSS16 PRSS3P2 RAD9A RHOBTB1 SAG SCAND2P SEMA3C SLC10A2 SLC13A2 SLC22A18 SLC26A2 SLC26A4 SLC28A1 SLC8A2 SLC9A2 SMG7-AS1 SMR3A SP140 SPTA1 TACSTD2 TBX2 TCL1A TIMP3 TNFSF8 TNS2 TP53TG5 TPSD1 TRAIP TUBA4B UNG USP33 VENTX ZBTB7A ZNF10 ZNF33B ZNF688 PDGF_UP.V1_UP https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/PDGF_UP.V1_UP ACOT11 ADAM9 AGFG1 ANXA7 ARC AREG ARHGEF15 ARR3 ATAD2B ATF3 ATF6 ATP6V0A2 ATXN2 ATXN7 BICD2 CAPZA2 CBX2 CBX4 CCL25 CCNE1 CDC25A CDC6 CDK5R2 CDK6 CDKN1A CHKA CITED1 CLDND1 DDIT4 DEGS1 DIXDC1 DKFZP434A062 DNAJA2 DUSP5 EGR1 EGR3 ELOVL2 ELP4 ETFB ETS2 EXOSC10 EZR FAM149B1 FAM3C FAM98A FDX1 FKBP2 FOS FOSL1 GADD45A GLOD4 GNG11 GNL1 GPSM2 HDAC4 HDLBP HSPA2 HTR1E IFNAR1 INHBA JOSD1 KBTBD11 KCNK3 KDM6A KLF10 LAS1L LRPAP1 LSM1 MADD MAPK6 MBTPS1 MMP17 MOB1A MORC2 MPI MRPS11 MYL2 NAB2 NAGLU NCKAP1L NDN NDRG4 NDUFAF1 NDUFS1 NEDD9 NEU3 NMBR NRAS NUP160 OR2B6 ORC2 P2RX1 PAF1 PANX1 PARG PEX11A PFKFB3 POTEKP PPP1R12B PPP1R37 PSMC3 PSMC6 RAB35 RAB40B RANBP6 RNF14 RNF19B RNF4 SDC3 SEPTIN10 SERINC1 SERPINI1 SIK1 SLC20A1 SLC30A1 SLC39A7 SLC5A3 SLC7A5 SLCO3A1 SND1-IT1 SNRNP35 SNRNP40 SNRPD3 STK10 SUZ12P1 TAF12 TET3 TFIP11 TFPI2 TGIF2 THOC2 TJP2 TMEM158 TRAF5 TRIP12 UAP1 URB2 UTP3 VPS39 WDR46 YJU2 ZBTB18 ZBTB24 ZNF304 ZNF394 ZNF460 PGF_UP.V1_DN https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/PGF_UP.V1_DN ACAT2 ACTL6B ADH1B AK4 ALOX5AP AMELX ANGEL1 AOC4P APOC1 ARC ATP1A3 ATP2B2 AURKC AVPR1B BCAM BMP2 C9 CACNA1C CACNA1H CAMK2B CBFA2T3 CCDC9 CCL16 CD5 CDC20 CDKN2C CEACAM3 CEACAM6 CEBPA CFAP20 CFAP410 CLASRP CLDN9 CLPTM1 COL11A2 COL18A1 CREBZF CRX CSHL1 CTF1 CTRL CTSW CYP1A1 CYP2A13 DAAM2 DDX3Y DHCR24 DHX34 DLEC1 DLGAP1 DOLPP1 DPF1 EDN2 EFNA5 ELAVL3 ENPP2 ENSG00000291006 ENTPD2 ENTPD3 ERF EVPL FCN2 FGA FOXG1 FZD7 GATA4 GFRA2 GH1 GLYAT GNAL GNB3 GPR17 GPR182 GPR37L1 GRAP2 GRIA1 GRM2 GYPC HBZ HOMER2 IGFBP2 IGFBP5 IGFBP6 IGHA2 IQCK IRF2BP1 ITGB4 KCNAB2 KCNC3 KCNN4 KCNQ3 KHDRBS2 KLK10 KMT2D KRT31 KRT9 LINC02487 LOXL1 LRRC23 LTK LY6E MAP1A MAST1 MCF2L MEF2B MSI1 MTSS2 MYL9 MYO1F MYOG NCAM1 NCR3 NELL2 NFASC NFKB2 NOS1AP NOS2 NOX1 NPAS3 NPR2 NR6A1 NUCB1 OBSCN OGDH PAIP2B PAX2 PDE1B PDE6A PDPN PIK3R2 PIP5K1A PITX3 PKD1 PKLR PKP3 POU2F3 PPFIA4 PRPF19 PSG11 PTGFR PTPRH PTPRU PXN RAB5C RELB RFNG RIMS3 RPS4Y1 S100A4 SDC4 SERPINA3 SH3BP1 SHBG SHH SLC14A2 SLC29A2 SLC30A10 SLC6A15 SMARCD1 SMG6 SNX29 SPN SPRY1 SPTB SRCAP SRGAP3 SSTR2 SVEP1 TAOK2 TAS2R14 THY1 TMEM158 TMEM97 TMSB4Y TNFAIP3 TNFSF12 TOP3B TPTEP1 TRIO TROAP TTLL3 UBE2H USP9Y UTF1 VGF YWHAH-AS1 ZFHX2 ZFR2 ZNF185 ZNF646 PGF_UP.V1_UP https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/PGF_UP.V1_UP ABCA8 ABCE1 ACADM ADAM9 AGA AGL AHCYL2 AIMP1 AKAP9 AMPH ANAPC13 ANGPT2 ARL4A ARMC6 ARMCX2 ASCC3 ATP13A3 ATP2A3 ATR BACH1 BAZ2B BCAS2 BCLAF1 BPGM CALB2 CCL22 CCPG1 CD2AP CDC27 CEBPZ CEP350 CFH CLEC2B COL8A1 CPA3 CPD CR2 CREB1 CRYBG3 CRYZ DCP2 DHX29 DMTF1 DNAJB9 DNAJC3 DNASE2 DZIP1 EIF2S3 F11 FABP4 GGCX GJA4 GLRB GMFB GPR37 GRB14 H2BC14 HIF1A HNRNPA3P1 HS2ST1 HSD17B4 HSPA13 IL1RL1 IL6ST IRAK1BP1 IREB2 ITGA2 ITSN2 KIAA0040 KIF5B KLRG1 LARP4 LGALS8 LPCAT4 LRRC17 LTBP1 MAFK MAGOH MAP2K4 MAPK6 MARCHF7 MARK2 MAST2 MBTPS2 MICU2 MIPEP MKLN1 MMP10 MMRN1 MTF2 MTM1 MTREX NAP1L3 NAT1 NECAP1 NEK1 NEK7 NRCAM NUCB2 NUP155 OPA1 OSBPL8 PAPOLA PCDHA12 PDCD10 PEX1 PGAP1 PHEX PHF3 PISD PLA2G4A POLR1F PPAT PPID PPIG PRKACB PSPH PSPHP1 PTGS2 RAP1A RARB RASGRP3 RCBTB2 RDH11 RECQL REV3L RFK RGS2 RIF1 RIPK2 RNF13 RNF6 ROR1 RPGR RRS1 RUNX1T1 SACS SAT1 SCAF11 SGMS1 SKIC3 SLC33A1 SLC38A6 SLC4A7 SMC3 SMC4 SOCS5 SP3 SPOUT1 SPRYD7 SREK1 STAM2 STAU2 STK38L STON1 STXBP3 SUCLA2 SULF1 SYNE2 TAF9 TASOR TDG TDP2 TDRD3 TFPI2 TGFBR3 THOC2 THSD7A TMED5 TMEM259 TNFSF10 TOPORS TRIP11 TRMU TSPAN8 TTR TWF1 UFL1 UGP2 UPF2 VCAN WASHC4 XIST ZC3H14 ZNF117 ZNF268 ZNF354A ZNF451 ZNF674 ZZZ3 PKCA_DN.V1_DN https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/PKCA_DN.V1_DN ABCA4 ABI3BP ABO ACOT1 ADAM11 ADGRB1 ADM AGO2 AHSG ALDH7A1 ANKS1A APOC1 APOF ARHGEF10 BARD1 BATF3 BCKDHB BEX1 BID CA3 CABYR CAMP CCL27 CD19 CD44 CD79B CENPF CENPT CFD CFH CHST1 CKAP4 CLEC4D CLEC7A COCH COL25A1 CP CYGB DDX6 DENND1B DLG4 DUOXA2 EAF2 ECE2 EDN3 EEF2KMT EIF4E3 ENPP4 ETV3 EXT1 FABP6 FERMT3 FXYD4 GABBR1 GAS2 GASK1B GATAD2B GBP1 GGNBP2 GJB3 GLDC HES7 HK2 HOXC8 HS3ST3A1 IL36A IRX1 ITGB6 ITGB7 KANK2 KCNIP2 KLHL1 LARP7 LPL MAGT1 MALAT1 MAP3K6 MBL2 MBOAT1 MC1R METTL1 MGAT4C MSC MT4 MUC5AC MYO1B NANOS2 NEUROD4 NFIL3 NFKBIZ NKX2-1 NR1H4 NR2C2 NUCB2 OTUB2 PARM1 PCDHB15 PDGFC PDGFRB PIGO PLA2G2E PLAU POU3F4 PRKCA PRKN PROCR PRPF40A PSAT1 PSPC1 PTK6 PYCR1 RFX2 RHOJ RWDD3 SAA1 SAA2 SAA3P SEMA6C SERINC4 SHF SIK1 SLC10A2 SLC14A1 SLC1A1 SLC30A1 SLC32A1 SLC46A2 SLIT3 SNTB2 SP140 ST6GALNAC1 SUOX SYT12 TIFA TLR2 TMIGD1 TMPRSS5 TNFRSF12A TNNI2 TRIB1 TRPV2 TWF2 TXNRD2 UGGT1 WAS WASHC4 WDFY3 WDR5 ZBTB7A ZC3H12A ZDHHC1 ZEB2 ZNF319 ZSCAN2 PKCA_DN.V1_UP https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/PKCA_DN.V1_UP ACHE ACOT12 ADA ADAM3A ADCY3 ADORA2B ADRA1A AFP AGXT ALOX12P2 ARSG BBOX1 BSN C3orf62 CA2 CABP5 CASP6 CCL24 CCN5 CD36 CDIP1 CDR2 CELA3A CES1 CES2 CMTR2 CREB3L2 CRYGB CXCL17 CYP11A1 DBNDD1 DDX60 DHRS1 DIO1 DKK4 DLX1 EGR3 EGR4 ELMOD3 ENPP3 FBLN1 FBP1 FERD3L FMR1NB G6PC1 GALNT6 GATA4 GDPD2 GFAP GHRL GLI2 GNAO1 GPR155 GSTA2 GSTA3 GSTA4 GSTM1 GSTM4 GSTT1 HLA-E HOXB4 ICAM5 IL15 IL33 KERA KIRREL1 KLF15 LCT LEAP2 LECT2 LIX1 LPAR3 LPO LTB4R LTC4S MGMT MRAP MUSK NECAB2 NMT2 NOS1 NR1I3 NRG4 NXNL1 NXNL2 OAS2 OAS3 ORMDL3 PACSIN1 PAQR7 PASK PCK1 PDK2 PDK4 PER2 PHKA1 PIPOX PLEKHF1 PLPP7 PLXNA3 PPP6R2 PRODH2 PROP1 PSAPL1 PSMC3IP PTGDS RAB30 RBPJL RDH12 RDH16 RDH5 REG1A RETSAT RNASE1 RTBDN S100G SCOC SEC14L2 SECTM1 SGK3 SHISA2 SLC16A3 SLC20A1 SLC23A1 SLC23A2 SLC27A2 SLC2A2 SLC2A5 SLC47A1 SLC6A20 SLC7A8 SLCO1C1 SMPD3 SP6 SPNS2 SPTBN4 SSBP2 TCHH TEF TET1 TLCD4 TMEM135 TPMT TREH TSKU TTI1 TUB TUBB2B TYMP UBD UGT2A3 UPB1 USP27X VWA1 WNT10A YJEFN3 ZBTB7C ZFPM1 ZIM3 ZNF865 PRC1_BMI_UP.V1_DN https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/PRC1_BMI_UP.V1_DN AANAT ADAMTS7 ANKS1B AP1G2 APOA1 APOBEC1 APOBEC3F ARSD ATP2A3 ATP8A2 BARX1 BBC3 BMI1 BPNT1 C22orf31 CA5A CABP2 CACNA2D2 CALCA CALML5 CAND1 CARD14 CCL18 CD207 CHM CHRNA3 CIITA CLDN14 CLIC3 CLSPN CNGB3 COQ8B CORO1A CRISP1 CRYBG2 CTAG2 CXCR6 CYP27A1 CYP2C19 CYP3A7 DCC DDX25 DNAI1 DNMT3L DPY19L4 E2F5 ECPAS EDN2 EFNA5 EPHX2 EVPL FABP2 FAM106A FBXL8 FBXO17 FES FGA FGFR3 FKBP5 FKBP6 FLG FN3K FNDC4 FOXJ1 FZD10 GABARAPL3 GALK1 GAS1 GAS8-AS1 GFAP GJC2 GLRA2 GNA15 GNB1L GPR183 GUSBP11 GVINP1 H2BC10 HAPLN2 HCN4 HCRTR2 HHIPL2 HLA-DPB1 HOXA10 HOXD11 HYAL1 IFIT1 IMPG2 INKA2 ITGA7 KBTBD11 KCNC1 KCNF1 KCNJ4 KIR2DL3 KMT2D L2HGDH LAMC3 LHX6 LIM2 LINC02249 LIPE LMOD1 LRP12 LRRC36 LRRC37A4P LRRC37BP1 LY6G6C LY6G6E MAPK3 MFSD6 MIA MLLT1 MON1B MPPED1 MTHFS MYH13 NAA80 NACAD NCR1 NHERF2 NPFFR1 NXT2 ONECUT2 OPCML OR10H3 OVOL2 OXNAD1 P2RX3 PACSIN3 PADI1 PAGE4 PCDHA10 PCK1 PCOTH PDGFB PEAK1 PIK3C2G PILRA PLA1A PLIN1 PLXNB3 PNPLA3 PROP1 PRRG2 PRSS8 PSD4 PTPRO PYCARD QPRT RAD54L2 RAPGEF5 RBPJL RDH5 RND2 RNF19A RNF2 SDK2 SERPINA7 SERPINB10 SERPINB3 SHANK1 SLC16A10 SLC22A6 SLC25A23 SLC27A3 SLC66A3 SNTG1 SOAT2 SPINT1 SPTBN2 STMN3 SV2B SYN1 SYN3 TBXAS1 TBXT TM4SF20 TNNT2 TPSD1 TRPM4 TSPAN12 UPK1A USP46 ZNF771 ZNRF4 ZXDC PRC1_BMI_UP.V1_UP https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/PRC1_BMI_UP.V1_UP AATK ABCB4 ACE ACKR2 ACTL8 ADAP2 ADCY8 AGAP2 AGO4 AMMECR1 ANGPTL3 ANKRD2 ANKRD46 AOC4P ARHGEF38 ARL4C ATP1B2 AZU1 BHMT2 BIRC3 C22orf46P CACNA2D3 CCL18 CCL8 CCND2 CCNT1 CCR3 CD5 CD5L CDADC1 CDH22 CDK17 CDK6 CFAP69 CHD7 CLCA1 CLDN16 CLDN3 CLEC4E CNGA1 COL10A1 COL13A1 COLEC11 CXCL10 CXCL8 CYP2B6 DCP2 DELEC1 DENND5B DKK2 DMD DNAJC12 DPEP1 DUSP2 DYM EDN1 EGR2 EHHADH EOGT EPS8L3 ERAP2 ERMAP EYA3 FAM153A FAM76A FAM86C1P FCHO1 FGF12 FOXG1 FOXP1 FPR3 GABRA4 GAD2 GADD45G GALNT3 GATA1 GMIP GNG3 GNL3LP1 GRIN2C GRM2 GUCY1A1 H3C11 H3C12 HBA2 HCAR3 HIC2 HSPB7 HYAL3 IDO1 IGHV1-69 IKZF2 IL5 IRF8 KIAA0319L KIF5A KIR2DL4 KLHL1 KLHL28 KRI1 KRT1 LIME1 LPAR3 LRRC31 LRRC8B LUZP4 MADCAM1 MAFK MCTP1 MDFI MMP25 MTMR8 MYL3 MYT1 NEIL1 NEUROD6 NIN NR0B2 NR1I2 NUP58 NXF2 OPA3 OSGIN1 PADI4 PAIP2B PAX5 PAX6 PCDHB12 PDE6A PELI1 PELI2 PGLYRP4 PINLYP PLEK2 PLEKHF1 PMEPA1 PRND PSG7 PTCH2 PTGDS PTPN7 RBM4 RFPL2 RGS16 RGS6 RIC3 RIPK4 RREB1 S100P SCGB2A2 SCTR SDCCAG8 SERPINA3 SH2D2A SIM2 SLC19A2 SLC1A2 SLC6A15 SLCO4A1 SLPI SOHLH2 SPON1 SRY SSTR4 STUM THNSL2 TLE2 TMEM187 TNFAIP3 TNN TNNI3K TOR1AIP2 TRPC6 TSPAN7 TTLL4 TYR USP46 XPNPEP2 YBX2 ZBTB10 ZNF117 ZNF184 ZNF423 ZNF91 ZSWIM1 PRC2_EED_DN.V1_DN https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/PRC2_EED_DN.V1_DN ABCB8 ABCB9 ACAA2 ACY1 AFF3 ALG12 AMDHD2 ANKZF1 AP1G2 APLP1 ARHGAP19 ARHGEF17 ARRB2 ASF1B ATP13A2 BBC3 BCKDK BTBD2 BTBD7 BUB1B C1orf112 CA9 CAD CASKIN2 CCL18 CDC45 CDCA8 CDK18 CEP131 CHAF1B CHM CHST3 CLPB CLSPN CORO1A CRYBG2 CSDC2 CSPG4 CXCL12 DBF4B DCLRE1B DCSTAMP DDX31 DLK2 DNAJB2 DUSP7 EED EHMT2 ENO2 ERCC2 EXOSC2 FADS2 FASN FBXL6 FBXO17 FER FKBP5 FOSL2 FRS2 FZD8 GALK1 GLE1 GLI1 GNAI2 GPR176 GSDMD H1-10 HELLS HIC1 HIVEP3 HMOX1 HP1BP3 HS6ST1 IDH2 INCENP INHBB INKA2 INSIG1 ITPKB JUP KCNA4 KCNS1 KIF23 KIF4A KLK8 LIN7A LIPE LMOD1 LRRC20 LSS MAP3K6 MAPK7 MCM10 MCM2 MCM5 MCOLN1 MFHAS1 MIA MICAL1 MICALL2 MISP MRAS MVD MYBL2 NDRG4 NHERF2 NUP188 NYNRIN ODF2 ORC1 OSGEPL1 PACS1 PACSIN3 PAGR1 PC PCDH12 PCDHGA3 PCDHGC3 PDCD1LG2 PDE4D PEAK1 PFKFB4 PHKG2 PLAAT3 PLK1 PLXNB1 PLXNB3 PNPLA3 POLA2 POLD1 PRICKLE3 PRKACG PRMT7 PTGER2 PTK2B PWP2 QTRT1 RAD54L RAD54L2 RANGAP1 RAPGEF1 RASSF1 RDH5 RECQL4 RIPK1 RNF19A RTL10 SCD SEMA3B SERPINB10 SIPA1 SLC12A4 SLC26A1 SLC2A6 SLC35C2 SP1 STXBP2 SURF2 SV2A SYMPK SYN1 TACC3 TAF1C TBL3 TCAP TCIRG1 TEDC2 TGFBR1 THRAP3 TKFC TMEM59L TNFRSF10D TNIP1 TNK2 TNS4 TOP3B TRIM46 TRMT2A TRPM4 TSC2 TUBGCP2 TUT1 USP20 UTRN VAC14 VARS1 VAV2 WFDC1 WIZ XRCC3 ZDHHC6 ZNF446 ZWILCH PRC2_EED_DN.V1_UP https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/PRC2_EED_DN.V1_UP AATK ACAP1 ADAM17 ADGRF5 ADGRL4 ADRA1B AFP AKR1B10 AKR1C3 ANGPTL4 ANKRD46 ANXA10 ARHGAP24 ARL4C ASB4 ASCL3 ATF3 ATXN1 AVL9 BACH1 BAZ2B BMP2K BTBD3 C1orf21 C2CD2 CACNA2D3 CBR4 CBX8 CCDC87 CCK CCL16 CCND2 CCSER2 CD244 CD5 CDADC1 CDHR2 CDK2AP1 CDKN1C CDRT4 CHST11 CIDEA CLCA1 CLGN CLIP1 CNGA1 CORO2B CSHL1 CTSO CUBN CXCL10 CYP1A1 DCP2 DEPP1 DKK2 DMD DNAJC12 DUSP8 ELF1 ENPP2 ERMAP EVI5 FAM224A FPR3 FUCA1 GADD45G GALNT3 GATA1 GDF5 GPC5 GPR37 GSC2 GSG1 GSTA3 H1-2 H2AC6 H2BC12L H2BC21 H2BC4 H2BC8 HDAC9 HIC2 HINFP HIVEP2 HOXA2 HOXC8 IFI6 IL12A IL13RA2 IL1RL1 IRF8 KCNJ15 KCNQ2 KIF1B KLHL28 KLK6 KMT5B LRCH4 LUZP4 LXN LY96 MADCAM1 MAP3K7CL MAPK8IP3 MCTP1 MPDZ MRS2 MS4A4A MTHFD2L MTSS1 MYH1 NIBAN1 NKIRAS2 NMT2 NPVF NR0B2 NR3C2 NUP58 NXPH3 OBSCN ORAI3 OSGIN1 OSTM1 P2RX2 PCBD1 PCGF3 PCSK1N PDGFA PDZRN4 PKD2L1 PLAG1 PLSCR4 PMEPA1 PPM1H PRELID3B PRSS12 PTBP2 PTGDS PTPN7 PTPRT RAB40B RABGAP1L RASL12 RBM47 REV3L RFPL2 RGR RNF38 RPL3L RSRP1 SATB1 SCG2 SCG5 SCN10A SCTR SEMA6D SERINC5 SERPINB2 SERPINB7 SLC12A8 SLC28A1 SLC30A10 SLC35D2 SLC5A5 SLC6A15 SLPI SMR3A SPON1 STIP1 TAF11 THNSL2 TMEM187 TNFRSF11A TOR1AIP2 TRIB1 TRPS1 TSPAN13 TTTY14 TUFT1 USP12 USP46 VTN WDR33 ZBTB20 ZHX3 ZNF177 ZNF226 ZNF277 ZNF91 ZNHIT2 ZP4 PRC2_EZH2_UP.V1_DN https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/PRC2_EZH2_UP.V1_DN ACTC1 ADAMTS5 AFF3 AGTR1 APLP1 ATG16L1 ATP4B ATXN8OS AURKB BARX1 BCCIP BUB1 CACNA2D2 CAMK4 CASC3 CCL18 CD320 CDC25A CDC45 CDH17 CDT1 CEBPE CENPF CENPU CGA CHM CNGB3 COQ8B CORO1A CPEB1 CRYBG2 CXCL12 CYB5B CYP3A7 DCSTAMP DDB2 DDHD2 DEF6 DEPDC1 DEPDC5 DLGAP5 DNA2 DNMT3L DOC2B DPY19L4 DSCC1 ECT2 ELL2 ELP6 ENSG00000291006 EPHX2 ETS1 EXOSC8 EZH2 FCN3 FKBP5 FKBP6 FOSL2 FOXN3 FUT7 GALR3 GAS1 GJC2 GLRA2 GNA15 GNB1L GRM4 GTPBP4 GUCY1A2 H3C7 HAS2 HAUS5 HBD HCFC1R1 HELLS HJURP HMMR HMOX1 HOXA10 HOXD11 HP1BP3 IFIT1 IL17RB INHBB INO80D IQCC KCND1 KCNS1 KCTD2 KIF15 KIF4A KLHL11 KNTC1 KRT81 LBR LEMD3 LGALS7 LIN7A LINS1 LMNB1 LMOD1 LPGAT1 LRP12 LRRC20 LRRC32 LRRC61 MCM10 MCM2 MED18 MEFV METTL16 MIS18BP1 MPIG6B MRPS18B MS4A12 MSH5 MST1R MXD3 MYBL2 MYT1L NCAPH NFE2 NFIB NGF NLGN1 NMBR NPAS1 NPR3 NR6A1 NUP37 NUP43 OCEL1 OIP5 OLFML2B OXNAD1 OXTR PAGE4 PAN2 PCK2 PCYT1B PDCD4-AS1 PEAK1 PILRB PITX1 PLCD1 PLN PNOC POLR3G PRIM1 PRSS1 PSPH PSRC1 PTGDS PTPRD PUS7 RAD54L RDH5 RFC4 RHPN1-AS1 RNF19A RPS6KA6 SCN3A SIGLEC5 SKP2 SLC16A10 SLC2A6 SLC7A2 SLC8A1 SOAT2 SOGA1 SPAG11A SULF1 SYN1 SYP SYT11 TACC3 TBC1D2 TFAM THBS2 THOP1 TNFSF11 TOX TPD52L1 TRPM4 TTK UTF1 VPS37B WDR76 XRCC3 ZNF219 ZNF446 ZNF574 PRC2_EZH2_UP.V1_UP https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/PRC2_EZH2_UP.V1_UP AATK ABLIM3 ACTL8 ADGRG1 ADGRL4 AFP AHNAK2 ALDH1A2 ALDH1A3 AMMECR1 ANGPTL2 ANGPTL4 ANKH ANKRD46 ANPEP APOF ARL4C ART3 ASIC2 ASPN ATF6 ATXN1 B3GALT4 B4GALNT1 BHMT2 BMP2 BPGM C3orf52 CARD9 CCDC68 CCK CCNJL CCR3 CD70 CDADC1 CDCP1 CDH13 CFAP69 CLEC2B CLEC4E CLIP1 CNIH3 COL10A1 COL13A1 COL4A5 COL4A6 COLEC10 CORO2B CRCT1 CROT CXCL8 DCBLD2 DIPK1A DKK2 DMD DNAJC12 DUSP3 DUSP8 EDN1 EPHB2 ERAP2 EREG ESM1 ETV1 ETV4 EYA3 F2RL1 FLVCR2 FOLR3 FPR3 FXYD6 FZD1 GFPT2 GMIP GPM6B GPR37 HBEGF HS3ST3A1 HYAL3 IDS IFI44 IL13RA2 IL15RA IL1RL1 IL33 IL6R IRF8 ITGA2 JUP KCNA1 KCNA2 KCNJ10 KCTD12 KIAA0319L KIAA0513 KIR2DL4 KLF11 KLF13 KLF4 KLK7 KYNU L1CAM LUZP4 MALL MAN2A1 MATCAP2 MCTP1 MEGF9 MMP10 MT4 MTHFD2L MTMR10 NES NOVA1 NPAS2 NPC1L1 NR0B2 NR3C2 NR4A2 NTSR1 NUP58 OPA3 OPN3 ORAI2 OSGIN1 OSTM1 OTUB2 PAMR1 PAQR5 PCBP3 PCDH9 PCTP PDGFA PIK3CB PIR PKIA PLCB1 PMEPA1 POMT2 POPDC3 PPFIA4 PPP2R1B PRKG2 PRSS3 PTBP2 PTHLH PTPRB RASL12 RGCC RGS16 RGS17 SCML1 SEMA3A SERPINB2 SETBP1 SHISAL1 SLC14A1 SLC16A8 SLC19A2 SLC2A3 SLC35D2 SLC5A7 SLC6A15 SLPI SMPDL3A SRD5A1 SRPX2 ST6GAL1 TBC1D19 TBXAS1 TMC7 TMEM100 TMEM35A TNFAIP6 TOR4A TRAF3IP1 TRAPPC14 TRIB1 TSPAN13 TSPAN7 TTLL7 TUB TUBA4A UBE2O UCP1 VSNL1 VWA5A WDR37 YOD1 YRDC ZNF215 ZNF324 PRC2_SUZ12_UP.V1_DN https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/PRC2_SUZ12_UP.V1_DN ACP5 ACVRL1 ADAMTS7 ADCY2 ADRB3 AGER AGO2 ALDH3A1 ALOXE3 AMBP ANK1 AP1M2 APCS ARF1P1 ARHGEF16 ARRB2 ARSD ATG16L1 ATG2A ATP2A3 ATP2C2 BBC3 BCL2L14 BPNT1 BTBD7 C22orf31 CA7 CACNA2D2 CACNG2 CBFA2T3 CCL19 CCNE1 CD1B CD1D CD22 CD247 CFAP70 CGA CHEK1 CHN2 CHRNA6 CIB1 CLDN14 CLEC10A COQ8B CORO1A CRISP1 CRYBG2 DCC DCSTAMP DCX DEFB126 DFFB DLGAP1 DNAI1 DRP2 EFNA5 ELP6 ENTR1 EPHX2 EPPK1 EVPL FGA FMO6P FOXJ1 FRMD8 FXYD1 GAS8-AS1 GLRA2 GNA15 GNGT2 GP9 GUCY1B1 HAPLN2 HAUS5 HLA-DQA1 HOXA10 HOXB1 HOXC5 HOXD11 HS2ST1 HYAL1 IGKV3D-15 IGLL1 IL10RA IL1RN IL23A IMPG2 KALRN KAT8 KBTBD11 KCNMB2 KLF15 KLHL11 KLHL23 KRT3 KXD1 LDB2 LHX6 LILRA3 LINC00588 LINC01558 LMNB2 LMOD1 LPCAT1 LRP5L LRRC61 MAP1LC3C MAP2K4 MAPT MARK1 MC5R MED20 MEIS2 MYF6 MYH13 MYOM1 NAA10 NDUFC1 NLGN1 NPFFR1 NPY NPY2R ONECUT2 OPCML OR10J1 OR52A1 OR6A2 ORC1 P2RY10 PAX1 PF4 PGAP1 PGK2 PHOX2B PKP1 PNPLA3 POLA2 PRKN PRSS8 PTGDS PTPRO PTTG2 PYCR3 RAD54L RAVER2 RECQL4 RFX2 RITA1 ROCK1 RPL37A RPS6KA2 RUNDC3A SCHIP1 SERPINB4 SHPRH SLC12A5 SLC16A10 SLC17A3 SLC35D1 SLC4A8 SLC6A6 SLC7A6 SLITRK3 SOAT2 SRD5A2 SRSF11 ST3GAL1 STAU2 STEEP1 STXBP2 SUZ12 SYN3 TACR1 TBXT TCAP TFEC TINAGL1 TM4SF20 TNNT2 TPT1P8 TRAC TSPAN12 UBQLN3 UPK1A USP2 WFDC1 WRN ZIC4 ZNF695 ZNF696 ZWILCH PRC2_SUZ12_UP.V1_UP https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/PRC2_SUZ12_UP.V1_UP AATK ACAP1 ACE ACTA1 ACTL8 ADIRF AGO4 ALDH1A2 ALDH1A3 ALX4 ANKRD46 ANXA2P3 AOC4P ARL4C ATXN1 BFSP1 BMP3 BRDT BTN3A2 C1orf21 C2orf27A CA11 CA6 CAB39L CACNA2D3 CALML4 CBL CBX7 CBX8 CCDC87 CCK CCL18 CCNK CCNT1 CD70 CDADC1 CFB CH25H CHST11 CIDEA CLEC4E CNPY4 COCH COL13A1 CTSS CXCR3 CYP1B1 CYP4F12 DACH1 DCBLD2 DCP2 DNAJC12 DOK2 DYNC2LI1 ECM2 EDN1 ELANE ERAP2 ERMAP ERO1A ETV4 FAT2 FCHO1 FCN2 FGF6 FGF9 FMNL1 FOLR3 GAB2 GAD2 GATA1 GGT5 GIMAP4 GMIP GPC6 GRIN2C GRP GUCY1A1 HBEGF HIGD1B HR IFNA1 IL1RL2 IPCEF1 ITGA2 KCNJ15 KCNN4 KIAA0319L KRI1 KRT15 KRT81 LCAT LCE2B LCP1 LIME1 LYPD1 MCTP1 MINAR1 MRS2 MT4 MTMR10 MTRF1 MYL3 MYT1 NEIL1 NGB NKX6-1 NMRK2 NPY4R NR0B2 NUP58 OPA3 OR7A10 OR7E47P OSTM1 OTUB2 PAQR6 PCBP3 PCSK1N PDE6A PINLYP PKD2L1 PLEK2 PLEKHA5 PMEPA1 POLM POMT2 POU2F1 PPFIA4 PPIEL PRKG2 PRKY PRSS50 PSMB8 PTCD2 PTGIR RBM4 REST RNASEL RPL3L SCG5 SCTR SEMA3E SERGEF SERPINB2 SETBP1 SLC13A3 SLC15A3 SLC39A2 SLC6A15 SLC6A9 SLCO4A1 SLPI SMPD2 SPIB SPTB SRPK3 SST ST18 STAB2 STAT5A TAS2R13 TET3 THNSL2 TMEM187 TMEM245 TNFRSF1B TOM1L2 TRAF3IP1 TRIM58 TRPC6 UCP1 UPK3B USP46 VILL WDR25 XK XPNPEP2 ZNF177 ZNF208 ZNF324 ZNF471 ZNF550 ZNF76 ZRSR2P1 PTEN_DN.V1_DN https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/PTEN_DN.V1_DN ABCA6 ACOX2 ACSBG2 ADAM2 ADCYAP1R1 ADGRE5 AGXT ALX3 ANKRD34C ANKRD53 ARL17A ASIP ATG16L1 ATP8B3 ATXN3L B3GALT5 B4GALNT1 BMERB1 BTBD18 C1QTNF1 C4BPA CA6 CAMK1 CAMK1D CAND2 CCDC68 CCL16 CCN6 CCT8L2 CD3D CDH10 CDH11 CDH22 CDO1 CHI3L1 CHST10 CHST7 CLDN10 CLDN14 COQ8B CORO7 CPLX2 CXCL11 CXCR6 CYP4F11 DEFA4 DGKB DMP1 DNASE1L2 DUOX2 EIF1AY EMP3 ETV5 FARP2 FBXO17 FCN3 FGR FJX1 FMNL1 FOLR3 FOSL1 FST GABRB1 GALNT14 GJA10 GNG11 GPM6A H4C4 HAAO HEYL HLA-DMA HLA-DPA1 HLA-DPB1 HLA-DQB1 HLA-DRA HLA-DRB1 HLA-DRB4 HMGCS1 HMGN5 HOXB1 HPCAL4 HS3ST1 IFNA21 IL17A IL18RAP IL19 IL1RL1 INPP4B ITIH3 KCNIP1 KCNJ10 KCNJ4 KCNMB3 KIAA0087 KLHL28 KLRD1 KRT14 KRT23 KRT81 LCP1 LILRA6 LIN7A LINC-PINT LUM MAGEC2 MAMLD1 MATN3 MC4R MINAR1 MLANA MRPL41 MSX2 MTUS2 NDST3 NEB NMRK2 NOL10 NPPB NR3C2 NRN1 OLFM1 OPRM1 P2RY14 PAH PDC PIK3C2G PNMA3 PON3 PRKX PROX1 PRSS2 PRSS3 PRTN3 PSMB9 PTEN PTENP1 PTPRCAP PYCARD RARRES1 RBIS RFPL1S RFTN1 RLN2 RSPH14 SCN10A SELL SEMA4D SERPINA10 SERPINB2 SERPINB3 SERPINE2 SETD1A SGCE SH3BGRL SLC14A1 SLC22A18AS SLC5A4 SPRR2C ST8SIA3 SUGCT SV2B SV2C TAS2R10 TBX1 TBX3 TENM1 TGFA TLE6 TMEM262 TMPRSS6 TNR TPPP3 TSPAN7 TWIST1 UGT2B17 UGT8 ULBP1 VIM WNT16 XK ZNF132 ZNF556 ZNF667 ZRSR2P1 PTEN_DN.V1_UP https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/PTEN_DN.V1_UP ACSS3 ADGRB2 ADRA2A ADRA2C ALOX5AP AQP1 ARHGDIG ASPN ATP6V1B1 AZU1 B3GAT1 BCL2L14 BDNF BMP10 BMP7 BMPR1B C11orf16 C2 C5 C8orf17 CAMTA1 CAPN11 CCDC102B CCN5 CCNP CD1E CD27 CDIP1 CDKL2 CELSR2 CHRNB1 CLEC1B CLPS CLTCL1 CNR2 COL15A1 COL26A1 COPG2 CPVL CSH2 CYB5R2 CYP11B1 CYP26A1 CYP39A1 CYRIA DCC DEFA5 DEFB1 DMRT1 DOK5 DSG3 EDN1 EEF1A2 EFNB3 EPHA4 EVI2A FAM30A FCER1G FGF1 FNBP1L GABRA5 GADD45G GAL3ST1 GALR3 GDF10 GEMIN7 GGTLC2 GJC2 GLT8D2 GNAO1 GPER1 H1-6 HOXB2 HOXC8 HOXD1 HPR HS3ST3B1 HSPA12A HTN1 HTR1B HTR2C IFNA17 IFNA4 IFNA6 IL33 INHBB INSL4 IRF9 ITGB2 JAG1 JAM3 KALRN KANK3 KCNH7 KCNQ4 KIR2DL4 KLK8 KLRC4 LAMC3 LGALS13 LHX2 LRCH1 LRRC19 LYPD1 MACROH2A2 MAL MAP3K5 MEFV MIA MMRN2 MSC MSMB MTARC2 MX2 MYBPC1 MYO15A MYOT NAP1L3 NEUROG1 NFASC NGB NR2F1 NREP NTNG1 NYNRIN OR1A2 OSGIN1 P2RX6 PAGE4 PAX3 PCDHA5 PCDHB12 PDZK1 PFKFB4 PGR PLCE1 PLPPR4 PRDM14 PRG3 PRKAR2B PRKN PRR16 PRSS50 PSPH PTPRJ PTPRZ1 RARB RASL12 RBP3 RGS2 RSAD2 RTP4 SCEL SELENOP SHC2 SIT1 SLC16A7 SLC26A4 SLC30A10 SLC6A1 SLC9A2 SORBS2 SPOCK1 SPOCK2 SPTA1 SRA1 SSBP2 TCF7L1 TCHH TEC TENT5C TGFBR3 TLE1 TMEM151B TMLHE TNNT3 TONSL TSPAN2 TUBB2B TUSC3 TXNIP UCHL1 VCAM1 ZBTB10 ZNF22 ZNF613 PTEN_DN.V2_DN https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/PTEN_DN.V2_DN ABLIM2 AHSA2P AKAP5 ANXA10 AP1G2 AP4M1 APBB1IP APOLD1 ARHGAP33 ARHGEF40 ASB7 ATF5 ATP11B BAHCC1 BAMBI BARD1 BARX2 BATF3 BCOR BMP4 CBX7 CCDC88C CEBPA CHST12 CLEC7A COPZ2 COQ8A CORO2B CRBN CRIP2 CRYAA CYP11B2 CYP20A1 DDX31 DDX3Y DHRS2 DLX2 DYRK4 ELANE ENC1 ENTPD7 EVA1B FABP6 FANCA FCAR FES FGFR3 FOXH1 FRAT1 FRMD1 GFM1 GPR3 GPRC5C GTF3C5 GUSBP11 H3C4 H4C5 HBA2 HCLS1 HIVEP3 HNF1A HOXB13 HOXC5 IRS4 IZUMO4 KCNE2 KLHL11 KMT2D KRT23 KRT7 LINC00339 LOXL1 MAFK MAGOHB MAP3K5 MAPK3 MEGF8 MGA MID1 MRC2 MT1M MXD3 NDOR1 NECTIN3 NEO1 NIPAL3 NOS3 NR4A2 NREP NRTN NUDT18 NVL OGDHL OR2H1 PCSK1N PIDD1 PLAG1 PLEKHO1 PRMT7 PTEN RASA3 RBM4 RECQL4 REPS2 RGS2 RIBC2 RIC3 RIT2 RPGRIP1L RPS4Y1 SCGN SELENOP SERPINA6 SERPINH1 SGK1 SMAD7 SPDEF SPDL1 SPHK1 SSTR5 ST6GALNAC2 STMN1 TACC2 TBX3 TERT TEX13B TGFBI THEM6 TMEM176A TRAF2 TRPM4 TUBB1 TUBBP5 TULP1 UCP3 UNC119 VPS50 WASHC3 WIPF1 ZFY ZNF124 ZNF446 ZNF574 PTEN_DN.V2_UP https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/PTEN_DN.V2_UP AGPAT4 AHSP AKR1B10 AKR1C3 ALDH1A2 ALDH1A3 ANGPTL4 ANKMY1 ANO2 ANXA3 APOL3 ARHGDIB ARHGEF5 ARL4C ARVCF ATP2B2 BBC3 BIRC3 BNC2 CA5B CASP4 CCL16 CD86 CEACAM21 CEP41 CHAC1 CHRDL1 CHRM4 CLIP4 CLPB COL13A1 CPA4 CSF1 CTNNBIP1 CUEDC1 CXCL8 DEFB126 DENND2A DGCR11 DNAJB5 EHF EMP1 ERN2 FYB1 G0S2 GK3 GLRA2 GMIP GNA14 GPM6A GPR183 GPR87 GRID2 GVINP1 GYS2 HSPA4L HSPB7 HSPB8 HTR1B IL11RA IL17A IL1B IL32 IL4R IL7R JUN KCNJ3 KLHL28 KLK10 KRT15 KRT32 KRT75 KRT8P12 LAMA3 LCN2 LIG4 LIPG LOXL2 LPAR1 LSP1 MC3R MIR22HG MON1B MPV17 MYL10 NAALAD2 NAV3 NID2 NNAT NOL4 OR12D2 OSGIN1 OTUB2 OVGP1 P2RY2 PC PCSK7 PLAU PLPP3 PRKY PTGDS PTGS2 RHBDF1 RND1 RTN1 SAMD4A SATB1 SECTM1 SERPINA5 SERPINB5 SH3BGR SLC1A3 SLC2A4 SLC66A3 SLCO1B3 SLITRK3 SPAM1 SPIB SPOCK1 ST3GAL4 TBX5 THBS4 TIGAR TMEM127 TNFRSF10C TNFRSF10D TP53I3 TRIB2 TSHB ULK4 UPK2 UTRN VAMP5 VPS13C WT1-AS ZMAT3 ZMAT5 ZNF549 ZNF668 RAF_UP.V1_DN https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/RAF_UP.V1_DN ABAT ABCA12 ABLIM1 ACKR3 ADGRG1 AGR2 AK4 AK4P3 ALCAM AOPEP APBB2 ARL3 ARMC9 ARNT2 ASCL1 AUTS2 B3GALNT1 BAG3 BAMBI BCL2 BMERB1 BTBD3 BTG3 CA12 CALB2 CALCR CASK CAV1 CBFA2T3 CCDC170 CCDC22 CCDC6 CCN5 CCND1 CELSR2 CHST15 CLIC3 COL9A3 CPE CRABP1 CRNKL1 CRYBG1 CSTA CSTF2T CTNNAL1 DDIT4 DIDO1 DKK1 DLC1 DLG5 DNAJC12 EFNB2 EGR3 EIF2S3 ELAPOR1 ELOVL2 ENAH EPB41L2 EPB41L4B FAM216A FAM234B FANCF FOS FRAT2 FTO FTSJ1 GALC GAPVD1 GDAP1 GFRA1 GHR GPATCH2 GPC4 GPD2 GPER1 GREB1 GTF2I GULP1 H4C8 HSPB8 ID1 ID2 IFT57 IGF1R IGFBP2 IGFBP4 IGFBP5 IL24 INPP4B INPP5F IRS1 IRX5 JAK2 JMJD1C KDM6A KITLG KYNU LIN7C LPGAT1 LRIG1 MAFB MDK MED13L MEGF9 MGP MICB MINPP1 MPDZ MSMB MXI1 MYB MYBL1 MYLK MYO10 MYO1B NEDD4L NPY1R OSR2 OSTM1 PALLD PCGF3 PCSK6 PDCD4 PDGFRL PDK3 PDZK1 PGR PKP4 PLCB1 PLCB4 PLK2 PLS1 PMAIP1 PMP22 PPM1E PPP1R3C PTBP2 PXDN RASGRP1 RHOBTB3 RND3 ROBO1 RRN3 S100A14 SATB2 SCUBE2 SDC2 SELENBP1 SERPINA3 SGCG SH3BGRL SHQ1 SHROOM2 SIDT1 SLC16A1 SLC19A2 SLC1A1 SLC24A3 SLC39A8 SLC6A14 SLC7A2 SMAD7 SNAP23 SOX3 SOX4 SOX9 SPIN1 STC2 SYTL2 TBC1D16 TBC1D30 TCF12 TCN1 TFAP2A TFF1 TFF3 TFPI TGFB2 TGIF2 THADA TM4SF1 TMEM268 TMPRSS3 TRPS1 TSC22D3 TSPAN3 TTC39A UGDH VAV3 WASF3 ZBTB10 ZHX2 ZNF32 RAF_UP.V1_UP https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/RAF_UP.V1_UP AAK1 ABCC3 ABCC4 ABHD6 ACOX1 ACSL1 ACSL4 ACYP1 ALAS1 ALPP ANGPTL4 ANKMY2 ANKRD6 ARHGAP26 ARHGEF3 ASPH B3GNT3 BACE2 BLNK BPGM C1GALT1 C4orf19 CABYR CAMK2N1 CAPN2 CAPN6 CAPRIN2 CAST CCR1 CD44 CDC42EP3 CDK18 CEBPD CEP70 CERK CGA CLDN1 CLMN CORO1A COTL1 CREB3L2 CRIM1 CRISPLD2 CSGALNACT1 CYP1B1 CYRIA DBNDD2 DHRS7 DHTKD1 DSC2 DUSP4 EGFR ENPEP EPAS1 ERAP1 ETV5 FAM13A FBXO3 FCHSD2 FERMT2 FGF1 FYN FZD5 GABBR2 GALNT12 GAREM1 GATA2 GCLM GJA5 GLRX GM2A GNAI1 GNE GPR37 GRAMD2B GRB10 HACD1 HBEGF HEG1 HERC5 HPGD HSD17B11 HSD3B1 HSPA2 IMPA2 ITGA6 ITGB6 JAM2 KAT2B KCNN4 KCTD12 KHDRBS3 KLF6 KLHL7 L1CAM LAIR2 LAMC1 LRP5 MALT1 MAP3K5 MAPRE2 ME2 MICAL2 MICU1 MORC4 MPZL2 MSX2 MTMR11 MTMR2 MYCL NAV2 NDC80 NEDD4 NFE2L3 NMI NMT2 NMU NPC2 NPL NR4A3 NTAN1 NUAK1 OPN3 OPTN OSBPL1A P3H2 PARVA PDE4D PEG10 PER3 PGM1 PHYH PKD2 PLS3 PPARG PRKCH PRPS1 PSMB10 PSMB9 PTER PTGER4 PTMS PXDC1 PYGL QPCT RASL11B RCAN1 RNF144A RRAS2 RSAD2 S100A8 S100A9 S100P SAT1 SCARA3 SCCPDH SCG2 SDCBP SEPTIN10 SEPTIN6 SERPINI1 SGCE SGPP1 SKAP2 SLC2A6 SLC31A2 SMAGP SOCS2 SPRR3 STS SYNE2 TBC1D2 TBC1D2B TBC1D8 TCIM TEAD1 TES TFPI2 TLE2 TMSB15B TNFAIP8 TNFRSF21 TNNT1 TSPAN12 TUBB2A UGT8 UPK2 UPP1 VGLL1 VTCN1 VTN XYLT1 ZNF331 RAPA_EARLY_UP.V1_DN https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/RAPA_EARLY_UP.V1_DN ABTB2 ACTR1B ACY1 ADGRE1 ADH6 ALDH1B1 AOC3 APBA3 ARHGAP4 ASMTL ATG2A AXL BBC3 BCAT2 BCKDK BRMS1 CACNB4 CAV3 CBX4 CCDC85B CDH12 CDH22 CHKB CIB2 CIT CNKSR2 COBLL1 COG5 COL10A1 COL9A1 COL9A2 CRIP2 CRMP1 CRY2 CYP2A7 CYP2F1 CYRIA DDN DPH1 DSG1 DUSP14 DUSP2 EDDM3A EDRF1 EIF4EBP1 ENG EPHB4 ESRRA F10 FAM168A FAM182B FARP2 FLOT1 FLT3LG FOXI1 FTO FXYD1 GABRB1 GALNS GALR3 GBF1 GDPD5 GFRA2 GLUL GNAT1 GNRH2 GPR12 GPT GRIN1 GRM1 GRM2 GRN GUCA2B H4C14 HAAO HDAC6 HLA-E HLCS HSPA1A IFI27 IGFBP3 IL11RA IL12RB1 INPP5J ITPKC KCNQ1 KDM4A KDM4B KISS1 KRT17 KRT4 LGALS3BP LHB LMNA LTB MAP1A MARK2 MEP1A MET MGST2 MICU1 MID1 MINK1 MOG MROH5 MSMO1 MTMR2 MTMR3 MYCN NAGPA NCAPH NCF1 NFE2L1 NHERF1 NHLH1 NR2F1 NUMA1 NUP42 OR2J2 OSBPL2 OVOL1 PAX2 PCBP4 PCSK2 PDZK1IP1 PHYHIP PINK1 PISD PLEKHO2 PLPP3 PLXND1 PNPLA4 PPY PRELP PRH2 PRKCE PSD PSMA7 PSMD13 PTCH1 PTGS1 RAB5B RBMS1P1 RBMY2AP RNF167 ROR2 RPL29P17 SCCPDH SCO2 SEC16A SELPLG SF3A2 SF3B1 SLC22A14 SLC49A3 SMAD9 SMAP1 SNAPC4 SNTA1 SNTB1 SOS1 SOX10 SPRR1B STK11 SYNGR4 TACR1 TAF4 TFAP2A TH THOC1 TNN TRIM22 TROAP TSPAN4 VENTXP7 WDTC1 WFS1 WNK1 XRCC1 YIPF2 YTHDF3 ZBTB6 ZNF175 ZNF3 ZNF799 ZNRF4 RAPA_EARLY_UP.V1_UP https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/RAPA_EARLY_UP.V1_UP ACOX3 ADCY10 ADGRB2 ADGRE5 ADRA1B AEBP1 ALOX15 AMOT ANK1 ANPEP ARHGEF15 ASMT ASPH ASTN2 ATF6 ATG13 ATP2C2 AVPR2 B3GNT6 BAP1 C2orf72 CACNA1C CASK CBX5 CCDC88C CCDC9 CCNG2 CDC42EP2 CDH4 CDK10 CDON CEBPA CES1 CHD5 CHRD CLCC1 CLDN14 CLK1 COL5A2 COL6A1 CTBP2 CTSD CTSF CYP11B1 CYP4A11 DAGLA DLX5 DNAH3 DRD3 EFNA5 ERVK-28 ESRRB ETV2 FABP7 FAM50A FGFR2 FKBP1A FOXJ1 FPGS FRAT2 FSCN1 FZD9 GABRB2 GAPDHS GAS8 GATB GMDS GML GNG12 GPR182 GPR31 GREB1 GRIN2C GRPR HBP1 HCRTR2 HERC3 HIVEP1 HLA-DRB6 HMBS HOXD10 HPGD HSPB6 ICOS IGKV1OR1-1 INS IRF7 ISG20L2 ITGA5 ITGAE ITPKA KCNC4 KIAA0040 KLK6 KMT2A KRT13 KRT14 KRT19 L1CAM LDOC1 LINC00563 LINC01138 LST1 MATN1 MPO MPPED1 MYRF NCOA1 NDST2 NINJ1 NKX2-8 NPY NRL NUCB1 NUDCD3 OLFML2A P2RX7 PAQR4 PARM1 PART1 PDE1B PDE2A PDE4A PDE5A PHKA1 PIGO PIP5K1B PLA2G5 PLEKHA6 POM121L1P PPIP5K1 PPP3CA PRG2 PRKCG PROP1 PTGDR PTGIR PTH2R PTK6 PTPRD RAD9A RETREG1-AS1 SCN2B SHC3 SLC22A18AS SLC25A42 SLIT1 SNCG SSH1 SST SSUH2 ST8SIA3 STUM TCP10L3 TCTA TGM4 TICAM1 TIMP2 TLE3 TMSB4Y TNFAIP2 TRIM38 USP9Y VGF VPS11 VSIG4 VTN RB_DN.V1_DN https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/RB_DN.V1_DN ACKR3 ADAM12 ADAMTS1 AGR3 AGRN ANKFY1 ANKRD40 ANXA11 ANXA6 ARL1 ATF5 BASP1 BCCIP BHLHE40 BNC1 BST2 C18orf32 CALCB CAP1 CAV1 CD44 CD9 CDC42SE2 CDIPT CELSR1 CHAC1 CISH COL18A1 CREB3L2 CST9 CTNNAL1 CTSC CYTH1 DDIT3 DDIT4 DDX3Y DKK3 DNAJC4 DUSP14 DYNLL1 EEIG1 EFL1 EIF4E F2RL1 FEZ2 FHL1 FLNA FURIN GADD45A GJB2 GOSR2 GPR15LG H19 H2BC17 H2BC4 HS3ST1 HSPA5 IGFBP3 IL33 IRX4 LAMB3 LAMC2 LAMTOR3 LCE1F LGALS9 LIFR LMAN1 LRRC4 MICAL2 MMP13 MMP9 MOXD1 MSMO1 MVP MYADM MYORG NDRG1 NEDD9 NFIL3 NKAP NOCT NSDHL P4HA1 PDCD6 PDGFB PLXNA2 PMVK PPBP PPP2R1B PRKAR1A PSMB10 PSME1 PSME2 RASL11B RB1 RHOV RPS2 S100A16 S1PR5 SARAF SEC23A SH3BP5L SLC7A3 SLC7A5 SLCO2A1 SMIM3 SQLE ST8SIA2 STARD3NL STC2 TLL1 TMCC3 TMEM140 TMEM42 TMEM50B TNC TRAPPC12 TUBA4A UBA5 UNC119B UROS USP18 WNT3 RB_DN.V1_UP https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/RB_DN.V1_UP AAAS ACOX3 ADA ADGRE1 AHCY ALPK3 ARTN BAZ1B BBC3 BTG2 CCNE1 CCNE2 CLN6 CRIP2 CTDSP1 DCT DCXR DDIT4L DNA2 DNAJC9 DNASE1L1 DNMT1 DUOXA1 EI24 EPHX1 FBP1 FXYD6 GAB3 GANC GCLM GNB1L GRB7 GRM8 HAT1 HES1 HEY2 ID1 IER2 IFT27 IL36RN LCMT1 LYNX1 MAN1B1 MANSC1 MAPK13 MCM6 MCM7 MDM2 MRE11 MRPL45 MRPL49 MSH6 MYC NANS NME4 NOXO1 NUDT5 NUMBL NXT1 OVOL2 PALMD PCBP2 PCDH10 PCNA PDXP PEX11B PKHD1 PLA2G6 PLEKHA6 PLXNB2 PMM1 PMS2 POLD4 POLE2 PPM1M PRIM1 PRKAB1 PRKCE RAD51C RAD54L RFC3 RPA1 RRM2 SFRP1 SIVA1 SLBP SLC24A1 SLC2A8 SLC2A9 SLC35B2 SLC7A7 SMARCA1 SNAP25 SPICE1 SPOCK1 ST3GAL4 STMN1 STUB1 SULF2 TGM1 THRA TIMELESS TIPIN TKFC TMEM54 TNFRSF18 TNFSF9 TPRA1 TUBG1 TYRP1 UBE2T UCK1 VPS16 ZFP30 ZSCAN22 ZW10 RB_P107_DN.V1_DN https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/RB_P107_DN.V1_DN AARS1 ACADVL ACP5 AIMP1 AKAP9 ANXA1 ANXA4 AP3D1 APTX ARL1 ARPC1B BCCIP BDH1 BIN3 BLCAP BSDC1 C3orf70 CAP1 CBR4 CCDC90B CHAC1 CLIP4 COA5 COASY COG6 COQ9 CRABP2 CTSL CXCL12 DAD1 DDIT4 DENND11 DGAT1 DYNLL1 EDN1 EFL1 EIF3C ELOVL1 ELOVL6 ERCC3 GALNT11 GBE1 GJB2 GLRX GNG12 GPR15LG GSTA4 GUCA2A H2BC4 HIGD2A HSD17B12 HSPH1 IARS1 IDNK KRT79 LACTB2 LAS1L LPAR3 LPCAT3 LPGAT1 MBNL3 MOGS MTRES1 MYO1D NARS1 NFE2L1 NFE2L2 NIPSNAP1 NME7 NMI NRBP1 NSUN2 NUCB2 PAFAH1B3 PANK1 PDCD6 PEX19 PEX3 PGD PHF8 PIK3R4 PINX1 PLEKHA7 PLK3 PMM2 POLR1E POLR3G POMP POR PPA2 PPBP PRND PRSS12 PTPN9 PTPRE RARS1 RBM8A RDH11 RHOU RNF25 RSRC1 S100A16 S100A8 S100A9 SAR1B SCD SIGMAR1 SLIRP SLPI SPG11 SRI STAT6 STX7 SYTL1 TARS1 TDRD7 TLR2 TMA16 TPRG1L TXN2 TXNRD3 UBA5 UBE2G2 UBE3B UNC119B UROS RB_P107_DN.V1_UP https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/RB_P107_DN.V1_UP ABAT ACTG2 ANAPC11 ASF1B BEX2 BGN BICC1 BLVRB CA2 CCNE1 CCNE2 CCNF CD248 CD81 CDC25B CDC45 CDH11 CDH2 CDK2 CDKN1C CENPH CENPK CES5A CHAF1B COL16A1 COL1A1 COL1A2 COL5A1 COL6A1 COL6A2 COX6B2 DCLRE1A DCT DHFR DNA2 DNAJC9 DUSP1 DYNLT1 E2F1 E2F8 EDN2 EFS ETHE1 FANCA FANCL FBLN2 FBLN5 FBN1 FEN1 FKBP10 FSTL1 GINS4 GMNN GSTM2 GTSE1 H1-10 H2AZ2 HEXD HMGN2 INCENP IPO9 KCNA1 KHDRBS3 KIF4A LCK LGALS3BP LIG1 LOXL1 LYPD1 MAD2L1 MCM2 MCM5 MCM6 MCM7 MFGE8 MRGPRF NAA40 NCAPH NELFE NRM NXT1 ORC6 PAQR4 PCNA PCOLCE PIDD1 PML POLD1 POLE POLE2 PRC1 PRDX4 PRIM1 PRIM2 PTMA RBPMS2 RFC2 RFC3 RFC5 RHEBL1 RPA1 RPA2 RPA3 RRM1 RRM2 S100A4 SAMD10 SERPINF1 SI SIVA1 SLBP SLIT3 SNCG SPIRE2 SRPX2 STMN1 SYCE2 TAGLN TCF19 TCFL5 TEK TMEM119 TMEM45B TRPM1 TRPV2 TSSC4 TUBG1 TYRP1 VEGFB WDHD1 RB_P130_DN.V1_DN https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/RB_P130_DN.V1_DN ABCG2 AKAP9 ANKFY1 APPL1 ARHGAP24 ARRDC4 ASB13 ATAD1 ATOSB ATP6AP2 ATP9B AVL9 B2M BLTP3B BNC1 BNIP3 C3orf70 C9orf72 CAPZA2 CASP6 CHMP1B CLIP1 CLU COPB1 CSDE1 CTSB CTSC CTSK CXCL12 CYBC1 DDX1 DDX3X DDX46 DEFB1 DNAJC1 DNAJC7 DSP DSTYK DYNC1I2 EBPL EIF2S2 EIF3J EOGT ERAP1 ESF1 EVI5 FAM32A FBXO28 GABRP GADD45A GAS5 GDPD3 GJB2 GLO1 GNAI3 GNS GPR15LG GUCA2A HACD2 HK2 HLA-G HSPA1B HTRA1 IDH1 IDI1 IFITM10 KDM5B KIF16B KLK6 KLK7 KRT6C KRT79 LAMP1 LAMP2 LARP1B LGALSL LIFR LLPH MFN1 MORC3 MYORG NAB1 NCL NEAT1 NECTIN4 NRARP OLR1 PARP9 PCDHB17P PLBD1 PNRC2 PPP4R3B PRPF38B PYROXD1 RAB24 RAB8B RAP2C RASA1 RB1 RCN1 RHOV RNASET2 RRAGA RRAS SCAMP1 SCEL SEC23A SEC24C SELENOK SH3BP5L SLC10A6 SLC2A1 SLC35F6 SMIM14 SNX2 SOX21 SPG11 SPOP STAT1 STAT6 TFB2M TMEM123 TMEM140 TMEM87A TOMM34 TXLNG TXNDC9 TYW5 UBXN4 USP18 USP47 VDR VOPP1 WDR26 ZDHHC20 ZMPSTE24 RB_P130_DN.V1_UP https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/RB_P130_DN.V1_UP ABCG4 ALK ANAPC5 AQP5 ART1 ATP2A1 ATP2A3 AURKA AURKB AVP B4GALT4 BIRC5 C11orf71 CACNG4 CARD19 CASP7 CCNB2 CDC7 CDK1 CHCHD6 CHCHD7 CMTM7 COL11A2 COQ8A CRB3 CRLF1 CRTAC1 CUEDC2 CYBA DCTPP1 DUSP13 EFTUD2 EIF1B ELOF1 ENKD1 ERG EXOSC2 FADS2 FAM187A FAM220A FGF10 FOXI1 FST GC GFER GLIS2 GPN3 GREM2 GRTP1 H2AL3 HINT1 HMGA2 HYAL3 ICA1 IER3 KAZN KIF20A KIF22 LITAF LSM4 MBD3 MIGA2 MRAS MYG1 MYLK MYOZ2 NKD2 NKX2-8 NPPB NSMCE1 NXNL1 ORC1 OXLD1 PARS2 PCSK5 PDZK1 PF4 PIMREG PIWIL1 POLD2 POLR2I PPP1R15B QTRT1 RABEPK RACGAP1 RAD51D RASA4 RASD1 RASGRF1 RENBP RGL3 RGS16 RHOJ RIPK3 RSPH9 RUVBL2 SDF2L1 SELENOH SEMA5B SEMA6B SGSM3 SIM1 SIM2 SLC11A1 SLC13A2 SLC22A3 SLC29A1 SLC43A3 SLC7A9 SNN SNRPB SNTA1 SPATA13 STAT5B STMN3 SULT1B1 TAL2 TEAD1 TINAG TK1 TRAF2 TRAF4 TWIST2 UBE2C USP13 VSIG2 WNT2B ZBTB12 ZBTB17 ZNF428 RELA_DN.V1_DN https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/RELA_DN.V1_DN ADGRE1 ADRA1D APCS ATP6V0A4 AVP BMPR1B C1orf21 C5AR2 C7 CA9 CALY CAPN9 CCNK CD247 CD53 CDON CH25H CHIT1 CLCN1 CLDN6 CRISP2 CST1 CUBN CXCL10 CXCL11 CXCR3 CYTIP DCSTAMP DLK1 DNAJC15 DNMT3A DSG3 DUOX2 ECEL1 EGFL6 ERC2-IT1 F13B FMO5 FTCD GCNT1 GDF5 GNMT GNRH2 GPER1 GPR3 GSTM1 H2AC8 H4C13 H4C2 HAS1 HDAC9 HOXD3 HRC HSD17B1 HTR3A HTR3B IDUA IL17RB IL2RG IL7R KCNA2 KCNJ1 KCNJ15 KCNK5 KLF8 KLK11 KLK7 KNL1 KRT1 L1CAM LCE2B LGALS4 LUZP4 MBNL2 MC2R MECOM MMP16 MST1R MUC4 MYOC MYOM1 MYOM2 NECTIN1 NEURL1 NFE2 NNAT NPL NPY4R NRXN3 OR10H1 OXT P2RY6 PC PKLR PLA2G10 PRRG2 PRSS8 PSCA PSD PTN PTPN7 RAB30 RAMP1 RASA3 RBBP9 RBMXL2 RBP1 RFX2 RHOH SEMA3A SERPIND1 SEZ6L SIGLEC5 SLC12A5 SLC22A18AS SLC9A5 SPINK2 SPRY4 SRPX2 SSX1 STAG3 TACR3 TACSTD2 TAF13 TBX5 TEF TFDP3 TFEC TFF1 TMEM176A TNFRSF8 TNNI3 TPTE TRAF1 TXNRD2 UTS2 VEGFC WNT2 XPNPEP2 RELA_DN.V1_UP https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/RELA_DN.V1_UP ADAMTS13 AGPAT4 AP4E1 APBA2 APOB ATF3 ATP2A1 ATP5F1C ATP8A2 BCO1 BIN1 BPNT1 CCL2 CD38 CDHR5 CDK5R2 CDKN2B CELP CHST1 CLDN15 CLK1 CRB1 CRYGA CST5 CTF1 CYP26B1 DAPP1 DEFB1 DEPP1 DGKI DLGAP1 DNMT3L DUSP8 DYSF EFNA1 EGR1 EGR3 ESM1 ETFDH F3 F9 FGF17 FGF2 FHL5 FLRT1 FOS FOSB FOSL1 FXYD7 FZD9 GAD1 GADD45B GAS7 GHRH GJB1 GLS2 GLYAT GNRH1 GPR183 GPR85 GPT GRAP HOOK1 HTR1F IL1B INE1 INTS6 JUN JUNB KCNA1 KCNC4 KCNJ16 KCNQ4 KDM5D KLF10 KLF6 KMO KMT2D LAMC2 LGMN LHCGR LILRP2 LMO7 MAGEB4 MAK MC3R MEP1B MS4A3 MTMR11 MYBPC3 NFIC NLK NOL4 NOVA1 NTS P2RY10 P2RY11 PAFAH1B2 PDE5A PDK1 PEX6 PGGT1B PIP PNLIPRP1 PODXL2 PPAN PPP1R15A PRDM11 PRKG1 PTGS2 RIPK1 RNF25 RNF39 RREB1 SAMSN1 SCG5 SIRPB1 SIRT4 SLC27A6 SLC6A14 SLC7A1 SNAI1 SNAPC1 SRCAP TANK TEX14 THBD TLX1 TNC TNFRSF9 TPMT TREX1 TRIM38 ULBP2 USP9Y VDR VEGFA VEGFB WASL WRNIP1 XCL1 ZFP36 ZFP36L1 ZFP37 ZNF165 ZNF222 ZNF286A ZNF324 ZNHIT2 RPS14_DN.V1_DN https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/RPS14_DN.V1_DN ACKR1 ADD2 ADGRA3 AGAP1 AGFG2 ALAD AOC2 APOBEC3A APOOL ARHGAP11A ART4 ASNS ATAD2 ATP1B2 B3GALNT1 BAG2 BAG3 BCAT1 BYSL C14orf132 CA3 CAD CBS CCNB2 CD320 CDC20 CDC6 CDCA3 CDR2 CENPE CHAC1 CHST5 CLCN4 CNN3 COBLL1 COLEC11 CRISP2 CRMP1 CYBRD1 DBH DDN DEPDC1 DGCR11 DLGAP5 DNAJA4 DOCK9 DYRK3 E2F8 ECT2 EIF2B3 ELMO3 EMP2 ENG ENSG00000291006 EPB41 EPCAM ERCC2 ERCC6L ESPL1 EXO1 EYA3 FBXO5 FICD FZD5 GAL GATC GCDH GEMIN4 GINS2 GLRA2 GPATCH4 GSTA4 GTF2H4 GUF1 HGH1 HMGN5 ID1 IL15RA IL7 INCENP IPO4 ISOC2 KANK2 KCTD20 KIF15 KIF20A KIF23 KIF2C KIF5A KLHL7 KRT13 LARS2 LGR4 LLPH LRRC20 MACROD1 MAMLD1 MANEA MCM10 MCM5 MDM4 MIPEP MKI67 MRPL12 MRPS2 MRTO4 MSH2 MTPAP MYBL2 MYH10 MYLIP MYO19 MYOC NCAPH NDC1 NEFH NID2 NLE1 NMU NOC3L NUP155 ORC1 PBK PC PCK1 PCOLCE PCSK7 PES1 PKLR PLK1 POLD1 POLR1F PRC1 PRMT3 PSAT1 PYCR1 RAP1GAP RASIP1 REPS2 RGS5 RPS28 RPUSD2 RRS1 S100A3 SERHL SH3TC2 SHMT1 SIRT4 SLC25A21 SLC29A1 SLC29A2 SLC31A1 SLC43A1 SLC6A8 SPHK1 SPTB SRD5A3 SRM SRR STEAP3 STMN2 SUV39H2 TBRG4 TFAP2B TGM2 THEM6 TK1 TLN2 TLX2 TMSB15A TPRA1 TRIM29 TRIP13 TSPO2 TUBB2A TUBB2B TUBG1 TUBGCP4 TWNK USP5 VARS1 ZC2HC1C ZNF74 ZNHIT2 ZNRD2 ZWILCH RPS14_DN.V1_UP https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/RPS14_DN.V1_UP ACKR4 ACTA2 ADA ADA2 ADAMDEC1 ADAMTS6 ADRA2A AIF1 ALCAM ANKRD1 ANPEP ANXA3 ANXA6 ARHGAP25 ARHGEF3 ARL4C ATP8B1 ATP8B4 AZU1 BCL2A1 BCL6 BIRC3 BST1 C3AR1 CACNB4 CALB1 CAPG CASP1 CCL1 CCL2 CCNA1 CD14 CD300A CD69 CD9 CDC42EP3 CDCP1 CDKN1A CEACAM6 CEACAM8 CELA2A CLEC2B CLEC5A CLEC7A COLEC12 CPM CR1 CRIM1 CROT CRTAM CSTA CTSG CTSH CTSS CXCL8 CYFIP2 CYP1B1 CYSLTR1 DCN DMXL2 DNAJC22 EGR3 ELANE EMP1 ENPP2 EPS8L2 EVI2A EVI2B F13A1 F5 FBN2 FLVCR2 FRY FUCA1 GDF15 GFI1 GJA1 GNAZ GNB5 GPNMB GPR137B GPR183 HCK HESX1 HEY1 HLA-DMA HLA-DMB HLA-DQB1 HLA-DRB4 HLA-DRB6 ICAM3 IFI16 IGFBP7 IGSF6 IL1B IL1RAP ITGAL ITGAM ITGAX ITGB2 JAG1 KBTBD11 KCTD12 KMO KYNU LECT2 LINC00461 LPXN LST1 LY75 LY86 LY96 MAF MARCKS MDFIC MNDA MPL MS4A6A MX1 MX2 MYO1F NCF2 NKG7 NR4A3 NYNRIN P2RY14 PADI2 PDE4D PDGFA PF4V1 PID1 PILRA PLA2G7 PLAU PLK2 PMP2 PRG3 PROM1 PRTN3 PTGDS PTGER4 PTPN22 PTPRE PTPRG PTPRO PYCARD RAB31 RASAL2 RASGRP3 RBM47 RCBTB2 RGL1 RHOB RIN2 RMST SASH3 SCN3A SDC4 SEMA3D SEPTIN10 SESN1 SFXN3 SH2D2A SH3BP5 SH3GL3 SIRPA SLAMF8 SLC31A2 SMAD3 SNTG1 SORL1 SPINK4 SPINT1 SPP1 SPTLC3 ST3GAL6 STX3 TAC3 TFEC TGFBI TIGAR TM6SF1 TNFAIP2 TNFRSF10C TNFRSF9 TRIM22 TRIM36 TYROBP VNN1 VWF ZMAT3 SINGH_KRAS_DEPENDENCY_SIGNATURE https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/SINGH_KRAS_DEPENDENCY_SIGNATURE ADAM8 AMPD3 AREG C1orf116 C6orf141 CLDN7 DAPP1 FAM83A FGFBP1 LAD1 LAMA3 LAMC2 MAOA MST1R PRSS22 SDR16C5 SEMA4B SH2D3A TGFA TMEM45B SIRNA_EIF4GI_DN https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/SIRNA_EIF4GI_DN ABITRAM ACYP1 ADIPOR2 AKAP10 ANKRD49 ATMIN ATP2B4 ATP6V0E1 BET1 C1QTNF1 C2CD2 C3orf14 CCL2 CDC6 CDH11 CDKN2C CDR2 CENPS CFTR COPS7A CSAG2 CYTL1 DCTN6 DUSP4 EIF5A2 ENOX2 FAM111A FCHSD2 FSTL1 FUT6 GH2 GJA10 H3C1 HLA-DPA1 HSD11B1 HSD17B12 IGF2BP2 IMPA1 ITGAE KIFBP LOXL2 MAGEC2 MAN2A2 MAP3K19 MAP4K3 MAPKAPK5 MBD5 MFAP5 MRGBP MRPL9 MYD88 MYO19 NEDD4 NEK7 NTAQ1 NUS1P3 OPN1SW PAPSS2 PBX3 PDCD10 PDE6D PDHX PMP22 PPME1 PSMC3IP PSME3 RAB1A RAB7A RARB RIMS2 RIPK2 RNF34 S1PR1 SCML2 SHCBP1 SLC17A7 SLC31A1 SLC43A3 SMURF2 SNX10 SP140L SPTSSA SRPK1 SRSF8 SSR3 STAG1 STAMBP SUPT20H TAF11 TANK TMA16 TMEM156 TMEM39A TRIP13 TRPC5 TXNDC9 UAP1 VPS54 SIRNA_EIF4GI_UP https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/SIRNA_EIF4GI_UP ADSL AFG3L2 ALDH7A1 ASAH1 ASS1 ATF3 ATP1A1 ATP5F1A BTG2 CA2 CAMLG CCN5 CCT4 CEBPD CORO1B CPNE1 CSDE1 CSE1L CTSC CTSH DAG1 DDX50 DDX54 DRG1 DTX4 ECI1 EID1 EIF3K EMC9 EPRS1 ESYT1 FBXO46 FCAR FRAT2 FXYD3 GIN1 GLUD1 GPR15 GSS HADHB HLA-B HSPB1 HSPD1 HTRA2 IGF2R INPP5D INTS13 KIF2A LAP3 LETMD1 LRPAP1 MAGEF1 MATR3 MIA3 MPV17 MRPS30 MTO1 NCAPD2 NDUFS8 NONO NQO1 NSG1 PAPSS1 PDHA1 PERP PMPCB PSAP PSME1 PTPN13 PYGL RMND1 S100A14 SAA1 SAMM50 SETDB1 SLC25A3 SLC25A5 SLCO1A2 SPART SPRR1A SPRR1B ST13 SUGCT SUN2 TCF25 TCTN1 THADA TNNT1 TRAF3IP2 TXNIP UBE2E1 UQCRC2 XPC ZBED1 ZFP36L2 SNF5_DN.V1_DN https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/SNF5_DN.V1_DN ABCA4 ACAA1 ACYP2 ANGPTL4 ANK3 ANKRD1 ANXA8 ARHGEF28 ATP8A2 ATP9A BNC1 C1QTNF1 CACNB4 CARD10 CBR3 CCR7 CD99L2 CDH10 CDKN2A CELF4 CHODL CHRNB1 CLCA1 CLEC1B CNTN1 CP CRCT1 CRMP1 CSGALNACT1 CTH CYP7B1 DES DIO2 DNAJA4 DPEP1 DSG2 DSP EBF2 EFEMP1 EFNA3 ENO3 ESR1 FABP4 FADS3 FAH FBLIM1 FGF13 FLT4 FLYWCH2 FOXD1 FOXG1 FRZB GABRB1 GATAD2A GDNF GPX3 GRIA3 HOXA5 HOXB9 HSD17B7 IL11 IL13RA2 IL3RA IRAG1 IRS4 ITGA3 ITGA7 IVL IZUMO1R KCNAB1 KIRREL1 KLK11 KNG1 KRT27 LMOD1 LOXL4 LTB4R2 LY75 MALAT1 MAPK13 MCUB MGST2 MMP10 MMP13 MMP3 MYH3 MYLK NFKBIZ NHERF2 NIPAL2 NNMT NPR1 NPR3 NSG1 OLR1 OTUD7A P2RX5 PANX1 PAPPA PCOLCE2 PDLIM5 PDZK1 PIP PKP1 PKP2 PPBP PRKAR1B PRKG2 PRSS12 PTPRK PTPRVP PTPRZ1 RAB3GAP2 RABEPK RAG2 RAPGEF3 RBP4 RCAN2 RFX3 RGS16 RGS5 RIMKLB RNF128 RPS6KA2 RRAD SH3RF1 SIM2 SLC16A3 SLC1A6 SLC30A4 SLC44A4 SLCO3A1 SMARCB1 SMIM10L1 SNCA SPEG STAR STK26 STMN4 SYTL2 TCIM TFPI2 TINAGL1 TMEM176A TMEM176B TMEM53 TNFRSF21 TNNT2 TPD52L1 TRAPPC6A TRAV38-2DV8 TRO UCHL1 VNN1 WFIKKN1 XIST YIPF2 SNF5_DN.V1_UP https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/SNF5_DN.V1_UP ABCE1 ABHD14A ABI3BP ACTL6A ADI1 AGTR2 AIF1 ANPEP APOD APOE AQP5 ARMH4 ASS1 ATP1B1 AURKB BUB1 C17orf49 C19orf48P C1QC C1QTNF3 C1R C1S C3AR1 CAVIN3 CCL3 CD109 CD48 CD52 CD53 CD68 CD9 CD93 CDO1 CFP CHD9 CIP2A CKAP2 COL15A1 COL26A1 COPS4 CORO1C CSF1R CX3CR1 CXCL10 CXCR4 DARS1 DCAKD DDX3X DDX3Y DENND4C DHRS1 DLK1 DTL EGFL6 EGR2 ELN ENPP3 EVI2A EVL EWSR1 FABP7 FBLN1 FBXO6 FCGR1A FDPS FGF18 FMOD FNBP1 FNDC1 FYB1 GABRQ GALC GBP1 GBP6 GOT1 GRK6 GTF2A1 GTF3A HAPLN2 HAT1 HJURP HLA-A IARS1 IER5L IFI44L IFIT1 IFIT2 IL5 INPP5B ISG20 ITGB2 KCNJ10 KIF20A KLHL42 LAMB2 LCP1 LGALS3BP LGR5 LHX2 LILRB1 LIX1 LMO2 LRP5 LSM2 LY86 MCM5 ME2 MEDAG MEST MLF2 MMP14 MRTFA MSX1 MT3 MYH1 MYH2 NCAN NCAPG2 NDE1 NRROS OASL OLIG1 OTULINL PIGP PITPNB PLCE1 PLD3 PLD4 PLEK PNN POFUT2 PPIL2 PPP4C PRPS1 PRRX2 PSMB8 PSMB9 PSMD8 PTPRC RABAC1 RBL1 RCC1 RIPOR2 RNF13 SCG2 SEMA4D SFRP2 SLC1A5 SLC2A3 SLC6A6 SMAD2 SOSTDC1 SOX2 SP110 SPI1 SRPX STOML2 TAP2 TAPBP TERF1 TGFB3 TIPIN TMEM106A TMEM267 TREX1 UBE2C USP15 VAMP5 VPS50 WAS ZMYND19 ZNFX1 ZWILCH SRC_UP.V1_DN https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/SRC_UP.V1_DN ABHD3 ACSL4 ACTL6A ADA ADGRE1 ADGRF1 ADH4 ANHX ANO7 ARL15 ARRDC3 ARSJ ATAD2 ATPSCKMT B3GNT3 C1orf159 C8B CA7 CAPN12 CARNMT1 CDCA7 CDK11B CENPH CENPS CERKL CHAC2 CHCT1 CLCA4 CMTR2 COBL COL8A1 COMMD9 COP1 COQ4 CPPED1 CSAD CTDP1 CWH43 CXCL5 DCAF17 DEPP1 DGCR11 DISP2 DPYD DTWD1 E2F8 EIF3CL EMB EREG EZH2 FAM153A FANCL FRMD4B GALNTL6 GDPD3 GFRA3 GINS1 GJB6 GON7 GRID1 GTF2H2 HOXB2 HS3ST3A1 IFI6 IFIT1 IFITM10 IL7R IRAK2 IRGC IRX5 IVL KCNMB3 KIAA1143P1 LFNG LIG1 LINC00842 LYPD3 MACF1 MAP3K6 MCM3 MCM4 MCM5 MEGF6 MGARP MIR17HG MMP1 MMP10 MMP3 MN1 MON1A MYSM1 NBEAL1 NDUFV1-DT NFKBIE NID2 NLRP8 NOL12 NPY5R NRP1 NYNRIN OTUD6B PAK3 PC PCDH19 PCDHB4 PHLDA2 PIK3C2B PIK3C2G PKP2 PLAT PLK4 POLR1A POP1 PPIL1 PRR19 PRSS33 PTBP2 PTGER4 RAB33B RACGAP1 RAP1A RARA RCBTB2 RFTN1 RNF168 RNF220 RRN3 RTN4IP1 S100A9 S1PR3 SANBR SCRN2 SEMA6B SERPINB2 SH3TC2 SLC12A5 SLC2A6 SLC7A14 SNX32 SOAT1 SPDYE1 SPNS3 SPRR1B ST8SIA2 STARD3 STK17B SUV39H2 SYT1 SYT15 TGM5 TMCO2 TMEM14A TMOD1 TREML1 TRIM73 TTC14 UHRF1 UNC119 UTS2R WASH3P WT1-AS ZBED2 ZNF135 ZNF3 ZNF436 ZNF451 ZNF628 ZNF721 ZNF782 ZNF789 SRC_UP.V1_UP https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/SRC_UP.V1_UP A1BG-AS1 AAAS AADAC ABTB1 ACAP1 ACY3 AGPAT3 AIM2 AMER1 ANGPTL6 APBA1 APC2 APOA5 ARRDC1-AS1 ASPSCR1 ATOX1 ATP6V1E1 ATP8A2 BAHD1 BCL2 BCRP3 BMF BRWD1-AS2 C19orf73 C2orf73 CABP2 CALML5 CAPS CASC22 CCDC65 CD70 CDRT15 CEACAM19 CFAP45 CFAP46 CFAP74 CHCHD10 CLDN9 CLIP3 COL26A1 COL4A4 COX4I2 CPLX2 CRTAC1 DCLRE1A DLGAP1-AS2 DLL3 DNAJC22 DTX2 DUOXA2 DYRK4 ENSG00000255240 ESR2 ETV7 FBLN2 FBXO44 FES FGF23 FMN2 FNDC4 FNDC8 FOS FOXO4 FUT5 GALK1 GAS6-DT GINS2 GP2 GPR15 GPR55 GPX5 GRWD1 GVQW3 HMX1 HPX IBA57-DT ICAM5 IGFALS IRF8 KCNH3 KCNQ1DN LAMC3 LAMP3 LCE3D LEKR1 LELP1 LGI4 LINC00112 LINC00628 LINC00661 LINC01667 LPO LYVE1 LYZL4 MAMDC4 MAPK8IP2 MATK MBD3L1 MED10 MIOX MLXIPL MMP16 MORN3 MRPS34 MTMR9LP NAALADL1 NAT8L NEU1 NKX6-3 NMRK2 NPC1L1 NUDT4B NYX ODAD4 OPRL1 OR1F1 PACSIN3 PCP4 PDZD7 PFKFB1 PI16 PIK3R5 PIN1 PLAAT4 POU3F2 PPP1R3B PRADC1 PRPS1L1 PRR3 PSG8-AS1 QPCTL RAB3A RFXANK RNASE1 RPRM SCARF2 SEC11C SH3BGR SLC22A6 SLC25A22 SLC25A23 SLC26A1 SLC35F4 SLC4A9 SMO SMTNL1 SOCS1 SPPL2C SRC SRMS STAB2 STAC3 SUGCT SULT4A1 SVBP SYN1 TAF3 TCEAL3 TECTA TFR2 TM4SF5 TMEFF2 TMEM106C TMEM11 TMEM255B TMEM88 TMSB4Y TMUB1 TONSL TOX3 TRIM15 TTC21A UBIAD1 VN1R2 VPS37D VWA3B WTIP YIF1B STK33_DN https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/STK33_DN ABHD14B ABLIM1 ACAP1 ACOX2 ACP6 ACY1 ADCY3 AFF3 AKR1A1 ALCAM ALOX5 ANKLE1 ANPEP ANTKMT ANXA3 APBB2 APEH ARHGEF26 ARMH1 ART3 ASL ASNS BACE2 BCL2 BDH2 BEND5 BEND6 BEX2 BMX BPI BPNT1 BSPRY BTLA BTN3A3 C10orf95 C12orf75 C16orf74 C1orf115 C2orf68 C3orf80 CA8 CACNA2D3 CAD CARS2 CAST CCDC125 CCDC26 CCL5 CCNJ CDA CDC42EP3 CDK8 CEACAM6 CEP57 CHML CHPT1 CLTCL1 CPXM1 CR2 CRYBG1 CYFIP2 CYP4F2 CYP4F3 DCHS1 DDAH1 DEFA6 DGKZ DHRS11 DNAAF3 DOCK8-AS1 DPH2 DSG2 EEF2K ELMO3 ELOVL6 ENDOD1 ENHO ENSG00000291006 ERVH48-1 F13A1 FAHD2A FAM117B FAM241A FANCE FBLN7 FBN2 FDXR FERMT1 FLT3 FTSJ1 GALNT12 GAS2 GJB2 GJB6 GPAT2 GPM6A GPM6B GPRASP2 GPT2 GZMA HES6 HGH1 HHLA2 HK3 HOXA10 HPDL HSD17B8 ID3 IL17D IL22RA2 JPH1 JPT2 KATNB1 KAZN KBTBD11 KCNN2 KHDC1 KIAA1143P1 KIT KLF5 KLRG2 LAMP3 LAMP5 LCK LGALSL LINC00926 LPAR3 LPCAT2 LRATD2 LRRK2 LYRM7 MANSC1 MAP3K15 MAP3K21 MAP4K1 MAPK14 MAPKAP1 MATN2 MBLAC2 MFSD3 MGAT4A MICAL2 MPRIP MREG MROCKI MS4A3 MTARC1 MTARC2 MTFR2 MTG1 MTR MTURN NDFIP1 NEO1 NFE2 NHLRC2 NHSL2 NLRC3 NR2F2 NUDT11 NXT2 OBSL1 OGDHL ORM1 OSBPL1A OXCT2 P3H4 PADI2 PALD1 PARP16 PAWR PCBD1 PCCB PCYOX1 PCYT1B PDCD2L PDGFRL PFKM PIGW PIK3CB PIK3R3 PIP4P2 PLCH1 PLPP6 PLS1 PLXND1 PM20D2 PNMA2 PODXL POGLUT2 POLD1 POLD2 POLR3B PPM1H PRAM1 PRKAR2B PROK2 PROSER1 PSPH PSTPIP2 RANGRF RASGRP1 RET RETREG1 RGS16 RIPOR2 RMI2 RNF144A RORB RRP15 RSAD1 RTL10 RXFP1 SATB2 SCD SCLY SERPINB10 SERPINB2 SETD7 SETMAR SH3GL3 SHISA2 SIDT2 SLC18B1 SLC25A32 SLC25A39 SLC26A8 SLC27A5 SLC35F1 SLC37A4 SLC38A5 SLC43A1 SLC8A1 SLC9B2 SLCO4C1 SLPI SPNS3 ST6GALNAC3 STAR STC2 STEEP1 STX11 SYDE2 SYTL1 TANC2 TCTA TENT5C TEX15 TMEFF1 TMEM143 TMEM243 TMEM45A TNFAIP8 TNFSF10 TNKS TPD52L1 TRAF7 TRHDE TRIM58 TRIT1 TRPC5 TSPAN2 TXNRD3 UAP1L1 UCA1 VARS1 VAT1L VCL VKORC1L1 VMA21 VPS13C WDR18 WDR36 WDR54 ZBED3 ZDHHC23 ZEB1-AS1 ZNF280C ZNF664 ZNRF3 STK33_NOMO_DN https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/STK33_NOMO_DN ABHD14B ABTB3 ACAP1 ACOX2 ACP3 ACY1 ADCY3 ADCYAP1 ADGRA2 ADSL AFF3 AGO4 AKR1A1 ALCAM ALOX5 ALX3 ANKLE1 ANPEP ANTKMT ANXA3 AP5B1 APBB2 APEH APOBEC3C ARG1 ART3 ASL ASNS ATP6V1C2 BACE2 BCL2 BDH2 BEND5 BEND6 BEX2 BHLHE22 BIK BIVM BMX BPNT1 BSPRY BTLA BTN3A3 C10orf95 C16orf74 C1orf115 C2orf68 CAMK1D CARS2 CCR10 CCR7 CD24 CDA CEACAM6 CHML CHPT1 CHRDL1 CILK1 CKMT1A CLEC5A CMTM8 CR1 CR2 CRYBG1 CYFIP2 CYP4F3 DDAH1 DEFA6 DGKZ DHRS11 DLX6-AS1 DOCK8-AS1 DOP1B DPAGT1 DSG2 EGLN3 ENHO ERVH48-1 EXPH5 F13A1 FAHD2A FAM117B FAM241A FANCE FBLN7 FBN2 FCGR3B FDXR FERMT1 FLT3 FMR1 FPR2 FTCDNL1 GALNT12 GALT GCH1 GDA GJB2 GJB6 GPAT2 GPM6A GPT2 GZMA H1-0 HCG11 HEATR5A HES6 HGH1 HHLA2 HK3 HNF4G HOXA10 HOXD13 HPDL HSPA4L IDNK IGLL1 IL17D IL18R1 IL18RAP IL22RA2 ITGB7 JDP2 JPH1 KATNB1 KAZN KIAA1143P1 KIT KLF5 KRT81 LAMP3 LAMP5 LCK LGR4 LINC00926 LINC00938 LPCAT2 LRRK2 LYRM7 MAGI2 MANSC1 MAP3K15 MAP3K21 MAP4K1 MAPK14 MAPKAP1 MATN2 MBLAC2 MFSD3 MFSD6 MGAT4A MICAL2 MOGS MROCKI MTARC1 MTFR2 MTG1 MTHFD2L MTR MTURN MZT1 NEDD4 NEO1 NHLRC2 NHSL2 NUDT11 NXT2 OBSL1 OSBPL1A OXCT2 PADI2 PALD1 PAWR PAXIP1-DT PCBD1 PCCB PCYOX1 PCYT1B PDGFRL PIGW PIK3R3 PIP4P2 PLCH1 PLEKHJ1 PLPP6 PLS1 PLXND1 PM20D2 PNMA2 POGLUT2 POLD1 POLD2 POLR2J2 PPP1R1B PRAM1 PRG4 PROK2 PROSER1 PRSS21 PSPH PSTPIP2 PTGER2 PTPRCAP RANGRF RASGRP1 RET RETREG1 RGR RMI2 RNF144A RORB RRP15 RTL10 SAMD13 SATB2 SCD SDK2 SELL SEMA3C SEPTIN1 SERPINB10 SETD7 SHISA2 SIDT2 SIRPB2 SLAIN1 SLC16A14 SLC16A4 SLC25A32 SLC26A8 SLC35C2 SLC35F1 SLC37A4 SLC39A14 SLC40A1 SLC43A1 SLC47A1 SLC8A1 SLC9B2 SOBP SOCS2 ST14 ST6GALNAC3 STAR STEEP1 STX11 SYDE2 TCEAL8 TCTA TET1 TEX15 THEM6 TIGD1 TMEM143 TMEM243 TMEM45A TMTC2 TNKS TOLLIP-DT TPD52L1 TRHDE TRIM58 TSPAN2 TUBBP5 TXNRD3 UCA1 USP44 VARS1 VAT1 VAT1L VKORC1L1 VMA21 VPS13C WDR18 WDR36 XAF1 ZDHHC23 ZEB1-AS1 ZNF280C ZNF623 ZNF664 ZNRF3 STK33_NOMO_UP https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/STK33_NOMO_UP A2M ABCA1 ABHD2 ACP5 ACSM3 ACVR1 ADAM28 ADAMDEC1 ADGRE2 AKTIP ANKRD12 APPL2 AQP9 ARID5B ARL4C ARL5B ARNT2 ARRDC3 ASPH ATG101 ATG14 AUH BBS12 BCL3 BCL6 BTBD7 BTG2 BTG3 C15orf48 C1QC C3AR1 C5AR1 CAB39L CACUL1 CADM1 CAMK2D CAPRIN2 CC2D1B CCDC71L CCL20 CCL4 CD300C CD80 CDC37L1 CFL2 CGRRF1 CLEC2B CLEC7A CLVS1 CNIH3 COL6A3 COQ10B CPEB4 CREBL2 CREBRF CRK CSRNP1 CTTNBP2NL CXCL1 CXCL2 CXCL3 CXCL6 CYP2E1 DAB2 DAPK1 DCANP1 DCSTAMP DDIT4L DENND1B DNAAF4 DNAAF9 DOCK4 DOLK DPP10-AS1 DPY19L4 DUSP1 DUSP5 EFNB2 EGR2 EGR3 ELK4 EMP1 EOMES EPAS1 FABP4 FAM114A1 FAM13A FAM199X FAM234B FBXL13 FBXO32 FCHO2 FCRLB FNDC3A FOS FOXQ1 GALNT4 GAN GASK1B GBP3 GCNT2 GDF15 GFPT1 GJA1 GLIPR1 GNA12 GNG11 GNPDA2 GPATCH2 GPNMB GPR137B GPRIN3 H2BC4 H2BC8 HACD4 HAVCR2 HBP1 HCAR3 HECTD2 HECW2 HINT3 HMOX1 HNMT HSD11B1 ICAM1 IER3 IFI16 IL10 IL10RA IL1A IL1B IL1R1 IL1R2 IL6ST IL7R IRS1 JAKMIP2 JUN JUNB KBTBD8 KCNJ15 KCNJ2 KCTD3 KDELR3 KIAA0232 KIFBP KIFC3 KITLG KLF6 KLHL28 KMO KYNU LACC1 LAMB3 LCOR LDAF1 LIMK1 LINC02003 LRRC25 LY6K LY96 MAFF MANBAL MAP3K8 MAP4K3 MEIS3P1 MERTK MGAT4B MIDN MIR21 MIR22HG MMP1 MMP10 MORN2 MTMR9 MTSS1 MYOZ2 NAMPT NCEH1 NEAT1 NECAP1 NKIRAS1 NPEPPS NR1D2 NRAS NRP1 NUAK1 OLR1 OSTM1 OTUD1 P2RY14 PANX1 PELI1 PGBD5 PHLDA1 PID1 PINLYP PLAU PPBP PPCS PPP1R15A PPP1R3B PPP3R1 PSD3 PTBP2 PTGFRN PTPN3 PTPRO PTX3 RAB12 RAB8B RABL6 RASGRP3 REC114 RELCH RETREG2 RGS2 RHOB RIN2 RIT1 RNASEL RND3 RNF149 RNF19A SAMD9L SAR1B SCG2 SDC4 SEMA4D SEPTIN10 SETBP1 SGK1 SGPL1 SIGLEC9 SIPA1L2 SLC11A2 SLC12A6 SLC24A3 SOS1 SPRED1 SQSTM1 ST3GAL1 STAM2 STC1 STK17B STX12 STX6 SYNJ1 TBCEL TDO2 TFEC TGIF1 THAP1 THBD TLR1 TLR6 TM6SF1 TMEM255A TNFAIP6 TNFSF15 TPSAB1 TREM1 TRIM23 TRIP11 TTC30B TUBB2A TWF1 UBE2W UBE3C UEVLD ULK2 UNK UPP1 USP53 VWA5A WBP2 WDR19 WDR20 WHAMM WNT5A YES1 ZBTB18 ZCCHC14 ZEB2 ZFP36 ZFP36L1 ZIC2 ZMYND11 ZNF222 ZRSR2P1 STK33_SKM_DN https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/STK33_SKM_DN ABHD14B ABLIM1 ABO ACAP1 ACOX2 ACP6 ACY1 ADAMTS5 ADCY3 AFF3 ALDH1L2 ALOX5 ANKLE1 ANKRD2 ANPEP APBB2 ARHGEF26 ARMH1 ASL ASNS ATP8B2 BACE2 BANK1 BCL2 BEND5 BEX2 BFSP2-AS1 BICD1 BMP2K BMX BPI BPNT1 BTLA C10orf95 C1orf115 C2orf68 C3orf70 C3orf80 C4orf19 CA8 CACNA2D3 CALD1 CAMK4 CARS2 CAST CC2D2A CCDC125 CCDC187 CCDC26 CCL5 CCR2 CD3D CDA CDC42EP3 CDH7 CDK8 CEMIP CHML CHPT1 CLTCL1 CPED1 CRIM1 CRIP2 CRIP3 CRYBG1 CTSLP3 CXCL16 CYFIP2 CYP4F3 CYP7B1 DDIT4L DEFA4 DHRS11 DHRS9 DNAAF3 DPH2 DPP10-AS1 DZIP1 EEF2K ELOVL6 ENSG00000291006 EPHX2 FAM117B FAM186B FAM241A FBLIM1 FERMT1 FLT3 FOXP2 FRMD5 GABRA4 GABRA5 GALNT12 GAS2 GBX2 GPM6B GPR37 GPR84 GPRASP2 GPX7 GRB10 GRB14 HBA2 HGH1 HMGA2 HSD17B8 ICAM3 ID3 IL12RB2 INAVA INTS14 JPH1 KAAG1 KAZN KCNN2 KCNN3 KHDC1 KIT KLRG2 KRT23 LAMB3 LILRA2 LINC00926 LINC01913 LINC02239 LPAR3 LRATD2 LRRC34 LRRK2 LYRM7 MANSC1 MAPK14 MARCKS MCTP2 MOCOS MREG MS4A3 MSRB3 MTARC1 MTARC2 MTG1 MTR MTURN MUSTN1 MYO1B N4BP2L1 NFE2 NHSL2 NID1 NKX1-1 NLRC3 NPR3 NR2F2 NUDT11 OBSL1 OGDHL OR2W3 ORM1 OXCT2 P3H4 PADI2 PARP16 PAWR PCBD1 PCCB PCDH8 PCGF2 PDCD2L PDGFRL PFKFB1 PFKM PHACTR3 PIK3CB PIP4P2 PLCH1 PLS1 PODXL POGLUT2 POLD2 POLR3B PPM1H PPP1R3C PRAC1 PRDM11 PRKAR2B PROCR PROK2 PRSS1 PRSS50 PRTG PSPH PWP2 PYROXD2 RAB27B RAB38 RANGRF RAPGEF5 RGS16 RIPOR2 RPL3L RSAD1 RXFP1 SBDS SCD SERPINB10 SERPINB2 SERPINB8 SETMAR SH3BGRL2 SH3D19 SH3GL3 SHISA2 SLC18B1 SLC25A32 SLC35F1 SLC39A3 SLC43A1 SLC6A15 SLCO4C1 SLITRK5 SLPI SNTB1 SORL1 SPIB SPNS2 SPNS3 SPP2 SPRY1 STAR STBD1 STC2 STING1 STK33 SV2A SYDE2 SYNJ2 TANC1 TANC2 TBC1D30 TBL1Y TEAD4 TEKT2 TENT5C TEX15 THBS4 TMEFF1 TMEM143 TMEM144 TMEM243 TMEM273 TMEM45A TNFAIP8 TNFSF10 TONSL TPD52 TPD52L1 TRAF7 TRIT1 TSPAN13 TUBA4A TXNRD3 UAP1L1 UCA1 VCL VKORC1L1 WDR18 WDR36 YDJC ZBED3 ZDHHC23 ZEB1-AS1 ZFP57 ZMYM6 ZNF134 ZNF488 ZNF829 STK33_SKM_UP https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/STK33_SKM_UP ACSL6 ACTA2 ADAM28 ADM ADORA3 AFF4 AMMECR1 AMN1 ANXA1 APPL2 ARHGAP42 ARID5B ARL5B ARRDC3 ASB2 ASPH ATRX BAZ2B-AS1 BBS12 BCL2A1 BCL3 BCLAF3 BMF BTBD7 BTBD8 BTG2 C5AR1 CALHM2 CCL4 CCN3 CD101 CD36 CD53 CD58 CD86 CD9 CDC37L1 CDK2AP1 CDKN1A CDKN1C CEP19 CFL2 CLDN1 CMTM1 CMTM3 CPEB2 CPEB4 CREB5 CREBRF CRK CTSK CYBB CYBRD1 CYTH4 DAAM1 DNAAF4 DNAJB4 DNAJC15 DPY19L4 DUSP1 DUSP5 DUSP8 DYNC2LI1 DYNLT5 EGR1 EMP3 ENSG00000268403 EPB41L5 ERMAP ERRFI1 ETV1 EVI5 FABP4 FAM131A FAM177A1 FAM20C FCAMR FCHO2 FCHSD1 FGD4 FGL2 FGR FNBP1L FOS GBP2 GBP3 GCNA GDPD1 GK3 GLIPR1 GNG11 GPR132 GPR135 GPR137B GPR137C GPR183 GPR34 GPR65 H2AC11 H2AC16 H2AC17 H2AC6 H2AC8 H2BC11 H2BC21 H2BC3 H2BC4 H2BC5 H2BC8 H3C1 H3C10 H3C11 H3C12 H3C2 H3C7 H4C8 HBEGF HECW2 HINT3 HMOX1 IFI16 IL10RA IL15 IL1A IL1B IRF1 IRF9 ITGB8 JUNB KCNJ2 KITLG KLF6 KLHL28 KMO LCOR LFNG LGALS1 LINC02910 LMBRD2 LPAR6 LPXN LRRC37A2 LY96 MAFB MAP2 MATCAP2 MFAP3 MFAP3L MFSD9 MIDN MILR1 MIR21 MIR22HG MIR646HG MIR663AHG MNS1 MORN2 MPEG1 MPPED2 MSS51 MXD1 MYBPH MYEF2 NAMPT NAPSB NBEAL1 NCF2 NECAP1 NFKBIA NFKBIZ NFXL1 NINJ2 NLRC4 NMNAT1 OLIG1 OLR1 OR52K3P OSBPL11 P2RY14 PALLD PHLDA1 PID1 PKIB PLAU PLCXD2 PLK2 PLXNB2 PPCS PPP1R17 PRKY PRTFDC1 PTPRM PTPRO RAB7B RASGRP3 RCBTB2 RESF1 RGCC RGS1 RGS2 RHOB RHOC RIT1 RND3 RNF141 RNF19A RNF19B RTN1 SAMD8 SANBR SERAC1 SETBP1 SGK1 SH2B3 SIPA1L2 SKIL SLC12A6 SLC38A6 SLC7A11 SMIM14 SNORA68 SNX16 SOWAHC SQSTM1 ST20 STAM2 STOX2 STX12 STX6 SUCNR1 SULF2 SYCP2 SYNJ2BP TBC1D8 TFEC TFPI TFPI2 TGFB1I1 THAP1 THBD TK2 TLR1 TLR10 TLR6 TMEM107 TMEM71 TMOD2 TMTC3 TNF TNFAIP2 TNFRSF11B TNFRSF21 TP53INP1 TP53INP2 TRIB1 TRIM23 TRIP11 TTC30B TTLL7 TWF1 TYROBP UBE2W UNK UNKL UPP1 VSIG4 VSIR WDR19 ZBTB6 ZCCHC14 ZFP36 ZNF117 ZNF254 ZNF407 ZNF432 ZNF675 ZNF682 ZNF718 ZNF763 STK33_UP https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/STK33_UP ABCA1 ABHD2 ACSM3 ACVR1 ADAM28 ADAMDEC1 ADM ADORA3 AFF4 AKTIP AMN1 ANKRD12 ANKRD40 ANXA1 APPL2 AQP9 ARID5B ARL5B ARRDC3 ASB2 ASPH ATG14 ATP2B1-AS1 ATXN1 AUH BBS12 BCL2A1 BCL3 BCL6 BMF BTBD7 BTBD8 BTG2 BTG3 BTN2A1 C15orf48 C5AR1 CACUL1 CC2D1B CCDC71L CCL4 CCN3 CD101 CD36 CD9 CDC37L1 CDKN1A CDKN1B CFL2 CLDN1 CLEC2B CLVS1 CMTM1 CMTM3 CNIH3 COL6A3 COQ10B CPEB2 CPEB4 CREB5 CREBRF CRK CSRNP1 CXCL1 CXCL2 CXCL3 CYBRD1 CYTH2 DAAM1 DAPK1 DNAAF4 DNAAF9 DNAJC15 DOCK4 DPY19L4 DUSP1 DUSP5 DUSP8 DYNC2LI1 EGR1 EGR2 EGR3 EMP1 FABP4 FAM177A1 FAM20C FCAMR FCHO2 FGL2 FNBP1L FNDC3A FOS FOXQ1 GALNT4 GAN GASK1B GBP3 GDF15 GFPT1 GJA1 GLCE GLIPR1 GNG11 GNPDA2 GPATCH2 GPR135 GPR137B GPR137C GPR34 GPR65 GPRIN3 H2AC17 H2AC6 H2BC21 H2BC4 H2BC8 H3C1 H3C12 HAVCR2 HBEGF HBP1 HECW2 HINT3 HMOX1 HNMT ICAM1 IFI16 IL10RA IL1A IL1B IL6ST IRF9 ITGB8 JUN JUNB KBTBD8 KCNJ2 KITLG KLF6 KLHL28 KMO KYNU LCOR LFNG LIMK1 LMBRD2 LPAR6 LRRC25 LY96 MAFB MAFF MANBAL MAP4K3 MATCAP2 MEIS3P1 MFAP3 MIDN MILR1 MIR21 MIR22HG MIR646HG MIR663AHG MMP1 MORN2 MPEG1 MSS51 MTMR9 MTSS1 MYOZ2 NAMPT NBEAL1 NCEH1 NCF2 NECAP1 NFXL1 NKIRAS1 NLRC4 NME7 NRP1 NUAK1 OLR1 OSTM1 OTUD1 P2RY14 PANX1 PELI1 PHLDA1 PID1 PKIB PLAU PLCXD2 PPBP PPCS PPP1R15A PPP1R17 PPP3R1 PRTFDC1 PTPRO RAB12 RASGRP3 REC114 RELCH RGS1 RGS2 RHOB RHOC RIN2 RIT1 RND3 RNF121 RNF141 RNF149 RNF19A RNF19B RTN1 SAMD8 SAMD9L SANBR SCG2 SEPTIN10 SETBP1 SGK1 SIPA1L2 SLC12A6 SLC38A6 SLC7A11 SMIM14 SNORA68 SNX16 SOCS6 SOS1 SPRED1 SQSTM1 ST20 STAM2 STC1 STX12 STX6 SULF2 SYNJ1 TDO2 TFEC TFPI TFPI2 TGIF1 THAP1 THBD TLR1 TLR10 TLR6 TMEM255A TMEM71 TNF TNFSF15 TP53INP1 TRAC TREM1 TRIB1 TRIM23 TRIP11 TTC30B TTLL7 TWF1 TYROBP UBE2W UNK UNKL UPP1 USP53 VSIG4 VSIR VWA5A WBP2 WDR19 WDR20 WNT5A ZBTB18 ZBTB6 ZCCHC14 ZEB2 ZFP36 ZFP36L1 ZMYND11 ZNF117 ZNF222 ZRSR2P1 TBK1.DF_DN https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/TBK1.DF_DN ACAP2 ADAM10 ADCY6 AFF4 AGFG1 AK4P3 AKAP9 ALDH3A1 ALDH9A1 AMMECR1 ANGPTL4 ANKFY1 ANKRD11 AP1AR APPL1 ARFGEF2 ARMC1 ATG2B ATP2B1 ATP6AP2 ATP6V1C1 BACH1 BCL2L1 BDH1 BLMH BMPR2 BNIP2 BPHL BPTF BRWD1 C12orf43 C1D C5orf22 CAMK2N1 CASP6 CAVIN2 CBFB CBX5 CBX6 CCND1 CCND2 CCNE2 CCNG2 CD2AP CDC27 CDCA4 CDK6 CDR2 CEP83 CHMP2B CLEC16A CLN5 CLOCK COASY COL17A1 COL4A1 COL4A5 COL5A2 COPS4 CRK CUL5 CXADR DCAF16 DCK DCP2 DDX60 DENND1B DICER1 DKK1 DNAJB14 DNAJC16 DNAJC3 DSC3 DSN1 EHF ELL2 ERAP1 ERLIN2 ESF1 ETNK1 EXOC5 EXPH5 FAM234B FLRT3 FNBP1L FOS FOXA2 GALNT11 GALNT3 GALNT7 GAS1 GEMIN4 GJA1 GNAI3 GNE GNPDA1 GOLGA2 GOLGA4 GOLT1B GTF2A1 GTPBP8 H1-2 H1-3 H1-4 H4C3 HIPK2 HIPK3 HMBOX1 HMGCS1 HNRNPA0 HOOK1 HOXA1 IDE IFIT1 IGF2BP3 IL1RL1 IL1RN IMPACT INSIG2 IRF2 ITCH ITGA2 ITGB6 KATNBL1 KCTD3 KDM4A KIF14 KIF3A KLF13 KLF5 KLF7 KPNA6 KTN1 LETM1 LIAS LIMS1 LMNB1 LMO4 LRIG2 LSM14A LUC7L3 MAOA MBP MED13L MFSD6 MIS18BP1 MPDZ MPHOSPH9 MRPS33 MSH2 MTA1 MTAP MTPAP MTR MYO6 NAA15 NAA35 NCOA3 NDUFA13 NEK1 NEK7 NF1 NFYB NIP7 NLK NME6 NRIP1 NSD3 NSMAF NUP58 ODF2 OSBPL1A OSBPL3 P3H2 PAFAH1B3 PANK3 PCBD1 PCYOX1 PDGFA PDHX PKP4 PLEKHA1 PLEKHA2 PLPBP PMAIP1 PMEPA1 PNISR POLR3B PPCS PPIG PRKD3 PRKRA PRRC2B PSMB8 PSMB9 PTGES RAI14 RALA RBBP5 RBM4 RCBTB1 RCC1 RFWD3 RFX7 RIDA RIF1 RIOX2 RLF RMND1 RNF5 ROCK2 RPAP3 RPS6KB1 RRN3 RRN3P1 RSF1 RSRC1 RXRA SCAF11 SCARB1 SEC63 SEMA3C SEPHS2 SERPINE2 SHTN1 SIKE1 SLC22A5 SLC25A13 SLC26A2 SLC35A5 SLC37A4 SLC39A8 SLC6A8 SLK SMAD5 SMARCA2 SMC5 SMG1 SMURF2 SNTB2 SNX15 SOWAHC SPDL1 SPIN1 SPRY2 SRPRA STOM SUSD6 TAF15 TBC1D10B TBK1 TCAF1 TCOF1 TEAD1 TERF2 TFAM THBS1 THOC2 TLN1 TMOD3 TNRC6B TRIM23 TSPAN5 TTBK2 TTI1 TTPAL UBE2W UBL4A UBXN4 UBXN8 UFL1 UGGT1 USP22 USP46 VRK1 YES1 YTHDF2 ZC2HC1A ZCCHC10 ZKSCAN1 ZNF395 ZNF557 ZNF654 ZNHIT6 ZWINT ZZZ3 TBK1.DF_UP https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/TBK1.DF_UP ABR ACVR1 ACYP1 ADAM8 ADCY9 ADGRE5 ADGRG1 AGO3 AKR1C3 ANKMY2 ANPEP ANXA6 AOPEP AP5Z1 ARAF ARAP3 ARIH2 ATF3 ATP10D ATP11B ATPAF2 AVL9 BBS1 BEX4 BID BTG1 BTG3 C1GALT1C1 C3orf14 C3orf52 CAMK2G CASP7 CCDC6 CCDC68 CCNJL CD83 CDC42EP3 CDIP1 CDK8 CGRRF1 CHD9 CHGB CHIC2 CIAPIN1 CIB1 CKB CLCA2 CLDN4 CNNM4 CORO1A CPTP CRABP2 CREM CRIP2 CSGALNACT2 CXCL2 CXCL8 CYBRD1 DAAM1 DAB2 DCUN1D2 DDAH2 DEGS1 DERA DIPK1A DLG3 DMTF1 DNAJB6 DNAJC17 DNMT3B DPY19L1 DUSP14 DUSP3 DUSP5 EFNA1 EML1 EMP3 ENDOD1 ENDOG ENO2 EOGT EPB41L4B EXTL2 FAT2 FERMT2 FEZ1 FKBP1B FZD6 G0S2 GALNT10 GALNT12 GARRE1 GCA GCC2 GCH1 GINS1 GNG11 GOLGA8A GOLPH3L GPHN GPR107 GPX2 GRINA GTF2E1 GTF2H1 HBEGF HMOX1 HSD11B1 HSPA2 IFT57 IGF1R IGSF3 IL1A IL1R1 INPP5F IQCK ISL1 ITGAV ITPK1 KCTD14 KLF11 LANCL1 LAPTM4A LINC00342 LIPG LIPT1 LPXN LRP12 LSM6 LSP1 MAP3K2 MAST3 MAST4 MCAT MCUB MEX3D MGLL MICA MINDY2 MINPP1 MMP9 MREG MRPL58 MRTFB MTCL1 MYBL1 NCK2 NETO2 NF2 NFIL3 NFKB1 NFKBIE NFYA NGFR NKAPD1 NME3 NRBF2 NT5C2 NUDT4 OCRL OPN3 OSBPL2 OSTM1 P2RX5 PAQR3 PASK PCLO PCTP PEG10 PELI1 PHF10 PHTF2 PID1 PIK3CD PIP4K2C PKNOX1 PLAU PLAUR PLEKHF2 PLPP2 PNP PPP2R3A PPP3CC PROS1 PRPF4B PRSS3 PTHLH PTK6 PTK7 PXDC1 PXDN RAB21 RAB29 RAB4B RABGEF1 RABIF RAD51AP1 RB1 RGS20 RGS3 RHOBTB1 RIN2 RIT1 RLN2 RNF103 RNF38 RNGTT RPL23AP7 RRAS RUNX1 S100A8 SAA1 SACS SAP30BP SCHIP1 SCO2 SERPINB13 SERTAD2 SH3TC1 SIRPA SLC2A10 SLC2A3 SLC30A1 SLC33A1 SLC35A2 SLC37A1 SLC38A6 SLC39A4 SLC39A6 SLCO3A1 SMCO4 SNAP23 SNCA SNX10 SNX11 SNX24 SPOCK1 SPRR1B SRPX STAM STEAP1 STEAP1B STX12 STX3 SWAP70 TBC1D13 TBPL1 TEX2 TFE3 TGFA TIMP4 TLCD3A TMED5 TMEM104 TMEM184B TMEM40 TMEM41B TMEM45A TMEM50A TNFAIP1 TNFAIP2 TNFAIP3 TNFAIP8 TNFRSF10B TNS3 TP53BP2 TP53I3 TP73-AS1 TPST1 TRAK2 TRAM2 TRAPPC2 TRIM36 TTC33 TUBA1A TUBB2A TUBBP5 TUFT1 UBA3 USP10 UXS1 VAMP3 VCAN WWTR1 ZC3H12A ZDHHC6 ZFYVE16 TBK1.DN.48HRS_DN https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/TBK1.DN.48HRS_DN ABCF1 AKAP8 ANKRD10 ATG3 ATP6V1D BCL2 BIRC2 BIRC5 BLTP2 BPHL CDK1 COASY COL4A1 CPNE3 CRYZ CTNNAL1 DCK DLD DUSP22 DUSP4 EGF GALE GNA15 GTF2A2 H2AZ2 HSPA1A IER3 IL13RA1 INPP4B ITGB1BP1 MAPK9 MSRA PAFAH1B3 PDGFA PDHX PLEKHJ1 PPOX PRKCQ PSMB8 RAD51C RALA RALB RGS2 ST3GAL5 STX1A TERF2IP TOR1A TRIB3 UFM1 XBP1 TBK1.DN.48HRS_UP https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/TBK1.DN.48HRS_UP APOE APPBP2 ARL4C BAMBI CALM3 CDK4 CDKN2A CEBPA CHEK2 CHMP6 CNDP2 CNOT4 COPB2 CXCL2 DDR1 DUSP3 ECD EDN1 FCHO1 FKBP14 FSD1 IGFBP3 KHDC4 LBR LRPAP1 MAP3K4 MLEC MTFR1 MYCBP MYLK OXSR1 P4HTM PIK3C2B PSRC1 PTK2 RBM15B RNMT SCP2 SDHB SLC11A2 SOX2 TEX10 TIMM22 TM9SF2 TMCO1 TP53BP1 UBE2J1 UBQLN2 UGDH ZMIZ1 TGFB_UP.V1_DN https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/TGFB_UP.V1_DN ACKR3 ADAMTS1 ADGRE3 ADRB2 ANGPTL4 ANKMY1 ANKMY2 AP1AR ARID5B ATRNL1 AVPI1 BAG4 BCL6 BDKRB2 BET1L BIRC3 BRME1 C14orf93 C18orf25 C1orf105 C8orf44 CAV3 CAVIN2 CCDC51 CDK2AP1 CDKN1B CHRND CHRNG CHST7 CITED2 CLEC2B COL4A1 CXADR CXCL1 CXCL2 CYP2E1 DUSP4 DUSP6 EHF EHHADH EIF2AK3 ENTPD7 EVI2A EYA4 FAM13A FAM234B FANCF FBXL14 FBXL15 FCN3 FGF6 FHL3 FNDC3B FOXO4 FRAT2 FRMD4B FRS3 FSTL3 GATA3 GCH1 GIT2 GNAI1 GNE GOLPH3L GPR39 GPRC5C H2AC17 HAPLN1 HILPDA HS3ST1 HSD3B2 HSF2 HSPG2 ID1 ID2 IFIT1 IFIT2 IFIT3 IFT74 IGFBP1 IL36G IRF1 IRF5 IRX5 ISL1 JADE2 KIF18A KITLG LGR4 MAP3K19 MAPKBP1 MINPP1 MIR22HG MITF MLYCD MN1 MPPED2 MRM1 MRPS6 MUSK MYBL1 NPAS1 NPEPPS NR2F2 NRSN2 NUDT18 NUDT6 NUFIP1 OR7A17 OSR2 OTUB2 PAQR5 PCBP3 PEX11B PEX12 PGBD5 PIK3R3 PLA2G12A PLEKHF1 PLXNA2 POLL PPP1R3D PRR15L PRX PSG2 PTCH1 PTGER4 PTX3 RAB11FIP2 RAB33A RAB38 RAI2 RASGRF1 RASL10A RBM47 RDH16 RGL1 RGS2 RIGI RIMS2 RNF43 RPP25 SAP30 SAV1 SCGB1D2 SEPTIN4 SERTAD2 SH3TC2 SKP2 SLC30A1 SLC35A1 SLC5A3 SMAD7 SMN1 SMPD2 SNAPC4 SPRY1 SPRY2 SSX3 STK38L SYBU TBC1D22B TBX19 TEK TF TFAP2A THBD TLR5 TM7SF3 TMCC2 TMEM131L TP53BP1 TRO TRPM4 TUFT1 UGT8 UPK2 VAV3 WNT8B YJU2B ZFP64 ZMYND8 ZNF184 ZNF292 ZNF395 ZNF512B ZNF652 ZNF696 ZNF74 ZPBP ZXDC TGFB_UP.V1_UP https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/TGFB_UP.V1_UP ABCG1 ABTB2 ACSBG1 ADAM22 AKAP12 ANK1 ANKLE2 ARHGAP12 ATF3 BCOR BHLHE40 BHMT BMPR2 BRDT CAPRIN2 CARF CASP5 CCDC93 CCN2 CD163 CD1E CDK17 CDKN2B CHST11 CHST3 CKMT2 CLCF1 COL16A1 CRYAB CSF1R CSNK1E CST6 CYP24A1 CYP26B1 CYP2J2 CYTH1 DACT1 DDC DGCR11 DLC1 DPY19L1 DYRK2 EDN1 ELK3 ELL2 EPHA4 ETS2 F2RL1 FAT4 FERMT2 FGB FGF1 FLT4 FNBP1L FOXD1 FOXF2 FZR1 GADD45B HCAR3 HLX HRH1 HS3ST2 HTR1D HYAL1 ID3 IGLV2-14 IL11 IL19 IL1RL1 IRS1 ITGA5 ITGB6 JADE3 JAM2 JMJD1C JMJD6 JUN JUNB KANK1 KCNN4 KDM6B KHDC1 KIR2DS2 KLF10 KLF4 KLF7 LARP6 LEMD3 LIF LIPG LMCD1 LRP12 LTBP2 LYPD1 MAFB MAP3K4 MAS1 MATN1 MED18 MISP MLXIP MMD MPZL2 MRTFA MTRF1 MYBPC2 NCOR2 NDST1 NFATC4 NGF NTF3 OVOL2 PAIP2B PDGFA PDGFB PDLIM4 PFKFB3 PHLDB1 PIK3CD PKIA PLEKHA1 PMEPA1 PMP22 POLR1G PPARD PPP1R13L PPP2R2B PRG2 PVRIG PXDC1 RAPGEF2 RCOR1 RGCC RGS11 RGS12 RHOB RNASE4 RNF126P1 RNF19B RRAD RUSC2 S100A3 SCHIP1 SEC14L2 SGK1 SHCBP1L SKAP1 SKIL SLC17A3 SLC26A2 SLC7A6 SLCO2A1 SMAD6 SMOX SMTN SMURF1 SMURF2 SNAI1 SOCS6 SPHK1 SPSB1 SSBP3 STC1 TAGLN TBC1D2B TBPL1 TBX3 TBXT TFEB THPO TLE3 TMC7 TMEM268 TNFAIP8 TNS4 TRIB1 TUBB4A TULP4 UBL3 UTP25 WNT11 WNT16 WNT3 WNT4 WNT7A YIPF5 ZCCHC14 ZFP36L1 ZNF654 VEGF_A_UP.V1_DN https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/VEGF_A_UP.V1_DN AASS ACADM ACE ADAM9 ADTRP AIMP1 AMD1 AMPH ANGPT2 AQP8 ARHGAP29 ARMC6 ASPH ATIC ATP13A3 ATP8B3 B4GALT5 BAK1 BAZ1A BCL10 BCLAF1 BIRC5 BUB1 BUB1B CACNA2D1 CBL CCDC86 CCL23 CCNB1 CCNB2 CCNE1 CCNH CD8B CDC27 CDC42EP2 CDC45 CDKN3 CEBPZ CENPA CENPE CEP131 CEP170 CHM CKS2 CNTFR CPA3 CRYZ CSE1L CTNNAL1 CYB561D2 DBF4 DDX21 DHFR DHX29 DKK1 DLEU1 DLGAP5 DNAJC13 EIF2S3 EPM2AIP1 EXO1 FABP4 FKBP5 FLT1 GABBR2 GATA6 GPR37 GPR4 H2BC15 HIRA HMMR IL1RL1 IL6 INHBB IPO5 ITGA2 ITGB3 KIF11 KIF22 KIF23 KLF9 LMNB1 LRP8 LRRC17 LRRFIP1 MACIR MAD2L1 MAFK MAP1B MAP3K7 MAPK6 MBD4 MCM4 MDN1 MEST MFAP3 MKLN1 MMP14 MMRN1 MPHOSPH6 MRPL19 MT1X MYO5A NBN NCOA3 NDC80 NEK7 NOC2L NR2F1 NRP1 NUDT21 NUP155 NUP50 ORC2 OSTF1 PAPOLA PCDH7 PGAP1 PHKA1 PLCL1 PLK4 PNN PNO1 POP1 POP5 PPIG PRKACB PRMT3 PRPF40A PSD3 PTPRD PTPRE PUM3 RAB3B RAP1A RASA2 RDH11 RECQL RFC4 RGS2 RGS4 RGS5 RIF1 RND3 RNF6 ROM1 RP2 RPGR RRM2 RRP12 RRS1 SACS SAT1 SCAF11 SEL1L SERPINB2 SETBP1 SKIC3 SLC30A9 SLC4A7 SLC7A2 SMC4 SPAG5 SPTLC2 STEAP1 STIP1 SULT1B1 TFAM TGFBI THOC2 TLE3 TMEM259 TMPO TNP1 TRAPPC8 TRIM25 TRMU TSPAN8 TTK TWF1 UAP1 UCHL3 UFL1 UGP2 USP13 VEGFC VRK1 XRCC4 YES1 ZC3H15 ZNF117 ZNF124 ZNF253 VEGF_A_UP.V1_UP https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/VEGF_A_UP.V1_UP ABCA4 ABCB10 ABHD3 ADARB1 ADORA2A AKAP3 AKAP5 AKR1B10 ALDOB AMOT APOBEC3G ARC ARL4C ATF3 BMP8A CABP1 CACNB1 CALCOCO1 CAMP CCDC22 CCDC57 CCL2 CCL7 CCS CD19 CD5 CD79A CFAP410 CHRNA1 CIC CLCN6 CLIP2 CLIP3 COL11A2 COLQ CORO2B CPA1 CRYGC CRYGD CSHL1 CXCL11 DBH DCX DDIT3 DDIT4 DENND3 DLG2 DSG2 DTX4 DUSP8 DYRK1B ECM1 EMILIN1 ENO2 ENO3 ENPP2 ENSG00000291006 ENTREP1 EPHX1 ETFB ETV2 EVX1 FBP2 FCGR2B FEV FGA FKBP6 FMO4 FMO5 FPGS GABRA5 GDF11 GLI1 GRIK2 GUCY2D HDAC5 HLA-DMA HMCES HOXB5 HS3ST1 HSD11B2 HSD17B8 HTR2A HTT ICAM1 ID2 IFT140 IL32 INPP5J IQCK IRF5 IRF9 IRS2 ISG20 ITGB4 ITIH4 ITM2A JCAD KANK3 KATNIP KCNC3 KCNMB1 KIAA0930 KMT2D LCAT LHX2 LMOD1 LONP2 LTB LY6E LYRM9 MATN2 ME3 MERTK MGAT5 MIA MMP2 MN1 MTMR11 MTSS1 MYL9 MYO1A MYO1F NAT8 NCF2 NEDD9 NFKB2 NFKBIE NINJ1 NKG7 OPRD1 OPTN OR7E24 OVOL1 P2RX4 PART1 PAX1 PER2 PHLDA1 PIN4 PKD1 PLA2G4C PLTP PPFIA4 PPL PPP6R2 PSMB8 PTGFR PTPRC PTPRJ PYY RAB40AL RBMX2 RELB RFNG RFPL1 RGS3 RHBDD3 RMND5B SDC4 SEMA5A SERPINA3 SH3BP2 SHC2 SHH SLC12A2 SLC22A2 SMG6 SPINK2 SPOCK3 SUPT6H TAGLN TCEA2 TCL1A THY1 TKTL1 TLL2 TM7SF2 TMEM8B TNFSF12 TNNC2 TNS2 TP53I11 TPTEP1 TRAF1 TRAF5 TUB TXNIP UBA7 UBE2L6 ZC3H7B ZCCHC24 ZNF205 ZNF76 ZNRF4 WNT_UP.V1_DN https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/WNT_UP.V1_DN AARD ABCA1 ABCC3 ACKR1 ACVR1B ADAM12 ADAM19 ADAM2 ADAR ADCY4 ADRB1 AGT AIRE AKR1E2 APC2 ASH2L ATP7B BIK BPGM C16orf89 CASQ2 CD44 CD48 CD5 CD79B CD93 CDO1 CEACAM1 CELF1 CFHR1 CLEC4D CLN3 CMBL CMPK2 CNTN1 COL9A1 CORT CPN1 CSF2RB CYBA CYTH1 DDX25 DDX46 DIO2 DNAJC11 DNAJC4 DNASE1L3 DPF3 EFNB2 EIF2AK2 ETV4 F10 FAAH FBXO8 FOXN3 FZD7 G0S2 GABRG2 GBP4 GFAP GGNBP1 GPATCH2 GPX3 GRIN2C GRM8 GSTA4 HAND1 HDGFL1 HDHD5 HES3 HEY1 HLA-A HLA-DMB HLA-DRB5 HLA-H HOXB5 HSD3B7 IFIH1 IGFBP6 IL12RB1 IRF7 IRF9 ISG15 KCNA2 KCNA3 KCNA4 KCND1 KDM5A KITLG KRT6C KRTAP3-1 LAMA1 LBP LGALS3BP LHB LHX1 LSR MAK16 MAP3K2 MAPK7 MEP1A MET MMP3 MRAP MYOG NAGK NCOA2 NEO1 NFATC2 NGEF NGF NMT2 NSMF NT5DC2 OAS1 OCLN OLFM1 PCDH7 PCDHA10 PCP2 PHOSPHO2 PIGN PIM2 PLA2G10 PLA2G1B PLXNA1 PPP1R1A PRH1 PTGS2 PTPN22 PXMP2 RAI2 RAMP3 RASD1 RSPH1 SDSL SEPTIN6 SERGEF SH2D2A SINHCAF SLC1A6 SLC22A18 SPRR2B ST3GAL2 ST6GALNAC6 STC1 STK11IP SYNGR4 SYT11 SYT8 TAL2 TANC1 TBXA2R TFR2 TGFBR1 TGFBR3 THBD TLR6 TNFRSF21 TNFRSF8 TNNI3 TRAPPC5 TSHB TSPAN5 TUSC2 UBR1 USP18 VEGFA VIM VPREB1 VWA7 YJU2B WNT_UP.V1_UP https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/WNT_UP.V1_UP A4GALT ACKR4 ADAM28 ADGRB1 ADGRG3 AKR1B1 AP1B1 AP1G2 AP2S1 ATP4B AURKB BCL7C BTG4 C8G CCDC86 CCL2 CCR3 CCR8 CD74 CD96 CDH5 CFC1 CHRNA7 CHRNB2 CKAP4 CKMT2 CLDN6 CLDN8 CLEC16A CLEC4E CNGA2 COL4A4 CPS1 CRMP1 CXCL1 CYP2E1 CYP2S1 CYP4A22 DBP DCC DHCR24 DNAJB13 DPYSL4 DTNB EDA ENTPD2 EYA2 F2R FABP5 FGF18 FICD FNTB FOS FOXK1 FPR2 FXYD3 GALNT11 GALNT6 GDF15 GHRH GJD2 GLI1 GNMT GRIN2D HES5 HOXD10 HOXD3 HPS4 HS3ST1 HTRA3 HYOU1 IGF2 IL12B IL6 INHBB INSM1 INSRR IRX3 ISLR KCNC3 KCND3 KCNJ9 KCNK4 KCNN1 KDELR2 KIFC1 KLRC1 KLRD1 KRT27 KRT86 KRTAP8-1 LANCL2 LCAT LCN2 LRG1 LTA LTB4R LYPD8 MAPK8IP1 MAPKBP1 MAPRE2 MAST2 MAZ MC1R MFAP2 MKLN1 MST1R MTF1 MYO5B MYOM1 MYRF NBL1 NEUROD2 NF1 NLRX1 NPY4R NTSR1 OLR1 OXT P2RY2 PDC PDYN PKIB PKLR PLA2G6 PLAC9 PMF1 POLD2 POSTN POU1F1 PPP1R3C PPT1 PRL PRSS29P PTPRO RAD9A RASGRP2 RBPMS RETNLB RNF112 RPAP3 RSPO1 SAA3P SDC4 SEMA5B SERPINF1 SETD6 SFN SLC7A2 SLN SNN ST8SIA3 STK36 STRN4 STS SYT3 SYT9 TCF3 TCF7L2 TEF TEN1 TFF3 TGFB1I1 THRB THYN1 TPK1 TSPO2 UBXN11 UGT8 UTF1 UTS2R VAMP1 VAX2 XCR1 ZFP92 ZNF358 YAP1_DN https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/YAP1_DN ACOX2 APOBEC2 C6orf58 CACNB4 CBLL2 CCDC87 CHCHD3 DOCK11 FICD GOLGA2P5 GPR50 GUCY2C HEY1 IL4R IQCF1 ITGA2 ITGBL1 KATNB1 LCA5L LIMD1 LINC00639 LONRF2 MOBP MYLIP MYO1B ORC2 PABIR3 PDIK1L PIGO PRCC RCC1L RFX1 RHBDL1 RNF227 SLC17A7 SLC6A5 SLC9A1 TAS2R7 TEX101 THNSL1 TIMP3 TSPY26P UGT2B4 VSNL1 WSCD2 XAGE2 ZBTB39 YAP1_UP https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/YAP1_UP ARHGEF10 BICRA C8orf48 C8orf58 CAMK4 CCDC8 CDIPT CDK14 CNP COX8A CYP4B1 DDB2 DENND10 DLX5 DRAM2 FAF2 FAM167A FLOT1 GTPBP3 KCNK12 LLGL1 MAML2 MOCS2 MSN MYLK NMRK1 NRAS PIERCE2 PRKACG PTPMT1 RAB40C RFTN1 RGCC RHOQ RPN2 SAMSN1 SEMA3C SHISA4 SHLD2 SIAE SNAP23 SNX7 STEEP1 TEAD1 WASHC4 YWHAZ ZNHIT6