AR_up_Hieronymus2006 ABCC4 ACSL3 ADAM7 C1orf116 CENPN EAF2 ELL2 FKBP5 GNMT HERC3 KLK2 KLK3 MAF MED28 NKX3-1 NNMT PMEPA1 PTGER4 TMPRSS2 AR_down_Hieronymus2006 CD200 GLRA2 MAN1A1 MAPRE2 PIP4K2B TNK1 AR_signature_Sharma2013 ABHD12 AGR2 EIF2B5 GFM1 MAD1L1 NDUFB11 NT5DC3 SEC61A1 SLC26A2 STIL TM4SF1 TNFSF10 TSPAN13 TYW2 XRCC3 NEPC_up_Beltran2016 ASXL3 AURKA BRINP1 CAND2 CARMIL3 DNMT1 ETV5 EZH2 GNAO1 GPX2 JAKMIP2 KCNB2 KCND2 KIAA0408 MAP10 MTCL3 MYCN NRSN1 PCSK1 PROX1 RGS7 SCG3 SEC11C SEM1 SEZ6 ST8SIA3 SVOP SYT11 TRIM9 NEPC_down_Beltran2016 AR ARHGAP8 CATSPERB CCND1 CIITA CREBBP CSDE1 CYLD DICER1 EFNA4 EPN3 EVPL FHIT FOXP1 GATA2 HERPUD1 HOXB13 KLK3 KLK4 LMAN1L MAPKAPK3 MMP2 MYH9 NKX3-1 NUP93 OPHN1 PAX8 PIEZO1 PRR5-ARHGAP8 PSCA RAB27B RB1 RBBP6 RGS10 RIPK2 SLC25A37 SLC44A4 SPDEF TC2N TRIM33 UPK2 NEPC_meta12_up_Tsai2017 APLP1 ASCL1 CCDC88A CDC25B CRMP1 DLL3 DNMT1 ELAVL3 ELAVL4 ENO2 FAM161A FANCL FGF9 IGFBPL1 INA INSM1 KCNC1 MIAT NKX2-1 NPPA NPTX1 PCSK1 PCSK2 PHF19 RNF183 RUNDC3A SEZ6 SH3GL2 SNAP25 SOX2 SRRM4 STMN1 TMEM145 TOX TUBB2B UNC13A NEPC_meta12_down_Tsai2017 ACP3 ADRB2 ALDH6A1 AR C1orf116 CCND1 EPHX2 ERGIC1 GLUD1 GRTP1 HOMER2 HOXB13 HPN ICAM3 KLK3 LATS2 NAP1L2 NKX3-1 PLPP1 PMEPA1 RGS10 RILPL2 SLC44A4 SLC45A2 SLC45A3 SPDEF STEAP1 STEAP2 SYNGR2 YAP1 ZBTB16 ZG16B SC.NE.PCa_up_Alshalalfa2019 ACTL6B ACYP1 ADCYAP1 ADD2 ARHGEF2 ASPM ASXL3 BAALC BEX1 BSN CA10 CACNA1A CAMK1D CCND1 CDCA8 CDH2 CDKAL1 CDKN2A CDKN2C CELF3 CELF4 CHD7 CHGA CHGB CHRNA3 CKS1B CLSPN CPLX2 CPT1C CRABP1 CRTAC1 CXXC4 DAND5 DCX DONSON DPYSL5 DSCAML1 E2F7 E2F8 ENO2 ERC2 ESPL1 EZH2 FRMD5 FYN GNAZ GPRIN1 GRP H19 HAUS8 HCN3 HOXB3 HOXD10 ITGB3BP JAKMIP2 KCNB2 KCTD16 KIF19 KLHL14 KNTC1 KPNA2 LHX2 LIG1 LMNB1 MAST1 MCM2 MCM3 MCM6 MLLT11 MYCN NAV2 NCAM1 NELL1 NFASC NOL4 NRCAM NRM NRXN1 PCSK1 PEG10 PGBD5 PLEKHG4B PRC1 PRELID2 PROX1 PSIP1 PSRC1 RAB3C RB1 RBM38 RFX2 RGS7 RNASEH2A RNF182 SCG2 SCG3 SCN3A SEZ6L SHOX2 SIDT2 SLC36A4 SLCO3A1 SNCAIP SRRM3 STX1A SULT4A1 SVOP SYP SYT13 TAGLN3 TIMELESS TLCD3B TNFRSF25 TOP2A TPX2 TROAP TUBA1C SC.NE.PCa_down_Alshalalfa2019 ACADSB ALDH1A3 AMD1 APLP2 ARHGAP6 ARHGEF37 ARHGEF5 BMPR1B CD9 CDYL2 CIB1 COLEC12 CPNE3 CPNE4 CREB3L4 CROT CRYL1 CSGALNACT1 CWH43 CYB561 CYP39A1 DHRS3 EHF ELL2 EMB EPN3 FKBP5 FOLH1 GALNT7 GASK1B GATA2 GLUD2 GRHL2 GUCY1A1 H2AJ IDH1 IL1R1 KLF9 KLK2 KLK4 LDAF1 LGALSL LTBR MLEC MLPH NFIX NHSL3 NOTCH2 NPPB NUDT4 PDGFA PEX11A PIEZO1 PLEKHH1 PNPLA4 PPM1H RAB27B RDH11 REST REXO2 RIPK2 RWDD2A SERINC5 SERP1 SETD7 SFT2D1 SFTA3 SGMS1 SH2D4A SLC35F2 SRXN1 STAP2 STEAP4 TACSTD2 TAOK3 TMEM184C TMEM192 TMEM87A TMPRSS2 TP53TG1 TRPM4 TRPV6 TUT7 VIPR1 WWP1 ZCCHC24 ZHX2 ZNF217 ZNF350 ZNF613 ZNF615 NEPC_Ostano2020 CHGA CRABP1 NEFM NOL4 SCG2 SLC35D3 SMPD3 SYT4 Adult_stem_cell_Smith2018 ACSL4 ADCY3 ADISSP AKR1B1 ARHGAP25 CACHD1 CCNB1IP1 CDCA7 CDK6 DDX46 DNMT1 DSE FAM216A FBL FCHSD2 FGD1 GMPS GPX7 HELLS IKBIP ILF3 JAM3 KANK1 LGR6 NAP1L1 NASP NKRF NOL9 NOTCH4 NUP107 PFKM PKD2 PLTP POGLUT2 PRNP PTPN14 PTTG1 RANBP1 RCC2 SAMD5 SLC16A7 SLC41A1 SLCO3A1 SUPT16H TCOF1 TMEM201 TMEM237 USP31 VSNL1 Prostate_basal_SC_up_Smith2015 BCL11B BNC1 CDH13 COL17A1 COL4A6 COL7A1 DLK2 KCNJ15 KCNQ5 KRT5 NOTCH4 P2RY2 PDPN PLCH2 ROBO2 TP63 VSNL1 WNT7A ZNF488 Prostate_basal_SC_down_Smith2015 ACP3 ANK1 ASRGL1 ATP10A BMPR1B C2 C4A CACNA1H CCK CCN3 CD38 CFB CLDN3 CLGN CNTNAP2 CP CPNE4 CTNND2 DLL4 DOCK11 DPP4 DTNA EEF1A2 ELOVL2 FBP1 FGF13 GSTA1 HMGCS2 KLK2 KLK3 KLK4 KRT20 LCP1 LTF MUC13 MUC2 MUC5B MYBPC1 NPY ORM1 PEBP4 PIGR PIP PKHD1 PKNOX2 PLA2G2A PRUNE2 PTPRD RAB17 RGS11 RIMS1 SCIN SERPINA3 SFTPA2 SLC15A1 SLC25A18 SLC34A2 SLC5A8 SLC6A14 SPINK1 SPON2 SYT7 SYTL2 TBXAS1 TFF1 TNFRSF11B TRPM8 TYRP1 WNK4 pEZH2_signature_Davies2021 BAMBI BICC1 BTG3 C1QTNF9 CAPN12 CDKL1 CHAC1 CHRM4 DKK3 EFCAB5 ERC2 FABP3 FGF22 GADD45G GFAP H2AC13 H2AC21 HPD ITPKA JAKMIP2 KATNAL2 KCNK7 LHX3 MAP1LC3A MTMR11 NCALD NCOA7 NXPH3 PHEX PPP1R1C RGS20 RGS6 RPL21 SLC45A2 SLC6A4 SLC7A5 SLC7A7 SNORA33 SNORA62 SNORA64 STK31 SYNE1 TBX20 TSSK3 TTC29 TTLL3 WDR38 WNT5A RB_loss_Ertel2010 AEBP2 ANAPC11 ANAPC5 ANGPTL2 ANLN ANP32B ARHGAP21 ARHGEF28 ASF1B ATM AURKA AURKB BIRC5 BRCA1 BRCA2 BUB1 CASP8AP2 CBX2 CBX5 CCNA2 CCNB1 CCNB2 CCNE1 CCNE2 CCNF CD34 CDC20 CDC25C CDC45 CDC6 CDCA3 CDCA5 CDCA7 CDCA8 CDK2 CDKN1C CDKN3 CDT1 CENPA CHAF1B CHEK1 CKAP2 CKS2 DBF4 DCK DDIT4 DEK DLGAP5 DNAJC9 DNMT1 DOK1 DTYMK E2F1 ECT2 EGR1 EI24 EIF4A2 ERCC5 ETV4 EZH2 FBLN1 FEN1 FEZ1 FOXM1 GMNN GTSE1 H2AZ1 HAT1 HELB HIP1R HMGA2 HMGB2 HMGB3 HMGN1 HMGN2 HNRNPC HNRNPD HNRNPR HNRNPU INCENP KIF11 KIF1C KIF20A KIF22 KIF23 KIF2C KLF4 KPNA2 LBR LIG1 MAD2L1 MCM2 MCM3 MCM5 MCM7 MDM2 MKI67 MRE11 MSH2 MTCP1 NAP1L1 NASP NCAPH NEK2 NUSAP1 ORC6 PCNA PDCD6IP PDGFRA PERP PHC1 PHF13 PLK1 PLK4 PLTP PML POLD1 PRC1 PRDX4 PRIM1 PSIP1 RACGAP1 RAD21 RAD51 RAD51AP1 RBBP4 RBL1 REV3L RFC2 RFC5 RPA1 RRM1 RRM2 SIVA1 SLBP SLK SMC2 SMC4 STMN1 TACC3 TARDBP TCF19 TFDP1 TK1 TMPO TOP2A TOPBP1 TRIP13 TTK TUBGCP3 TYMS UHRF1 UPF3B USP1 WAC WDHD1 XRCC1 ZMAT3 Cell_cycle_progression_Cuzick2011 ASF1B ASPM BIRC5 BUB1B CDC20 CDCA3 CDCA8 CDK1 CDKN3 CENPF CENPM CEP55 DLGAP5 DTL FOXM1 KIF11 KIF20A MCM10 NUSAP1 ORC6 PBK PCLAF PLK1 PRC1 PTTG1 RAD51 RAD54L RRM2 SKA1 TK1 TOP2A hESC_specific_Assou2007 CDC25A CHEK2 CLDN6 CRIPTO CYP26A1 DNMT3A DSCC1 DTYMK EPHA1 EPHX3 ETV4 GDF3 GINS4 GJC1 GPR19 HELLS HESX1 LIN28A LPAR4 MCM10 MYBL2 NANOG NCAPH NDUFAF7 ORC1 ORC2 POU5F1 PRDM14 PWP2 RBM14 RRP9 SLC5A6 TXLNG VRTN ZIC3 Cytokine_1_Markert2011 ABTB2 ACER3 ADM AKAP12 ALDH1B1 APOD ARID5A ARMCX3 ARMCX6 ASB5 ATF3 ATP10A AXL BBX CARMIL1 CASP3 CASP4 CCL3 CCL4 CCL5 CCND2 CCR7 CCRL2 CD274 CD40 CD69 CD86 CDKN1A CEMIP2 CH25H CITED2 CLCF1 CSRNP1 CSRP1 CXCL10 CXCL9 DAXX DCK DDX4 DHX58 DLL1 DOP1B DTX3L DUSP1 DUSP2 EGR1 EGR3 EHD3 EHD4 EIF2AK2 ELL3 FBXO39 FCGR1A FFAR4 FGL2 FOS FRMD4A FZD5 GADD45B GBP2 GBP3 GBP6 GCA GCH1 GEM GPR33 GPR85 GRHL1 GVINP1 HCK HSH2D HSPA1B IFI35 IFI44 IFIH1 IFIT2 IFIT3 IFITM3 IFNA1 IFNA2 IFNA4 IFNA5 IFNA6 IFNB1 IFNG IL12B IL12RB1 IL15 IL6 IRF7 IRGM ISG20 JUN JUNB KDR KLRK1 LAD1 LGALS3BP LGALS9 LTA MAP3K8 MARVELD2 MAX MITD1 MLLT3 MNDA MTHFR MYH10 NAMPT NFKBIZ NMI NOD1 NR4A3 NT5C3A OAS2 OAS3 OASL P4HA1 PALM2AKAP2 PARP11 PARP12 PARP14 PARP9 PCYT1A PDCD1 PFKP PGAP2 PI4K2A PIK3AP1 PKIB PLAUR PML PNP PPA1 PPM1K PROCR PSTPIP2 PTTG1 PYHIN1 RAB29 RASA4 RASGEF1B RASGRP3 RBL1 REL RIGI RIPK2 RNGTT RSAD2 RTP4 RUNDC3B SAMHD1 SCO1 SCT SEMA6D SERPINI1 SETDB2 SGCB SH3BP2 SINHCAF SLC25A22 SLC43A3 SLFN12 SLFN5 SOCS3 SP100 SPRED1 TAGAP TDRD7 TENT4A TIMELESS TLR3 TNF TNFSF10 TNFSF9 TOR1AIP1 TOR1AIP2 TOR3A TPST1 TRAF1 TREML2 UBE2L6 USP18 USP25 XCL1 XRN1 ZBP1 ZBTB5 ZC3HAV1 ZFYVE26 ZNFX1 ERG_fusion_consensus_Markert2011 AMPD3 ARHGDIB CACNA1D CADPS COL2A1 COL9A2 EIF5 ERG F5 GHR HDAC1 HLA-DMB ITPR3 KCNN2 KCNS3 LAMC2 MYO6 OCLN PDE3B PEX10 PLA1A PLA2G7 RGS10 TLE1 UBE2E3 ZNF3 iPSC_1_Markert2011 AASS ACTA1 ADAMTS19 ADD2 AKIRIN1 APOC1 APOE ARG2 ARHGAP42 ARID3B AUNIP CALB1 CBX2 CDH1 CDH3 CGN CGNL1 CLDN6 CLDN7 CNTNAP2 COBL COCH CORO2A CRABP1 CRMP1 CTSV CXADR CYP26A1 CYP2S1 CYYR1 DEPDC1B DMKN DNA2 DNMT3A DNMT3B DPPA4 ELAPOR2 EPCAM EPHA1 FOXA3 FOXH1 FZD5 G3BP1 GABRB3 GCNT2 GPR160 GRTP1 GULP1 HIC2 HOOK1 IGF2BP1 JARID2 KDR KLKB1 L1TD1 LEFTY1 LEFTY2 LIN28A MAL2 MRS2 MSH6 MTF2 NEBL NTS OTX2 PAK1 PLAAT3 PLS1 PMAIP1 POLR3G POU2F1 PRODH PROSER1 PRSS8 PSIP1 PTBP2 RAB11FIP1 RASL11B RESF1 RMI2 SALL2 SCGB3A2 SCNN1A SEMA6A SEPHS1 SH3GL3 SINHCAF SIRT1 SLC25A13 SLC39A10 SLC7A3 SOHLH2 SOX13 SPP1 ST6GAL1 STRBP SYT1 SYT6 TDRP TENT5B TET1 TRIM24 UGP2 UNG USP28 USP44 VASH2 VRTN WDHD1 WFDC2 ZIC2 ZIC3 ZNF114 ZNF518A ZNF589 ZNF738 ZSCAN10 Mesenchyme_Markert2011 ACTA2 ACTN1 ADGRE2 ADGRF5 ALDH16A1 ANGPT2 ANGPTL4 ANPEP B4GALT1 BACE2 BCL3 BHLHE40 C1QTNF1 C1R C1RL CA12 CAVIN1 CCDC9B CD151 CD248 CD274 CECR2 CHI3L1 COL4A1 COL4A2 DEF6 DLC1 ECE1 EFNB2 EHD2 EMP1 EMP3 EPAS1 ESM1 FAM20C FBN1 FCGR2B FES FGFRL1 FGG FLNA FLT1 FOSL2 FPR2 GALNT4 GGN HK3 HOMER3 HRH1 HSD3B7 ICAM1 IFITM2 IFITM3 IL32 ITGA3 ITGA5 ITGA7 JUNB KLF16 LIF LPAR1 LRRC32 LZTS1 MAP2K3 METRNL MMP14 MVP MYH9 MYL9 MYO1D NCLN NECTIN2 NEURL2 NRP1 NRP2 OSBPL3 OSMR PAPPA PARP10 PDGFA PDGFRL PDLIM4 PDLIM7 PDPN PELO PI3 PIEZO1 PLA2G5 PLAU PLAUR PLEKHF1 PMEPA1 PML RAB34 RHOJ RRAS RRBP1 RUNX1 RYR3 S100A11 SALL4 SBNO2 SERPINA1 SERPINE1 SERPINH1 SGSH SHC1 SHROOM3 SLC12A9 SLC16A3 SLC25A37 SLC39A8 SLC67A1 SOCS3 SPOCD1 SPRED3 STEAP3 TAGLN THADA THBD TIMP1 TMT1B TNC TNFRSF10D TPP1 TRABD TRIM47 TRIM56 TTC38 TWF1 UNC93B1 ZYX MYC_negative_Markert2011 ACP5 ALDH9A1 APP ARPC4 CDKN1B CDKN2B CEBPA CSDE1 DLEU2 DNTT ERBB2 GTF2H2 HMOX1 ID3 ILK ITGB1 LAMC1 LAMP1 MSN MYC NDRG1 PDGFB PTPA PTPN1 RARA SERPINE1 SFXN3 TGFB1 TMEM126A VHL ZFP36L1 MYC_positive_Markert2011 AIMP2 AKAP1 APEX1 BAX BCAT1 CAD CBX3 CCKBR CCNB1 CCND2 CCT5 CDC25A CDC25C CDK4 CEBPZ CKS2 CSTB CTSC DBI DDX10 DDX18 DDX5 DKC1 DPY30 E2F1 E2F3 EIF2S1 EIF3C EIF4A1 EIF4B EIF4E EMP1 ENO1 EXOSC8 FASN FOSL1 FXN GAPDH H2AZ1 HMGA1 HNRNPA1 HNRNPA2B1 HSPA4 HSPA8 HSPA9 HSPD1 HSPE1 ID2 IMPA2 IRF9 LDHA LTA4H MAT2A METTL1 MGST1 MIR155HG MRTO4 MSH2 MYCT1 NAP1L1 NBN NCL NME1 NME2 NPM1 NRAS NUP155 ODC1 PA2G4 PAX3 PCNA PHB1 PINK1 POLD2 PPAT PPIA PPID PRDX3 PREP PRPS2 PSMB1 PSMG1 PTMA PYCR1 RCC1 RFC2 RIOX2 RPL10 RPL13 RPL19 RPL22 RPL26 RPL27 RPL27A RPL3 RPL32 RPL5 RPL9 RPS13 RPS16 RPS17 RPS19 RPS20 RPS5 RPS6KA2 SHMT1 SLC25A3 SLC39A6 SMN1 SNRPB SNRPD3 SRM SRSF1 SRSF2 SRSF7 SURF6 TERT TFRC TK1 TOP1 TP53 TXN TYMS UBE2C UCHL1 UXT YBX3 P53_negative_Markert2011 CDCA8 GBP5 MYBL2 NCAPH P53_positive_Markert2011 AFF3 AGR2 ANKRD30A BPIFB1 CACNG4 CAPN8 CHAD CYBRD1 DACH1 DNALI1 LRP2 NPY1R PXMP4 SCGB3A1 STC2 TFF1 TFF3 TRIM58 PRC2_signature_Markert2011 ABCC8 ABTB2 ADAMTS15 ADAMTS18 ADAP2 ADARB2 ADCY4 ADCYAP1 ADGRL3 ADRA1A ADRA2A ADRB1 ADRB3 ALKAL1 ALOX15 ALX3 ALX4 ANKRD20A1 ANKRD20A8P ANKRD27 AQP5 ARHGAP20 ARL9 ASCL1 ASCL2 ASTN1 ASTN2 ATF3 ATOH1 ATOH8 B4GALNT1 B4GALNT2 BARHL1 BARHL2 BARX1 BARX2 BATF3 BCL2 BHLHE22 BHLHE23 BHLHE41 BMP8A BNC1 BRINP2 BRINP3 BTG2 C2CD4A CA10 CACNA1B CACNA1D CACNA1E CACNA1G CALCA CAMK2N1 CASZ1 CBLN1 CBLN4 CBR3 CBX8 CD34 CD70 CD8A CDH23 CDH7 CDK5R2 CDKN2C CDX2 CEMIP CFAP91 CGB7 CGB8 CH25H CHODL CHRD CHRDL2 CHST8 CIDEA CITED1 CLCN5 CLEC14A CLSTN2 CLTRN CMTM2 CNNM1 CNRIP1 CNTFR COL24A1 COL25A1 COL27A1 COL2A1 COL4A5 COL4A6 COL9A2 COLEC12 COLGALT2 COMP CORO6 CRHR1 CRLF1 CRPPA CRTAC1 CRYBA2 CSMD1 CSMD3 CTNND2 CXCL14 CXCL16 CYP24A1 CYP26A1 CYP26B1 CYP26C1 CYP27B1 DACH1 DACH2 DBX1 DCC DCHS2 DCLK2 DDAH1 DGKG DGKI DHH DIO3 DKK1 DKK2 DLL4 DLX1 DLX2 DLX3 DLX4 DMRT1 DMRT2 DMRT3 DOK6 DPF3 DPY19L2 DRD5 DSC3 DSCAML1 DUOX1 DUOX2 DUSP4 ECEL1 EFNA1 EFNA3 EGFL6 EGR3 EGR4 ELAPOR1 ELMOD1 EN1 EN2 EOMES EPAS1 EPB41L4A EPHA5 EPHB1 EPHB3 ERBB4 ESAM ESPN ESX1 EVA1C F2R FAM163A FAM43B FAM89A FBN2 FBP1 FBXL8 FBXO3 FEV FEZ1 FEZF2 FFAR4 FGF20 FGF3 FGF5 FGF9 FIGLA FLI1 FLRT2 FOXA2 FOXB1 FOXD2 FOXD3 FOXD4L1 FOXD4L3 FOXE1 FOXF1 FOXG1 FOXJ1 FOXL1 FOXL2 FRMD3 FRMPD4 FUT4 FZD10 FZD2 GABRA2 GABRA4 GAD2 GALNT18 GALR2 GATA2 GATA3 GATA4 GATA6 GBX2 GDF6 GDF7 GDNF GHR GHSR GIMAP5 GJB2 GJD2 GNA14 GPC5 GPM6B GPR101 GPR12 GPR88 GRIA2 GRID1 GRIK1 GRIK3 GRIN3A GRM7 GSC GSC2 GSX1 GSX2 GUCY1A1 GUCY2D HAND2 HBA1 HBA2 HES2 HES7 HEY1 HHAT HHEX HHIP HMX2 HMX3 HNF1B HOXB1 HOXB13 HOXB2 HOXB3 HOXB6 HOXB7 HOXB8 HOXC11 HOXC12 HOXC4 HOXC5 HOXC6 HOXC8 HOXD1 HOXD12 HOXD13 HOXD3 HOXD4 HOXD8 HOXD9 HPCAL4 HPSE2 HRK HS3ST3B1 HS6ST3 HSF4 HSPA6 HTR1A HTR7 ICAM5 IGF2-AS IGSF21 IKZF3 IL1RAPL2 IL7 ILDR2 INA INSM2 INSRR IRX3 IRX4 IRX5 ISL1 ISL2 ITGA4 ITPKA JUN KAZALD1 KCNA1 KCNA3 KCNAB1 KCNC2 KCNC4 KCND3 KCNH1 KCNH3 KCNK12 KCNK13 KCNK2 KCNK4 KCNMA1 KCNQ3 KCNV1 KIRREL3 KL KLF4 KY LAMP5 LBX1 LGALS3 LGR5 LHX2 LHX4 LHX5 LHX6 LHX8 LINC02210-CRHR1 LMX1B LOC128071543 LOC403312 LONRF3 LPL LRCH2 LRFN5 LRP2 LRRC71 LRRTM1 LTBP2 LTK MAB21L1 MAB21L2 MAFB MAL MAPK4 MAPT MCOLN3 MESP1 METRNL MGARP MKX MLLT3 MNX1 MSC MSX1 MT1A MT1B MT1G MT1H MYF6 MYO5B MYOD1 NAGS NAV2 NCAM1 NEFL NEFM NELL1 NEUROD1 NEUROD2 NEUROG1 NEUROG2 NEUROG3 NFIX NKX2-1 NKX2-2 NKX2-3 NKX2-8 NKX3-1 NKX3-2 NKX6-1 NKX6-2 NOL4 NPAS1 NPAS4 NPNT NPR3 NPTX1 NPY1R NR2F2 NR4A3 NRG1 NRG2 NT5C1A NTN1 NTNG2 NTRK1 NTRK2 OAF OCA2 OLFML2B OLIG2 ONECUT1 ONECUT2 OPRD1 OSR1 OTOP1 OTOP2 OTOP3 OTP OTX1 OTX2 OXCT2 PAPPA PARM1 PAX1 PAX2 PAX3 PAX6 PAX7 PAX8 PAX9 PCDH17 PCDH8 PDE4DIP PDGFRA PDX1 PDZD2 PENK PGM5-AS1 PGR PHOX2A PHOX2B PIGZ PIP5K1B PIR PITX1 PITX2 PKNOX2 PKP1 PLEC PLPPR1 PLXNA2 PMP22 PODN POLE POU3F1 POU3F4 POU4F1 POU4F2 POU4F3 PPM1E PRAC1 PRDM12 PRKCE PRKG1 PRLHR PROK2 PTF1A PTGDR PTGER2 PTGER3 PTGER4 PTGFR PTGR3 PTHLH PTPRT PTPRU PXMP2 PYY RAB6C RASGRF1 RASL10A RASSF5 RAX RBP4 REPS2 RGCC RGS10 RGS20 RGS9BP RIMKLA RIPK3 RNF128 ROBO3 RTL4 RTN4RL2 RYR3 SCD5 SCN4B SCNN1G SCTR SEMA6D SFRP1 SFRP5 SGPP2 SHH SHOX SHOX2 SIDT1 SIM2 SIX1 SIX2 SIX3 SIX6 SLC10A4 SLC1A2 SLC1A4 SLC24A4 SLC26A4 SLC27A2 SLC30A2 SLC30A3 SLC30A4 SLC32A1 SLC35F3 SLC6A1 SLC6A3 SLC6A5 SLC9A2 SLC9A3 SLCO2A1 SLCO5A1 SLIT1 SLIT2 SLITRK1 SORCS1 SORCS3 SOX14 SOX17 SOX7 SPAG6 SPOCK3 SPON1 SRD5A2 SSTR1 SSTR2 ST8SIA2 STK32B STMN2 STXBP6 SUSD4 SV2B SYT12 TAFA4 TAL1 TBR1 TBX1 TBX2 TBX21 TBX3 TBX5 TCEA3 TFAP2E TFIP11 THBD TLL1 TLX1 TLX2 TMEFF2 TMEM30B TMEM59L TMOD2 TP73 TPPP3 TRADD TRH TRIM36 TRIM67 TRIM9 TRPC5 TSLP TTYH1 UCN UCP1 UNC5C USH1G VASH1 VAX1 VAX2 VDR VSX1 VSX2 WNT1 WNT10A WNT10B WNT11 WNT16 WNT2 WNT3A WNT6 WNT7A WRAP73 WT1 WT1-AS ZBTB16 ZEB2 ZFHX3 ZFYVE28 ZIC1 ZIC4 ZMYND15 ZNF436 ZNF503 Proliferation_Markert2011 ABCA5 ABHD3 ACYP1 ANKEF1 ASPM ATG12 AURKA BARD1 BMAL2 BRCA1 BUB1 C17orf75 CACYBP CCDC138 CCDC34 CCNA2 CCNB1 CCNE2 CDC25C CDC6 CDCA7 CDK1 CDK2 CDKN2A CDKN2C CENPA CENPE CENPF CENPI CENPK CENPL CENPN CENPU CENPW CEP15 CEP152 CEP19 CFAP91 CFAP96 CHAF1A CHAF1B CHEK1 CKS2 CREBZF DBF4 DEK DHFR DLGAP5 DLX5 DONSON DRC8 DSN1 DTL DYNC2I2 E2F1 E2F7 E2F8 ECT2 EIF1AX EMP2 ERCC6L EVC2 EXOSC9 EZH2 FANCD2 FANCI FBXO11 FBXO5 FIRRM GCLM GEMIN2 GGH GINS1 GINS2 GJC1 GMPS HELLS HJURP HMGB2 HMMR IFT56 IFT74 IL13RA2 ITGA2 ITGB3BP KIF14 KIF18A KIF23 KIF4A KNTC1 LINC00467 LMNB1 LRIG3 LRR1 LSM5 MAD2L1 MAGOH MAGOHB MATCAP2 MCM2 MCM6 MDFIC MELK MLF1 MND1 MNS1 MTF2 NASP NCAPG NCAPH NDC80 NEK2 NPHP1 NUCB2 NUF2 NUSAP1 ORC6 PABPC4L PAIP1 PARPBP PAWR PCLAF PCNA PDK1 PEG10 PIN4 PLK4 PPIC PPIG PRIM2 PRPS2 RAD51 RAD51AP1 RBBP8 RBM24 RECQL RFC4 RPA3 RRM1 RRM2 SDHAF3 SGO2 SHOX2 SLC25A24 SLF1 SMC2 SMC4 SPC24 SPIN4 STIL TCF19 TEX9 TIFA TIMELESS TMEM106C TMEM14B TMPO TOM1L1 TOP2A TRIM36 TRMT6 TTC12 TTK TYMS USP1 WDHD1 WEE1 XRCC4 YEATS4 ZC3HAV1L ZNF367 ZNG1A ZWILCH ZWINT ProNeural_Markert2011 ABHD6 ABLIM1 ABLIM3 ACSM5 ADAM22 ADCY2 AJAP1 AKR1C1 ALDH5A1 ALDOC ANKS1B AP2B1 APOE ARHGAP22 ARL3 ARPP21 ASCL1 ATP6V1G2 ATRNL1 B3GAT1 BCAN BEND7 BMP2 C1QL1 CALCRL CALN1 CBX7 CCNK CMTM5 CNTN1 CNTN3 CRTC1 CRYAB CSDC2 CSMD3 CYFIP2 DLGAP1 DLL1 DLL3 DNAJC12 DNM3 DOK6 DPP10 DSCAM DSCAML1 DUSP26 EHD3 ELMO1 ENHO EPB41L2 EPHB1 F2 FAIM2 FAM110B FAM133A FAM13C FBXL15 FBXO2 FERMT1 FGF12 FGF13 FGF14 FLRT1 FRY FSTL5 FUT9 FXYD6 GAB2 GABBR1 GABBR2 GABRA3 GABRB3 GAD1 GALNT13 GGTA1 GLUD1 GLUD2 GNAL GNAO1 GPR158 GPRC5B GRIA1 GRIA2 GRIA4 GRID1 GRIK4 HDAC5 HEY2 HIP1R HLF HS3ST4 HSPA12A ID4 IFT46 IKZF5 IL17D JPH3 JPH4 KCNB1 KCNN3 KCNQ5 KCTD4 KIF1A KIF21B KIF5A KIZ KLRC1 KLRC3 KSR2 LGR5 LRRC4 LUZP2 MAF MAPK8IP2 MAPT MICU3 MMP16 MN1 MPPE1 NALCN NALF1 NAP1L3 NCAM1 NDRG2 NET1 NEU4 NKAIN4 NOG NRG3 NRSN1 NTN4 NTRK2 NUMA1 OLIG1 OLIG2 OPCML OVOL1 P2RX7 P2RY13 PARD3 PCSK1N PCSK6 PDE2A PDK2 PDK4 PHACTR3 PHYHIPL PIANP PID1 PKNOX2 PKP4 PLCB1 PLEKHB1 PRKCZ PSD PTGDS PWAR5 RAB11FIP4 RAB6B RAC3 RAP2A RASGEF1C RASL10A RASSF4 REPS2 RGCC RGS9 RIMS2 RIPPLY2 RPL13 RPL37 RPL5 RPRM RTN1 RUNDC3A SCD SCG3 SCN3A SEC31B SEPTIN4 SERINC5 SEZ6L SGCG SGSM1 SH3GL2 SHD SLC18A2 SLC1A1 SLC1A4 SLC25A21 SLIT1 SLITRK2 SLITRK5 SMAD9 SMOC1 SNAP91 SORBS1 SORCS3 SOX6 SOX8 SPHKAP SSTR1 SSTR2 STOX1 SUSD5 TAFA5 TAL1 THRA TIMP4 TMEM100 TMEM121B TMEM59L TMLHE TMOD2 TNKS2 TPCN2 TPM1 TRIM31 TTYH1 USH1C WDR86 WNT7B ZC3H12B ZCCHC24 ZDHHC22 ZNF488 ZNF804A PTEN_negative_Markert2011 ANP32B ARL6IP6 ARMC8 ATAD2 AURKA BIRC3 BRWD1 BUB1 CBX1 CCNB1 CCNB2 CDC7 CDCA2 CDH12 CENPE CENPW CFAP20 CHAF1B CHORDC1 CKS2 CLNS1A CPZ CTPS1 DCAF6 DHX58 DLGAP5 DRAP1 DTX3L ESRP1 EXO5 FAM83D GART GMPS GPBP1L1 GPKOW GZMH HDAC2 HLTF HNRNPU KATNAL1 KIF14 KIF23 KIF2A KIF2C KIF4A KIFC1 KPNA2 MANEA MARCHF7 MCM3 MCM6 MELK METTL18 MGST3 MLF1 MRPL3 MRPL48 MRPL50 MRS2 NEK2 NELFE NUDCD1 NUP160 PACC1 PAICS PARP14 PATL1 PIK3CA PLSCR1 PNPT1 PRDX1 PSMD12 PTTG1 RAB27A RAB6A RACGAP1 RAD51C RBMX RFC4 RSF1 RUBCN SAMD9L SENP5 SGO2 SNAPC3 SNRPD1 SRSF1 STAT1 STIP1 STMN1 SUMO3 TASOR2 TCF19 TGFBRAP1 TIMM17A TOPBP1 TP53BP2 TRA2B TUBB2A U2AF1 UBQLN1 UMPS VRK2 WDHD1 ZDHHC13 ZNF672 PTEN_positive_Markert2011 ABLIM1 ACTR1A ASB6 ATAD1 ATG10 ATP9B BTAF1 CAND2 CNN2 COMP CTPS1 CUL4B DCTN2 DKK3 DMAC2 DUSP6 ECE1 EIF4EBP2 ENPP3 EPHA4 FMOD FSCN2 GABARAP GCOM1 GNA11 IDE ING3 ITPK1 JAM3 LEFTY2 LRP4 MAF MAP3K12 MIER2 MYH11 PCBP2 PDGFA PDGFRB PLA2G4B PLCE1 PTEN PTPRM RAB27B RACK1 RPS23 RPS6KA3 RPS6KA5 SEMA5A SEMA6D SPART SPRED2 SPTBN5 STK16 STK38 TCTN3 TGFB1 TMED10 TP53TG1 TPST2 TRIM13 TRIM4 TSC22D1 TUFM UQCR11 VPS36 WASHC5 WBP1L WDR73 ZMYND8 RAS_signature_Markert2011 ABCA1 ACOT7 ADAM8 ADAMTS5 ADRB2 AHNAK2 AKAP12 AMPD1 ANGPTL4 ARG2 ARHGEF9 ATP2B1 B3GNT5 B4GALT1 BCL6 BMAL2 BMP2 C2CD5 C6orf141 CALM2 CALU CAPZA1 CASP1 CASP2 CCDC85B CCL20 CCNA1 CCNL1 CD274 CD55 CDCP1 CHST11 CLC COL27A1 CSNK1D CSNK1E CXCL1 CXCL2 CXCL3 CXCL5 CXCL8 CYP1B1 CYP27B1 CYP2R1 DDX17 DENND2B DLL1 DLST DNAJC6 DUSP1 DUSP4 DUSP5 DUSP6 EFNB1 EGR1 EHD1 ELK3 EPHA2 EREG FBXO9 FERMT1 FGFBP1 FGFR2 FLNB FLRT3 FN1 FOS FOXQ1 G0S2 GAS1 GDF15 GJB3 GJB5 GK GLCCI1 GLTP GTPBP2 H1-4 HBEGF HK2 HMGN3 HNRNPH1 HOXC6 HPSE HRAS IER2 IER3 IL11 IL13RA2 IL1A IL1B INPP1 IRX2 ITGA2 ITPR3 ITPRIP JUNB KCNK1 KCNN4 KLF5 KLF6 KMT2C LDLR LGALS8 LHFPL2 LIF LPAR2 LRAT LRP8 LYN MALL MAP1LC3B MBNL2 MCL1 MDH1 MEG3 MFAP2 MID1 MMP14 MRGPRX3 MTCL1 MTUS1 MYD88 NAMPT NAV3 NDRG1 NFIB NFKBIZ NOLC1 NT5E ODC1 OSR1 PALMD PHLDA1 PHLDA2 PI3 PIAS1 PIK3CD PIM1 PLAUR PLXNA2 PNMA2 PPBP PPIF PPP1R15A PRNP PTGS2 PTHLH PTPRE PTX3 PVR RAPH1 RNF152 RRP9 RUNX1 S100A6 SDC1 SDC4 SEMA4B SEMA4C SERPINB1 SERPINB2 SERPINB3 SERPINB5 SESN2 SESN3 SFN SKP2 SLC16A3 SLC20A1 SLC25A37 SLC2A14 SLC2A3 SLC6A15 SLC9A1 SMTN SMURF2 SOCS1 SPRY4 SRRM2 STX1A SYNE3 TBX3 TCF7L2 TFPI2 TGFA TGFB2 TIA1 TIMP1 TNFRSF10A TNFRSF10B TNFRSF12A TNRC6A TNS4 TOB1 TOP1 TOR1AIP1 TPM1 TRIB1 TRIM22 TSC22D1 TTC8 TUBA4A UAP1 ULBP2 UPP1 VANGL2 VEGFA WDR5 ZBED2 ZFP36 ZKSCAN8 ASCL1_signature_Augustyn2014 ASCL1 BCL2 CACNA1A CAMK1D CAPS CNGB1 CRIP2 DGCR2 DGKB DIRAS2 DMPK DOCK10 DOK6 DUSP6 ECE1 ERO1B ETS2 FBP1 FOS FOXA2 FOXC1 GCA GRP GSE1 ID2 ID4 INA IRF2BP2 ISG20 KDM4B KRT7 KSR2 LYPD1 MAP6 NAV1 NKAIN2 NPTX1 NR0B2 NUAK2 PCNX2 PFKFB2 PLXNA2 PTPRN2 RAB3B RGS12 RNF11 RNF183 RPS6KC1 SCN2A SCN3A SEC11C SELENOW SETBP1 SH3BP4 SLC36A4 SLC6A17 SMOC2 SPPL2B ST18 SVIL TMEM255B TMEM61 TOX TOX3 TSGA10 TTC13 WASF2 ZBTB20 ZBTB40 ZFHX3 ZNF516 ZNF532 CRPC.AR_Tang2022 ABCC4 ABHD2 ACACA ACADSB ACP3 AKAP9 ALDH6A1 AMD1 ANKZF1 APLN AR ARFGEF3 ARHGEF26 ARL1 ATL3 ATOSA BNIP3 C1QTNF3 CAB39L CAMKK2 CDK19 CDYL2 CENPN CHPT1 CROT DHRS2 DNAJC19 ELL2 FAM118A FAM162A FASN FBXL17 FECH FKBP5 FOXA1 GREB1 GTF3C6 HEBP2 HERC3 HOMER2 HPGD IVD KDM6A KLK2 KLK3 KLK4 LIMS1 LYPLAL1 MAOA MBOAT2 MCCC2 MIOS MPC2 MTARC1 MYO6 NCAM2 NDUFB4 NEDD4L NFIX NKX3-1 OGT PEX10 PLEKHH1 PLPP1 PLPP5 PPP3CA PRKACB PRKD1 RASSF3 SLC25A33 SLC30A4 SLC43A1 SLC45A3 SPATA13 SPON2 STEAP1 STEAP2 STK36 TBCEL TBRG1 TMEM134 TMPRSS2 TP53INP1 TSC22D3 TTC6 UAP1 UBL3 ULK3 ZBTB45 ZBTB7B ZNF331 ZNF614 CRPC.WNT_Tang2022 ABHD12B ADAMTS19 ADRA2C AP1S2 APCDD1 ARL4A ASPSCR1 AXIN2 BRD7 C22orf31 CCDC25 CDC42EP4 CHL1 CHODL CHRND COL4A6 COL6A3 CYTL1 CYYR1 DCAF16 DIPK1A DSP ECEL1 FGF19 FGF20 FGF8 FGFBP2 FGFRL1 FIP1L1 FLT4 GBX2 GINS2 GOLIM4 GPR155 HDAC4 IL17RD IL23A IQCH JARID2 KDM7A KLF4 KREMEN1 LGALSL LMO2 LRP6 LSG1 LTO1 MAOB MLLT6 MOBP MSLN MSX1 MYH7B MYLIP NEDD9 NKD1 NOTUM NR4A2 OARD1 OTOP1 PARVG PDE5A PFN2 PLAG1 PRDM1 PRF1 PRSS56 PXK RBP1 SCN5A SELENOH SERPINI1 SGPL1 SHH SLC1A5 SLC9A3 SOX14 SOX4 SP5 STK38L TAC3 TCF7L2 TMEM44 TRH TRIM49B USP20 VENTX VGLL4 VWA2 WDFY4 WIF1 WNT16 ZNRF3 CRPC.NE_Tang2022 ACTL8 ALYREF APC APLP1 ASCL1 ASPM ATP11A BLMH BTBD3 BTG2 BUB1 C14orf132 CACNA2D1 CACYBP CBFA2T2 CCDC88A CDC25B CDKN2C CELSR3 CENPE CENPF CEP170 CERK CHD7 CHGA CRMP1 CYFIP2 DDX46 DHFR DYRK2 EPB41 EZH2 GNG4 GSE1 H3-3A HES6 HMGB1 HMGB3 HMGN2 HOOK1 HSPA4L ID2 IGFBP5 INSM1 IPO5 KCNH2 KCTD12 KIF1A KIF5C MAP1B MAPRE2 MSH2 MTURN NEB NEFH NEURL1B NFASC NNAT NNT NPTX1 NR2F1 OXCT1 PCBP4 PCSK1 PHTF2 PPAT PSD3 QSER1 QSOX2 RAB3B RAP1B RAP2A SACS SCG2 SCG3 SEC11C SERBP1 SKP2 SMAD9 SMC2 SYNE2 TCF12 TDG TFDP1 TIA1 TPP2 TUBA1A UBE2S UCHL1 USP1 YBX1 ZCCHC14 CRPC.SCL_Tang2022 ACTN1 AGR2 AGRN AHR ANLN ANXA2 ARHGAP29 ASPH ASS1 B4GALT5 BCL2L1 CAPN1 CAPN2 CD151 CD44 CD59 CREG1 CRTAP CSTB CTSA CTSB CTSD CTSH CYB5B DAP DCBLD2 EGFR EPHA2 EPHB4 FUCA2 GALNT10 GDE1 GLB1 GNS GRN HEXB HIF1A INF2 IQGAP1 ITGA2 ITGA3 ITGA6 ITGB1 ITGB4 ITGB5 KRT15 KRT19 LAMB1 LAMB3 LCN2 LDLR LIMA1 LMNA LRATD2 LRP10 MT2A MUC5AC MUC5B MYOF NECTIN1 NHERF1 NQO1 NRP1 PDXK PIGT PLAT PLAU PLXNB2 PPP1R1B PRNP PTTG1IP PXN QSOX1 S100A10 S100A14 S100A16 S100A9 SDC4 SHC1 SHISA5 SUMF2 TGM2 TGOLN2 TNFRSF21 TPM4 TRAM1 TRIB1 TSPAN3 VCL VMP1 ZYX PCS1_luminal_You2016 ALB ANLN AR ASPM AURKA BIRC5 BUB1 BUB1B CCNA2 CCNB1 CCNB2 CCNE2 CDC20 CDC45 CDC6 CDCA5 CDCA8 CDK1 CDKN3 CELSR3 CENPA CENPE CENPF CENPM CENPU CEP55 CIT CKS2 DLGAP5 DTL ECT2 ESRP1 EXO1 EZH2 FABP5 FAM111B FOXM1 HES6 HJURP HMGB2 HMMR HOXC6 JPT1 KIF11 KIF14 KIF15 KIF20A KIF23 KIF2C KIF4A KNTC1 LMNB1 MELK MKI67 NCAPG NCAPG2 NETO2 NUF2 NUSAP1 PBK PCLAF PKMYT1 POLQ PRC1 PTTG1 RACGAP1 RAD54L RRM2 SHMT2 SPAG5 SPP1 STMN1 TACC3 TK1 TOP2A TPX2 TROAP TTK TYMS UBE2C UBE2T UGT2B15 UHRF1 ZWINT PCS2_luminal_You2016 ABCC4 ACP3 ACSL3 ACSM1 ACSM3 AGR2 ALDH1A3 AMACR AMD1 ANK3 ANXA3 ARG2 CACNA1D CLDN8 COL9A2 COLEC12 COXFA4L3 CPNE4 CREB3L4 CRISP3 CRYL1 CSGALNACT1 CUX2 CWH43 CYP39A1 DHCR24 DHRS7 DNAJC10 DNASE2B DPP4 DSC2 ELAPOR1 ELOVL5 ENPP5 ENTPD5 ENTREP1 EPCAM ERG F3 F5 FBP1 FMOD FNIP2 FOLH1 GALNT7 GASK1B GCNT1 GHR GJB1 GLYATL1 GOLM1 GPR160 GUCY1A1 HGD HLA-DMB HOXB13 HPN HSD17B11 IQGAP2 KCNN2 KLK2 KLK3 LCP1 MMADHC MPC2 MSMB MYBPC1 MYO6 NEDD4L NEFH NKX3-1 NPY OR51E1 OR51E2 PDIA5 PDLIM5 PGM3 PLA1A PLA2G2A PLA2G7 PLPP1 PPP3CA RAB27B RAB3B RBM47 RDH11 REPS2 SEC11C SH3RF1 SLC12A2 SLC17A5 SLC27A2 SLC30A4 SLC38A11 SLC39A6 SLC4A4 SMOC2 SOAT1 SORD SPOCK1 ST6GAL1 STEAP1 STEAP4 STK39 TACSTD2 TARP TDRD1 TM9SF2 TMEFF2 TMEM178A TMEM45B TMPRSS2 TMSB15A TMTC4 TOM1L1 TRPM8 TSPAN1 TSPAN8 UAP1 ZMPSTE24 ZNF614 ZNF615 PCS3_basal_You2016 ACOX2 ACTA2 ACTC1 ACTG2 ADAMTS1 ADIRF AHNAK2 ALDH1A2 ANGPT1 ANKRD35 ANPEP AOC3 AOX1 ASB2 ASPA ATF3 ATP1A2 ATP2B4 BMERB1 BMP5 C11orf96 C1S C1orf54 CAV1 CAV2 CAVIN1 CAVIN3 CCDC3 CCL2 CCN1 CCND2 CES1 CFB CFD CHRDL1 CLEC3B CLIP3 CLU CNN1 COL16A1 COL4A6 COL6A1 COL6A2 COX7A1 CRISPLD2 CRYAB CSRP1 CX3CL1 CXCL1 CXCL12 CXCL13 CXCL2 CYP27A1 CYP3A5 CYP4B1 DACT3 DDR2 DEFB1 DES DKK1 DKK3 DPT DPYSL3 ECRG4 EFEMP1 EMILIN1 FAM107A FAXDC2 FBLN1 FGFR2 FHL1 FHL2 FHOD3 FILIP1L FLNA FLNC FOSB FOXF1 FXYD1 FXYD6 GABRE GABRP GAS1 GSN GSTM1 GSTM2 GSTM5 GSTP1 HEPH HSPB6 HSPB7 HSPB8 ID1 ID3 IER3 IL6 IRAG1 ITGA5 ITGA7 KANK2 KCNAB1 KCNJ8 KCNMB1 KRT13 KRT15 KRT17 KRT23 KRT5 LAMA4 LAMB3 LCN2 LDB3 LGALS1 LIMS2 LMOD1 LTBP4 LTF MAL MAOB MASP1 MATN2 MEIS1 MEIS2 MFAP4 MRGPRF MSRB3 MYH11 MYL9 MYLK MYOCD NBL1 NCAM1 NDNF NEXN NR4A3 OGN OLFM4 PAGE4 PALLD PCAT4 PCDH7 PCOLCE2 PCP4 PDE5A PDLIM7 PDZRN4 PENK PGM5-AS1 PLN PLPP3 PMP22 POPDC2 PPP1R12B PRKCB PTGDS PTN RARRES1 RARRES2 RASL12 RBFOX3 RBP1 RBPMS RCAN2 RND3 RNF112 ROR2 S100A4 S100A6 SCGB1A1 SCRG1 SELE SERPINB5 SERPINF1 SERPING1 SGCA SLC14A1 SLC2A5 SMARCD3 SMOC1 SMTN SOCS3 SORBS1 SPARCL1 SPEG SPOCK3 SPON1 SRD5A2 SRPX STAC SVIL SYNM SYNPO2 TAGLN TCEAL2 TGFB1I1 TGFB3 TGM4 TIMP2 TMEM35A TNC TNS1 TP63 TPM1 TPM2 TRIM29 TRIP6 TUBB6 VCL VSIG2 WFDC1 WFDC2 ZFP36 Activated_B_cell_Charoentong2017 ADAM28 AKNA ARHGAP25 BACH2 BLK CCL21 CD180 CD19 CD27 CD38 CD79B CLEC17A CLEC9A CR2 FCRL2 GNG7 HLA-DOB IGHM IGKC MICAL3 MS4A1 PNOC SPIB TCL1A TNFRSF17 Activated_CD4_T_cell_Charoentong2017 AIM2 BIRC3 BRIP1 CCL20 CCL4 CCL5 CCNB1 CCR7 DUSP2 ESCO2 ETS1 EXO1 EXOC6 IARS1 ITK KIF11 KNTC1 NUF2 PRC1 PSAT1 RGS1 RTKN2 SAMSN1 SELL TRAT1 Activated_CD8_T_cell_Charoentong2017 ADRM1 AHSA1 C1GALT1C1 CCT6B CD37 CD3D CD3E CD3G CD69 CD8A CETN3 CSE1L GEMIN6 GNLY GPT2 GZMA GZMH GZMK IL2RB LCK MPZL1 NKG7 PIK3IP1 PTRH2 TIMM13 ZAP70 Central_memory_CD4_T_cell_Charoentong2017 ABHD3 AHNAK AQP3 BMI1 BZW2 CD63 COL4A1 CYLD ELMO2 FYN GLIPR1 GSS IFITM2 ITGB1 ITGB2 KLF5 LSP1 NDUFB9 PGGHG PKM SFXN3 SIRPG SMAD4 STX4 TRADD VIM XRCC6 Central_memory_CD8_T_cell_Charoentong2017 ACTN4 ADAM12 ADCY9 F13A1 FCER1G FCGR3B FGF7 FKBP4 GLUD1 GM2A GUSB IL1RN NOL11 NTRK1 RARA RNF128 SIGLEC1 TNFRSF11A TOX4 UBA52 ULBP1 Effector_memory_CD4_T_cell_Charoentong2017 ATM CASP3 CASQ1 CAVIN2 CD300E DARS1 DOCK9 EXOSC9 EZH2 GDE1 IL34 NCOA4 NEFL PDGFRL PTGS1 REPS1 SCG2 SIGLEC14 SIGLEC6 TAL1 TFEC TIPIN TPK1 UQCRB USP9Y WIPF1 ZCRB1 Effector_memory_CD8_T_cell_Charoentong2017 ACAP1 APOL3 ARHGAP10 ATP10D C3AR1 CCR5 CD160 CD55 CFLAR CMKLR1 DAPP1 FCRL6 FLT3LG GZMM HAPLN3 HLA-DMB HLA-DPA1 HLA-DPB1 IFI16 LIME1 LTK NFKBIA SETD7 SIK1 TRIB2 Gamma_delta_T_cell_Charoentong2017 ACP5 AQP9 BTN3A2 C1orf54 CARD8 CCL13 CCL18 CD209 CD33 CD36 CDK5 DBNL FABP1 FABP5 FADD IL10RB KLHL7 KLRF1 KRT80 LAMC1 LCORL LGALS1 LMNB1 MAPK7 MFAP3L MINPP1 MPL RPS24 RPS7 RPS9 Immature_B_cell_Charoentong2017 CD22 CYBB FCRL1 FCRL3 FCRL5 FCRLA HDAC9 HLA-DQA1 HVCN1 NCF1 NCF1B NIBAN3 P2RY10 RUBCN SP100 STAP1 TAGAP TXNIP ZCCHC2 Memory_B_cell_Charoentong2017 AICDA CCNA2 CDKN3 CLCN5 ENPP1 FCER1A FCRL4 MYC RUNX2 SORL1 SOX5 STAT5A STAT5B TLR9 Regulatory_T_cell_Charoentong2017 CD72 CLEC5A FOXP3 ITGA4 L1CAM LIPA LRP1 LRRC42 MARCO MMP12 MNDA MRC1 MS4A6A PELO PLEK PRSS23 PTGIR ST8SIA4 STAB1 T_follicular_helper_cell_Charoentong2017 ADA2 B3GAT1 BCL6 CD200 CD83 CD84 CDK5R1 CEBPA CHST12 CLEC10A CLEC4A CLIC3 CSF1R CTSS DPP4 FGF2 GPR18 IVNS1ABP KIR2DL2 LGMN LRRC32 MC5R MICA NCAM1 NCR2 NRP1 PDCD1 PDCD1LG2 PDCD6 PRDX1 RAE1 RAET1E SIGLEC7 SIGLEC9 SYNM TYRO3 Type_1_T_helper_cell_Charoentong2017 ADAM8 ADGRE2 AHCYL2 ALCAM B3GALNT1 BBS12 BST1 CALD1 CD151 CD47 CD48 CD52 CD53 CD59 CD6 CD68 CD7 CD70 CD96 CFHR3 CHRM3 CLEC7A COL23A1 COL4A4 COL5A3 DAB1 DLEU7 DOC2B DUSP14 EMP1 ENC1 F12 FBXO30 FCGR2B FURIN GAB3 GATM GFPT2 GPR25 GREM2 HAVCR1 HSD11B1 HTR2B HUNK ICAM3 IGF2 IL12A IRF1 ITGB4 LTC4S MAN1B1 MDH1 METRNL MMD MOCOS P2RX5 RCSD1 RETREG1 RGS16 RYR1 SAV1 SELE SELP SH3KBP1 SIGLEC10 SIT1 SKAP1 SLC35B3 STAC TBX21 THUMPD2 TIGIT TLR8 TNFRSF1A TRAF1 TRAF3IP2 ZEB2 Type_17_T_helper_cell_Charoentong2017 ABCA1 ABCB1 ADAMTS12 ANK1 ANKRD22 B3GALT2 C2CD4A C2CD4B CA2 CAMTA1 CCR9 CD40 CEACAM3 DRC2 IFT80 IL17A IL17C IL17F IL17RA IL17RC IL17RE IL23A ILDR1 LONRF3 PTGDR2 SH2D6 TNIP2 Type_2_T_helper_cell_Charoentong2017 ASB2 BIRC5 CDC25C CDC7 CENPF CSRP2 CXCR6 DAPK1 DHFR DLC1 DNAJC12 DUSP6 EVI5 GATA3 GNAI1 GSTA4 HELLS IL26 LAIR2 LAMP3 NRP2 OSBPL1A PDE4B PHLDA1 PLA2G4A RAB27B RBMS3 RNF125 TMPRSS3 Activated_dendritic_cell_Charoentong2017 ABCD1 ACTR3 ATP5F1B ATP5MG ATP6V1A BCL2L1 C1QB C1QC CAPG CCL3L3 CCNA1 CD207 CD302 CEACAM8 CLEC4C HLA-DQA2 NOS2 RAB1A RHOA SIGLEC5 SLA SLAMF9 SLC25A37 SNURF SPCS3 SRA1 TNFAIP2 TNFRSF6B TNFSF14 TREM1 TREML1 TREML4 UBD VNN2 XPO6 CD56bright_natural_killer_cell_Charoentong2017 ABAT BCL11B C5orf15 CDH3 CDHR1 CLIC2 COX7A2L CREB3L4 CSF1 CSNK2A2 CSTA CSTB CTPS1 CTSD CYP27B1 DCAF12 DYNLL1 EIF3M ELMOD3 ENTPD5 FST GATA2 GMPR GPR137B HCP5 HDC HDGFL2 HEY1 HOXA1 HS2ST1 HS3ST1 KRT86 METTL21A MLST8 MYL6B NAA16 SMCO4 TOGARAM2 CD56dim_natural_killer_cell_Charoentong2017 AKR7A3 CYP27A1 DDX55 DYRK2 GPRC5C GRIN1 HLA-E IL21R KIR2DS1 KIR2DS2 KIR2DS5 NOTCH3 PORCN PSMC4 RPL37A UPP1 Eosinophil_Charoentong2017 ADGRE3 DACH1 DAPK2 DEPDC5 FOSB GIPR GPR183 GPR65 IL5RA IRAG2 KRT18P50 NR4A3 P2RY14 PDE6C PKD2L2 RRP12 ST3GAL6 Immature_dendritic_cell_Charoentong2017 ACADM AHCYL1 ALDH1A2 ALDH3A2 ALDH9A1 ALOX15 AMPD2 AMT ARL1 ATIC ATP5F1A C1orf162 CAPZA1 CLTB CSF3R INPP5F LILRA5 PLAU RAB38 RDX RRAGD SLC18A2 TACSTD2 Macrophage_Charoentong2017 AIF1 BASP1 C5AR2 CCL1 CCL14 CCL23 CCL26 CD300LB CD4 CNR1 CNR2 CRYBB1 EIF1 EIF4A1 FES FPR1 FPR2 FRAT2 FRMD4A FZD2 GASK1B GPR27 HK3 HNMT HRH1 IGSF6 MS4A2 NME8 NPL RNASE2 SLC15A3 VNN1 WNT5B Mast_cell_Charoentong2017 ADAMTS3 ARHGAP15 CMA1 CPA3 CPM CTSG EGR3 FCN1 FTL HSPA6 ITGA9 PILRA PTGS2 RNASE3 S100A4 SIGLEC8 SLC6A4 MDSC_Charoentong2017 CCR2 CD14 CD2 CD86 CXCR4 FCGR2A FCGR2B FCGR3A FERMT3 GPSM3 IL18BP IL4R ITGAL ITGAM PARVG PSAP PTGER2 PTGES2 S100A8 S100A9 Monocyte_Charoentong2017 ACTG1 ANXA5 ASGR1 ASGR2 ATP6V1B2 CD1D CFL1 CFP CTBS DAZAP2 HIVEP2 IKZF1 MARCKSL1 MBP MMP15 PNPLA6 PQBP1 TEX264 TMBIM6 UPK3A Natural_killer_cell_Charoentong2017 AKT3 AXL BCL2 BST2 CDC5L CDH2 CRTAM CSF2RA CTSZ CXCL1 CYRIA CYTH1 DAXX DGKH DLL4 DPYD ERBB3 F11R FAM27C FASLG FCGR1A FGF18 FN1 FSTL1 FUCA1 FUT5 FZR1 GAGE2A GBP3 GLS2 GRB2 IGFBP5 KANK2 LDB3 LST1 Natural_killer_T_cell_Charoentong2017 ADGRE1 BTN2A2 CCDC88A CD101 CD109 CLEC1A CNPY3 CNPY4 CREB1 CRTC2 CRTC3 CSF2 FOSL1 FUT4 HSPA4 HSPB6 ICAM2 IL32 ISM2 ITIH2 KDM4C KIR2DL1 KIR2DL3 KIR2DS4 KIR3DL1 KIR3DL2 KIRREL3 KLRC1 KLRG1 LAMP2 LILRB5 MICB NCR1 NFATC2IP PDPN SDCBP SLC7A7 SPP1 THBD TREM2 TSLP UBASH3A VCAM1 YBX2 Neutrophil_Charoentong2017 APOBEC3A BTNL8 CASP5 CDA CHST15 CREB5 CXCR1 CXCR2 FFAR2 HAL INKA2 MAK MGAM MMP25 S100A12 STEAP4 TNFRSF10C VNN3P Plasmacytoid_dendritic_cell_Charoentong2017 ABTB1 CBX6 CD300LF DAB2 DDX17 EMP3 ENG FCAR GABARAP GPX1 HIGD1A IDH3A IGF1 IL3RA ITGA2B KLHL21 KRT23 MAGED1 MSRB1 NUCB2 OFD1 OGT PDIA4 PHRF1 PROK2 RALB RETNLB RNF141 SEC14L1 SERTAD2 SIRPA TMED2 HALLMARK_ADIPOGENESIS_MSigDB.v2023.1 ABCA1 ABCB8 ACAA2 ACADL ACADM ACADS ACLY ACO2 ACOX1 ADCY6 ADIG ADIPOQ ADIPOR2 AGPAT3 AIFM1 AK2 ALDH2 ALDOA ANGPT1 ANGPTL4 APLP2 APOE ARAF ARL4A ATL2 ATP1B3 ATP5PO BAZ2A BCKDHA BCL2L13 BCL6 C3 CAT CAVIN1 CAVIN2 CCNG2 CD151 CD302 CD36 CDKN2C CHCHD10 CHUK CIDEA CMBL CMPK1 COL15A1 COL4A1 COQ3 COQ5 COQ9 COX6A1 COX7B COX8A CPT2 CRAT CS CYC1 CYP4B1 DBT DDT DECR1 DGAT1 DHCR7 DHRS7 DHRS7B DLAT DLD DNAJB9 DNAJC15 DRAM2 ECH1 ECHS1 ELMOD3 ELOVL6 ENPP2 EPHX2 ESRRA ESYT1 ETFB FABP4 FAH FZD4 G3BP2 GADD45A GBE1 GHITM GPAM GPAT4 GPD2 GPHN GPX3 GPX4 GRPEL1 HADH HIBCH HSPB8 IDH1 IDH3A IDH3G IFNGR1 IMMT ITGA7 ITIH5 ITSN1 JAGN1 LAMA4 LEP LIFR LIPE LPCAT3 LPL LTC4S MAP4K3 MCCC1 MDH2 ME1 MGLL MGST3 MIGA2 MRAP MRPL15 MTARC2 MTCH2 MYLK NABP1 NDUFA5 NDUFAB1 NDUFB7 NDUFS3 NKIRAS1 NMT1 OMD ORM1 PDCD4 PEMT PEX14 PFKFB3 PFKL PGM1 PHLDB1 PHYH PIM3 PLIN2 POR PPARG PPM1B PPP1R15B PRDX3 PREB PTCD3 PTGER3 QDPR RAB34 REEP5 REEP6 RETN RETSAT RIOK3 RMDN3 RNF11 RREB1 RTN3 SAMM50 SCARB1 SCP2 SDHB SDHC SLC19A1 SLC1A5 SLC25A1 SLC25A10 SLC27A1 SLC5A6 SLC66A3 SNCG SOD1 SORBS1 SOWAHC SPARCL1 SQOR SSPN STAT5A STOM SUCLG1 SULT1A1 TALDO1 TANK TKT TOB1 TST UBC UBQLN1 UCK1 UCP2 UQCR10 UQCR11 UQCRC1 UQCRQ VEGFB YWHAG HALLMARK_ALLOGRAFT_REJECTION_MSigDB.v2023.1 AARS1 ABCE1 ABI1 ACHE ACVR2A AKT1 APBB1 B2M BCAT1 BCL10 BCL3 BRCA1 C2 CAPG CARTPT CCL11 CCL13 CCL19 CCL2 CCL22 CCL4 CCL5 CCL7 CCND2 CCND3 CCR1 CCR2 CCR5 CD1D CD2 CD247 CD28 CD3D CD3E CD3G CD4 CD40 CD40LG CD47 CD7 CD74 CD79A CD80 CD86 CD8A CD8B CD96 CDKN2A CFP CRTAM CSF1 CSK CTSS CXCL13 CXCL9 CXCR3 DARS1 DEGS1 DYRK3 EGFR EIF3A EIF3D EIF3J EIF4G3 EIF5A ELANE ELF4 EREG ETS1 F2 F2R FAS FASLG FCGR2B FGR FLNA FYB1 GALNT1 GBP2 GCNT1 GLMN GPR65 GZMA GZMB HCLS1 HDAC9 HIF1A HLA-A HLA-DMA HLA-DMB HLA-DOA HLA-DOB HLA-DQA1 HLA-DRA HLA-E HLA-G ICAM1 ICOSLG IFNAR2 IFNG IFNGR1 IFNGR2 IGSF6 IKBKB IL10 IL11 IL12A IL12B IL12RB1 IL13 IL15 IL16 IL18 IL18RAP IL1B IL2 IL27RA IL2RA IL2RB IL2RG IL4 IL4R IL6 IL7 IL9 INHBA INHBB IRF4 IRF7 IRF8 ITGAL ITGB2 ITK JAK2 KLRD1 KRT1 LCK LCP2 LIF LTB LY75 LY86 LYN MAP3K7 MAP4K1 MBL2 MMP9 MRPL3 MTIF2 NCF4 NCK1 NCR1 NLRP3 NME1 NOS2 NPM1 PF4 PRF1 PRKCB PRKCG PSMB10 PTPN6 PTPRC RARS1 RIPK2 RPL39 RPL3L RPL9 RPS19 RPS3A RPS9 SIT1 SOCS1 SOCS5 SPI1 SRGN ST8SIA4 STAB1 STAT1 STAT4 TAP1 TAP2 TAPBP TGFB1 TGFB2 THY1 TIMP1 TLR1 TLR2 TLR3 TLR6 TNF TPD52 TRAF2 TRAT1 UBE2D1 UBE2N WARS1 WAS ZAP70 HALLMARK_ANDROGEN_RESPONSE_MSigDB.v2023.1 ABCC4 ABHD2 ACSL3 ACTN1 ADAMTS1 ADRM1 AKAP12 AKT1 ALDH1A3 ANKH APPBP2 ARID5B AZGP1 B2M B4GALT1 BMPR1B CAMKK2 CCND1 CCND3 CDC14B CDK6 CENPN DBI DHCR24 DNAJB9 ELK4 ELL2 ELOVL5 FADS1 FKBP5 GNAI3 GPD1L GSR GUCY1A1 H1-0 HERC3 HMGCR HMGCS1 HOMER2 HPGD HSD17B14 IDI1 INPP4B INSIG1 IQGAP2 ITGAV KLK2 KLK3 KRT19 KRT8 LIFR LMAN1 MAF MAK MAP7 MERTK MYL12A NCOA4 NDRG1 NGLY1 NKX3-1 PA2G4 PDLIM5 PGM3 PIAS1 PLPP1 PMEPA1 PTK2B PTPN21 RAB4A RPS6KA3 RRP12 SAT1 SCD SEC24D SELENOP SGK1 SLC26A2 SLC38A2 SMS SORD SPCS3 SPDEF SRF SRP19 STEAP4 STK39 TARP TMEM50A TMPRSS2 TNFAIP8 TPD52 TSC22D1 UAP1 UBE2I UBE2J1 VAPA XRCC5 XRCC6 ZBTB10 ZMIZ1 HALLMARK_ANGIOGENESIS_MSigDB.v2023.1 APOH APP CCND2 COL3A1 COL5A2 CXCL6 FGFR1 FSTL1 ITGAV JAG1 JAG2 KCNJ8 LPL LRPAP1 LUM MSX1 NRP1 OLR1 PDGFA PF4 PGLYRP1 POSTN PRG2 PTK2 S100A4 SERPINA5 SLCO2A1 SPP1 STC1 THBD TIMP1 TNFRSF21 VAV2 VCAN VEGFA VTN HALLMARK_APICAL_JUNCTION_MSigDB.v2023.1 ACTA1 ACTB ACTC1 ACTG1 ACTG2 ACTN1 ACTN2 ACTN3 ACTN4 ADAM15 ADAM23 ADAM9 ADAMTS5 ADRA1B AKT2 AKT3 ALOX15B AMH AMIGO1 AMIGO2 ARHGEF6 ARPC2 ATP1A3 B4GALT1 BAIAP2 BMP1 CADM2 CADM3 CALB2 CAP1 CD209 CD274 CD276 CD34 CD86 CD99 CDH1 CDH11 CDH15 CDH3 CDH4 CDH6 CDH8 CDK8 CDSN CERCAM CLDN11 CLDN14 CLDN15 CLDN18 CLDN19 CLDN4 CLDN5 CLDN6 CLDN7 CLDN8 CLDN9 CNN2 CNTN1 COL16A1 COL17A1 COL9A1 CRAT CRB3 CTNNA1 CTNND1 CX3CL1 DHX16 DLG1 DMP1 DSC1 DSC3 EGFR EPB41L2 EVL EXOC4 FBN1 FLNC FSCN1 FYB1 GAMT GNAI1 GNAI2 GRB7 GTF2F1 HADH HRAS ICAM1 ICAM2 ICAM4 ICAM5 IKBKG INPPL1 INSIG1 IRS1 ITGA10 ITGA2 ITGA3 ITGA9 ITGB1 ITGB4 JAM3 JUP KCNH2 KRT31 LAMA3 LAMB3 LAMC2 LAYN LDLRAP1 LIMA1 MADCAM1 MAP3K20 MAP4K2 MAPK11 MAPK13 MAPK14 MDK MMP2 MMP9 MPZL1 MPZL2 MSN MVD MYH10 MYH9 MYL12B MYL9 NECTIN1 NECTIN2 NECTIN3 NECTIN4 NEGR1 NEXN NF1 NF2 NFASC NHERF4 NLGN2 NLGN3 NRAP NRTN NRXN2 PALS1 PARD6G PARVA PBX2 PCDH1 PECAM1 PFN1 PIK3CB PIK3R3 PKD1 PLCG1 PPP2R2C PTEN PTK2 PTPRC RAC2 RASA1 RHOF RRAS RSU1 SDC3 SGCE SHC1 SHROOM2 SIRPA SKAP2 SLC30A3 SLIT2 SORBS3 SPEG SRC STX4 SYK SYMPK TAOK2 TGFBI THBS3 THY1 TIAL1 TJP1 TMEM8B TNFRSF11B TRAF1 TRO TSC1 TSPAN4 TUBG1 VASP VAV2 VCAM1 VCAN VCL VWF WASL WNK4 YWHAH ZYX HALLMARK_APICAL_SURFACE_MSigDB.v2023.1 ADAM10 ADIPOR2 AFAP1L2 AKAP7 APP ATP6V0A4 ATP8B1 B4GALT1 BRCA1 CD160 CROCC CRYBG1 CX3CL1 DCBLD2 EFNA5 EPHB4 FLOT2 GAS1 GATA3 GHRL GSTM3 HSPB1 IL2RB IL2RG LYN LYPD3 MAL MDGA1 NCOA6 NTNG1 PCSK9 PKHD1 PLAUR RHCG RTN4RL1 SCUBE1 SHROOM2 SLC22A12 SLC2A4 SLC34A3 SRPX SULF2 THY1 TMEM8B HALLMARK_APOPTOSIS_MSigDB.v2023.1 ADD1 AIFM3 ANKH ANXA1 APP ATF3 AVPR1A BAX BCAP31 BCL10 BCL2L1 BCL2L10 BCL2L11 BCL2L2 BGN BID BIK BIRC3 BMF BMP2 BNIP3L BRCA1 BTG2 BTG3 CASP1 CASP2 CASP3 CASP4 CASP6 CASP7 CASP8 CASP9 CAV1 CCNA1 CCND1 CCND2 CD14 CD2 CD38 CD44 CD69 CDC25B CDK2 CDKN1A CDKN1B CFLAR CLU CREBBP CTH CTNNB1 CYLD DAP DAP3 DCN DDIT3 DFFA DIABLO DNAJA1 DNAJC3 DNM1L DPYD EBP EGR3 EMP1 ENO2 ERBB2 ERBB3 EREG ETF1 F2 F2R FAS FASLG FDXR FEZ1 GADD45A GADD45B GCH1 GNA15 GPX1 GPX3 GPX4 GSN GSR GSTM1 GUCY2D H1-0 HGF HMGB2 HMOX1 HSPB1 IER3 IFITM3 IFNB1 IFNGR1 IGF2R IGFBP6 IL18 IL1A IL1B IL6 IRF1 ISG20 JUN KRT18 LEF1 LGALS3 LMNA LUM MADD MCL1 MGMT MMP2 NEDD9 NEFH PAK1 PDCD4 PDGFRB PEA15 PLAT PLCB2 PLPPR4 PMAIP1 PPP2R5B PPP3R1 PPT1 PRF1 PSEN1 PSEN2 PTK2 RARA RELA RETSAT RHOB RHOT2 RNASEL ROCK1 SAT1 SATB1 SC5D SLC20A1 SMAD7 SOD1 SOD2 SPTAN1 SQSTM1 TAP1 TGFB2 TGFBR3 TIMP1 TIMP2 TIMP3 TNF TNFRSF12A TNFSF10 TOP2A TSPO TXNIP VDAC2 WEE1 XIAP HALLMARK_BILE_ACID_METABOLISM_MSigDB.v2023.1 ABCA1 ABCA2 ABCA3 ABCA4 ABCA5 ABCA6 ABCA8 ABCA9 ABCD1 ABCD2 ABCD3 ABCG4 ABCG8 ACSL1 ACSL5 AGXT AKR1D1 ALDH1A1 ALDH8A1 ALDH9A1 AMACR APOA1 AQP9 AR ATXN1 BBOX1 BCAR3 BMP6 CAT CH25H CROT CYP27A1 CYP39A1 CYP46A1 CYP7A1 CYP7B1 CYP8B1 DHCR24 DIO1 DIO2 EFHC1 EPHX2 FADS1 FADS2 FDXR GC GCLM GNMT GNPAT GSTK1 HACL1 HAO1 HSD17B11 HSD17B4 HSD17B6 HSD3B1 HSD3B7 IDH1 IDH2 IDI1 ISOC1 KLF1 LCK LIPE LONP2 MLYCD NEDD4 NPC1 NR0B2 NR1H4 NR1I2 NR3C2 NUDT12 OPTN PAOX PECR PEX1 PEX11A PEX11G PEX12 PEX13 PEX16 PEX19 PEX26 PEX6 PEX7 PFKM PHYH PIPOX PNPLA8 PRDX5 PXMP2 RBP1 RETSAT RXRA RXRG SCP2 SERPINA6 SLC23A1 SLC23A2 SLC27A2 SLC27A5 SLC29A1 SLC35B2 SLC67A1 SLCO1A2 SOAT2 SOD1 SULT1B1 SULT2B1 TFCP2L1 TTR HALLMARK_CHOLESTEROL_HOMEOSTASIS_MSigDB.v2023.1 ABCA2 ACAT2 ACSS2 ACTG1 ADH4 ALCAM ALDOC ANTXR2 ANXA13 ANXA5 ATF3 ATF5 ATXN2 AVPR1A CBS CD9 CHKA CLU CPEB2 CTNNB1 CXCL16 CYP51A1 DHCR7 EBP ECH1 ERRFI1 ETHE1 FABP5 FADS2 FASN FBXO6 FDFT1 FDPS GLDC GNAI1 GPX8 GSTM2 GUSB HMGCR HMGCS1 HSD17B7 IDI1 JAG1 LDLR LGALS3 LGMN LPL LSS MAL2 MVD MVK NFIL3 NIBAN1 NSDHL PCYT2 PDK3 PLAUR PLSCR1 PMVK PNRC1 PPARG S100A11 SC5D SCD SEMA3B SQLE SREBF2 STARD4 STX5 TM7SF2 TMEM97 TNFRSF12A TP53INP1 TRIB3 HALLMARK_COAGULATION_MSigDB.v2023.1 A2M ACOX2 ADAM9 ANG ANXA1 APOA1 APOC1 APOC2 APOC3 ARF4 BMP1 C1QA C1R C1S C2 C3 C8A C8B C8G C9 CAPN2 CAPN5 CASP9 CD9 CFB CFD CFH CFI CLU COMP CPB2 CPN1 CPQ CRIP2 CSRP1 CTSB CTSE CTSH CTSK CTSO CTSV DCT DPP4 DUSP14 DUSP6 F10 F11 F12 F13B F2 F2RL2 F3 F8 F9 FBN1 FGA FGG FN1 FURIN FYN GDA GNB2 GNG12 GP1BA GP9 GSN HMGCS2 HNF4A HPN HRG HTRA1 ISCU ITGA2 ITGB3 ITIH1 KLF7 KLK8 KLKB1 LAMP2 LEFTY2 LGMN LRP1 LTA4H MAFF MASP2 MBL2 MEP1A MMP1 MMP10 MMP11 MMP14 MMP15 MMP2 MMP3 MMP7 MMP8 MMP9 MSRB2 MST1 OLR1 P2RY1 PDGFB PECAM1 PEF1 PF4 PLAT PLAU PLEK PLG PREP PROC PROS1 PROZ PRSS23 RABIF RAC1 RAPGEF3 RGN S100A1 S100A13 SERPINA1 SERPINB2 SERPINC1 SERPINE1 SERPING1 SH2B2 SIRT2 SPARC TF TFPI2 THBD THBS1 TIMP1 TIMP3 TMPRSS6 USP11 VWF WDR1 HALLMARK_COMPLEMENT_MSigDB.v2023.1 ACTN2 ADAM9 ADRA2B AKAP10 ANG ANXA5 APOA4 APOBEC3F APOBEC3G APOC1 ATOX1 BRPF3 C1QA C1QC C1R C1S C2 C3 C4BPB C9 CA2 CALM1 CALM3 CASP1 CASP10 CASP3 CASP4 CASP5 CASP7 CASP9 CBLB CCL5 CD36 CD40LG CD46 CD55 CD59 CDA CDH13 CDK5R1 CEBPB CFB CFH CLU COL4A2 CP CPM CPQ CR1 CR2 CSRP1 CTSB CTSC CTSD CTSH CTSL CTSO CTSS CTSV CXCL1 DGKG DGKH DOCK10 DOCK4 DOCK9 DPP4 DUSP5 DUSP6 DYRK2 EHD1 ERAP2 F10 F2 F3 F5 F7 F8 FCER1G FCN1 FDX1 FN1 FYN GATA3 GCA GMFB GNAI2 GNAI3 GNB2 GNB4 GNG2 GNGT2 GP1BA GP9 GPD2 GRB2 GZMA GZMB GZMK HNF4A HPCAL4 HSPA1A HSPA5 IL6 IRF1 IRF2 IRF7 ITGAM ITIH1 JAK2 KCNIP2 KCNIP3 KIF2A KLK1 KLKB1 KYNU L3MBTL4 LAMP2 LAP3 LCK LCP2 LGALS3 LGMN LIPA LRP1 LTA4H LTF LYN MAFF ME1 MMP12 MMP13 MMP14 MMP15 MMP8 MSRB1 MT3 NOTCH4 OLR1 PCLO PCSK9 PDGFB PDP1 PFN1 PHEX PIK3CA PIK3CG PIK3R5 PIM1 PLA2G4A PLA2G7 PLAT PLAUR PLEK PLG PLSCR1 PPP2CB PPP4C PRCP PRDM4 PREP PRKCD PRSS3 PRSS36 PSEN1 PSMB9 RABIF RAF1 RASGRP1 RBSN RCE1 RHOG RNF4 S100A12 S100A13 S100A9 SCG3 SERPINA1 SERPINB2 SERPINC1 SERPINE1 SERPING1 SH2B3 SIRT6 SPOCK2 SRC STX4 TFPI2 TIMP1 TIMP2 TMPRSS6 TNFAIP3 USP14 USP15 USP16 USP8 VCPIP1 WAS XPNPEP1 ZEB1 ZFPM2 HALLMARK_DNA_REPAIR_MSigDB.v2023.1 AAAS ADA ADCY6 ADRM1 AGO4 AK1 AK3 ALYREF APRT ARL6IP1 BCAM BCAP31 BOLA2 BRF2 CANT1 CCNO CDA CETN2 CLP1 CMPK2 COX17 CSTF3 DAD1 DCTN4 DDB1 DDB2 DGCR8 DGUOK DUT EDF1 EIF1B ELL ELOA ERCC1 ERCC2 ERCC3 ERCC4 ERCC5 ERCC8 FEN1 GMPR2 GPX4 GSDME GTF2A2 GTF2B GTF2F1 GTF2H1 GTF2H3 GTF2H5 GTF3C5 GUK1 HCLS1 HPRT1 IMPDH2 ITPA LIG1 MPC2 MPG MRPL40 NCBP2 NELFB NELFCD NELFE NFX1 NME1 NME3 NME4 NPR2 NT5C NT5C3A NUDT21 NUDT9 PCNA PDE4B PDE6G PNP POLA1 POLA2 POLB POLD1 POLD3 POLD4 POLE4 POLH POLL POLR1C POLR1D POLR1H POLR2A POLR2C POLR2D POLR2E POLR2F POLR2G POLR2H POLR2I POLR2J POLR2K POLR3C POLR3GL POM121 PRIM1 RAD51 RAD52 RAE1 RALA RBX1 REV3L RFC2 RFC3 RFC4 RFC5 RNMT RPA2 RPA3 RRM2B SAC3D1 SDCBP SEC61A1 SF3A3 SMAD5 SNAPC4 SNAPC5 SRSF6 SSRP1 STX3 SUPT4H1 SUPT5H SURF1 TAF10 TAF12 TAF13 TAF1C TAF6 TAF9 TARBP2 TK2 TMED2 TP53 TSG101 TYMS UMPS UPF3B USP11 VPS28 VPS37B VPS37D XPC ZNF707 ZWINT HALLMARK_E2F_TARGETS_MSigDB.v2023.1 AK2 ANP32E ASF1A ASF1B ATAD2 AURKA AURKB BARD1 BIRC5 BRCA1 BRCA2 BRMS1L BUB1B CBX5 CCNB2 CCNE1 CCP110 CDC20 CDC25A CDC25B CDCA3 CDCA8 CDK1 CDK4 CDKN1A CDKN1B CDKN2A CDKN2C CDKN3 CENPE CENPM CHEK1 CHEK2 CIT CKS1B CKS2 CNOT9 CSE1L CTCF CTPS1 DCK DCLRE1B DCTPP1 DDX39A DEK DEPDC1 DIAPH3 DLGAP5 DNMT1 DONSON DSCC1 DUT E2F8 EED EIF2S1 ESPL1 EXOSC8 EZH2 GINS1 GINS3 GINS4 GSPT1 H2AX H2AZ1 HELLS HMGA1 HMGB2 HMGB3 HMMR HNRNPD HUS1 ILF3 ING3 IPO7 JPT1 KIF18B KIF22 KIF2C KIF4A KPNA2 LBR LIG1 LMNB1 LUC7L3 LYAR MAD2L1 MCM2 MCM3 MCM4 MCM5 MCM6 MCM7 MELK MKI67 MLH1 MMS22L MRE11 MSH2 MTHFD2 MXD3 MYBL2 MYC NAA38 NAP1L1 NASP NBN NCAPD2 NME1 NOLC1 NOP56 NUDT21 NUP107 NUP153 NUP205 ORC2 ORC6 PA2G4 PAICS PAN2 PCNA PDS5B PHF5A PLK1 PLK4 PMS2 PNN POLA2 POLD1 POLD2 POLD3 POLE POLE4 POP7 PPM1D PPP1R8 PRDX4 PRIM2 PRKDC PRPS1 PSIP1 PSMC3IP PTTG1 RACGAP1 RAD1 RAD21 RAD50 RAD51AP1 RAD51C RAN RANBP1 RBBP7 RFC1 RFC2 RFC3 RNASEH2A RPA1 RPA2 RPA3 RRM2 SHMT1 SLBP SMC1A SMC3 SMC4 SMC6 SNRPB SPAG5 SPC24 SPC25 SRSF1 SRSF2 SSRP1 STAG1 STMN1 SUV39H1 SYNCRIP TACC3 TBRG4 TCF19 TFRC TIMELESS TIPIN TK1 TMPO TOP2A TP53 TRA2B TRIP13 TUBB TUBG1 UBE2S UBE2T UBR7 UNG USP1 WDR90 WEE1 XPO1 XRCC6 ZW10 HALLMARK_EPITHELIAL_MESENCHYMAL_TRANSITION_MSigDB.v2023.1 ABI3BP ACTA2 ADAM12 ANPEP APLP1 AREG BASP1 BDNF BGN BMP1 CADM1 CALD1 CALU CAP2 CAPG CCN1 CCN2 CD44 CD59 CDH11 CDH2 CDH6 COL11A1 COL12A1 COL16A1 COL1A1 COL1A2 COL3A1 COL4A1 COL4A2 COL5A1 COL5A2 COL5A3 COL6A2 COL6A3 COL7A1 COL8A2 COLGALT1 COMP COPA CRLF1 CTHRC1 CXCL1 CXCL12 CXCL6 CXCL8 DAB2 DCN DKK1 DPYSL3 DST ECM1 ECM2 EDIL3 EFEMP2 ELN EMP3 ENO2 FAP FAS FBLN1 FBLN2 FBLN5 FBN1 FBN2 FERMT2 FGF2 FLNA FMOD FN1 FOXC2 FSTL1 FSTL3 FUCA1 FZD8 GADD45A GADD45B GAS1 GEM GJA1 GLIPR1 GPC1 GPX7 GREM1 HTRA1 ID2 IGFBP2 IGFBP3 IGFBP4 IL15 IL32 IL6 INHBA ITGA2 ITGA5 ITGAV ITGB1 ITGB3 ITGB5 JUN LAMA1 LAMA2 LAMA3 LAMC1 LAMC2 LGALS1 LOX LOXL1 LOXL2 LRP1 LRRC15 LUM MAGEE1 MATN2 MATN3 MCM7 MEST MFAP5 MGP MMP1 MMP14 MMP2 MMP3 MSX1 MXRA5 MYL9 MYLK NID2 NNMT NOTCH2 NT5E NTM OXTR P3H1 PCOLCE PCOLCE2 PDGFRB PDLIM4 PFN2 PLAUR PLOD1 PLOD2 PLOD3 PMEPA1 PMP22 POSTN PPIB PRRX1 PRSS2 PTHLH PTX3 PVR QSOX1 RGS4 RHOB SAT1 SCG2 SDC1 SDC4 SERPINE1 SERPINE2 SERPINH1 SFRP1 SFRP4 SGCB SGCD SGCG SLC6A8 SLIT2 SLIT3 SNAI2 SNTB1 SPARC SPOCK1 SPP1 TAGLN TFPI2 TGFB1 TGFBI TGFBR3 TGM2 THBS1 THBS2 THY1 TIMP1 TIMP3 TNC TNFAIP3 TNFRSF11B TNFRSF12A TPM1 TPM2 TPM4 VCAM1 VCAN VEGFA VEGFC VIM WIPF1 WNT5A HALLMARK_ESTROGEN_RESPONSE_EARLY_MSigDB.v2023.1 ABAT ABCA3 ABHD2 ABLIM1 ADCY1 ADCY9 ADD3 AFF1 AKAP1 ALDH3B1 AMFR ANXA9 AQP3 AR AREG ARL3 ASB13 B4GALT1 BAG1 BCL11B BCL2 BHLHE40 BLVRB CA12 CALB2 CALCR CANT1 CBFA2T3 CCN5 CCND1 CD44 CELSR1 CELSR2 CHPT1 CISH CLDN7 CLIC3 CXCL12 CYP26B1 DEPTOR DHCR7 DHRS2 DHRS3 DLC1 DYNLT3 EEIG1 EGR3 ELF1 ELF3 ELOVL2 ELOVL5 ENDOD1 ESRP2 FARP1 FASN FCMR FDFT1 FHL2 FKBP4 FKBP5 FLNB FOS FOXC1 FRK GAB2 GFRA1 GJA1 GLA GREB1 HES1 HR HSPB8 IGF1R IGFBP4 IL17RB IL6ST INHBB INPP5F ISG20L2 ITPK1 JAK2 KAZN KCNK15 KCNK5 KDM4B KLF10 KLF4 KLK10 KRT13 KRT15 KRT18 KRT19 KRT8 LAD1 LRIG1 MAPT MAST4 MED13L MED24 MICB MINDY1 MLPH MPPED2 MREG MSMB MUC1 MYB MYBBP1A MYBL1 MYC MYOF NADSYN1 NAV2 NBL1 NCOR2 NHERF1 NPY1R NRIP1 NXT1 OLFM1 OLFML3 OPN3 OVOL2 P2RY2 PAPSS2 PDLIM3 PDZK1 PEX11A PGR PLAAT3 PMAIP1 PODXL PPIF PRSS23 PTGES RAB17 RAB31 RAPGEFL1 RARA RASGRP1 RBBP8 REEP1 RET RETREG1 RHOBTB3 RHOD RPS6KA2 RRP12 SCARB1 SCNN1A SEC14L2 SEMA3B SFN SH3BP5 SIAH2 SLC16A1 SLC19A2 SLC1A1 SLC1A4 SLC22A5 SLC24A3 SLC26A2 SLC27A2 SLC2A1 SLC37A1 SLC39A6 SLC7A2 SLC7A5 SNX24 SOX3 STC2 SULT2B1 SVIL SYBU SYNGR1 SYT12 TBC1D30 TFAP2C TFF1 TFF3 TGIF2 TGM2 THSD4 TIAM1 TIPARP TJP3 TMEM164 TMPRSS3 TOB1 TPBG TPD52L1 TSKU TTC39A TUBB2B UGCG UNC119 WFS1 WWC1 XBP1 ZNF185 HALLMARK_ESTROGEN_RESPONSE_LATE_MSigDB.v2023.1 ABCA3 ABHD2 ACOX2 ADD3 AFF1 AGR2 ALDH3A2 ALDH3B1 AMFR ANXA9 AREG ARL3 ASCL1 ASS1 ATP2B4 BAG1 BATF BCL2 BLVRB BTG3 CA12 CA2 CACNA2D2 CALCR CAV1 CCN5 CCNA1 CCND1 CD44 CD9 CDC20 CDC6 CDH1 CELSR2 CHPT1 CHST8 CISH CKB CLIC3 COX6C CPE CXCL12 CXCL14 CYP26B1 CYP4F11 DCXR DHCR7 DHRS2 DLG5 DNAJC1 DNAJC12 DUSP2 DYNLT3 EEIG1 EGR3 ELOVL5 EMP2 ETFB FABP5 FARP1 FDFT1 FGFR3 FKBP4 FKBP5 FLNB FOS FOXC1 FRK GAL GALE GFUS GINS2 GJB3 GLA GPER1 HMGCS2 HOMER2 HPRT1 HR HSPA4L HSPB8 ID2 IDH2 IGFBP4 IGSF1 IL17RB IL6ST IMPA2 ISG20 ITPK1 JAK1 JAK2 KCNK5 KIF20A KLF4 KLK10 KLK11 KRT13 KRT19 LAMC2 LARGE1 LLGL2 LSR LTF MAPK13 MAPT MDK MEST METTL3 MICB MOCS2 MYB MYOF NAB2 NBL1 NCOR2 NHERF1 NMU NPY1R NRIP1 NXT1 OLFM1 OPN3 OVOL2 PAPSS2 PCP4 PDCD4 PDLIM3 PDZK1 PERP PGR PKP3 PLAAT3 PLAC1 PLK4 PLXNB1 PPIF PRKAR2B PRLR PRSS23 PTGER3 PTGES PTPN6 RAB31 RABEP1 RAPGEFL1 RBBP8 RET RNASEH2A RPS6KA2 S100A9 SCARB1 SCNN1A SCUBE2 SEMA3B SERPINA1 SERPINA3 SERPINA5 SFN SGK1 SIAH2 SLC16A1 SLC1A4 SLC22A5 SLC24A3 SLC26A2 SLC27A2 SLC29A1 SLC2A8 SLC7A5 SNX10 SORD SOX3 ST14 ST6GALNAC2 STIL SULT2B1 TFAP2C TFF1 TFF3 TFPI2 TH TIAM1 TJP3 TMPRSS3 TNNC1 TOB1 TOP2A TPBG TPD52L1 TPSAB1 TRIM29 TSPAN13 TST UGDH UNC13B WFS1 XBP1 XRCC3 ZFP36 HALLMARK_FATTY_ACID_METABOLISM_MSigDB.v2023.1 AADAT ACAA1 ACAA2 ACADL ACADM ACADS ACADVL ACAT2 ACO2 ACOT2 ACOT8 ACOX1 ACSL1 ACSL4 ACSL5 ACSM3 ACSS1 ADH1C ADH7 ADIPOR2 ADSL ALAD ALDH1A1 ALDH3A1 ALDH3A2 ALDH9A1 ALDOA AOC3 APEX1 AQP7 AUH BCKDHB BLVRA BMPR1B BPHL CA2 CA4 CA6 CBR1 CBR3 CD1D CD36 CEL CIDEA CPOX CPT1A CPT2 CRAT CRYZ CYP1A1 CYP4A11 CYP4A22 D2HGDH DECR1 DHCR24 DLD DLST ECH1 ECHS1 ECI1 ECI2 EHHADH ELOVL5 ENO2 ENO3 EPHX1 ERP29 ETFDH FABP1 FABP2 FASN FH FMO1 G0S2 GABARAPL1 GAD2 GAPDHS GCDH GLUL GPD1 GPD2 GRHPR GSTZ1 H2AZ1 HADH HADHB HAO2 HCCS HIBCH HMGCL HMGCS1 HMGCS2 HPGD HSD17B10 HSD17B11 HSD17B4 HSD17B7 HSDL2 HSP90AA1 HSPH1 IDH1 IDH3B IDH3G IDI1 IL4I1 INMT KMT5A LDHA LGALS1 LTC4S MAOA MCEE MDH1 MDH2 ME1 METAP1 MGLL MIF MIX23 MLYCD NBN NCAPH2 NSDHL NTHL1 ODC1 OSTC PCBD1 PDHA1 PDHB PPARA PRDX6 PSME1 PTPRG PTS RAP1GDS1 RDH11 RDH16 REEP6 RETSAT S100A10 SDHA SDHC SDHD SERINC1 SLC22A5 SMS SUCLA2 SUCLG1 SUCLG2 TDO2 TP53INP2 UBE2L6 UGDH UROD UROS VNN1 XIST YWHAH HALLMARK_G2M_CHECKPOINT_MSigDB.v2023.1 ABL1 AMD1 ARID4A ATF5 ATRX AURKA AURKB BARD1 BCL3 BIRC5 BRCA2 BUB1 BUB3 CASP8AP2 CBX1 CCNA2 CCNB2 CCND1 CCNF CCNT1 CDC20 CDC25A CDC25B CDC27 CDC45 CDC6 CDC7 CDK1 CDK4 CDKN1B CDKN2C CDKN3 CENPA CENPE CENPF CHAF1A CHEK1 CHMP1A CKS1B CKS2 CTCF CUL1 CUL3 CUL4A CUL5 DBF4 DDX39A DKC1 DMD DR1 DTYMK E2F1 E2F2 E2F3 E2F4 EFNA5 EGF ESPL1 EWSR1 EXO1 EZH2 FANCC FBXO5 FOXN3 G3BP1 GINS2 GSPT1 H2AX H2AZ1 H2AZ2 H2BC12 HIF1A HIRA HMGA1 HMGB3 HMGN2 HMMR HNRNPD HNRNPU HOXC10 HSPA8 HUS1 ILF3 INCENP JPT1 KATNA1 KIF11 KIF15 KIF20B KIF22 KIF23 KIF2C KIF4A KIF5B KMT5A KNL1 KPNA2 KPNB1 LBR LIG3 LMNB1 MAD2L1 MAP3K20 MAPK14 MARCKS MCM2 MCM3 MCM5 MCM6 MEIS1 MEIS2 MKI67 MNAT1 MT2A MTF2 MYBL2 MYC NASP NCL NDC80 NEK2 NOLC1 NOTCH2 NSD2 NUMA1 NUP50 NUP98 NUSAP1 ODC1 ODF2 ORC5 ORC6 PAFAH1B1 PBK PDS5B PLK1 PLK4 PML POLA2 POLE POLQ PRC1 PRIM2 PRMT5 PRP4K PTTG1 PTTG3P PURA RACGAP1 RAD21 RAD23B RAD54L RASAL2 RBL1 RBM14 RPA2 RPS6KA5 SAP30 SFPQ SLC12A2 SLC38A1 SLC7A1 SLC7A5 SMAD3 SMARCC1 SMC1A SMC2 SMC4 SNRPD1 SQLE SRSF1 SRSF10 SRSF2 SS18 STAG1 STIL STMN1 SUV39H1 SYNCRIP TACC3 TENT4A TFDP1 TGFB1 TLE3 TMPO TNPO2 TOP1 TOP2A TPX2 TRA2B TRAIP TROAP TTK UBE2C UBE2S UCK2 UPF1 WRN XPO1 YTHDC1 HALLMARK_GLYCOLYSIS_MSigDB.v2023.1 ABCB6 ADORA2B AGL AGRN AK3 AK4 AKR1A1 ALDH7A1 ALDH9A1 ALDOA ALDOB ALG1 ANG ANGPTL4 ANKZF1 ARPP19 ARTN AURKA B3GALT6 B3GAT1 B3GAT3 B3GNT3 B4GALT1 B4GALT2 B4GALT4 B4GALT7 BIK BPNT1 CACNA1H CAPN5 CASP6 CD44 CDK1 CENPA CHPF CHPF2 CHST1 CHST12 CHST2 CHST4 CHST6 CITED2 CLDN3 CLDN9 CLN6 COG2 COL5A1 COPB2 CTH CXCR4 CYB5A DCN DDIT4 DEPDC1 DLD DPYSL4 DSC2 ECD EFNA3 EGFR EGLN3 ELF3 ENO1 ENO2 ERO1A EXT1 EXT2 FAM162A FBP2 FKBP4 FUT8 G6PD GAL3ST1 GALE GALK1 GALK2 GAPDHS GCLC GFPT1 GFUS GLCE GLRX GMPPA GMPPB GNE GNPDA1 GOT1 GOT2 GPC1 GPC3 GPC4 GPR87 GUSB GYS1 GYS2 HAX1 HDLBP HK2 HMMR HOMER1 HS2ST1 HS6ST2 HSPA5 IDH1 IDUA IER3 IGFBP3 IL13RA1 IRS2 ISG20 KDELR3 KIF20A KIF2A LCT LDHA LDHC LHPP LHX9 MDH1 MDH2 ME1 ME2 MED24 MERTK MET MIF MIOX MPI MXI1 NANP NASP NDST3 NDUFV3 NOL3 NSDHL NT5E P4HA1 P4HA2 PAM PAXIP1 PC PDK3 PFKFB1 PFKP PGAM1 PGAM2 PGK1 PGLS PGM2 PHKA2 PKM PKP2 PLOD1 PLOD2 PMM2 POLR3K PPFIA4 PPIA PPP2CB PRPS1 PSMC4 PYGB PYGL QSOX1 RARS1 RBCK1 RPE RRAGD SAP30 SDC1 SDC2 SDC3 SDHC SLC16A3 SLC25A10 SLC25A13 SLC35A3 SLC37A4 SOD1 SOX9 SPAG4 SRD5A3 STC1 STC2 STMN1 TALDO1 TFF3 TGFA TGFBI TKTL1 TPBG TPI1 TPST1 TXN UGP2 VCAN VEGFA VLDLR XYLT2 ZNF292 HALLMARK_HEDGEHOG_SIGNALING_MSigDB.v2023.1 ACHE ADGRG1 AMOT CDK5R1 CDK6 CELSR1 CNTFR CRMP1 DPYSL2 ETS2 GLI1 HEY1 HEY2 L1CAM LDB1 MYH9 NF1 NKX6-1 NRCAM NRP1 NRP2 OPHN1 PLG PML PTCH1 RASA1 RTN1 SCG2 SHH SLIT1 THY1 TLE1 TLE3 UNC5C VEGFA VLDLR HALLMARK_HEME_METABOLISM_MSigDB.v2023.1 ABCB6 ABCG2 ACKR1 ACP5 ACSL6 ADD1 ADD2 ADIPOR1 AGPAT4 AHSP ALAD ALAS2 ALDH1L1 ALDH6A1 ANK1 AQP3 ARHGEF12 ARL2BP ASNS ATG4A ATP6V0A1 BACH1 BCAM BLVRA BLVRB BMP2K BNIP3L BPGM BSG BTG2 BTRC C3 CA1 CA2 CAST CAT CCDC28A CCND3 CDC27 CDR2 CLCN3 CLIC2 CPOX CTNS CTSB CTSE DAAM1 DCAF10 DCAF11 DCUN1D1 DMTN E2F2 EIF2AK1 ELL2 ENDOD1 EPB41 EPB42 EPOR ERMAP EZH1 FBXO34 FBXO7 FBXO9 FECH FN3K FOXJ2 FOXO3 FTCD GAPVD1 GATA1 GCLC GCLM GDE1 GLRX5 GMPS GYPA GYPB GYPC GYPE H1-0 H4C3 HAGH HBB HBD HBQ1 HBZ HDGF HEBP1 HMBS HTATIP2 HTRA2 ICAM4 IGSF3 ISCA1 KAT2B KDM7A KEL KHNYN KLF1 KLF3 LAMP2 LMO2 LPIN2 LRP10 MAP2K3 MARCHF2 MARCHF8 MARK3 MBOAT2 MFHAS1 MGST3 MINPP1 MKRN1 MOCOS MOSPD1 MPP1 MXI1 MYL4 NARF NCOA4 NEK7 NFE2 NFE2L1 NNT NR3C1 NUDT4 OPTN OSBP2 P4HA2 PC PDZK1IP1 PGLS PICALM PIGQ PPOX PPP2R5B PRDX2 PSMD9 RAD23A RANBP10 RAP1GAP RBM38 RBM5 RCL1 RHAG RHCE RHD RIOK3 RNF123 RNF19A SDCBP SEC14L1 SELENBP1 SIDT2 SLC10A3 SLC11A2 SLC22A4 SLC25A37 SLC25A38 SLC2A1 SLC30A1 SLC30A10 SLC4A1 SLC66A2 SLC6A8 SLC6A9 SLC7A11 SMOX SNCA SPTA1 SPTB SYNJ1 TAL1 TCEA1 TENT5C TFDP2 TFRC TMCC2 TMEM9B TNRC6B TNS1 TOP1 TRAK2 TRIM10 TRIM58 TSPAN5 TSPO2 TYR UBAC1 UBE2V1 UCP2 UROD UROS USP15 VEZF1 XK XPO7 YPEL5 HALLMARK_HYPOXIA_MSigDB.v2023.1 ACKR3 ADM ADORA2B AK4 AKAP12 ALDOA ALDOB ALDOC AMPD3 ANGPTL4 ANKZF1 ANXA2 ATF3 ATP7A B3GALT6 B4GALNT2 BCAN BCL2 BGN BHLHE40 BNIP3L BRS3 BTG1 CA12 CASP6 CAV1 CAVIN1 CAVIN3 CCN1 CCN2 CCN5 CCNG2 CDKN1A CDKN1B CDKN1C CHST2 CHST3 CITED2 COL5A1 CP CSRP2 CXCR4 DCN DDIT3 DDIT4 DPYSL4 DTNA DUSP1 EDN2 EFNA1 EFNA3 EGFR ENO1 ENO2 ENO3 ERO1A ERRFI1 ETS1 EXT1 F3 FAM162A FBP1 FOS FOSL2 FOXO3 GAA GALK1 GAPDH GAPDHS GBE1 GCK GCNT2 GLRX GPC1 GPC3 GPC4 GPI GRHPR GYS1 HACL2 HAS1 HDLBP HEXA HK1 HK2 HMOX1 HOXB9 HS3ST1 HSPA5 IDS IER3 IGFBP1 IGFBP3 IL6 INHA IRS2 ISG20 JMJD6 JUN KDELR3 KDM3A KIF5A KLF6 KLF7 KLHL24 LALBA LARGE1 LDHA LDHC LOX LXN MAFF MAP3K1 MIF MT1E MT2A MXI1 MYH9 NAGK NCAN NDRG1 NDST1 NDST2 NEDD4L NFIL3 NOCT NR3C1 P4HA1 P4HA2 PAM PCK1 PDGFB PDK1 PDK3 PFKFB3 PFKL PFKP PGAM2 PGF PGK1 PGM1 PGM2 PHKG1 PIM1 PKLR PKP1 PLAC8 PLAUR PLIN2 PNRC1 PPARGC1A PPFIA4 PPP1R15A PPP1R3C PRDX5 PRKCA PYGM RBPJ RORA RRAGD S100A4 SAP30 SCARB1 SDC2 SDC3 SDC4 SELENBP1 SERPINE1 SIAH2 SLC25A1 SLC2A1 SLC2A3 SLC2A5 SLC37A4 SLC6A6 SRPX STBD1 STC1 STC2 SULT2B1 TES TGFB3 TGFBI TGM2 TIPARP TKTL1 TMEM45A TNFAIP3 TPBG TPD52 TPI1 TPST2 UGP2 VEGFA VHL VLDLR WSB1 XPNPEP1 ZFP36 ZNF292 HALLMARK_IL2_STAT5_SIGNALING_MSigDB.v2023.1 ABCB1 ADAM19 AGER AHCY AHNAK AHR ALCAM AMACR ANXA4 APLP1 ARL4A BATF BATF3 BCL2 BCL2L1 BHLHE40 BMP2 BMPR2 CA2 CAPG CAPN3 CASP3 CCND2 CCND3 CCNE1 CCR4 CD44 CD48 CD79B CD81 CD83 CD86 CDC42SE2 CDC6 CDCP1 CDKN1C CISH CKAP4 COCH COL6A1 CSF1 CSF2 CST7 CTLA4 CTSZ CXCL10 CYFIP1 DCPS DENND5A DHRS3 DRC1 ECM1 EEF1AKMT1 EMP1 ENO3 ENPP1 EOMES ETFBKMT ETV4 F2RL2 FAH FGL2 FLT3LG FURIN GABARAPL1 GADD45B GALM GATA1 GBP4 GLIPR2 GPR65 GPR83 GPX4 GSTO1 GUCY1B1 HIPK2 HK2 HOPX HUWE1 HYCC2 ICOS IFITM3 IFNGR1 IGF1R IGF2R IKZF2 IKZF4 IL10 IL10RA IL13 IL18R1 IL1R2 IL1RL1 IL2RA IL2RB IL3RA IL4R IRF4 IRF6 IRF8 ITGA6 ITGAE ITGAV ITIH5 KLF6 LCLAT1 LIF LRIG1 LRRC8C LTB MAFF MAP3K8 MAP6 MAPKAPK2 MUC1 MXD1 MYC MYO1C MYO1E NCOA3 NCS1 NDRG1 NFIL3 NFKBIZ NOP2 NRP1 NT5E ODC1 P2RX4 P4HA1 PDCD2L PENK PHLDA1 PHTF2 PIM1 PLAGL1 PLEC PLIN2 PLPP1 PLSCR1 PNP POU2F1 PRAF2 PRKCH PRNP PTCH1 PTGER2 PTH1R PTRH2 PUS1 RABGAP1L RGS16 RHOB RHOH RNH1 RORA RRAGD S100A1 SCN9A SELL SELP SERPINB6 SERPINC1 SH3BGRL2 SHE SLC1A5 SLC29A2 SLC2A3 SLC39A8 SMPDL3A SNX14 SNX9 SOCS1 SOCS2 SPP1 SPRED2 SPRY4 ST3GAL4 SWAP70 SYNGR2 SYT11 TGM2 TIAM1 TLR7 TNFRSF18 TNFRSF1B TNFRSF21 TNFRSF4 TNFRSF8 TNFRSF9 TNFSF10 TNFSF11 TRAF1 TTC39B TWSG1 UCK2 UMPS WLS XBP1 HALLMARK_IL6_JAK_STAT3_SIGNALING_MSigDB.v2023.1 A2M ACVR1B ACVRL1 BAK1 CBL CCL7 CCR1 CD14 CD36 CD38 CD44 CD9 CNTFR CRLF2 CSF1 CSF2 CSF2RA CSF2RB CSF3R CXCL1 CXCL10 CXCL11 CXCL13 CXCL3 CXCL9 DNTT EBI3 FAS GRB2 HAX1 HMOX1 IFNAR1 IFNGR1 IFNGR2 IL10RB IL12RB1 IL13RA1 IL15RA IL17RA IL17RB IL18R1 IL1B IL1R1 IL1R2 IL2RA IL2RG IL3RA IL4R IL6 IL6ST IL7 IL9R INHBE IRF1 IRF9 ITGA4 ITGB3 JUN LEPR LTB LTBR MAP3K8 MYD88 OSMR PDGFC PF4 PIK3R5 PIM1 PLA2G2A PTPN1 PTPN11 PTPN2 REG1A SOCS1 SOCS3 STAM2 STAT1 STAT2 STAT3 TGFB1 TLR2 TNF TNFRSF12A TNFRSF1A TNFRSF1B TNFRSF21 TYK2 HALLMARK_INFLAMMATORY_RESPONSE_MSigDB.v2023.1 ABCA1 ABI1 ACVR1B ACVR2A ADGRE1 ADM ADORA2B ADRM1 AHR APLNR AQP9 ATP2A2 ATP2B1 ATP2C1 AXL BDKRB1 BEST1 BST2 BTG2 C3AR1 C5AR1 CALCRL CCL17 CCL2 CCL20 CCL22 CCL24 CCL5 CCL7 CCR7 CCRL2 CD14 CD40 CD48 CD55 CD69 CD70 CD82 CDKN1A CHST2 CLEC5A CMKLR1 CSF1 CSF3 CSF3R CX3CL1 CXCL10 CXCL11 CXCL6 CXCL8 CXCL9 CXCR6 CYBB DCBLD2 EBI3 EDN1 EIF2AK2 EMP3 EREG F3 FFAR2 FPR1 FZD5 GABBR1 GCH1 GNA15 GNAI3 GP1BA GPC3 GPR132 GPR183 HAS2 HBEGF HIF1A HPN HRH1 ICAM1 ICAM4 ICOSLG IFITM1 IFNAR1 IFNGR2 IL10 IL10RA IL12B IL15 IL15RA IL18 IL18R1 IL18RAP IL1A IL1B IL1R1 IL2RB IL4R IL6 IL7R INHBA IRAK2 IRF1 IRF7 ITGA5 ITGB3 ITGB8 KCNA3 KCNJ2 KCNMB2 KIF1B KLF6 LAMP3 LCK LCP2 LDLR LIF LPAR1 LTA LY6E LYN MARCO MEFV MEP1A MET MMP14 MSR1 MXD1 MYC NAMPT NDP NFKB1 NFKBIA NLRP3 NMI NMUR1 NOD2 NPFFR2 OLR1 OPRK1 OSM OSMR P2RX4 P2RX7 P2RY2 PCDH7 PDE4B PDPN PIK3R5 PLAUR PROK2 PSEN1 PTAFR PTGER2 PTGER4 PTGIR PTPRE PVR RAF1 RASGRP1 RELA RGS1 RGS16 RHOG RIPK2 RNF144B ROS1 RTP4 SCARF1 SCN1B SELE SELENOS SELL SEMA4D SERPINE1 SGMS2 SLAMF1 SLC11A2 SLC1A2 SLC28A2 SLC31A1 SLC31A2 SLC4A4 SLC7A1 SLC7A2 SPHK1 SRI STAB1 TACR1 TACR3 TAPBP TIMP1 TLR1 TLR2 TLR3 TNFAIP6 TNFRSF1B TNFRSF9 TNFSF10 TNFSF15 TNFSF9 TPBG VIP HALLMARK_INTERFERON_ALPHA_RESPONSE_MSigDB.v2023.1 ADAR B2M BATF2 BST2 C1S CASP1 CASP8 CCRL2 CD47 CD74 CMPK2 CMTR1 CNP CSF1 CXCL10 CXCL11 DDX60 DHX58 EIF2AK2 ELF1 EPSTI1 GBP2 GBP4 GMPR HELZ2 HERC6 HLA-C IFI27 IFI30 IFI35 IFI44 IFI44L IFIH1 IFIT2 IFIT3 IFITM1 IFITM2 IFITM3 IL15 IL4R IL7 IRF1 IRF2 IRF7 IRF9 ISG15 ISG20 LAMP3 LAP3 LGALS3BP LPAR6 LY6E MOV10 MVB12A MX1 NCOA7 NMI NUB1 OAS1 OASL OGFR PARP12 PARP14 PARP9 PLSCR1 PNPT1 PROCR PSMA3 PSMB8 PSMB9 PSME1 PSME2 RIPK2 RNF31 RSAD2 RTP4 SAMD9 SAMD9L SELL SLC25A28 SP110 STAT2 TAP1 TDRD7 TENT5A TMEM140 TRAFD1 TRIM14 TRIM21 TRIM25 TRIM26 TRIM5 TXNIP UBA7 UBE2L6 USP18 WARS1 HALLMARK_INTERFERON_GAMMA_RESPONSE_MSigDB.v2023.1 ADAR APOL6 ARID5B ARL4A AUTS2 B2M BANK1 BATF2 BPGM BST2 BTG1 C1R C1S CASP1 CASP3 CASP4 CASP7 CASP8 CCL2 CCL5 CCL7 CD274 CD38 CD40 CD69 CD74 CD86 CDKN1A CFB CFH CIITA CMKLR1 CMPK2 CMTR1 CSF2RB CXCL10 CXCL11 CXCL9 DDX60 DHX58 EIF2AK2 EIF4E3 EPSTI1 FAS FCGR1A FGL2 FPR1 GBP4 GBP6 GCH1 GPR18 GZMA HELZ2 HERC6 HIF1A HLA-A HLA-B HLA-DMA HLA-DQA1 HLA-DRB1 HLA-G ICAM1 IDO1 IFI27 IFI30 IFI35 IFI44 IFI44L IFIH1 IFIT1 IFIT2 IFIT3 IFITM2 IFITM3 IFNAR2 IL10RA IL15 IL15RA IL18BP IL2RB IL4R IL6 IL7 IRF1 IRF2 IRF4 IRF5 IRF7 IRF8 IRF9 ISG15 ISG20 ISOC1 ITGB7 JAK2 KLRK1 LAP3 LATS2 LCP2 LGALS3BP LY6E LYSMD2 MARCHF1 MT2A MTHFD2 MVP MX1 MX2 MYD88 NAMPT NCOA3 NFKB1 NFKBIA NLRC5 NMI NOD1 NUP93 OAS2 OAS3 OASL OGFR P2RY14 PARP12 PARP14 PDE4B PELI1 PFKP PIM1 PLA2G4A PLSCR1 PML PNP PNPT1 PSMA2 PSMA3 PSMB10 PSMB2 PSMB8 PSMB9 PSME1 PSME2 PTGS2 PTPN1 PTPN2 PTPN6 RAPGEF6 RBCK1 RIGI RIPK1 RIPK2 RNF213 RNF31 RSAD2 RTP4 SAMD9L SAMHD1 SECTM1 SELP SERPING1 SLAMF7 SLC25A28 SOCS1 SOCS3 SOD2 SP110 SPPL2A SRI SSPN ST3GAL5 ST8SIA4 STAT1 STAT2 STAT3 STAT4 TAP1 TAPBP TDRD7 TMT1B TNFAIP2 TNFAIP3 TNFAIP6 TNFSF10 TOR1B TRAFD1 TRIM14 TRIM21 TRIM25 TRIM26 TXNIP UBE2L6 UPP1 USP18 VAMP5 VAMP8 VCAM1 WARS1 XAF1 XCL1 ZBP1 ZNFX1 HALLMARK_KRAS_SIGNALING_DN_MSigDB.v2023.1 ABCB11 ABCG4 ACTC1 ADRA2C AKR1B10 ALOX12B AMBN ARHGDIG ARPP21 ASB7 ATP4A ATP6V1B1 BARD1 BMPR1B BRDT BTG2 C5 CACNA1F CACNG1 CALCB CALML5 CAMK1D CAPN9 CCDC106 CCNA1 CCR8 CD207 CD40LG CD80 CDH16 CDKAL1 CELSR2 CHRNG CHST2 CKM CLDN16 CLDN8 CLPS CLSTN3 CNTFR COL2A1 COPZ2 COQ8A CPA2 CPB1 CPEB3 CYP11B2 CYP39A1 DCC DLK2 DTNB EDAR EDN1 EDN2 EFHD1 EGF ENTPD7 EPHA5 FGF16 FGF22 FGFR3 FGGY FSHB GAMT GDNF GP1BA GP2 GPR19 GPR3 GPRC5C GRID2 GTF3C5 HNF1A HSD11B2 HTR1B HTR1D IDUA IFI44L IFNG IGFBP2 IL12B IL5 INSL5 IRS4 ITGB1BP2 ITIH3 KCND1 KCNE2 KCNMB1 KCNN1 KCNQ2 KLHDC8A KLK7 KLK8 KMT2D KRT1 KRT13 KRT15 KRT4 KRT5 LFNG LGALS7 LYPD3 MACROH2A2 MAGIX MAST3 MEFV MFSD6 MSH5 MTHFR MX1 MYH7 MYO15A MYOT NGB NOS1 NPHS1 NPY4R NR4A2 NR6A1 NRIP2 NTF3 NUDT11 OXT P2RX6 P2RY4 PAX3 PAX4 PCDHB1 PDCD1 PDE6B PDK2 PKP1 PLAG1 PNMT PRKN PRODH PROP1 PTGFR PTPRJ RGS11 RIBC2 RSAD2 RYR1 RYR2 SCGB1A1 SCN10A SELENOP SERPINA10 SERPINB2 SGK1 SHOX2 SIDT1 SKIL SLC12A3 SLC16A7 SLC25A23 SLC29A3 SLC30A3 SLC38A3 SLC5A5 SLC6A14 SLC6A3 SMPX SNCB SNN SOX10 SPHK2 SPRR3 SPTBN2 SSTR4 STAG3 SYNPO TAS2R4 TCF7L1 TCL1A TENM2 TENT5C TEX15 TFAP2B TFCP2L1 TFF2 TG TGFB2 TGM1 THNSL2 THRB TLX1 TNNI3 TSHB UGT2B17 UPK3B VPREB1 VPS50 WNT16 YBX2 YPEL1 ZBTB16 ZC2HC1C ZNF112 HALLMARK_KRAS_SIGNALING_UP_MSigDB.v2023.1 ABCB1 ACE ADAM17 ADAM8 ADAMDEC1 ADGRA2 ADGRL4 AKAP12 AKT2 ALDH1A2 ALDH1A3 AMMECR1 ANGPTL4 ANKH ANO1 ANXA10 APOD ARG1 ATG10 AVL9 BIRC3 BMP2 BPGM BTBD3 BTC C3AR1 CA2 CAB39L CBL CBR4 CBX8 CCL20 CCND2 CCSER2 CD37 CDADC1 CFB CFH CFHR2 CIDEA CLEC4A CMKLR1 CPE CROT CSF2 CSF2RA CTSS CXCL10 CXCR4 DCBLD2 DNMBP DOCK2 DUSP6 EMP1 ENG EPB41L3 EPHB2 EREG ERO1A ETS1 ETV1 ETV4 ETV5 EVI5 F13A1 F2RL1 FBXO4 FCER1G FGF9 FLT4 FUCA1 G0S2 GABRA3 GADD45G GALNT3 GFPT2 GLRX GNG11 GPNMB GPRC5B GUCY1A1 GYPC H2BC3 HBEGF HDAC9 HKDC1 HOXD11 HSD11B1 ID2 IGF2 IGFBP3 IKZF1 IL10RA IL1B IL1RL2 IL2RG IL33 IL7R INHBA IRF8 ITGA2 ITGB2 ITGBL1 JUP KCNN4 KIF5C KLF4 LAPTM5 LAT2 LCP1 LIF LY96 MAFB MALL MAP3K1 MAP4K1 MAP7 MMD MMP10 MMP11 MMP9 MPZL2 MTMR10 MYCN NAP1L2 NGF NIN NR0B2 NR1H4 NRP1 PCP4 PCSK1N PDCD1LG2 PECAM1 PEG3 PIGR PLAT PLAU PLAUR PLEK2 PLVAP PPBP PPP1R15A PRDM1 PRELID3B PRKG2 PRRX1 PSMB8 PTBP2 PTCD2 PTGS2 PTPRR RABGAP1L RBM4 RBP4 RELN RETN RGS16 SATB1 SCG3 SCG5 SCN1B SDCCAG8 SEMA3B SERPINA3 SLPI SNAP25 SNAP91 SOX9 SPARCL1 SPON1 SPP1 SPRY2 ST6GAL1 STRN TFPI TLR8 TMEM100 TMEM158 TMEM176A TMEM176B TNFAIP3 TNFRSF1B TNNT2 TOR1AIP2 TPH1 TRAF1 TRIB1 TRIB2 TSPAN1 TSPAN13 TSPAN7 USH1C USP12 VWA5A WDR33 WNT7A YRDC ZNF277 ZNF639 HALLMARK_MITOTIC_SPINDLE_MSigDB.v2023.1 ABI1 ABL1 ABR ACTN4 AKAP13 ALMS1 ALS2 ANLN APC ARAP3 ARF6 ARFGEF1 ARFIP2 ARHGAP10 ARHGAP27 ARHGAP29 ARHGAP4 ARHGAP5 ARHGDIA ARHGEF11 ARHGEF12 ARHGEF2 ARHGEF3 ARHGEF7 ARL8A ATG4B AURKA BCAR1 BCL2L11 BCR BIN1 BIRC5 BRCA2 BUB1 CAPZB CCDC88A CCNB2 CD2AP CDC27 CDC42 CDC42BPA CDC42EP1 CDC42EP2 CDC42EP4 CDK1 CDK5RAP2 CENPE CENPF CEP131 CEP192 CEP250 CEP57 CEP72 CKAP5 CLASP1 CLIP1 CLIP2 CNTRL CNTROB CPAP CSNK1D CTTN CYTH2 DLG1 DLGAP5 DOCK2 DOCK4 DST DYNC1H1 DYNLL2 ECT2 EPB41 EPB41L2 ESPL1 EZR FARP1 FBXO5 FGD4 FGD6 FLNA FLNB FSCN1 GEMIN4 GSN HDAC6 HOOK3 INCENP ITSN1 KATNA1 KATNB1 KIF11 KIF15 KIF1B KIF20B KIF22 KIF23 KIF2C KIF3B KIF3C KIF4A KIF5B KIFAP3 KLC1 KNTC1 KPTN LATS1 LLGL1 LMNB1 LRPPRC MAP1S MAP3K11 MAPRE1 MARCKS MARK4 MID1 MID1IP1 MYH10 MYH9 MYO1E MYO9B NCK1 NCK2 NDC80 NEDD9 NEK2 NET1 NF1 NIN NOTCH2 NUMA1 NUSAP1 OPHN1 PAFAH1B1 PALLD PCGF5 PCM1 PCNT PDLIM5 PIF1 PKD2 PLEKHG2 PLK1 PPP4R2 PRC1 PREX1 PXN RAB3GAP1 RABGAP1 RACGAP1 RALBP1 RANBP9 RAPGEF5 RAPGEF6 RASA1 RASA2 RASAL2 RFC1 RHOF RHOT2 RICTOR ROCK1 SAC3D1 SASS6 SEPTIN9 SHROOM1 SHROOM2 SMC1A SMC3 SMC4 SORBS2 SOS1 SPTAN1 SPTBN1 SSH2 STAU1 STK38L SUN2 SYNPO TAOK2 TBCD TIAM1 TLK1 TOP2A TPX2 TRIO TSC1 TTK TUBA4A TUBD1 TUBGCP2 TUBGCP3 TUBGCP5 TUBGCP6 UXT VCL WASF1 WASF2 WASL YWHAE HALLMARK_MTORC1_SIGNALING_MSigDB.v2023.1 ABCF2 ACACA ACLY ACSL3 ACTR2 ACTR3 ADD3 ADIPOR2 AK4 ALDOA ARPC5L ASNS ATP2A2 ATP5MC1 ATP6V1D AURKA BCAT1 BHLHE40 BTG2 BUB1 CACYBP CALR CANX CCNF CCNG1 CCT6A CD9 CDC25A CDKN1A CFP COPS5 CORO1A CTH CTSC CXCR4 CYB5B CYP51A1 DAPP1 DDIT3 DDIT4 DDX39A DHCR24 DHCR7 DHFR EBP EDEM1 EEF1E1 EGLN3 EIF2S2 ELOVL5 ELOVL6 ENO1 EPRS1 ERO1A ETF1 FADS1 FADS2 FDXR FGL2 FKBP2 G6PD GAPDH GBE1 GCLC GGA2 GLA GLRX GMPS GOT1 GPI GSK3B GSR GTF2H1 HK2 HMBS HMGCR HMGCS1 HPRT1 HSP90B1 HSPA4 HSPA5 HSPA9 HSPD1 HSPE1 IDH1 IDI1 IFI30 IFRD1 IGFBP5 IMMT INSIG1 ITGB2 LDHA LDLR LGMN LTA4H M6PR MAP2K3 MCM2 MCM4 ME1 MLLT11 MTHFD2 MTHFD2L NAMPT NFIL3 NFKBIB NFYC NHERF1 NIBAN1 NMT1 NUFIP1 NUP205 NUPR1 P4HA1 PDAP1 PDK1 PFKL PGK1 PGM1 PHGDH PIK3R3 PITPNB PLK1 PLOD2 PNO1 PNP POLR3G PPA1 PPIA PPP1R15A PRDX1 PSAT1 PSMA3 PSMA4 PSMB5 PSMC2 PSMC4 PSMC6 PSMD12 PSMD13 PSMD14 PSME3 PSMG1 PSPH QDPR RAB1A RDH11 RIT1 RPA1 RPN1 RRM2 RRP9 SC5D SCD SDF2L1 SEC11A SERP1 SERPINH1 SHMT2 SKAP2 SLA SLC1A4 SLC1A5 SLC2A1 SLC2A3 SLC37A4 SLC6A6 SLC7A11 SLC7A5 SORD SQLE SQSTM1 SRD5A1 SSR1 STARD4 STC1 STIP1 SYTL2 TBK1 TCEA1 TES TFRC TM7SF2 TMEM97 TOMM40 TPI1 TRIB3 TUBA4A TUBG1 TXNRD1 UBE2D3 UCHL5 UFM1 UNG USO1 VLDLR WARS1 XBP1 YKT6 HALLMARK_MYC_TARGETS_V1_MSigDB.v2023.1 ABCE1 ACP1 AIMP2 AP3S1 APEX1 BUB3 C1QBP CAD CANX CBX3 CCNA2 CCT2 CCT3 CCT4 CCT5 CCT7 CDC20 CDC45 CDK2 CDK4 CLNS1A CNBP COPS5 COX5A CSTF2 CTPS1 CUL1 CYC1 DDX18 DDX21 DEK DHX15 DUT EEF1B2 EIF1AX EIF2S1 EIF2S2 EIF3B EIF3D EIF3J EIF4A1 EIF4E EIF4G2 EIF4H EPRS1 ERH ETF1 EXOSC7 FAM120A FBL G3BP1 GLO1 GNL3 GOT2 GSPT1 H2AZ1 HDAC2 HDDC2 HDGF HNRNPA1 HNRNPA2B1 HNRNPA3 HNRNPC HNRNPD HNRNPR HNRNPU HPRT1 HSP90AB1 HSPD1 HSPE1 IARS1 IFRD1 ILF2 IMPDH2 KARS1 KPNA2 KPNB1 LDHA LSM2 LSM7 MAD2L1 MCM2 MCM4 MCM5 MCM6 MCM7 MRPL23 MRPL9 MRPS18B MYC NAP1L1 NCBP1 NCBP2 NDUFAB1 NHP2 NME1 NOLC1 NOP16 NOP56 NPM1 ODC1 ORC2 PA2G4 PABPC1 PABPC4 PCBP1 PCNA PGK1 PHB1 PHB2 POLD2 POLE3 PPIA PPM1G PRDX3 PRDX4 PRPF31 PRPS2 PSMA1 PSMA2 PSMA4 PSMA6 PSMA7 PSMB2 PSMB3 PSMC4 PSMC6 PSMD1 PSMD14 PSMD3 PSMD7 PSMD8 PTGES3 PWP1 RACK1 RAD23B RAN RANBP1 RFC4 RNPS1 RPL14 RPL18 RPL22 RPL34 RPL6 RPLP0 RPS10 RPS2 RPS3 RPS5 RPS6 RRM1 RRP9 RSL1D1 RUVBL2 SERBP1 SET SF3A1 SF3B3 SLC25A3 SMARCC1 SNRPA SNRPA1 SNRPB2 SNRPD1 SNRPD2 SNRPD3 SNRPG SRM SRPK1 SRSF1 SRSF2 SRSF3 SRSF7 SSB SSBP1 STARD7 SYNCRIP TARDBP TCP1 TFDP1 TOMM70 TRA2B TRIM28 TUFM TXNL4A TYMS U2AF1 UBA2 UBE2E1 UBE2L3 USP1 VBP1 VDAC1 VDAC3 XPO1 XPOT XRCC6 YWHAE YWHAQ HALLMARK_MYC_TARGETS_V2_MSigDB.v2023.1 AIMP2 BYSL CBX3 CDK4 DCTPP1 DDX18 DUSP2 EXOSC5 FARSA GNL3 GRWD1 HK2 HSPD1 HSPE1 IMP4 IPO4 LAS1L MAP3K6 MCM4 MCM5 MPHOSPH10 MRTO4 MYBBP1A MYC NDUFAF4 NIP7 NOC4L NOLC1 NOP16 NOP2 NOP56 NPM1 PA2G4 PES1 PHB1 PLK1 PLK4 PPAN PPRC1 PRMT3 PUS1 RABEPK RCL1 RRP12 RRP9 SLC19A1 SLC29A2 SORD SRM SUPV3L1 TBRG4 TCOF1 TFB2M TMEM97 UNG UTP20 WDR43 WDR74 HALLMARK_MYOGENESIS_MSigDB.v2023.1 ABLIM1 ACHE ACSL1 ACTA1 ACTC1 ACTN2 ACTN3 ADAM12 ADCY9 AEBP1 AGL AGRN AK1 AKT2 ANKRD2 APLNR APOD APP ATP2A1 ATP6AP1 BAG1 BDKRB2 BHLHE40 BIN1 CACNA1H CACNG1 CAMK2B CASQ1 CASQ2 CAV3 CD36 CDH13 CDKN1A CFD CHRNA1 CHRNB1 CHRNG CKB CKM CKMT2 CLU CNN3 COL15A1 COL1A1 COL3A1 COL4A2 COL6A2 COL6A3 COX6A2 COX7A1 CRAT CRYAB CSRP3 CTF1 DAPK2 DENND2B DES DMD DMPK DTNA EFS EIF4A2 ENO3 EPHB3 ERBB3 FABP3 FDPS FGF2 FHL1 FKBP1B FLII FOXO4 FST FXYD1 GAA GABARAPL2 GADD45B GJA5 GNAO1 GPX3 GSN HBEGF HDAC5 HRC HSPB2 HSPB8 IFRD1 IGF1 IGFBP3 IGFBP7 ITGA7 ITGB1 ITGB4 ITGB5 KCNH1 KCNH2 KIFC3 KLF5 LAMA2 LARGE1 LDB3 LPIN1 LSP1 MAPK12 MAPRE3 MB MEF2A MEF2C MEF2D MRAS MYBPC3 MYBPH MYF6 MYH1 MYH11 MYH2 MYH3 MYH4 MYH7 MYH8 MYH9 MYL1 MYL11 MYL2 MYL3 MYL4 MYL6B MYL7 MYLK MYO1C MYOG MYOM1 MYOM2 MYOZ1 NAV2 NCAM1 NOS1 NOTCH1 NQO1 OCEL1 PC PDE4DIP PDLIM7 PFKM PGAM2 PICK1 PKIA PLXNB2 PPFIA4 PPP1R3C PRNP PSEN2 PTGIS PTP4A3 PVALB PYGM RB1 REEP1 RIT1 RYR1 SCD SCHIP1 SGCA SGCD SGCG SH2B1 SH3BGR SIRT2 SLC6A8 SLN SMTN SOD3 SORBS1 SORBS3 SPARC SPDEF SPEG SPHK1 SPTAN1 SSPN STC2 SVIL SYNGR2 TAGLN TCAP TEAD4 TGFB1 TNNC1 TNNC2 TNNI1 TNNI2 TNNT1 TNNT2 TNNT3 TPD52L1 TPM2 TPM3 TSC2 VIPR1 WWTR1 HALLMARK_NOTCH_SIGNALING_MSigDB.v2023.1 APH1A ARRB1 CCND1 CUL1 DLL1 DTX1 DTX2 DTX4 FBXW11 FZD1 FZD5 FZD7 HES1 HEYL JAG1 KAT2A LFNG MAML2 NOTCH1 NOTCH2 NOTCH3 PPARD PRKCA PSEN2 PSENEN RBX1 SAP30 SKP1 ST3GAL6 TCF7L2 WNT2 WNT5A HALLMARK_OXIDATIVE_PHOSPHORYLATION_MSigDB.v2023.1 ABCB7 ACAA1 ACAA2 ACADM ACADSB ACADVL ACAT1 ACO2 AFG3L2 AIFM1 ALAS1 ALDH6A1 ATP1B1 ATP5F1A ATP5F1B ATP5F1C ATP5F1D ATP5F1E ATP5MC1 ATP5MC2 ATP5MC3 ATP5ME ATP5MF ATP5MG ATP5PB ATP5PD ATP5PF ATP5PO ATP6AP1 ATP6V0B ATP6V0C ATP6V0E1 ATP6V1C1 ATP6V1D ATP6V1E1 ATP6V1F ATP6V1G1 ATP6V1H BAX BCKDHA BDH2 CASP7 COX10 COX11 COX15 COX17 COX4I1 COX5A COX5B COX6A1 COX6B1 COX6C COX7A2 COX7A2L COX7B COX7C COX8A COXFA4 CPT1A CS CYB5A CYB5R3 CYC1 CYCS DECR1 DLAT DLD DLST ECH1 ECHS1 ECI1 ETFA ETFB ETFDH FDX1 FH FXN GLUD1 GOT2 GPI GPX4 GRPEL1 HADHA HADHB HCCS HSD17B10 HSPA9 HTRA2 IDH1 IDH2 IDH3A IDH3B IDH3G IMMT ISCA1 ISCU LDHA LDHB LRPPRC MAOB MDH1 MDH2 MFN2 MGST3 MPC1 MRPL11 MRPL15 MRPL34 MRPL35 MRPS11 MRPS12 MRPS15 MRPS22 MRPS30 MTRF1 MTRR MTX2 NDUFA1 NDUFA2 NDUFA3 NDUFA5 NDUFA6 NDUFA7 NDUFA8 NDUFA9 NDUFAB1 NDUFB1 NDUFB2 NDUFB3 NDUFB4 NDUFB5 NDUFB6 NDUFB7 NDUFB8 NDUFC1 NDUFC2 NDUFS1 NDUFS2 NDUFS3 NDUFS4 NDUFS6 NDUFS7 NDUFS8 NDUFV1 NDUFV2 NNT NQO2 OAT OGDH OPA1 OXA1L PDHA1 PDHB PDHX PDK4 PDP1 PHB2 PHYH PMPCA POLR2F POR PRDX3 RETSAT RHOT1 RHOT2 SDHA SDHB SDHC SDHD SLC25A11 SLC25A12 SLC25A20 SLC25A3 SLC25A4 SLC25A5 SLC25A6 SUCLA2 SUCLG1 SUPV3L1 SURF1 TCIRG1 TIMM10 TIMM13 TIMM17A TIMM50 TIMM8B TIMM9 TOMM22 TOMM70 UQCR10 UQCR11 UQCRB UQCRC1 UQCRC2 UQCRFS1 UQCRH UQCRQ VDAC1 VDAC2 VDAC3 HALLMARK_P53_PATHWAY_MSigDB.v2023.1 ABAT ABCC5 ABHD4 ACVR1B ADA AEN AK1 ALOX15B ANKRA2 APAF1 APP ATF3 BAIAP2 BAK1 BAX BLCAP BMP2 BTG1 BTG2 CASP1 CCND2 CCND3 CCNG1 CCNK CCP110 CD81 CD82 CDH13 CDK5R1 CDKN1A CDKN2A CDKN2AIP CDKN2B CEBPA CGRRF1 CLCA2 COQ8A CSRNP2 CTSD CTSF CYFIP2 DCXR DDB2 DDIT3 DDIT4 DEF6 DGKA DNTTIP2 DRAM1 EI24 ELP1 EPHA2 EPHX1 EPS8L2 ERCC5 F2R FAM162A FAS FBXW7 FDXR FGF13 FOS FOXO3 FUCA1 GADD45A GLS2 GM2A GPX2 H1-2 H2AC25 H2AJ HBEGF HDAC3 HEXIM1 HINT1 HMOX1 HRAS HSPA4L IER3 IER5 IFI30 IL1A INHBB IP6K2 IRAG2 IRAK1 ISCU ITGB4 JAG2 JUN KIF13B KLF4 KLK8 KRT17 LDHB LIF MAPKAPK3 MDM2 MKNK2 MXD1 MXD4 NDRG1 NHLH2 NINJ1 NOL8 NOTCH1 NUDT15 NUPR1 OSGIN1 PCNA PDGFA PERP PHLDA3 PIDD1 PITPNC1 PLK2 PLK3 PLXNB2 PMM1 POLH POM121 PPM1D PPP1R15A PRKAB1 PRMT2 PROCR PTPN14 PTPRE PVT1 RAB40C RACK1 RAD51C RAD9A RALGDS RAP2B RB1 RCHY1 RETSAT RGS16 RHBDF2 RNF19B RPL18 RPL36 RPS12 RPS27L RRAD RRP8 RXRA S100A10 S100A4 SAT1 SDC1 SEC61A1 SERPINB5 SERTAD3 SESN1 SFN SLC19A2 SLC35D1 SLC3A2 SLC7A11 SOCS1 SP1 SPHK1 ST14 STEAP3 STOM TAP1 TAX1BP3 TCHH TCN2 TGFA TGFB1 TM4SF1 TM7SF3 TNFSF9 TNNI1 TOB1 TP53 TP63 TPD52L1 TPRKB TRAF4 TRAFD1 TRIAP1 TRIB3 TSC22D1 TSPYL2 TXNIP UPP1 VAMP8 VDR VWA5A WRAP73 WWP1 XPC ZBTB16 ZFP36L1 ZMAT3 ZNF365 HALLMARK_PANCREAS_BETA_CELLS_MSigDB.v2023.1 ABCC8 AKT3 CHGA DCX DPP4 ELP4 FOXA2 FOXO1 G6PC2 GCG GCK HNF1A IAPP INS INSM1 ISL1 LMO2 MAFB NEUROD1 NEUROG3 NKX2-2 NKX6-1 PAK3 PAX4 PAX6 PCSK1 PCSK2 PDX1 PKLR SCGN SEC11A SLC2A2 SPCS1 SRP14 SRP9 SRPRB SST STXBP1 SYT13 VDR HALLMARK_PEROXISOME_MSigDB.v2023.1 ABCB1 ABCB4 ABCB9 ABCC5 ABCC8 ABCD1 ABCD2 ABCD3 ACAA1 ACOT8 ACOX1 ACSL1 ACSL4 ACSL5 ALB ALDH1A1 ALDH9A1 ATXN1 BCL10 CACNA1B CADM1 CAT CDK7 CEL CLN6 CLN8 CNBP CRABP1 CRABP2 CRAT CTBP1 CTPS1 DHCR24 DHRS3 DIO1 DLG4 ECH1 ECI2 EHHADH ELOVL5 EPHX2 ERCC1 ERCC3 ESR2 FABP6 FADS1 FDPS FIS1 GNPAT GSTK1 HAO2 HMGCL HRAS HSD11B2 HSD17B11 HSD17B4 HSD3B7 IDE IDH1 IDH2 IDI1 ISOC1 ITGB1BP1 LONP2 MLYCD MSH2 MVP NR1I2 NUDT19 PABPC1 PEX11A PEX11B PEX13 PEX14 PEX2 PEX5 PEX6 PRDX1 PRDX5 RDH11 RETSAT RXRG SCGB1A1 SCP2 SEMA3C SERPINA6 SIAH1 SLC23A2 SLC25A17 SLC25A19 SLC25A4 SLC27A2 SLC35B2 SMARCC1 SOD1 SOD2 STS SULT2B1 TOP2A TSPO TTR UGT2B17 VPS4B YWHAH HALLMARK_PI3K_AKT_MTOR_SIGNALING_MSigDB.v2023.1 ACACA ACTR2 ACTR3 ADCY2 AKT1 AKT1S1 AP2M1 ARF1 ARHGDIA ARPC3 ATF1 CAB39 CAB39L CALR CAMK4 CDK1 CDK2 CDK4 CDKN1A CDKN1B CFL1 CLTC CSNK2B CXCR4 DAPP1 DDIT3 DUSP3 E2F1 ECSIT EGFR EIF4E FASLG FGF17 FGF22 FGF6 GNA14 GNGT1 GRB2 GRK2 GSK3B HRAS HSP90B1 IL2RG IL4 IRAK4 ITPR2 LCK MAP2K3 MAP2K6 MAP3K7 MAPK1 MAPK10 MAPK8 MAPK9 MAPKAP1 MKNK1 MKNK2 MYD88 NCK1 NFKBIB NGF NOD1 PAK4 PDK1 PFN1 PIK3R3 PIKFYVE PIN1 PITX2 PLA2G12A PLCB1 PLCG1 PPP1CA PPP2R1B PRKAA2 PRKAG1 PRKAR2A PRKCB PTEN PTPN11 RAC1 RAF1 RALB RIPK1 RIT1 RPS6KA1 RPS6KA3 RPTOR SFN SLA SLC2A1 SMAD2 SQSTM1 STAT2 TBK1 THEM4 TIAM1 TNFRSF1A TRAF2 TRIB3 TSC2 UBE2D3 UBE2N VAV3 YWHAB HALLMARK_PROTEIN_SECRETION_MSigDB.v2023.1 ABCA1 ADAM10 ANP32E AP1G1 AP2B1 AP2M1 AP2S1 AP3B1 AP3S1 ARCN1 ARF1 ARFGAP3 ARFGEF1 ARFGEF2 ARFIP1 ATP1A1 ATP6V1B1 ATP6V1H ATP7A BET1 BNIP3 CAV2 CD63 CLCN3 CLN5 CLTA CLTC COG2 COPB1 COPB2 COPE CTSC DNM1L DOP1A DST EGFR ERGIC3 GALC GBF1 GLA GNAS GOLGA4 GOSR2 ICA1 IGF2R KIF1B KRT18 LAMP2 LMAN1 M6PR MAPK1 MON2 NAPA NAPG OCRL PAM PPT1 RAB14 RAB22A RAB2A RAB5A RAB9A RER1 RPS6KA3 SCAMP1 SCAMP3 SCRN1 SEC22B SEC24D SEC31A SGMS1 SH3GL2 SNAP23 SNX2 SOD1 SSPN STAM STX12 STX16 STX7 TMED10 TMED2 TMX1 TOM1L1 TPD52 TSG101 TSPAN8 USO1 VAMP3 VAMP4 VAMP7 VPS45 VPS4B YIPF6 YKT6 ZW10 HALLMARK_REACTIVE_OXYGEN_SPECIES_PATHWAY_MSigDB.v2023.1 ABCC1 ATOX1 CAT CDKN2D EGLN2 ERCC2 FES FTL G6PD GCLC GCLM GLRX GLRX2 GPX3 GPX4 GSR HHEX HMOX2 IPCEF1 JUNB LAMTOR5 LSP1 MBP MGST1 MPO MSRA NDUFA6 NDUFB4 NDUFS2 NQO1 OXSR1 PDLIM1 PFKP PRDX1 PRDX2 PRDX4 PRDX6 PRNP PTPA SBNO2 SCAF4 SELENOS SOD1 SOD2 SRXN1 STK25 TXN TXNRD1 TXNRD2 HALLMARK_SPERMATOGENESIS_MSigDB.v2023.1 ACE ACKR5 ACRBP ACRV1 ACTL7B ADAD1 ADAM2 ADCYAP1 AGFG1 AKAP4 ALOX15 ARL4A ART3 AURKA BRAF BUB1 CAMK4 CCNA1 CCNB2 CCT6B CDK1 CDKN3 CFTR CHFR CHRM4 CLGN CLPB CLVS1 CNIH2 COIL CRISP2 CSNK2A2 CST8 DBF4 DCC DDX25 DDX4 DMC1 DMRT1 DNAJB8 DPEP3 ELOVL3 EZH2 GAD1 GAPDHS GFI1 GMCL1 GRM8 GSG1 GSTM3 H1-6 HBZ HOXB1 HSPA1L HSPA2 HSPA4L HTR5A IDE IFT88 IL12RB2 IL13RA2 IP6K1 JAM3 KIF2C LDHC LPIN1 MAP7 MAST2 MEP1B MLF1 MLLT10 MTNR1A MTOR NAA11 NCAPH NEFH NEK2 NF2 NOS1 NPHP1 NPY5R OAZ3 ODF1 PACRG PAPOLB PARP2 PCSK1N PCSK4 PDHA2 PEBP1 PGK2 PGS1 PHF7 PHKG2 PIAS2 POMC PRKAR2A PRM2 PSMG1 RAD17 RFC4 RPL39L SCG3 SCG5 SEPTIN4 SHE SIRT1 SLC12A2 SLC2A5 SNAP91 SPATA6 SPMAP2 STAM2 STRBP SYCP1 TALDO1 TCP11 TEKT2 TKTL1 TLE4 TNNI3 TNP1 TNP2 TOPBP1 TSN TSSK2 TTK TUBA3C TULP2 VDAC3 YBX2 ZC2HC1C ZC3H14 ZNRF4 ZPBP HALLMARK_TGF_BETA_SIGNALING_MSigDB.v2023.1 ACVR1 APC ARID4B BCAR3 BMP2 BMPR1A BMPR2 CDH1 CDK9 CDKN1C CTNNB1 ENG FKBP1A FNTA FURIN HDAC1 HIPK2 ID1 ID2 ID3 IFNGR2 JUNB KLF10 LEFTY2 LTBP2 MAP3K7 NCOR2 NOG PMEPA1 PPM1A PPP1CA PPP1R15A RAB31 RHOA SERPINE1 SKI SKIL SLC20A1 SMAD1 SMAD3 SMAD6 SMAD7 SMURF1 SMURF2 SPTBN1 TGFB1 TGFBR1 TGIF1 THBS1 TJP1 TRIM33 UBE2D3 WWTR1 XIAP HALLMARK_TNFA_SIGNALING_VIA_NFKB_MSigDB.v2023.1 ABCA1 ACKR3 AREG ATF3 ATP2B1 B4GALT1 B4GALT5 BCL2A1 BCL3 BCL6 BHLHE40 BIRC2 BIRC3 BMP2 BTG1 BTG2 BTG3 CCL2 CCL20 CCL4 CCL5 CCN1 CCND1 CCNL1 CCRL2 CD44 CD69 CD80 CD83 CDKN1A CEBPB CEBPD CFLAR CLCF1 CSF1 CSF2 CXCL1 CXCL10 CXCL11 CXCL2 CXCL3 CXCL6 DENND5A DNAJB4 DRAM1 DUSP1 DUSP2 DUSP4 DUSP5 EDN1 EFNA1 EGR1 EGR2 EGR3 EHD1 EIF1 ETS2 F2RL1 F3 FJX1 FOS FOSB FOSL1 FOSL2 FUT4 G0S2 GADD45A GADD45B GCH1 GEM GFPT2 GPR183 HBEGF HES1 ICAM1 ICOSLG ID2 IER2 IER3 IER5 IFIH1 IFIT2 IFNGR2 IL12B IL15RA IL18 IL1A IL1B IL23A IL6 IL6ST IL7R INHBA IRF1 IRS2 JAG1 JUN JUNB KDM6B KLF10 KLF2 KLF4 KLF6 KLF9 KYNU LAMB3 LDLR LIF LITAF MAFF MAP2K3 MAP3K8 MARCKS MCL1 MSC MXD1 MYC NAMPT NFAT5 NFE2L2 NFIL3 NFKB1 NFKB2 NFKBIA NFKBIE NINJ1 NR4A1 NR4A2 NR4A3 OLR1 PANX1 PDE4B PDLIM5 PER1 PFKFB3 PHLDA1 PHLDA2 PLAU PLAUR PLEK PLK2 PLPP3 PMEPA1 PNRC1 PPP1R15A PTGER4 PTGS2 PTPRE PTX3 RCAN1 REL RELA RELB RHOB RIGI RIPK2 RNF19B SAT1 SDC4 SERPINB2 SERPINB8 SERPINE1 SGK1 SIK1 SLC16A6 SLC2A3 SLC2A6 SMAD3 SNN SOCS3 SOD2 SPHK1 SPSB1 SQSTM1 STAT5A TANK TAP1 TGIF1 TIPARP TLR2 TNC TNF TNFAIP2 TNFAIP3 TNFAIP6 TNFAIP8 TNFRSF9 TNFSF9 TNIP1 TNIP2 TRAF1 TRIB1 TRIP10 TSC22D1 TUBB2A VEGFA YRDC ZBTB10 ZC3H12A ZFP36 HALLMARK_UNFOLDED_PROTEIN_RESPONSE_MSigDB.v2023.1 ALDH18A1 ARFGAP1 ASNS ATF3 ATF4 ATF6 ATP6V0D1 BAG3 BANF1 CALR CCL2 CEBPB CEBPG CHAC1 CKS1B CNOT2 CNOT4 CNOT6 CXXC1 DCP1A DCP2 DCTN1 DDIT4 DDX10 DKC1 DNAJA4 DNAJB9 DNAJC3 EDC4 EDEM1 EEF2 EIF2AK3 EIF2S1 EIF4A1 EIF4A2 EIF4A3 EIF4E EIF4EBP1 EIF4G1 ERN1 ERO1A EXOC2 EXOSC1 EXOSC10 EXOSC2 EXOSC4 EXOSC5 EXOSC9 FKBP14 FUS GEMIN4 GOSR2 H2AX HERPUD1 HSP90B1 HSPA5 HSPA9 HYOU1 IARS1 IFIT1 IGFBP1 IMP3 KDELR3 KHSRP KIF5B LSM1 LSM4 MTHFD2 MTREX NABP1 NFYA NFYB NHP2 NOLC1 NOP14 NOP56 NPM1 PAIP1 PARN PDIA5 PDIA6 POP4 PREB PSAT1 RPS14 RRP9 SDAD1 SEC11A SEC31A SERP1 SHC1 SKIC3 SLC1A4 SLC30A5 SLC7A5 SPCS1 SPCS3 SRPRA SRPRB SSR1 STC2 TARS1 TATDN2 TSPYL2 TUBB2A VEGFA WFS1 WIPI1 XBP1 XPOT YIF1A YWHAZ ZBTB17 HALLMARK_UV_RESPONSE_DN_MSigDB.v2023.1 ABCC1 ACVR2A ADD3 ADGRL2 ADORA2B AGGF1 AKT3 AMPH ANXA2 ANXA4 APBB2 ARHGEF9 ATP2B1 ATP2B4 ATP2C1 ATRN ATRX ATXN1 BCKDHB BDNF BHLHE40 BMPR1A CACNA1A CAP2 CAV1 CCN1 CDC42BPA CDK13 CDKN1B CDON CELF2 CITED2 COL11A1 COL1A1 COL1A2 COL3A1 COL5A2 DAB2 DBP DDAH1 DLC1 DLG1 DMAC2L DUSP1 DYRK1A EFEMP1 ERBB2 F3 FBLN5 FHL2 FYN FZD2 GCNT1 GJA1 GRK5 HAS2 ICA1 ID1 IGF1R IGFBP5 INPP4B INSIG1 IRS1 ITGB3 KALRN KCNMA1 KIT LAMC1 LDLR LPAR1 LTBP1 MAGI2 MAP1B MAP2K5 MAPK14 MET MGLL MGMT MIOS MMP16 MRPS31 MT1E MTA1 MYC NEK7 NFIB NFKB1 NIPBL NOTCH2 NR1D2 NR3C1 NRP1 PDGFRB PDLIM5 PEX14 PHF3 PIAS3 PIK3CD PIK3R3 PLCB4 PLPP3 PMP22 PPARG PRDM2 PRKAR2B PRKCA PRKCE PTEN PTGFR PTPN21 PTPRM RASA2 RBPMS RGS4 RND3 RUNX1 RXRA SCAF8 SCHIP1 SCN8A SDC2 SERPINE1 SFMBT1 SIPA1L1 SLC67A1 SLC7A1 SMAD3 SMAD7 SNAI2 SPOP SRI SYNE1 SYNJ2 TENT4A TFPI TGFBR2 TGFBR3 TJP1 TOGARAM1 VAV2 VLDLR WDR37 YTHDC1 ZMIZ1 HALLMARK_UV_RESPONSE_UP_MSigDB.v2023.1 ABCB1 ACAA1 AGO2 ALAS1 ALDOA AMD1 AP2S1 APOM AQP3 ARRB2 ASNS ATF3 ATP6V1C1 ATP6V1F BAK1 BCL2L11 BID BMP2 BSG BTG1 BTG2 BTG3 C4BPB CA2 CASP3 CCK CCND3 CCNE1 CDC34 CDC5L CDK2 CDKN1C CDKN2B CDO1 CEBPG CHKA CHRNA5 CLCN2 CLTB CNP COL2A1 CREG1 CTSV CXCL2 CYB5B CYB5R1 CYP1A1 DDX21 DGAT1 DLG4 DNAJA1 DNAJB1 E2F5 EIF2S3 EIF5 ENO2 EPCAM EPHX1 FEN1 FGF18 FKBP4 FMO1 FOS FOSB FURIN GAL GCH1 GGH GLS GPX3 GRINA GRPEL1 H2AX HLA-F HMOX1 HNRNPU HSPA13 HSPA2 HTR7 HYAL2 ICAM1 IGFBP2 IL6 IL6ST IRF1 JUNB KCNH2 KLHDC3 LHX2 LYN MAOA MAPK8IP2 MARK2 MGAT1 MMP14 MRPL23 MSX1 NAT1 NFKBIA NKX2-5 NPTX2 NPTXR NR4A1 NTRK3 NUP58 NXF1 OLFM1 ONECUT1 PARP2 PDAP1 PDLIM3 PLCL1 POLE3 POLG2 POLR2H PPAT PPIF PPP1R2 PPT1 PRKACA PRKCD PRPF3 PSMC3 PTPRD RAB27A RASGRP1 RET RFC4 RHOB RPN1 RRAD RXRB SELENOW SHOX2 SIGMAR1 SLC25A4 SLC6A12 SLC6A8 SOD2 SPR SQSTM1 STARD3 STIP1 STK25 SULT1A1 TACR3 TAP1 TARS1 TCHH TFRC TGFBRAP1 TMBIM6 TST TUBA4A TYRO3 UROD WIZ YKT6 HALLMARK_WNT_BETA_CATENIN_SIGNALING_MSigDB.v2023.1 ADAM17 AXIN1 AXIN2 CCND2 CSNK1E CTNNB1 CUL1 DKK1 DKK4 DLL1 DVL2 FRAT1 FZD1 FZD8 GNAI1 HDAC11 HDAC2 HDAC5 HEY1 HEY2 JAG1 JAG2 KAT2A LEF1 MAML1 MYC NCOR2 NCSTN NKD1 NOTCH1 NOTCH4 NUMB PPARD PSEN2 PTCH1 RBPJ SKP2 TCF7 TP53 WNT1 WNT5B WNT6 HALLMARK_XENOBIOTIC_METABOLISM_MSigDB.v2023.1 ABCC2 ABCC3 ABCD2 ABHD6 ACO2 ACOX1 ACOX2 ACOX3 ACP1 ACP2 ACSM1 ADH1C ADH5 ADH7 AHCY AKR1C2 AKR1C3 ALAS1 ALDH2 ALDH3A1 ALDH9A1 ANGPTL3 AOX1 AP4B1 APOE AQP9 ARG1 ARG2 ARPP19 ASL ATOH8 ATP2A2 BCAR1 BCAT1 BLVRB BPHL CA2 CASP6 CAT CBR1 CCL25 CD36 CDA CDO1 CES1 CFB CNDP2 COMT CROT CRP CSAD CYB5A CYFIP2 CYP17A1 CYP1A1 CYP1A2 CYP26A1 CYP27A1 CYP2C18 CYP2E1 CYP2J2 CYP2S1 CYP4F2 DCXR DDAH2 DDC DDT DHPS DHRS1 DHRS7 ECH1 ELOVL5 ENPEP ENTPD5 EPHA2 EPHX1 ESR1 ETFDH ETS2 F10 F11 FABP1 FAH FAS FBLN1 FBP1 FETUB FMO1 FMO3 G6PC1 GABARAPL1 GAD1 GART GCH1 GCKR GCLC GCNT2 GNMT GSR GSS GSTA3 GSTM4 GSTO1 GSTT2 HACL1 HES6 HGFAC HMOX1 HNF4A HPRT1 HRG HSD11B1 HSD17B2 ID2 IDH1 IGF1 IGFBP1 IGFBP4 IL1R1 IRF8 ITIH1 ITIH4 JUP KARS1 KYNU LCAT LEAP2 LONP1 LPIN2 MAN1A1 MAOA MARCHF6 MBL2 MCCC2 MPP2 MT2A MTHFD1 NDRG2 NFS1 NINJ1 NMT1 NPC1 NQO1 PAPSS2 PC PDK4 PDLIM5 PEMT PGD PGRMC1 PINK1 PLG PMM1 POR PPARD PROS1 PSMB10 PTGDS PTGES PTGES3 PTGR1 PTS PYCR1 RAP1GAP RBP4 REG1A RETSAT SAR1B SERPINA6 SERPINE1 SERTAD1 SHMT2 SLC12A4 SLC1A5 SLC22A1 SLC35B1 SLC35D1 SLC46A3 SLC6A12 SLC6A6 SMOX SPINT2 SSR3 TAT TDO2 TGFB2 TKFC TMBIM6 TMEM176B TMEM97 TNFRSF1A TPST1 TTPA TYR UGDH UPB1 UPP1 VNN1 VTN XDH TP53-mut_Chipidza2021 ACTL6A ADAM17 AK2 ANLN ASF1B ASPM AURKA BEND3 BRIX1 BUB1 CCDC150 CCDC40 CCNA2 CCNB2 CDC123 CDC20 CDC25C CDC45 CDCA4 CDCA5 CDCA8 CDKN3 CDON CDR2L CENPA CENPF CENPI CENPL CFAP157 CIP2A CIT CKAP2L CPSF3 CSNK2A1 CYRIB DCAF13 DCUN1D5 DEPDC1B DERL1 DGAT2 DLGAP5 DNAAF8 DNAI4 DNMT3B DPH2 DSN1 DVL3 E2F2 E2F3 ECT2 ELOC ERCC6L ESPL1 EXO1 EZH2 FAM72B FANCB FANCF GINS1 GINS4 GNAI3 GTF3C2 GTPBP4 HJURP HROB INCENP IQGAP3 ISY1 ITGB1BP1 ITGBL1 KIF18B KIF20A KIF23 KIF2C KIF4A KIF4B KIFC1 KPNA2 LSG1 MCM10 MCM4 MELK MLF1 MRPL13 MRPL3 MSH2 MTBP MYBL2 NAA50 NCAPG NCAPG2 NCAPH NCBP2 NEIL3 NUF2 NUP85 PARP2 PDCD10 PKMYT1 PLK1 POLQ POLR2K PRPF38A PSMA7 PSMC2 PSMD12 PTTG1 RAB6B RACGAP1 RAD21 RAD51 RAD54B RAD54L RAE1 RBM17 RBM28 RFC4 RSPH1 SEC22A SGO1 SMC1B SMC4 SMYD2 SNRPB2 SPAG5 STIP1 TACC3 TARDBP TK1 TMEM132A TOPBP1 TPX2 TRAIP TRIP13 TROAP TTC9C TTK UBE2C VRK1 VWA3A WDHD1 WDR53 WDR62 XPO1 YEATS2 TP53-WT_Chipidza2021 ABR ALDH3A2 ANKRA2 ATP9B BBS4 BORCS6 CCNG1 CDKN1A CES2 CYB5D1 CYB5D2 DDB2 EDA2R EEF2 FDXR FMO5 GREB1 HHAT KCNK6 MAP2K4 MDM2 MED11 MPDU1 NFATC3 PHLDA3 RABEP1 RANGRF RPH3AL RPS27L SMG6 SNX33 SPATA18 SPDEF SPRY3 SPTBN4 SRR SYTL1 TNFSF12 VAMP2 VPS39 ZNF18 AR-A_Spratt2020 ACSL3 FKBP5 KLK2 KLK3 NKX3-1 PLPP1 RAB3B STEAP1 STEAP2 ARv7_Grist2025 BAG1 BUB1 BUD13 CCNB1 CCNB2 HIF1A KIF20A KIF23 SLC30A1 SNX14 TOP2A CHD1_loss_Liu2021 ABHD11 AGFG2 AKIRIN2 ALB ARHGEF26 ARHGEF4 ARMC12 ARMCX6 ARSK ATG4A ATG4C ATG5 AURKA AURKB AZGP1P1 CAST CBX2 CCNC CDC40 CDKN2C CENPM CEP15 CES3 CHD1 CHEK1 CLPB DNAJC22 DOP1A ECHDC1 ECHS1 ECSIT EPB41L4A EVX1 F3 FAF1 FAM120AOS FAM174A FANCD2 FANCI FKBPL FMC1 GGCT GHRHR GIN1 GINS1 GJB1 GPC5-AS1 GSPT2 H2AZ2 HCG15 HEXA HEY2 IFRD2 INPP5J KPNA5 LAT2 LINC00324 LIPT2 LNPEP LRR1 LRRK1 LYRM4 MAD2L2 MAN2A1 MFSD12 MNX1-AS2 MORN2 MRPL33 MTRES1 NAV1 NCAPH NET1 NFS1 NME5 NRSN2 ODAD4 PIERCE1 PMPCB PNRC1 POC1A POLR1F PPM1G RAC1 RANGAP1 RARS2 RGMB RIOK2 RIPPLY3 RNASEH2A SEC63 SENP3 SLC25A33 SLC25A38 SMOX SNHG18 SNX14 SPATS2 SUGT1 SWI5 TIGD6 TKT TMC5 TMEM145 TMEM256 TMEM86A TRIM27 TTTY14 UBTF VASN VAV2 WIPI2 YKT6 ZC3HC1 ZIC2 ZNF3 ZNF511 ZNF655 ZNF671 PTEN_loss_Liu2021 ABHD12 AGRN AMMECR1 ANO10 ARF3 ATAD1 ATP12A C1orf115 CCDC6 CCNO CD276 CDR2L CLSTN3 CUTC ECE1 ENC1 FKBP1A GET3 GJC3 GLB1 GLUD1 GP2 KHDRBS3 KPNA2 LACTB LAT2 LRRN1 MLX PCCB PEX10 PTEN RAB6B RAP2B RNLS RSPH1 SHLD2 SLC37A1 SUB1 TAFA5 TBC1D22B TMEM106C TMEM217 TPM3 ZNF467 SPOP_mutated_Liu2021 ABCC1 ABHD11 ABLIM3 ACAD9 ADAM7 ADCK1 ADM2 AFG1L AFP AGBL5 AGFG2 AKIRIN2 ALB ALG14 ANGPTL3 AP2S1 AQP6 ARHGEF37 ASCC3 ATG4A ATG5 BCKDK BEST3 BRD2 C17orf50 CADM2 CALM2 CAPN2 CCDC141 CCDC157 CCNC CDC40 CENPM CEP15 CES3 CHD1 CHDH CISD3 CNKSR2 CORO1B CTRB1 CTRB2 CYBRD1 CYP2J2 DCP2 DENND5B DNAAF4 DNAJC22 DOP1A DRC10 DRC9 DTD1 DTX2 ECHS1 EDA2R EEF1A2 EPB41L4A EPB41L5 EPN3 F12 FAH FAHD2A FAM120AOS FAM184A FAM83E FAM83F FANCD2 FBLN7 FEV FGFBP3 FMNL2 FOXO3 FOXO3B FRMPD1 GCM1 GHRHR GINS2 GJB1 GJC3 GNB2 GNMT GOLT1A GOPC GSTZ1 HACE1 HDAC2 HEXA HS3ST4 HSD17B1 IFRD2 INPP4B IYD KAZALD1 KBTBD6 KCTD16 KRT10-AS1 LAD1 LAT2 LDHD LRG1 LRP3 LRRC46 LRRK1 MANBA MANEA MAPK11 MARVELD3 MBD5 MORN5 MYH15 NCALD NET1 NFS1 NHERF2 NME5 NPTXR NRSN2 NUS1 OR52I1 PAOX PAX2 PCDHGA2 PCDHGA6 PCDHGC4 PHGR1 PIERCE1 PJA2 PNLIP POLD4 PRDM5 PRKRA QRSL1 RAB26 RAB40C RAC3 RARS2 RASSF8 REV3L RGMB RIBC1 RILP RIOK2 RIPOR2 RPH3AL RPS6KA2 SEC63 SERINC1 SERPINB6 SGCD SH3TC2 SHISA4 SLC22A10 SLC25A33 SLC38A4 SLC60A2 SLC61A1 SMOX SNX14 SNX3 SPEF1 SPINK8 SPTBN1 SUN2 SUOX SYNCRIP TBCK TIGD6 TMC5 TMEM184A TNFSF13 TP53I3 TRIB3 TRIM27 TST TTR TTTY14 VAV2 WWC1 ZBTB8A ZC3HC1 ZIC2 ZMIZ1 ZNF511 ZNF541 ZNF655 ZNF671 ZNF761 ZNF765 ZNF813 ZSCAN5A ZUP1 CIN70_Carter2006 ACTL6A ASF1B ATAD2 AURKA AURKB CCNB1 CCNB2 CCT5 CDC20 CDC45 CDC6 CDCA3 CDCA8 CDK1 CEP55 CKAP5 CKS2 CMAS CTPS1 DHCR7 DKC1 ECT2 ELAVL1 ESPL1 EZH2 FEN1 FOXM1 GPI H2AX H2AZ1 HDGF KIF20A KIF4A LSM4 MAD2L1 MCM10 MCM2 MCM7 MELK MSH6 MTCH2 NCAPD2 NCAPD3 NCAPH NDUFAB1 NEK2 NUP205 NXT1 OIP5 PBK PCNA PRC1 PTTG1 RAD21 RAD51AP1 RFC4 RNASEH2A RRM1 RRM2 SRSF2 TGIF2 TOP2A TPX2 TRIP13 TTK UBE2C UNG ZWINT Persist_Taavitsainen2021 CCNB1 CCNB2 CD81 CDC20 CENPE CENPF CKAP5 DLGAP5 DYNLL1 HMMR MKI67 NCAPD2 ODC1 PLK1 PTTG1 TUBA1C UBE2S PROSGenesis_Taavitsainen2021 ABHD14B ACSM3 AKAP13 ALAS1 ALOX15 ANO1 ANXA2 ANXA3 APIP ATP1B1 ATP6AP2 BARX2 BEX1 BEX4 CASZ1 CD9 CDH1 CDK19 CDK6 CEACAM1 CHCHD10 CHPT1 CITED4 CLDN3 CLDN7 CLU CMAS CRACR2B CTSH ELF3 ERLN FXYD3 GDPD1 GSTA4 HOPX ID1 IL17RE KCNQ1 KLF5 KRT19 LGALS3 LIMK2 LMO4 LRRC26 MECOM MME MMP7 NANS PAQR6 PDZK1IP1 PGAP2 PHLDA1 PLPP2 PLSCR1 PPFIBP2 PPP1R1B PRR15L PTGR1 RAB11FIP1 RAB25 RHOU S100A1 S100A11 S100A14 SBSPON SLC39A8 SMCO4 SOX9 SPINT2 STARD10 TACSTD2 TRIM2 TSPAN1 TSPAN33 TSPAN8 TSTD1 TXNIP UPK1A SQUAM_Labrecque2019 ANXA8 DSG3 FGFBP1 IVL KRT14 KRT5 KRT6A KRT6B MUC4 S100A7 SBSN SCEL Smooth_muscle_Henry2018 ACTA2 ACTG2 ADAMTS1 ADAMTS4 ADIRF ADRA2A APOLD1 ATF3 BCAM BGN C11orf96 CALD1 CAVIN3 CCDC107 CKB CNN1 COXFA4 COXFA4L2 CPE CPM CREM CRISPLD2 CRYAB CSRP1 DES DSTN ECRG4 EFHD1 EPAS1 EPS8 FHL1 FLNA FOXC2 FRZB FXYD1 GADD45B GJA4 GPX3 HES4 HSPB1 ID4 IGFBP6 ISYNA1 JUNB KCNE4 KIAA0040 KLF9 LBH LGI4 LMOD1 LPP MAP1B MAT2A MFGE8 MT1A MT1E MT1M MT1X MT2A MTHFD2 MYC MYH11 MYL6 MYL9 MYLK NDUFS2 NOTCH3 NR4A1 PALLD PCP4 PDGFRB PDK4 PDLIM3 PLN PPP1R14A PTP4A3 RCAN2 RGS16 RGS5 RHOB RRAD S100A4 SH3BGRL SLC25A4 SMTN SOD3 SORBS2 STEAP4 SYNM SYNPO2 TAGLN TCEAL4 TIMP3 TINAGL1 TPM1 TPM2 TPPP3 ZFHX3 ZNF331 Hillock_epithelia_Henry2018 ADGRF1 ADIRF AKR1C1 AKR1C2 APOBEC3A AQP3 AREG ASS1 BBLN CCL20 CDKN2B CLCA4 CLDN3 CLDN4 CLDN7 COXFA4L3 CSTB CXCL17 DAPP1 DDIT4 DHRS9 DUOXA2 DUSP5 ELF3 EMP1 GDF15 GPRC5A GPX2 HEBP2 HPGD IGFBP3 IL1RN KRT13 LYPD3 MAL2 MGST1 MUC4 OAF OAS1 OLFM4 PIM1 PLAUR PPARG PSCA RAB11FIP1 S100A9 S100P SDC1 SDCBP2 SERPINB1 SNCG TMPRSS4 TMSB4X TRIM31 Club_epithelia_Henry2018 ADGRF1 ADIRF AGR2 AGR3 ANKRD36C ASS1 AZGP1 B2M BIK CD24 CD74 CEACAM5 CEACAM6 CLDN3 COXFA4L3 CP CRABP2 CXCL17 CXCL6 CYP1B1 CYP3A5 DUOXA2 DUSP5 ELF3 FAM3D FCGBP FOXO3 FTH1 GDF15 GLUL GPRC5A GPX2 HLA-DRA HLA-DRB1 HLA-DRB5 HPGD LCN2 MAL2 MGST1 MMP7 NEAT1 OLFM4 PDZK1IP1 PI3 PIGR PPDPF PSCA RAB11FIP1 RARRES1 REEP3 RHOV S100A6 S100P SAA1 SCCPDH SCGB3A1 SLPI SMIM31 SPINK1 SRD5A3 TFF1 TMEM165 TMEM45B TMSB4X TSPAN3 TXNIP VSIG2 WFDC2 ZG16B Basal_epithelia_Henry2018 CAV1 CAV2 CCN1 CLU CRYAB DEFB1 DKK1 DST EDN1 F3 FHL2 HBEGF HSPA1A HSPA1B KRT14 KRT15 KRT17 KRT5 MEG3 MYC MYL9 PALLD PHLDA1 RGCC S100A2 SERPINF1 STK17A TAGLN TIMP3 ZFP36L2 Luminal_epithelia_Henry2018 ABHD2 ACP3 ADIRF AGR2 ALDH1A3 AZGP1 B2M BACE2 CD24 CIB1 CLDN3 CPE DBI DHRS7 DSC2 ELF3 ELOVL5 FDPS FXYD3 GADD45B GOLM1 H2AJ HMGCS1 IL6ST INSIG1 JUN KLK2 KLK3 KLK4 LMO7 MSMB MT1E MT1F MT1G MT2A NDRG1 NEAT1 NKX3-1 NPDC1 PART1 PLA2G2A PLPP1 PMEPA1 PPP3CA PSCA RAB27B RASEF RDH11 RNF144B RPS27L SAT1 SEC11C SERF2 SLC12A2 SLC39A6 SLC44A4 SMIM14 SORD SPINK1 STEAP2 TFF1 TMC5 TMPRSS2 TPD52 TSC22D1 TSPAN8 TXNIP UQCRQ ZG16B Neuroendocrine_epithelia_Henry2018 A2M-AS1 ABCC8 ABHD16A ABHD3 ABO ACAD11 ACVR1C ADAMTS9-AS1 ADARB2 ADCY10 ADCY2 AGR3 AIDA AMACR ANK1 ANK2 AOC1 AOX1 AP3B2 APLP1 ARAP1 ARHGAP24 ARHGDIG ARHGEF33 ARHGEF9 ARRDC3 ARSA ASCL1 ASCL5 ASGR2 ATG9B ATP6AP1-DT ATP6V0E2 ATP6V1G1 ATP6V1G2 AZGP1 B3GALT2 B3GAT1 BASP1 BEST3 BEX1 BRINP3 BRWD1-AS1 BSN C11orf16 C12orf56 C12orf71 C1QL1 C1orf210 C2CD4A C2CD4B C2orf72 C5orf46 CA7 CA8 CACNA1A CACNA1H CADPS CALCA CAMK2N1 CBLB CBX7 CCDC110 CCDC154 CCDC170 CCDC181 CCDC187 CCP110 CD24 CDK5R2 CELF3 CEND1 CEP15 CFC1 CFTR CGA CHGA CHGB CHN1 CHN2 CIAO2A CIMIP2C CLDN3 CLGN CNMD CNTNAP2 COL9A2 COXFA4L2 CPE CRACDL CRMP1 CRY2 CSDC2 CST1 CXCR5 CXXC4 DAB1 DDC DEPP1 DEUP1 DHDH DIP2C-AS1 DNAJC12 DNASE1L3 DOCK11 DOK6 DOP1A DPP4 DPYSL3 DRAIC DTNA DUSP26 DYNC1I1 EAF2 EEIG1 EFCAB12 EFR3B ELAPOR1 ELAVL3 ELAVL4 ENO2 EPHA4 EPHB1 EPN2-AS1 ERBB4 ERC2 ERCC4 ERICH3 ESPL1 ESPN FAM131B FAM131C FGF14 FGL1 FIBCD1 FLYWCH1-AS1 FOCAD FOXA2 FXYD6 GABRR1 GALR1 GALR2 GARIN5A GDPD5 GJA3 GOLGA7B GPC5-AS1 GPER1 GPR173 GPR55 GPR89A GPRIN1 GREB1 GRIK4 GRIN3A GRP GSTA4 GUCA2B GUF1 HCN2 HEPACAM2 HES6 HID1 HISLA HLTF HOXB-AS3 HOXB2 HOXB3 HOXB6 HOXB8 HSF2 HSH2D HTR3C ICA1L IFI6 IGFBP5 IL20RA ILDR1 INA INSM1 IQSEC3 ISX ITGAM IZUMO4 JAKMIP1 JAKMIP2 KCNAB1 KCNB2 KCNG3 KCNH2 KCNH3 KCNH6 KCNJ12 KCNJ6 KCNK12 KDELR3 KIF1A KIF5C KISS1R KLHL25 KLHL32 KLK12 KRT20 KRT40 KRTAP5-AS1 KSR2 LCN15 LCORL LDLRAD1 LDLRAD4 LINC00261 LINC00299 LINC00327 LINC01091 LINC01353 LINC01419 LINC01484 LINC01535 LINGO2 LOX LRP2BP LRRC24 LRRN3 LY6H LYL1 MAGED1 MAGEE1 MAL MAOB MAP1A MAP1B MAP7D2 MAP9 MAPK12 MAZ MB MBOAT2 MCF2L2 MDS2 MFN1 MGARP MIAT MICAL1 MIR7-3HG MLLT11 MN1 MORN5 MRAP2 MROH2A MS4A8 MYB MYEF2 MYO18A NAA40 NAAA NAT8L NDST4 NEBL NELL1 NELL2 NGF NICOL1 NKAIN2 NKAIN3 NLGN4X NLRP1 NOL4 NOS1AP NPDC1 NPPA NPTX2 NR0B2 NRCAM NRL NRSN1 NRTN NRXN1 NXPH3 OPRK1 OR51E1 OR51E2 OVOS2P P2RX6 PAXBP1-AS1 PCDH17 PCDHB15 PCDHGA3 PCLO PCSK1 PCSK1N PCSK2 PDE6A PEG10 PEX5L PGAM2 PHGR1 PIP4P2 PIPOX PKD2L1 PKIB PLA2G2C PLAC8 PLEKHB1 PLEKHH1 PLPP6 PLXNC1 PNMA1 PNMA8A POMK POPDC2 POPDC3 PPFIA2 PPM1H PRANCR PRELID3A PRKACB PROSER2-AS1 PROX1 PRR36 PRUNE2 PSD PTPN22 PTPRN PTPRN2 QDPR QPCT QRFP RAB26 RAB39B RAB3B RANBP3L RASA3 RBFOX1 RECQL4 RET RETREG1 RGL3 RGPD4-DT RGS11 RGS4 RGS7 RHBDD2 RIIAD1 RIMBP2 RIMKLA RIPPLY2 RLN2 RNF182 RNF41 RPH3AL RSAD2 SALL2 SATB2 SCG2 SCG3 SCG5 SCGN SCN3A SCN9A SEC11C SEC14L1 SEMA3D SEPSECS SERPINA11 SHANK3 SHISA8 SHISAL1 SKAP1 SLC18A1 SLC25A34 SLC26A4 SLC29A4 SLC35D3 SLC35E2B SLC36A1 SLC38A11 SLC46A3 SLC7A14 SLC8A1 SLITRK6 SMCO4 SMIM24 SMOC2 SNAP25 SNCAIP SORCS1 SOX2 SOX5 SPAG5 SPINK14 SPMAP1 SPOCK1 SPX SRPK3 SRRM4 ST18 ST8SIA5 STARD4-AS1 STMN2 SV2A SYN1 SYN2 SYN3 SYP SYT1 SYT11 SYT13 SYT14 SYT4 SYT5 TAAR1 TACC2 TAGLN3 TAMALIN TDRG1 TEKT4 TFF3 TGM3 THSD7A TIMM22 TIMP2 TIRAP TLCD3B TMEM176A TMEM176B TMEM178A TMEM260 TMEM59L TMEM61 TNFSF14 TOX TPD52 TPH1 TPPP3 TREM1 TRIM9 TTLL10 TTLL7 TUBA4B TUBB2B UCHL1 UCN UCN3 UCP2 UNC79 USH1C USP54 VEGFB VPS33A WHRN WNK4 WNT5A-AS1 XKR6 YPEL4 ZACN ZBP1 ZBTB18 ZBTB37 ZKSCAN3 ZNF385B ZNF446 ZNF548 ZNF571 ZNF585A ZNF98 ZSWIM3 ZSWIM5 Fibroblast_Henry2018 ADM AEBP1 AKAP12 AKR1C1 ANXA5 APOD APOE ARSG BNIP3L BTG3 C1R C1S C7 CCDC80 CCK CCN1 CCND1 CEBPB CFD CFH CLMP COL6A1 COL6A2 COL6A3 CREB5 CRYAB CST3 CTSK CXCL1 CXCL8 DCN DKK1 DKK3 DNAJB9 DPT EFEMP1 EMP3 FBLN1 FBLN2 FGF2 FGF7 FGFR1 FST FSTL1 FXYD6 G0S2 GEM GPM6B GPRC5A GSN GSTM3 GSTO1 HERPUD1 HSD11B1 HSPA5 IER3 IGF1 IGFBP2 IGFBP5 IGFBP6 IL32 IL33 IL6 INHBA KCNK1 LAPTM4A LGALS3BP LIF LMO4 LPAR1 LTBP4 LUM MATN2 MEG3 MFAP4 MGP MGST1 MMP2 MPZL1 MT2A NBL1 OAF OSBPL8 PCOLCE PCOLCE2 PDGFRA PDPN PID1 PLAT PLIN2 PLPP3 PRELP PRRX1 PTGDS PTGS2 PTN RARRES1 RARRES2 REEP5 RHOBTB3 RHOQ RND3 SDC2 SERPINE2 SERPINF1 SERPING1 SFRP1 SFRP2 SLC39A14 SNCA SOD3 SPOCK3 SPON2 TFPI TFPI2 THAP2 THBS1 THBS2 TIMP1 TNFAIP6 TNFRSF12A TWIST2 UAP1 UFM1 Endothelia_Henry2018 ACKR1 ADAMTS9 ADGRL4 ANGPT2 AP1S2 APP AQP1 ARPC1B ARPC5L ASPH ATP1A1 BACE2 C2CD4B CALCRL CARHSP1 CD200 CD59 CD74 CD93 CDC37 CDC42EP3 CFLAR CLDN5 CNKSR3 CRIP2 CSF3 CXCL2 DUSP23 DUSP6 EGFL7 EMCN ENG ESAM ETS2 FAM241A FKBP1A FLT1 FXYD5 GJA1 GNG11 HLA-B HLA-DRB1 HLA-DRB5 HLA-E HMOX1 HSPG2 ICAM1 IFI27 IL3RA INSR ITM2A LCN6 LMO2 LUZP1 MCTP1 MGST2 MMP1 MRPL33 MSN MYL12A NDRG1 NHERF2 NOP10 NPDC1 NQO1 PCAT19 PDLIM1 PECAM1 PGF PLVAP PNP PPFIBP1 PRSS23 RAB13 RAI14 RAMP2 RAMP3 RCAN1 RDX RHOC RNASE1 RND1 S100A10 SEC14L1 SELE SH3BGRL3 SLC7A11 SOCS3 SOX17 SPRY1 SQSTM1 STC1 SWAP70 TCF4 THBD TM4SF1 TM4SF18 TMEM255B TMSB10 TPM3 TSC22D1 TSPAN7 TXN TXNRD1 UBE2J1 UPP1 VWF WWTR1 ZEB1 ZNF385D NEPC_ASCL1_targets_Nouruzi2022 ABTB2 ADCY5 ADGRF1 AMER3 ANO9 ARHGAP4 ATP2A3 ATP2C1 AVPR1B B3GNT8 BAIAP3 BEAN1-AS1 BEND7 BMP8A C14orf180 CABLES1 CAND2 CBLN2 CD300A CHGA CIB4 CIROZ CNKSR3 CSF3R DBH-AS1 DEPTOR DLL4 DMRTA2 DOK5 DSCAML1 DUSP6 EGR2 ELFN1-AS1 ELOVL3 EPAS1 EPB41L4B EPHB1 EPOR EYA1 FAM167A FAM83A FBN3 FGF18 FOXB1 GFI1 GFRA4 GPR137B GPR142 GRID1 GRIN2C GRM4 GTSF1L HRC IGFN1 IL17C INSR JAKMIP1 KASH5 KCNK9 KIF26A KIFC3 KISS1R LGR5 LINC00511 LINC00954 LINC01134 LINC01234 LINC01250 LINC01267 LINC01276 LINC02907 LMO3 LOC101926908 LOC102724323 LOXHD1 LOXL4 LPCAT1 LPIN1 LRRN4 LRTM2 MBOAT1 MGLL MICAL2 MIR153-2 MIR3164 MIR4257 MIR4641 MIR4689 MIR4740 MIR5008 MIR6075 MIR6081 MIR6772 MIR95 MMP16 MROH1 MUC5B MYLK-AS2 MYRIP NFATC2 NKAIN2 NPTX1 NTSR2 NUP210 OPRD1 PAH PAX5 PAX9 PCBP3 PLXNA2 PLXND1 PNMA3 PROM1 PROSER2-AS1 PRSS38 RALYL RASGEF1A RASSF5 RET RIMS2 RNF183 SATB1 SCIN SEMA5B SFTA3 SH2D4B SLC26A9 SLC35D3 SLC35F3 SLC45A4 SLC67A2 SLC6A20 SLC6A3 SLC6A6 SMPD3 SNAI3 SOBP SPATA13 SRL SSTR5 ST6GAL2 TFCP2L1 TMEM181 TMEM30B TMEM61 TMEM63A TNS1 TPO TRIM67 TTC7B-AS1 UTS2R WNT9A XKR6 ZACN ZNF621 HRD-P_positive_Weiner2022 ACTC1 CCNB2 DERL1 GABRD GJB2 HOXC4 METTL2A NUSAP1 TSEN15 ZNF185 HRD-P_negative_Weiner2022 ECHDC1 FDPS INSIG1 KCNN4 TPT1 ZNF69 Prostate_basal_cells_Zhang2016 AEBP1 ANXA8L1 ARHGAP25 BNC1 C16orf74 CDH13 CNTNAP3B COL17A1 COL4A6 CSMD2 DKK3 DLC1 DLK2 ERG FAT3 FGFR3 FHL1 FJX1 FLRT2 FOXI1 GIMAP8 HMGA2 IGFBP7 IL1A IL33 ITGA6 JAG2 JAM3 KCNMA1 KCNQ5 KIRREL1 KRT14 KRT34 KRT5 KRT6A LTBP2 MMP3 MRC2 MSRB3 NGFR NIPAL4 NOTCH4 NRG1 PDPN PWWP3B SERPINB13 SERPINF1 SH2D5 SPARC SYNE1 TAGLN THBS2 TNC TP63 VSNL1 WNT7A Prostate_luminal_cells_Zhang2016 ACP3 ADGRV1 ALOX15B ANKRD1 ANO7 AR ASRGL1 C2 CCK CHI3L2 CPNE4 CSGALNACT1 CWH43 DCDC2 DLL4 DNAJC12 DOCK11 DPP4 ELOVL2 FBP1 FGF13 FOLH1 GFPT2 HLA-DMB INHBB KCNN2 KLK3 KMO KRT20 LMAN1L LTB MB MUC2 NPTX2 PDE8B PGC PLA2G2A POTEM PPM1H PTPRN2 RAMP1 RIMS1 SERHL2 SLC2A12 SLC51A SPDEF ST8SIA1 SYT7 TBXAS1 TOX3 TRPM8 TRPV6 TSPAN8 UPK1A VNN3P RB1-loss_low_Chen2019 APOBEC3C ARAP3 ARPC1B ARPC2 BECN1 BMS1 CAB39L CCND1 CDADC1 CIB1 COG3 CTSB DGKA DNAJA2 DNPEP DYRK4 E2F4 ECD EEF1D EIF3D ELF1 EPB41L2 ESD ETV4 FNDC3A GHITM GLUD1 GSTO1 GTF2F2 H6PD HIF1AN HPS6 IGF2BP2 IMP4 INTS6 ITM2B KPNA3 LIF LRCH1 M6PR MED4 MIPEP MMS19 MPG MRPS31 MTHFD1L MTRF1 NADSYN1 NEK3 NIP7 NOB1 NPAS2 NUDT15 NUFIP1 OGFR PDCD6IP PHF11 POLD4 POMP RB1 RBM19 RFT1 RHBDF2 RNF123 RNF6 RPL22L1 SEC23IP SEC24C SETDB2 SFT2D1 SLC25A15 SLC25A30 SMAD3 SMURF1 SMYD5 SPRY4 STAT6 SUCLA2 SUGT1 TCOF1 THG1L TM9SF3 TNFRSF10B TOP1MT TPT1 TRADD WBP4 WDFY2 XPNPEP1 XPO4 RB1-loss_high_Chen2019 ACYP1 AKAP5 BTF3L4 CAMK2N2 CCNE2 CDKAL1 CDKN2A CDKN2C CLSPN COCH CPE DAND5 DCHS1 DONSON EID2B ELF2 FANCL GLRB GPR137C H2AZ2 HSD17B6 ID4 IQCC KCND2 KCTD16 LHX2 MESP1 PCSK1 PDIK1L PIK3R3 POU4F1 RAD1 RIBC2 RNASEH2A RTN3 SANBR SH3GL2 STMN1 TEX9 TIGD7 TTLL7 TXNDC16 UBR7 UCHL1 USP1 ZNF254 ZNF347 ZNF367 ZNF43 ZNF528 ZNF606 ZNF610 ZSCAN16 ZSCAN18 BUFFA_HYPOXIA_METAGENE_MSigDB.v2023.1 ACOT7 ADM AK4 ANKRD37 ANLN BNIP3 CA9 CDKN3 CHCHD2 CORO1C CTSV DDIT4 ENO1 ESRP1 GAPDH GPI HILPDA HK2 KIF20A KIF4A LDHA LRRC42 MAD2L2 MAP7D1 MCTS1 MIF MRGBP MRPL13 MRPL15 MRPS17 NDRG1 P4HA1 PFKP PGAM1 PGK1 PNP PSMA7 PSRC1 SEC61G SHCBP1 SLC16A1 SLC25A32 SLC2A1 TPI1 TUBA1A TUBA1C TUBB6 UTP11 VEGFA YKT6 Ragnum_hypoxia_signature_2015 ADM ASF1B ASPM BIRC5 BUB3 CENPE CENPU CMTM3 DDIT4 DONSON DSP DTL FER1L4 FOXM1 G6PD HILPDA HJURP MCM2 MEP1A MTMR2 P4HA1 PGAM4 PKM RIMKLA RNASE4 SCD SPAG4 TDG TRIP13 UNG XRCC6 ZWINT Yang_localized-PCa_hypoxia_signature_2018 ADAMTS4 ATF3 BHLHE40 BTG2 CCN1 CSRNP1 EGR1 EGR2 EGR3 FOSB FOSL2 GEM JUNB KLF10 KLF6 LIF MCL1 NR4A3 PPP1R15A RHOB SELE SIK1 SLC2A14 SLC2A3 SOCS3 THBS1 TIPARP ZFP36 REACTOME_DNA_DAMAGE_TELOMERE_STRESS_INDUCED_SENESCENCE_MSigDB.v2023.1 ACD ASF1A ATM CABIN1 CCNA1 CCNA2 CCNE1 CCNE2 CDK2 CDKN1A CDKN1B EP400 H1-0 H1-1 H1-2 H1-3 H1-4 H1-5 H2AB1 H2AC14 H2AC18 H2AC19 H2AC20 H2AC4 H2AC6 H2AC7 H2AC8 H2AJ H2AX H2AZ1 H2AZ2 H2BC1 H2BC10 H2BC11 H2BC12 H2BC12L H2BC13 H2BC14 H2BC15 H2BC17 H2BC21 H2BC26 H2BC3 H2BC4 H2BC5 H2BC6 H2BC7 H2BC8 H2BC9 H3-4 H4C1 H4C11 H4C12 H4C13 H4C14 H4C15 H4C16 H4C2 H4C3 H4C4 H4C5 H4C6 H4C8 H4C9 HIRA HMGA1 HMGA2 KAT5 LMNB1 MRE11 NBN POT1 RAD50 RB1 TERF1 TERF2 TERF2IP TINF2 TP53 UBN1 REACTOME_FORMATION_OF_SENESCENCE_ASSOCIATED_HETEROCHROMATIN_FOCI_SAHF_MSigDB.v2023.1 ASF1A CABIN1 CDKN1A EP400 H1-0 H1-1 H1-2 H1-3 H1-4 H1-5 HIRA HMGA1 HMGA2 LMNB1 RB1 TP53 UBN1 REACTOME_SENESCENCE_ASSOCIATED_SECRETORY_PHENOTYPE_SASP_MSigDB.v2023.1 ANAPC1 ANAPC10 ANAPC11 ANAPC15 ANAPC16 ANAPC2 ANAPC4 ANAPC5 ANAPC7 CCNA1 CCNA2 CDC16 CDC23 CDC26 CDC27 CDK2 CDK4 CDK6 CDKN1A CDKN1B CDKN2A CDKN2B CDKN2C CDKN2D CEBPB CXCL8 EHMT1 EHMT2 FOS FZR1 H2AB1 H2AC14 H2AC18 H2AC19 H2AC20 H2AC4 H2AC6 H2AC7 H2AC8 H2AJ H2AX H2AZ1 H2AZ2 H2BC1 H2BC10 H2BC11 H2BC12 H2BC12L H2BC13 H2BC14 H2BC15 H2BC17 H2BC21 H2BC26 H2BC3 H2BC4 H2BC5 H2BC6 H2BC7 H2BC8 H2BC9 H3-3A H3-3B H3C1 H3C10 H3C11 H3C12 H3C13 H3C14 H3C15 H3C2 H3C3 H3C4 H3C6 H3C7 H3C8 H4C1 H4C11 H4C12 H4C13 H4C14 H4C15 H4C16 H4C2 H4C3 H4C4 H4C5 H4C6 H4C8 H4C9 IGFBP7 IL1A IL6 JUN MAPK1 MAPK3 MAPK7 NFKB1 RELA RPS27A RPS6KA1 RPS6KA2 RPS6KA3 STAT3 UBA52 UBB UBC UBE2C UBE2D1 UBE2E1 UBE2S VENTX SenMayo-human_senescence_signature_Saul2022 ACVR1B ANG ANGPT1 ANGPTL4 AREG AXL BEX3 BMP2 BMP6 C3 CCL1 CCL13 CCL16 CCL2 CCL20 CCL24 CCL26 CCL3 CCL4 CCL5 CCL7 CCL8 CD55 CD9 CSF1 CSF2 CSF2RB CST4 CTNNB1 CTSB CXCL1 CXCL10 CXCL12 CXCL16 CXCL2 CXCL3 CXCL8 CXCR2 DKK1 EDN1 EGF EGFR EREG ESM1 ETS2 FAS FGF1 FGF2 FGF7 GDF15 GEM GMFG HGF HMGB1 ICAM1 ICAM3 IGF1 IGFBP1 IGFBP2 IGFBP3 IGFBP4 IGFBP5 IGFBP6 IGFBP7 IL10 IL13 IL15 IL18 IL1A IL1B IL2 IL32 IL6 IL6ST IL7 INHA IQGAP2 ITGA2 ITPKA JUN KITLG LCP1 MIF MMP1 MMP10 MMP12 MMP13 MMP14 MMP2 MMP3 MMP9 NAP1L4 NRG1 PAPPA PECAM1 PGF PIGF PLAT PLAU PLAUR PTBP1 PTGER2 PTGES RPS6KA5 SCAMP4 SELPLG SEMA3F SERPINB4 SERPINE1 SERPINE2 SPP1 SPX TIMP2 TNF TNFRSF10C TNFRSF11B TNFRSF1A TNFRSF1B TUBGCP2 VEGFA VEGFC VGF WNT16 WNT2 Oncogene-induced_cell_senescence_GO0090402 CDKN1A HMGA1 HMGA2 HRAS PML SPI1 Negative_regulation_of_cellular_senescence_GO2000773 ABL1 AKT3 BCL2L12 BCL6 CDK6 FBXO5 FZR1 HMGA2 MAP3K3 MIF PLK2 PTEN RBL1 SIRT1 SIRT6 TBX2 TERF2 TERT TP63 TWIST1 WNT1 YBX1 ZKSCAN3 Positive_regulation_of_cellular_senescence_GO2000774 ABI3 ARG2 B2M CGAS EEF1E1 HLA-G KIR2DL4 MORC3 PAWR SIRT1 TP53 YPEL3 Cancer_Cell_Prostate_Human_CellMarker2024 ATAD2 EGFR PFKFB4 PIAS2 UBE2T WFDC2 Cancer_Stem_Cell_Prostate_Human_CellMarker2024 ALCAM BMI1 CD24 CD40 CD44 CXCR4 EZH2 HES1 HGF ITGA2 ITGA6 KIT KRT5 KRT8 LEF1 MELTF NANOG POU5F1 PROM1 PSCA RIPOR2 SOX2 TACSTD2 Fibroblast_Prostate_Human_CellMarker2024 DCN FBLN1 FGF2 GJA4 MT1A MYH11 PTGDS RGS5 RSPO3 TNFAIP6 Stem_Cell_Prostate_Human_CellMarker2024 ALDH1A1 CASP3 CD44 CDK12 CXCR4 ITGA6 NANOG PROM1 SOX2 TACSTD2 Embryonic_Stem_Cell_Embryo_Human_CellMarker2024 FUT4 LEFTY2 LIN28A NANOG POU5F1 REXO1 SOX2 TERT Naive_Human_Pluripotent_Stem_Cell_Undefined_Human_CellMarker2024 CD53 CD7 CNTN1 F11R FOLR1 IL6R IL6ST KLF17 KLF4 PVR SUSD2 TFCP2L1 Progenitor_Cell_Pluripotent_Stem_Cell_Human_CellMarker2024 ID3 MKI67 SOX2 TOP2A VIM Luminal_Progenitor_Cell_Breast_Human_CellMarker2024 CD24 CD44 EZH2 GABRP ITGA6 KIT KRT19 KRT5 PROM1 SLPI TNFRSF11A Multipotent_Progenitor_Cell_Undefined_Human_CellMarker2024 CD33 CD34 CD38 CD44 CD52 IL2RG IL3RA THY1 Progenitor_Cell_Epithelium_Human_CellMarker2024 CCL25 F3 FGB FGG NFE2L2 OSR2 SOX11 VTN Progenitor_Cell_Pancreas_Human_CellMarker2024 HNF1B KRT19 ONECUT2 PDX1 PTF1A SOX9 SPP1 TTYH1 Endocrine_Cell_Pancreas_Human_CellMarker2024 CHGB DISP2 GCG IAPP INS ISL1 LRP11 PPY SEZ6L2 SLC30A8 SST Pan-neuron_Undefined_Human_CellMarker2024 DCLK2 EEF1A2 KCNIP2 KIF1A NEFL SERPINF1 SNAP25 STMN2 PROSTATE_GLAND_Jensen_TISSUES_Curated_2025 A2M ABCB5 ABHD17A ACP3 ACTG2 ADAMTSL1 ADCK5 ADGRG1 ADRA1A ADRA1D ADRB2 AGBL1 AIF1 AIG1 AKR1C2 AKR1C3 AKT1S1 ALDH3B1 ALG5 ALS2CL ANKMY2 ANKRD23 ANKRD36B ANO4 ANTXR1 ANXA2 AP3M1 AREG ARG2 ARHGAP27 ARHGEF10 ARHGEF12 ARHGEF26 ARMC10 ARPC4-TTLL3 ASXL1 ATG4A ATL1 ATP2C2 ATP5MK ATP6AP2 ATRIP AURKAIP1 AZGP1 BCAP29 BCL9L BLVRA BMPR1B BMX BPNT1 BSDC1 BSPRY CALML4 CARHSP1 CBFA2T2 CCDC12 CCDC186 CCDC40 CCNG1 CELA2A CELA3A CENPP CGAS CHD1L CHMP4B CKS1B CLDN5 CLIP4 CMPK2 CMTM6 CNOT7 COA7 COMMD4 COX17 COX20 COX7A2L CPAMD8 CPNE4 CS CSTB CSTF3 CTNNA1 CTRB2 CTSF CTSL CTSZ CUL2 CWF19L2 CXCL10 CYP4F22 DAZAP1 DCBLD2 DDI2 DDX52 DGKE DHX15 DMPK DNAAF19 DNAJC25 DPP4 DPY19L3 DUOXA1 EBPL EDNRB EIF5AL1 ELOVL7 ENDOV ENPP3 EPHX2 EPS8L2 ERGIC2 ERLIN2 ESR2 ETAA1 F3 FAM149B1 FAM162A FAM24B FAM83H FCER1A FGF8 FHOD1 FKBP15 FOLH1 FSCN3 FTH1 G3BP1 GABPB1 GAPT GCNT2 GIMAP2 GLIPR2 GLT8D2 GNAQ GOLPH3 GPR157 GPS1 GPX2 GRB7 GRINA GRIPAP1 GRK5 GRSF1 GTF2B HAS3 HDGFL1 HECTD3 HEXIM2 HGD HINT1 HNMT HOXB13 HPGD HPSE2 HS3ST1 HSD17B2 HSD17B6 HSPBAP1 IFIT1 IFNGR1 IKBIP IL11 IL13RA2 IL17RE ILDR1 INPP4B IRX4 ITGA4 ITPRID2 IWS1 KANSL1L KAT7 KBTBD6 KCNN4 KGD4 KLC4 KLK11 KLK2 KLK6 KLKB1 KRT80 LCP2 LEPROT LGALS8 LIG4 LNX1 LOC100288966 LRATD1 LRFN4 LRIG3 LTF LUM LZTS2 MAGEA3 MANEAL MAP7D3 MARVELD3 MBD1 MDM1 MED20 MED31 MFSD1 MGST1 MICAL2 MILR1 MLLT10 MON2 MRPS18A MRRF MSMB MSMP MT1H MTBP MTREX MUC6 MYL2 NAA38 NDUFA3 NEDD4L NKX3-1 NOG NPPA NR2C2 NSUN3 NT5C3A NTF4 NUDT16L1 ODF2L OR51E1 OR51E2 ORAI1 ORMDL2 OTUD7B OTULIN P2RX2 P2RY12 PAFAH2 PAK1IP1 PAXIP1 PCDHB13 PDE11A PDE5A PDE9A PDGFC PDK2 PEF1 PFDN2 PFDN4 PFKP PHC2 PHETA1 PHF19 PIGB PIH1D2 PIK3C2G PIN4 PLA2G2A PLEKHM3 PLPP1 PNMA1 PNRC2 POTEE PPIB PPM1M PPP1R3F PPT1 PRAC1 PRELID2 PRLR PRNP PROSER3 PRSS58 PRSS8 PSMA1 PSMC1 PTGDS PTN PTPRG PUS10 PUS7L QTGAL RAB27B RAB37 RABIF RANBP9 RANGRF RARRES2 RASL12 RASSF6 RBM25 RBM28 RBM44 RBPMS2 RCAN3 RDH11 RET RLN1 RLN2 RNASE1 RNASEK RNF14 RNF144B RPL21 RPL31 RPL35 RPL41 RPLP2 RPS11 RPS17 RPS26 RPS28 RSRC1 S100A4 S100Z SAMD12 SARNP SCAF11 SCAMP1 SCAPER SCARB1 SDF4 SEL1L3 SEMG1 SERBP1 SERPINB5 SFXN1 SH2D4A SHARPIN SHISA3 SIKE1 SIRT1 SLA2 SLC10A7 SLC16A10 SLC25A27 SLC25A3 SLC25A45 SLC26A2 SLC2A4RG SLC2A5 SLC39A2 SLC44A4 SLC45A3 SLC4A4 SLCO2A1 SLIRP SMCO3 SMIM14 SMIM22 SMN1 SMN2 SNRNP70 SOX12 SP8 SPC25 SPDEF SPHK2 SPMIP8 SPTY2D1 SRARP SRP14 SRPX SRSF7 SSR3 ST14 STEAP2 STOX1 SUB1 SULF1 SUMF1 SUMF2 SUPT20H SUSD2 TAF5 TAPBP TCAP TECR TES TFAP2A TGFB3 TGFBR1 TGM4 TGOLN2 THAP12 TLL1 TLR2 TLR5 TMEM11 TMEM126A TMEM156 TMEM168 TMEM182 TMEM254 TMEM68 TMEM71 TMPRSS2 TMPRSS4 TNFRSF10D TNFRSF6B TOB1 TOMM6 TOX4 TP63 TRA2A TRAPPC2 TRMT10C TRMT112 TRPC4AP TRPM4 TRPM8 TRPS1 TSC22D3 TSPAN31 TWF1 TYW1B UBE2E2 UBE2G1 UBE3B UGT2B17 UTP15 UTP6 VANGL1 VCL VCPKMT VIPR1 VPS35 VPS37A VTA1 VTCN1 VWA1 WASHC3 WDR83OS WFDC1 WNT7B ZBTB10 ZBTB46 ZBTB8A ZFPM2 ZGLP1 ZMYND19 ZNF18 ZNF207 ZNF300 ZNF385A ZNF385B ZNF510 ZNF552 ZNF567 ZNF577 ZNF580 ZNF626 ZNF746 ZNF776 ZNF814 ZNF879 ZNHIT3 ZWILCH PROSTATE_ADENOCARCINOMA_CELL_Jensen_TISSUES_Curated_2025 ARL5B KPNA7 MAP4 NRP1 NUBPL RPL28 UBA3 ZNF519 PLURIPOTENT_STEM_CELL_Jensen_TISSUES_Curated_2025 ABCF1 ABHD17C ADPRM ALG13 APOBEC3C APOBEC3G APOM ATG5 AUP1 CAPN15 CISD1 COL2A1 COMMD8 CPA6 CSNK1D CSNK1E DENND2A DTWD1 DUSP22 DYNLRB1 EMILIN3 EPHX3 FXYD6-FXYD2 INSYN1 ITSN1 KHDC3L KNOP1 LIF LSM3 MAGOHB MORF4L1 MRPS21 MRPS35 NANOG NGRN NIF3L1 PLGRKT POGLUT1 POLE2 PPCDC PSENEN PSMB5 PSMG2 PSMG4 PUDP RAB28 RAB4B RANGRF RBM8A RFC3 RPL30 RPS12 RSL24D1 THEM6 TRMT11 UBE2Z VPS29 VPS45 VPS72 ZNF17 ZNF266 ZNF462 ZNF470 EMBRYONIC_STEM_CELL_Jensen_TISSUES_Curated_2025 ABCF1 ABHD17C APOM ATG5 CAPN15 COL2A1 DENND2A EPHX3 FXYD6-FXYD2 INSYN1 ITSN1 KHDC3L KNOP1 LIF MORF4L1 NANOG POLE2 PSMB5 PSMG4 PUDP RAB28 RFC3 RPL30 RPS12 VPS72 ZNF266 ZNF462 ADULT_STEM_CELL_Jensen_TISSUES_Curated_2025 ADPRM ALG13 APOBEC3C APOBEC3G AUP1 CISD1 COMMD8 CPA6 CSNK1D CSNK1E DTWD1 DUSP22 DYNLRB1 EMILIN3 LSM3 MAGOHB MRPS21 MRPS35 NGRN NIF3L1 PLGRKT POGLUT1 PPCDC PSENEN PSMG2 RAB4B RANGRF RBM8A RSL24D1 THEM6 TRMT11 UBE2Z VPS29 VPS45 ZNF17 ZNF470