a b/inst/extdata/c6.all.v5.1.symbols.gmt
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GLI1_UP.V1_DN   http://www.broadinstitute.org/gsea/msigdb/cards/GLI1_UP.V1_DN   COPZ1   C10orf46    C20orf118   TMEM181 CCNL2   YIPF1   GTDC1   OPN3    RSAD2   SLC22A1 LIN37   RNF10   RUNX1   QRICH2  SEPT9   ARPC2   CD2AP   ACSL6   ZMYND11 BBX TMEM62  FOLR1   TMEM189 PPIL1   CYP3A7  SELM    ESYT1   BTBD16  SPECC1
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GLI1_UP.V1_UP   http://www.broadinstitute.org/gsea/msigdb/cards/GLI1_UP.V1_UP   IGFBP6  HLA-DQB1    CCND2   PTH1R   TXNDC12 M6PR    PPT2    STAU1   IGJ TMOD3   SAR1A   PLXNA2  ZBTB16  YBX1    SGTA    CSGALNACT1  WEE1    TRIM23  POFUT2  C16orf45    IFT74   PRKD3   PPAPDC2 FEM1A   LMO7    C7orf50 ZC3H18
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E2F1_UP.V1_DN   http://www.broadinstitute.org/gsea/msigdb/cards/E2F1_UP.V1_DN   TGFB1I1 CXCL5   POU5F1  SAMD10  KLF2    STAT6   ENTPD6  VCAN    HMGCS1  ANXA8   POLD4   HES6    LIMA1   FGF19   RALGDS  SNAPC3  IFT20   AVPI1   SERPINA3    RAB11FIP5   IL1RL1  CSF1    ZC3H12A ALDH3A1 ADAMTS1 PDGFRA  TGFB3   TNXB    SYNPO   SLC6A8  KLF3    PPTC7   CXCL1   ALAS2   FAS SCAMP1  ABLIM1  CCL9    CXCR7   MOSC2   C1orf63 EBF1    PLAT    CCL2    CCNG2   SERTAD1 F3  TRAF3IP2    CYP1B1  ANGPTL4 RGS2    SLC1A1  VPS45   USP19   XBP1    SEC23A  LIPE    AQP8    DTX2    BCL6    LXN SERAC1  DOK1    FCHO1   PGD LRIG1   LCLAT1  B4GALT3 LBP COL3A1  WDFY2   PTGS2   PLXND1  ANKHD1  IFIT2   TRAPPC4 TUBG2   PKD1    APBB1IP MDN1    SLPI    EFNA4   ST3GAL4 NHSL1   IL18    LGALS2  XPR1    ALDH1A1 C11orf83    C3  C11orf34    PPP3CA  ADARB1  TRIB3   PDE4DIP TSHR    AMPD3   FER ANXA1   STOM    C5orf41 ITPR2   SIX5    NDRG4   GADD45A CD47    TANK    TRIM41  RAP2B   PLK2    CPT1A   SEMA4B  RASA3   GSTA4   IL1R1   PAK3    IDH1    MMP7    APC2    UNC93B1 NOTCH2  GHR PTDSS2  UBE2H   SASH1   PLIN2   ATP2A3  TGM2    PDZK1IP1    BAG3    LAMA4   GFRA1   CCND2   ARL4D   MX1 NFKB1   EVI2A   GBP2    TCF4    HLA-E   CRIP2   ERBB3   STAC    PHLDA1  MCL1    EPS8    SGK1    ANXA4   CAPN2   SDPR    CALML4  DCAF8   IL6ST   PTGS1   ZMYND8  STX4    ZFR2    NEAT1   STAT3   APBB2   MLL5    MDK WDR26   RUNX2   ASL TMEM45A SLC35E4 CYTIP   HBG2    ZBTB20  FMO3    RUNX1T1 C18orf8 MYC ACOX1   COL11A1 DAB2    CHRNA7  PLA2G4A A4GALT  SLC11A2 CIRBP   CD3E    RTKN    RAB9A   PSEN2   NFKBIZ  JUB MLX C19orf50    NUMA1   SNAI1   NPR1
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E2F1_UP.V1_UP   http://www.broadinstitute.org/gsea/msigdb/cards/E2F1_UP.V1_UP   RRP1B   HES1    ADCY6   CHAF1B  VPS37B  GRSF1   TLX2    SSX2IP  DNA2    CMA1    ZFPM1   CLN6    CASP7   BOK PITPNM1 EFNB2   CAPRIN2 MTSS1L  KLHL21  TLE4    LOC202152   NUP43   EZH2    SRSF4   DLX1    PPM1M   SLC20A1 KRT72   LMNB1   THOP1   ZSWIM7  GRWD1   HSPBP1  NAB1    CDK5R1  ACTN3   FNBP1   CYBA    PTPRU   PBX3    TPD52   ARHGEF1 MCM10   BRCA2   PRM1    DCTPP1  PACS1   RELL1   FAM60A  ELAVL1  INO80E  TINF2   MAP3K3  PRIM2   SIRPA   EIF6    RBM22   EVL UBR2    KPNA3   MRPL46  NCAPH   ART3    PRADC1  WDHD1   E2F8    DDX46   TBP CCDC164 TOP2A   SDCCAG3 ATP5D   TK1 HDGFRP2 NASP    RB1 GUF1    TAF6    VPRBP   ERMP1   SLC35E1 TYRO3   DNAJC2  KIF2A   NDUFAF4 CNIH2   WBP11   SLC9A3R1    VEGFA   MXI1    TRNT1   IVNS1ABP    FRAT2   PKP4    USP39   SGOL1   PSME3   MPG TYMS    GPN2    GATA6   AURKB   ADA RBM15   MFI2    UBE2T   DFNA5   CNOT7   PARP1   SHBG    ARF3    CSTF2   PIGA    BUB1    TAF9    BCL2    VPREB3  RHBDL3  HMGB3   FMNL3   POLA2   USF2    PARP16  RDH13   ITSN1   ERCC2   LPIN2   NOLC1   SLC7A1  TFAM    RND2    UQCC    CRYZ    MASP1   BOLA3   HSPB2   C4orf27 PRC1    USP10   TRAF3   ELANE   NBL1    SOCS2   PIP4K2A UCK2    EIF2C2  ARHGAP39    SLBP    DBF4    DLGAP5  KPNA1   KANK3   CDV3    DNAJC21 FANCM   ARHGAP8 PTPN21  CHEK1   SPEF1   FEN1    INO80C  UBN1    PIM1    KIFC1   PHF12   PLK4    MSH3    CDR2L   CCRN4L  NOP56   PAIP2B  UPK2    TPM2    DMBT1   LARP4B  SMAD1   MCM4    WRN MAPK14  CAD DDB1    GPR19   MED20   SMC2    E2F3    RRM1    ADIPOR2 STIL    MAP3K11
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EGFR_UP.V1_DN   http://www.broadinstitute.org/gsea/msigdb/cards/EGFR_UP.V1_DN   NPY1R   PDZK1   GFRA1   GREB1   MSMB    DLC1    MYB SLC6A14 IFI44   IFI44L  GPER    IRS1    CYBA    GULP1   EGR3    FAM50A  MDK BCL2    HIST1H3H    IFI27   HIST1H2AC   GALC    WISP2   IFI6    EFHD1   HIST1H2BH   ARMCX1  PRKACB  HIST1H2BE   ID2 TTC39A  BTG3    OSR2    ADD3    TCN1    KIF5C   HIST1H2BG   SYCP2   ZNF107  KIAA1324    HIST1H2BF   FTO CALB2   EFNB2   ZNF43   SPTBN1  POLI    XK  HIST1H4H    CELSR2  RNF43   SGCB    ASCL1   PCYOX1  NRIP1   INPP5F  RHOBTB3 ELOVL5  SLC27A3 DCAF6   MICB    CLK4    HIST1H1C    PEG10   DTL APBB2   KIAA0430    SSFA2   MATN2   MFF HIST1H2BI   POT1    PTBP2   HERC6   C16orf45    EIF2S3  DEPDC1  ANK3    WIPF1   DDX60   FAM115A HIST1H2AG   SLC1A1  DERA    CSTA    PRR15L  SGCG    HSPA4L  PDCD4   IGF1R   FANCL   OVOL2   SMAD7   BRIP1   GTF2I   BDH1    COL9A3  ELF5    SOX3    CAV1    H2BFS   NDUFA5  EZH2    AGL TMPRSS3 CTSH    SIGMAR1 BST2    IAPP    ARMC9   E2F8    TRIM24  CHN1    C5orf13 BDKRB2  ODZ3    ELOVL2  SNX7    PGR HIST1H2BD   NMU CBR4    ZSCAN18 CADM1   NCAPG2  CXCR7   KIF11   ABLIM1  LLGL2   PSPH    DMXL2   CASP6   HIST1H2AE   TMEM106B    NUP205  GRB10   ENPP4   MOCOS   MAFB    CDKN2AIP    C9orf3  C18orf8 TMEM48  CBFA2T3 ALG13   TSC22D3 MPDZ    CALCR   MEX3D   CPE ANXA9   ARL3    TSPAN5  DNAJC12 GPATCH1 PCMTD2  MLF1IP  PRR7    RASGRP1 CYP26B1 KRIT1   ZNF273  PDLIM3  PRPF6   PRKD3   BAZ2B   NET1    HIRA    RFWD3   SH3GLB2 LTBP1   RCN1    TAF12   LTN1    EPS8    SGK3    SATB2   TBL1XR1 KIAA1467    RUFY1   TMEM187 SLC39A8 ID1 BRCC3   PHF20   ARL4A   ANGEL2  RPP25   NME3    HEBP1   STIL    EPB41L2 ATF7IP  SLC27A2 METTL3  GOLGA8A
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EGFR_UP.V1_UP   http://www.broadinstitute.org/gsea/msigdb/cards/EGFR_UP.V1_UP   FGG GBP1    TNFRSF11B   FGB GJA1    DUSP6   S100A9  ADM ITGB6   DUSP4   GCNT1   A2M ASPH    CYP1B1  CMAHP   TNFAIP8 CSGALNACT1  KIAA1199    LPAR6   GLRX    EPAS1   MMP1    PLAC1   RND1    CEACAM6 INHBA   IGF2BP2 GRAMD3  PTPRE   TNFRSF21    F2RL1   IRF1    CEBPD   MPZL2   ETS2    ELL2    EGLN3   S100A8  EGFR    RCAN1   LIF LOXL2   ATXN1   EXT1    DRAM1   CXADR   CLDN1   PLAGL1  GAL ANKRD57 MGAT4A  PCDH9   CAPN2   CYR61   SDCBP   IDO1    MALL    MIR22HG ETV5    VAV3    CCL2    MAP3K5  ELK3    SGPP1   CYP27B1 PDE4B   CASP7   ERO1L   ZNF281  SLC7A11 TNS3    SLCO2A1 FERMT2  DUSP5   KRT81   COTL1   TFPI    HBEGF   SNX16   ISG20   SPAG1   MAOA    SAMD4A  FHOD1   SEL1L3  TAP1    RNF19A  IL4R    PSMB9   WIPI1   WNT5A   ABCC3   AKAP12  GCLM    SOCS2   CCDC68  MBNL2   KTN1    FADS3   CCL22   PGM3    SLC4A7  KRT7    IFIT3   TUBB2A  FNDC3B  IL1R1   TBC1D8  KCNS3   HK2 GBP2    BCL3    CRISPLD2    EDN1    SQRDL   RHOQ    TGFB2   SEPT10  SEC23A  BACE2   SAT1    GABBR2  APOBEC3B    IQCG    C8orf4  IL15RA  SOD2    PAPSS2  EIF2C2  ANGPTL4 BMP7    PSMB10  P2RY6   MEIS3P1 LRRC16A ATF3    GK  ACTG2   LRP8    ALAS1   SLC9A6  ARAP2   GK3P    RAB27A  FGFR3   TMEM45A C11orf75    TAF1A   HSPA2   MMP10   TNNT1   RGS16   PHLDA1  ICAM1   AOX1    SCCPDH  HOMER1  NT5C2   PMAIP1  CBLB    KLF4    KIAA0247    MAP2K4  ARID5B  ENPP1   ITGA2   SLC12A2 ARFGAP3 NFKB2   JUNB    CADPS2  TMEM121 DBNDD2  SPTLC2  RPS6KA3 S100P   SNAPC1  ETHE1   IMPA1   LPP PIGA    LHFPL2  LPIN1   MGLL    ITGA3   ARNT2   CTNNAL1 CTGF    HIVEP2  PDLIM7  COL5A2  NFIL3   SGMS1
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ERB2_UP.V1_DN   http://www.broadinstitute.org/gsea/msigdb/cards/ERB2_UP.V1_DN   NPY1R   PDZK1   ANXA3   GREB1   HSPB8   DLC1    NRIP1   FHL2    EGR3    IFI44   SLC6A14 RAB31   IFI44L  IFI27   IFIT1   DDX58   MSMB    ARHGAP29    CLIC3   MYC SLC26A2 PMAIP1  IFIH1   GULP1   TFPI2   GFRA1   RHOBTB3 GPER    ADAM9   MYBL1   BCL2    DDX60   WISP2   TM4SF1  KCTD3   HERC6   IGF1R   ZNF107  MGP SSFA2   INPP5F  CAV1    IRS1    CHD1    JAK2    TCN1    HAUS3   AGL ZNF43   ATF1    EIF2S3  HSPA4L  ASS1    CCDC165 MATN2   POLI    KANK1   ACTR6   RPAP3   MYB PTBP2   DNAJB14 CALB2   TTC35   NRCAM   AMIGO2  ZNF267  IFIT5   LTN1    MAP4K3  MTERFD1 RIF1    SSB HIRA    RPRD1A  WDR43   LIN7C   TTK ARMCX1  RNF138  CETN3   SMAD7   C18orf8 KRR1    DTL ABLIM1  C16orf45    XK  LPGAT1  PRMT3   IFT57   ZCCHC2  BTG3    NOL8    PRKAR2B ADD3    GNL2    CENPE   TIAM1   NAA15   ALG13   ZBTB10  ZNF84   BRWD1   FBXO5   STK17A  PSPH    MBNL2   SS18    NCAPG   MAD2L1  CASP6   RBBP8   ECT2    HSPA13  FOLR1   KLF10   CBR4    NOC3L   SLC7A2  ASCL1   ANKRD12 MPDZ    OAS2    TAF1D   TOPBP1  RAD54B  RTCD1   ATP8B1  GOLGA4  CYP26B1 PUS1    C1orf109    LAMB1   TMED5   PEG10   OAS1    ID2 USP16   C9orf95 C9orf3  MRPL19  COL9A3  RMI1    RALGAPA1    MTIF2   GOLGA8A ERI2    UBA6    SMC3    LRIG1   FASTKD1 SLMO2   TAF2    ZBTB11  C12orf24    NPEPPS  RANBP6  KIF5C   RRN3    DEPDC1  HS2ST1  STIL    BST2    FKTN    RASGRP1 CEBPZ   SMARCA5 EHBP1   ARMCX5  PLK4    ZNF430  WIPF1   RRP15   MSH2    MED17   CUL5    RECQL   TTC39A  KIAA0528    PLA2G12A    ATR AASDHPPT    CCDC59  IFI6    KIAA0947    CPOX    PAK1IP1 RAD51AP1    TRMT61B FLNB    C6orf211    MARCH7  DBF4    IRF7    IAPP    FAM18B1
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ERB2_UP.V1_UP   http://www.broadinstitute.org/gsea/msigdb/cards/ERB2_UP.V1_UP   CYP1A1  CEACAM5 FAM129A TNFRSF11B   DUSP4   CYP1B1  UPK2    DAB2    CEACAM6 KIAA1199    CSGALNACT1  S100A6  HSD17B11    EPAS1   EGLN3   IL1R1   SLC2A10 KRT81   SGPP1   VTCN1   FGF13   ATP6V0A4    DUSP6   ALDH4A1 KRT7    CXCR4   BCL3    GABBR2  SERHL   KCNN4   GALNT12 SERHL2  AKR1B10 GUCY1A3 PTPRE   ENO2    CADPS2  ST13    PDE4B   CRLF1   IL8 PTMS    PLEKHB1 PCDH8   UPK3B   TPK1    ST6GALNAC2  ASPH    ITGB6   MAOA    BACE2   NPC2    TNFRSF21    ETV5    ALDOC   SCCPDH  SPAG4   BCAM    DNAJC4  PCDH1   ST8SIA4 SOX9    KMO CLMN    SPTBN2  DOCK10  UPK1A   LAMB2   SLC12A2 B3GALT4 RFTN1   S100P   FADS2   ZNF467  PARM1   PACS1   MIA3    TNNT1   FMO5    MUC1    GUCY1B3 ARNT2   MGAT4A  PNRC1   EPHX1   LIMCH1  ANGPTL4 PAPSS2  ITGB4   VIPR1   NNT OPN3    HSPA2   SCAMP4  ANXA6   VWA1    P4HA2   SERPINA1    RAB5C   VEGFB   MSX2    PTPRU   SEPT10  CAPN5   EDN1    PPAP2C  PTOV1   FAM46C  ABCC3   ACHE    CA8 ABCG1   DBNDD2  FGFR4   MPZL2   TTC9    TBC1D8  RRAGD   WIPI1   CXADR   MALL    GRAMD3  LMO3    SLC9A6  DRAM1   PPP1R3C C1orf115    SH3GLB2 ZNF365  PPAP2A  FER1L4  GDF15   LRP5    C8orf55 PDE4D   CAST    MYO1D   MUC3B   APLP1   GAMT    LOXL1   TCEA2   AKR1C2  UROS    RPRM    FAM174B CAMK2N1 CDS2    NME4    TSPAN1  SLC6A6  MXRA7   CHST11  APOBEC3B    APH1B   GBF1    SDCBP   SLC9A3R2    PACSIN3 PRPS1   NDRG1   HEY1    BMPR1B  CSTA    GDPD3   CREB3L2 ANKMY2  SAT1    MVD PTGER4  GNAI2   NOTCH3  BNIP3L  METRN   ATXN1   MPI AQP3    EPB41L4A    KCNMA1  PGPEP1  CAPN2   ULBP2   HOXB7   CNOT8   PCSK1N  BCL6    MAPRE3  KIAA0513    C1QTNF9B-AS1    VASP    DHRS7B
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GCNP_SHH_UP_EARLY.V1_DN http://www.broadinstitute.org/gsea/msigdb/cards/GCNP_SHH_UP_EARLY.V1_DN SRRM2   KIAA1217    DEFA1   DLK1    PITX2   CCL2    UPK3B   SEZ6    TAF15   EMP1    SH3BGR  CCR2    VAV1    LGALS9  WIPF1   LYST    RRAGD   CPT1A   C4orf32 MAN2B1  WWC2    TXLNG   CNGA2   NPPB    MYO5B   XIAP    HOXB9   FAM208A PEX7    SOX18   CCRL2   NR6A1   CITED2  LTBP3   EEPD1   SIM1    MS4A4B  PAM16   CRABP2  PPFIBP2 CYBA    RAMP1   TM4SF1  LIN9    ASPH    UBTF    PIGT    EOMES   GBP7    MERTK   MAP3K12 IL1R1   HAS2    SLC43A3 CBX1    GLB1L   PHLDB2  GPR19   GUSB    CRYGS   DBP VPS54   FRMD5   DCAF8   BTD ADCY9   SIX4    PLA2G10 SLC6A4  GCET2   CBFA2T3 GABRA1  S100A9  LAT2    SMYD5   MX2 AKR1C1  PLK2    PDE1B   ID2 HOXB3   GAPDHS  IER2    DDB1    ADAM7   ETS1    CDK5RAP3    POLD4   ITGA4   FOXA1   PEPD    AMOTL2  CALCR   BPIFB1  MAF EGR1    CYP27B1 C19orf2 HTRA3   LCP1    ACSS1   SETDB1  BTC NOTCH1  NR5A2   LRRC57  TM2D1   RABAC1  DPPA4   CNN1    JPH3    MAP4K4  CD38    SLC22A6 MIPOL1  NLRX1   GDF3    ZNF436  TIRAP   CFB MST1R   NUB1    HIST2H2BE   IFNG    UROS    POPDC3  ERO1LB  GRIN1   PPY HES1    UIMC1   CAMLG   LRRC23  SLC7A3  C4BPA   PPP2R3C CDK5    MGP STS PCBD2   IRF3    RAG2    GABRD   ANKRD44 TERF2IP CCL27   LCLAT1  MIIP    TMPO    AGTR2   ELMOD3  GNA14   JAM3    RSPO2   AIM1    PTGER3  LSR NSUN3   MAP2K1  TMEM160 ZNF518B NR4A2   PCP2    TMEM176A    DDX3Y   C11orf9 LAMB3   PLA2G4A HTR1A
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GCNP_SHH_UP_EARLY.V1_UP http://www.broadinstitute.org/gsea/msigdb/cards/GCNP_SHH_UP_EARLY.V1_UP TOP2A   TINF2   MYB SGOL1   MCM10   ADCY6   PRC1    RLIM    FIP1L1  GNL3    POLA2   KIFC1   KIF4A   TYMS    DNAJC3  FBXO45  TOP2B   KRT26   ATF1    MYT1L   UQCC    PDS5B   DCPS    RC3H2   SOX10   ZZZ3    SRSF10  ARHGAP8 E2F8    LARP7   NVL LUC7L3  NAP1L1  RBM39   E2F3    JMJD8   MPDZ    MCM6    TNNC2   ICAM5   DHFR    TNPO1   AURKB   ZNF281  IRF5    LBR HMGCL   ANKRD13C    VPRBP   C13orf15    AFF4    CLIP4   MRE11A  ELOVL2  TBP SDC3    KCNJ4   CCDC99  SEC62   MATR3   GPATCH2 CKS2    NTHL1   MBTD1   STAG2   NEK9    VHL RUNX1T1 KIAA2013    SLC23A2 COX7B   EPB41L4B    KIF1A   RPL39L  RHPN2   MRPL50  STYX    CD2BP2  GGPS1   XPO1    ARHGEF1 KRT12   SMC2    DOLPP1  FOXK1   PRMT10  MSH6    CCNJ    STAT5A  RBBP6   SLC27A1 ADAMTS1 AURKA   BEX4    PUM2    RYK DHODH   GTF2H1  CXorf38 MT4 RIMKLB  NUP107  CYP2C8  OXSM    ANLN    CD276   ARL5A   SRSF1   PLCG2   TSHB    STRN3   FEN1    DIO1    SNAPC2  HDGFL1  SNORD22 CSF1    UBE2T   SLC35E1 KRTAP6-3    SHC1    REG1A   LATS1   RNF103  TIA1    LOC645638   MRPL9   VPS4B   FOSL1   LUC7L2  MAN1A1  INTS7   PROL1   TRAIP   DARS    MBL2    PARG    SEH1L   IRF6    CHEK1   KBTBD7  FNBP4   RRM1    CD55    PPP1CB  MAPK14  OVGP1   NR0B1   CDC23   SHE MCM5    MTA1    NCAM2   OBFC2A  MLLT10  C7orf70 CR2 TMPRSS2 CLCN6   ABCB10  CNOT2   BCKDHA  PHTF2   ATL2    AZIN1   UPF3B   LOXL2   OXNAD1  KIF1B   FCGRT   RETN    FTSJ3   C9orf69 FNTB
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GCNP_SHH_UP_LATE.V1_DN  http://www.broadinstitute.org/gsea/msigdb/cards/GCNP_SHH_UP_LATE.V1_DN  GNPTAB  DOK1    STX2    CD52    FRRS1   LTC4S   H2AFJ   KLK8    MEF2A   SNX21   SLC19A1 FMO1    RAB34   MLLT1   LAMC2   NACC2   TNNC1   NMI PDCD7   KPNA1   IL4R    RHD ATAD3A  AGER    ART5    TCEA2   ANXA7   SLC11A1 TNNC2   ZIK1    TTC23   PAK4    MDFI    CNN2    KIAA1161    ZNHIT2  EIF6    TMEM214 ARAF    FOXD3   ADCY9   PTPN18  CDHR5   MIIP    HTR3A   DLX5    C7orf74 PITX3   VIPR2   FAM82A2 SLC25A47    PEMT    ITGAE   NDUFA10 CLCN6   AMOTL2  CNN1    UBE3C   ESRP1   RBKS    SH3BGRL2    DHRSX   WNK2    DLG4    LTA MRPL3   KANK3   GP1BA   PTPRJ   NBEAL2  PTPRU   PSMB8   ACOT1   SERPINF1    VEGFC   ZFYVE19 GRIN2C  IRF9    GRB7    PTH1R   SLC2A1  ADAM7   PARP8   SLC25A45    CDCP1   EIF4ENIF1   PPFIA4  LGALS2  TGFB3   STX1A   MAN2B1  NCOA6   ACTN4   PPM1M   NPTN    WIPI2   WLS SELL    CNGA2   PIP5K1A BCL2L2  ITGA7   S100A11 NRP2    CX3CL1  VSNL1   ADH1A   S1PR1   DHODH   PTGER4  CD276   MAP3K2  DSCR8   S100A13 ENPP1   ZDHHC5  FZD9    MUC3A   GLA COX6A2  KLK6    SAT1    ADRB2   AXIN1   LYSMD1  SLC30A3 NECAP2  RBBP6   IKBKG   EYA1    VNN1    ARG1    HYOU1   LOR F8A1    EPHA3   NUDT1   ARID3A  SOX18   LGALS4  LSR GJB6    DPPA5   ANKRD33B    B3GAT3  CLRN3   WWC1    UBE2V2  FAHD1   EDN1    OGG1    NTHL1   STX3    GPR3    PDZK1IP1    C19orf60    ACVR1   SSBP4   POLD4   PLD2    MED12   CSF2RBP1    PUS1    NCOA7   DDA1    EPB41L4B    FAM111A RP9 AGTRAP  GCM2    EEPD1   TBC1D1  PITPNM1 EPHB6   TUBA4B  EBI3    IKZF1   ZC3H12C FCGRT   HSPG2
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GCNP_SHH_UP_LATE.V1_UP  http://www.broadinstitute.org/gsea/msigdb/cards/GCNP_SHH_UP_LATE.V1_UP  TK1 E2F8    DDX39A  MCM5    MCM4    TOP2A   HNRNPA3 UNG FAM60A  C1orf174    ARL5A   FTSJ3   AURKB   COX7B   RRM2    MCM6    CDC25C  PIK3CA  TMOD3   SGOL1   SRSF1   SRSF10  AURKA   METTL11A    RLIM    DNM1L   CASP4   SSX2IP  SDC2    YTHDF3  USP39   GNL3    COPB1   PTPRCAP ZKSCAN1 SIX4    PRC1    YWHAE   NOP56   VPRBP   CDK1    PCSK2   MOB1A   SACM1L  CCND2   VPS4B   BOK LEFTY1  SYT4    SLC29A1 CD80    IDH2    RYK SERPINB9    CFDP1   NAA15   GBP2    ZFX SMC4    MCM10   PAN2    LARP7   SOCS2   ASB3    MYB TM9SF3  EIF3A   CDC25A  CD6 GFM2    DES RRM1    POLA2   ZNF281  TIMM8A  TEAD3   CASD1   PFDN6   CHP VCAN    KIFC1   HNF1A   MAGOH   DLGAP5  CYP4B1  SQRDL   SLC23A2 LBR FBXO11  FANCM   ZNF644  SLTM    LLGL2   IGF2    ELOVL2  CKS2    FAM165B PHTF2   NPM1    NPAS1   MRPL18  POLRMT  CCR2    CDCA7   UFD1L   ATAD2B  LOXL2   NPTX1   SPOP    CLIP4   CD5 PSME4   IVNS1ABP    MPHOSPH10   PLK2    FANCC   MBD2    EIF2A   ABCE1   MATR3   NXF1    NUSAP1  PTCD3   LIG1    SMC2    PCNT    CLCN5   TARDBP  INCENP  MDN1    LUC7L3  TOP2B   CXorf26 MRTO4   FOXA1   MIOS    PVRL2   TNFSF11 FRMD6   SLC7A6  C4orf52 PLEKHA7 NKX2-2  CHEK1   MAP3K7  P2RY2   PSMC3IP LRRC23  TRIP13  ELAVL2  GART    SFRP1   STRN3   SLC12A1 NAA30   DIDO1   ZNF638  METAP1  FMR1NB  HIGD1A  MUC1    NR5A2   CREM    ZMYM6   PTPRC   CUL4A   THOP1   SPATA5  KIF2C   ARIH1   XPO1    TNFSF10 MIS18BP1    HNRNPU-AS1  C8orf85 KRTAP6-3    SARDH   HSPB2   DDX3X   GALNT3  COIL    RAG2    CLIC4
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RAPA_EARLY_UP.V1_DN http://www.broadinstitute.org/gsea/msigdb/cards/RAPA_EARLY_UP.V1_DN GPT KRT17   PSMA7   DUSP2   SLC22A14    GALNS   GBF1    PPAP2B  TRPM2   STK11   NCF1    IL12RB1 VENTXP7 MUC3A   EPHB4   SYNGR4  COL9A1  ZNRF4   SEC16A  YIPF2   FARP2   BRMS1   MTMR2   CBX4    NUP210  MICU1   COG5    MID1    CAV3    AXL BBC3    RBMS1   MOG FOXI1   ATG2A   MGST2   CRIP2   CRMP1   FAM168A NUMA1   DPH1    GNAT1   GRN PLEKHO2 CYP2A7  TACR1   SF3A2   LHB CRY2    KDM4B   SMAD9   ACTR1B  SNAPC4  FXYD1   C10orf137   ENG F10 ITPKC   NR2F1   TRIM22  GPR12   MAP1A   TNN INPP5J  COL10A1 TAF4    MSMO1   SLC9A3R1    CDH22   ROR2    LGALS3BP    IGFBP3  TH  IFI27   SPRR1B  CYP2F1  FLT3LG  PCBP4   CHKB    FLOT1   GFRA2   NUPL2   GLUL    ALDH1B1 PSMD13  GABRB1  GRM1    PPY PNPLA4  HAAO    OVOL1   ARHGAP4 GNRH2   DDN MFSD7   ZBTB6   WFS1    ZNF175  PHYHIP  NFE2L1  SNTA1   RAB5B   SELPLG  PRELP   ZNF3    EMR1    BCAT2   RNF167  MARK2   WNK1    LMNA    CDH12   CCDC85B MEP1A   HLCS    TROAP   APBA3   SCO2    FAM182B HIST2H4A    FAM49A  ACY1    ESRRA   SNTB1   PAX2    EIF4EBP1    PLIN3   GRM2    YTHDF3  SERBP1  NHLH1   AOC3    PTGS1   CACNB4  GALR3   SMAP1   ADH6    BCKDK   MYCN    LTB OSBPL2  LRIG1   KCNQ1   WDTC1   CIB2    FRAT2   PISD    PRKCE   PCSK2   MINK1   HSPA1A  SF3B1   NAGPA   EDDM3A  TSPAN4  PLXND1  SOX10   COBLL1  OR2J2   GUCA2B  NCAPH   THOC1   IL11RA  GRIN1   PINK1   KDM4A   COL9A2  ACHE    MTMR3   PDZK1IP1    PRH2    ABTB2   TFAP2A  DUSP14  MET ASMTL   GDPD5   KISS1   CHMP3   FTO PTCH1   DSG1    ZNF799  HDAC6   HLA-E   XRCC1   SOS1    KRT4    CIT PSD CNKSR2
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RAPA_EARLY_UP.V1_UP http://www.broadinstitute.org/gsea/msigdb/cards/RAPA_EARLY_UP.V1_UP AVPR2   PIGO    C1orf95 NUDCD3  GRIN2C  EFNA5   ESRRB   CCDC88C TICAM1  FGFR2   PTGIR   ALOX15  MPO P2RX7   PPIP5K1 TGM4    CDC42EP2    TIMP2   GRK1    CDH4    SLC25A42    FOXJ1   KCNC4   FPGS    CTSD    SSH1    HBP1    C11orf9 FLJ39739    TCP10   CASK    MATN1   CDK10   GABRB2  HERC3   ATF6    GAS8    ISG20L2 B3GNT6  PHKA1   KRT14   PTGDR   TCTA    SCN2B   SST KSR1    CEBPA   AMOT    NR2F6   HAB1    HOXD10  VTN PARM1   C3orf32 ANPEP   KRT13   KRT19   ASPH    HMBS    IRF7    CCDC9   SLIT1   PTK6    PROP1   FSCN1   CACNA1C KIAA0040    TLE3    GMDS    VSIG4   NCOA1   AEBP1   PLA2G5  CD97    TAGLN3  ASTN2   GALNTL4 SHC3    KLHL35  DNAH3   MAN1A2  LDOC1   INS ATP2C2  LHX2    PDE1B   LOC100287723    LST1    KLK6    ANK1    CDON    HIVEP1  SYNPO   GRPR    SLC22A18AS  SFPQ    DRD3    VPS11   CHD5    GML DAGLA   FABP7   BAI2    SNCG    ABCC8   CHRD    GNG12   NPY CBX5    CLDN14  COL5A2  PDE2A   C2orf72 GPR31   OLFML2A ADRA1B  PART1   MLL HLA-DRB6    GAPDHS  FAM50A  BASP1   PLEKHA6 TMSB4Y  MPPED1  GREB1   NKX2-8  ITGAE   COL6A1  COPG2   NAT9    HSPB6   PRKCG   GPR182  GNAT1   ATG13   ICOS    SOCS1   CES1    MXRA7   CYP4A11 ASMT    DLX5    PIP5K1B PTPRD   TNFAIP2 ITPKA   BAP1    PDE5A   PRG2    NDST2   PTH2R   TRIM38  CLCC1   NINJ1   SEPT11  ITGA5   NUCB1   FRAT2   FKBP1A  ETV2    PET112  NRL CTSF    FZD9    PDE4A   CTBP2   CLK1    PAQR4   L1CAM   ACOX3   ST8SIA3 VGF PPP3CA  ARHGEF15    RAD9A   HPGD    USP9Y   HCRTR2  DKFZP586I1420   CYP11B1 ADCY10  CCNG2
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HINATA_NFKB_IMMU_INF    http://www.broadinstitute.org/gsea/msigdb/cards/HINATA_NFKB_IMMU_INF    ICAM1   TNFAIP2 CCL2    PTX3    CCL20   RELA    IL8 IRF1    OLR1    CXCL6   IL6 CXCL2   CD83    CXCL3   IL1B    NFKB1   NFKBIA
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HINATA_NFKB_MATRIX  http://www.broadinstitute.org/gsea/msigdb/cards/HINATA_NFKB_MATRIX  ARHGDIA CD9 SERPINB2    RND3    KRT7    MMP14   RAC1    MMP1    FN1 SERPINE1
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CYCLIN_D1_KE_.V1_DN http://www.broadinstitute.org/gsea/msigdb/cards/CYCLIN_D1_KE_.V1_DN NOS1    KIF1A   TESK1   MATK    PVALB   BAG1    TXLNA   FXR2    YLPM1   RNASE6  TFCP2   NKX3-1  PRKCQ   PIK3R1  UBE3A   XGPY2   ATF7    IFIT3   CYP2F1  PDYN    PTH1R   GNAZ    ALDH1A1 CFTR    SLC25A11    KLF9    CXCL12  MYL5    RXRG    SERPINA7    CSF2    TNNT3   TGM3    KIAA0141    RLBP1   PSG3    IL17A   DPF1    TOB2    DNM1L   AMHR2   CAMK4   COG2    PBX2    MPI CAPG    ZNF35   KRT17   DRD4    MS4A1   GYPA    WTAP    ADARB1  TAZ UCP2    ARNT    PPIG    KRT5    PSME4   INHBB   ERBB2   VAMP2   NEDD4   LIMS1   ILF3    ACTC1   KRT13   PDE6H   MAPK4   NTF4    KIAA0040    SMCP    PLCG2   CAV1    PNLIPRP1    PTCRA   GRIA1   PENK    CPN1    LILRB4  NPAS1   PIP4K2B IFNAR1  EYA1    ACTN2   RIT2    MYO1F   CHD8    NCKAP1L ROS1    UNG VCAM1   PEPD    NTSR1   PDCD2   GPSM3   ADH1B   CRMP1   DSG1    LOC644099   MXI1    RRP1B   FKBP3   NELL1   NR6A1   CYP24A1 HRG DNAJB4  POU3F1  C10orf116   PCP4    GJA1    IL7R    CXCL3   FES GATA1   TUBA4A  CATR1   FBP2    CHRNB2  SPTLC2  GRIN2B  RAPGEF5 SALL2   ALPL    MAG F3  ADD3    ATP2B3  HPN ALPPL2  SOX3    C1QB    GYPC    TCIRG1  C4orf6  ATF2    ZNF132  FLT1    IFNA10  BET1    CXCR7   HPX COL3A1  CPA3    GART    TCEA2   PROC    MYH2    MX1 KCNJ8   BNIP2   EML1    FCER2   IL1R1   SPIB    CNGB1   NNT POU2F2  DIO2    DNAH3   GAB1    PAFAH1B3    ALK GALT    TMSB15A OXT DAZL    ANGPT1  CD37    AKAP6   PCK1    ARL4A   PGM5    TUBA1A  PIP4K2A CD53    CD27    C15orf31    EPHA1   CFB TARBP2  PRKG2   MC1R    LRMP    A2M DAO ABO KLK3    ATP6V1B1    RAB5B   CRISP2  CD14    CYP2C9
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CYCLIN_D1_KE_.V1_UP http://www.broadinstitute.org/gsea/msigdb/cards/CYCLIN_D1_KE_.V1_UP KLK6    COX17   DMWD    LTBR    PKD1    SNRPC   AXIN1   ZYX PLOD1   DNASE2  CCL23   LOR PPIB    HSD17B10    HSPG2   EIF5A   MUC5AC  EPHA2   AGXT    HTR6    KAT5    MALL    FHL2    PFKL    ID1 SNX17   RRAS    KLF4    POLD1   CEBPD   HSF4    PPM1F   RASSF7  KDM5C   KIF22   PTS ADRA2B  REN LCN2    SUPT5H  FZD5    PPID    IFITM1  SMTN    BCL9    BATF    GLI1    CRIP1   FOXK2   EGR3    MARK3   GCHFR   SLC6A3  CDK6    KCNAB2  EVX1    CELA2B  SLC35D1 S100A2  CDR2L   ASNS    GPT KIFC1   PRRC2A  TGFBR2  DUSP5   CCKAR   HSPA1B  MAT1A   HBA2    SLN PLK3    CGREF1  CD52    INTS9   NRG1    TRAF1   PTPRH   KCTD2   GLB1    COL18A1 FAM189A2    TSC2    NFE2    FGFR4   GOT1    MPHOSPH6    ALDH3A2 CHKA    SCAP    CARS    LMF2    ABLIM1  NEK3    APOC4   APOA2   PPP5C   REEP5   DAP ST3GAL4 MAN2A2  PHF20   DYRK4   RAB31   CTBP1   ATXN1   CDKN2A  E2F4    KLC1    PKN1    ARCN1   SNRPB2  FSHR    CA4 GGT5    PCGF2   GP2 DCAF7   HGFAC   ADRA2A  psiTPTE22   APOC1   COL5A2  MMP15   COASY   IFRD2   STT3A   THOP1   MAD1L1  TNNT2   MED24   ETS2    FOSL2   SKIV2L2 CDKN1A  PIGC    THBD    HSPH1   CENPB   CHRNB4  STAM    INPP5A  CASP3   THY1    COX7A1  LPIN2   MASP1   TCF12   SLC38A3 HOXC5   DTNA    PLCB2   PHKG2   CCL20   PTPN3   CHRNA5  TROAP   RGS3    DUSP4   PPP3CB  BIRC2   RHO ZIC1    HK3 RUNX1   LOC650946   TFAP2A  DGKD    ZNF787  CDS1    THOC1   PDE4C   MGAT5   BRF1    AHR NPR2    DRD5    POLR2C  ARL3    NTN3    GNAI2   CYP2E1  PRPH    CDR2    PMPCA   FAM3C   TTLL12  TRIM25  DNASE1  TRIO
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CYCLIN_D1_UP.V1_DN  http://www.broadinstitute.org/gsea/msigdb/cards/CYCLIN_D1_UP.V1_DN  TOB2    HDAC2   EIF4G1  ALPPL2  CAV1    LMAN2   SPIB    BTG1    TFCP2   NTF4    VASP    PVALB   PIK3R1  PDCD2   TXLNA   KRT17   SMPD1   FLOT2   SART3   COG2    RXRG    PEPD    CCNG2   ANK3    GNAZ    UMPS    EML1    SYPL1   PDYN    FXR2    KIAA0141    KIR2DL4 WTAP    ERCC4   PLA2G2A PBX2    CD19    HLA-DRA AP3B1   KIF1A   EPHA1   HTR1A   GATA1   CHRM1   KLF9    WWOX    NCKAP1L ITGB6   GYS1    USP9X   CAPG    ROS1    BRCA2   MYH2    ACAA1   CUL7    ARNT    BAG1    ZNF133  PRKCQ   ILF3    IGF1    ACAA2   SNAPC1  G6PC    CAMK4   AMHR2   POU3F1  GALK1   TIA1    BTN2A1  TNNT3   MLC1    TARBP2  SYT1    PSEN2   ATF2    RYK MAPK8IP2    ATF7    TRH PPARA   CSF2    SPTLC2  HERC1   YLPM1   RAB9A   MT1F    CHRNG   CLP1    MATK    CXCR4   NOS1    MYL5    SSTR1   LILRB4  RGS16   ASGR2   HPS1    INHBA   S100G   GAL DTX2P1-UPK3BP1-PMS2P11  HRG RNASE6  PAFAH1B3    TUBA4A  AMBP    GPR1    NNT DAZL    TPM3    CASP2   BRAF    ERG SCAF11  MYO1C   MPI ALOX5   CBLN1   RLBP1   PCK1    NTHL1   TPM2    ITGA3   SPINK1  PTPN4   IL7R    VAMP2   ATP6V1A TTC35   PPIG    SLC6A4  AKAP6   GCK ATR IL17A   CPA3    TPD52   HRH1    KIAA0040    WDR67   PARG    MRE11A  CDKL5   MYO1F   GAB1    IFNGR2  NEDD4   HPCA    S100A4  NR6A1   SPRR2C  DNAJB4  CG030   RRS1    CYP24A1 LAMB1   SPHAR   ACVR1   CCL11   BBC3    IL1A    GNS RNASE4  ZNF266  AGER    CXCR7   EZH2    NKX2-5  UNG MYL9    MFAP3   RAB9BP1 GUCY2C  ZNF35   CCR9    KCNJ3   SULT2B1 CASP9   NELL1   RBMS2   PBXIP1  ASNA1   KRT5    UCP2    CFB PAFAH1B2    GUCY1A2 PUM2    GATA4
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CYCLIN_D1_UP.V1_UP  http://www.broadinstitute.org/gsea/msigdb/cards/CYCLIN_D1_UP.V1_UP  SNRPC   COX17   PKD1    MAD1L1  PLK3    PPIB    CXCR3   PTMS    ZYX WNT1    APOC4   EPHA2   CENPB   CD52    AXIN1   SLC19A1 MUC5AC  RRAS    DMWD    SLN ID1 KLK6    CCL23   HSPG2   PTPN3   PPP5C   IFITM1  BCL9    FDXR    FGD1    RPS6KA1 KIF22   GPT ANPEP   MMP15   CCKAR   PCSK7   SYN1    SCAP    RCVRN   ABCA2   TRPC3   ABLIM1  CGREF1  MC2R    RXRA    DVL1    PRRC2A  GP2 EIF5A   SPOCK2  RHO SUPT5H  THY1    MARK3   SLC6A3  SLC18A3 CTF1    CASP3   CA9 FOXO4   SELPLG  TRAF1   DYRK4   PDE1B   HNRNPA3P1   CEBPD   PCGF2   PTS CA4 BLM KIAA0090    TTLL12  TK2 DNASE2  FZD5    GTF2H4  KLF4    LTBR    TAP1    ST3GAL4 ALDH3A2 MLL MNX1    S100B   TGFB1   EVX1    ATP4A   PLOD1   KSR1    HSD17B10    STAT5A  BMP5    MYL6    NAT6    APOA1   TRIM25  RASSF7  MASP1   CCIN    PAX2    GCHFR   GUCA2B  MED12   NCSTN   MSN SMTN    PPY FSHR    HIST1H3B    ADRA2B  DRD5    NKG7    HOXC5   FHL2    SMOX    MALL    HTR6    NFE2    INTS9   RAB31   TAGLN   PCDHGA12    WT1-AS  GOT1    FAM189A2    GNL1    HK3 KIR2DL3 SGCA    PDE2A   ETV4    CD1A    WNT10B  ADRA2A  OPRD1   C11orf41    BATF    KCNAB2  BIN1    ETS2    RGR D4S234E SLC12A4 HOXB13  SHC3    MGAT5   DCAF7   MAT1A   MKI67   EGR1    FCGBP   TFPI2   DEFB1   SLC6A9  HSPA1B  CYP2A7  COL4A2  MYT1    HBA2    GLB1    HAGH    GGT5    NEK3    RABEPK  CHGA    CPT2    TSC2    RASGRF1 THBD    BMP1    PTPN21  CETP    RXRB    GADD45A ARCN1   ITGB1BP1    CHRNA5  SERPINB10   UBXN1   NDUFB7  KDM5C   CACNG1  GALNS   REEP5   MSLN    HNRNPA0 HRC
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CSR_EARLY_UP.V1_DN  http://www.broadinstitute.org/gsea/msigdb/cards/CSR_EARLY_UP.V1_DN  PDE5A   LOC678655   ALDH1L2 MAB21L1 LRIG3   GDF5    ZNF302  ELMOD3  SULF1   ADAMTSL4    DDX17   LRIG2   DHRS3   ALDH1A1 LDB1    CDKN1B  CIRBP   LOC100132292    ACCS    SKP2    KBTBD6  ARL4D   ATP11A  USP33   PEX6    DAAM2   SAG SLC25A46    FZD2    FUS ADM NPHP3   NYNRIN  SLC9A7  SPG11   ING4    ZNF226  LOC100527964    HBP1    NDNF    COL1A1  DOM3Z   PAN2    ANKRD33B    TXNIP   STX16   HEBP2   AMT ERMAP   ELMOD2  CYP2R1  ZNF585B ANKZF1  C3orf23 LRRK2   ARRDC4  IP6K2   TDRD6   CKB HOXA10  NR1H3   FUT10   PPIEL   C17orf103   FLJ39051    RBFOX2  PRRT2   AKIP1   PAPLN   LOC653602   ARRDC3  ZNF337  ZNF37BP STAT2   ZNF467  GFRA1   SIX1    ABCC10  SNPH    UBN2    APBB3   C14orf132   TRIM69  FBXO38  SDPR    BBC3    CROCCP2 BRD8    ZFYVE1  LTN1    ZFP64   FBN1    POLL    GLG1    NBPF3   STC2    CC2D1A  SEPX1   LOC100132062    GSDMB   TNFSF13 RAPGEF3 PRSS12  ACYP1   HSPG2   TRIM56  C9orf150    RABGAP1 PMS2P1  KIAA0319L   ZNF500  OTUD1   FAM46C  YEATS2  AP4S1   UFSP2   FAM63A  PLCD1   DCP1B   IFIT2   KIAA0528    GTPBP8  KIAA1147    NMT2    ROBO1   SLC16A7 ACBD4   YPEL2   RNF20   WEE1    TFAP2A  ERAP2   SLC7A14 EIF4EBP3    ASPA    PHIP    CDRT4   ALDH3B2 STOX1   FBXO25  TAF15   INCA1   NSUN5P2 MRI1    ATF7IP  MPPE1   FLJ45340    ZNF33A  MOSPD2  XAF1    IGLL1   C2orf56 GRHL1   SIX5
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CSR_EARLY_UP.V1_UP  http://www.broadinstitute.org/gsea/msigdb/cards/CSR_EARLY_UP.V1_UP  SMAD7   HBEGF   FOXD1   GATA2   BCAR3   SPRY4   ID3 MAP2K3  NRIP1   UGDH    NOP16   TOP1    SMTN    STC1    FRMD6   ITPRIPL2    FZD8    EHD4    TXNDC12 DDX21   LRRC8A  ZBTB2   ZBTB12  PHLPP2  EIF4A3  DNAJA1  RNPS1   MKI67IP ELL TMEM200A    CBFB    REST    SLC30A1 FJX1    PHLDB1  FAM107B PTPN12  MAPRE1  GNL2    PPIF    GTPBP4  CRISPLD2    KPNA4   PLAUR   SNAI1   REPS2   TRNP1   HLX BCAR1   FAM180A YOD1    MESDC1  DIS3    SRSF3   CD274   UBE2N   TCEB1   CCDC59  ST3GAL1 SMARCA4 ETS1    PTPN1   KLF10   IL11    PCSK7   C21orf91    NIP7    DKC1    C9orf30 DLX2    GABPB2  DNTTIP2 TIMM22  C6orf228    SEC24A  BRPF1   CD33    PAPD4   RG9MTD1 EIF4H   KLF13   CHUK    ZNF324  PAPD7   B3GNT6  BDKRB1  TBX2    PANX1   POM121  RIPK2   NCL NMD3    PLCH1   ZPBP    TFG NET1    USP12   UTP3    ADRM1   SLC16A1 MOB1B   KIAA0020    ELK3    C8orf76 DSP PHF20L1 DCBLD1  C12orf44    SPRY2   PXN PTGS2   SLC28A1 ILF2    D4S234E AMMECR1L    NT5E    SRP72   UFM1    HPCAL1  DDIT4L  MNAT1   SOX9    PTP4A1  HMGA1   CTPS    TDG VTA1    F3  ZNF800  NUP54   POLE3   DHX33   TMEM2   RGMB    HECTD2  TNFRSF12A   UAP1    CSRNP2  YWHAG   EIF4A1  SCHIP1  SREK1IP1    PDE4DIP MYO9B   RFK INHBA   ZNF697  TIMM23  GAL TCEB3   RRP9    IRAK1   AMD1    NRBF2   TMEM93  SLC37A4 DOT1L   SHB PRKRIR  ACTR3   PNP MRPS35  USP36   VGLL4
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CSR_LATE_UP.V1_DN   http://www.broadinstitute.org/gsea/msigdb/cards/CSR_LATE_UP.V1_DN   MSMO1   INSIG1  DENND2A SCD HHEX    MVD TNXB    LPIN1   SVEP1   IGDCC4  PRSS12  STARD4  FADS1   CHL1    TMEM119 MAMDC2  SC5DL   HMGCS1  DHCR7   HMGCR   FAM131C LSS ASS1    MME KIT GYPC    MAMLD1  RARRES3 RCAN2   FADS2   ANGPTL2 LOC100507632    QPRT    TM7SF2  ALPI    DRAM1   KIAA1598    GSN SLC22A18    CLEC3B  FGGY    IRS2    CFH BAI2    ACVRL1  PYROXD2 NTN4    LOC100289610    C10orf54    TP53INP1    EXOC6   NYNRIN  L1CAM   UBE2L6  TRIM22  GFRA1   ACCS    ELOVL6  ROBO3   IDI1    BACH1   EBP SGIP1   CCL11   FDPS    PAMR1   C14orf1 SCML1   DDB2    C2orf27A    DPP4    OAF VAMP5   BTBD19  ERMP1   BTG2    BCL10   LDLR    EPHB6   DDX60L  P2RX4   SOD2    CDC42EP2    CALD1   PLCD1   ANKRD33B    CCL2    IL1B    PRKG1   SLC25A1 KIAA1147    PLBD2   FDFT1   DYRK1B  FIBIN   TBC1D2B LRIG1   ADORA2B CCRL1   MXD4    PRKCI   DKK2    MAN1A1  C1orf115    ECH1    LOC100287704    TSPAN9  CDS2    MRGPRF  ABCA6   PRRT2   EPB41L4A-AS1    SFTPB   TSKU    SNX18   TCEAL7  C11orf10    C10orf58    LOC653602   PLEKHG4 C1orf52 LONRF1  SAMD5   GAS1    GJD3    ADAM17  CTSF    GAS6    SUMF1   SNTB1   EPSTI1  RASSF2  GLT8D2  ANKRD29 POR MOB3C   COL8A2  LPAR3   F8  DYNC2LI1    TRERF1  APOL3   FDXR    NOV IGBP1   NFKBIE  DUSP4   PGF TSC22D3 DAAM2   MLLT6   KIAA0930    LOC678655   NBEA    LOC100128178    SDPR    PDP1    C6orf1  OLFML2A TOX KLHL29  FTH1    XAF1    ITGB8   CMBL    GLI3    PDE5A   RNLS    CHST2   ME1
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CSR_LATE_UP.V1_UP   http://www.broadinstitute.org/gsea/msigdb/cards/CSR_LATE_UP.V1_UP   TCF19   CXCL12  FEN1    GINS3   ZWILCH  MT1H    MT2A    UHRF1   GMNN    TRIP13  MCM3    GINS2   SERPINB7    HAT1    MZT1    MT1B    TRNP1   S1PR1   VEGFC   CRISPLD2    PSMD2   MT1X    STRA13  PA2G4   MT1G    FANCA   PAICS   BIRC5   TIMP1   SAMD11  POLR3K  ITGA6   IGFBP3  FABP5   TIMP3   FARSB   SHCBP1  IL7R    EXOSC9  TOMM34  MT1L    TUBA3C  PDLIM5  TMEM130 TRPC3   NUP88   EML1    PRIM1   TUBG1   MMP3    KRT25   DCTPP1  ARHGEF1 HN1 CTPS    MRAS    CDCA8   ASB6    CASP2   KRT18   DRAP1   CHEK2   MYBL2   TUBA4A  PDCL3   FAM83D  ANKRD32 TMEM48  SMS BEX1    AHSA1   CCT6P3  HIP1    MAZ KCNC4   PREB    D4S234E CDC6    FOXM1   COPS3   NOC2L   CXCL6   PGM2    TRPC4   EEF1E1  TAGLN3  GREM2   HMGB1   SNORD22 UMPS    CDK5    SRM C16orf61    ALKBH7  POLD1   AP1S2   SLC16A3 NUF2    LTBP2   FKBP1A  TPM2    C19orf48    TCEB1   MAPRE1  NUDC    SLC25A11    RRM2    RAD18   LYAR    CCND3   NKX2-1  POLE3   SLC16A5 DIAPH3  YIPF3   MBL2    ILF2    PRMT5   MT1F    C13orf27    NMB ZWINT   LMNB2   CLSPN   CCDC34  EIF5A   GYS1    HAUS2   IMP4    MYH1    EIF3B   MTHFD1  RPF2    CYP4B1  ACTL6A  CBFB    DNAJB11 KIF22   FARSA   KIAA1279    ANLN    UBE2C   YEATS4  PARP11  PPP5C   HERC4   EZH2    UTP18   NUDCD1  SNRPA1  KATNAL1 ZNF367  CDC7    DTYMK   ST3GAL4 NETO2   CDK1    TSPAN13 WSB2    CDH2    C15orf63    C12orf24    PBK DCBLD1  GTF3C6  PSMC3   KISS1   CIAPIN1 CKAP2   MET SSTR1   PSMD14
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AKT_UP_MTOR_DN.V1_DN    http://www.broadinstitute.org/gsea/msigdb/cards/AKT_UP_MTOR_DN.V1_DN    KCNN4   GNMT    ASS1    IBSP    SLC7A5  KCNK3   PKP1    SLC22A12    CD248   AQP5    MTHFD1  CAV2    IL17RC  STEAP1  SLCO3A1 ANGPTL4 CHN2    FAM20C  RPS6KB2 MSL2    PDIA5   NR4A3   BEX4    PROM1   SASH1   ADHFE1  GATAD2B FMO3    BCS1L   KCTD12  MAZ ISYNA1  CHAD    FXYD1   SERPINF2    KRT6B   ESR2    TYW1    MSRB2   GPR83   SMARCD3 PI16    IL13RA1 EFEMP1  DNAJA3  RAMP1   IFRD2   BLVRB   SLC18A1 FAM134C TMEM97  PUS7    FKBP11  EIF4E3  TPH1    RTKN    PNLIPRP1    TSPYL4  GALNTL1 MLPH    RGS19   ITLN1   PLA2G4A C1orf130    AP2B1   VPS33B  IRS1    POLI    LIMD1   GSPT2   ERF MEPE    CAP2    BDH1    SH3BGR  CDC42BPA    ITGA6   RTN1    ACY1    SPATA5  AMPD2   ZNF771  MERTK   MRPS6   TULP3   HAUS1   CENPQ   KRBA1   TYMP    GSDMA   POLD2   CHST12  NDRG4   ITSN1   TP53I13 CDH16   SLC37A4 LRRC1   CHRDL1  RNF25   TM4SF1  ADORA1  C1R GNAT2   LANCL2  FAS ITPKB   TIPIN   LPL ASF1A   TNFRSF19    AGPAT5  ABHD14A POLM    DPT MGAT4B  PDZRN3  PPP1R3C KCNAB3  S1PR3   NAT8    FBN1    STAB1   MCM6    SFRP5   FKBP10  IL7 HIC1    FEZ2    HARS2   UTP20   VCAN    GNA14   PARP2   MMAA    FRAT2   SARS2   MYB COL5A2  PHLDA2  NID1    CD200   CPLX2   COL17A1 CBS MLXIPL  SNHG6   C22orf40    OGN MOCOS   DPYD    SHMT1   PLEK2   CAMKK2  JPH3    GSTA4   C7orf55 CBY1    WEE1    MSX1    CADM3   ZC3HC1  PHGR1   TACR3   CELA1   COIL    MYO1G   ZFP112  GAS1    BMP7    PPAP2B  KLF1    GNG11   HPGD    PSAT1   TSPAN4  SATB1   PRKRIP1 TNNC2   PMPCB   TBCE    METTL5  C11orf71
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AKT_UP_MTOR_DN.V1_UP    http://www.broadinstitute.org/gsea/msigdb/cards/AKT_UP_MTOR_DN.V1_UP    SAA1    PRSS37  ARG1    PSCA    GSDMC   SAA2    ANGPTL1 SYT17   NFIL3   SFTPD   PARM1   IL8 GDE1    PLK2    SNHG11  TESC    CRLF1   TMEM40  KCNK5   DHCR24  ANXA13  GDPD2   VAMP5   MAN2B2  CDKN2B  KCNQ1   TNFRSF12A   HIST1H4H    DUSP1   METRNL  FAM129A CIR1    IL1R1   CD55    FLT1    FXR2    SPHK1   TACSTD2 CXCL1   GPR56   C1orf9  TMPRSS4 ADAM10  WFDC12  PDK3    CXCL16  KCNH3   CTNS    AK4 SLC44A1 ATF3    PLAT    FBXO6   KRT23   PLAGL1  ST6GALNAC6  GPD2    PYGL    TMEM56  HIF3A   GPX8    CLMN    SLC6A6  GCH1    CPE SPEER4F SPRR2A  LRG1    BACE2   KLF6    MAL2    C3orf52 SGPL1   GGA1    ABCA7   IFIT1   LGMN    NOL12   MYO5B   PAK1    CALCB   HCK MPP2    RAB3IP  RASSF1  DUSP8   PACSIN3 MYCN    RIMKLB  SYT8    EDN1    PLSCR1  TJP3    SEC14L2 HOXB5   SOCS6   C6orf106    RUNDC3A CPNE6   PFDN2   HIST1H4I    SPINK4  VANGL2  JUNB    S100A8  DUSP10  SH3BGRL2    PON1    HOXB3   CXCL5   DHCR7   ZNF746  DAZL    GAK HIC2    VAT1    GIPC1   ARRDC4  GLDC    SUSD4   FKBP8   BSND    NEU1    PTPRJ   EFNB2   HLA-DQB1    LYPD1   MLLT1   LAMC2   KLF10   A4GALT  ALDOC   TOR3A   RNF19B  TPRN    MICU1   PDZD11  C9orf89 TMCC3   HBEGF   PON2    MSR1    MPZL2   ING2    CEACAM21    LSS APOC2   FBXL15  BCAS2   RNF41   RASAL3  CAMKK1  GPR44   TPD52L3 ADORA2B NFKB2   C3orf37 MVP IGF1R   RASD1   NIN PSMD7   PPP1R3F TTLL1   TMEM186 KCTD9   BMP8B   AKAP2   HCN2    ZNF295  CCL6    C4orf49 GUSB    FXYD4   DSCAM   VILL    PDE10A  SLC39A8 DAGLB   RBM4    UBE2R2  TRAF3   TGIF1   ELL
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AKT_UP.V1_DN    http://www.broadinstitute.org/gsea/msigdb/cards/AKT_UP.V1_DN    KCNK3   GNMT    IBSP    AQP5    SLC7A5  PDIA5   KCNN4   ASS1    CD248   SLCO3A1 SMARCD3 SASH1   PROM1   PPP1R3C PI16    FXYD1   FAM20C  PKP1    SH3BGR  TNNC2   IL17RC  RPS6KB2 SLC22A12    TSPAN4  CDC42BPA    EFEMP1  CHST12  CAV2    C1R C7orf73 HTRA1   FMO3    SLIT3   S1PR3   CXCR7   MMAA    KCTD12  KRT15   RAMP1   GATAD2B MSL2    NID1    SLC18A1 ADHFE1  ZNF213  ITIH5   RXRB    POLI    EFEMP2  MEPE    SULT1E1 ESR2    GSTA4   MSRB2   PNLIPRP1    CHN2    NR4A3   ITPKB   DPT SCARA3  SERPINF2    BCS1L   SATB1   TENC1   MERTK   FAH FBXO32  AMPD2   NR1D1   C22orf40    ZNF771  CSDC2   PADI3   PDZRN3  TSPYL4  ANGPTL4 PLEK2   COL17A1 IRS1    KRT5    UPB1    CHAD    C1S BLVRB   PLA2G4A GALNTL1 CNN2    PTGIS   NAT8    MRPS6   PDE9A   IRS2    EIF4E3  RTKN    LIMD1   SCARA5  BEX4    RCE1    PUS7    HEBP1   SIX5    OGN C11orf71    LPHN1   MATN2   ZNF187  ZFYVE21 TNFRSF19    FHOD3   HIC1    SIRT3   TYW1    FAM115C CDH16   GNA14   ZNF385A RMND1   RECK    SFRP2   TCF21   SLC37A4 FKBP11  ISLR    SCCPDH  STAT5A  LTC4S   ID3 HPS1    WIF1    GAS1    MYOC    ASF1A   HMGCS2  SYPL2   PPAP2B  DNAJA3  MOCOS   CBS PDLIM3  TIMP3   FANK1   ZEB1    POLD2   FMO2    IFRD2   ZC3H12C IFFO1   VSIG2   ZDHHC6  TP53I13 KLF2    G6PC2   SNHG6   DRAM1   FUT10   NT5DC3  TCF3    RNF25   EXOSC1  FAS RPAP3   CELA1   PM20D1  PLTP    IL13RA1 PDE4B   CAP2    ALPL    PAQR7   TULP3   SLC39A4 NCAM1   GHR RORC    PHF1    EDARADD GSPT2   PDLIM4  AXIN2   FUT8    ITGBL1  LPL BTBD2   TPD52L1 SLC39A13    GRAMD1A PDGFRA
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AKT_UP.V1_UP    http://www.broadinstitute.org/gsea/msigdb/cards/AKT_UP.V1_UP    SAA1    PRSS37  ARG1    GSDMC   PSCA    TNFRSF12A   DHCR24  TESC    TMEM40  SAA2    AK4 ANGPTL1 CDKN2B  PLK2    IL8 SFTPD   SPHK1   TMPRSS4 PARM1   ATF3    ALDOC   CD55    GDE1    ANXA13  PYGL    KCNK5   HIST1H4H    PLAT    METRNL  DHCR7   SYT17   PDK3    GCH1    IFIT1   FAM129A MSMO1   CRLF1   GPD2    FAM3B   KRT23   ADAM10  TACSTD2 SPRR2A  SPRR1A  KCNE3   LGMN    PFKP    ADORA2B PTPN14  FLT1    C1orf9  CLMN    GPX2    C4orf49 SLC6A6  HIF3A   PLAGL1  IFIT2   S100A14 NKAIN1  WFDC12  C3orf52 NFIL3   MAL2    RASSF1  LSS FBXO6   VAMP5   MAN2B2  PLSCR1  CXCL16  BACE2   HCK TMCC3   GDPD2   FABP5   CYP51A1 CALCB   GPR56   SYT8    PRKCH   COMTD1  ABCA7   GUSB    SH3BGRL2    SLC2A1  GPX8    TMEM56  MYO5B   SLC6A14 UGT8    CTRB1   SEPT9   HIST1H4I    CIR1    SECTM1  TPRN    ADH4    IL1R1   HOXB9   PAK1    MICU1   SGSM3   SEC14L2 VAT1    RIMKLB  HIST1H2BD   DUSP10  TOR3A   IDI1    RIPK3   MFSD4   GIPC1   EDN1    GOT1    ST6GALNAC6  VILL    KCNQ1   SAA4    ROPN1L  HIC2    FXR2    SOCS6   TJP3    DNAJB13 PDGFD   PACSIN3 PPP1R3F SPECC1  LDLR    AKAP2   SGPL1   TRAF4   KLF6    UNC5B   SNHG11  NEU1    POLE3   TOM1L1  CAMKK1  LRG1    RUNDC3A SPEER4F LDHC    ERO1L   P2RX5   IFIT3   TFRC    MPZL2   PDZD11  GAK INSIG2  PDK1    BPGM    PON2    CCNG2   BID UBE2C   GTF2IRD1    DLG4    RHOV    PREP    PTPRJ   IL1F10  TPD52L3 PTRH1   ACOT9   C9orf89 ASB11   HN1 MMP15   FDFT1
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MTOR_UP.V1_DN   http://www.broadinstitute.org/gsea/msigdb/cards/MTOR_UP.V1_DN   KCNK3   C7orf73 NCAM1   SIX5    SLC6A20 ZNF746  GRAMD1A FBXO32  SNHG11  WIF1    CXCR7   HSPA1A  PPP1R3C NR1D1   PHF1    TNNC2   VSIG2   KLF2    OLFML3  KIAA1274    TENC1   PPP1R14A    WBSCR27 CPE NFXL1   DDIT3   UBXN2A  TSPAN4  KCNH3   TNIP2   PDE4B   IRS2    NGFR    NFIL3   KRT15   PDLIM3  SMARCD3 XDH ADCK3   CCT6B   WFDC1   ZNF213  HSD17B1 DUSP1   CSDC2   KCNC1   ISL1    CIRBP   KRT5    NCF4    CLPX    CXCL1   TBC1D17 AOC3    HTRA1   DTX2    ID2 MOXD1   ITIH5   SULT1E1 SLIT3   FAH PDE10A  SH3BGR  TMEM186 TREM2   SERPIND1    AQP5    FANK1   H1FX    MFAP2   PRDM4   DNASE2  ARTN    RASD1   GCOM1   EXOSC1  TGIF2   PDGFA   RFTN2   OSMR    TCF3    IFITM1  MYC CLEC4M  PHIP    C10orf137   PHC1    KAT6B   EFEMP2  SCARA3  BACE1   STX1A   PTPRS   MYH11   PI16    PDIA5   PDE9A   HOXB5   SLC25A28    FZD9    DPEP1   ICOSLG  OSGIN1  CES3    C1R UBR3    PLTP    ZMYM5   FN3K    QPRT    PDE6H   UGGT1   THBS3   DNMBP   KCNQ1   CHRD    GEMIN2  CTNS    MESP2   MMAA    UPB1    RCE1    IFT172  MLLT1   CSGALNACT2  SLC44A1 IGF1    MYOC    SYF2    CHST12  WDTC1   UNC119  CSRP2   DENND1A S1PR3   LTBP1   CDC42BPA    BBS2    MIF4GD  RBP1    TH  SASH1   CCDC134 SLC39A13    SH2D1B  NR1D2   SYN2    RNF41   C2  ABCA1   CSAD    PTGIS   COL11A2 B3GALNT2    MED12L  PDE6G   CRY2    NTHL1   PTGER4  SLC33A1 FXYD1   L2HGDH  HIGD1C  ADAMTS8 SLC2A4  MAX C1QTNF4 GDPD2   NELL2   SLC12A4 PLEKHA5 ARL4D   SULT2B1 PHAX    HYAL3   RRM2B   HLA-DQB1    LEPREL4 LIFR    PRSS23  CLCA3P  MYCN    COL20A1
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MTOR_UP.V1_UP   http://www.broadinstitute.org/gsea/msigdb/cards/MTOR_UP.V1_UP   FABP5   MSMO1   CYP51A1 TNFRSF12A   FAM3B   IDI1    LDLR    TFRC    PSAT1   CDK1    FOXI1   PFKP    MCM6    ALDOC   AK4 BST2    PCYT2   GPX2    RRM2    FGFBP1  SPRR1A  PAFAH2  DHCR24  FDPS    LGALS3  OAS2    HMGCS1  DLG4    SIGLEC1 LTV1    LOC646627   CDC20   DHCR7   PREP    MYO7B   IFIT2   SLC2A1  PTPN14  ABCA2   PPAN    S100A14 GSDMA   SQLE    DUOXA1  MTHFD1  IDH3A   STEAP1  MS4A7   IFI35   EEF1E1  HIVEP3  UBE2C   ZNF518B PDK1    TG  KCNE3   APOOL   TESC    NKAIN1  RCOR2   LIPG    C9  BACH2   COMTD1  ELF5    LDHC    TMEM97  IL27RA  SEPT9   CDH17   IGLL1   CYP26A1 UHRF1   HELLS   PRKCA   RD3 MKL2    PYGL    HSPE1   HIST1H2BD   USP18   MCM5    MSX2    SERPINB5    TMEM53  A2LD1   MAK KCNK4   SC5DL   NTSR1   STARD4  NSDHL   CPPED1  ATF3    HN1 INTS3   GSDMC   DBF4    BID IFIT1   HSD17B13    C4orf49 ADORA2B DFNA5   ERN1    SELRC1  H6PD    TARS2   CTRB1   KIAA1967    CCL5    TIPIN   TRMT5   IFI30   GCH1    OBFC2A  NQO2    COQ4    HMOX1   HTT TPH1    KIF9    ATXN7L1 FNDC7   IL18RAP SP100   CMA1    PCDHB5  SERPINA3    PCNA    TMEM106A    BDH1    TCF19   GABRG2  FAM134C ADRA2B  CAPN12  NEIL3   RANBP9  ADRA1B  ANKRD33 ASB11   MINA    PRAF2   FAM131A ISYNA1  SLC22A7 FTMT    BLK VIP CMBL    SMTNL1  TMEM40  FDFT1   KRBA1   PLAT    ALPK2   MBL1P   CDKN2B  AP2B1   SCGB3A2 LSS TMPRSS4 RGS11   NIPSNAP3A   GSS SLC41A3 CD300LD CCDC86  STMN1
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PIGF_UP.V1_DN   http://www.broadinstitute.org/gsea/msigdb/cards/PIGF_UP.V1_DN   IGHA2   THY1    RPS4Y1  MYL9    TAS2R14 PDE1B   DDX3Y   CD5 FGA TTLL3   POU2F3  IGFBP6  PKLR    GYPC    LOC730101   KCNAB2  CRX SERPINA3    SMG6    IRF2BP1 MAST1   ENTPD3  TOP3B   GPR182  psiTPTE22   PTPRH   CSHL1   CEBPA   SLC14A2 EDN2    SH3BP1  CLPTM1  C9  MYOG    CCL16   CEACAM3 NELL2   CYP2A13 ACAT2   NCR3    PDE6A   ZNF646  AK4 CCDC9   AOC4    S100A4  ADH1B   ENPP2   ELAVL3  DHX34   CBFA2T3 PTPRU   MAP1A   KLK10   PPFIA4  KCNN4   ERF CACNA1C KCNQ3   GH1 DHCR24  ITGB4   RIMS3   NPAS3   SRGAP3  PXN LOC441178   MCF2L   SPN PKD1    CTF1    PIP5K1A SPTB    MYO1F   MSI1    SHBG    DAAM2   APOC1   KRT31   GPR17   AMELX   GRIA1   GRM2    COL18A1 SRCAP   MTSS1L  LTK DLGAP1  TMEM158 TROAP   CREBZF  CTRL    NFASC   PDPN    LY6E    CTSW    NFKB2   CLASRP  LOXL1   C21orf2 NOS1AP  PTGFR   OGDH    PITX3   GPR37L1 ARC FCN2    DOLPP1  SVEP1   CEACAM6 PIK3R2  ATP2B2  ENTPD2  VGF ZFHX2   AURKC   UBE2H   C16orf80    RRP7A   NOX1    KHDRBS2 PKP3    DLEC1   TAOK2   PAX2    KRT9    LRRC23  SLC6A15 PAIP2B  CYP1A1  GLYAT   FOXG1   BMP2    USP9Y   NR6A1   FZD7    OBSCN   NPR2    LOC652068   SNX29   ERVK-6  HBZ SLC29A2 IQCK    CACNA1H KCNC3   MLL2    SDC4    ZNF185  CDC20   COL11A2 HOMER2  GATA4   TMEM97  MEF2B   TNFSF12 SHH TNFAIP3 PSG11   AVPR1B  CDKN2C  RFNG    GRAP2   RAB5C   ACTL6B  TMSB4Y  GSTTP2  CLDN9   SMARCD1 ATP1A3  C22orf24    IGFBP2  TRIO    NUCB1   BCAM    RELB    ANGEL1  EFNA5   ALOX5AP CAMK2B  GFRA2   SSTR2   GNAL    SPRY1   EVPL    UTF1    IGFBP5  PRPF19  DPF1    NCAM1   ZFR2    SLC30A10    NOS2    GNB3
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PIGF_UP.V1_UP   http://www.broadinstitute.org/gsea/msigdb/cards/PIGF_UP.V1_UP   FABP4   LRRC17  MMP10   PTGS2   AMPH    OSBPL8  ZNF674  ASCC3   TFPI2   NUCB2   CCPG1   CRYZ    SCAF11  ROR1    ITGA2   ANGPT2  ATR SAT1    C19orf6 AKAP9   NEK1    SULF1   KLRG1   RPGR    N4BP2L2 GPR37   SACS    ARMCX2  RUNX1T1 ZNF451  STON1   MMRN1   RECQL   IRAK1BP1    ZNF117  RFK GGCX    XIST    RASGRP3 PSPHP1  THSD7A  GLRB    SLC4A7  PHF3    AGL TWF1    ARMC6   BPGM    ZC3H14  TWISTNB ABCE1   DNAJB9  RGS2    TTC37   RIPK2   TOPORS  PPAT    CPA3    UFL1    DHX29   TMED5   CRYBG3  CALB2   STAU2   IL6ST   OPA1    SPRYD7  PHEX    PRKACB  HS2ST1  KIF5B   F11 RIF1    ARL4A   PISD    TRMU    SREK1   FAM208A GJA4    MAFK    ABCA8   GRB14   MTF2    SP3 IREB2   AIMP1   NUP155  CLEC2B  REV3L   EIF2S3  VCAN    THOC2   EFHA1   RARB    C9orf114    PDCD10  SLC33A1 KIAA0040    STXBP3  LTBP1   NECAP1  SYNE2   NAP1L3  PPID    ITSN2   CFH BAZ2B   MARK2   CEP350  MKLN1   SOCS5   LARP4   AHCYL2  STAM2   MAST2   IL1RL1  DCP2    DMTF1   PGAP1   LPCAT4  TDRD3   BCLAF1  TRIP11  ACADM   PEX1    TDG NEK7    UGP2    RCBTB2  RNF6    NRCAM   DNASE2  MAGOH   HIST1H2BM   CPD HIF1A   GMFB    CREB1   TNFSF10 ZNF354A ZZZ3    TDP2    CR2 PSPH    LGALS8  SKIV2L2 BCAS2   PAPOLA  HSD17B4 ZNF268  MAP2K4  NAT1    STK38L  HSPA13  MAPK6   ANAPC13 KIAA1033    CDC27   RRS1    CD2AP   SUCLA2  MBTPS2  COL8A1  MTM1    TGFBR3  PLA2G4A MARCH7  UPF2    PCDHA12 RNF13   AGA BACH1   DNAJC3  PPIG    TSPAN8  SLC38A6 ADAM9   HNRNPA3 TAF9    CCL22   SGMS1   RDH11   DZIP1   RAP1A   ATP2A3  MIPEP   SMC4    ATP13A3 CEBPZ   SMC3    TTR
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VEGF_A_UP.V1_DN http://www.broadinstitute.org/gsea/msigdb/cards/VEGF_A_UP.V1_DN FABP4   RGS4    AMPH    IL1RL1  SERPINB2    CDC45   DHFR    VEGFC   MEST    GABBR2  ITGA2   ACE NEK7    KIF22   RGS2    TSPAN8  INHBB   PNO1    RRP12   RRM2    SETBP1  NOC2L   STEAP1  DKK1    UAP1    BCL10   PHKA1   SPTLC2  RIF1    MT1X    CSE1L   RPGR    C19orf6 DDX21   PLK4    ZNF117  PPIG    IPO5    NRP1    PTPRE   PGAP1   KIF23   TWF1    SAT1    TRMU    SMC4    AMD1    SULT1B1 ADAM9   PCDH7   YES1    HMMR    ANGPT2  AQP8    MMP14   TMPO    RP2 ROM1    CEP170  SCAF11  NUDT21  BUB1B   PAPOLA  MKLN1   RECQL   DHX29   SLC4A7  UGP2    SACS    DLEU1   CACNA2D1    BAK1    CPA3    USP13   VRK1    DLGAP5  ATIC    RDH11   OSTF1   CCL23   NUP155  MMRN1   CTNNAL1 DNAJC13 MAPK6   NDC80   GPR4    B4GALT5 LRRFIP1 THOC2   MRPL19  KIAA0020    KIF11   IL6 GPR37   HIST1H2BN   RRS1    MPHOSPH6    TNP1    C5orf30 NR2F1   C6orf105    TGFBI   UCHL3   MAD2L1  POP5    CCDC86  NBN ZNF253  CDKN3   KLF9    EXO1    RAP1A   CDC27   MAFK    ORC2    LRRC17  EIF2S3  BCLAF1  NCOA3   CCNE1   CENPE   RFC4    ATP13A3 TTC37   ZNF124  PRPF40A RAB3B   CD8B    CCNB1   TRIM25  CHM UFL1    MFAP3   CCNB2   ASPH    CRYZ    PSD3    DBF4    CEBPZ   CBL TRAPPC8 ST13    LMNB1   MCM4    PLCL1   PRKACB  ZC3H15  TFAM    RASA2   PRMT3   SEL1L   BAZ1A   CENPA   MYO5A   AASS    BUB1    MAP3K7  HIRA    CCNH    SLC7A2  RNF6    ITGB3   ARHGAP29    POP1    CDC42EP2    NUP50   FKBP5   CYB561D2    SLC30A9 CKS2    TTK MAP1B   XRCC4   FLT1    LRP8    CNTFR   BIRC5   SPAG5   RGS5    GATA6   TLE3    MDN1    RND3    MBD4    AZI1    ATP8B3  ACADM   PTPRD   ARMC6   PNN EPM2AIP1    AIMP1
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VEGF_A_UP.V1_UP http://www.broadinstitute.org/gsea/msigdb/cards/VEGF_A_UP.V1_UP MYL9    MN1 CCL2    FGA ICAM1   TAGLN   TMEM8B  DDIT3   PKD1    SMG6    TNNC2   CHRNA1  SPINK2  OR7E24  CORO2B  MYO1A   RELB    DUSP8   IL32    HTR2A   EMILIN1 PLA2G4C ITGB4   SDC4    ETFB    KIAA1462    IRF9    HLA-DMA PPFIA4  SLC12A2 ZNF205  THY1    PSMB8   RFPL1   CCDC57  LTB AKR1B10 GUCY2D  NFKB2   RHBDD3  IRF5    APOBEC3G    COLQ    PPP6R2  DBH UBE2L6  ENPP2   TNFSF12 MGAT5   LCAT    HTT TLL2    CLIP3   KIAA0930    UBA7    CABP1   TP53I11 TRAF1   PART1   TXNIP   KIAA0556    SEMA5A  PER2    SLC22A2 NCF2    MIA SHC2    COL11A2 PYY CPA1    ZNF76   TCL1A   CRYGD   P2RX4   LY6E    PTPRJ   OVOL1   CRYGC   FAM189A2    TCEA2   OPTN    NAT8    ARL4C   CD19    TM7SF2  RFNG    psiTPTE22   TKTL1   CALCOCO1    MLL2    DCX ZNRF4   ENO3    IRS2    RGS3    ITIH4   MERTK   GRIK2   CCDC22  MTMR11  FBP2    CLIP2   FEV KCNMB1  DDIT4   C21orf2 FMO4    MTSS1   ISG20   BMP8A   TRAF5   RAB40AL SH3BP2  KCNC3   ECM1    KANK3   LOC650845   DSG2    MYO1F   FPGS    LHX2    CAMP    C3orf37 CCS ALDOB   PPL CLCN6   ZCCHC24 GDF11   ZC3H7B  CD5 PIN4    HOXB5   FCGR2B  NFKBIE  MATN2   SPOCK3  LOC730101   OPRD1   RMND5B  NKG7    AKAP5   NINJ1   SERPINA3    CIC EVX1    ABCA4   ABHD3   EPHX1   PTGFR   HSD17B8 ETV2    MMP2    ID2 LMOD1   FKBP6   SUPT6H  PAX1    AKAP3   TUB ARC CCL7    DTX4    ME3 NEDD9   CSHL1   ABCB10  C17orf108   IQCK    LONP2   PLTP    GABRA5  IFT140  CD79A   DENND3  DYRK1B  HDAC5   CACNB1  PHLDA1  GLI1    RBMX2   ATF3    ITM2A   ENO2    ADARB1  INPP5J  TENC1   ADORA2A DLG2    AMOT    HS3ST1  CXCL11  SHH PTPRC   HSD11B2 FMO5
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BCAT_GDS748_DN  http://www.broadinstitute.org/gsea/msigdb/cards/BCAT_GDS748_DN  LIN28A  HSDL2   PBLD    ARL6IP1 GAS1    TCF25   COL2A1  LAP3    UROS    MYBL1   ZNF318  C5orf42 RALY    SLC27A6 HR44    RPS6KA5 CDK5RAP3    PDHA1   PABPC3  IGHM    VPS13B  ZNF273  ADAMTS20    BMPR1A  RDH5    SLC35E3 PMFBP1  HMG20B  LOC654056   FAM46A  EXOC2   BASP1   ZNF32   CHMP4A  SNAI2   CELSR1  ZBED5   ISYNA1  DDIT4   MLH1    SKP2    KLHL9   TTR ACAD8   CNPY3   MZT2A   HLX
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BCAT_GDS748_UP  http://www.broadinstitute.org/gsea/msigdb/cards/BCAT_GDS748_UP  MYB FGF20   GCNT1   NEDD9   LEF1    LMO2    DYNC1I1 SLC3A2  RUNX1   QPCT    PKP2    MSX2    FLT4    ABCB1   AIM1    SLC39A14    DEFA5   BAMBI   PLEKHB2 NPTX1   ASRGL1  PRG3    ITGA9   BAG3    CA2 FAM3C   DDAH1   PHLDA2  FAH CEBPB   C3orf52 GAD1    UBE2N   COTL1   HHEX    SRPX    GCH1    FZD7    AQP3    C9orf3  KCTD12  WNT11   CASP9   PDE4D   KLRC3   GADD45G LY6G6D  TP53I3
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BCAT.100_UP.V1_DN   http://www.broadinstitute.org/gsea/msigdb/cards/BCAT.100_UP.V1_DN   LOC654056   EXOC3   CCDC53  SERGEF  TTR KRT32   DSG3    EBLN2   NAT6    SNAI2   DKFZP434A062    C22orf46    TMPRSS2 IGFBP5  RALGPS2 DAZL    PMCH    B9D2    LOC643326   KLHL4   C10orf10    FZD4    KRTAP4-7    HCG26   GLRA2   CHRNA2  ZNF749  KIAA0319L   TLN2    SLMO1   KRT19P2 DOCK3   IGHM    PIP HR44    TBX5    C5orf42 CDH12   WISP3   KLF10   HIST2H2AA3  AMH PARK2   FAM46A  ZNF711
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BCAT.100_UP.V1_UP   http://www.broadinstitute.org/gsea/msigdb/cards/BCAT.100_UP.V1_UP   DKK1    FGF20   LY6G6D  BIK WNT11   ETV5    LMO2    ENPP2   DEFA5   QPCT    ENO2    C1orf222    PPP1R1A GCNT1   PLEKHF1 CHODL   RUNX1   FUT1    PTRF    ENC1    GADD45G RBP1    GAD1    ITGA9   SLC7A8  ARHGEF5 DUSP6   TBX3    IRS1    CDX2    LBP EEF1A2  SERPINI1    IHH ABCB1   ERVMER34-1  HYAL3   BMP4    SORBS2  HOXA1   CRYM    EFEMP1  HBA2    CD9 DUSP4   DBNDD1  DNAJC3  FLVCR2  SASH3
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ATF2_S_UP.V1_DN http://www.broadinstitute.org/gsea/msigdb/cards/ATF2_S_UP.V1_DN IGFBP2  CHI3L1  DES NDUFA4L2    SGCG    STMN2   PTGIS   PTGS2   CSTA    PPL FBLN2   CRLF1   A2M HAPLN1  CYP1B1  SFRP4   GALNT12 SLIT3   KCTD12  GCH1    NPPB    PLA2G2A TCF21   SERPINA3    NEAT1   PDLIM3  TNFRSF11B   CCL2    PTER    AK4P3   MYO1D   DPP4    DNAJC12 SVEP1   ABCA8   COL16A1 FOS SNCAIP  SLC12A8 PLEK2   ANXA10  RGS5    C4BPA   TNNT2   PTGER2  COL11A1 SIK2    CELF2   NPIP    WT1 SLC1A3  CD302   ITPR1   ITGBL1  VCAM1   KCND2   ID3 ADH1B   KLHL3   CCL11   AK4 COMP    SDC3    PARD6B  PLA2G16 ODZ4    PLN PNMA2   GMEB1   RGS2    VAV2    KCNAB2  SLC39A8 FGF7    SPINT2  FGF9    ROR1    TREM1   RARRES1 ITIH5   ADARB1  GPRC5C  AADAC   MN1 AIRE    IL33    RNF39   VTN ID4 HSD17B1 NFIB    MYH1    ZDHHC8P1    TAF1C   PADI2   CCK PCSK7   GPRASP1 TLE3    ANGPTL4 GAS1    CCIN    CBX7    ENO2    HCRTR2  CATSPERG    COBLL1  CLGN    CLDN14  KRT8    EFEMP1  KIAA1199    ABHD8   MGC4859 ADAM22  JUP OSGEPL1 ZP4 PLXNB1  COL7A1  COL15A1 PID1    CRELD1  NGF CSGALNACT1  RHCE    GLRA2   IL1RAP  DGKD    CLMN    MAGIX   IQCG    LAMA1   VASH1   SLC29A3 KIAA1456    ST6GALNAC2  OSMR    MYBPH   C16orf5 ADORA3  STXBP2  SORBS1  EVC NFE2    BMP6    GPT FMOD    DAPK1   LAMA2   SERPINB7    PLSCR4  IL4R    KLHL28  CRIP2   SBNO2   DENND4C SMAD6   IL1R1   TPD52   POLE    DNTT    SERPING1    SLC7A7  TMEM176A    PISD    PDE4DIP GABRD   ATF5    TNFAIP6 IRS4    REN NXT2    BMPR1B  ERO1L   LTBP3   C1RL    ST3GAL6 ABCC3   NPFF    KBTBD11 GLTPD1  CCL17   THOC6   SLC4A2  ACACA   CWF19L1
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ATF2_S_UP.V1_UP http://www.broadinstitute.org/gsea/msigdb/cards/ATF2_S_UP.V1_UP SH3BGR  CLDN1   ARSJ    LHX6    GPER    DECR2   PLEKHA2 C8orf4  IL8 C10orf116   WNT5B   PRKCD   NEFL    FANCF   MAS1    CD8A    TRPC4   CD24    FSD1    CEP41   NNAT    IL32    PITX1   C20orf195   FOXM1   LHX2    MMP1    NIPAL3  ENDOG   CCDC81  HSD3B1  PAX1    C1orf115    GSTT2   SCIN    HOXD10  VPREB3  TNFSF18 CACNA2D3    RSPH6A  KRT81   ITGA8   CST1    RASGRP1 PAGE4   PIR IFNA21  KIF20A  B3GALT2 MRAS    ANKRD11 SLC13A3 STEAP1B TTR EZH2    GALNT14 GNA15   PCSK1N  ANXA3   ZFR2    MLF1IP  APOL6   PLCB4   RDH16   UPP1    PCNT    TK1 S100A4  MMP8    PSMB9   ITIH3   ATP2B2  FOXG1   MON1B   HSPA6   N6AMT1  ABLIM3  ALX3    MAP1B   ARHGAP22    NFE2L3  MAGEC3  ZNF324B SATB2   TRPM2   RPL39L  ADAMTSL4    HOXD1   FGFBP1  MYO7A   GALNT6  SSPN    OVOL1   HTR2B   POMT2   HBD FMO6P   TOP2A   LAS1L   DBNDD1  PRSS16  USP9Y   PNLIP   PSTPIP1 MCART1  ABCD2   PSPN    UNG GSG1    CCDC94  DIRAS3  GNA14   GRHL2   CXCL1   F9  EPX APAF1   LOC647070   GPR63   COQ4    C8orf51 CUBN    SEMA5A  BAALC   OR10C1  RGS11   MPZ CLCN2   S100A9  ARNTL   CST5    CHML    SYNGR3  PLAU    RELN    BARX1   ADRB2   PTGDS   IL17RB  AIM1    CTNNBIP1    MBOAT7  DLEC1   KIF23   NQO2    TNFSF4  NRXN3   DDX6    SLC9A2  GALR2   ASB4    PMEL    HSD17B3 PPM1H   RBFA    C3AR1   KCNB1   TMEM156 CTRL    TNFRSF13B   ITGA6   FAM107A FAT4    CDKN3   PCDHA9  SLCO1B1 CHCHD7  INSL6   LRRTM2  NLGN1   FOXH1   DYSF    TBC1D19 EFNB2   OR2B6   UGT2A1  B3GNT3  RSAD2   IL20RA  SPDEF   BCL7C   SLC13A4 ETS2    NEFM    ANGPTL3 ODAM    ZNF804A KLHL1   FOXJ1   PML INA ACCN4   LRRC17
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ATF2_UP.V1_DN   http://www.broadinstitute.org/gsea/msigdb/cards/ATF2_UP.V1_DN   CHI3L1  PTGS2   SDC3    NPPB    PDLIM3  GCH1    FOS CCL2    ERAP2   PTGIS   PNMA2   ADORA2B CSGALNACT1  PLA2G16 TCF21   NPIP    GAS1    HOXB2   CECR1   GSTT1   KLHL21  SLIT3   TNFRSF11B   HAPLN1  SVEP1   ANXA10  CELF2   AK4P3   RARRES1 CRLF1   NDUFA4L2    PC  CYP1B1  PPL FBLN2   VCAM1   ACACA   SLC12A8 IGFBP2  GALNT12 DNAJC12 SFRP4   MRPL44  TPD52   FGF9    PLN DGKD    ERO1L   KCND2   KCTD12  PTER    LIMCH1  SPINT2  ROR1    PER3    FGF7    KIAA1199    PTX3    GOLGA8A PDPN    SIK1    PLA2G2A ITGBL1  CD200   ZNF323  AADAC   ZC3H12A MYO1D   KCNJ2   CCL11   EDIL3   CDH13   SERPINA3    PLS1    NUPL1   NFIB    ARHGEF3 ATP8B4  STON1   CDK5RAP2    C1RL    CXCL12  PIGN    SOD2    ZNF652  KEL CD302   GLRA2   CTH EVC ITIH5   C10orf10    SLC24A3 PLA2G4A SNCAIP  GSR SLC25A28    ARNT2   CFH TOP3B   CYBRD1  RAB11FIP1   ABCC3   ID4 PIP TREM1   UBXN2B  CD68    SCRG1   FAM198B DENND2D S100A3  COMP    AK4 MYH3    PCSK7   LOC399491   CCK HDHD3   BHLHE40 HMG20A  RPS6KB1 POGZ    JUP IL1R1   PID1    IQCG    REV3L   TP73-AS1    HS2ST1  RNASE4  SGCG    ABCA8   MFAP4   GUCA1B  SERPINB9    PKP2    CCP110  VTN KLRK1   CD1B    PLSCR4  TAF1C   GPRC5B  RBL2    NEAT1   GPRC5C  PELI2   STXBP2  PIM1    SPRR2B  EFEMP1  SLC25A15    SMAD6   PPP4R2  CFB SP1 PISD    BHMT    IL33    SHOX2   MN1 IL1RAP  SLCO4A1 TGM5    WISP1   EIF2AK3 ZNF432  PLEK2   HKDC1   PDE4DIP PTGFR   SCD ACVR2A  GPR37   AIRE    SLC39A8 IRS2    CA9 AFF1    FRY HEXIM1  ST6GALNAC2  EDNRA   FMOD    DENND4C ADAM15
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ATF2_UP.V1_UP   http://www.broadinstitute.org/gsea/msigdb/cards/ATF2_UP.V1_UP   MMP1    FOXG1   KISS1   GSTT2   NEFL    WNT5B   ARSJ    IL32    SH3BGR  CD19    STAT5A  CLDN1   PAX1    GNA14   CST5    MAS1    LAS1L   ABLIM3  PTPRT   C2CD2L  FABP4   KRT81   EFHD1   UPP1    SULT1B1 DGKZ    TRPM2   PCSK1N  C8orf4  ARHGAP22    DENND2A NNAT    ITGA8   TNFSF18 ZNF639  MLF1IP  TSPAN32 BAIAP3  GPR63   ENDOG   PLXNB3  G0S2    GALNT6  PITX1   VIPR2   LOC647835   GMPPB   NES SMARCAL1    LIPE    POLD1   FOXM1   RNF43   CORO2B  MAP2    PELP1   HSD3B1  KRT7    APOD    TSC22D4 KCNK3   ZNF324B GNA15   EMILIN2 ISLR    CCR4    MNAT1   FSD1    ABCB9   RAD51   GINS2   TRIM14  HSPA6   PRSS50  BAALC   PLK4    C3AR1   S100A4  AKAP4   LRTM1   NEFM    HPGD    ADM2    APAF1   CEP41   DNAJC15 DCAF4   CENPO   LOC80054    CD8A    RSPH6A  KCNAB3  CHRNG   ICAM2   FGF16   PTDSS2  PLBD1   LYPD1   NFKBIL1 FGR HOXD11  TCIRG1  PCDHA9  DTL HOXB1   FGFBP1  SAG ALX3    PTGER1  NEUROG1 PAFAH1B3    PLCB4   MELK    SCUBE3  PRKCD   IGF2    OR10C1  PODXL   NME3    ANKRD11 HMX1    RBP1    FGF20   STEAP1B AMELY   CD3D    LIG1    ASPN    INPP4B  REEP2   ADAM28  ZFR2    LOC646372   SPRR2C  C1QTNF9B-AS1    CCDC94  TBC1D29 CLDN15  FSHB    FANCF   PLAU    SLC5A2  ALOX12  PACS1   APBA1   TRIM9   ALLC    TK1 NEO1    GINS3   PCDH1   NCAPG   STRA6   GTF3C5  PIN1    GZMK    PLCB3   MAGEC3  GDF10   KIR2DS1 GALR2   RNF2    FOXL2   FAM102A CARD9   CNTN5   LILRA5  CBX5    COL2A1  SERPINB2    ANKRD34C    PNLIP   NEDD9   DNASE2B NFKBIB  GUCA1A  BRAP    PRMT8   GRAP    LTB TSSK2   TNFRSF13B   KCNA2   CA14    GPX5    PCP4    DIP2A   FRMD1   ATP13A2 HOXD1   NRXN2   VRTN
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WNT_UP.V1_DN    http://www.broadinstitute.org/gsea/msigdb/cards/WNT_UP.V1_DN    ST3GAL2 C6orf27 EIF2AK2 ADRB1   PHOSPHO2    CSF2RB  MMP3    KRTAP3-1    RAMP3   PXMP2   GSTA4   ABCA1   SH2D2A  PCP2    IGFBP6  PLXNA1  GPX3    NFATC2  CYBA    KRT6B   HLA-DRB1    PRH1    RSPH1   LGALS3BP    HSD3B7  DNAJC4  TBXA2R  AGT GGNBP1  EFNB2   BPGM    TSPAN5  CORT    KCNA2   PLA2G1B MAPK7   SLC22A18    GPATCH2 MET PTGS2   BIK TUSC2   ST6GALNAC6  CLEC4D  LAMA1   ADAM12  TGFBR1  GFAP    SYT8    CLN3    DNASE1L3    SYNGR4  TAL2    KCNA4   LBP SDSL    DNAJC11 IRF9    F10 NCOA2   ISG15   NT5DC2  HDGFL1  TFR2    COL9A1  IL12RB1 C8orf85 ADAR    NGEF    SLC1A6  CCDC130 CD79B   FAAH    MYOG    FAM60A  SEPT6   HES3    FZD7    NEO1    USP18   STC1    ASH2L   GBP4    KCNA3   TRAPPC5 CD5 STK11IP ACVR1B  KITLG   KCND1   LHX1    VIM VEGFA   MRAP    SERGEF  CNTN1   FOXN3   CELF1   DARC    MEP1A   HOXB5   PIGN    DPF3    SPRR2B  TLR6    LHB SYT11   THBD    DDX25   IRF7    HEY1    HLA-DMB TSHB    CD48    VPREB1  MAP3K2  CFHR1   CMBL    CEACAM1 PIM2    NGF ABCC3   TANC1   ATP7B   GRIN2C  CD93    CMPK2   OAS1    G0S2    KDM5A   HAND1   MAK16   ADCY4   CASQ2   LSR OCLN    PPP1R1A DIO2    RASD1   NELF    TGFBR3  ETV4    CECR5   APC2    TNFRSF21    PTPN22  ADAM2   IFIH1   CYTH1   ADAM19  AIRE    FBXO8   CD44    TNFRSF8 PLA2G10 C16orf89    UBR1    GABRG2  CPN1    AKR1E2  NAGK    RAI2    DDX46   CDO1    PCDH7   NMT2    TNNI3   OLFM1   GRM8    PCDHA10
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WNT_UP.V1_UP    http://www.broadinstitute.org/gsea/msigdb/cards/WNT_UP.V1_UP    SDC4    KRT86   POLD2   TCF7L2  AKR1B1  KCNJ9   PRSS29P SLC7A2  ISLR    CHRNB2  SEMA5B  NBL1    XCR1    MAZ COL4A4  PLAC9   HPS4    TFF3    PPP1R3C AP2S1   FOS MC1R    MAPRE2  ZNF358  TEN1    C8G MST1R   SERPINA3    TGFB1I1 MAPKBP1 ADAM28  CKAP4   LCN2    VAX2    POMC    BTG4    NTSR1   STS FNTB    EDA THYN1   GDF15   POSTN   AP1G2   GLI1    C11orf9 GALNT6  FGF18   CYP4A22 SERPINF1    CXCL1   FPR2    P2RY2   CNGA2   CPS1    DCC OXT RASGRP2 RBPMS   MYOM1   PKLR    KCNN1   GRIN2D  TPK1    CHRNA7  PDYN    AURKB   STK36   TSPO2   LTA IL6 RSPO1   INSRR   UTF1    ST8SIA3 GALNT11 A4GALT  IL12B   NEUROD2 CDH5    MFAP2   SAA3P   BAI1    F2R ZFP92   UTS2R   LOC646627   UBXN11  LANCL2  ATP4B   IRX3    KLRC1   SNN CCL2    HS3ST1  POU1F1  HOXD3   MAPK8IP1    CYP2E1  VAMP1   REG1B   MTF1    STRN4   RAD9A   KCNC3   FICD    CCR8    KIFC1   THRB    GPR97   TCF3    HES5    CD96    PPYR1   ENTPD2  DTNB    CLDN6   UGT8    CLDN8   KCNK4   CLEC16A MYO5B   DNAJB13 SYT3    DHCR24  NF1 CD74    LRG1    PLA2G6  MAST2   PDC SETD6   DBP LTB4R   CRMP1   KDELR2  FXYD3   RNF112  CLEC4E  PTPRO   INSM1   KRT85   LCAT    SFN GJD2    AP1B1   PRL FABP5   KRTAP8-1    BCL7C   DPYSL4  CKMT2   FOXK1   PPT1    CYP2S1  KCND3   PMF1    EYA2    INHBB   MKLN1   KRT27   CFC1    CCRL1   HTRA3   NLRX1   RPAP3   PKIB    SLN CCR3    TEF OLR1    SYT9    KLRD1   GNMT    CCDC86  IGF2    HYOU1   HOXD10  GHRH    RETNLB
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ATM_DN.V1_DN    http://www.broadinstitute.org/gsea/msigdb/cards/ATM_DN.V1_DN    PAX1    PRDM11  TSPAN32 LOC51190    GDNF    ARSF    NLGN3   PPARGC1A    DSG3    SAG EPHA1   STX2    ZNF208  STK17B  ITPKA   C17orf88    HHLA2   SLC24A2 RETN    TLR7    GPR22   LSM5    FER SEMA3A  KCNC4   GMIP    TRPC5   MRAS    CCL11   CTRC    POM121L9P   GPR68   MAG DNAH9   TMPRSS2 HAAO    XIAP    CD69    TEX14   PLA2G3  WASL    F10 CRYBA1  GABRB2  ANGPT4  GPR65   WNT2    PCDHB3  ADCY10  CES1P1  ACVRL1  SRD5A2  SPAG11A TLL2    TAGLN   MDFI    HS3ST3B1    NEUROD1 FCN2    ST3GAL1 CTAGE5  PLXNB1  PTPN11  SULT1E1 PPIL2   ITGB4   ADRB3   CHIA    EDN3    PRSS21  OPCML   HUMBINDC    ZNF137P KCNG1   GTF2A1  RAPGEF4 CD14    MAGEA4  NTRK2   CYP1A2  IMPG2   HIST1H3B    HMHB1   AP4S1   IFI27   SSX3    MMP27   LILRA2  IL1RAPL1    CEACAM6 KCNE1   FBXO24  TCEB3B  KIR3DL2 PLSCR2  AZI2    CYBB    TFEC    TEK NNAT    GRIN2D  ZFP36L1 IL21    TCAP    PRSS50  LY6G6D  ALX3    PRRG2   SCGB2A1 PMEL    FGFBP1  SPTLC2  CXCL3   FOXB1   ABCD1   RNASE2  PI15    SETD4   SLC10A2 SLC17A1 CRYGC   CLEC3B  SMPX    RASSF9  KCNIP2  CYP2J2  GRM8    CLEC4E  GPSM2   HCRTR1  TXNRD2  AVPR1B  LHCGR   AGXT    RHAG    RDX CSF2RB  PLCD1   LPAR3   BMPR2   ENTPD7  FMO5    FCN1    CFH SRPK3   CLCN4   MS4A2   IFNA21  KCNQ4
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ATM_DN.V1_UP    http://www.broadinstitute.org/gsea/msigdb/cards/ATM_DN.V1_UP    QTRT1   XAF1    PIDD    KCNJ4   N6AMT1  MYL2    RET FCGR1A  LIM2    GLRA2   TAT ICAM5   TIAM2   COL9A3  BCL2L11 ABCG5   DYSF    GRIK1   CIITA   IGFBP4  TNNC2   PTK2B   SLCO1B3 BEST1   DNAI1   CYP4F3  MYOM1   SIPA1   SLC22A6 EFNA1   STAG3   FSTL3   TRIM31  CNTFR   CD8A    TEKT2   FGF5    PHKG1   ITIH3   NPC1L1  RAB3A   CHGB    SPAG4   SOX21   XCL1    CD36    AKAP5   NDRG4   SLC6A1  VAV2    PLTP    ME3 NUMB    CCR10   IL2 HIST1H3F    CLCN6   BDKRB1  SARDH   FLT1    ACCN4   SYN1    NGFR    GPR162  TXK ECM2    RPE65   SLC7A5  CYP2C9  CLIC5   IL24    H6PD    GKN1    APBA2   HSD17B3 HCAR3   ADARB1  C15orf2 KRT85   CYP24A1 LHPP    ABCA8   PROL1   PSG5    P2RY1   NFIC    CA6 PDE6G   CD19    VEGFA   CEBPE   SNCB    EPN1    ENO3    CAV3    HSD3B2  BCHE    TTR ACACA   ADAM18  CPA3    OCM DLX6    PPL TREM1   TNNT3   CSF3R   RSPH6A  F13A1   ZNF214  ULBP2   GHRHR   HPR SULT1C2 MEP1B   PRODH2  S100A3  NFKBIL1 CRHR1   RECQL4  GJB1    LIPE    SLC5A2  TRAF1   GDF2    LCT REL GCM1    BDNF    NDST4   S100A2  RGS12   CLDN14  CLIC2   GAPDHS  LHB GAB2    PARP3   HRK FCGR2A  CST4    ZNF324  ZNF215  CRHR2   SRD5A1  PARVA
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P53_DN.V2_DN    http://www.broadinstitute.org/gsea/msigdb/cards/P53_DN.V2_DN    RAB4B   LLGL1   PLEK2   HP1BP3  ELAVL2  NUDT6   BMPR2   DIO1    AGPAT3  CHD1L   RAB38   CFD GPSM2   PBX2    SERGEF  FAAH    RNF17   NKX2-1  HOXA11  PGF FRS2    GMIP    SMPX    CNTF    TNNC2   SLCO2A1 NRXN3   GUCY2C  PPYR1   ACSM3   HBD GJA10   PER3    TP53TG1 NPL PTGDS   FKBP5   SYT17   GZMM    SLC24A1 IGFBP4  TP73    C5AR1   C1orf21 SIL1    EPHA7   ALOX5   EYA1    ANO2    HOXD13  EVC PNMA3   PPP1R17 BCAT1   HTN1    GNA13   PRMT8   HCG9    CCNF    TINAGL1 HPGD    HIST1H1E    CYP39A1 PNOC    NTF3    TRPV6   GAD2    PRICKLE3    RAD52   SLC6A3  GPR75   TAF12   POU3F2  KCNJ8   HIST1H2AI   SCN9A   ITGA4   RASAL1  IGFBP6  TDRD1   LIPE    E2F2    SSTR2   CLTCL1  LILRA2  NFKBIB  ENPEP   BEST1   ELL2    FABP4   SNAI1   ZNHIT2  RAB17   SLC27A6 ABCG5   CDADC1  PTPN11  SSTR1   CLEC4M  TULP2   BMPR1B  KCNJ9   CENPA   KCNIP1  RAB8B   PDE6H   HNRNPA0 SERPINF1    IL17A   FPR2    BMP3    SNTB1   HSF2BP  MMP16   QTRT1   TTR HOXB3   ATP6V1B1    GRK4    ATP4B   CYP27B1 SREBF1  MYBPC3  MTHFR   ANPEP   RNF2    EPHX2   HOXA2   PCDHB13 NOL3    PPIL2   ARNTL   SERPING1    RECK    PIP CST4    HS3ST3B1    BCL2L11 SNPH    ADAM11  HMMR    TLR1    ACOX2   NDC80   SELL
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P53_DN.V2_UP    http://www.broadinstitute.org/gsea/msigdb/cards/P53_DN.V2_UP    CCL20   CXCL2   MPZ RELB    TNFAIP3 IL8 SPINK1  APOL3   TNFRSF9 INPP5D  SLA PRDM11  CLEC1A  PIDD    GPA33   RORC    RIPK4   SYN1    POU2AF1 TFAP4   NF1 IER3    CHST8   GALK1   HIST1H1T    CD83    BARX2   CYP17A1 INSL4   PKD2L1  TUBB1   PYY OSGIN1  NFIX    RND2    FPR3    ALOX5AP CD69    CYP2D6  PRRG3   CH25H   NFKBIA  CXCL6   TNNI3K  CYP2C8  LALBA   SLC38A3 TNR CTLA4   AVPR2   MAGEC2  LGSN    PF4V1   RHD PRTN3   SPRR2C  GUCY2D  ANGPTL3 IKZF1   CCL4    MOG PTX3    H6PD    BFSP2   P2RY11  RFX2    EVX1    INSL3   TPTE    FZD9    ANGPTL4 IL1RN   RNF39   XAF1    CD68    CXCL1   IL1RAPL1    PRKCE   DPYS    EML3    SPRR1B  NCKAP1L FCRL2   MMP13   WNT3    BPI POU6F1  FGF22   HAO1    SARDH   FOSL2   PCDH1   NTSR1   CXCL5   TP53    P2RY6   ATP12A  PDC HIST1H2AB   ME3 CLCF1   CA3 RFPL2   C4BPA   OSGIN2  GSC2    SLC16A4 PTK2B   PCDHA6  CXCL12  HS3ST2  MMP3    KRT14   CACNG2  CEACAM5 AMELX   CHRNA10 ANXA10  PPEF1   MT1G    ETV5    CD5L    EVI2A   DLX6    RQCD1   NTRK3   OR10H3  GYPB    SLC15A2 CDH4    DPF1    LRRC32  KRT31   HTR1E   GP5 CYP2A13 FOXL2   RGR KCNMB1  KCNK3   TDRKH   ADAM12  BAX MMP17   ITM2A   SDC4    SLC4A10 IL36A
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RELA_DN.V1_DN   http://www.broadinstitute.org/gsea/msigdb/cards/RELA_DN.V1_DN   BMPR1B  MYOC    MYOM1   SLC12A5 KCNJ15  CDON    PRRG2   RHOH    UTS2    MST1R   LCE2B   FMO5    TBX5    WNT2    HTR3B   CALY    CLDN6   TFF1    KCNJ1   TRAF1   MYOM2   NFE2    TACR3   PVRL1   PTN TM7SF4  HDAC9   SRPX2   HOXD3   PRSS8   HIST1H2AE   EMR1    RAMP1   DNMT3A  MMP16   DUOX2   LUZP4   GCNT1   HIST1H4B    KLK7    KCNA2   C3orf51 CA9 FTCD    STAG3   HIST1H4L    CAPN9   F13B    PLA2G10 IL7R    SLC9A5  GDF5    TACSTD2 PC  CXCR3   PTPN7   TNNI3   OXT CYTIP   HAS1    KLK11   SLC22A18AS  MUC4    PSCA    VEGFC   SEMA3A  C1orf21 DSG3    CST1    TAF13   GPR3    IL17RB  CCNK    DLK1    CXCL10  CUBN    RBBP9   IDUA    SPRY4   L1CAM   HSD17B1 OR10H1  KRT1    NRXN3   KCNK5   GSTM1   ADRA1D  TMEM176A    PPYR1   TFEC    NPL MBNL2   PKLR    CD53    GNMT    CH25H   CRISP2  MC2R    LOC51190    DNAJC15 RFX2    SERPIND1    NEURL   HTR3A   MECOM   RBMXL2  TFDP3   ECEL1   TXNRD2  C7  GPR77   CHIT1   RAB30   SIGLEC5 CASC5   HRC TNFRSF8 TEF RASA3   GNRH2   EGFL6   CXCL11  GPER    TPTE    CD247   KLF8    IL2RG   ATP6V0A4    PSD AVP APCS    CLCN1   RBP1    XPNPEP2 SEZ6L   GAGE3   P2RY6   NNAT    LGALS4  SSX1    SPINK2
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RELA_DN.V1_UP   http://www.broadinstitute.org/gsea/msigdb/cards/RELA_DN.V1_UP   FOS EGR1    GJB1    PTGS2   AGPAT4  ZNF324  C10orf10    GLYAT   DUSP8   FZD9    MAK F3  ZNF286A FOSL1   THBD    KCNA1   CST5    HTR1F   MTMR11  TPMT    DYSF    KLF6    GPR183  P2RY10  CLDN15  FGF2    INE1    WASL    PDE5A   PGGT1B  RNF25   JUNB    GLS2    ADAMTS13    TNFRSF9 VDR FOSB    KDM5D   SIRT4   LHCGR   LILRP2  CTF1    KCNC4   GADD45B PPAN    GNRH1   ZFP36   EGR3    PAFAH1B2    MS4A3   ATF3    FHL5    SAMSN1  TANK    GAD1    RIPK1   CELP    XCL1    USP9Y   TNC ZNHIT2  DEFB1   ZFP37   AP4E1   BIN1    FXYD7   P2RY11  JUN PEX6    INTS6   IL1B    ATP2A1  TEX14   LGMN    CHST1   NTM SLC6A14 FGF17   KMO TRIM38  PDK1    NOVA1   KCNJ16  SIRPB1  CDHR5   APOB    PIP MC3R    NFIC    DLGAP1  PPP1R15A    BCMO1   DGKI    ZNF165  FLRT1   GAS7    VEGFA   GRAP    CDK5R2  KLF10   RNF39   NLK APBA2   BPNT1   SCG5    ATP8A2  SRCAP   GPR85   SNAI1   MEP1B   PRDM11  SNAPC1  PRKG1   MYBPC3  GPT KCNQ4   CCL2    GHRH    EFNA1   CYP26B1 SLC27A6 ESM1    MAGEB4  TLX1    ULBP2   HOOK1   MLL2    LMO7    NTS TREX1   CRB1    PODXL2  ZNF222  LAMC2   ZFP36L1 DNMT3L  NOL4    DAPP1   F9  VEGFB   ETFDH   CD38    ATP5C1  WRNIP1  CDKN2B  PNLIPRP1    SLC7A1  CRYGA   CLK1
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P53_DN.V1_DN    http://www.broadinstitute.org/gsea/msigdb/cards/P53_DN.V1_DN    ACTA2   PRAME   SPP1    SLC16A4 EPB41L3 PLXNC1  GREB1   CYFIP2  IFI16   RASSF2  HGD VCAN    ELOVL2  PTPRM   IRF4    TNFSF9  GAL3ST1 VGF HOXD8   MITF    L1CAM   CXCL1   ABCC2   CDKN1A  BCL2A1  SLC6A15 IFFO1   OCA2    NCALD   FABP5   NRCAM   GPNMB   SLC24A5 LY96    DCT ALDH1A1 VLDLR   FRMD4B  SLC26A2 TSPAN7  QPCT    FBLN5   LAT HSPA12A GLDC    PDE4B   PMEL    CRYAB   GPR137B D4S234E GRAMD1B BTG2    ITK PLIN2   S100A1  STOM    ECM1    TRIM22  CYP27A1 RPS4Y1  ADCY1   KBTBD11 AJAP1   CPVL    ITGA4   FAM50B  RGS20   BCHE    STAT6   MAL NINJ1   DDB2    CD247   TFPI2   GPR143  CBX4    CHL1    IGFBP2  TMEM5   STAT4   CAPN3   SOCS3   CASP1   FXYD2   GPRC5B  FGB BEX4    COLEC10 ADRA2C  SLC26A4 TRAF4   SPG20   SOX10   PTPN13  APOC1   DOCK2   NDN TRIM38  VIM CPS1    UGT2B7  BAX MLANA   MYOM2   APOC2   NAMPT   FAS ZNF516  TYR PLA2G4A ZFYVE16 CD1D    GFRA1   NID1    ADAM23  NR4A3   ST8SIA1 MATK    BASP1   NAV3    HSPA2   VPS41   FDXR    MTUS1   PPM1D   CDH19   GAMT    NR4A1   CHGA    RHOQ    RAD51C  AKR1B1  CA2 CTSK    TENC1   GAS7    TDRD3   RUNX3   HMOX1   ARMC2   MIA ADA S100B   RENBP   KANK1   NEFL    PRG1    IL2RB   MMP7    LAMA1   SGK1    MGLL    ACADS   ACP5    CTSL1   FGG NRP2    ARHGEF10    NEFM    SLC39A6 CDH1    THBD    FAM155B ESM1    GBA GAPDHS  ABCA4   OAS1    SLC19A2 PLCB4   CTSZ    TM4SF4  GLS ST3GAL6 ST3GAL5 TAGLN3  KCNJ8   CA12    IGFBP7  TP53TG1 HOXB2   DDX3Y   MYO5A   DFNA5   ARNT2   SOX4    PDE1A   B3GNTL1 KCNAB2  ITGAL   IL1R1   C17orf108
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P53_DN.V1_UP    http://www.broadinstitute.org/gsea/msigdb/cards/P53_DN.V1_UP    F3  CDKN2A  DKK1    PRDX2   PRSS3   PRSS2   MEST    EFNB2   ZNF44   NR2F1   CDH11   LSR LOXL1   SLC16A2 COL1A2  AUTS2   psiTPTE22   EFEMP1  ADORA2B COL3A1  MARCKS  RBP1    UCHL1   RAMP1   KRT19   CPE BMP4    AREG    CXADR   G0S2    CRIM1   ProSAPiP1   PLCE1   SOX9    EXPH5   PITX1   COL17A1 CD9 CYR61   SCNN1A  PODXL   AGR2    AXL MYCL1   TUBA4A  KRT15   AIM1    LPCAT4  IFI27   TMEM30B GSTT1   KRT18   S100P   TSPAN8  NEBL    YAP1    LAMP3   RNASE4  AMPH    LRIG1   VIPR1   SPRY2   SCRN1   ITGB4   CEACAM6 FBLN2   DSP AZGP1   COL13A1 PPARD   RP2 VASP    NMNAT2  SMAD6   SMAGP   EGFR    CD24    KIAA1199    DHRS3   INHBB   GLUL    KLK1    RABGAP1L    KAT5    CTNNBIP1    GPSM2   FOXN3   CLDN3   IL18    EPCAM   ZNF165  CTAG2   SPINT2  CAMK1   CHKA    CDKN2D  YES1    FHL2    TACSTD2 GRIK2   SYNJ2   CLTCL1  KLK10   CA6 TOX3    UQCRH   CDH13   RRAS2   LRRC42  EDIL3   SDC4    PTPRH   HIST1H2AE   PPL MAFF    NDC80   KHDRBS3 GP1BB   C19orf21    ANKRD1  FYN CST6    BIRC2   THOC1   RNF11   NMU DSC2    IRF1    CNN3    DAAM1   UNC13B  CALB1   ANXA1   ADM HDAC9   SULF1   IGFBP6  MSLN    ELF4    HAPLN1  MYOF    PTK7    TGFBI   REEP2   CLIP3   ANXA2P1 PLAU    ARL4A   PPARG   CORO2A  OLFML2A ZNF415  AHR SERPINB5    LAMB2   ZNF185  C4BPB   MEIS2   MARK2   SH3GLB1 CNR1    LTBP1   SLIT2   INPP1   SCG2    ZNF160  MAP3K5  KLF5    DMD BCAR3   ASS1    UGT8    OIP5    NR2F2   LHFPL2  MMP1    CAND2   CAT TPBG    NKX2-1  USP1    APBB2   CFB SAP30   ITGA2   TJP2    PTN BCL10   MTAP    ENPP4   SUN1    ZNF799  ME3 SNHG3
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BCAT_BILD_ET_AL_DN  http://www.broadinstitute.org/gsea/msigdb/cards/BCAT_BILD_ET_AL_DN  EFR3A   IL1RAP  CLK1    RASAL2  SMAD5   TAF1D   ATP9B   GCLM    ARHGEF18    NBPF10  OSBPL10 RIF1    PRKDC   STARD13 PRPF38B IRAK2   CTBP2   ATP10D  PTHLH   FRYL    FAM182A IER5    SRSF1   SORL1   ANKRD28 ARHGAP29    SECISBP2    LSS SMURF2  ZNF281  PUM1    IL1A    SHC1    TUG1    GRID1   ASH1L   PLAGL1  LNPEP   ISCU    TNFAIP3 COPB1   ARPC2   ZSWIM6  H2AFY   RAP1A   ZNF236
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BCAT_BILD_ET_AL_UP  http://www.broadinstitute.org/gsea/msigdb/cards/BCAT_BILD_ET_AL_UP  CYP24A1 FOXQ1   EEF2    ZNF703  AXIN2   CD151   CAPS    RPL37A  MYL9    ACTN4   KRTAP2-1    PALMD   STXBP2  RPS6KA1 BMP4    CALR    SLC27A2 B4GALT1 HMGB1   CTSD    KLHL15  ICAM5   DTX2    LOC653605   CASP4   LOC126536   RPL27A  TCF3    FHDC1   CD2BP2  CNOT3   IGSF8   DACH1   WIPI1   TAGLN   SIRPA   C4orf36 SLC35C2 DKFZp434J0226   MTCH2   MYADM   TMEM63B LOC648470   CAMKMT  ST6GALNAC2  NDRG4   LOC100288594    SCAMP4  DTNBP1
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E2F3_UP.V1_DN   http://www.broadinstitute.org/gsea/msigdb/cards/E2F3_UP.V1_DN   TGM5    POP1    LYPD3   LOC645238   EIF3CL  UTS2R   ADM2    IRGC    BYSL    LOC79015    RAP1A   PLAT    LHX6    BCO2    KIAA1659    ZBED2   MFSD2A  SPTB    PRSS33  BDKRB2  NR6A1   IL6 MMP1    LOC643650   GRID1   WT1-AS  ARHGAP18    PC  KRT80   POLR1A  RUSC1-AS1   FBXO27  KIAA0754    GAS2L2  HSD17B3 DKFZp547G183    SPRR1B  EBLN2   LOC148189   LOC647357   ETV3    APOBEC3G    LIF PRO2852 TGM2    DCC FBXL19  ZNF782  C15orf27    CDH15   MARK2   C20orf106   LFNG    C8B LOC645352   SNORA28 ARL15   SH3TC1  ZNFX1-AS1   SERPINB1    CBX3    GALNTL6 RARA    IFNE    NYNRIN  SPNS3   S100P   SH2D2A  SLC6A14 RBM4    SRGAP2P2    MEGF6   URB1    LOC643396   SOX1    PCDHB4  HSPA6   NRL MGC3771 LINC00173   BLID    SNAPC4  B9D2    RAB43   DTWD1   PCNXL3  SLC2A6  RIF1    ADAM8   EREG    CIITA   INTS7   IRAK2   ZNF3    IFNA13  LOC285456   C16orf3 STXBP5L GPRC5A  KLHL28  PPARD   HOXC4   MRPL55  ZNF135  C7orf54 HAPLN4  WASH3P  LOC389834   NKX6-3  LOC642441   SLCO2B1 CXXC1P1 MMP3    GIPR    LOC642645   HSD17B7P2   RUFY2   FUBP3   LOC401588   SPAG11A OLFM1   ZCCHC7  TBRG4   PPAN    LOC100133091    DOK7    EMR2    FLJ21272    STX1A   TMPRSS6 GPR110  SNHG3   KCNQ1OT1    LOC642398   LOC90784    RSPH6A  NT5C    NAT9    GTF2H2D LOC285181   STK40   LOC145474   CBLC    C16orf74    KIR2DL4 TAF15   MGC20647    LRRC8E  PCSK9   CLEC7A  LOC100421561    PVT1    ZBTB49  LOC440157   ESF1    KRTAP2-1    MAGOHB  RNF215  TLR2    NACC2   C1orf201    FAM164A TREM2   GJB5    FLJ40292    NCKAP1L THBD    B3GNT3  LOC643328   C21orf15    AXIN1   N4BP2L2-IT1 ANKRD46 INO80C  FAM86A  CASP14  LOC642826   ZNF284  PODN    PMAIP1  NUPL1   ZNF646  OR6B1
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E2F3_UP.V1_UP   http://www.broadinstitute.org/gsea/msigdb/cards/E2F3_UP.V1_UP   ENO2    SBK1    CCNE2   TMEM155 MMP15   CDKN2C  SYNM    CD83    ABHD15  ZDHHC23 SAMD11  MYB CCNE1   RRAGD   ZNF483  CEBPA   C6orf168    TM6SF1  UBE2QL1 KISS1R  ZNF367  TMEM158 EML6    FGFR3   GCH1    FGF9    CMPK2   TPPP    FAM150B SMAD6   ABCG2   PDXP    ZNF703  BAI2    PXMP2   CSPG5   CHST7   SHANK3  C12orf34    ZDHHC14 PTCH1   TMOD2   E2F7    SNX10   SAC3D1  CDKN1C  RAB9B   EPHX4   CBX2    LEF1    HRK HEY1    TMEM121 TMEM106C    IL17RB  INA DSCR6   NEFL    CYP26A1 SLC27A3 MNX1    HBA2    NAT8L   FAM43B  SEPX1   RECQL4  GPR160  ZDHHC12 GAD1    ANTXRL  UNG FAM92A1 MEX3B   KCNS3   FOXD1   DCK LOC202451   ZIC2    DDAH1   INHBB   MANEAL  SEPT3   SLC27A2 HPGD    SLC30A4 CHML    TSHZ1   RASGRP1 CABLES2 BRI3BP  GKAP1   C11orf96    CRY1    SYNGR3  EEF1A2  PEG10   POLE    REEP1   LOC401034   CCP110  UGT8    CHST1   RTN4R   ARRDC2  PCNA    ZFP30   HEY2    MICB    ANKRD18A    PLXND1  TIAM1   KHDRBS3 EPB41L3 NPTX1   NPAS1   SAMD1   CHRDL2  ATRNL1  DCLRE1B EGR2    FAM158A NUDT22  FEN1    L3MBTL3 LIN7B   POLE2   NR2F1   RAB26   TIFA    PIN1    DTL PDIA2   CDC20B  C20orf112   GINS1   TAF5    LMO2    FUT5    FAM78A  JPH1    FANCA   HOXA9   APOLD1  TSPAN5  SLC6A2  KIAA1804    TP53I13 C9orf125    LOC646762   LOC92659    PLSCR4  LRP4    HSPA2   RYR1    EGLN1   RTN4RL1 ATAD2   ESX1    RASD1   DDX11L2 DHRS13  ANKRD43 TLCD1   CDK19   C11orf75    CHST2   MBOAT1  LOC645030   SHISA8  CDK5R1  TLE2    RHOBTB2 SIX5    TMEM201 TAS2R38 SNRNP25 LOC283454   LOC283658   KLF16   SH3BGR  KCNA6   PCOLCE2 LCN6    EFS LRRC45  MFHAS1  FBXL16  GPR137C NGEF    SLC4A3  ATP6V1E1    CDRT15  WNT9A   MAP6D1  SYN1    TMEM97
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MYC_UP.V1_DN    http://www.broadinstitute.org/gsea/msigdb/cards/MYC_UP.V1_DN    ZNF236  LYPD3   TGM5    GPRC5A  PLEKHG2 RAP1A   HIST1H2AC   MMP1    ARNTL   ANGPTL4 SPRR1B  IRGC    UTS2R   NTF4    BCO2    S100A9  FGD2    CLCA4   LOC646014   ZBED2   PLK5    CPNE2   NRP1    MICAL1  OSBP2   MEGF6   GAS2L2  NBEAL1  TLR2    C4orf49 MN1 LOC692247   SPTB    SERPINB1    MGC20647    SPOCD1  OR2A7   PLAT    PBX4    ABHD3   LINC00341   PC  C16orf74    GRHL1   IL6 NGFR    GPR110  C1orf159    PRSS33  ATXN7L3 TGM2    MMP3    ProSAPiP1   ADHFE1  KIAA1841    PDK2    PODN    SPNS3   LOC645238   DUSP18  C11orf80    MAP3K6  RUSC1-AS1   REC8    GRID1   NYNRIN  MST1P9  JOSD1   TUBA1A  CXCL3   EREG    B9D2    HOXC4   C20orf181   TNFAIP2 PJA2    C10orf10    VAMP1   C1orf54 LINC00293   PLK1    SRGAP2P1    NR6A1   CD1D    TP53INP1    NID2    LINC00260   C11orf72    FBXO27  FAM73B  IRAK2   CXXC1P1 HEG1    TTC7B   LINC00173   POGZ    PLEKHA2 BANF2   KRTAP2-1    CCDC82  EIF2C4  ATL1    PSMC3IP CARD16  AGPAT9  PRO2852 S100A8  ACAT2   LOC643650   SLC6A14 GALNTL6 SRGAP2P2    GJB5    MEG3    CDCA8   RHBDL2  MTMR11  WNT5B   LOC642441   PTK2B   C11orf95    FGD6    TEP1    SKIL    RNF19A  RNASE4  IL1R1   MMP9    C21orf15    GBP3    RAB4B   SLC6A1  TRPM4   WNT9A   SLITRK6 DSG1    GINS1   SDR16C5 MCHR1   BCL9    CLSTN3  ASAP3   RNF152  SMURF1  IL18    ZNF467  AGER    LOC145945   LMTK3   BCAR1   WDR47   KRT80   ZNF334  PTPRE   CLIP2   AKR1C3  ARRDC3  ZNF789  CA7 CDKL5   PAK3    LOC285181   PBX3    PCDHB4  C1orf201    HIP1    PPM1N   GAMT    SYT1    PDZD2   KATNAL1 ZNF414  MLL2    PPARD   C19orf21    TRIM56  PRRT2   KLF12   LOC79015    HOXB2   SAMD9   CCL20
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MYC_UP.V1_UP    http://www.broadinstitute.org/gsea/msigdb/cards/MYC_UP.V1_UP    HSPA6   TMEM201 RRP9    GEMIN5  DUSP2   RRP12   UBIAD1  ADCK3   PRR3    KLF16   SSSCA1  P2RX5   GLRX5   SLC25A26    ECE2    TGFBRAP1    UTP14A  DGAT2   PIGW    TECTB   CCDC78  AGPAT3  ERVMER34-1  C10orf2 PLD6    CHKA    CD3EAP  JPH1    SMYD5   ZNF215  C12orf66    EXOSC5  FLJ10661    RPP40   GPD1L   PIM2    N6AMT2  SLC19A1 C19orf48    PES1    NDUFAF4 LEPREL4 PRR7    C16orf7 PLA2G4A TMEM97  FLJ41649    MPHOSPH10   FUT5    TOP1MT  TAF5    SLC25A22    TSSC4   C12orf24    SLC6A15 PCOLCE2 POLR1E  CHCHD10 SLC27A2 METTL1  TMEFF2  GLS2    SAC3D1  PMM2    HS6ST2  DENND2D FARSB   FOS TTC18   ZNF593  TDRD10  SLC25A15    AHSA1   DIS3L   MRTO4   LHX6    NLE1    EEF1E1  IL17D   ABCC4   NOC4L   ZNF667  CD320   UTP15   PUS7    MMP16   UNG DCTPP1  TTYH2   HP  OAF LYPD6   RRP15   HS3ST3A1    PUS1    HSPBAP1 USE1    DDX10   EMR2    TFB2M   SLC29A4 CAMKMT  ALG3    SORD    DCAF4   ANO2    LOC645030   RPTOR   KLRG2   OR7C1   TSFM    LRRC61  NOP14   PCDHB18 MMP25   SCFD2   LOC100289019    CALML4  QTRT1   WDR4    WDR83   PRMT3   C5orf46 CDCA7L  TAF4B   HLF ICAM5   MNT LOC439962   SHISA9  VWA3B   B3GNTL1 APOA4   CGREF1  PRAP1   DGKD    FOXRED2 MBLAC2  LOC127841   ZNF549  MTERFD1 HDLBP   ENDOU   QSOX2   ITPR1   SIX3    GP2 PUS3    DPYSL5  WDR43   C21orf56    DPP7    DLL3    NOL6    UBE2CBP IMP5    LOC653605   C20orf27    OR10H1  ABCC6P2 LELP1   MTFP1   TMEM132B    LAS1L   IPO4    PPRC1   SLMO1   ISOC2   ESF1    HSPE1   NIP7    NR2C2AP AMPD2   TRNAU1AP    CCDC124 CAPS    REPIN1  EXOSC9  PUS7L   MON1A   HSAJ2425    RPUSD4  C1QTNF9B-AS1    ZNF420  NEFH    TRMT1
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SRC_UP.V1_DN    http://www.broadinstitute.org/gsea/msigdb/cards/SRC_UP.V1_DN    PLAT    UTS2R   UHRF1   LOC645238   LFNG    MMP1    PIK3C2B NOL12   C10orf10    SLC2A6  WT1-AS  TGM5    GJB6    MMP10   ZBED2   PPIL1   IRAK2   RAP1A   CLCA4   EIF3CL  NFKBIE  ADA S100A9  LOC643650   LYPD3   MEGF6   ARSJ    MCM5    GTF2H2  PLK4    COBL    NID2    NYNRIN  C17orf64    PRR19   CERKL   LIG1    C4orf49 TMOD1   ACSL4   IL7R    GDPD3   IFI6    ZNF721  PC  SOAT1   ABHD3   KCNMB3  ACTL6A  ADH4    C11orf72    CXCL5   LOC90784    ZNF135  LOC644337   FTSJD1  TRIM73  MON1A   LOC647589   SLC7A14 CENPH   DPYD    CAPN12  ARRDC3  HOXB2   MYSM1   GINS1   SPNS3   RTN4IP1 POLR1A  PCDH19  RARA    NRP1    CTDP1   GRID1   LOC642771   IFITM10 GALNTL6 IVL CHAC2   ZNF782  KIAA1659    B3GNT3  ATAD2   CDCA7   EREG    EMR1    FAM173B ZNF451  LOC644295   MAP3K6  E2F8    ZNF3    DGCR11  TMCO2   IRGC    SERPINB2    MCM4    APITD1  EMB PTBP2   FAM153A CSAD    DTWD1   SYT1    SUV39H2 FANCL   S1PR3   SH3TC2  COL8A1  C8B DISP2   GFRA3   PRSS33  C9orf41 CA7 RNF220  NPY5R   ZNF436  COQ4    TREML1  MN1 PHLDA2  PCDHB4  STK17B  CWH43   SPRR1B  HS3ST3A1    RCBTB2  MCM3    RACGAP1 KIAA1841    C14orf142   LOC554174   LOC285181   UNC119  PAK3    SEMA6B  ARL15   TTC14   WASH3P  IFIT1   DCAF17  ZNF628  COMMD9  ANO7    C1orf159    RAB33B  CPPED1  NBEAL1  KIAA0754    MIR17HG PKP2    STARD3  PIK3C2G MMP3    RRN3    POP1    CARD16  GPR110  CDK11B  IRX5    DISC1   SLC12A5 SPDYE1  OTUD6B  ZNF789  RNF168  SNX32   ST8SIA2 FRMD4B  PTGER4  RFTN1   LOC401131   SCRN2   NLRP8   EZH2    SYT15   TMEM14A
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SRC_UP.V1_UP    http://www.broadinstitute.org/gsea/msigdb/cards/SRC_UP.V1_UP    FOS TMEFF2  TONSL   SRC SH3BGR  LOC644951   FMN2    IMP5    CLDN9   NUDT4P1 DUOXA2  LOC653605   AGPAT3  TOX3    ATP6V1E1    CEACAM19    LINC00112   C9orf37 C1orf222    NYX LOC100288594    COL4A4  HSAJ2425    MATK    CCDC19  GINS2   KCNQ1DN MTMR9LP LAMP3   FGF23   RPRM    WTIP    LOC254896   LOC100506127    SLC26A1 C1orf148    VPS37D  PDZD7   LGI4    ITGB1BP3    PRADC1  SLC35F4 MAMDC4  FUT5    LOC283854   ETV7    SMO NAT8L   SRMS    LOC642926   LYZL4   PRR3    PCP4    KCNH3   HPX MORN3   BRWD1-IT2   MLXIPL  MRPS34  TM4SF5  DYRK4   DTX2    RNASE1  ICAM5   C2orf73 FOXO4   ACY3    MIOX    QPCTL   LOC651803   FAM70B  BAHD1   A1BG-AS1    CCDC23  VN1R2   IRF8    ATOX1   PIN1    SYN1    GALK1   TMEM88  GPX5    PI16    SLC4A9  LOC283475   CCDC65  CAPS    SLC25A22    TFR2    FES COX4I2  FAM182B STAC3   MGC39584    MGC11082    NKX6-3  GRWD1   C19orf73    CPLX2   APOA5   LELP1   MBD3L1  MED10   FNDC8   POU3F2  CLIP3   TMEM11  FBLN2   LOC126536   FNDC4   HDLBP   TMUB1   AAAS    MMP16   EMID2   SOCS1   DNAJC22 PRPS1L1 VWA3B   GP2 TRIM15  DCLRE1A FBXO44  SLC22A6 ABTB1   BCRP3   TTC21A  FLJ44054    NPC1L1  ANGPTL6 AIM2    TTC25   CRTAC1  BMF STAB2   BCL2    OR1F1   DLL3    OPRL1   TMSB4Y  GPR55   CDRT15  SCARF2  MAPK8IP2    NEU1    ASPSCR1 C7orf10 SULT4A1 RFXANK  PIK3R5  TMEM106C    LPO LOC283194   LOC127841   CD70    GPR15   FAM123B ATP8A2  C10orf92    ESR2    LAMC3   NAALADL1    PPP1R3B RAB3A   PACSIN3 ACAP1   UBIAD1  APBA1   IGFALS  TCEAL3  LYVE1   LOC100289650    APC2    CHCHD10 HMX1    AADAC   RARRES3 LEKR1   CALML5  TAF3    LCE3D   PFKFB1  SLC25A23    TECTA   SEC11C  CABP2   SMTNL1  YIF1B
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SNF5_DN.V1_DN   http://www.broadinstitute.org/gsea/msigdb/cards/SNF5_DN.V1_DN   MMP13   CD99L2  SMARCB1 XIST    TFPI2   FOXG1   ANGPTL4 PRSS12  TINAGL1 TPD52L1 MST4    HOXA5   RGS5    KRT18   NPR3    ITGA3   DSP ANK3    CP  MAPK13  PRKG2   ANXA8   PKP2    MS4A4D  ENO3    OLR1    KIRREL  LOC100129361    RBP4    SNCA    ACYP2   SYTL2   FAH PDLIM5  P2RX5   FABP4   RFX3    MYLK    VNN1    SLCO3A1 NNMT    BEX1    CHRNB1  CARD10  DES MGST2   SLC9A3R2    HOXB9   SLC44A4 MMP10   GABRB1  SLC1A6  MMP3    SERPINA3    CLCA1   TMEM176B    RNF128  RAPGEF3 ANKRD1  PPBP    SPEG    TMEM176A    EFEMP1  SLC38A10    CCR7    FOLR4   FADS3   CDKN2A  EBF2    SH3RF1  LOXL4   PAPPA   GRIA3   STMN4   LY75    EFNA3   DPEP1   C8orf4  CHODL   MYH3    IL13RA2 FLT4    RPS6KA2 KNG1    D4S234E ATP9A   CDH10   LMOD1   DNAJA4  TET1    RGNEF   ATP8A2  OTUD7A  IRS4    RAG2    LTB4R2  PRKAR1B DIO2    CCDC109B    PDZK1   IL11    PCOLCE2 TMEM53  GATAD2A RGS16   SIM2    ESR1    MRVI1   PTPRVP  FGF13   BNC1    RIMKLB  ITGA7   FLYWCH2 IL3RA   RCAN2   GDNF    CYP7B1  CTSJ    FRZB    TRAPPC6A    DNASE2  NPR1    ABCA4   C1QTNF1 PTPRZ1  RAB3GAP2    YIPF2   CRCT1   WFIKKN1 IVL CRMP1   RABEPK  RRAD    TNFRSF21    GPX3    CELF4   CTH HSD17B7 KRT27   CBR3    SLC16A3 TRO CLEC1B  FBLIM1  KLK11   PANX1   PKP1    TNNT2   NIPAL2  UCHL1   DSG2    MALAT1  FOXD1   KCNAB1  SLC30A4 CNTN1   PTPRK   PIP STAR    CSGALNACT1  CACNB4  NFKBIZ  DDOST
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SNF5_DN.V1_UP   http://www.broadinstitute.org/gsea/msigdb/cards/SNF5_DN.V1_UP   GBP1    FABP7   SOSTDC1 GALC    C1QTNF3 FCGR1A  APOE    APOD    AGTR2   MS4A6D  LHX2    LY86    CD68    MYH1    PENK    OASL    GABRQ   C3AR1   DDX3Y   SFRP2   PSMD8   DLK1    MS4A4C  PSMB8   ID2 GAS1    AIF1    CD109   LSM2    CFP FMOD    NCAN    VAMP5   CXCL10  C5orf28 PITPNB  FAM105A CD48    CKAP2   CX3CR1  ZNFX1   MYH2    LILRB3  ITGB2   IFI44L  CD9 LCP1    MT3 GOT1    GTF3A   SLC6A6  OLIG1   ACTL6A  KCNJ10  KIF20A  PRKCDBP ASS1    C1S DHRS1   PLEK    PLD4    TREX1   C13orf33    ERAP1   SCG2    ZWILCH  FYB MCM5    FNDC1   SRPX    TFAP2B  FBLN1   DARS    IL8 IER5L   EVI2A   DCAKD   MKL1    SOX2    SELPLG  ABI3BP  SLC1A5  LGR5    ABHD14A KLHDC5  GRK6    DDX3X   FGF18   MSX1    ENPP3   C1QC    IARS    CCL3    POFUT2  RNF13   PTPRC   LMO2    TIPIN   EGR2    FAM65B  NCAPG2  ADI1    CD53    USP15   EGFL6   TF  DENND4C NDE1    CDO1    INPP5B  LGALS3BP    TAP2    RCC1    SPI1    MLF2    SMAD2   FBXO6   AURKB   IFIT2   C17orf49    PSMB9   EVL EMID2   RBL1    AQP5    UBE2C   MMP14   TMEM106A    KIAA1524    PLCE1   CD93    PNN PIGP    C1R DTL CORO1C  TAPBP   C19orf48    COPS4   HAT1    ISG20   SEMA4D  LRRC33  BUB1    TGFB3   PLD3    C14orf37    CXCR4   SLC2A3  ZMYND19 MEST    TERF1   CCDC132 STOML2  ANPEP   FNBP1   LAMB2   PRPS1   CD52    CSF1R   LIX1    RABAC1  COL15A1 LRP5    WAS PPP4C   PRRX2   ATP1B1  MS4A6C  GTF2A1  IFIT1   HAPLN2  ABCE1   EWSR1   FDPS    PPIL2   ELN
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CAMP_UP.V1_DN   http://www.broadinstitute.org/gsea/msigdb/cards/CAMP_UP.V1_DN   KBTBD11 SLC2A3  RRAD    ETS2    RAB31   MAL2    HINT1   RWDD2B  TSC22D1 DNAJA1  CHST15  ENO2    CELF2   USP36   ASAP2   MAP2    AK5 DST CCND2   CDCA7L  TARBP1  SNN PLEK    PAEP    PFKFB4  PKIA    AKAP12  LRRFIP1 LTA JARID2  NUDT11  ATP2B4  GEM THSD7A  TTYH3   KLHDC4  INSIG1  BACE1   TIMP2   HSPA8   TANC2   PAK3    DYNLL1  FSTL1   ITSN1   CLK1    AKT3    FRY MYO5B   NCF2    RAP2A   FUT8    UBE2QL1 ME1 BIRC3   CCR9    MPZL3   CHST2   SMARCC1 MBD2    TUBA4A  TRPC1   KCNN4   MYH10   PHLDB1  BCL2L13 ATP9A   ID2 EIF4B   NFKB1   ARHGEF12    TMSB4X  FAM189B BZW1    PALLD   RNF138  MIR155HG    TMEM98  MTMR9   NPEPPS  SEPT7   SYT11   UBE2E2  SERINC1 GLO1    RALGAPA1    DPYSL3  UBTF    EIF4E   RERE    DLG5    PCLO    SRRM1   ZCCHC14 OAT ANKRD6  NFATC2  SLC15A2 PES1    UNC79   IL4R    ACAT2   NDRG4   SH3PXD2A    NYNRIN  MAP4K4  NTM PINK1   NDRG1   PGBD3   CD83    P2RY10  SYPL1   DGCR5   RGS18   RGS1    TUBB3   TJP1    SPOCK2  NAP1L1  ABLIM1  IDS ARHGAP5 MYO15B  TSPAN5  LOC338799   EPB41L3 SCG5    HSP90AA1    SRSF2   MFN1    DCAF6   IGFBP5  BACH2   TLN2    SNRPA   ATL1    SLC35E2 PLS3    GNG12   SLC17A7 FOXN3   SLC13A4 MAPK1   BSN EZR SVEP1   ESYT1   DAG1    GAL3ST3 ZFP36   CALM1   IL7R    PAM ROD1    RPL7    ATP2B1  BAG6    NAP1L2  GLS HENMT1  MED4    LMBR1   FAM134C UBTD2   CASP7   DEDD2   PRDM8   USP38   ZMIZ1   CAPN12  ITPA    CAMK2D  IQCK    TUBB4B  PRDM1   FOSB    PTPRC   ST13    SERPINB2    LOC100216479    STXBP1  ANXA1   PCYOX1L GNAQ    CD160   SEPT11  BCR ERC2    TUBB2B  ATP8A1  RASD2   DDAH1   TMEM97  HSPA1A  MS4A6A  SEL1L3  PTPRD   TMBIM1  PELI1
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CAMP_UP.V1_UP   http://www.broadinstitute.org/gsea/msigdb/cards/CAMP_UP.V1_UP   NUAK2   SESN2   RNF41   HMGB2   MTHFD2  IFRD1   LETMD1  ATF4    BLCAP   IFIT2   RUVBL1  AARS    HSPA5   CEBPG   RCHY1   SPOP    XIST    GMPPA   SLC22A17    IL8 PLCH1   SEC13   SDAD1   UFM1    FP588   ETV5    WIPI1   SCARB1  NDUFS2  LONP1   PPIB    CHST5   CD74    UPP1    ARF1    PRMT1   C21orf33    ATXN7L3B    SIL1    NDRG2   COPE    KIAA0040    SLC25A11    WBP1    HLA-DRB5    TYMP    ATP1A1  COX8A   CYBA    NDUFV1  ACO2    CNDP2   TMED9   MARS    CLOCK   COPZ1   IFITM1  PDIA3   PA2G4   MAD2L1  ANKRA2  RPN1    ATP5B   DAP3    MRPS18A PPP1R15A    SELS    ATP5G2  PEX12   KIAA0141    STRADA  OXA1L   PMAIP1  NQO2    FAHD2A  CCDC124 SEC61A1 KIAA1267    HNRNPU  CKMT1A  STAT4   BSCL2   C14orf159   IFITM3  TRIM38  POLR3H  WASH3P  NSUN3   GPR160  TGFBI   ZDHHC23 PXK ZBED5   ECSIT   ZNF367  WAPAL   METTL17 P4HB    GAS5    GLRX    WDR24   CHAF1A  HAX1    AAAS    AHCYL1  LOC595101   TOMM40L SMYD5   CEP250  AZIN1   TMEM116 NDEL1   C1orf123    ANKHD1-EIF4EBP3 PRIM1   ILF2    CCL5    LIMS1   CLPTM1  AKAP6   MDH2    VAMP4   IST1    RHOT2   LRR1    MAGED1  MRRF    CPEB4   DPM2    SRPK1   TFPI2   KIAA1310    ALDOA   WWP1    NRSN2   PCMTD1  SNW1    FLOT1   KAT5    CS  MIDN    NT5DC1  ZNF385A EARS2   TNIK    HSPBP1  ATP5A1  TRMT61A APOBEC3C    HSP90B1 TMEM9   PIGS    SAT2    MT2A    HSPA9   TAF1D   DPAGT1  NME1    PDE4DIP MAEA    HDLBP   DIP2B   MAGOH   DDX23   C11orf71    MRPL15  CRABP1  TBC1D15 PLSCR1  CEP41   NFX1    NDUFB5  SELENBP1    SLC35A4 ALAS1   COG6    COL6A3  NLRP1   SSR3    FBXO42  ELN RABGGTA KRTAP4-7    AATF    MYC URM1    PYCR2   IPO4    IVNS1ABP    RPL18A  TRIM2   RAPGEF2 FTSJD2  FOS SLC25A5 RBCK1   EIF2B3  ACSL4   ELMO1   OCIAD1
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LTE2_UP.V1_DN   http://www.broadinstitute.org/gsea/msigdb/cards/LTE2_UP.V1_DN   NPY1R   IFIT1   IFI27   BST2    SLC6A14 IFI6    IFI44   IFIH1   LGALS1  DDX58   IFI44L  GREB1   HERC6   IRF7    OAS1    FHL2    OAS3    DDX60   GPER    PARP12  TFPI2   SP110   UBE2L6  WISP2   IFIT5   IRF9    IFITM1  CRABP1  GFRA1   IFI35   ISG15   ADD3    SP100   CAV1    TRIM14  LGALS3BP    ASCL1   MDK MICB    TDRD7   ZNF107  OAS2    COL9A3  PMAIP1  PSMB9   DLC1    IGF1R   JAK2    ATF3    SOX3    CASP8   USP18   NMI TAP1    HIST1H3H    GRB10   CCDC165 GCA PDZK1   TFAP2A  SAMHD1  PRSS23  XK  C9orf95 CSTA    CALB2   PPM1E   CALCR   IFIT3   SLC16A1 OASL    SATB2   SAMD9   MGP C16orf45    GAL CHN1    HIST1H4H    LPGAT1  ELOVL2  WIPF1   USP25   IGSF1   IFRD1   DTNA    EIF2AK2 CEBPG   HERC5   MOCOS   ELF4    PDLIM3  LTN1    PTBP2   PRKAR2B ANXA3   MPHOSPH8    ID1 BHLHE41 DNAJB14 ZNF43   PCSK6   IL24    NAV2    INPP5F  PTGES   UGCG    FTO SLC7A11 SLC24A3 ZNF140  UTP14A  ZNF84   SLC1A1  POT1    NCBP1   SVIL    HES1    PTER    TM4SF1  PLCB1   BCL2L11 MATN2   BTG3    ARHGAP12    BCL2    CDK8    NRP1    HIST1H2AC   RPS6KA3 PLSCR1  TAF12   ODZ3    AGTR1   HIST1H2BG   POLI    RNF6    GEM STC2    AMIGO2  LGR4    ALG13   N4BP2L2 MST4    PHF11   NRIP1   CA12    PSPC1   CBLL1   CNN2    CBFA2T3 JAG1    NUP160  C18orf8 KAZN    GART    ZNF268  ATP8A2  EPB41L2 AMMECR1 EGR3    FKTN    EFEMP1  DUSP2   PEG10   NFIL3   NCOR2   TSPO    RIF1    JMJD1C  RRN3    RHOBTB3 PSAT1   GADD45A SYTL2   HIST1H2AG   NOTCH1  SLC16A7 HSPA13  CSTF2T  LAMA3   LAMP3   ARMCX5  CAP2    KLF4    MTMR6   PTPRK   DSCAM   NUPL1   CHD1    RFWD3   MYO10   RAB31   NIP7    GTF2I   ZMYM2   ZNF273
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LTE2_UP.V1_UP   http://www.broadinstitute.org/gsea/msigdb/cards/LTE2_UP.V1_UP   TNFRSF11B   CEACAM6 GALNT12 GAGE3   GAGE7   SGPP1   VTCN1   AOX1    SERPINA1    FGFR4   ELF5    C10orf116   EPAS1   CHST11  RFTN1   MAOA    TNNT1   EHF MGAT4A  SDCBP   EDN1    PGM1    BMP7    OPN3    PCP4    DRAM1   ATP6V0A4    FERMT2  ANKRD57 ASPH    IL1R1   ABCC3   SEPT10  DAB2    RIN2    CLMN    RAB40B  NPC2    CYP1B1  KIN MARCKS  SASH1   PLAGL1  SORL1   RCAN1   UST PIGH    SOAT1   C6orf97 MBP ACOX1   MAP3K5  GOLM1   DUSP4   TFPT    SLC9A6  ADORA1  ACTG2   KMO PPAP2C  SLC26A2 CXCR4   CLIC3   QPRT    ANXA6   RMND1   GGH KATNA1  UHRF1BP1L   EPN3    BACE2   DIAPH2  ECI2    IGFBP5  PNRC1   PPP1R3C BNIP3L  SLC2A10 LRP8    RHOQ    C1orf115    RPS6KA5 GPX3    REEP1   RRAGD   PLCB4   PCDH9   ENOSF1  PIP DHRS7   LMO4    PSTPIP2 UBE3B   CREB3L2 PTOV1   FA2H    MMP9    SERHL   KIAA1199    CGRRF1  CYFIP2  TNS3    ORAI3   POLE2   FAM117A ABCG2   ATP6V1H TBC1D8  EPS8L1  ULBP2   KIF13B  EHD3    ACOX2   INSIG2  GTDC1   PRPS1   GSTZ1   SECISBP2L   ALDH4A1 GBAS    RLN2    P4HA2   EFCAB11 TK1 APPL2   SLC12A2 ANKMY2  PROS1   SCARA3  EPHX1   PTGER4  AKAP12  DEGS1   CALML5  STAU2   UNC13B  CDKN3   HSD17B14    MEIS2   RAB7L1  RAB4A   SYT17   MICAL3  TMC6    GCNT1   LONP2   FBXL18  BTG1    SEC23A  CSGALNACT1  P2RX4   PHACTR2 GLTP    NUDT4   SORD    DPYSL2  UROS    PPFIA3  HRAS    RAB27A  SERHL2  PDE8A   AQP3    PBK KLHDC2  FAM46C  HMGCS1  DSC2    CEP76   PJA2    NOVA1   NUCB2   NUMB    GNA14   MYO5A   B4GALT5 NUP43   CD302   EPB41L1 ASRGL1  TIMM13  TST C4orf19 ALDH3B2 C15orf63    MRPL13  SPTLC2  HMGCS2  GCLM    PRKCH
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MEK_UP.V1_DN    http://www.broadinstitute.org/gsea/msigdb/cards/MEK_UP.V1_DN    NPY1R   PDZK1   IFIT1   MGP GREB1   GFRA1   TM4SF1  IFI27   HSPB8   KCTD3   DDX58   HIST1H2AC   BST2    DLC1    SLC6A14 RHOBTB3 PRKAR2B UBE2L6  IFI44   EGR3    IFI6    MYB SLC26A2 IFIH1   LRIG1   SP110   IFI44L  SGCG    RPRD1A  HERC6   MSMB    ID2 AUTS2   GPER    OAS1    DDX60   KIAA1324    KIF5C   HIST1H1C    BCL2    HIST1H3H    HIST1H2BG   IRF7    SATB2   WISP2   ASS1    ARMCX1  USP18   APBB2   FTO ARMCX3  OAS3    MYLK    ISG15   C9orf95 AGL HIST1H2BH   ZNF107  STXBP3  MOCOS   C9orf3  TFPI    MYBL1   UBA3    SSFA2   IFIT5   KIAA1598    TCN1    SMPDL3A POLI    NRIP1   PRPF38B AK4P3   MYC PTBP2   ABCA12  HIST1H2BE   FAM91A2 ATF1    FASTKD1 GOLGA8A ABLIM1  C16orf45    IFI35   QPRT    SMAD7   ANXA9   HIST1H4H    RMND1   TTC39A  AMIGO2  C18orf8 MPDZ    ASCL1   CYP26B1 OAS2    IGF1R   SNX10   NOL8    S100A8  ZNF140  JAK2    SYCP2   CSTA    OXSM    IRF9    IFITM1  SLC35A5 RNF43   PDCD4   PMS1    SEC24D  MTIF2   CALB2   ALG13   PTER    ELOVL6  ELOVL5  PSPH    TDRD7   SLC16A6 CHN1    RAB7L1  HSPA4L  GOLGA4  INPP5F  GNL2    C5orf13 F12 LIN7C   ARMCX5  ZNF652  LSM7    DCAF6   CBR4    HIRA    BAZ2B   IFT57   TOP2B   HIST1H2AG   MAFB    RASGRP1 TFPI2   PLBD1   ZBTB10  ZNF84   MOCS2   LTN1    NGLY1   KIAA0430    HIST1H2BI   SLMO2   BLNK    ATF3    CCDC165 ATP8B1  RPL29P31    ACTR6   SP100   PCP4    CASP8   RSBN1   LPGAT1  METTL3  ZNF43   IAPP    INPP4B  POT1    RALGAPA1    UTP14A  INSIG2  CALCR   OASL    PGR MINPP1  SAMHD1  TAF2    JMJD1C  ANGEL2  GALC    CETN3   MAN1A2  AQR COL9A3  HIST1H2AE   TCF12   WIPF1   TAP1    TRIM14  HIST1H2BF   SOX3    PRMT3   NPEPPS  FKTN    GDAP1   NDUFAF1
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MEK_UP.V1_UP    http://www.broadinstitute.org/gsea/msigdb/cards/MEK_UP.V1_UP    CYP1A1  CEACAM5 AKR1B10 FAM105A KIAA1199    COL5A2  SGPP1   ALDH1A3 CYP1B1  UPK3B   S100A6  UPK2    MEF2C   EPAS1   CEACAM6 ALDH3A1 FGFR3   S100P   CLMN    ASPH    PTGER4  DUSP4   SLC2A10 CXADR   TNFRSF21    PPARG   LHFP    LOXL1   BACE2   GALNT12 KRT81   PKIA    TGFBI   EGLN3   PPAP2A  EPHA2   TBC1D8  OPN3    ATXN1   LPHN2   GABBR2  PDK4    CAPN2   ENO2    ST13    PTPRE   SH3GLB2 LRP8    IGF2BP2 FADS2   KRT7    PTMS    CXCR4   ABCC4   CADPS2  AQP3    AKR1C3  DBNDD2  SLC6A6  GNE ARHGDIB LIMCH1  MALL    CCNJL   WNT11   TTC9    C1orf106    MYO1D   SLC9A6  SPTBN2  RAI2    TNS3    LRP5    TMPRSS4 SGCE    CSGALNACT1  F2RL1   GRAMD3  CLDN9   MAP3K9  SLC12A2 SDCBP   ABCG1   SCCPDH  SORL1   SLC2A6  GPX3    CBLB    TNFRSF11B   MAN1A1  BCAM    FERMT2  ABCC3   FOSL1   MAOA    ALDH4A1 COTL1   B3GNT3  MPZL2   ETV5    TIMP2   RAI14   CAPN5   AKR1C2  NPC2    TRIM29  NT5DC2  PCDH1   EPHX1   BCL3    ITGB4   BMP7    EDN1    TUBB2A  PCDH9   GOLM1   SIX2    PACS1   ACSL1   RAB5C   PDLIM7  GDF15   ST6GALNAC2  PTPRU   CRLF1   FGB RAB8B   EPHA1   LAMC1   CORO1A  NT5C2   DBNDD1  GPX2    C1orf115    GCNT1   CHKA    CAMK2N1 PACSIN3 KLF4    VASP    ARL4C   ELL2    ANGPTL4 FLVCR2  IL4R    PTK7    CDC42BPB    SAMD4A  PEG10   SLC7A11 TNFAIP8 APOD    PRKCH   UPK1A   AGAP1   RFTN1   TGFB1I1 CUEDC1  KAL1    MYO5A   C11orf95    EFHD2   CRAT    PARM1   L1CAM   NUMB    EHBP1L1 TP53I11 NEDD9   ERO1L   ADM ULBP2   GUCY1B3 ST3GAL4 FHL1    MXRA7   NME4    SPTLC2  SPAG1   PPP1R13B    GAL STRN4   KCNN4   VWA1    C8orf55 MICAL2  KIAA0317    LGALSL  PTOV1   SEPT10  POR CLDN4   PLAU    ARRB1   CHST11  SCAMP4
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RAF_UP.V1_DN    http://www.broadinstitute.org/gsea/msigdb/cards/RAF_UP.V1_DN    CXCR7   BAG3    NPY1R   PDZK1   DKK1    GFRA1   SH3BGRL ID2 GREB1   AGR2    LRIG1   PMP22   CCND1   SELENBP1    IRS1    TFF1    LPGAT1  SLC7A2  DLC1    MGP EGR3    SCUBE2  MSMB    TSPAN3  SLC6A14 ENAH    TM4SF1  B3GALNT1    SGCG    MICB    AUTS2   AIM1    C6orf97 CA12    MDK TFF3    TFPI    CLIC3   INPP4B  WASF3   GPR56   SIDT1   DNAJC12 IRX5    ALCAM   GPER    INPP5F  PXDN    CPE ABAT    BCL2    PDGFRL  SYTL2   ZHX2    APBB2   MYB GALC    C9orf3  PLK2    HSPB8   KITLG   NEDD4L  IGFBP5  BTG3    CRABP1  C9orf91 IGFBP2  BTBD3   GULP1   IGF1R   MYO10   TBC1D16 SLC19A2 CBFA2T3 MPDZ    WISP2   MYBL1   ABCA12  AK4P3   KIAA1324    TCF12   AK4 CALB2   MED13L  TTC39A  SERPINA3    CAV1    HDGFRP3 IGFBP4  JAK2    S100A14 CCDC22  C16orf45    SATB2   RND3    MYLK    ZBTB10  HIST1H4H    SMAD7   OSR2    ID1 MXI1    MEGF9   ASCL1   CTNNAL1 PPP1R3C IFT57   PLCB4   MAFB    TCN1    MYO1B   ABLIM1  BAMBI   SLC24A3 SLC39A8 TRPS1   PDCD4   CCDC6   PKP4    PCSK6   CSTA    ROBO1   SNAP23  CSTF2T  SLC1A1  DLG5    PLS1    ELOVL2  TMPRSS3 TSC22D3 CALCR   GDAP1   TGIF2   RHOBTB3 GPATCH2 EFNB2   SLC16A1 VAV3    ARMC9   GTF2I   RASGRP1 SHQ1    ARL3    PDK3    CELSR2  C12orf24    FTO ARNT2   LIN7C   PPM1E   CRNKL1  PCGF3   UGDH    SHROOM2 SOX3    PGR PLCB1   GPC4    DDIT4   COL9A3  EPB41L2 TBC1D30 GHR EIF2S3  KIAA1467    IL24    SOX4    PALLD   ZNF32   SPIN1   PMAIP1  MINPP1  JMJD1C  FRAT2   SOX9    CHST15  PTBP2   FANCF   GPD2    KYNU    GAPVD1  STC2    CASK    KDM6A   THADA   FOS DIDO1   RRN3    TFAP2A  FTSJ1   SDC2    EPB41L4B    TGFB2   OSTM1
70
RAF_UP.V1_UP    http://www.broadinstitute.org/gsea/msigdb/cards/RAF_UP.V1_UP    ENPEP   S100A9  VGLL1   HSD3B1  PPARG   CSGALNACT1  C8orf4  TSPAN12 SGCE    BLNK    EPAS1   CAPN6   HPGD    ANKRD6  MYCL1   PYGL    NFE2L3  GPR37   SERPINI1    GRAMD3  GLRX    XYLT1   KCTD12  COTL1   ALPP    CGA TNFAIP8 FYN HBEGF   GNAI1   ITGA6   OPN3    LEPREL1 STS CLDN1   SGPP1   NMU RSAD2   C4orf19 MICAL2  KLF6    UGT8    OSBPL1A C6orf145    C1GALT1 TEAD1   FCHSD2  OPTN    CDC42EP3    S100P   ARHGEF3 TFPI2   ALAS1   TNNT1   VTN PHYH    GJA5    KHDRBS3 ERVMER34-1  S100A8  RASL11B BACE2   BPGM    CAPN2   TNFRSF21    FAM49A  UPK2    KLHL7   CYP1B1  PKD2    PTGER4  ITGB6   PARVA   TUBB2A  GNE SEPT10  ASPH    KAT2B   MSX2    HERC5   SPRR3   CABYR   CERK    JAM2    TLE2    CD44    LRP5    NUAK1   SLC31A2 VTCN1   CRISPLD2    EGFR    MAN1A1  GM2A    PDE4D   UPP1    QPCT    RNF144A DSC2    PEG10   LAIR2   MPZL2   LAMC1   L1CAM   ANKMY2  MTMR11  CORO1A  PGM1    LOC401034   KCNN4   ACOX1   PTPLA   DUSP4   NAV2    ABCC4   FGF1    HEG1    CEBPD   ETV5    PSMB9   GABBR2  NMI MAP3K5  PER3    ACSL4   CCR1    AAK1    TMSB15B FERMT2  NR4A3   ABCC3   NPL TBC1D2  PTER    CDK18   TBC1D8  PLS3    RCAN1   SEPT6   B3GNT3  GATA2   ANGPTL4 ACYP1   GALNT12 FAM59A  CREB3L2 MALT1   NDC80   FBXO3   SYNE2   IMPA2   SAT1    SKAP2   GRB10   SMAGP   DBNDD2  LOC653127   ERAP1   ZNF331  SCG2    NTAN1   CLMN    PTMS    HSPA2   FAM13A  SDCBP   ME2 DHTKD1  SLC2A6  NPC2    SCARA3  PSMB10  CRIM1   MTMR2   CEP70   DHRS7   SOCS2   ACSL1   HSD17B11    ABHD6   CAST    NMT2    RRAS2   FZD5    MORC4   SCCPDH  CAMK2N1 CAPRIN2 MAPRE2  PRPS1   NEDD4   TBC1D2B ARHGAP26    TES GCLM    PRKCH
71
PRC1_BMI_UP.V1_DN   http://www.broadinstitute.org/gsea/msigdb/cards/PRC1_BMI_UP.V1_DN   PMEPA1  DNAJC12 MTMR8   OSGIN1  RIPK4   LOC643326   KIAA0319L   CD5L    SLPI    CDADC1  C1orf95 MYL3    LOC284244   CCNT1   CACNA2D3    DKFZP434C153    XPNPEP2 CLCA1   PRND    PELI1   IRF8    HSPB7   BHMT2   SERPINA3    GMIP    BIRC3   ANKRD2  CLDN16  AGAP2   EGR2    GUCY1A3 RGS6    AZU1    NR0B2   LUZP4   GAD2    AOC4    COL10A1 PCDHB12 SLCO4A1 EYA3    AMMECR1 CYP2B6  SH2D2A  ERMAP   ANKRD46 AATK    PSG7    USP46   COLEC11 KRI1    CXCL10  ARHGEF38    MYT1    NXF2    IDO1    FGF12   LOC390940   TLE2    LIME1   IL8 ATP1B2  CCL18   C14orf56    GNG3    MADCAM1 MCTP1   DCP2    NEUROD6 OPA3    GATA1   CDH22   NIN DKK2    PLEK2   SPON1   FOXP1   RBM4    ACE CNGA1   GRM2    RGS16   ARL4C   NEIL1   PDE6A   DYM TNN MAFK    SOHLH2  CCND2   LOC155060   PADI4   FAM76A  SSTR4   FCHO1   SLC19A2 SLC1A2  ANGPTL3 EHHADH  SRY ACTL8   NUPL1   PLEKHF1 S100P   CLEC4E  NR1I2   PTPN7   SLC6A15 CDK6    TSPAN7  TMEM187 FPR3    ERAP2   ZNF117  MDFI    ADCY8   GRIN2C  HIST1H3I    PAIP2B  LRRC8B  DPEP1   DMD ZNF91   TNNI3K  ZSWIM1  CLDN3   GALNT3  EIF2C4  PTCH2   TNFAIP3 KRT1    ZNF423  TOR1AIP2    TTLL4   PELI2   CHD7    GADD45G RIC3    GABRA4  CCR3    EDN1    HBA2    DEC1    SCTR    ABCB4   PAX5    IKZF2   SDCCAG8 YBX2    SIM2    THNSL2  GNL3LP1 COL13A1 HIST1H3J    FAM153A CCL8    RFPL2   C22orf46    MMP25   PAX6    LPAR3   ZBTB10  ADAP2   ZNF184  TYR LRRC31  KLHL1   HCAR3   IL5 TRPC6   DUSP2   KLHL28  CCBP2   TRABD   PTGDS   HIC2    HYAL3   FAM86C1 C7orf63 CDK17   DENND5B CD5 NTM FOXG1   EPS8L3  LOC100288594    SCGB2A2 KIF5A   PGLYRP4 KIR2DL4 C3orf64 IGHV1-69
72
PRC1_BMI_UP.V1_UP   http://www.broadinstitute.org/gsea/msigdb/cards/PRC1_BMI_UP.V1_UP   BBC3    PADI1   RDH5    CNGB3   AIM1L   CHM SOAT2   FNDC4   BMI1    GJC2    BARX1   ADAMTS7 DNMT3L  ONECUT2 FABP2   PAGE4   LY6G6C  APOBEC1 PTPRO   ITGA7   HOXA10  DDX25   SDK2    HYAL1   PQLC3   AP1G2   CLSPN   GABARAPL3   OPCML   SLC16A10    PDGFB   SLC27A3 CACNA2D2    C16orf3 TPSD1   SLC25A23    RNF2    CTAG2   HIST1H2BI   LRRC36  FGA C1orf183    CYP27A1 SHANK1  HOXD11  EPHX2   GALK1   RBPJL   PACSIN3 SERPINB3    ATP2A3  CRISP1  MLLT1   QPRT    CYP2C19 FKBP5   C1QTNF9B-AS1    FBXO17  OXNAD1  EVPL    PNPLA3  MPPED1  KCNF1   HAPLN2  ARSD    TBXAS1  L2HGDH  DPY19L4 APOBEC3F    KIAA0368    CORO1A  SERPINB10   LY6G6E  GNA15   KCNJ4   TRPM4   C22orf31    RAD54L2 EFNA5   GLRA2   ANKS1B  GNB1L   RNF19A  OVOL2   LIM2    PWWP2A  LRRC37BP1   IFIT1   SLC9A3R2    PCDHA10 ZNRF4   CAND1   MIA NAT6    PILRA   CALML5  NPFFR1  CHRNA3  PEAK1   CLDN14  RND2    CA5A    DNAI1   NACAD   FZD10   HHIPL2  TSPAN12 LRP12   USP46   FES AANAT   SPTBN2  TNNT2   SNTG1   MLL2    MFSD6   IMPG2   PRSS8   FKBP6   RAPGEF5 LMOD1   PRRG2   DKFZP434L187    FLG GPR183  LAMC3   UPK1A   ATP8A2  PSD4    NCR1    MYH13   CUL9    CIITA   KIR2DL3 FOXJ1   LRRC37A4    SLC22A6 PROP1   SPINT1  FAM106A HCRTR2  PLXNB3  CALCA   SV2B    CYP3A7  GUSBP11 CLIC3   C1orf20 EDN2    PYCARD  FLJ14327    MAPK3   PCK1    GVINP1  SYN3    STMN3   MTHFS   PLA1A   CXCR6   ZNF771  CABP2   HLA-DPB1    NXT2    DCC KCNC1   GFAP    TM4SF20 SYN1    BPNT1   E2F5    PIK3C2G OR10H3  CARD14  KBTBD11 GAS1    MON1B   LHX6    PLIN1   SERPINA7    ADCK4   FBXL8   T   P2RX3   FGFR3   FN3K    ZXDC    LIPE    APOA1   HCN4    CD207
73
PRC2_EDD_UP.V1_DN   http://www.broadinstitute.org/gsea/msigdb/cards/PRC2_EDD_UP.V1_DN   SERPINB2    HIST1H2BC   DCP2    HIST1H2AC   ANKRD46 HIST2H2BE   PMEPA1  ANGPTL4 ZNF226  ARL4C   ATXN1   C21orf7 TMEM187 N4BP2L2 AKR1B10 NUPL1   SLC6A15 HIST1H1C    GALNT3  PLSCR4  PKD2L1  MAPK8IP3    GDF5    ATF3    SCG5    OBSCN   GPR37   LY96    HDAC9   PCSK1N  H2BFS   SLC12A8 FPR3    PLAG1   ZBTB20  MCTP1   C2CD2   DNAJC12 SLC35D2 OSTM1   CCK AATK    ERMAP   C1orf63 KLHL28  ANXA10  HIST1H2BG   MADCAM1 SMR3A   NMT2    BTBD3   C10orf10    LOC643326   ST13    EVI5    SPON1   MYH1    HINFP   DUSP8   CDADC1  BMP2K   FUCA1   ADAM17  DMD PPM1H   HOXC8   NR0B2   PTPN7   MTHFD2L GADD45G PDGFA   LUZP4   ASCL3   HOXA2   CXCL10  ZHX3    TRIB1   SLMO2   CYP1A1  RPL3L   KCNJ15  NXPH3   CUBN    USP12   PTBP2   RNF38   ZNF277  LRCH4   GSC2    AKR1C3  CD5 CCDC87  C1orf21 CCND2   SLPI    SLC30A10    TRPS1   TOR1AIP2    AFP PCBD1   CHST11  ORAI3   RFPL2   GATA1   AVL9    SATB1   CSHL1   MPDZ    SCG2    DKFZP564C152    CA6 RABGAP1L    MRS2    BAZ2B   CBR4    TNFRSF11A   ELF1    SLC28A1 ZNHIT2  PTGDS   GPR116  NPVF    CACNA2D3    ADRA1B  IL1RL1  MS4A4A  ASB4    RBM47   HIC2    HIVEP2  IL13RA2 DKK2    TAF11   CLIP1   PTPRT   WDR33   SCN10A  VTN FAM190B P2RX2   SERPINB7    LXN GSG1    CLCA1   CBX8    ZP4 ELTD1   KIF1B   IFI6    ZNF91   MTSS1   SUV420H1    CTSO    FAM129A CCL16   ZNF177  CDRT4   SLC5A5  RASL12  CORO2B  TSPAN13 CLGN    PDZRN4  KLK6    SERINC5 BACH1   CIDEA   SEMA6D  REV3L   CDKN1C  NKIRAS2 OSGIN1  GPC5    CDHR2   KCNQ2   ENPP2   ACAP1   GSTA3   FLJ11827    USP46   CNGA1   IRF8    PRSS12  NR3C2   TUFT1   RAB40B  CD244   PCGF3   IL12A   LINC00230A  THNSL2  ARHGAP24    RGR SCTR
74
PRC2_EDD_UP.V1_UP   http://www.broadinstitute.org/gsea/msigdb/cards/PRC2_EDD_UP.V1_UP   QTRT1   FZD8    BBC3    PLA2G16 PFKFB4  HP1BP3  HELLS   SLC2A6  BTBD2   NDRG4   CORO1A  FBXO17  ABCB8   CSPG4   NYNRIN  WFDC1   TNFRSF10D   GSDMD   AMDHD2  PACSIN3 SCD SYMPK   JUP TMEM59L MICAL1  AZI1    PLK1    PCDHGA3 HS6ST1  SV2A    CDCA8   CASKIN2 KIF4A   RAD54L  USP20   ERCC2   ODF2    ITPKB   RAPGEF1 MCM2    MFHAS1  SIPA1   CDC45   EED C19orf21    DDX31   ARRB2   SEMA3B  TNS4    FASN    KCNS1   ACY1    AP1G2   LIN7A   SLC35C2 RNF19A  TOP3B   DUSP7   ANKZF1  TAF1C   C1orf112    GNAI2   XRCC3   ATP13A2 PRICKLE3    CHAF1B  VAC14   PLXNB3  TSC2    PACS1   C16orf59    POLD1   RECQL4  PEAK1   MCOLN1  UTRN    PRKACG  ABCB9   PRMT7   TCIRG1  TBL3    OSGEPL1 MICALL2 FOSL2   MCM10   CLPB    PCDHGC3 ACAA2   H1FX    CXCL12  FER ZWILCH  SERPINB10   INCENP  DAK KCNA4   INHBB   HIVEP3  FRS2    AFF3    TRPM4   GLE1    TCAP    SLC26A1 CAD BCKDK   TRMT2A  STXBP2  PCDH12  CSDC2   ZNF446  ASF1B   ARHGEF17    GALK1   SP1 CUL9    PTK2B   MVD TGFBR1  CLSPN   SYN1    PWP2    ZDHHC6  MIA PLXNB1  VARS    LSS EHMT2   RDH5    MAP3K6  WIZ PNPLA3  PHKG2   CDK18   APLP1   FKBP5   TACC3   INSIG1  IDH2    RANGAP1 THRAP3  PDCD1LG2    TNIP1   GPR176  DLK2    DNAJB2  ARHGAP19    KIF23   RAD54L2 CA9 ALG12   POLA2   HIC1    NUP188  SLC9A3R2    GLI1    PTGER2  MCM5    FBXL6   MRAS    ORC1    MYBL2   TM7SF4  TNK2    C1orf183    TUBGCP2 LRRC20  ENO2    KLK8    LMOD1   CHST3   DBF4B   C22orf29    EXOSC2  HMOX1   TRIM46  FADS2   DCLRE1B RASSF1  CHM PC  LIPE    PDE4D   TUT1    AIM1L   BUB1B   SURF2   SLC12A4 RIPK1   BTBD7   C16orf53    VAV2    MAPK7
75
PRC2_EZH2_UP.V1_DN  http://www.broadinstitute.org/gsea/msigdb/cards/PRC2_EZH2_UP.V1_DN  SLC6A15 NTSR1   CCDC68  C13orf15    PMEPA1  ANGPTL4 GPR37   ASPN    ANKRD46 IL15RA  NUPL1   ARL4C   PKIA    COL13A1 TSPAN13 KIAA0319L   DNAJC12 IL6R    ITGA2   KLF4    C3orf52 IL1RL1  YOD1    CLEC2B  KCTD12  FLVCR2  ALDH1A3 HBEGF   GPR56   EYA3    CNIH3   GPM6B   C7orf43 SLC14A1 VWA5A   OTUB2   TMEM35  SERPINB2    NR0B2   AMMECR1 RGS17   AATK    ESM1    GFPT2   SETBP1  MALL    DKK2    TSPAN7  PLCB1   RASL12  PCBP3   DUSP3   PAMR1   IL8 CD70    SLPI    ETV1    BPGM    NPAS2   KLF11   MCTP1   L1CAM   PCDH9   CORO2B  MTHFD2L C7orf63 AFP F2RL1   MAN2A1  SEMA3A  ACTL8   ZNF215  OPN3    EDN1    SLC5A7  IFI44   IRF8    ETV4    TRIB1   CCNJL   B3GALT4 TBXAS1  OSTM1   PRKG2   DCBLD2  TBC1D19 PPFIA4  PTBP2   MMP10   SRPX2   IL13RA2 CCK BMP2    FXYD6   PPP2R1B IDS IL33    DMD RGS16   KYNU    TUBA4A  PRSS3   EPHB2   ST6GAL1 YRDC    KIR2DL4 CRCT1   COL4A5  TRAF3IP1    SLC16A8 HS3ST3A1    ATF6    SRD5A1  ORAI2   KCNA2   CCR3    OPA3    LOC155060   NES PAQR5   TMC7    CDCP1   APOF    SLC35D2 DUSP8   FPR3    GMIP    TNFAIP6 ERAP2   COL10A1 LUZP4   ATXN1   KLK7    CLEC4E  PTHLH   ANPEP   CDADC1  EREG    CROT    MT4 PCTP    KIAA0895    PIR KIAA0513    MTMR10  TTLL7   B4GALNT1    KLF13   KIAA1644    NR3C2   KCNJ10  OSGIN1  JUP FOLR3   NR4A2   ABLIM3  TUB HYAL3   SMPDL3A BHMT2   ACCN1   ALDH1A2 NPC1L1  UCP1    NOVA1   SLC19A2 MEGF9   WDR37   COLEC10 VSNL1   ANGPTL2 TMEM100 KCNA1   POPDC3  POMT2   ZNF324  ANKH    PTPRB   CDH13   ART3    SLC2A3  COL4A6  DKFZp566H0824   ELTD1   UBE2O   FAM69A  C9orf167    AHNAK2  CLIP1   PDGFA   FZD1    CARD9   SCML1   PIK3CB
76
PRC2_EZH2_UP.V1_UP  http://www.broadinstitute.org/gsea/msigdb/cards/PRC2_EZH2_UP.V1_UP  INHBB   DSCC1   NGF ZNF446  LIN7A   XRCC3   PNOC    APLP1   ATXN8OS CXCL12  PEAK1   CACNA2D2    MIS18BP1    THBS2   CORO1A  OXTR    C6orf25 PRIM1   HP1BP3  MCM2    RAD54L  SCN3A   HAUS5   NPR3    LRP12   ATP4B   MYBL2   IL17RB  TRPM4   KRT81   SYN1    LRRC32  MST1R   EZH2    HOXA10  TBC1D2  VPS37B  THOP1   PITX1   NFE2    KCNS1   EXOSC8  ZNF219  HOXD11  CD320   SLC7A2  LOC730101   SKP2    TPD52L1 HELLS   KLHL11  SLC8A1  HMMR    CHM LMOD1   NR6A1   TOX GNB1L   LPGAT1  KIF15   CGA MRPS18B FOSL2   UTF1    PAN2    DEPDC5  SPAG11A FUT7    LMNB1   DNMT3L  TNFSF11 GJC2    ZNF574  TFAM    FOXN3   CNGB3   RPS6KA6 LINS    SULF1   CUL9    CYB5B   AFF3    LRRC61  IQCC    SLC2A6  MSH5    GAGE3   DLGAP5  PLN CAMK4   MCM10   TM7SF4  PCYT1B  AGTR1   KCND1   OXNAD1  GAS1    SLC16A10    CASC3   GLRA2   DPY19L4 LOC100288903    PSRC1   HBD DDB2    ADAMTS5 CDC25A  LRRC20  METTL16 OIP5    NPAS1   MED18   WDR76   BARX1   MXD3    RFC4    IFIT1   PTGDS   HCFC1R1 RNF19A  PUS7    LBR CYP3A7  TACC3   DOC2B   C3orf75 LEMD3   PLCD1   CDH17   C8orf51 DEF6    GTPBP4  NCAPH   CENPF   KIF4A   ELL2    BCCIP   ACTC1   GALR3   HAS2    CEBPE   OCEL1   HIST1H3F    NUP43   KNTC1   NLGN1   ECT2    TTK NFIB    RDH5    AURKB   PILRB   SYP NUP37   CDT1    POLR3G  FCN3    LOC282997   PCK2    OLFML2B MEFV    FKBP6   PTPRD   SYT11   GNA15   PRSS1   SOAT2   NMBR    FKBP5   ATG16L1 ETS1    AIM1L   ADCK4   HMOX1   CPEB1   PAGE4   DEPDC1  GRM4    MYT1L   KCTD2   DNA2    EPHX2   BUB1    SIGLEC5 DDHD2   MST4    GUCY1A2 MLF1IP  CDC45   PSPH    HJURP   INO80D  MS4A12  LGALS7  KIAA0889
77
PRC2_SUZ12_UP.V1_DN http://www.broadinstitute.org/gsea/msigdb/cards/PRC2_SUZ12_UP.V1_DN KIAA0319L   CDADC1  GGT5    DNAJC12 TOM1L2  LOC155060   RPL3L   SCTR    KRT81   PPIEL   FOLR3   ACTA1   SLPI    NGB SLC15A3 C1orf21 ERMAP   CNPY4   VILL    SETBP1  PMEPA1  MTMR10  FAM182B MCTP1   CACNA2D3    GRIN2C  ALX4    ANKRD46 LIME1   FGF9    COL13A1 REST    PCBP3   DCP2    SLC13A3 SPTB    C10orf116   PCSK1N  OPA3    OR7E47P BFSP1   ARL4C   GMIP    HBEGF   LYPD1   KRT15   SPIB    SEMA3E  SMPD2   ACTL8   SRPK3   CCNT1   CLEC4E  MYL3    DACH1   RBM4    PLEKHA5 MTRF1   CCNK    ZNF76   EDN1    CAB39L  ACE FCHO1   ERAP2   PRSS50  WDR25   LOC643326   COCH    SLCO4A1 KRI1    CBX7    ACAP1   IL1RL2  USP46   CH25H   DOK2    MRS2    CIDEA   BRDT    CA11    STAB2   ZNF471  AATK    LCAT    DYNC2LI1    GAB2    BMP3    FAT2    RNASEL  ELANE   XPNPEP2 AOC4    CCL18   DCBLD2  CCK HR  C9orf5  CA6 LCP1    ANXA2P3 GAD2    OR7A10  CBL SERPINB2    ITGB1BP3    LOC646089   ERO1L   ALDH1A3 PPFIA4  TAS2R13 MT4 PRKY    PLEK2   SCG5    POMT2   ATXN1   FCN2    LOC390940   PRKG2   TRIM58  FGF6    KCNN4   ZNF208  TNFRSF1B    LCE2B   CCDC87  GATA1   CHST11  THNSL2  PTCD2   NUPL1   LOC147343   SLC39A2 POLM    ZNF550  CYP1B1  SST MYT1    CBX8    ETV4    PAQR6   PDE6A   SLC6A15 KCNJ15  NKX6-1  CD70    TRPC6   SLC6A9  CALML4  C2orf27A    PKD2L1  STAT5A  FMNL1   TMEM187 GUCY1A3 GIMAP4  UPK3B   PTGIR   PSMB8   CFB ECM2    ST18    GRP CXCR3   BTN3A2  EIF2C4  NEIL1   TET3    ALDH1A2 SERGEF  POU2F1  ZRSR1   OTUB2   PPYR1   UCP1    HIGD1B  ZNF324  OSTM1   ZNF177  CYP4F12 TRAF3IP1    GPC6    IFNA1   IGLL3P  CTSS    IPCEF1  KIAA1024    ITGA2   XK  NR0B2
78
PRC2_SUZ12_UP.V1_UP http://www.broadinstitute.org/gsea/msigdb/cards/PRC2_SUZ12_UP.V1_UP SUZ12   LMOD1   CIB1    NDUFC1  TM7SF4  GLRA2   CXorf56 ARRB2   SOAT2   SLC4A8  TRAC    ANK1    PAX1    HOXA10  PTGDS   SLC16A10    BCL2L14 BBC3    HLA-DQA1    KBTBD11 CBFA2T3 AIM1L   HYAL1   TCAP    SLC35D1 TSPAN12 PNPLA3  SLC6A6  ATG2A   HOXB1   CLEC10A WFDC1   AP1M2   MED20   FRMD8   HOXD11  APCS    PYCRL   PHOX2B  TINAGL1 C6orf123    FGA FXYD1   ADRB3   C16orf3 EPPK1   CLDN14  PGAP1   EIF2C2  PKP1    CCNE1   POLA2   LMNB2   OR6A2   RPS6KA2 BPNT1   STAU2   NPY2R   TACR1   IL23A   SDCCAG3 T   GP9 TNNT2   MYH13   RPL37A  DLGAP1  CD247   ALDH3A1 PRO1880 PF4 ATG16L1 ARSD    NPFFR1  HOXC5   CGA PARK2   IMPG2   KLHL11  PRSS8   LDB2    EFNA5   EPHX2   HS2ST1  ZNF696  ZNF695  RAD54L  DEFB126 SLITRK3 LHX6    HAUS5   CD1B    ACP5    AMBP    DNAI1   KCNMB2  MARK1   CACNA2D2    KLHL23  NPY TM4SF20 PTPRO   DCC MYF6    KAT8    RUNDC3A C8orf71 CACNG2  LRRC61  IL10RA  RFX2    CCL19   ATP2A3  SRSF11  ROCK1   FKSG2   MAP2K4  C19orf50    NLGN1   SLC12A5 SRD5A2  FOXJ1   DFFB    HAPLN2  ORC1    SHPRH   CD1D    RAVER2  OR52A1  ONECUT2 CHEK1   CRISP1  ZIC4    RECQL4  GNA15   AGER    TTC18   LOC100288903    GUCY1B3 CHRNA6  ZWILCH  MAP1LC3C    SLC17A3 DRP2    ADCK4   ADCY2   SYN3    EVPL    ARF1P1  KLF15   ACVRL1  ST3GAL1 MC5R    OPCML   IGKV3D-15   OR10J1  SLC7A6  NAA10   DCX CHN2    KALRN   LPCAT1  C22orf31    MAPT    WRN LILRA3  CORO1A  PGK2    C12orf52    ALOXE3  TFEC    USP2    BTBD7   SCHIP1  ARHGEF16    CA7 MEIS2   P2RY10  PTTG2   STXBP2  ADAMTS7 LRP5L   FMO6P   GNGT2   SERPINB4    UPK1A   MYOM1   UBQLN3  C3orf75 KRT3    IGLL1   ATP2C2  CD22    IL1RN
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JNK_DN.V1_DN    http://www.broadinstitute.org/gsea/msigdb/cards/JNK_DN.V1_DN    MAFK    MAT1A   FLRT1   FAM182B TBKBP1  OPRK1   APOBEC3F    SOX10   MCAT    SVEP1   SERPINF2    MYL9    CHD1L   RARA    TRAF6   ADAM3A  FABP6   RIMS1   PLCB1   GGCX    DAAM2   CRX ARHGAP4 SLC6A5  DSCR4   TM4SF4  TULP1   MMP2    TTTY1   C10orf10    CCL11   CA5BP1  CAPN11  TNIK    ABCA4   RCAN2   IRF2BP1 NRGN    PIP VEGFC   GIT2    ERVW-1  SMAD9   SMARCD3 KIR3DL3 ZRSR1   NDRG2   CRYM    KIF22   HMGB3P30    CTRC    NPY1R   SPINK4  POLD1   UBE2C   SLC14A2 CABP1   NPR1    C8orf71 UBL4A   PDGFB   FAM131B ACVRL1  SHB AR  PLK1    RND1    ZCCHC14 IRGC    NR2E1   LY86    SLC12A5 LRIG2   EPHB1   KNTC1   NFKBIL1 THY1    MIA SIPA1   ZNF549  KLHL35  TYMP    POP1    PACRG   BTK P2RX3   RAB11FIP3   MAP1B   ANKRD1  IL2RB   KAT5    SSX3    CDC45   EFNA5   MFSD7   PDE6H   SLC2A2  CDC42EP2    GJA4    ARR3    DUSP8   WIPF1   ABP1    MLL FAM164A ETS1    EIF2C2  MBNL2   GRIN2C  BCL9    FAM110B KCNV2   PCDH9   NOVA1   RGS14   PAQR4   ABHD2   GPR12   BCL2L11 SV2B    SMAP1   TTLL3   PML GPR171  STK35   STON1   IDUA    CYP1A1  LRP8    TRIM10  ASGR1   KCNA4   PCYT1B  DENND5A SPRY1   SGCG    ITGB2   DYRK3   DEFA3   IRF8    FBP2    FXYD2   DUSP4   NMB NELL2   ATP2A3  COL13A1 CRYBA1  QSOX1   INPPL1  GCNT1   CDKN3   YPEL1   PLCD1   RAB6B   KPNA3   VASP    NAT8    RGS16   JPH3    INS PFAS    SEMA3B  TSPAN2  ITGA10  PIM2    SYT17   G0S2    SMYD2   KCNJ8   TRO FER KRT75   OR7A5   BLM NRP2    APLP1   STEAP1  SERPING1    RAB40A  GCGR    SRC KIAA0889    XIST    FASLG   ZIC2    TENC1   PTPN18  LINC00342   HSD17B3 PTP4A3
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JNK_DN.V1_UP    http://www.broadinstitute.org/gsea/msigdb/cards/JNK_DN.V1_UP    CCL15   PMCH    MYOM1   AGXT    STC2    GPR37L1 DDIT3   SLC26A10    B3GALT5 IGFBP3  N4BP2L2 RUNX3   PDE4B   OR2B6   LOC652068   UNG IL8 STARD13 HR  CXCR7   CCL1    ZNF79   SLC7A7  DGCR9   APBA1   TRIM24  CLCN4   INPP5J  HOXA4   RGL1    ANXA13  CTSZ    HSD3B1  GNAZ    KLK7    KCNJ9   KCND3   PPFIA4  GHRH    KDM5C   ZNF204P CBX4    PDE6A   SCNN1B  SLC34A1 C2orf55 YAP1    BMP7    HOXC4   ABCD1   CD83    HNF1B   TNFSF14 F11 PTPRCAP ARMC8   PPP1R8  ADAM12  BAG2    IGLV6-57    PNOC    CD37    SLC25A24    TNNT2   ALOX12B LOC646621   SHC3    FAM161A CACNA1H MED13   TET3    ADAMTS3 EFHD1   CACNB2  CGA PRRG2   RRAD    EPAG    TEK CLDN18  SNAI2   RNF8    PTPN22  IL12RB1 NOX1    HIST1H2AM   MAN2A2  TACR1   SCN2B   CCL4    CEACAM4 TGM1    SLC25A20    HTR6    NID2    KIAA0368    GPR45   RUNX2   PECAM1  FAM65B  HSPA12A MDM2    GCH1    AGRP    GABRR2  TFEC    AKR1B10 PHKG1   RASSF8  IL13RA2 ECM2    TBX2    IFNA2   PMEL    HOXA2   C8G RAD17   SLCO2B1 BMX HIST1H1E    UGT2B15 DEFA4   DGKQ    KCNJ5   GPR31   CCL22   KCNS1   PIP4K2A OR2J2   IL10RA  RAB35   TDO2    CRMP1   C1orf144    TRIM31  BIRC3   EPM2A   SERPINB3    SLC6A1  SKAP1   SLC16A2 KRT34   AGTPBP1 MAP7    GPX7    PLAA    ABL2    C1S PDK3    KRT37   KCNN3   TSN HIST1H2AK   SYNE1   EYA2    TNNC1   ACADL   UHRF2   RASSF2  ARL4A   DRD1    ELN MRAS    ERVK-6  TNFSF4  PRR3    EFHA1   SLC22A5 EPHA3   BEAN1   MVD PAPSS2  HIST1H2BN   MMP17   ZFHX2   ARSF    LOC339290   MPL SPICE1  FOXA2   MS4A1   GABRP   CLIP3   CXCL11  AKR1C3  EPHA4   ROCK1   NLE1    S1PR1   KRT9    ZNF280B PROZ
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BRCA1_DN.V1_DN  http://www.broadinstitute.org/gsea/msigdb/cards/BRCA1_DN.V1_DN  GM2A    DPYSL3  GSDMD   BRCA1   NDOR1   ZNF32   C1orf159    ZRSR1   RAB40C  RAPGEF1 TCF7L1  VAMP3   MSH5    GATAD2A LYVE1   CDK11A  PDLIM3  INSR    CCDC132 LYL1    GREB1L  INPP5J  RBP4    SLC5A2  ATP4A   AURKC   SCARF1  KCNQ2   CDC42EP2    CARD10  PTH2R   SLC5A1  OLFML2B PCDHGB6 NPFFR1  SPG21   GDF5    ARF1P1  FAM75A1 HSD11B2 DPY19L1P1   OR7A10  RSAD2   BMPR1B  CD80    GNRH2   GPR35   NYX SMO HIST1H4B    C14orf93    CYSLTR1 COLQ    SUSD5   CNIH4   E2F2    NRGN    CD79A   SNAI1   TMPRSS11D   HIST1H4E    EXD3    MLL2    ICMT    PLBD1   CYSLTR2 IFI35   ZNF668  CYTH3   ICAM4   ITGB1BP2    CTSW    C21orf96    XCL1    GPT IL19    PMCH    WDR60   EPB41L5 GPR157  MX2 GRIP1   HMGB3P30    KIAA1310    PLEKHO1 ERO1LB  LRRC17  CHD2    AMBN    GABRB3  ASPA    TMEM143 HHAT    PCDHB1  PRSS2   PPP1R9A PROX1   FGF9    GNA12   ZBTB44  STX10   TRAF3   ZNF253  WFDC1   FAM57A  PTCD2   LINC00338   MEOX2   ITIH3   ZMYND10 PNMA3   MC4R    CTDSP1  MS4A5   SPHK2   APOA4   AIM1L   SCNN1D  SCN10A  HAND1   CLCA3P  SLC3A1  ZNF124  KLK15   FCER1A  EFNA5   PPM1E   CES1P1  HAO2    HSAJ2425    DLK2    FLJ14107    KLHL11  HTATIP2 C1orf116    CA14    FOXJ1   LOC653326   FGF22   GPR19   SMPX    CCDC106 EXOC6B
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BRCA1_DN.V1_UP  http://www.broadinstitute.org/gsea/msigdb/cards/BRCA1_DN.V1_UP  KRT18P51    CHAT    PHOX2B  KCNB2   RCN3    TP53TG5 NLGN4Y  LGALS9  TLX3    DENND1C IL1RL2  USP9Y   RNF122  HMGA2   SIX1    IQCA1   PRSS21  INE1    SLC16A6 STAR    LHX6    GAGE3   LOC79015    ETNK2   TIMP4   ASMT    FAM46C  CLDN14  ZNF423  PRAMEF12    LEPREL2 FCGR2C  TRPA1   GPR6    RPP25   CRYGD   CCKBR   AIM2    TTLL7   LOC79999    CD3D    C7orf63 SLC43A1 WDR25   HAAO    KLK8    APBB1   CNTN6   HIST1H3E    VAV1    LTC4S   ZNF682  CTNNA3  DNAAF1  TRGV7   LRRTM2  TNC ZNF780B ROPN1B  MAP2    IPW CCL27   PTPRS   ARHGAP15    NEUROD4 BTG4    TSSK2   RLN1    SHANK1  SMA4    SLCO1A2 ANGPT4  EXTL1   CD34    ZNF529  IFNA14  KCNJ16  RHOH    CG030   CTLA4   APOH    LDB2    THPO    GABRB1  LINC00260   LRTM1   TRPV6   HOXB7   GML FLJ20712    DAGLA   KCNH7   OSR2    TRPM8   RAG2    IL5 NKX2-2  SPO11   TACR3   SGCA    KLHL35  CLEC7A  MTMR8   CDX1    IGLL3P  LILRP2  CILP    DDX25   MYBPC1  CDKL5   FCGBP   B3GALT2 CHRNA6  PRKACG  CHD5    CYP2U1  PIP LRMP    CMKLR1  THBS2   IL17A   CD160   RPS2P45 NPHS2   GJA5    ISYNA1  CDH13   UPK1B   KCNA2   SP4 SLC16A4 DAZL    CLDN6   HIST1H2BJ   LOC652147   CDH22   PAEP    POU2F3  SLURP1  NEUROD6 GRID2
83
CTIP_DN.V1_DN   http://www.broadinstitute.org/gsea/msigdb/cards/CTIP_DN.V1_DN   CDH16   RNF19A  OXNAD1  MAOB    RNF125  C1orf183    GZMB    FAM169A CCDC82  LCN1    KCNC1   CD53    GPR144  CLMN    CA14    EDN1    PLA2G2A FLJ11235    HSAJ2425    MAPK11  PTGIR   CST4    DIP2C   NPHS2   TSPAN7  ARL5A   PYCRL   DGCR11  OLFML2A RBMXL2  CD7 TGM1    KIAA1199    CTNNBIP1    ECE2    IGSF9B  ZBTB22  ADCK4   FOXRED2 CDH22   ABCB4   CNTF    CCNA1   CAMKV   SACS    C21orf96    GPR19   RASGRF1 SCGB1A1 SLC35D1 KIAA1009    TAS2R4  OR1F2P  AMPH    PI15    LAIR1   HIBADH  PSORS1C2    ABLIM2  IL1RN   LRRC32  HIP1    SPRR2B  KCNH7   MYH1    BCAM    PKI55   WNT16   CRISP1  CMKLR1  CTF1    ANO1    CYP4F12 LOC643093   KPNA1   MORN1   OR10H1  RAC3    ZSCAN2  APBA1   CARD10  METTL10 EDEM1   MYH14   IQCG    CES1P1  INSL3   REEP2   PTGS1   ACOXL   SYNDIG1 IL12B   NAT6    ABI3BP  MYOT    SLC3A1  RNF186  EPB41L3 ZFY KLK5    IFNA5   CYBRD1  RUNX3   KNG1    C9orf31 PTPRZ1  PAX4    CYP4F3  CHST15  RGS11   NUPL1   GPR172B FAM46C  FMO5    TREM2   STAG3   TTLL3   NRIP2   MAGEL2  CX3CL1  SERPINB9    MGC12488    CITED1  HLA-DOB RPL13P5 PLEKHH3 KRT13   MGA HCN4    TRPC6   DDAH2   TFEC    KCTD17  ADAM15  CDKN1C  CASP5   ALX4    TYR NLGN3   TFCP2L1 LINC00328
84
CTIP_DN.V1_UP   http://www.broadinstitute.org/gsea/msigdb/cards/CTIP_DN.V1_UP   LAIR2   C16orf70    NCR1    ALPK3   KLK1    RPGRIP1 PCDHA5  SP140   S100A1  GRPR    MYOM1   APOBEC1 HTR3B   SMPDL3B HDAC9   KCNK2   GRID2   MED18   SNAI1   MTL5    CTRB2   RALYL   KCNB2   DKFZP434A062    OPN1SW  ADAM18  FGF21   COPZ2   ORM1    PER3    CD80    IFI6    HOXB1   IL8 TERT    PRPH2   TTR PPEF1   CCL20   ZNF528  PKD2L1  PTGFR   UPK1B   PDGFRL  PPP2R3B GNG7    SLC9A5  ODAM    TRAF1   SERPIND1    RND2    C8orf17 CTAG1A  BARX1   LIM2    CD22    PGLYRP4 GDF10   SLC16A4 BEST2   MYH6    SLC17A1 OXCT2   KCNS1   BCAN    BCL2L14 DXS542  EGFL7   KCNA5   PSG7    PPIEL   KLHL28  C1orf105    TNFRSF17    PTH1R   CLEC3B  CYSLTR1 TMEM22  LRTM1   HIST1H2AE   LIN28A  PNMT    NPPA    COL1A2  LGALS9  INSR    LMO1    C15orf38    MGC13053    FFAR2   ASPA    CTLA4   CHODL   DDIT3   CD34    MYF6    SHCBP1L OR2F2   BSPRY   KLRC4   ROM1    KCNC4   GEMIN7  NANOG   OR7E47P INA PMEL    RGSL1   WT1-AS  MIP APOB    TEK TUBB1   OLFML2B SALL2   CXCR6   FGF17   SLC43A1 ONECUT2 ZNF20   SCAND2  TSSK2   EFS LRRC37BP1   FSTL4   LOC643328   ZNF253  FAM153A CAMK1   KCNIP2  COCH    CST5    ADAMTS2 ACTA1   PRSS2   PDE6H   MMP8    TULP1
85
PKCA_DN.V1_DN   http://www.broadinstitute.org/gsea/msigdb/cards/PKCA_DN.V1_DN   PRKCA   FABP6   MGAT4C  SLC10A2 SAA1    CAMP    ABO HES7    DUOXA2  PARM1   SEC1    WDR5    DDX6    LARP7   RWDD3   BATF3   PLA2G2E CLEC4D  IGH@    MALAT1  ST6GALNAC1  MT4 ZNF319  SLC14A1 ETV3    TLR2    SAA2    NOP58   PCDHB15 CA3 GABBR1  DENND1B TMIGD1  ITGB6   PTK6    FAM198B MAP3K6  KCNIP2  CPT1B   HS3ST3A1    NEUROD4 COL25A1 MUC5AC  ADAM11  GAS2    CCL27   SIK1    KANK2   TXNRD2  ANKS1A  CABYR   ABCA4   KLHL1   RHOJ    AHSG    ALDH7A1 NUCB2   PDGFC   HK2 CD19    TNNI2   MS4A4B  CFD CD44    MYO1B   NANOS2  ABI3BP  UGGT1   BEX1    NKX2-1  MAGT1   ITGB7   ZEB2    APOF    ZC3H12A HOXC8   CKAP4   NR2C2   MSC IL36A   IGHM    SNTB2   MC1R    PIGO    FERMT3  SLC46A2 SHF GLDC    FAM86B2 NFIL3   TWF2    EXT1    GJB3    MBL2    ACOT1   DNAH8   OR52A1  ZDHHC1  BID SUOX    PSPC1   ECE2    ADM COCH    PRPF40A OTUB2   GATAD2B BAI1    RFX2    PLAU    NR1H4   POU3F4  SEMA6C  PROCR   CENPF   CP  SLIT3   TIFA    EAF2    MBOAT1  NFKBIZ  EIF4E3  SAA3P   CTSQ    SLC32A1 SERINC4 TMPRSS5 PSAT1   GBP1    SPRR2F  FANCI   ENPP4   EDN3    CD79B   IGHG1   KIAA1033    SYT12   DLG4    CYGB    WAS PARK2   TRPV2   CHST1   CFH WDFY3   METTL1  ZNF503  CLEC7A  CENPT   ZSCAN2  BCKDHB  EIF2C2  BARD1   IRX1    TTC36   PDGFRB  SLC1A1  SLC30A1 TNFRSF12A   APOC1   LPL GGNBP2  FXYD4   ZBTB7A  TRIB1   PYCR1   ARHGEF10
86
PKCA_DN.V1_UP   http://www.broadinstitute.org/gsea/msigdb/cards/PKCA_DN.V1_UP   PLEKHF1 RDH16   SLC2A2  AFP CYP2C18 CYP2B6  PRODH2  OR51B6  LIX1    LEAP2   SPTBN4  ACOT12  DLX1    ENPP3   CYP2C8  HOXB4   VWA1    SLC23A1 TCHH    ACHE    CES1    GSTA3   BBOX1   ADA PDK4    C3orf62 REG1A   GDPD2   FGF19   GATA4   PCK1    NR1I3   RTBDN   PSMC3IP WISP2   RBPJL   UPB1    AGXT    CRYGB   LECT2   GHRL    GPR155  TSKU    RETSAT  CD36    YJEFN3  UGT2A3  GLI2    RNASE1  LPO GSTA4   SP6 FMR1NB  NOS1    CASP6   MRAP    SEC14L2 FERD3L  SLC6A20 DBNDD1  CREB3L2 PER2    SECTM1  SLC27A2 LCT CDR2    EGR3    LTC4S   SPNS2   TET1    USP27X  TYMP    PIPOX   OAS3    TMEM135 CA2 ZFPM1   PAQR7   SLC5A4  UBD KIRREL  HLA-E   GNAO1   FBP1    RDH12   TUB GSTA2   SMPD3   SLC16A3 GSTM4   PTGDS   CYP11A1 ADORA2B FTSJD1  NRG4    CYP2J2  NXNL2   ZNF865  TPMT    FBLN1   PASK    TTI1    PROP1   MUSK    BSN CXCL17  KERA    LTB4R   SHISA2  PDK2    SGK3    SCOC    EGR4    CLEC4A  WNT10A  RDH5    SSBP2   DIO1    GSTM1   C16orf5 TREH    PSAPL1  ADAM3A  GALNT6  ALOX12P2    CABP5   ARSG    ZBTB7C  SLCO1C1 POMC    PPP6R2  MGMT    SLC7A8  NECAB2  S100G   ADRA1A  SLC23A2 G6PC    DKK4    GFAP    TMEM56  TPSB2   CYP2D6  TUBB2B  IL33    GSTT1   PACSIN1 ADCY3   SLC2A5  PLXNA3  DDX60   CELA3A  KLF15   SLC47A1 ORMDL3  OAS2    RAB30   LPAR3   CCL24   DHRS1   ICAM5   IL15    NXNL1   SLC20A1 NMT2    ZIM3    PPAPDC3 ELMOD3  TEF PHKA1
87
MTOR_UP.N4.V1_DN    http://www.broadinstitute.org/gsea/msigdb/cards/MTOR_UP.N4.V1_DN    RAG1    TXNIP   RAG2    NR1D2   DNTT    FAM13B  HES1    EVI2B   S1PR1   C11orf61    EVI2A   MIS18BP1    FBLN5   ANKRD36B    BTG2    NFE2    TRAT1   LINC00342   HIST1H2AC   FRAT2   DCAF16  CBFA2T3 WDR45   YPEL5   FRAT1   MME SPHAR   CCNG2   LTB H1F0    SYNE2   KIAA0484    ELAC1   GIMAP6  TMEM80  CD1E    KIAA1659    SUV420H1    HIST1H3H    BAALC   LONP2   AHSA2   C17orf48    PLCL1   DACH1   MARCH8  RCOR3   CD1C    RNF44   ADORA2A ZNF277  CCDC28A CLK1    KIAA1661    PDCD4   ANP32A-IT1  ZNF394  HSD17B11    HOXA7   SPRY1   IKZF2   HSPBAP1 CD52    ST18    CD1B    ALS2CR8 CLK4    SYF2    PNRC1   C5orf54 CAMK2N1 LRRC37A4    KIAA0754    LOC647357   LZTFL1  ZNF117  CYP2E1  GALNT7  ZNF34   KIAA1731    EPM2A   ERAP1   TRIOBP  GALNT6  CIR1    DPY19L2P2   BRWD1   DKFZp547G183    CEP68   MRE11A  NEAT1   CEP135  CLN5    CBX7    BRIP1   CUX1    KIAA0889    ARID5B  TRA2A   LRRC37A CD1A    HBP1    FAIM    SRGAP2  ST8SIA4 FOLR1   PCNXL2  ZNF124  KIAA0430    FBXL4   CHIC2   ZNF682  VEZF1   ZNF673  C15orf5 RYR2    C11orf95    SLC23A2 STMN3   IFT140  ZNF443  TRMT1L  PCMTD2  BCKDHA  ANGEL2  MNT CRBN    IGBP1   ZNF271  ECHDC2  MAML1   RPS28   XYLT1   ANXA5   ZNF14   ZNF268  MXD4    TPM2    BCOR    KAT2B   POLR2J4 HHLA3   SPATS2  ZXDC    TNRC6B  BIN2    C9orf69 SLC35D1 GCC2    SLC41A3 SENP7   FLJ42627    PBXIP1  ZNF711  ATF7IP  ELF2    TPP1    ZBTB20  SLC2A11 DMXL1   C14orf101   EFHC1   SCN3A   REL RAD51B  C3orf64 ZNF544  ZNF180  HIST1H2BK   ZBTB16  C1orf56 PTPRCAP SOS2    ATF1    GPA33   TM7SF3  ACTR8   HIST1H2AM   POLH    BBS1    TFPI    TRIM23  SMPD3   VNN2    ATP6V1G2    CCNE1   HHAT    MPHOSPH8    ZNF187  SENP6   KIAA0355    MEPCE   ING4
88
MTOR_UP.N4.V1_UP    http://www.broadinstitute.org/gsea/msigdb/cards/MTOR_UP.N4.V1_UP    CHAC1   ASNS    CTSG    SLC7A11 VLDLR   PCK2    KIF21B  BCHE    ATF3    TM6SF1  MFAP4   CYTL1   BHLHE40 CLIC4   BCAT1   IL21R   ANXA3   SEC24D  OPN3    SLC3A2  SAR1B   IFRD1   EIF4EBP1    PDXK    TUBB2A  ELOVL6  LDLR    DHCR7   GPR65   PYCR1   DLEU1   TBRG4   KIAA0020    IL7R    PIR RRP12   MAP1A   SLC6A9  ASS1    GOT1    CALML4  DDIT3   SQRDL   PSPH    IFI30   KLHL7   TIMM44  SLC39A14    LARS2   GAS2L1  CEBPB   SLC39A4 RIMS3   VEGFA   ARL4A   GALE    MGAT4A  HERPUD1 RIT1    EBNA1BP2    NANS    CD79B   LGMN    CHORDC1 PAK1IP1 CCBL1   SLC1A5  POLR3G  FAS CLPB    DDIT4   CARS    COASY   RRP15   RRP9    CEBPG   GUCY1A3 EAF2    ABHD6   ARG2    PTPRK   MCPH1   ADAM9   APOL6   OGN IDH1    ADM ULBP1   BATF    TRIB3   PECAM1  PLCB1   GFPT1   MSMO1   GBE1    BSPRY   SLC31A1 UGCG    ETNK1   CNIH4   FKBP11  COQ2    TFPT    ISOC2   E2F5    GALK2   MRPL39  PFKM    GK3P    FAM129A NFIL3   SLC7A5  ARL3    CDK16   C8B ASCC1   CCDC86  RPAP1   TSC22D3 EIF2B3  ACACA   RABEPK  PANK3   TRAF3IP2    GRM2    ZNF259  DSCR4   DDN CHUK    LIMA1   DNMT3B  DBN1    SARS    COX10   TTC35   GPRC5C  NUP155  NQO2    LPCAT4  PTS PCCA    ITK PHACTR2 VARS    ADARB1  SLC43A1 DOK2    ASPHD1  TSNAXIP1    FGF1    GTF2E2  VPS54   TRPM6   MAST2   GH1 OPRL1   MARS    GK  OBFC1   GLRX2   FAH SLC25A32    GCH1    HYAL3   SLC6A6  VPS33B  PLS1    BNIP3   SSTR2   CUTC    SLC4A1AP    TMEM135 STX4    YRDC    SYNPO   IDH3A   PHGDH   ITPR1   PJA1    OPCML   CDRT1   USH1C   SREBF1  SPRED2  MIPEP   RBM28   LHX2    ICT1    CAMKV   NME7    CASR    SLCO4A1 SDF2L1  E2F6    MRPL22  PDHX
89
PTEN_DN.V2_DN   http://www.broadinstitute.org/gsea/msigdb/cards/PTEN_DN.V2_DN   RPS4Y1  SEPP1   BMP4    FABP6   OGDHL   FRMD1   SCGN    NDOR1   LINC00339   ST6GALNAC2  DDX3Y   WIPF1   FES CEBPA   GPR3    RGS2    UNC119  MGA NEO1    CYP11B2 MID1    SPDEF   RBM4    PCSK1N  MAGOHB  BATF3   BAHCC1  NUDT18  NVL ZNF574  TEX13B  GFM1    COPZ2   APBB1IP HOXB13  TUBBP5  HCLS1   TRAF2   IZUMO4  PTEN    KRT7    ATF5    NR4A2   CYP20A1 FOXH1   DDX31   HIST1H4E    ATP11B  HOXC5   CORO2B  ANXA10  CCDC88C DYRK4   RIT2    CRBN    CCDC53  NRTN    BARX2   APOLD1  AP4M1   MT1M    CCDC132 TULP1   BAMBI   STMN1   MXD3    SGK1    REPS2   BCOR    SERPINH1    GPRC5C  SSTR5   TUBB1   TBX3    TRPM4   AKAP5   C8orf55 MAPK3   MRC2    CLEC7A  CBX7    KRT23   RIBC2   UCP3    ZNF446  ENTPD7  SPHK1   RASA3   PLEKHO1 SMAD7   ELANE   PRMT7   CCDC99  FAM176B C5orf13 DHRS2   KLHL11  PLAG1   ASB7    MAFK    NIPAL3  ZNF124  TACC2   MLL2    NOS3    OR2H1   SERPINA6    HBA2    ENC1    DLX2    ADCK3   ABLIM2  AHSA2   MAP3K5  BARD1   RECQL4  AP1G2   FRAT1   MEGF8   FANCA   IRS4    PVRL3   ARHGAP33    LOXL1   LOC645340   HIVEP3  FCAR    HIST1H3D    FGFR3   ZFY TGFBI   GUSBP11 TMEM176A    RPGRIP1L    HNF1A   ARHGEF40    PIDD    TERT    CRIP2   CHST12  CRYAA   RIC3    GTF3C5  KCNE2
90
PTEN_DN.V2_UP   http://www.broadinstitute.org/gsea/msigdb/cards/PTEN_DN.V2_UP   IL32    EHF BBC3    DENND2A CPA4    EMP1    OSGIN1  AKR1C3  MYL10   IL17A   GMIP    TRIB2   BUD31   LOC647835   GPR87   CCL16   KRT15   NAV3    LIPG    ARVCF   ZNF668  CEP41   CLPB    HSPB8   SERPINB5    TSHB    ARHGDIB SATB1   ATP2B2  TMEM127 SPOCK1  LCN2    ZNF549  ALDH1A3 ERN2    AGPAT4  PRKY    PC  ANGPTL4 CUEDC1  LAMA3   SAMD4A  GNA14   C14orf56    NNAT    RHBDF1  CTNNBIP1    KCNJ3   KLHL28  UPK2    COL13A1 NID2    PCSK7   OTUB2   KLK10   SERPINA5    DEFB126 BIRC3   SH3BGR  NOL4    CASP4   LOXL2   SLCO1B3 IL4R    PTGDS   SPAM1   TP53I3  ANO2    ZMAT3   CLIP4   ANXA3   THBS4   G0S2    CHRDL1  MIR22HG FYB PLAU    OR12D2  GPM6A   SPIB    CA5B    GK3P    CHAC1   C1orf20 GVINP1  SLITRK3 KRT75   IL1B    CHRM4   GLRA2   TNFRSF10D   JUN DGCR11  LIG4    GYS2    DNAJB5  UTRN    OVGP1   GRID2   GPR183  ST3GAL4 PQLC3   RND1    WT1-AS  PTGS2   VAMP5   TBX5    VPS13C  SLC2A4  AHSP    NAALAD2 SECTM1  CD86    MPV17   CEACAM21    ALDH1A2 IL8 MON1B   IL11RA  TNFRSF10C   PPAP2B  ARL4C   SLC1A3  HSPB7   ULK4    APOL3   HSPA4L  MC3R    KRT8P12 ARHGEF5 ANKMY1  RTN1    HTR1B   C12orf5 BNC2    IL7R    AKR1B10 ZMAT5   KRT32   P2RY2   LSP1    CSF1    LOC440895
91
DCA_UP.V1_DN    http://www.broadinstitute.org/gsea/msigdb/cards/DCA_UP.V1_DN    C19orf28    PKD1P1  TXLNA   NOL8    MYL10   ADM2    MED23   CST7    TCIRG1  TGFBRAP1    C1orf135    PTPRG   CPB2    NUDT11  SLC7A9  STAG3   KLHL1   NPIP    LRP5L   SNCB    NXF2    PIN1    LOC643326   KRT5    PPP1R13B    SPRR1A  PDE6A   SETD4   JOSD1   UPK1A   SLC16A10    RAB11FIP1   GMPR    LOC643328   MTRF1   MLL2    CLIC5   NACC1   VPS52   MARCH2  ENO3    PPP1R12B    C15orf29    WDR91   MAGEB3  NR5A1   C11orf61    PPCDC   TCL1B   LOC653326   SLC38A3 DHX57   LRRC37A2    DHX35   SETBP1  IPCEF1  TNRC18  SIAH2   GSDMD   ZAK ZNF248  PLA2G4C PEX19   N4BP2L2 MSH5    PDK2    PLK3    DCAF17  FGF9    YIPF3   DCAF13  LAT HR44    NUP62   POR SLC22A17    ATP10D  GPR137B CDON    CHEK2   SLC29A3 GPR19   SHOX2   MAGEH1  IFNG    CHST2   RNPEPL1 AGXT2L1 PHKG2   TG  TNFSF18 LONP2   SLC6A6  LRRC14  C2orf18 ABCA5   ANKRD2  TRIM52  SPC25   PES1    CX3CL1  ZKSCAN4 ZCCHC24 LIN7B   MATN4   IFNA5   RS1 ARHGAP15    SERPINB3    KIAA0894    SHMT1   IRAK4   NOTCH2NL    KRT24   KCTD3   RBM14   ZNF32   GPT TMEM115 FGR PKD1    AGAP2   RASSF4  ZNF652  CDH16   ZNF286A C17orf63    SKIL    PRPF38B LAMA3   OR11A1  ANAPC10 COL21A1 CA5A    ARHGEF9 ASPM    GRAMD4  NFASC   RASL10A S100A14 TCL1A   KRT1    PKP1    FAM204A GPR116  CTAG2   INSL5   NUMB    CMC1    ACIN1   ALK MGC2889 GALR3   MFGE8   RSG1    STEAP1B TRPM6   CDK5R2  PRRX2   HIST1H3D    CDK10   IGLJ3   SIRPB1  C10orf12    LOC646541   FLJ10038    SNX24   TBX6    MNAT1   SP140L  TAF1C   IP6K2   IL10RA  STARD3  CACNA1S MAP3K14 ACCN4   CNTLN   ZNF821  PPP1R17 POGLUT1 FUT3    RALGDS  GRID2   TDRD7   C1orf109    CNNM4   C2CD2L  NR4A1   ANKRD46 ZNF84   MCTP1   IRF2BP1
92
DCA_UP.V1_UP    http://www.broadinstitute.org/gsea/msigdb/cards/DCA_UP.V1_UP    IGLV2-14    IRGC    IFIT2   SMA4    TTC18   MAPK8IP2    ZNF117  MDK C1orf105    GABRB2  ANKRD53 CYP2B7P1    CRIP2   NPC1L1  SLC28A1 MCF2L   CATSPERB    LPAR3   CORT    COLQ    KLHL3   CD82    ELAVL4  LAMC3   HCG9    DNAL4   PHLDB1  ABP1    WNT2    SERPING1    PRO2964 BTN3A1  RAI1    NTN3    CTSG    ATP1B2  USP29   ZNF639  ZSCAN12 PTPRT   NRXN2   CLCN2   GPA33   GRIN2D  IFNA10  MYOZ3   CLPB    CUBN    CDC45   MCTP2   IGKV3D-15   LGALS7  HIST1H2BI   ZNF185  TTLL3   SPIN2A  AHSP    PLA2G2F ZNF750  KIAA0513    AK4P3   TNS4    WDR25   KRT13   FGF6    PRDM14  SLC22A14    SERPINA1    EFS GPR45   TEX13B  ZSWIM1  RIMS2   MOGAT2  AURKB   GLS2    GRIA1   WISP1   CCT8L2  WASL    CACNG5  GDPD3   PLAA    C22orf31    C17orf88    CA6 SARDH   BEST1   HTR6    DNAJC16 FMO6P   IL36RN  F2  ARHGDIG GIPR    OR3A2   OXCT2   PTGFR   USP6NL  IL23A   SHCBP1L GRM5    ZNF91   KLRB1   GARNL3  RNF125  CCDC71  CRYGB   OVGP1   AK5 CD27    TACR3   PAK1IP1 KIF17   IL8 PIGV    WNT16   CLN6    SNX17   LRFN3   TSKS    MYCT1   INO80B  RPRM    ACP5    USF2    BMX PRRG4   CD1B    RNASEL  COBL    CNGB3   LINC00341   KIAA1107    IL2RA   DNAJC28 ITGA8   DPP6    CASP2   SERPINA4    DEM1    RRP7B   KIR2DS1 ALG1L2  COPZ2   CST2    EIF3FP2 TYRO3   ADAM19  BFSP1   CD70    FGD1    MX1 VPS39   CABIN1  COPG2   ADARB2  LOC79999    LIMD1   CLEC7A  KREMEN2 INSL3   CETN1   BCAS4   EPHB6   ZNF157  ATF6    DCXR    HHLA1   EYA2    IRX4    CREB5   CYP3A43 HOXC5   ANKRD1  PQLC3   CCDC87  PNMT    TCEB3B  MIR600HG    TNNT2   CAPN11  C10orf10    RPE65   AIF1    FGF22   FRMPD1  MAPK8   HTN1    SIX1    SOS2
93
ESC_J1_UP_EARLY.V1_DN   http://www.broadinstitute.org/gsea/msigdb/cards/ESC_J1_UP_EARLY.V1_DN   BCL3    TAGLN   ETV4    SOCS3   ACTA1   SFN CTRB1   GAP43   TFEB    FGF17   KLF4    EGR1    GBX2    ANXA3   RRP8    GSG2    SPRY4   MYC AP4M1   ADAM23  TNFRSF12A   TMEM98  ANXA1   GPATCH4 RPP25   RIOK2   BMP1    ID3 RELB    VAX2    EDN1    WSB1    NSUN4   MRAS    FOXD3   MAPK7   RNASEL  NAB2    ZFP36L1 TGM1    C17orf96    SLC30A1 PQLC2   ZNF423  C11orf24    PPP2R3A ERAS    AMH B3GALT6 MAD1L1  QSER1   ZNF48   UHRF1BP1L   GTPBP5  ATF5    CYR61   LLPH    GSPT2   ARHGEF10L   TSPYL4  ENTPD4  ANGPTL4 ANXA5   TRIB3   HIST1H2BC   ZFP36   ZNF295  HDGFRP3 NUDT11  C16orf74    METTL13 BMP4    SLC35G3 LIMS2   ID1 GBP1    VWA5A   TREM2   MAPT    TLR9    STK4    UBE2J1  MYL9    LALBA   DNAJC30 CNN1    FGF18   PTPN22  LUC7L3  LAMA1   DAPP1   CORO2A  KRT8    RRP12   SAP30BP SLC16A2 KRT19   REM2    SERPINE1    STAT3   FKBPL   CIRBP   RNASE4  BMS1    EMP2    ZBP1    ZFP57   MDN1    REEP6   IGFBP3  VPS33B  ZNF35   DBR1    USP38   JUNB    KLF1    LTB TMEM121 PTGIS   MKI67IP UXT LGALS6  CNO RAB33A  FAM118B TRAIP   HYAL2   ARHGAP35    TCF15   NOL12   DUSP6   TRPS1   NAPSA   GBP2    BAG5    CENPB   DCLRE1B MED6    ADAP2   KLF13   TPD52L3 CA7 GNA14   CCDC59  MRPS11  DRD4    ERF LAMC2   INHBB   PPP1R1A KTI12   LPP PACRGL  TREX1   RECQL   CEBPD   C19orf48    CRYL1   BRWD1   MVK PPCS    FETUB   FBXO33  TLE4    APOBR   SYT12   PHB ZNF808  DIMT1   PAFAH2  DNAJC24 UBA7    TMC6    TGM3    ATP9B   RPS6KB2 RAMP1   DPYSL5  NINJ2
94
ESC_J1_UP_EARLY.V1_UP   http://www.broadinstitute.org/gsea/msigdb/cards/ESC_J1_UP_EARLY.V1_UP   ADM MYB NDRG1   C1orf210    RAB3IL1 CDHR1   NARF    NAGLU   GIMAP3P HEY1    C14orf37    SESN3   ADCK3   CRELD1  MEP1B   FAM134B CIDEB   NR1D1   ASCL2   ST5 PRSS12  DIDO1   PHOX2B  LOXL2   P4HA1   CXCL12  GADD45B AQP3    TMED3   AKR1C2  SERPINE2    POLH    PCMTD2  METTL20 DPP7    ZBTB16  TMEM38A DAB2    PRSS8   FXYD3   CD82    ABCG1   HOMER1  SIL1    DLL1    NANOS1  CYP2S1  KANK3   MKL2    AUP1    GADD45G DSCAM   CD47    TSPAN1  D4S234E HES6    RPL22   NAGA    CUBN    NLRP3   TEX264  PIGC    GDE1    CUL4A   KRT7    NCF1    GPX6    ANGPTL7 TRIB2   TRAFD1  PHF21A  NARG2   CPT1B   PCSK4   KIAA0195    PTPRCAP ADSSL1  RASL11B PTGER4  AMPH    MAG BTN1A1  LYRM5   LMBRD1  PIK3R1  STC1    CD33    SCRN3   NGLY1   DHRS7   C16orf62    TTR RB1 MPP2    C9orf89 EDARADD COLQ    NEK2    EMID2   C6orf105    CEACAM21    PCTP    FSCN3   FGFRL1  ZFPM2   SOX15   CDH3    IL36RN  PDK4    HIVEP3  HMX2    C14orf132   WBSCR27 GZMA    C10orf35    KRT13   KRTAP13-1   THRA    SEMA4G  APOC4   FMNL3   ALX3    A4GALT  NAGS    FGF14   P2RX4   ATP5S   NAAA    FAM116A BMP7    FLT3    LHX3    TMEM106C    PPAP2B  C10orf82    C9orf21 C19orf66    CDKN1B  BCL2L2  C19orf20    SLC22A13    C10orf54    GPT P4HA2   ACSS1   CPPED1  SLC24A6 IRX2    GPRIN1  NECAB3  TFF3    PDGFRB  SLC18A1 TLE6    MOCS1   CACNB3  C4BPA   TEX101  TYMP    ZIC2    GRINA   ENPP5   EVPL    CHRNB1  DBNDD2  DRAM2   ECE2    IL15    NHSL1   FOSL1   ZBTB7C  NME3    BNIPL   TXNDC16 NR1H3   EPHB3   CORO2A  ADCYAP1R1   SCNN1A  PDPN    HPGDS   CD68    TSHZ1
95
ESC_J1_UP_LATE.V1_DN    http://www.broadinstitute.org/gsea/msigdb/cards/ESC_J1_UP_LATE.V1_DN    ETV4    TRH ACTN3   BCL3    CALML4  RPP25   GBX2    NR0B1   FGF17   SLC27A2 TUBB3   NXF1    RRP12   ERAS    MDN1    GLI2    CORO1A  MYC SPRY4   PCOLCE  TGM1    SLC47A1 TCF15   ZNF423  PHB PARK2   SOCS3   GPATCH4 MRAS    CLTB    CRMP1   TDGF1   WDR83   PCOLCE2 DPYS    ANGPTL4 PLA2G1B ADAM23  GAP43   SNTB2   GEMIN2  GYS1    TFEB    TTC27   RIOK2   GLI1    INA NAA10   SLC1A5  GSPT2   E2F8    DLC1    CRCP    CCNB1IP1    STAT4   EVC XRCC5   RASGRP2 PSMA8   DOC2A   PDSS1   PDGFC   DHODH   SLC4A3  PASK    NAPSA   POLE    PPP4R1  FAM129A MVK EGR1    POLA1   ATG2A   GPX2    BHLHE40 ZNF428  MRPL18  MORC1   QSER1   SULT4A1 NNAT    DDC NEFH    DIMT1   ARMC6   C11orf61    ZFP62   ERCC6L  NGFR    GRASP   PUS7    ITGB7   RASIP1  EXOSC1  AMH PHLDA2  DNASE2  FGF18   EDN1    ECH1    ATPAF2  NSUN4   JAM2    DDX49   HELB    CD1D    CIRBP   LCK DBR1    SALL1   NOTUM   TLE4    KLF4    GNG3    UXT ICAM1   PTRF    AOAH    ZCCHC10 HARS2   WDR75   DAPP1   INTS6   NTN1    C3orf37 LMNB2   DNAJC24 TRPS1   MSRB2   MCF2    GTPBP5  MRPL19  C11orf20    SMARCD3 STK4    MKI67IP MAPK7   GFPT2   WWP2    DDX3Y   TAF13   RPP40   VEGFC   NPHS1   PPCS    C9orf30 FOXN4   CAMKK1  POLR3K  BMS1    TGM3    RRP8    C16orf88    TMEM121 TBCE    TRMT1L  HCK PIH1D1  TET1    ANKRD10 PTCH2   RNPC3   RRP9    TTPA    SOCS2   DDX27   PPIL4   NOBOX   TCEA3   SYNCRIP ETAA1   ACACB   SI  PIK3R4  PTGIS   HOOK2   PRMT6   MMP11   SFN VPS33B  TRAIP   TUBB2B  FAM169A ENDOG   MED11   TSPAN17
96
ESC_J1_UP_LATE.V1_UP    http://www.broadinstitute.org/gsea/msigdb/cards/ESC_J1_UP_LATE.V1_UP    TTR AFP S100G   APOC2   CITED1  TINAGL1 APOA1   APOM    FGB GKN2    CTSH    PTH1R   CUBN    NRK RBP4    HS3ST1  APOA2   MOGAT2  SPP2    SLC39A8 GLIPR1  SPINK1  TAX1BP3 HKDC1   ENPEP   PARM1   LGALS2  UGT2B10 B4GALNT2    FXYD3   APP GATA6   TMPRSS2 PRG1    ST5 MTTP    SLCO2A1 DAB2    CTSC    CA4 FAM134B TEX264  HTRA1   LGMN    CYP26A1 DPP4    ESX1    PRSS12  SEPP1   SEL1L3  APOB    PODXL   FOXA2   C1orf210    COL4A2  KRT7    ANKRD1  OCLN    SOX17   TMED3   DRAM1   FHL2    LMO7    GATA4   TCN2    FLVCR2  HNF1B   PRSS8   CRIM1   CHST15  ABHD5   C10orf58    WBSCR27 ID2 PHLDA1  F3  PARVA   H19 MORC4   ZDHHC9  GPX3    GPRC5C  DLK1    RAB6B   RNF128  FST FRZB    OAF P4HA2   SLC40A1 GYG1    FUT8    CRYAB   ARAP2   PGA5    FARP1   LMBRD1  CHRNB1  DBNDD2  MYO6    HMGA2   GRINA   DSP RAB33B  KLB SLC22A23    AMN SPOCK1  RGL3    P2RX4   CD55    LAMA1   IGF2    CYR61   RHOU    LAMB1   TFF3    S100A1  CAPN6   CTGF    UNC5B   P4HA1   GPC3    NAGA    PLXNB2  PTPN21  LOXL2   ATF3    ADAM10  HNF4A   MYL3    PCBD1   LXN PRICKLE1    LPAR3   RAB11FIP5   DAZL    PDGFRA  RNF130  BICC1   TGFBR3  IRS2    RAMP2   GADD45B PLA2G12B    BGN CITED2  ENPP5   TNNT1   TNFRSF12A   COL4A1  GKN1    CDC42EP1    SOAT2   ZFPM1   GSN HLA-DRB1    PCDH1   TUFT1   AMOT    SHROOM3 MYO7A   SGCE    MYO5B   TDRD7   RGNEF   COL2A1  KRT19   FOXQ1   GNG12   SERPINE2    PDIA5   GGTA1P  VAMP8   CLDN7   SEPN1   SNAI1   BMP2    WLS CIDEB   FGF5    VIL1    SESN3   IGFBP4  TPCN1   TFEC    CBX4    TEX101  NEU1    EFNA1   PEG3
97
ESC_V6.5_UP_EARLY.V1_DN http://www.broadinstitute.org/gsea/msigdb/cards/ESC_V6.5_UP_EARLY.V1_DN SERPINE1    ACTA1   KRT19   GJB5    SOCS3   TNFRSF12A   PTRF    ANXA1   ANXA5   TGM1    MRAS    LAMA1   SPINK1  TAGLN   BHLHE40 S100A4  BCL3    KLF4    HTRA1   KCNA1   CAV1    EMP1    KRT8    AHNAK   BGN COL1A1  IGF2    GYS1    SFN FBLN2   LOXL1   ANXA3   TNC CCDC80  GIMAP3P TM4SF1  SMARCD3 TIMP2   C16orf74    CAPN2   S100A6  OAF LTBP3   COL16A1 CALD1   NUPR1   CYR61   INHBA   FHL2    IGFBP3  SLC5A5  INHBB   FZD5    JUNB    YES1    CD37    CEACAM21    TSHZ2   T   TINAGL1 LAMC2   TTYH2   MYO7B   MGP GSN CPE NID1    CD44    AXL PMP22   DSP BMP4    RASSF8  PKD1L3  GBP2    KRT18   NTN1    HBEGF   ESRRA   SLC39A1 AQP3    FBXO6   ZADH2   ABCA7   SCARA3  COL4A1  LBP PARVA   AEBP1   SLC8A3  CALML4  COL4A2  PNRC2   NAB2    C3orf70 TFCP2L1 HES7    TUBB6   PLAU    CMTM7   ADAM21  KRTAP13-2   CDC42EP1    WSB1    COL3A1  CSRP1   ZBTB32  C16orf89    SERPINF2    PLCL2   COL1A2  GPX2    PBX1    ANXA2   LOX KRT17   KRT16   ABCA2   PRCC    BAG5    TGFB1I1 KIT IGFBP7  B2M TFEB    CCDC34  CTGF    VAC14   F2RL1   KLK10   SP5 MAPK13  SULT1E1 CRY2    BCAN    FBXO28  FGF17   CIZ1    SDPR    SLC41A3 B4GALT7 PCOLCE  GBX2    KIF18A  CARD14  SNTG1   MOGAT2  TRIM54  GPCPD1  UTS2    CACNA1E FGF2    DDHD1   CAMK4   GJB3    UBD DEGS2   BUTR1   STARD8  SERPINF1    GAP43   CADPS   KLK11   ALX3    TAS2R4  ZFP36L1 FAM198B COL11A1 FAP APP ALCAM   CFB
98
ESC_V6.5_UP_EARLY.V1_UP http://www.broadinstitute.org/gsea/msigdb/cards/ESC_V6.5_UP_EARLY.V1_UP OTX2    RASAL2  GATAD2B GADD45G RAI1    PHF21A  ENG POU3F1  LTF DEPTOR  ZMAT5   SYT8    FOXQ1   ARHGAP27    SPOCK2  WDFY3   FGF19   ENPP2   FGF5    MBD4    KLC2    KIF21A  SCAP    DLL3    VEGFB   PRKACB  ZNF771  HIGD1C  CYP27A1 SLC23A1 SGTB    MYB AZI1    NARF    TMEM121 C9  CGNL1   C5orf25 SUV39H2 SSX2IP  TMEM42  RPRD2   CSNK1G1 METTL20 SYT3    SASH1   TTPA    RYR3    SMPD2   CELSR3  WT1 CCDC164 ADAMTSL4    CORT    CHD7    ABCC6   DOC2A   NME3    LPAR4   GATS    SPEF1   SYTL2   ARID3B  SH3RF1  HTRA2   PCYT2   SLC35G3 DACH1   GSTT2   CCDC114 SP1 KCNC1   PRICKLE1    TERT    RNF123  FBP1    ZNF322  SEPP1   TNFRSF1B    HDAC11  PDZK1   GPR153  GRM8    MGA WNT3A   OTUD7A  TEX2    KLF13   OCLN    PTK7    NCOA2   SATB1   AQP2    MAGI3   ANKRD2  MBOAT1  VPS39   CCNK    ITIH3   NRL LEF1    GPRC5B  CBWD1   SLC29A4 GPD1    PMFBP1  TMEM186 IRX2    PSMB9   SLC16A3 CA4 PTPN23  EPB41   WIPF1   CLEC11A ATP8B2  LIPF    ARHGEF16    STIM1   PKDREJ  MLLT1   IFNA2   SOX11   TCEAL1  DLC1    LPP-AS2 CSN1S2BP    CACNG3  TMCO4   PCP4    BBX SLC5A11 LRIG1   TEX9    ZPBP    PURB    B4GALNT2    TNRC6B  FAM189B DNAJB2  EFNB2   ERCC2   ZNF286A GABRR2  ZNF865  F13A1   HIVEP3  ZG16    GDPD3   TMEM158 AIRE    MAST3   MARCH9  BMP10   CRAT    MDFI    EGLN3   ZDHHC6  HES6    IGSF8   ECE1    ACSS1   GPA33   OPRD1   LIMD2   RUNX1   AGER    PARP6   ARHGEF3 ARAP1
99
ESC_V6.5_UP_LATE.V1_DN  http://www.broadinstitute.org/gsea/msigdb/cards/ESC_V6.5_UP_LATE.V1_DN  CALML4  ETV4    ZFP57   TGM1    NEFH    GBX2    NR0B1   BCL3    SERPINE1    SEMA4B  PCOLCE  KLF4    RRP9    SFN S100A4  TCF15   MORC1   ACTN3   SLC27A2 MDN1    SULT4A1 RPP25   MGP ANGPTL4 AOAH    GPX2    MRAS    NUPR1   RRP12   GADD45A HADHB   FGF17   PLA2G1B ERAS    ZFP42   SMPDL3B SOCS3   OLIG2   GTPBP5  CCNB1IP1    TUBB3   PCOLCE2 MSRB2   RASGRP2 C16orf74    BGN KRT17   S100A6  ZNF423  TFEB    CLTB    BRP44L  TTC39B  C17orf96    WDR46   TEX14   RIOK2   E2F8    PSMA8   ZBTB8A  GJB5    ZC3H8   ANXA1   FAM169A GYS1    EXOSC1  ZBTB45  TM4SF1  DPPA2   ARMC6   PDSS1   MYC PDGFC   HES7    KAT6B   FBXO15  TIMP1   ZNF295  CBR3    ZBTB32  BID GEMIN2  PLK3    KIF18A  CRCP    ADA GIMAP3P LCK TRMT1L  PHB UFM1    MSC KAT2B   FASTKD2 ICAM1   CTH QTRTD1  ZCCHC10 FZD5    PTRF    C19orf48    GDF3    CRMP1   ZNF566  SEPT1   N6AMT2  GPATCH4 BNIPL   DEDD2   ZNF428  JAM2    NEFL    C9orf82 ESRRB   NOTUM   CD38    DAPP1   SPTBN4  DBR1    ECH1    TAF1C   CHAC1   TRIB3   VAC14   ZNF274  ZFP1    DDX4    FBLN2   PRX LOX DIMT1   DCLRE1B PRADC1  AVPI1   TEX19   PDE12   NPHS1   CBX7    POLA1   ATF1    ACACB   FAM208B AP4M1   TLE4    TCEA3   KLK10   SPRY4   MANBA   GGCT    KCNA1   DYRK3   DDX51   SGK1    ITGB7   INHBA   ZMYM3   FOXD3   PTCD1   NOL12   C16orf89    SPP1    INHBB   ACOT8   WDR75   MED29   BIRC6   GLI2    GJB3    C3orf37 GLI1    PRCC    C11orf24    GPA33   CBY1    PLEKHA4 RASIP1  LGALS3  BSCL2   RBM43   BDH1    EMP1    CYCTP   ABCA2   TMEM79  FTSJ3   TTYH2
100
ESC_V6.5_UP_LATE.V1_UP  http://www.broadinstitute.org/gsea/msigdb/cards/ESC_V6.5_UP_LATE.V1_UP  SLC39A8 CA14    FOXA2   CYP26A1 APOA1   TTR CITED1  S100G   TCN2    FGF5    APLNR   EOMES   CTSH    APOM    FOXQ1   COL2A1  MOGAT2  SOX17   VEGFB   P4HA1   CMTM8   NRK LOXL2   OPN3    FRZB    PTH1R   FGF8    MOSPD1  GATA6   OTX2    DAB2    NENF    HBG2    SOAT2   GPRC5C  C10orf58    CHST15  RAI1    GATA4   FGB PTPN13  CAPN6   SLC22A23    WLS KIF21A  EPB41   APOB    OCLN    GPX3    ZDHHC9  TMPRSS2 CA4 PODXL   RNF130  SPOCK2  CD55    DKK1    VIL1    GPC3    RBP4    PKDCC   SEL1L3  G6PC3   AFP SGCE    HBZ RHOU    DPP4    BAIAP2L1    FGFRL1  ARID3B  MFAP2   SEPN1   HBE1    APP CTDSPL  CDH2    NEPNP   MYL3    RECK    P4HA2   GYG1    NAGLU   GRINA   LHX1    CCNG2   PITX2   AMOT    SLIT3   RGL3    MYO6    SH3RF1  HPN EFNA1   MSX2    SCCPDH  KDELR3  MICU1   FOXA1   PRICKLE1    CYBA    SAMD8   PRSS8   SEPP1   BVES    ANKS1A  GATS    BBX LCP1    ARHGEF16    FBXL20  STX2    ARFGAP3 NUDT11  FAM134B SMPD2   RAMP2   C4orf34 BMP2    TINAGL1 RNF128  ZNF521  RIPK4   KIAA0930    ARF5    PLOD2   HEY1    PLAGL1  GAS1    HNF1B   KRT7    DCXR    GATAD2B FZD8    PDZRN3  GSC PDLIM3  CLDND1  SIX5    EGLN3   PCMTD2  C14orf37    COL4A2  FARP1   HEXA    H19 IMPAD1  APOC2   LIMD2   PARM1   H1F0    LPIN2   RASAL2  IGF2BP2 TNNC1   UNC5B   NDRG1   CUBN    POSTN   EVX1    SIL1    VAMP8   TMEM98  TNNT2   MYLIP   IER5    ZFPM1   MACROD1 FRAT2   TSPAN7  SLC27A3 LGMN    PRSS12  PLXNB2  LMBRD1  PURG    PRKACB  TRAPPC6A    SATB1   PRG1    NARF    FXYD2   FZD2    PJA2    FAM107B GRIK5   SPP2    MTTP    STX7    COL4A1
101
ALK_DN.V1_DN    http://www.broadinstitute.org/gsea/msigdb/cards/ALK_DN.V1_DN    IFI27   RHO SEMA7A  PCDH8   IFI6    CTRC    EGFL6   HPX GRM2    EFHD1   KIAA0509    STUB1   KCNN4   MAEA    NMNAT2  ABHD8   SPTB    IFI44L  NAT2    MYL10   CAMK2A  GPR162  TEX13A  FOS GPA33   SLMO1   PYY PSORS1C1    OR1D2   CST4    LOC51190    SERPINF2    PAX1    SLC28A2 IRF9    THSD4   AQP3    IGFBP6  CEP41   CTF1    CCR8    CHRM4   MX1 PRPH    LOC100288594    FOXA1   DPEP1   CNTNAP2 TRIM17  LGR5    SERPINI2    DLGAP2  MYH1    PENK    LECT1   BCMO1   ATP2C2  CD300C  LOC157627   ADORA3  DKFZP434C153    CEACAM6 GYPE    PROZ    DOK3    C16orf59    LPAR2   GSG1    HDAC9   LOC145678   ZFYVE26 TCP10   KIAA0408    VPS37B  UTY PTPRZ1  OLFM4   DOC2A   RBPJL   C17orf88    COL9A3  NDRG2   FXYD6   SEMA3E  UNC93B1 FGL2    USP46   AGRP    MIA RXRG    CRYAB   CEACAM7 KCNJ9   ST8SIA3 TIAM1   GRB7    ANGPTL7 HSPA1L  GCKR    PTPRF   MGC2889 C18orf1 OAS1    OR10J1  P2RX2   VAV1    VAV2    LCN1    KAZN    PPP2R1A DIO2    DNASE1L2    CLCA1   SLA ADCY2   FZD8    FLJ11827    PRDM14  GABRG2  PRODH   ZBED2   TTC38   EFNA2   ARID3B  PTK2B   RPL23AP7    CIDEB   CMKLR1  GPX2    C14orf102   CIC OPRD1   LOC100288903    ESRP1   AP1G2   LPA DNAJA4  ITIH2   CCDC81  GPR45   INPP5D  RTP4    SLC10A1 LILRA6  LINC00260   KCNC3   CASQ2   MTHFR
102
ALK_DN.V1_UP    http://www.broadinstitute.org/gsea/msigdb/cards/ALK_DN.V1_UP    DDIT4   SLC7A11 INHBE   FGF21   VNN2    GRM1    TRIB3   CTH VSTM4   CHAC1   GRPR    NTRK1   TREM1   SLC7A5  DMP1    SPRR2C  CRYGA   SPP1    PSAT1   OLFML3  DLX6    UNC13A  HLA-DMB PIK3CG  ADAM28  KYNU    LTC4S   FJX1    EREG    VEGFA   PDZD7   CATSPERG    ARHGAP4 DECR2   VEGFC   KRT81   SCN9A   RIBC2   PYY2    ZNF639  STC2    CH25H   CEBPG   GDF15   RBM17   CFTR    ZNRF4   CA3 TTLL2   THAP3   MLC1    BDKRB2  NFKBIL1 C8orf4  HMGB3P1 MRAS    FABP2   CCL20   PYGB    AMELY   RRAS    TBL1Y   PCK2    CCR7    ENTPD3  MTHFD2  CES1P1  EPAS1   ETV1    CCL19   OR10H3  FAM188A GRRP1   LIN28A  CXCL5   STEAP4  LYL1    FLVCR2  PNOC    CARD9   AIF1    SCN1A   PRDM1   BEGAIN  P2RX3   SLC12A8 FMO1    CCNK    FAP GNAT2   IL1R2   NNAT    AQP7    CXCR5   NOD2    FOXP3   UBQLN3  LOC646452   CTRB2   LOC650610   PROL1   STMN2   IGLL1   BMPR1B  IL6 FBXL8   SMPX    CLSPN   ACTL6B  ANGPTL4 GNA15   TFEC    TDO2    CHI3L1  RAB9BP1 FBXW4P1 B3GALT4 SLC1A3  ADAM12  LOC440792   SLC1A5  GDF5    EIF3FP2 MT1H    AQP9    TBX2    XBP1    SAA1    HIST3H3 CHST8   BST1    FLJ13310    LMX1B   ENPP2   CBS SLAMF7  SLC6A9  SPACA1  ANGPT2  MPO GALK1   CSTA    ASNS    SCGB1D1 CA2
103
BMI1_DN_MEL18_DN.V1_DN  http://www.broadinstitute.org/gsea/msigdb/cards/BMI1_DN_MEL18_DN.V1_DN  SLC17A6 PCDH8   IFI27   KCNJ16  PENK    TMEM176B    ID4 CDH10   A2M EFHD1   PCP4    GAS2    SEMA3E  FOS SLPI    LECT1   SCNN1A  MIA TMEM176A    APOE    DDX60   AQP3    CCKAR   PCSK1   IL1R1   IFI6    SLC16A4 ID2 SEPP1   TRIM2   CXCL14  EYA4    BST2    LY6E    IFITM1  CH25H   EPHA4   CLIP3   C6orf64 PDCD4   GPX3    AK1 C16orf80    IDH1    FLJ13197    C1orf54 METTL7A MCTS1   GTF2A1L BMI1    SECTM1  TCEAL2  NSF PDE5A   GAS7    SSPN    GNPTAB  DPYD    STON1   PEG3    NEAT1   OLFM4   SOCS2   KLHL2   MAP7    CRLF1   DPM3    IRF9    COL9A3  LMO3    C9orf46 CYTL1   KIAA1310    MXRA5   DUSP2   PNMAL1  COL14A1 TCEA2   WFDC2   SPINT1  RNF115  CA2 DYNLT3  PDE7B   CHL1    ABCA4   NR2E1   TMOD1   EDN3    REEP2   GPR137B CUX2    UBE2L6  VAV3    EPYC    API5    ERCC4   ACOX2   FCGRT   EHHADH  PROM1   CTSH    SOX2    KCNV1   PDE3A   PDLIM5  SPINT2  S100A4  PRDX2   OGDHL   ARSD    DOK5    NMNAT2  MSRB2   UNC5C   EVI5    SERPINI1    OSBPL10 PDE4B   LEPR    DLK1    MAOB    PPARGC1A    TSFM    TSPAN1  ZNF423  SEC31B  SLC4A4  ITGA7   SMR3B   HIST2H2BE   GPR88   NEFH    MTA2    DIRAS3  ESRP1   TTC33   ASPHD1  PIGN    LINC00339   PEX11A  NUDT9   SPAG16  HOXC13  CREM    ETFB    RBP4
104
BMI1_DN_MEL18_DN.V1_UP  http://www.broadinstitute.org/gsea/msigdb/cards/BMI1_DN_MEL18_DN.V1_UP  CSF2    CPA4    EDN1    CCND1   INHBE   PTHLH   LCP1    GFPT2   ADAM12  STC2    GAL PAPPA   TEK ITGA5   ITGB8   NAV2    LAMB3   ADRB2   FAP CLDN1   C8orf4  PDCD1LG2    GREM1   INHBA   KCNN3   ADM SLC7A5  FJX1    PLAT    LSAMP   ARL4C   ASPH    HBEGF   C21orf7 TNFRSF9 GADD45A FOSL1   TGFB2   MMP7    ITGA4   LHFPL2  JAG1    COL16A1 TNFSF9  CSPG4   CXCL1   SLC7A11 IL7R    ZC3H12A CHST11  NRP2    ATP13A2 CDH13   ADAM19  CD97    ITGA3   GAB2    KRT75   CSF1    VEGFC   FAM189A1    ABLIM3  HTR1D   LRRC15  LIF TFEC    NTM MLL ABCA1   VNN1    SLC1A4  HAPLN1  FGF21   TNIP3   SIK1    KIF21B  MICALL1 TNFAIP6 TIMP3   GDF5    C2CD2   PLAUR   MICA    NT5E    BST1    COL7A1  TUFT1   PIM1    RUSC2   F3  ITGB6   HAS2    C3AR1   TRIO    STX1A   PLEKHO1 C6orf103    FADS3   TNFRSF8 NPPB    PAGE1   TRIB3   IL1A    MARCH3  ATF3    CHST3   PIEZO1  MGLL    APBB2   NKAIN1  PIK3CG  TAGLN   SLC22A4 BIRC3   TMEM51  TACR3   WNT5B   VLDLR   ZNF639  BMP5    CDC42EP2    IL8 PSAT1   KCNN4   MT1F    COL13A1 SLC6A9  ANXA3   PMEPA1  SLC19A1 ARL4A   ADM2    PODXL   ARNTL2  OGFRL1  VEGFA   CRISPLD2    EHD1    ZEB2    WEE1    DUSP10  P2RX5   C2CD2L  SCML2   KLF7
105
BMI1_DN.V1_DN   http://www.broadinstitute.org/gsea/msigdb/cards/BMI1_DN.V1_DN   SLC17A6 TMEM176B    EFHD1   KCNJ16  FOS SEPP1   GAS2    API5    IDH1    IFI27   CCKAR   FLJ42627    DYNLT3  PLEKHA4 ID4 DPYD    SEMA3E  SFXN1   NMNAT2  STON1   CLIP3   TFF2    CYP11A1 PDCD4   BLVRB   C1orf54 PCP4    ZNF423  ABHD8   ETFB    PCDH8   PDE5A   VAV3    SOX2    DDX60   TMEM176A    CREM    PRDX2   HOXB13  SSPN    CDH22   KLF15   TSPAN1  SOCS2   TTC33   IL1R1   GPX3    MVP IFITM1  BST2    PID1    TRAF3IP2    GAS7    CITED1  GPR162  SH3BGRL SIM1    MAOB    TRIM2   ISOC1   TP63    GPD1L   PRPH    ESRP1   HIST1H4H    CLDN16  CA2 KIAA1310    NDRG2   EPHA4   SLPI    TCEAL2  SSBP2   RPS20P14    EHHADH  HIST2H2BE   CES1    CTNNBIP1    MGC2889 ARHGAP15    TRPS1   RXRG    LMO3    SNAI1   MSX2    SCNN1A  COL9A3  NENF    CHMP2B  MYH13   WFDC2   SUCLG2  ARHGAP12    IFI6    GTF2I   C17orf59    IFI44L  PNMAL1  GPR88   EEF1A2  WNT16   GTF2A1L ALX4    PDE4B   HIST1H3G    CAB39   HS6ST1  PLS1    DNAJC12 EIF4B   SNX4    ETV1    DOK5    TEX14   PIK3R3  LANCL1  SOD2    EGR1    PRPF6   ECH1    PADI2   COL4A3BP    MSRB2   CTAG1A  TRAPPC6A    TNP1    DCTN6   RPL18AP16   PLAC4   TNNT1   BRCC3   PPARGC1A    PEG3    TFAP2A  LECT1   FAM76A  LPAR2   S100A4  CHL1    WDR25   METTL7A BMI1    TSPO    C2orf27A
106
BMI1_DN.V1_UP   http://www.broadinstitute.org/gsea/msigdb/cards/BMI1_DN.V1_UP   PTHLH   EDN1    HAPLN1  ITGA5   FAP LSAMP   ADAM12  FJX1    COL13A1 TAGLN   SLCO2A1 CPA4    SLC2A6  ADRB2   LAMB3   CLDN1   ATP13A2 GREM1   TEK SLC7A5  GPRC5A  ITGA4   INHBA   TNFRSF9 MMP7    SLC29A1 CSPG4   GFPT2   CD97    LHFPL2  ACTA2   PIEZO1  COL16A1 GAL BMP4    HBEGF   CRISPLD2    CSF2    JAG1    CSF1    PDCD1LG2    C8orf4  NRP2    IL7R    TGFB2   LCP1    SLCO4A1 PLAT    TNFAIP6 SLC19A1 STX1A   MMP3    EPHA2   TIMP3   FKRP    MFAP5   TNFSF9  PSG5    GDF5    CTSS    DKK1    SLC1A4  BMP5    LTBP4   TIE1    SEMA3G  SIRPA   FGF21   SLC29A2 FADS3   ITGB8   MLL ANXA3   SRPX2   VNN1    ANPEP   CHST3   IGKC    ABCA1   VEGFC   CHST11  MICA    DHRS3   MFGE8   FAM57A  AGRN    TAP1    INHBE   TMEM62  CXCL1   F3  VLDLR   ITGB6   GABRE   SLC2A1  HAS2    LRRC15  CCL20   PANX1   FOXP3   PLXNA2  CTNS    TRIO    SLC1A5  FURIN   FLNB    KCNC4   PROP1   ASPH    FES MICB    COL7A1  ITGA3   TMEM51  STC2    CLSPN   BDKRB2  C3AR1   CDCP1   POMT2   CCND1   CXCR7   C2CD2L  CD82    MMP15   CSPG5   PODXL   LRIG1   NT5E    BST1    NOV FZD5    B4GALNT1    SLC5A6  LIF FGFR1   PAPPA   GPR172A ATF6    MARCH3  KRT17   HOXB1   PMEPA1  TNFRSF8 LRP5    VANGL1  LEPREL2
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MEL18_DN.V1_DN  http://www.broadinstitute.org/gsea/msigdb/cards/MEL18_DN.V1_DN  PCDH8   IFI27   SLC17A6 PENK    EFHD1   FOS TMEM176B    CDH10   PCP4    SEMA3E  AQP3    LECT1   ID4 STON1   CXCL14  KCNJ16  BST2    SEPP1   GAS7    AK1 SOCS2   C16orf80    TRIM2   GAS2    COL14A1 APOE    SULF1   MIA CCKAR   MAOB    EGR1    GULP1   PLN TMEM176A    CA2 OSBPL10 DDX60   IL1R1   B3GAT1  TSPAN1  EBF2    SMR3B   IFI6    PDE5A   LY6E    DPYD    DUSP2   EEF1A2  ACCN1   C9orf46 MAF TRAPPC6A    UBE2L6  GPR137B A2M PPARGC1A    TMOD1   PLEKHA4 VAV3    MAP7    PDE7B   PNMAL1  TCEAL2  PCGF2   IFIT2   EPB41L3 IFITM1  PID1    OLFM4   PEG3    CRIP1   CLIP3   SLPI    JUP TSFM    IFIT1   SCNN1A  MCTS1   EYA4    CUX2    DOK5    NTS CRABP1  DIRAS3  EGFL6   COL9A3  RGS2    FANCF   UNC5C   HIST1H4H    WFDC2   FAM46A  GPR88   GTF2I   BAALC   SLC16A4 PLCB1   C1orf54 TFAP2A  OAS1    HOXB13  DIO2    RBP4    DDC PTER    SIM1    ZCCHC24 FRMD4B  BAG3    ALDH6A1 IRF9    ESRP1   GPD1L   CDH22   ID2 SNCAIP  ATXN3   BLNK    SOX2    DMD EPHA3   PDLIM5  SKAP2   MVP SERPINI1    CREM    CHN2    SYT17   GTF2A1L PKP2    FAM115A MPPED2  NDRG2   KIAA1310    PDE4B   MGC2889 NMNAT2  PRPF6   GNG7    CRABP2  STK17B  SH3BGRL PIK3C2B GLS2    VPS8    PHYH    DLK1    PROM1
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MEL18_DN.V1_UP  http://www.broadinstitute.org/gsea/msigdb/cards/MEL18_DN.V1_UP  INHBE   SLC7A11 CPA4    SLC7A5  ADAM12  PTHLH   CSF2    TNFAIP6 GAL FJX1    KIF21B  CCND1   LTBP4   ITGA5   JAG1    KCNN3   EDN1    STC2    VEGFC   SLC1A4  MLL PAPPA   LAMB3   ASPH    LIF CSF1    GFPT2   TFEC    EPHA2   ADAM19  INHBA   STX1A   HBEGF   NRP1    IL7R    FGF21   PMEPA1  WNT5B   C3AR1   COL7A1  BDKRB2  PDCD1LG2    HAS2    COL16A1 TEK MEOX1   LEPREL2 GDF5    FURIN   PLAT    ARL4C   PLAUR   C2CD2   CRISPLD2    TNFRSF8 ATP13A2 TNFRSF9 MMP7    NRP2    P2RX5   CXCL1   SLC19A1 SPP1    SLC2A6  MMP15   CHST11  NTM TIE1    PIEZO1  FOSL1   FAP SRPX2   CA12    ITGB8   TNFSF9  SLCO2A1 C3orf52 AGRN    TGFBR3  SLCO4A1 CTSS    TMEM51  SLC6A9  NT5E    ADM LHFPL2  SLC1A5  ITGA3   CDH13   ITGA4   FADS3   SLC16A6 MT1F    CD97    SIK1    F3  GPR3    HLA-DQA1    VLDLR   TAP1    ERO1L   PYGB    MICA    ABLIM3  DDIT4   PLXNA1  TGFB2   CLDN1   C2CD2L  VEGFA   CSPG4   ITPR3   SLC29A1 CDCP1   FZD6    ZC3H12A CHST2   SUN2    VNN1    DDX11   KCNJ15  ABCC5   SLC22A4 GNB3    ECM1    STEAP3  MICB    TYRO3   GREM1   CD83    LCP1    COL13A1 LRIG1   WISP1   CLSPN   LPL HS3ST3A1    ENTPD6  C7orf54 CHST3   CACNG4
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PTEN_DN.V1_DN   http://www.broadinstitute.org/gsea/msigdb/cards/PTEN_DN.V1_DN   SERPINB2    PTEN    KRT81   CORO7   HLA-DPA1    KRT23   HLA-DPB1    RFTN1   PNMA3   CXCL11  FMNL1   ST8SIA3 TNR TAS2R10 PRKX    PTENP1  ATXN3L  SEMA4D  KIAA1024    NDST3   PRSS3   HMGN5   UGT2B17 ITGB1BP3    DNASE1L2    FST DGKB    PYCARD  IL19    TLE6    ARL17A  GNG11   SH3BGRL CD3D    C1QTNF1 ACOX2   SETD1A  C7orf10 WISP3   SV2B    GALNT14 C16orf45    SLC5A4  HMGCS1  NEB PIK3C2G P2RY14  HPCAL4  PAH HLA-DRB1    FGR ADCYAP1R1   SCN10A  IFNA21  TPPP3   PRSS2   LCP1    CHI3L1  CXCR6   SERPINB3    LOC646541   PON3    NRN1    ULBP1   FOLR3   RLN2    RFPL1-AS1   OPRM1   MGC12488    UGT8    PRTN3   HOXB1   NPPB    PRO1848 SPRR2C  ACSBG2  HLA-DRA ABCA6   MAGEC2  ZRSR1   CDO1    SERPINA10   CAND2   MAMLD1  SGCE    SERPINE2    B4GALNT1    FARP2   DMP1    TBX3    ITIH3   MATN3   GPM6A   C8orf59 MTUS2   CDH10   ANKRD53 MC4R    TMPRSS6 CLDN10  NR3C2   CYP4F11 MSX2    CA6 HLA-DRB4    MRPL41  KLHL28  IL17A   LIN7A   GABRB1  ATP8B3  FOSL1   ADAM2   SLC22A18AS  SLC14A1 ASIP    CDH11   FJX1    MLANA   VIM FLJ43663    CCT8L2  XK  ZNF667  LILRA6  TGFA    AGXT    RARRES1 KCNJ10  TBX1    DUOX2   SV2C    CAMK1D  CDH22   PROX1   HLA-DMA ZNF132  FBXO17  RTDR1   KRT14   HS3ST1  TSPAN7  EMP3    ZNF556  NOL10   KCNIP1  IL18RAP GJA10   ATG16L1 CD97    CCDC68  KLRD1   PDC WNT16   IL1RL1  ETV5    C4BPA   CHST10  CLDN14  BTBD18  CHST7   KCNJ4   ADCK4   HAAO    KCNMB3  ODZ3    SELL    PTPRCAP HLA-DQB1    CAMK1   EIF1AY  DEFA4   B3GALT5 FCN3    KIAA0087    PSMB9   ANKRD34C    LUM HIST1H4D    HEYL    INPP4B  LOC399904   CCL16   CPLX2   ALX3    OLFM1   TWIST1
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PTEN_DN.V1_UP   http://www.broadinstitute.org/gsea/msigdb/cards/PTEN_DN.V1_UP   EEF1A2  INHBB   NEUROG1 C16orf5 DMRT1   DOK5    PRR16   HSPA12A CCDC102B    B3GAT1  ZNF613  IFNA6   MIA ALOX5AP BMPR1B  HTN1    ZBTB10  MAN1A1  P2RX6   LYPD1   RASL12  H2AFY2  SLC30A10    TCHH    HTR2C   SCEL    PTPRZ1  CAMTA1  PRKAR2B GLT8D2  EPHA4   FCER1G  NYNRIN  HOXB2   DEFA5   C8orf17 KCNQ4   RBP3    CAPN11  TMEM151B    LGALS13 SPOCK1  BCL2L14 NR2F1   SSBP2   FGF1    HOXC8   SEPP1   AZU1    FNBP1L  C5orf13 CLPS    GEMIN7  GADD45G CNTD2   HIST1H1T    PCDHB12 GABRA5  SLC6A1  CYP11B1 IFNA4   TSPAN2  SHC2    MAL LPPR4   EVI2A   CSH2    PLCE1   INSL4   TCF7L1  MYOT    PGR CYP26A1 GALR3   ASPN    PSPH    KIAA0125    LAMC3   TUBB2B  MMRN2   C11orf16    WISP2   MYBPC1  UCHL1   PRDM14  ARHGDIG SIT1    BMP10   BAI2    ADRA2C  GGTLC2  TMLHE   GNAO1   PARK2   CYB5R2  ZNF22   PCDHA5  JAM3    FAM49A  EMID2   NAP1L3  CD27    HS3ST3B1    CD1E    ITGB2   NFASC   EDN1    IFNA17  HOXD1   RSAD2   CPVL    DSG3    OR1A2   GDF10   CDKL2   MYO15A  SPOCK2  FAM46C  SLC16A7 PFKFB4  HPR LHX2    KCNH7   IRF9    SLC26A4 CNR2    PTPRJ   C5  SPTA1   MOSC2   KANK3   RGS2    ASAP1-IT1   LRRC19  GJC2    VCAM1   C2  DEFB1   MEFV    NR4A3   CLEC1B  ATP6V1B1    RARB    MSC CYP39A1 EFNB3   PRG3    HHCM    GPER    CHRNB1  IL33    CELSR2  MSMB    TXNIP   RTP4    LOC644872   SLC9A2  COPG2   KIR2DL4 HTR1B   TONSL   TNNT3   TGFBR3  PRSS50  CLTCL1  ACSS3   KLK8    NGB MX2 JAG1    KLRC4   MAP3K5  LRCH1   COL15A1 KALRN   ADRA2A  SORBS2  TUSC3   BDNF    PDZK1   PAGE4   NTNG1   LOC642733   PAX3    BMP7    GAL3ST1 OSGIN1  AQP1    DCC SRA1    TLE1
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NOTCH_DN.V1_DN  http://www.broadinstitute.org/gsea/msigdb/cards/NOTCH_DN.V1_DN  CR2 ID1 HES1    GPR68   NOTCH3  SLPI    DDX4    ARSD    MYCN    CRH CCDC70  ABCB9   SPRY4   PPFIA4  LY6G6E  MRM1    ABCA1   FCN1    BAIAP2  FUT3    AIPL1   KLHL12  PSPN    WIF1    KLF2    RASSF8  C9orf3  FCGRT   TMEM92  LMTK2   ZBTB16  ITGA7   SHC2    SUSD4   TMEM132A    CD27    SPANXC  SLC45A2 SLN CA8 LPAR6   CNGB3   CHST1   CD82    LZTFL1  CST1    CLSTN3  ITGA9   CA4 AMOTL2  GZMB    GPR32   CPNE6   MYO1D   SH3TC1  HOXA3   LOC391427   MYO1E   TBX3    ALLC    IL11    RAMP2   CIDEB   KIAA0125    RCBTB2  TBC1D29 FAT2    TRPV6   LOC339524   MYO1A   TUBB2B  SLC28A3 GPR65   SEMG2   KCNE1   SP140   KCNA5   IL7R    VPREB3  CD209   MMP25   TM4SF20 MAGEC3  KRT9    TMPRSS6 CHRND   CRHR2   LY6G6C  IPO8    LHX6    C3orf18 MAPK13  KLF15   ICOS    VNN2    OGDH    VN1R1   EPB41L4A    PROL1   IGLC2   ORAI2   GNAT3   ZSCAN5A CYP7B1  TRGV7   CA2 RHO ZNF221  UTF1    NSUN6   OR2H1   ZNF74   FSTL3   DOC2A   HCRT    CXCR3   BBOX1   C15orf31    LOC57399    CLIC2   SPRR2B  ORM1    KCNA1   RPL39L  TNFRSF8 CRMP1   LGALS4  ZC3H12A CAPN10  GUCY1A3 CYP4F2  ID4 RAB3IL1 PPARGC1A    FIGF    E2F2    TRPC3   GUCA2A  PGLYRP1 MAN1A1  GPR15   CXCR7   DRAM1   ZFP37   PRO1621 MYO7B   SCNN1A  BCAS1   PTCRA   PBOV1   FAIM    KCNN1   SERPINE1    SELE    TNFSF10 PLAT    C6orf105    DNAJC3  GABRG3  IL26    GGTLC1  PHKG1   ATP8B3  HS1BP3  CHIA    FMNL2   DIO2    DLK1    DCLK2   POF1B   TFPI2   LRP4    IFI30   NID1    ACADL   SNED1   CCDC81  PKD2L1  ADCK4   PPIEL   SAMD4B  HLA-DRA INSM1   ARHGAP6 AKIRIN2-AS1 SHCBP1L CCNK    C3AR1   CEL
112
NOTCH_DN.V1_UP  http://www.broadinstitute.org/gsea/msigdb/cards/NOTCH_DN.V1_UP  RAG1    FARP2   ANKH    C1orf106    ADAMTS1 MEFV    SRGAP2  CDHR1   DAAM2   CDKN1A  GRIN1   PPEF2   KCNH2   ZNF230  TPPP    AMPH    IFIT1   TNNI3   NR6A1   STAT2   RHCE    LHCGR   CNTD2   WBSCR23 CRYGC   CRIP1   ZNF323  FKBP9   CCNA1   MN1 C3orf27 C6orf15 TFDP3   GABRR1  SLC5A4  SCTR    PGP LOC652147   CHRNA4  ABTB2   SLC17A9 KCNN4   ZFP112  RFPL1   DGKI    PROC    ODZ3    BARX2   RNF39   ANXA2P3 ANGPTL7 KLHL26  RRAD    NPTXR   COL4A1  NPY6R   MYF5    PAIP2B  P2RX3   CDHR2   CHST8   SLC9A7  MFSD6   FYB GNG11   SDPR    HSPA1A  KIF13B  UPB1    C9orf31 PIAS3   SPTBN2  BHLHB9  RGS2    GTF3C5  WDR7    INPP1   LCE2B   KCND1   PPP1R13L    RAB23   CPA2    LOC440334   STARD8  LMAN1   CRYM    HMOX1   RDH5    CALB1   TUBBP5  LEPREL2 SYT12   C8B CA5B    ANGPT4  LMO3    RAG2    CASKIN2 DXS542  RPS6KA4 CTF1    LOC651803   TLX1    PRKG1   PKDREJ  CDC37L1 TTC21B  RASGRP1 SCN8A   IQCC    GSTA3   HTN1    KLHL21  DLGAP1  DCLRE1A KRT8P12 CLMN    CPEB3   EFNA3   LDOC1   KLRD1   MTG1    FLT3    HHLA2   KRT18   TGFBR1  MAP3K2  FOXP3   PNPLA3  PF4V1   DPT RP2 GUCA1B  SLC30A10    GDNF    HABP4   NEUROG3 S100A8  HPCAL4  AGXT2L1 CLDN16  AIM1L   CTDP1   PLA2G7  PRKACA  ADAP1   TNS1    GPR56   KSR1    DHX32   FGF16   YBX2    ZNF671  OR10H3  BBS10   CDKL1   CIB2    ITPKC   TMEM59L RUNX2   FGF13   DGKE    CDKAL1  PRSS50  C9orf38 NEU2    SLC6A14 MAP3K1  ZBBX    SLC5A1  NME5    TGFB1I1 PIM2    C17orf88    ATP1B2  KCNK12  SETD1A  C20orf46    ZNF507  SLC39A4 NYNRIN  NPTX1   P2RY1   CPB1    TNFSF8  ESM1    EPN3    SSH3    NAT6    ATP8A1  ASB9    RANBP17 BTG2
113
EIF4E_DN    http://www.broadinstitute.org/gsea/msigdb/cards/EIF4E_DN    LRBA    SVIL    CLDN23  TPD52   KLHL21  ESRP1   PTGS2   MYH10   MIOX    TRIP11  FAS UBA7    ITPRIP  CWC22   FNDC3B  CTSC    VPS13C  SNAPC1  SH3YL1  CCAR1   APPBP2  FZD3    COL4A3BP    PTER    NPEPPS  KPNA4   DIP2B   FXR1    SCAMP1  EPDR1   STRBP   CYP1B1  TP53BP2 CASP10  KIAA0196    CLINT1  C2CD2   PLAU    NKAPL   NCOA7   SIK3    CNKSR3  UPF2    DENND2D FRMD4B  MMP9    CLTC    PHIP    TRIM47  OFD1    PRRC2C  FUCA1   SORT1   SEMA4D  TP53BP1 DCTN4   NCOA6   MCPH1   LOXL1   TP73-AS1    SDR16C5 SAA4    IQGAP1  MKL2    SQRDL   PDK4    PRDX4   MYO10   C3  C3orf19 TSPAN6  GALNT5  IL36G   ARID4B  PRMT10  RCBTB2  ALPK1   NEDD4L  ADAM9   SLC46A3 WDFY3   STAT5A  PARP8   ARHGAP32    TBCK    PLEKHA5 DOCK1   MGEA5   USP47   CD55    FAM160B1    TNIP1   ANGPTL4 LMO7    GATA6   MAP3K5  SGPP2   SAA1    RANBP2  EP400
114
EIF4E_UP    http://www.broadinstitute.org/gsea/msigdb/cards/EIF4E_UP    DNAJB5  PPCS    TALDO1  NDRG1   FBXO4   MRPS35  LAMC3   STRA13  TMEM11  FBXL13  KCNC2   HAUS7   CARTPT  PFDN2   ZNF576  IDH1    AHSA1   ZBED2   SNTB1   MTX2    C4orf37 SNRNP25 MGC50722    C20orf30    FN3KRP  MON1A   NPM3    C16orf91    MRPL17  MAP2K3  TAX1BP3 SSSCA1  ISOC2   FABP7   NUDCD2  SRXN1   VPS72   DPY30   FOXD2   MIRLET7BHG  DOM3Z   OSBPL10 MAPK8IP1    ATP5J2  PTS ANKRD16 EIF4A3  CKMT2   C16orf53    SNX8    VPS28   DEDD    TST BOLA1   NKX2-8  PNO1    METTL1  CNTN4   TUFM    CFHR1   UROS    ATP8B3  CAMK2N2 UBL4A   RSAD1   C6orf226    FAM65C  KLF8    UCHL3   MRPL30  LST1    GEMIN6  C8orf33 JOSD1   ACYP1   CHCHD1  VIPR2   MDH2    PMM2    NEGR1   MYH6    NOP16   BMP3    MS4A1   IL18    TP53I11 NTPCR   C6orf108    ITPK1   PRSS1   FETUB   RGS3    UBFD1   GTF2H5  CACNB3  SLC25A30    FKBP1B  AGXT2L2 TAF11   FAM117A
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CRX_DN.V1_DN    http://www.broadinstitute.org/gsea/msigdb/cards/CRX_DN.V1_DN    RBP4    TECTA   FABP7   SMOC2   TNFRSF12A   CADPS2  APOBEC2 TUBB6   RXRG    CCKBR   GFAP    SOCS3   MYOCD   SERPING1    INHBB   CEBPD   INSM2   SERPINA3    GULOP   TMOD1   PCOLCE  B3GNT2  NUPR1   NAB2    WWC1    RGL3    JAM3    GLYCAM1 PLEC    SLC26A4 LRRC4   S100A6  TMEM176A    GNG11   OSMR    STEAP4  BCL3    ANXA2   CHRNB4  KLF10   ACBD6   NFKB1   LXN GLIPR2  TRPC3   BACH2   DDX3Y   PLOD2   CHRNA3  JUNB    ATP8B2  FKBP5   LECT1   CDKN1A  CSN3    TRIM13  FRMD6   C1QC    DCAF4   ST3GAL3 RGNEF   INSM1   ACSS1   IRF5    SEL1L3  EYA1    PYCR1   TNNC2   KSR1    SMPDL3A CDH20   COL16A1 LAD1    HSD17B2 ZDHHC14 TLE1    CHAC1   CXCL13  EGR1    SPSB2   TCTE3   MYOZ1   RNASE4  FMO3    TAGLN2  LIX1    TIMP1   CLRN3   TMBIM1  FABP5   LIN28A  SLC22A7 H6PD    PTER    CAPN12  SH3BP4  CD44    CEBPA   EFNA1   SPG21   DHX32   SKAP2   RAI14   HNF1A   PLAT    PRDM1   FMN1    ZNF474  MFSD4   NAB1    KDELR3  TNFRSF13B   TGM2    C1QTNF6 CALCA   PHOX2B  CRYBG3  CEBPB   DUSP16  CTNNAL1 SEMA5B  PHOSPHO1    LDB1    CAMK2B  GDAP1L1 FOXD1   MPP6    PCSK2   PPP1R14A    GHRH    MAP3K8  S100A16 COL4A2  FUT4
116
CRX_DN.V1_UP    http://www.broadinstitute.org/gsea/msigdb/cards/CRX_DN.V1_UP    OPN1MW  AQP1    RNF207  KCNJ14  RS1 WISP1   SH2D1A  PDE6H   ARG2    NXNL1   ANKRD33 PDIA5   GUCA1B  REEP6   TNFAIP3 OPN1SW  HCLS1   HSPA1B  VTN MEF2C   CABP4   SLC17A1 ESRRB   KCNE2   PRPH2   SERINC4 ALPL    GPSM2   DOHH    PLEKHF2 GAS7    SNTG2   SLC24A1 PFKFB2  RPGRIP1 RTBDN   GNAT1   DPF3    PPAP2C  MC1R    COL19A1 GRTP1   PPP1R42 RDH12   POLG2   RPE65   ARHGAP10    WDR31   IER3    BUB1B   RGR KRT18   SGCG    GCKR    CLDN7   WDR78   SELENBP1    C14orf37    LOC253039   CDR2    FAM161A FAIM    DOCK8   TMLHE   RCVRN   SNTB2   SLC25A25    LLGL2   MYLK    XIST    HSPA1A  ABCA4   BST1    RDH5    C16orf74    BMP15   ALPK2   TMEM229B    MDM1    KLKB1   RHPN1   DHH PLA2R1  UBXN11  PPP3CC  AGR2    CSGALNACT2  TMEM27  STRA6   NRM INSL5   STK17B  PAQR4   TCP11   SYNPO2  NXNL2   B4GALT1 ST8SIA1 STK35   RNF123  CKMT1A  SH3YL1  NAT1    OSGEP   DUSP14  ONECUT1 MMP23B  GRK1    DDHD1   RABGEF1 PDE6A   CCDC107 GPSM3   JAG1    TMEM218 PTPN21  UBTD1   C11orf9 FAM107B SNTA1   TRAFD1  TMEM35  RAD51   RANGRF  PACRG   BATF2   FAAH    ZFP57   ZDHHC12 BCAR3   SP6 GZMM    TTC39C  CCDC64  SUV39H2 TAOK3
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CRX_NRL_DN.V1_DN    http://www.broadinstitute.org/gsea/msigdb/cards/CRX_NRL_DN.V1_DN    ERMAP   TMEM87A FABP7   ADRB2   TNFRSF12A   TMEM158 PDIA3   EYA1    MYOCD   CCKBR   WWC1    RERG    CHRNB4  INHBB   CAP1    TNC CNGB3   RASGRF2 GULOP   RGL3    SMPDL3A ARPC3   RBP4    PTER    GDPD3   ATOH7   EGR1    ENC1    MTNR1A  TRAPPC3 JAM3    ELOVL7  RTKN2   SDC4    MFNG    PRDM1   ADAT2   NR4A1   RNF149  BSPRY   RNF25   PTPN13  TNNC2   HRASLS  CPLX2   DFNA5   INPPL1  CHRNA3  FAM134C KIF5C   C19orf39    CCDC23  MYBPH   C14orf132   KLHL1   HS3ST1  HIST3H2BA   DNAJC9  NMBR    AP2B1   RAB27B  PLEC    CITED1  METRN   GTF2I   DDX3Y   C11orf52    IL17D   QSOX1   ZNF316  PRMT1   XK  SLC26A4 RXRG    ZNF146  SPINT1  CLIC4   LRRC4   ACBD6   INSM2   KAZN    SALL3   NTNG2   GABRA2  FRMD6   PNP BAMBI   U2AF1   FZD5    LSM12   TNPO2   TSPAN33 GGT7    FMN1    PYGM    NTN4    MFSD4   SGCE    BAX NIN PVRL3   SLC25A13    PAM TMEM106B    ZNF600  GPR124  NFKB1   ECE1    ELOVL2  D4S234E RASA2   HEBP1   HES5    CLPB    GREB1   ASPH    MINA    CRYBG3  ABCC9   GABRA3  DPRX    CDH20   CAMK2B  GRIK2   TCAM1P  MCART1  RREB1   CTBS    RBP7    A2LD1
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CRX_NRL_DN.V1_UP    http://www.broadinstitute.org/gsea/msigdb/cards/CRX_NRL_DN.V1_UP    NRL CNGA1   GNAT1   KCNJ14  OPN1MW  RHO ESRRB   SLC24A1 NXNL1   PDE6A   AQP1    WISP1   SAMD11  CDR2    RNF207  LRRC2   PPARA   ALPL    EDN2    REEP6   DRD4    NR2E3   PLEKHA2 CABP4   PDIA5   SH2D1A  RHPN1   BUB1B   GPSM2   EPS8L1  POLG2   ARL4D   SLC16A6 DHRS3   ARHGAP10    PPAP2C  HSPA1B  COL19A1 ANKRD33B    IMPG1   ZFP36L2 GRTP1   ARG2    MEF2C   RS1 TNFAIP3 PLA2R1  KCNE2   RFX2    CCDC64  SNTB2   TNIP2   SNTA1   SNTG2   B4GALT1 BST1    SEC14L2 TTC39C  DOHH    IER3    GAS7    MEST    CDKN2C  MYO7A   HCLS1   DPF3    REC8    GFAP    SLC25A25    MLF1    PPARGC1B    CROCC   LOC253039   KLHL36  PIP4K2C MC1R    GUCA1B  ST8SIA1 EXT1    CRYGB   DIAPH3  LLGL2   XIST    FXYD6   PTPN18  FAIM    ZC3H3   ABHD14A TNNT2   WWTR1   HSPA1A  TAOK3   RTBDN   SLC5A5  KCNB1   C10orf99    DHH SYTL1   CKMT1A  RNF123  SLC16A3 ZDHHC12 SLC29A2 NXNL2   ATP8A2  ACVR2B  MOGAT1  C10orf47    SERINC4 TCP11   CRYBB1  AHRR    BBS9    SAP30   NRM PCOLCE  CTIF    CCDC107 BEST2   RDH12   BCL2L11 GALNT10 ABCG4   UBXN11  PAQR4   GADD45A STK17B  PDE8A   PSD TFF3    PPP1R42 TENC1   ST3GAL1 CAMK1D  PRKAB1  ARMC1   TNNT1   MLL3    KCNN4   SSBP4
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NRL_DN.V1_DN    http://www.broadinstitute.org/gsea/msigdb/cards/NRL_DN.V1_DN    FABP7   CLCA3P  PDIA3   CCKBR   CNGB3   BSPRY   RGL3    QSOX1   GULOP   ARPC3   NR4A1   RASGRF2 EN2 MYOCD   SLC8A3  WWC1    TRAPPC3 NFKB1   RNF25   MOXD1   JAM3    ARHGDIB AP2B1   MFNG    DFNA5   CPLX2   ADRB2   DPRX    FAM134C RXRG    ACBD6   HRASLS  ERMAP   GTF2I   SMPDL3A WDR31   EYA1    METRN   PIK3AP1 SOCS3   ZNF146  PRMT1   PLEKHH2 ECE1    HIST3H2BA   C19orf39    DNAJC9  INPPL1  MPP6    ORAI1   KIF5C   GZMM    GREB1   D4S234E C11orf52    PNP GABRA2  U2AF1   CLPB    PRDM1   GJD2    TOM1L2  GPR124  RNF149  ST3GAL3 HES5    BAX LMNB2   SLAMF9  CTH ZNF316  ABCC9   ELK3    TRIM17  CASP7   PDE1C   IL17D   GGT7    FKBP9   CLIC4   ALDH2   HARS2   MOGAT1  IFITM10 PLEC    ELOVL2  DYSF    PTPN13  ADRB1   CRYBG3  NOXO1   TUFT1   PARVG   MINA    TTLL1   CDT1    DYNC1LI1    CALCA   ATE1    BMP15   ABHD3   BBX CLIC1   SUPT16H ABCB4   DIXDC1  TMEM158 USP25   RGS20   TMED9   BST2    ATOH7   MAP6    PRKCQ   TSPAN33 RNASE4  RAB8A   RASA2   DPP8    CTBS    CCL2    SLC25A13    PECAM1  C14orf132   GLRA1   SLC7A3  GLRA3   SALL3   LAMTOR2 TNPO2   BMP5    TC2N    ATP2A1  EPM2AIP1
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NRL_DN.V1_UP    http://www.broadinstitute.org/gsea/msigdb/cards/NRL_DN.V1_UP    CNGA1   NRL GNAT1   NR2E3   KCNJ14  WISP1   RHO ESRRB   AQP1    PPAP2C  PLEKHA2 SLC24A1 PDIA5   PDE6B   SH2D1A  SAMD11  POLG2   RNF207  LRRC2   EDN2    SLC16A6 COL19A1 LMO1    RFX2    GPSM2   DHRS3   TNFAIP3 ZFP36L2 CDR2    PDE6A   SPEN    PPARGC1B    MEF2C   EBPL    EXT1    REEP6   ALPL    MC1R    GALNT10 C10orf99    BST1    ST8SIA1 PCOLCE  GADD45A MLF1    ST3GAL1 PPARA   MKNK1   FAIM    SNTA1   CALU    TFF3    CCDC64  TNNT2   SEC14L2 DPF3    GRTP1   TTC39C  LAD1    SNTB2   GAS7    PRM3    IMPG1   C10orf47    ACVR2B  GRIK5   TCP11   CALN1   ARMC1   GRIP1   KLHL36  STK17B  PLA2R1  KCNB1   HAS1    LLGL2   RHBDL3  POLR2A  RHPN1   NME4    NXNL1   CCNA2   TRPC1   SHISA2  BCL3    DUSP14  GNB1    SNTG2   ATP8A2  ARHGAP10    FOXH1   TAS2R4  ZC3H3   ARG2    NLGN2   MLL GALNT7  SLC29A2 IGFBP5  STYX    CDK5R2  SAP30   NGDN    BCL2L11 DIRAS1  AHRR    PPP1R3A TAOK3   CLDN23  PTPRCAP MLL3    CNOT3   PLAGL2  BBS9    SCN2A   KCNN4   TNFAIP2 EML3    CRYGA   ELAVL3  IRF6    B4GALT1 SOX15   HIC2    CSDC2   STK35   CTIF    STARD10 NUF2    APC2    SEMA4G  SLC26A8 PLEKHF2 IL1F10  ZDHHC6  SUPT6H
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RB_DN.V1_DN http://www.broadinstitute.org/gsea/msigdb/cards/RB_DN.V1_DN BHLHE40 CHAC1   HIST1H2BC   SQLE    TNC AGRN    TMEM66  PLXNA2  ADAMTS1 CREB3L2 MOXD1   IL33    NDRG1   EIF4E   LGALS9  CST9    ADAM12  RPS2    DKK3    MVP DDIT4   BST2    DYNLL1  DUSP14  HSPA5   WNT3    TLL1    GADD45A NEDD9   HIST1H2BD   CD9 SH3BP5L SLCO2A1 BNC1    TMCC3   PSME1   MSMO1   DDX3Y   FEZ2    KRT8    DDIT3   COL18A1 CCRN4L  PPBP    RB1 FURIN   UROS    TMEM140 NFIL3   GJB2    C5orf62 IGFBP3  CALCB   S1PR5   LAMB3   SLC7A5  SEC23A  GOSR2   PDGFB   CAV1    NSDHL   ANXA6   FHL1    S100A16 PSMB10  BCCIP   MMP13   TUBA4A  CTNNAL1 CISH    CDIPT   ST8SIA2 TMEM50B DNAJC4  TMEM42  NKAP    KRT7    MMP9    CELSR1  C10orf99    MICAL2  F2RL1   RASL11B HS3ST1  CAP1    AGR3    TTC15   ARL1    C18orf32    CYTH1   FLNA    P4HA1   PDCD6   BASP1   SLC7A3  ANKFY1  FAM102A MYADM   LAMC2   LIFR    H19 UNC119B CTSC    ANKRD40 EFTUD1  LAMTOR3 LMAN1   STC2    SERP1   ATF5    UBA5    CDC42SE2    RHOV    CXCR7   SERPINB1    IRX4    LRRC4   USP18   CD44    ANXA11  KIAA1161    STARD3NL    PPP2R1B PSME2   PRKAR1A PMVK
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RB_DN.V1_UP http://www.broadinstitute.org/gsea/msigdb/cards/RB_DN.V1_UP PMM1    DCXR    NME4    DAK SLC7A7  C14orf159   MRPL45  ADA SPOCK1  TIPIN   GNB1L   THRA    ZSCAN22 FXYD6   EPHX1   ZFP30   MRE11A  CTC1    RPA1    NOXO1   POLD4   SULF2   AKR1C3  SLC2A8  DDIT4L  C9orf169    IL36RN  TPRA1   DNMT1   CRIP2   BTG2    FAM92A1 TMEM54  PCBP2   IFT27   MCM6    GCLM    MCMBP   CCNE1   SLC35B2 SPICE1  EI24    CTDSP1  ARTN    PALMD   HAT1    DSN1    ARHGEF40    MDM2    AHCY    DUOXA1  RFC3    BBC3    LYNX1   SLC2A9  HEATR5B NUMBL   RAD54L  ID1 NUDT5   HEY2    RP9 PRKCE   C12orf24    PRKAB1  CCNE2   LAGE3   VPS16   TNFSF9  TGM1    TNFRSF18    RAD51C  SNAP25  ZW10    DNAJC9  MANSC1  CCDC88C AAAS    FBP1    PEX11B  POLE2   STUB1   ZBTB2   ALPK3   SLC24A1 NANS    TYRP1   C20orf27    MAN1B1  PRIM1   DNA2    BAZ1B   PMS2    ACOX3   IER2    FAM118A SLC25A42    STMN1   TUBG1   MCM7    PCDH10  C17orf79    DCT MRPL49  PPM1M   PDXP    SMARCA1 PLEKHA6 GANC    TIMELESS    ST3GAL4 MYC ZNF688  PLXNB2  PLA2G6  ZBTB8A  SFRP1   CLN6    GRM8    MSH6    SLBP    PCNA    TTI1    OVOL2   SIVA1   EMR1    GAB3    PKHD1   DNASE1L1    MAPK13  UBE2T   LCMT1   RRM2    UCK1    GRB7    HES1    NXT1
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RB_P107_DN.V1_DN    http://www.broadinstitute.org/gsea/msigdb/cards/RB_P107_DN.V1_DN    TXNRD3  MBNL3   NSUN2   RARS    STX7    ACP5    GJB2    NFE2L1  ELOVL6  C4orf43 BDH1    PMM2    EFTUD1  EIF3C   PINX1   NARS    SLPI    LAS1L   NUCB2   AP3D1   NRBP1   TDRD7   PRND    COG6    ELOVL1  PGD NMI BLCAP   TPRG1L  UNC119B RHOU    COASY   HIST1H2BC   ANXA1   CTSL1   TLR2    BIN3    SIGMAR1 GUCA2A  SRI PDCD6   UBE2G2  GBE1    LPAR3   APTX    IARS    LACTB2  BCCIP   S100A16 SCD PTPRE   CAP1    CRABP2  SLIRP   DAD1    POMP    PIK3R4  ANXA4   HSD17B12    PLEKHA7 KRT7    CXCL12  STAT6   MYO1D   CCDC90B DDIT4   RSRC1   TXN2    GNG12   LPGAT1  MOGS    C3orf70 PANK1   PEX3    RDH11   S100A8  S100A9  RNF25   AIMP1   NIPSNAP1    EDN1    NFE2L2  GALNT11 UBA5    ARL1    DYNLL1  AARS    PLK3    PAFAH1B3    NME7    POR ACADVL  CLIP4   ERCC3   TARS    SAR1B   GLRX    DGAT1   LPCAT3  BSDC1   C10orf99    UROS    ARPC1B  CHAC1   PPBP    PTPN9   C9orf103    C6orf203    HIGD2A  POLR1E  POLR3G  COQ9    RBM8A   CBR4    PEX19   KRT18   PHF8    KRT79   COA5    AKAP9   SERPINB1    UBE3B   SPG11   GSTA4   SYTL1   PRSS12  KIAA1147    PPA2
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RB_P107_DN.V1_UP    http://www.broadinstitute.org/gsea/msigdb/cards/RB_P107_DN.V1_UP    PRC1    PAQR4   BICC1   COL1A2  FBLN2   SNCG    PTMA    FSTL1   SI  RFC3    CDK2    MAD2L1  CDC25B  TCF19   NCAPH   TRPV2   RPA3    WDR90   LGALS3BP    PCNA    DNAJC9  LOC202152   RRM2    RPL39L  CHAF1B  MFGE8   CDH11   COL5A1  CENPH   GMNN    MCM6    COL6A1  NAA40   ACTG2   CENPK   ANAPC11 RRM1    EDN2    PRDX4   TEK FEN1    KHDRBS3 MCM7    H2AFV   E2F1    HMGN2   CD81    NXT1    TAGLN   COL1A1  SYCE2   HAUS8   NCAPD2  RDBP    SRPX2   KIAA0195    FBLN5   ORC6    CDC45   DHFR    POLE2   ASF1B   PRIM1   NRM BGN CES5A   STMN1   H1FX    UBR7    TSSC4   RPA2    GSTM2   IPO9    CCNF    VEGFB   TUBG1   COL6A2  TCFL5   RPA1    COX6B2  CDKN1C  WDHD1   CCNE1   TYRP1   SLIT3   GTSE1   POLD1   CD248   RBPMS2  PCOLCE  FBN1    DUSP1   CCNE2   FANCA   PIDD    LYPD1   KIF4A   TRPM1   HEXDC   PML BLVRB   RHEBL1  MCM5    SPIRE2  CDH2    SLBP    KCNA1   E2F8    FANCL   EFS FKBP10  RFC5    LIG1    LOXL1   INCENP  CA2 BEX2    ETHE1   PATE4   LCK C3orf37 SERPINF1    TMEM119 SIVA1   RFC2    DCLRE1A ABAT    NSMCE2  COL16A1 S100A4  SAMD10  GINS4   DNA2    POLE    MCM2    PRIM2   DYNLT1  TMEM45B DCT MRGPRF
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RB_P130_DN.V1_DN    http://www.broadinstitute.org/gsea/msigdb/cards/RB_P130_DN.V1_DN    USP18   C2orf18 STAT1   APPL1   SEC23A  SELK    ARRDC4  KLK6    GPCPD1  PNRC2   IDH1    TMEM87A C3orf70 SLC2A1  TXNDC9  IDI1    KRT6B   CTSB    DDX46   LIFR    AKAP9   ANKFY1  CTSC    RASA1   PARP9   DSTYK   DNAJC1  COPB1   TXLNG   OLR1    PYROXD1 RRAS    DYNC1I2 ATAD1   KRT1    IFITM10 HK2 DDX1    HSPA1B  EVI5    TMEM140 CLIP1   C9orf72 ZDHHC20 GAS5    PRPF38B KLK7    BNIP3   PCDHB17 RB1 DDX3X   ERAP1   GADD45A NCL CASP6   UHRF1BP1L   C4orf34 CAPZA2  CLU HLA-G   GLO1    ASB13   RHOV    GABRP   EIF2S2  ZMPSTE24    TYW5    LLPH    VDR EBPL    C10orf99    GNS ATP9B   NAB1    VOPP1   USP47   FBXO28  RCN1    STAT6   SCEL    CTSK    SEC24C  CHMP1B  AVL9    GDPD3   MFN1    KIAA1161    SLC10A6 PVRL4   ABCG2   RNASET2 KIF16B  ARHGAP24    SPOP    KIAA1539    GJB2    GNAI3   DSP DEFB1   KDM5B   FAM32A  NRARP   MORC3   CXCL12  LAMP2   UBXN4   ESF1    WDR26   LGALSL  TMEM123 SPG11   EIF3J   TOMM34  SCAMP1  SMEK2   DNAJC7  CSDE1   B2M C17orf62    HTRA1   RAP2C   C3orf64 RAB24   PTPLB   SH3BP5L GUCA2A  KRT10   ATP6AP2 RAB8B   SNX2    TFB2M   SOX21   PLBD1   NEAT1   RRAGA   CD1D    LAMP1   KRT79   BNC1
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RB_P130_DN.V1_UP    http://www.broadinstitute.org/gsea/msigdb/cards/RB_P130_DN.V1_UP    CASP7   ANAPC5  PF4 TK1 GPN3    POLD2   RAD51D  FAM64A  TWIST2  BIRC5   IER3    HINT1   C11orf31    MYLK    GFER    PIWIL1  C16orf48    SEMA5B  UBE2C   CHCHD7  AQP5    GREM2   EXOSC2  SGSM3   C12orf10    CMTM7   CRLF1   KAZN    CDC7    TMEM151B    OAF PDZK1   AURKB   CUEDC2  NPPB    ATP2A3  RASGRF1 KIF22   GC  FADS2   AURKA   PPP1R15B    SIM2    NSMCE1  CRB3    TRAF4   RUVBL2  PARS2   POLR2I  C17orf90    RGL3    SNRPB   RHOJ    TAL2    ABCG4   GLIS2   ZBTB12  FST RENBP   COL11A2 TINAG   ART1    FOXI1   FGF10   RABEPK  SNN ERG CHCHD6  ZBTB17  LSM4    ELOF1   LITAF   ADCK3   CYBA    RSPH9   VSIG2   C7orf70 C9orf89 AVP STMN3   SDF2L1  HMGA2   CACNG4  RACGAP1 SNRPC   HYAL3   NKD2    SULT1B1 MYOZ2   RGS16   SLC29A1 RASD1   SLC11A1 C11orf71    ICA1    MRAS    SLC7A9  ALK NXNL1   CCNB2   QTRT1   ORC1    H2AFB1  EIF1B   SIM1    SLC43A3 SPATA13 DUSP13  RASA4   PCSK5   CRTAC1  ZNF428  SEMA6B  KIF20A  B4GALT4 GRTP1   CDK1    EFTUD2  SNTA1   MBD3    DCTPP1  ATP2A1  SLC22A3 USP13   TRAF2   NKX2-8  SLC13A2 STAT5B  RIPK3   TEAD1   FAM73B  WNT2B   FAM187A
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CAHOY_ASTROCYTIC    http://www.broadinstitute.org/gsea/msigdb/cards/CAHOY_ASTROCYTIC    DIO2    EGFL6   ATP13A4 MYOM3   SLC25A34    FAM20A  THRSP   ABCD2   TNFRSF19    FARS2   KIAA1161    BMPR1B  CYP4F11 SLC7A10 HAPLN1  BTBD17  GLT25D2 SLC6A11 AIFM3   KCTD14  AKT2    SLC7A11 ABHD1   RORB    SYPL2   SLC13A5 AGT COX10   PPARA   PLA2G3  PANK1   SLC27A1 RSPO1   PLD2    PPP1R3D TTPA    NIPAL3  NTSR2   ATP1A1  RARRES1 FRMD5   RASA2   GRIN2C  NRARP   IMPA2   NMB IL17RD  RNF24   ELF5    ASNS    ADCYAP1R1   FGD6    HSD11B1 CBS VEGFA   SLC30A10    TTYH3   SEMA3E  RGS20   VNN1    SCG3    LGI4    HEY2    LPGAT1  ABCB9   KCNJ16  RAN SLC1A2  STK38L  CKAP5   NCEH1   AQP9    TECTB   AGPAT4  GABRG1  GOT2    PTPLAD1 MFGE8   DNAI1   BCAT1   PHKG1   CYP7B1  CORO1C  TMEM51  FGFR3   ELOVL2  PAK3    ADORA2B GPR85   CHRDL1  HEPH    LYRM4   SPIRE1  SLC46A1 BTG1    MERTK   APP PAPSS2  GPAM    GRHL1
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CAHOY_ASTROGLIAL    http://www.broadinstitute.org/gsea/msigdb/cards/CAHOY_ASTROGLIAL    C3  LCN2    CD109   SUCNR1  NUAK2   CASP12  RASSF4  DEFB1   PQLC3   ANXA1   OGN GPR126  OMD CNN1    MYOF    FBLN5   INSL6   AKR1B10 LTBP2   FAM178A PKP2    HMOX1   CRYGS   RHOD    P2RY1   GNA14   KLHL21  FMOD    C11orf88    PCDH8   LPIN3   GLIPR2  ATP8A1  WISP2   CASP1   LOX MORC4   SERPINE1    FAS TIMP1   SEMA3B  PHACTR3 ITGBL1  LGALS3  CAPS2   PCDH17  KAZALD1 CCDC28B LBP UGT1A1  DYSF    COL8A1  EREG    GPNMB   TBC1D2B FAM26E  TDG SPATA6  NOX4    TAGLN   PSTPIP1 CCDC96  IGFBP3  TSPO    C1QTNF1 SLC24A3 VLDLR   LRP2    EMP3    TNFRSF12A   TMEM37  AEBP1   MRPS6   NPVF    CCNG1   KIRREL3 CTTN    LOXL2   TRAF1   MXRA8   CP  PON3    PRSS23  COL5A1  MSN FOXJ1   COL4A6  PTRH1   C2orf40 CLCN4   PSRC1   ATOH8   ANXA4   C1orf31 GPHN    C9orf167    OMG ACTA2   SERPING1    BST2
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CAHOY_NEURONAL  http://www.broadinstitute.org/gsea/msigdb/cards/CAHOY_NEURONAL  NEUROD6 CALB1   HS3ST2  GLRA2   TBR1    GDA CAMKV   DYNC1I1 RGS4    KIAA0319    NAPB    GABRA5  RAMP3   RASL10A HCN1    EPB49   NELL1   CCK SST LIN7B   CDH9    ICAM5   SIDT1   CELF4   SLC17A6 KIAA1045    SLC8A1  GREM2   PGM2L1  CPNE5   SLC6A7  CRH MYO5B   STX1A   PENK    HPCA    SYT13   MEF2C   TRHDE   NTS RPRML   DRD1    KCNIP4  BCL11A  CAMK2B  GABRD   GABRG2  CPNE4   ITPKA   COL19A1 EPHA7   MYT1L   KIAA1239    SCG2    SV2B    NXPH2   SYT5    RASGEF1A    NEFL    BCL11B  SATB2   SLC6A17 SYT1    CKMT1A  TSPYL5  SYT4    SLC35F4 CBLN4   KRT222  RTN4RL1 MYH3    CNTNAP4 C20orf103   NSF SH2D5   ENO2    GPR22   GAD2    PNOC    SLC25A22    HSD17B4 CALN1   FGF9    CRHBP   PRSS12  NEFM    GRP FABP3   MLIP    PRDM8   MAL2    METRN   NRGN    PPFIA2  FAM123C CLSTN2  CELF6   CACNG3  JPH4    STXBP1
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CAHOY_OLIGODENDROCUTIC  http://www.broadinstitute.org/gsea/msigdb/cards/CAHOY_OLIGODENDROCUTIC  GAL3ST1 PRKCQ   PLXNB3  PLLP    C1orf130    DKK3    BCAS1   DMRTA1  LPHN2   ERBB3   UGT8    FA2H    SERINC5 COL20A1 ICK NINJ2   SRPK3   KIAA1958    RTKN    AHR SOX10   SEMA5A  NRP1    HIP1R   FIGN    ATP10B  MAP3K15 GALNTL4 ZNF276  GJE1    CNTNAP2 FBXO7   LHFP    PSTPIP2 SEMA3D  PHLDB1  CRIP2   CDR2L   BFSP2   IFFO1   GPR17   GAB3    LCORL   ABHD8   C11orf9 FAM89A  DUSP19  RNF122  C20orf57    FAM57A  CLN8    EPN2    ODZ3    DOCK7   PPP1R21 EVI2A   KCTD1   FSTL1   G2E3    USP16   SLC35B2 SOX8    SIRT2   MAP6D1  RBM11   BCR DCPS    EFHD2   TSPAN2  WIPF1   FBP1    TUBA4A  KIAA0415    BACE1   CCRN4L  POP4    CRYM    FEZF2   C17orf76    CPOX    PKIG    CSDC2   AGAP11  SPEG    DOCK10  PUS7    PRKAG2  RNASEH2B    NRM RCBTB1  P4HA2   NGRN    CTGF    NR2C1   LRRC48  ELOVL6  GNG8    CLYBL   ZNF536  DCT
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RPS14_DN.V1_DN  http://www.broadinstitute.org/gsea/msigdb/cards/RPS14_DN.V1_DN  CA3 ART4    TMSB15A DOCK9   PSAT1   AGAP1   ELMO3   ASNS    CBS ID1 PBK ADD2    B3GALNT1    RGS5    CNN3    PKLR    ERCC6L  EMP2    TGM2    CHAC1   SH3TC2  TRIM29  CRISP2  APOBEC3A    CRMP1   HMGN5   DDN TSPO2   EYA3    PC  DYRK3   SRD5A3  STMN2   PCOLCE  LRRC20  MIPEP   TUBG1   CDCA3   MAMLD1  MCM10   E2F8    TPRA1   LGR4    ESPL1   SIRT4   TLN2    TK1 MANEA   MYOC    CYBRD1  FOXRED2 BCAT1   MKI67   ENG IPO4    TRIP13  SPHK1   IL7 PLK1    CD320   SLC29A2 INCENP  GATC    MYBL2   S100A3  PCSK7   KIF15   SLC25A21    PYCR1   TUBB2A  BAG2    RASIP1  ATAD2   SLC29A1 SPTB    ORC1    MYH10   IL15RA  BYSL    GUF1    SRM DBH MYLIP   GAL ARHGAP11A   EXO1    SSSCA1  COLEC11 NEFH    CAD ATP1B2  KIF20A  DGCR11  FZD5    C14orf132   NUP155  AGFG2   LOC730101   ZNHIT2  DNAJA4  SUV39H2 KIF5A   ECT2    APOOL   C10orf2 CENPE   TFAP2B  RPUSD2  MYO19   KRT13   SHMT1   KIF2C   TUBB2B  FBXO5   FAM164C MRPL12  VARS    PRC1    AOC2    MSH2    SRR SLC6A8  CDC6    RAP1GAP CDR2    KLHL7   ALAD    EPCAM   ZWILCH  GLRA2   GPR125  SLC31A1 C8orf55 POLD1   KCTD20  BAG3    CCNB2   SLC43A1 MACROD1 DLGAP5  TLX2    FAM203A DEPDC1  TBRG4   PRMT3   CLCN4   KIF23   NCAPH   MRPS2   LARS2   MRTO4   ERCC2   NLE1    GCDH    MDM4    EPB41   REPS2   NOC3L   SERHL   NID2    GSTA4   MCM5    GPATCH4 USP5    STEAP3  RRS1    NMU CHST5   ZNF74   COBLL1  KANK2   EIF2B3  PES1    CDC20   LLPH    DARC    ISOC2   GTF2H4  TWISTNB PCK1    TMEM48  GEMIN4  GINS2   RPS28   MTPAP   FICD    TUBGCP4
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RPS14_DN.V1_UP  http://www.broadinstitute.org/gsea/msigdb/cards/RPS14_DN.V1_UP  CCL2    ADAMDEC1    SPINK4  CDKN1A  CALB1   PLA2G7  BIRC3   GPNMB   NCF2    SPP1    POM121L9P   CELA2A  EMP1    LECT2   IL8 CD14    ACTA2   SCN3A   EGR3    CLEC7A  BCL2A1  PMP2    TGFBI   KCTD12  ENPP2   CLEC5A  LY86    PTPRO   CROT    MX1 TFEC    MX2 PADI2   LST1    ZMAT3   LINC00461   ATP8B4  ANXA3   PTPRE   CR1 SMAD3   FLVCR2  LY96    RGL1    GPR137B TNFAIP2 ITGAX   CAPG    MPL ADAMTS6 TRIM22  FBN2    CYFIP2  ELANE   CPM CTSS    MDFIC   DMXL2   CCRL1   CEACAM8 TRIM36  CLEC2B  ADRA2A  MAF PROM1   SEMA3D  AZU1    PID1    RASAL2  RCBTB2  KMO SPINT1  PLAU    PLK2    ST3GAL6 HLA-DMB IGSF6   MS4A6A  HESX1   TAC3    DNAJC22 RMST    IL1RAP  TYROBP  GDF15   SFXN3   HLA-DQB1    CYP1B1  RASGRP3 SEPT10  P2RY14  CSTA    CCNA1   ARHGEF3 SPTLC3  GPR183  SH3GL3  VWF PTGDS   IFI16   LPXN    CTSG    SLAMF8  RAB31   ANXA6   CACNB4  COLEC12 CDCP1   HEY1    GNAZ    EPS8L2  CASP1   LY75    FUCA1   RHOB    FRY SORL1   EVI2A   RBM47   MARCKS  ARHGAP25    GFI1    NR4A3   CD69    ANPEP   PDE4D   SH3BP5  HLA-DMA IL1B    F5  SH2D2A  AIF1    CDC42EP3    SNTG1   KBTBD11 C12orf5 VNN1    TM6SF1  ITGB2   IGFBP7  PILRA   SASH3   ANKRD1  ALCAM   PDGFA   CCL1    C3AR1   CTSH    CRTAM   ADA CYSLTR1 HLA-DRB6    RIN2    JAG1    ITGAL   TNFRSF9 ARL4C   PF4V1   PTGER4  EVI2B   NYNRIN  PTPN22  SLC31A2 CD9 PTPRG   SESN1   PRG3    GNB5    ATP8B1  KYNU    CEACAM6 BCL6    SDC4    F13A1   HCK PRTN3   TNFRSF10C   SIRPA   ITGAM   CECR1   GJA1    NKG7    DCN BST1    MYO1F   CD300A  HLA-DRB4    CRIM1   ICAM3   PYCARD  MNDA    STX3
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IL15_UP.V1_DN   http://www.broadinstitute.org/gsea/msigdb/cards/IL15_UP.V1_DN   EYA1    MOSC1   CDKN1C  CD177   CACNA1E KCNC4   CACNG3  TCN1    SLPI    HTR2B   CNTN1   ZNF571  SEC14L2 VWF EFNA1   TGM3    CD72    FZD2    RLN2    FAM124B ATP8A1  C21orf96    GPR35   EVI2A   MYLK    C19orf21    TSPAN32 TMEM35  ADAMTS2 CLEC2B  GOLPH3L GDNF    AMELY   TANC2   SLN SYT1    TNFRSF11A   SERPINA5    OR2F2   BCL2L10 ABCD2   MEOX1   NPY5R   SELP    DNAI2   MAP2K6  MOSC2   ATP6V0A4    SEMA6D  PTGDS   TCEAL4  KCNQ1   GNAT2   SLC25A31    ASPHD1  MMP19   KCND1   HBP1    MYH7B   C6orf27 KLHL35  FRMD1   ID2B    PRSS16  C19orf57    TNS3    WDR52   DEPTOR  CLDN11  ACTN2   TBC1D2  PIK3IP1 ETV2    CCDC64  TOM1    ADAM29  TAS2R9  PARP11  ZBTB44  BEST2   LOC79999    AKAP5   LRMP    POU1F1  SLC17A1 TAS2R1  IL4 IL22RA1 ARHGEF10    GFI1B   LIPF    FUT2    IGLV2-14    TNFAIP2 HYAL4   ARL4C   PGLYRP4 PLK1S1  S100A3  C6orf123    FASLG   BHLHB9  KCNS1   PDCD4   GPC4    PROM1   HIST1H3J    APOBEC1 FLJ13310    SIGLEC15    SESN1   CLGN    CRYGB   RETN    TG  CXorf21 PRKG1   PCDHB3  SEPT10  RNASE2  GEM GALR3   SNAI2   RPL3L   GPX2    LRRC37A KIAA1462    CUX2    ENTPD5  NKX2-5  ADAM12  ERC2    RAB6B   KRT2    DACT1   LOC730101   SOX15   PRDM11  RASL12  RHOBTB1 EPS8    OR7A17  ATP10B  LINC00302   LRP2BP  TMPRSS11D   FLG CYB5R2  TMEM180 CCNG2   HOXD13  TXNIP   ADRA1B  OSR2    SCN3A   CNTNAP3B    GUCY1B2 FSTL3   LYVE1   WNT4    PRDM14  DTNB    LGR4    C14orf132   SPATA1  CRHBP   GLRA2   CEACAM7 KCNIP2  TAAR2   RIN2    PLCL1   DOCK3   DOK3    TSC22D3 CST2    LGALS4  SPAG4   EBF2    PNRC1   TRPM6   SNRPN   SLC26A3 PWWP2A  C6orf124    CCR2    PBXIP1  TGFB1I1 CHIT1   ELTD1
134
IL15_UP.V1_UP   http://www.broadinstitute.org/gsea/msigdb/cards/IL15_UP.V1_UP   EGR1    EGR2    IL10    OSM TLR3    MAFF    DUSP6   EGR3    C13orf15    FUT5    FOSL1   TNFRSF4 GADD45B IL13    CDC25A  SOCS2   RGS3    VDR FLT3LG  PTCH1   SLC7A5  AIM2    CISH    LIF LGALSL  PIM1    TMEM158 FLJ11827    CXCL12  SPP1    SLAMF1  C1orf20 CD3EAP  RGS16   C19orf28    CLSTN3  TNFRSF12A   CALML4  PIM2    SLC29A2 KCTD12  MAFK    BMP2    LILRB4  HEG1    CDH3    CCL21   REST    ZBTB32  RPP25   CAPN10  TNFSF11 TMPRSS6 MPP6    RNF144A TRMU    HK2 LYL1    IRS1    PLEC    TMEM209 KCNJ2   APLP1   SLCO4A1 LTC4S   PRM1    LRP8    CD69    RAB40A  POLR3G  NEUROD4 CNNM4   LSP1    AP3M2   IL18RAP PTH1R   PQLC2   ZBTB48  CYP7A1  ACVRL1  FOXP3   CENPT   USP36   PUS1    YRDC    DGKG    RHOB    DLX2    PAK6    SLC1A5  SLCO1A2 LIME1   PNMT    SPAG11A PRSS2   ZBTB7A  PSG4    URB2    JUNB    FAM57A  IL1A    HOXC8   REEP2   DUSP4   LLGL2   MAF IRF2BP1 RAB11FIP1   PMM2    AHR HS3ST1  PTGER3  L1TD1   SH2D4A  SPINT1  HS3ST3B1    C10orf2 RRP7B   TET3    PUS7    ELMO3   ZNF276  DUSP2   TNFRSF21    C19orf73    SOCS1   KIF21B  ZNF205  APOBR   FOS C17orf88    KANK3   OR7E47P TIMM50  ADAM19  PER2    KRT13   PLAC4   ECM1    AMD1    HSD17B14    SHROOM2 CCL4    PTPN7   ZNF215  ZNF343  SPRY2   PYCRL   SPOCK1  CPA4    DHRS3   AK4P3   IL5 UTP3    KIAA1539    PAX1    FAM3C   C9  OR7C1   NR2F2   NOP2    CCNE1   SLAMF7  NUDT13  CCDC85B SMEK2   CALML5  TNFAIP8 NOX4    HRH3    KIF1C   TPST2   ZBBX    GPT ZNF614  INHBB   PLXNA3  PDE4A   ETV4    ANKRD36BP2  KCNJ9   TRIB1   MED26   TNFRSF9 CCDC132 PNO1    LOC390998   KHDRBS3 S100A1  LOC388796   HABP2   FZD5
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IL2_UP.V1_DN    http://www.broadinstitute.org/gsea/msigdb/cards/IL2_UP.V1_DN    CDKN1C  HTR2B   DDX58   SYT1    C19orf21    SNPH    EYA1    MAB21L2 RHOBTB1 CLDN16  TNS3    CD160   CACNG3  A4GNT   HBP1    MOSC1   RIN2    SLC17A5 EVI2A   ZNF446  CLCA1   FAM110B TANC2   THAP10  ZNF695  PRSS16  NXF2    EHHADH  AMELY   KIAA1462    CHRNB4  SULT1B1 IL25    INHA    PAK3    APOBEC1 RASGRP3 CNTD2   CLEC2B  CXCR2   HHIPL2  SLN AGBL2   RNASE2  GOLPH3L HIST1H3C    EFNA4   PDE6B   ABCD2   CEL CD34    SPATA1  PBX1    RASL12  SEMA6D  COLQ    ARHGAP6 PNRC1   SARNP   HSF2BP  MEOX1   LRP2BP  PLCH1   WDR52   GDF5    MYCT1   TCEAL4  ODAM    ZNF362  LINC00302   HIST1H2AG   PLCD1   HOXA5   PDE1C   VILL    HSAJ2425    ZNF230  PLCL1   TEK TSPAN7  SCN3A   PBXIP1  TTC23   SEC14L2 CXorf21 PDCD4   AIM1L   CNR2    TG  CCNG2   TGM3    FAM124B ASPHD1  SESN1   MOSC2   DEPTOR  GPRC5D  FZD2    ZSCAN16 RORB    CCDC64  RPL3L   LRRC37A AIRE    NR1I2   PROM1   ALG12   ZNF571  KIAA0319L   CHGB    HKDC1   HDAC5   NAP1L2  MYLK    WSCD2   ISL1    H2AFJ   KCNS1   GALR3   CD72    CAMK1G  TAGLN3  PLEK    UNC93B1 CACNA1E NKX3-2  TNNT3   FUT9    KLHDC8A ACPP    TMEM19  LIPF    SLC24A1 TXNIP   F13B    ADAM2   ZNF391  C2orf67 PRKG1   IL18    NUAK1   RABEP2  FCGR2A  CUX2    GUCY1A2 ZNF408  ARL4C   KDM5D   SNAI2   SCHIP1  TMEM140 CST1    ACF RGS2    MAP2K6  C15orf60    TNFAIP2 PPP2R5C NDOR1   ARNT2   GPX2    ZNF629  SSTR5   PIK3R3  POU2AF1 C6orf124    CCDC81  FZD3    SCGB2A2 TRIB2   TRPM1   PCSK5   P2RY4   MAGI2   ATP2C2  H2AFY2  SDCCAG8 FLT3    NACAD   METTL7A PLA2G4C C6orf123    CBLN1   LOC283761   CYP46A1 MOGAT2  ERC2    BTN3A3  IGJ MMP7    SLA HNRNPA3P1   DLEC1   BTN3A1  UTY LINC00472
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IL2_UP.V1_UP    http://www.broadinstitute.org/gsea/msigdb/cards/IL2_UP.V1_UP    EGR2    EGR1    IL10    OSM MAFF    C13orf15    TLR3    DUSP6   EGR3    FOS TNFRSF4 IL13    GADD45B FOSL1   VDR SOCS2   RGS3    CDC25A  C19orf28    CISH    SLAMF1  RGS16   PIM1    SLC7A5  LIF TNFRSF12A   AIM2    CALML4  CXCL12  LILRB4  PTCH1   TNFSF11 CAPN10  ZNF343  SPP1    ZBTB32  PIM2    CD3EAP  BMP2    TMPRSS6 EVPL    DGKG    MPP6    KIF21B  KCNA3   HEG1    LGALSL  RRP7B   HK2 KIF13A  TMEM158 GPT CD69    URB2    KCNE1L  FLT3LG  SIGLEC9 OR6A2   LRP8    IL18RAP TPBG    GALNT8  PRAF2   PRR7    RNF144A FLJ11827    RPP25   GNRH2   KIR2DL5A    ESRP2   PQLC2   VSNL1   ELMO3   PLXNA3  PUS1    RHOB    CCDC85B KIF1C   PPAP2C  FLT1    AATK    F2RL2   IL1A    INHBB   FAM57A  IFNW1   TTTY1   LOC388796   SLC1A5  DUSP2   RSPH6A  SLCO4A1 CDCP1   PIP TRIB1   EVX1    CDH3    ITGA9   POLR3G  SLC29A2 ASPA    SPHK1   LRRC6   MEGF6   DHRS3   PTPN7   CNKSR2  YRDC    USH2A   C10orf2 TNFRSF21    IRS1    TNFSF14 ADAM19  C11orf80    TBC1D9  MAGIX   AP3M2   RHBDF2  SH2D4A  HTR4    RAB11FIP1   PPP4R4  BTC AMIGO2  CCR4    KCTD12  DUSP4   KCNK5   PAK6    SLC34A1 SOCS1   KCNG1   NCS1    HABP4   LOC96610    ZNF215  IQCG    AHR TNFRSF9 STX11   JUNB    RPA4    ASCL3   RNF20   FZD5    PYCRL   PRKCD   ANXA2P1 GABRB3  TM4SF1  PMM2    OR10J1  TEX13A  PLEC    CXCL3   GABARAPL3   TRMU    CLDN5   REST    LMO3    AK4P3   ABTB2   GFAP    EHD2    PUS7    PTH1R   SPATA2L FOSL2   HOXA11  KLF6    NR2F2   SLC2A3  OR7E47P PRSS50  TNFRSF1B    SPRY2   USP36   FOXP3   KLRK1   CD52    RAC3    TM4SF5  WISP3   C12orf44    TAS2R16 PDE4A   IL5 INSR    TNFAIP8 ALDH4A1 WDR62
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IL21_UP.V1_DN   http://www.broadinstitute.org/gsea/msigdb/cards/IL21_UP.V1_DN   ID2B    A4GNT   CHGB    LCN2    KRT85   ACHE    CUX2    PRSS16  DGKQ    CEP41   MPDZ    POU1F1  TNNI3   TAS2R9  PDE6B   C6orf27 CORO2A  LPPR4   KDR KCNC4   DNAH7   SLC16A2 CEL CHFR    C6orf103    TREM1   OR1F1   PLEK    CD177   KCNS1   HBD HIST1H2AK   PLCB4   ZNF358  SLC22A7 TLR5    F11 PNMA3   RIN2    FGF6    LATS1   NACAD   CRYGB   IL19    PCP4    LRP5L   DMRT1   PHKG1   TIMP3   CNTNAP3B    HYAL3   KIAA1462    SEC14L2 BCL2L10 C6orf105    ZNF167  MIR600HG    BEST2   GPX2    CD72    GUCY1B2 ZNF550  PACRG   TNP1    IFNG    PDE1C   SLC17A4 FAM124B PRB3    ZNF446  PDHA2   CCL16   LRCH1   SCN7A   PDE3A   WNT4    PCDHB3  OSGIN1  MAB21L1 ZNF324B GSR GCNT4   GPR20   PARM1   PRKG2   SLC25A31    ACVR2A  HOXB8   LRP2BP  SOX3    LDOC1   F13B    ELTD1   FGB NRXN1   MTNR1A  FES CIDEA   ECHDC3  ASPHD1  OR1A1   IGLV2-14    PRKG1   ZNF286A USP27X  TAAR2   HKDC1   USP18   DOC2A   GDNF    CMKLR1  CCL24   OR2F2   GPC3    NAT8B   FGF16   THEG    LPA TINAGL1 C19orf21    DIRAS2  MEOX2   LRP3    SCAND2  BTBD3   ITGA6   TG  NTF3    CCK CCDC64  TAS2R1  KRT32   NPY5R   C1QTNF9B-AS1    SPTBN4  LMOD1   DGCR9   ADRA1B  PTGDS   CLDN10  HTR3B   PCDH9   SLC17A5 MTL5    TFAP2B  AIRE    ITGA2   EPS8    FRMD4A  C1orf222    PPP1R3A EFNA5   IL12A   ZNF155  SP4 RALGPS2 ADAM7   PROX1   RHOD    CYP3A5  NUDT7   CACNA2D3    AP3B2   NEFL    MYLK    GJB3    GPC4    HAL KLHDC8A ACF GUCA1B  TSPAN7  CD40LG  POU5F1P4    NDP USP9Y   LAD1    PRR5L   LINC00302   SLC17A1 CNTN2   CLEC7A  ZNF629  RAMP3   SLC24A6 CYP46A1 ADAM28
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IL21_UP.V1_UP   http://www.broadinstitute.org/gsea/msigdb/cards/IL21_UP.V1_UP   VDR LYL1    AATK    LOC654096   MYOZ1   CLSTN3  IQCG    FOSB    CDH3    PAX1    C1orf20 LILRB4  CPA4    PTH1R   TLR6    C19orf28    GRIA4   FA2H    NUDT11  MVD ZNF345  NDRG4   AIM2    SPG20   CNNM4   SLC29A2 PTX3    PTPRN   SPRY4   CCKAR   CTSG    LAMP3   EGR2    PRSS2   EHF TEX13A  PPAP2C  CAPN10  ABCC8   PIM1    DGKG    ZIC4    MFSD7   KRT6B   LOC646621   PAQR6   ARHGAP32    KCNC3   PAIP2B  LOC96610    LAG3    IL18RAP SCN9A   GPR176  NOS2    PCDHB13 ST6GALNAC2  AGMAT   CASC1   C13orf15    SEMA7A  MARCH2  ZNF749  PCDHB1  CD79B   KIR2DL5A    MAFK    ZNF76   SLC7A5  AGAP2   FOXD2   PRSS50  GPR85   LIM2    CFD PCSK7   SLC12A8 BET1L   OR6A2   S100A1  SPP1    PIM2    BAIAP3  SLCO5A1 TPST2   MMP25   SPARCL1 GUCY1B3 EIF3FP2 TSHR    SERPINC1    TPBG    MYH15   SCN8A   BOK HTR4    ARG1    SCNN1A  HOXB2   LOC644963   KIF21B  CYP27A1 ECM1    XPNPEP2 CHI3L1  IBSP    CBL HABP4   TEAD3   RSAD2   FAT2    DNASE1L2    DIRAS3  ROR2    SLC28A2 ZC3H12A UGT8    BMP10   CDH5    MYH4    LEPREL2 MC3R    NR1H3   ABCB11  SST VSNL1   DPYSL4  NKG7    MYOZ3   GNAL    TLR3    LEFTY1  GRIN2A  MGC4294 CXCL12  PLA2G7  RDH5    POU4F2  ALDH4A1 ITIH4   USP2    PUS7L   FUZ TF  KLK11   BCL6    MUC1    COL15A1 OPRL1   MPZ P2RY14  PYGM    GIPR    HEG1    SLCO1A2 TAS2R16 TRMU    ABCA6   CT62    ANKRD7  ANXA2P1 DLX6    ELOVL4  OLFM1   GABRB3  LOC440334   DYRK1B  KRT24   EVX1    CD6 SMPX    C1orf159    FAM107A GDF9    ST8SIA3 CLDN7   TBC1D19 NMBR    METTL19 AMN RPP25   ARHGAP22    C6  HIST1H1E    PCDHA5  PTPRO   OXNAD1  NKX2-8  CLDN6   TP53AIP1    SPINT1  LIF PRR4
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PDGF_ERK_DN.V1_DN   http://www.broadinstitute.org/gsea/msigdb/cards/PDGF_ERK_DN.V1_DN   NFKBIA  DUSP6   SPRY2   MYC DUSP1   MYCN    MAB21L1 TRIB1   TBCC    TMEM115 KLF10   POLG2   BCL10   FBXL14  CDR2L   MAD2L1BP    PPP1R10 PER1    PNRC1   EFNA3   FADD    GTF2B   DNAJB9  FZD2    NEFH    MAFF    KDM2A   RHOB    E2F6    MPPED1  RNF139  BTG1    JUNB    PPP6R1  ANGEL1  DUSP8   PDGFRA  SMAD7   IRAK1BP1    SAC3D1  FAM89B  MGAT1   SLC3A2  MOGS    SLC25A44    IRF2    MFSD5   ZNF193  LTBP1   PRSS16  DYRK2   SCO2    ITGB6   SMA4    LY86    CEBPB   TNFSF8  DHX34   CDKN1B  ERF FRAT2   MAP3K3  ANKRD40 MNT MON1B   TRAIP   ZNF500  PNMT    HIC2    PPP2R5B KIAA0922    TBX2    OMD IL2RG   PPM1A   TRY6    ATXN8OS LRRC6   DNAJB1  MAFG    C10orf137   CCNF    PRCC    TBKBP1  USP33   NFIL3   KLHL25  APC2    ADM IL7R    ZBTB5   FAM102A MBD3    EGR1    ARHGEF16    BRPF1   CNTRL   C2CD2L  SULT1A1 MORC3   JUN IDUA    NOP16   LOC157627   CKS2    GIPC1   PKD1P1  DTX2    TFIP11  NCAPH2  PISD    UNC50   MAPK3   BCL7B   BNC1    BCL9    HINFP   CCNG2   EFNB2   TGIF1   HAUS3   TMED5   DIP2A   PITPNM1 FAM50B  PHOX2B  TMEM11  ZNF324  CDK2AP2 KRT13   ISL1    BAG5    THAP11  BPGM    CIC ASMT    GRIN2B  RTN2    PPRC1   ZFP36L2 FBXL18  LRRC40  SMOX    SUOX    ZNF202  SNAPC4  PDE4A   PHLPP1  ARF6
140
PDGF_ERK_DN.V1_UP   http://www.broadinstitute.org/gsea/msigdb/cards/PDGF_ERK_DN.V1_UP   MPI DSCR6   C22orf31    TAT NDN CDK6    EXOSC10 CLEC2B  GLRA2   LOC81691    LAS1L   SLC39A7 PTGDS   FAM149B1    ALDH5A1 CREG1   NEK9    TAF12   SNRPD3  C7orf54 ZNF185  PDIA3   NEU3    ST6GAL1 ORC3    SNX19   PPIC    LRPAP1  SNRNP40 ATXN2   MTHFR   TRAF5   CETN2   SPAG5   FTSJD2  TNNT2   TSPAN5  LUZP2   FSTL4   CALML4  MAP2    KBTBD11 SERINC1 MRPS11  CORO2B  C4orf6  GNMT    KIR3DL2 HEBP2   ACOT11  ELP4    CFDP1   ATXN7   OCA2    C1orf20 AAGAB   PAN2    NMBR    EXOSC7  AZI1    C17orf75    MAOA    ANXA10  TAB1    MAGEA8  PMP22   RBM3    EXOSC8  RALYL   HDLBP   PPIP5K2 AQP3    XPA ATF6    INHBA   FCHSD2  PAX2    NCKAP1L NBAS    COL10A1 TCEAL2  ABCC6P2 GLRX    KLK7    OXCT1   RRBP1   SOX21   REST    NRG1    MYBPC3  CLCN2   TTC18   NRIP1   DDN ANXA11  GAP43   ZIC4    CDC14B  NTNG1   NOS2    KIFAP3  TAF1B   IFNA13  RTCD1   THOC2   FLI1    PSMB10  MAML3   MVK ANXA7   CCP110  RARS    PHLDA2  TSPAN9  MYO1E   GALNT3  LMAN1   GTF2H5  RPS20P14    VPS39   ZNF84   SERPINB2    IL12RB1 PKN2    NUP160  RPIA    LRCH4   TBX5    CHEK2   CCL25   ACP5    HCRTR1  DNAJC7  STX12   TP53I3  SRY SWAP70  COL1A1  MID1    HSPA4L  PPP1R37 OPRK1   LEPROT  ADCY7   NDUFS1  HYAL1   CPS1
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PDGF_UP.V1_DN   http://www.broadinstitute.org/gsea/msigdb/cards/PDGF_UP.V1_DN   LY86    SMR3A   PRSS16  COL4A5  SLC28A1 TNFSF8  DSC1    MXRA5   UNG C6orf123    EVI2A   CHST15  PRSS1   FBN2    C9orf38 DKFZP564C196    HYAL3   LILRB5  CTNND2  BCL3    SLC8A2  CYP1A1  SAG PF4 PARK2   ITGB6   LTBP1   TPSD1   FCGR2A  IL7R    LOC650610   MAPK3   TENC1   DBP OMD LOC157627   C2  KRT13   TRY6    CCBL2   CUBN    OR10H2  SLC9A2  LIMK1   CCKAR   MSX1    GNL3L   ACADL   COL1A2  GK  SP140   IGHM    KIR3DL1 HCG4B   ZNF688  ZBTB7A  PLAT    BPGM    KLF1    HIST1H1T    GPR39   AOX1    ADAM23  ARSF    PLAG1   ATXN8OS SPTA1   CRABP1  ZNF10   SLC13A2 PPP2R5B SLC10A2 HOXD1   ANXA2P2 ALB IL17A   LRRTM2  SPAG11B RHOBTB1 TIMP3   SLC26A4 HLA-DPA1    ARSE    CDC14A  BHLHE40 LOC643093   IGHV1-69    VENTX   BMP3    RAD9A   DNMBP   CRYGA   LRP2    LOC647070   SEMA3C  CCL13   SCAND2  MC1R    TRAIP   HIST1H2AE   CRYAB   VPRBP   TACSTD2 TUBA4B  EGF CYP3A4  MGC40069    ADCY2   KL  KRT20   HERC3   ADRB3   CCNT1   DUSP10  SLC22A18    USP33   LY75    PAFAH2  EDN3    ACVRL1  TBX2    JUN MAP7    CYB5R1  INE1    TP53TG5 GIF FPR3    FLJ10038    KIAA1217    KLF5    TCL1A   GNLY    KIR2DS1 SLC26A2 NAG18   ATP4B   PCDH8   ASPH    CBLN1   ZNF33B  CLCN7
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PDGF_UP.V1_UP   http://www.broadinstitute.org/gsea/msigdb/cards/PDGF_UP.V1_UP   FOS ARC TFPI2   DUSP5   EGR1    NAB2    SNRNP35 RNF19B  CDKN1A  CCNE1   MBTPS1  TMEM158 LRPAP1  GNG11   PFKFB3  ORC2    SIK1    FOSL1   DNAJA2  WDR46   HSPA2   CDK5R2  ELOVL2  DEGS1   CDK6    ETFB    NUP160  CITED1  SLC7A5  GLOD4   SNRNP40 KLF10   ZNF460  RAB35   ZBTB24  ZNF238  DDIT4   SNRPD3  MMP17   ATXN2   PSMC3   KBTBD11 SDC3    FDX1    ATAD2B  FKBP2   NDN NRAS    TRAF5   C7orf54 ATF3    NEU3    CBX4    DKFZP434A062    SLC39A7 PARG    HDAC4   TET3    SLC20A1 CCDC94  FAM149B1    TRIP12  P2RX1   MADD    STK10   MAPK6   PPP1R37 HTR1E   ZNF304  NCKAP1L SLC5A3  UAP1    CLDND1  IFNAR1  LAS1L   CHKA    CDC25A  MORC2   NEDD9   ATF6    EGR3    ZNF394  SLCO3A1 GADD45A ANXA7   ADAM9   RAB40B  EZR FAM98A  POTEKP  PANX1   GNL1    DIXDC1  VPS39   KDM6A   TFIP11  TJP2    SUZ12P  GPSM2   BICD2   NDUFS1  JOSD1   THOC2   FAM3C   MYL2    PEX11A  RNF4    NBAS    RANBP6  ATP6V0A2    CDC6    HDLBP   SEPT10  URB2    SERINC1 CAPZA2  ARHGEF15    ACOT11  SERPINI1    NDRG4   TGIF2   PAF1    PSMC6   ETS2    EXOSC10 RNF14   ELP4    MRPS11  MOB1A   INHBA   ARR3    CCL25   PPP1R12B    NDUFAF1 CBX2    OR2B6   UTP3    KCNK3   LSM1    AGFG1   SLC30A1 TAF12   AREG    ATXN7   NMBR    MPI
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TGFB_UP.V1_DN   http://www.broadinstitute.org/gsea/msigdb/cards/TGFB_UP.V1_DN   CXCR7   SERTAD2 PLXNA2  COL4A1  IFIT2   SMAD7   CDKN1B  CITED2  ENTPD7  RGS2    SSX3    FGF6    MPPED2  NR2F2   SLC30A1 CXCL2   FSTL3   CXCL1   KIF18A  HS3ST1  ZNF184  FHL3    ZNF395  ARID5B  ADAMTS1 FANCF   SDPR    LGR4    MYBL1   WNT8B   OSR2    BET1L   RDH16   NUDT6   HAPLN1  AVPI1   OTUB2   TEK BAG4    ADRB2   MIR22HG SNAPC4  CHRNG   SLC5A3  VAV3    ANGPTL4 CXADR   AP1AR   BIRC3   IL36G   CYP2E1  EVI2A   TRPM4   TLR5    EIF2AK3 CA6 ID2 HSF2    IRX5    GNE PTCH1   ZFP64   PPP1R3D MUSK    CAV3    FRAT2   FNDC3B  NUFIP1  SYBU    SCGB1D2 GIT2    YSK4    RASGRF1 GPR39   ZNF292  BDKRB2  RBM47   BCL6    TUFT1   ISL1    MN1 TFAP2A  ZNF512B FOXO4   DUSP6   RASL10A KIAA0922    MAPKBP1 IRF1    RPP25   PLEKHF1 TP53BP1 DUSP4   RGL1    PIK3R3  C8orf44 STK38L  ANKMY2  EYA4    FBXL14  CHRND   SAV1    ZMYND8  MLYCD   ATRNL1  RNF43   ZPBP    CHST7   C7orf68 PSG2    LOC388397   SAP30   DDX58   PLA2G12A    TMCC2   HSPG2   C1orf105    PAQR5   MRPS6   SPRY2   THBD    GNAI1   GCH1    TBX19   ID1 RAB11FIP2   ZNF696  EHF NRSN2   CLEC2B  SH3TC2  OR7A17  HSD3B2  NUDT18  GPRC5C  C14orf93    C18orf25    EMR3    TM7SF3  NPEPPS  UGT8    KIAA1467    EHHADH  IFT74   HIST1H2AM   POLL    PTGER4  FRMD4B  PGBD5   FRS3    SLC35A1 SMA4    IFIT3   PTX3    PEX12   GOLPH3L IFIT1   RAB33A  UPK2    ZNF652  CCDC51  GATA3   SPRY1   PRR15L  NPAS1   TRO MINPP1  MRM1    PRX SEPT4   CCDC130 KITLG   FCN3    IRF5    RAI2    PEX11B  SKP2    RIMS2   TF  PCBP3   FAM13A  IGFBP1  ZNF74   C19orf57    FBXL15  ANKMY1  MITF    RAB38   TBC1D22B    SMPD2   ZXDC    PHF15
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TGFB_UP.V1_UP   http://www.broadinstitute.org/gsea/msigdb/cards/TGFB_UP.V1_UP   LARP6   HCAR3   ANK1    BHMT    ITGB6   PAIP2B  SKIL    RNASE4  THPO    HLX TUBB4A  SGK1    IRS1    TFEB    FGB HYAL1   CCDC82  FAT4    RRAD    PDGFA   LEMD3   PKIA    BHLHE40 SMOX    YIPF5   GADD45B LMCD1   PPP2R2B FZR1    ABTB2   MAP3K4  HRH1    SNAI1   CDK17   BMPR2   SPHK1   IL1RL1  CYP26B1 CASP5   FLT4    JUNB    TBX3    ETS2    CST6    LIF PHLDB1  IL11    CDKN2AIP    TAGLN   CCDC93  EPHA4   CYTH1   KCNN4   MAS1    SLCO2A1 MAFB    SPSB1   MLXIP   TNFAIP8 BRDT    TRIB1   KLF10   CD1E    PFKFB3  PVRIG   ZCCHC14 LTBP2   KHDC1   CHST11  CKMT2   ACSBG1  SMURF1  CD3EAP  NTF3    KLF7    SLC26A2 KIR2DS2 PPP1R13L    CLCF1   TBC1D2B MMD FNBP1L  DACT1   ELK3    TBPL1   C9orf91 BCOR    KANK1   HS3ST2  DDC MYBPC2  F2RL1   AKAP12  WNT4    SSBP3   ARHGAP12    C19orf21    PDLIM4  S100A3  STC1    EDN1    PRG2    CD163   HTR1D   JMJD1C  DLC1    DYRK2   RAPGEF2 ATF3    KLF4    TULP4   SMURF2  SMTN    C13orf15    SLC7A6  NDST1   LYPD1   JUN ADAM22  TLE3    SOCS6   RUSC2   WNT3    UBL3    NGF CTGF    JMJD6   T   MKL1    SEC14L2 CAPRIN2 SCHIP1  C6orf145    HAB1    NFATC4  ZNF654  ITGA5   PHF16   RHOB    SKAP1   KDM6B   DGCR11  RCOR1   SMAD6   PPARD   WNT7A   RGS12   MTRF1   SHCBP1L PMEPA1  DPY19L1 PMP22   RNF19B  PDGFB   CSF1R   IGLV2-14    NCOR2   LIPG    IL19    ELL2    DIEXF   CDKN2B  ZFP36L1 ABCG1   ANKLE2  FERMT2  PLEKHA1 CYP24A1 CHST3   JAM2    FOXF2   OVOL2   CYP2J2  FAM91A2 FGF1    TNS4    MPZL2   COL16A1 WNT16   ID3 RGS11   LRP12   MATN1   WNT11   SLC17A3 CRYAB   MED18   FOXD1   TMC7    RNF126P1    PIK3CD  CSNK1E
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YAP1_DN http://www.broadinstitute.org/gsea/msigdb/cards/YAP1_DN ACOX2   ITGA2   LCA5L   WSCD2   RHBDL1  ORC2    TSPY26P PIGO    KATNB1  RFX1    PRCC    LOC285281   THNSL1  LIMD1   LOC283547   GOLGA2P5    TEX101  ZBTB39  ZNF645  IL4R    IQCF1   WBSCR16 MYLIP   CCDC87  PDIK1L  TIMP3   LONRF2  SLC6A5  XAGE2B  LOC284023   UGT2B4  FAM122C VSNL1   FICD    DOCK11  TAS2R7  GPR50   APOBEC2 CHCHD3  ITGBL1  SLC17A7 LOC642775   SLC9A1  HEY1    GUCY2C  CACNB4  MYO1B   C6orf58
146
YAP1_UP http://www.broadinstitute.org/gsea/msigdb/cards/YAP1_UP SEMA3C  CNP FAF2    KIAA1033    SIAE    MAML2   C8orf48 DDB2    ARHGEF10    FLJ27352    MYLK    TEAD1   RHOQ    FLOT1   C8orf58 SNAP23  DLX5    RPN2    C9orf95 PRKACG  C13orf15    GLTSCR1 FAM167A ZNHIT6  NRAS    KCNK12  SHISA4  MSN CYP4B1  CCDC8   CAMK4   MOCS2   CDIPT   CDK14   FAM45A  LLGL1   GTPBP3  DRAM2   RFTN1   YWHAZ   SAMSN1  RAB40C  COX8A   PTPMT1  CXorf56 FAM35A  SNX7
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SIRNA_EIF4GI_DN http://www.broadinstitute.org/gsea/msigdb/cards/SIRNA_EIF4GI_DN HSD11B1 PPME1   SP140L  NEDD4   AKAP10  ATP6V0E1    MAPKAPK5    C20orf20    MYO19   PDCD10  CSAG2   SLC43A3 C2CD2   PSME3   CDR2    FCHSD2  RNF34   SRPK1   SPTSSA  SRSF8   MFAP5   MBD5    CDH11   APITD1  ATMIN   NEK7    PBX3    CFTR    MAP4K3  EIF5A2  S1PR1   CCL2    VPS54   IMPA1   LOXL2   SLC17A7 MAGEC2  CDKN2C  MRPL9   GJA10   STAG1   BET1    FUT6    ITGAE   SNX10   PDHX    MYD88   C4orf43 CDC6    RIMS2   TXNDC9  WDYHV1  SCML2   COPS7A  RARB    ANKRD49 C3orf14 KIAA1279    PSMC3IP SSR3    TRIP13  HIST1H3A    OPN1SW  TANK    TRPC5   PAPSS2  ADIPOR2 HLA-DPA1    SMURF2  SHCBP1  HSD17B12    ATP2B4  FSTL1   RAB7A   HDHD1   FAM48A  ENOX2   ACYP1   FAM206A CYTL1   PDE6D   TMEM156 YSK4    IGF2BP2 UAP1    DUSP4   RIPK2   PMP22   TMEM39A STAMBP  SLC31A1 DCTN6   C1QTNF1 TAF11   NUS1P3  RAB1A   GH2 FAM111A MAN2A2
148
SIRNA_EIF4GI_UP http://www.broadinstitute.org/gsea/msigdb/cards/SIRNA_EIF4GI_UP MTO1    XPC INPP5D  FCAR    ZFP36L2 SLCO1A2 HTRA2   S100A14 SETDB1  C7orf10 SLC25A5 WISP2   DDX54   LETMD1  HADHB   CCT4    CTSH    ST13    MPV17   ALDH7A1 TRAF3IP2    PDHA1   NDUFS8  CEBPD   NONO    NCAPD2  ASAH1   ADSL    QARS    TXNIP   THADA   SPRR1B  CA2 ESYT1   EID1    PERP    HSPD1   PSME1   TCTN1   SAA1    CTSC    GIN1    FRAT2   SPG20   SPRR1A  LAP3    ZBED1   ASS1    ATF3    FBXO46  MRPS30  EIF3K   CSDE1   KIF2A   UQCRC2  ATP5A1  DDX50   DTX4    CPNE1   HLA-B   ATP1A1  CSE1L   MATR3   PAPSS1  LRPAP1  GSS SAMM50  ECI1    NQO1    CORO1B  DRG1    FXYD3   PMPCB   TNNT1   C12orf11    UBE2E1  IGF2R   TCF25   RMND1   MAGEF1  PSAP    BTG2    PTPN13  FAM158A D4S234E PYGL    HSPB1   GLUD1   MIA3    SUN2    GPR15   DAG1    SLC25A3 AFG3L2  CAMLG
149
HOXA9_DN.V1_DN  http://www.broadinstitute.org/gsea/msigdb/cards/HOXA9_DN.V1_DN  HIST1H3B    NUTF2   AIDA    RGS1    MSMO1   ADM RGS16   SPP1    DUSP7   SLC29A2 FCGR2B  ALOX12  E2F8    PDK1    CSRP3   CST7    SLC2A3  GNA13   CYP51A1 BCAT1   DCTN4   HMGCS1  ZNF395  MEIS1   SSR3    EIF2C2  EGR1    ZIC1    TBC1D30 ALDOC   RB1 UBE2E3  IGFBP2  C9orf38 SMAGP   CDC6    METTL21B    NPTX2   TBXA2R  NFATC3  GPM6B   DHCR7   TES FCGR2A  SLC2A5  ATF5    MYO1B   MPI TBL1XR1 TEX264  CPNE3   GINS4   SP1 C1orf112    ECH1    WBP2    HELLS   GABRA4  FLJ10246    MACROD1 CDT1    ORC1    SAR1A   NPY ALDH1A3 RFWD3   TOMM34  SLC38A1 PLK4    RNF144A CDC45   MVD C14orf118   RAB33A  GINS3   TRMT2B  FANCG   CRIP1   PRIM2   ALDH5A1 MFAP4   EPS8    NPR3    EXOC1   ALKBH1  HOXA5   FADS1   SPON2   SCAMP4  TMCO6   CEP55   ACPP    DLX5    APOBEC3B    PER2    ERO1L   SERINC5 GRB10   COCH    SOX18   HHEX    SLC25A1 ELOVL6  TMEM106C    COL9A3  NME4    FCGR2C  MICB    RHOBTB3 SHMT1   CIDEB   NCAPD2  MEX3D   PSIP1   SLC7A2  ARRB1   TIPIN   PTPLA   HMGN5   MCM10   BHLHE40 SV2A    SLC29A1 SREBF1  FZD6    C7orf68 BFAR    BRCA2   STAM    MT1G    CBS GADD45GIP1  ITGB5   TH1L    MEN1    XK  FADS2   FANCL   PFAS    HOXA9   ATAD2   LOC51336    HSPA6   MCM3AP-AS1  H1FX    NRGN    LMAN1   INTS9   C14orf1 PARVB   EXOSC5  METTL16 KCTD20  LSS SQLE    TSC22D3 ARHGAP11A   GINS1   PLAGL1  HMGCR   NET1    SLC1A5  RBM38   FKBP5   GK3P    FANCI   LPCAT3  GMCL1   RNASEH2A    NOTCH2  TEX15   KCTD15  SLITRK5 STAG3L1 PHLPP1  SPRY2   CXorf57 SAV1    VEGFB   TMEM45A C1orf106    TAF4B   ITGA4   CD300A  TRIB3   LRRC37A4    CD3EAP  PTER    CCNK    SNAPC3  TMEM48  HIST1H1E    RDBP    KLHL7   EPB41L2
150
HOXA9_DN.V1_UP  http://www.broadinstitute.org/gsea/msigdb/cards/HOXA9_DN.V1_UP  C12orf5 TWF1    HIST1H2BK   FCER2   FGL2    TRIM22  RBM47   MNDA    OSTM1   CECR1   TFEC    ZMAT3   S100A8  CYFIP2  CCR2    SORL1   MARCH2  SAMHD1  GPR18   SLC22A4 HLA-DMA DICER1  THBD    S100A9  TDRD7   ANKRD46 MYOF    HIST1H2AC   ST3GAL6 RCBTB2  FRY MPO GPR137B KIAA1598    MS4A3   DYNLT3  SESN1   N4BP2L2 CYP1B1  IFI16   GALNT7  H2BFS   PECAM1  IL8 IFT57   RNF11   FAS PIK3R3  FBXL5   IER5    CTSL1   VCAN    HIST1H2BD   SGK3    BST1    CD86    CCNA1   CD84    LY96    SLC35D2 HIST1H2BH   C1orf38 PTPRE   GADD45A KLF4    HLA-DRA THBS4   STK39   ARHGEF3 TGM5    IPCEF1  ENTPD4  IFI30   ISG15   SCHIP1  SNX10   JAK2    FNDC3B  SLC26A2 IFT74   SLC46A3 SCPEP1  VASH1   DHX29   TICAM1  FNDC3A  ZCCHC2  PTGER4  RABAC1  ACTA2   NDFIP1  TP53TG1 CHPF2   ACYP2   CA6 CCDC109B    TYMP    SAR1B   ZFYVE16 FZD2    FRAT1   HPSE    BZRAP1  LPAR6   TOB1    MS4A6A  ICAM3   TYROBP  KIAA0232    XPC NAGK    FYN IL10RA  ZNF271  SLC22A18    ADAM9   TAX1BP3 CLK4    GALC    RPS6KC1 MS4A4A  CYLD    FAM98A  CD209   COQ10B  ANKRA2  ATXN1   UBE2W   ZNF107  ARHGAP26    CRY1    PHTF2   NUPL1   ASCC3   PLAA    TNFRSF10B   GNS MAP4K4  PARP12  NOD2    FOS ROGDI   UHRF1BP1L   C14orf109   GLIPR1  USP15   IL13RA1 CSPG4   CXCR2   SERPINB8    FDXR    FCGRT   RNF130  GPR183  COL6A3  ZNF277  TPK1    KIAA1279    FCER1G  NGRN    OAT BAX NCF2    GAS7    CDK8    SEPX1   CSNK1G3 GDF15   ARL4C   TSEN34  ERLIN2  HDAC4   ZNF394  CARD9   CYTIP   PLK2    CHUK    UGGT2   CHI3L1  PAQR3   SLC30A1 SRD5A1  SLC39A6 STX12   CRISPLD2    FAM105A SUV420H1    FUCA1   IFFO1   TRPM4   AKIRIN1 AGTPBP1 TP53I3  RCBTB1
151
SINGH_KRAS_DEPENDENCY_SIGNATURE_    http://www.broadinstitute.org/gsea/msigdb/cards/SINGH_KRAS_DEPENDENCY_SIGNATURE_    TGFA    TMEM45B ADAM8   FAM83A  C6orf141    LAMA3   FGFBP1  SH2D3A  LAMC2   SDR16C5 DAPP1   C1orf116    LAD1    CLDN7   AREG    AMPD3   MST1R   MAOA    PRSS22  SEMA4B
152
STK33_DN    http://www.broadinstitute.org/gsea/msigdb/cards/STK33_DN    GJB6    CYP4F3  SHISA2  BTLA    PLCH1   JPH1    BMX ALOX5   GJB2    SERPINB10   BACE2   SPIN4   LOC644480   ASL CHML    UCA1    CARS2   ART3    VKORC1L1    LOC283663   C2orf68 TMEM55A NUDT11  RXFP1   LOC285758   ZEB1-AS1    BEND5   MOSC2   TMEM45A C1orf115    GPAT2   MOSC1   GPM6A   TEX15   SLC43A1 SLCO4C1 OBSL1   C4orf32 ABHD14B TPD52L1 STAR    BCL2    TNFSF10 CHPT1   OGDHL   PAWR    NLRC3   PROK2   FLT3    LOC645919   SERPINB2    FAM117B SYDE2   C7orf41 C10orf95    ACAP1   ASNS    WDR18   ADCY3   KDELC1  AIM1    ANPEP   DHRS11  AFF3    MATN2   CEACAM6 GALNT12 WDR36   RASGRP1 KIT NFE2    ANKLE1  GPRASP2 CDA OXCT2   ACOX2   PRAM1   SATB2   APBB2   CYFIP2  VAT1L   LYRM7   RRP15   CACNA2D3    HK3 POLD2   IL17D   BPI BEND6   PADI2   ID3 FAM173A FLJ44635    LOC642775   ACY1    PSMG4   LOC644295   PSPH    BPNT1   RANGRF  KIAA1274    ELOVL6  RGS16   MAPK14  PDGFRL  ABLIM1  HPDL    SLC35F1 PLS1    LOC285957   FDXR    LRRK2   PCYOX1  STX11   CCDC26  ORM1    FAM203A BEX2    CDC42EP3    CA8 ZDHHC23 C6orf147    MAP4K1  LOC649094   SLC25A32    C7orf23 KAZN    DDAH1   PCBD1   KCNN2   SIDT2   PRKAR2B MGAT4A  VARS    SLC37A4 MTR MFSD3   CAST    PPAPDC2 GPT2    PNMA2   HES6    HSD17B8 PIK3CB  FAM84B  GPM6B   MTG1    TMEM143 PIGW    FERMT1  VCL C22orf29    ARHGEF26    SLC8A1  MANSC1  ALCAM   DEFA6   ZNF280C GZMA    APEH    FANCE   FAM54A  PM20D2  VPS13C  FAM65B  ANXA3   PCCB    MS4A3   SCD TNKS    SLC9B2  NXT2    ERVH48-1    BDH2    LPCAT2  SPNS3   TRHDE   CLTCL1  DPH2    TXNRD3  STC2    SETMAR  GAS2    PLXND1  ST6GALNAC3  C6orf192    MREG    SETD7   TRIM58  TANC2   KIAA1804    RSAD1   ACP6    LCK MICAL2  CDK8    BTN3A3  FAHD2A  VMA21   KLF5    FBN2    DKFZP564C152    MBLAC2  TNFAIP8 CXorf56 ZNRF3   ENHO    C20orf103   FAM134B NEO1    FAM46C  TRIT1   SLC26A8 CCL5    FBLN7   PCYT1B  ZNF664  RORB    NHLRC2  LOC730101   RET PARP16  TRAF7   CEP57   NR2F2   PFKM    ENDOD1  DCHS1   SYTL1   RMI2    KATNB1  KLRG2   PSTPIP2 ZBED3   C9orf66 AKR1A1  FTSJ1   HHLA2   C3orf80 CR2 TSPAN2  PROSER1 TMEFF1  LPAR3   PPM1H   C19orf51    DGKZ    SLPI    LEPREL4 SH3GL3  SLC38A5 PIK3R3  PDCD2L  HOXA10  OSBPL1A POLD1   POLR3B  MPRIP   RNF144A EEF2K   KBTBD11 PODXL   NDFIP1  CYP4F2  UAP1L1  CCNJ    IL22RA2 SLC25A39    C1orf228    BSPRY   CCDC125 ELMO3   LOC652226   MAPKAP1 CAD WDR54   MAP3K15 C12orf75    F13A1   LAMP3   SCLY    HN1L    SLC27A5 DSG2    TRPC5   TCTA    C16orf74    CPXM1   LGALSL
153
STK33_NOMO_DN   http://www.broadinstitute.org/gsea/msigdb/cards/STK33_NOMO_DN   GJB6    GJB2    ART3    CYP4F3  BMX ALOX5   ASL BTLA    GPAT2   GZMA    LOC285758   GPM6A   PRAM1   CEACAM6 RASGRP1 VAT1L   NUDT11  CHML    C2orf68 MATN2   PLCH1   HHLA2   STX11   ZEB1-AS1    RRP15   SHISA2  SPIN4   LOC644480   BACE2   NEO1    VKORC1L1    USP44   BEND6   SLC43A1 JPH1    TMEM55A OBSL1   BTN3A3  LAMP3   PNMA2   C4orf32 ABHD14B IL22RA2 TET1    PLXND1  PPAPDC2 UCA1    CCR10   F13A1   FAM173A DEFA6   SEMA3C  LOC649094   DDAH1   GALNT12 SLC26A8 C20orf103   MGAT4A  PROK2   HK3 C1orf115    HNF4G   PAWR    SEPT1   CR2 SERPINB10   SLC16A14    SATB2   CARS2   EGLN3   FDXR    WDR18   IL17D   TEX15   SLC47A1 LYRM7   NHLRC2  FLT3    TMTC2   HCG11   IL18RAP LOC644295   SLC37A4 KIAA1274    KIT BPNT1   POLD2   HPDL    ALCAM   FLJ44635    BEND5   TNKS    FAM117B LOC283663   SOCS2   PM20D2  RGR PCYOX1  PDGFRL  IL18R1  ERVH48-1    RANGRF  CHPT1   ENHO    PSMG4   LOC202781   CYFIP2  ACY1    RORB    FBN2    MAP4K1  KDELC1  HEATR5A HES6    ZNF280C RET VARS    ANKLE1  SELL    GDA DKFZP564C152    FAM203A BIK GPT2    LOC283070   APEH    JDP2    SLC25A32    LRRK2   MOSC1   DHRS11  SETD7   MAGI2   LOC285957   MFSD3   PLS1    SIDT2   ARG1    TMEM45A KAZN    LPCAT2  PSPH    WDR36   C7orf23 ANPEP   CHRDL1  SDK2    ST6GALNAC3  ANXA3   LGR4    CR1 HOXD13  BEX2    KRT81   DSG2    ADCY3   VMA21   C9orf66 TRHDE   SLC8A1  ZNF623  STAR    OXCT2   C10orf95    FANCE   PRG4    CXorf56 SYDE2   TCTA    ICK C22orf29    ASNS    FAHD2A  PROSER1 ATP6V1C2    KLF5    ACAP1   NEDD4   PIGW    FCGR3B  CDA TUBBP5  LOC642775   SLC9B2  C7orf41 PCYT1B  MTHFD2L APOBEC3C    NXT2    AIM1    AFF3    MAP3K15 CCR7    BHLHE22 VPS13C  FAM54A  SLC35C2 ZDHHC23 GPR124  ZNF664  PPP1R1B BCL2    SLC16A4 ACPP    PIK3R3  C8orf55 MTR MBLAC2  PCBD1   MTG1    LOC400027   ACOX2   SOBP    PADI2   MANSC1  FAM134B APBB2   SLAIN1  MICAL2  SIRPB2  DLX6-AS1    PTGER2  DOPEY2  XAF1    CKMT1A  H1F0    EXPH5   ITGB7   PRSS21  CMTM8   TSPAN2  MOGS    KATNB1  BTBD11  IGLL1   OSBPL1A FPR2    BDH2    POLR2J2 TCEAL8  DPAGT1  MAPKAP1 TMEM143 RMI2    FONG    BSPRY   AKR1A1  DGKZ    LOC643011   HOXA10  CLEC5A  ADSL    GALT    FMR1    C16orf74    KIAA1804    PCCB    SAMD13  LOC255512   ZNRF3   VAT1    PSTPIP2 SLC35F1 POLD1   DKFZp761E198    CD24    PLEKHJ1 GCH1    C9orf103    SLC39A14    SCD HSPA4L  TXNRD3  PTPRCAP ST14    RNF144A TRIM58  LOC202451   CAMK1D  DUSP5P  MZT1    SLC40A1 BIVM    FBLN7   MFSD6   FERMT1  ALX3    TIGD1   MAPK14  TPD52L1 LCK EIF2C4
154
STK33_NOMO_UP   http://www.broadinstitute.org/gsea/msigdb/cards/STK33_NOMO_UP   RND3    GJA1    FABP4   MMP1    TDO2    HMOX1   ASPH    CLEC2B  SCG2    PTPRO   EGR2    TWF1    TNFSF15 RIN2    ZFP36L1 DOCK4   NRP1    PID1    STC1    GDF15   C15orf48    CXCL2   ABCA1   CXCL3   MIR22HG GNG11   RHOB    DUSP1   WNT5A   MTSS1   IL1B    GPR137B CCL4    FAM70A  ARL5B   GPRIN3  ADAMDEC1    KITLG   CDC37L1 COL6A3  AQP9    IL7R    CNIH3   SDC4    EGR3    PTX3    RGS2    C7orf74 HAVCR2  IL1A    FOXQ1   PPBP    CFL2    BTG2    YES1    SLC12A6 PANX1   GAN THBD    ICAM1   ARID5B  BCL3    FNDC3A  OLR1    SQSTM1  LIMK1   GPATCH2 C5AR1   THAP1   DUSP5   TREM1   C10orf46    CLVS1   GBP3    PLAU    FBXL13  ABHD2   HNMT    RNF19A  STX12   VWA5A   MMP10   LY96    CPEB4   TRIP11  ACVR1   DAPK1   RIT1    AUH ACSM3   KLHL28  EOMES   IFI16   MIDN    MERTK   FAM198B HBP1    ADAM28  SEPT10  IL1R2   ARL4C   CXCL6   LOC643424   BCL6    KBTBD8  EMP1    OTUD1   PPP3R1  NKIRAS1 ZNF222  LRRC25  NUAK1   BBS12   ZMYND11 TTC30B  GFPT1   LY6K    DENND1B KMO SPRED1  GNPDA2  GPNMB   C20orf194   FOS IL1R1   TRIM23  CRK LOC389023   STAM2   CXCL1   COQ10B  SETBP1  KDELR3  C15orf60    RASGRP3 FCHO2   LOC390940   MAP4K3  ARNT2   TM7SF4  GALNT4  RAB12   PPCS    P2RY14  SGK1    ZRSR1   IL10RA  RNF149  KCNJ2   CD80    LOC284120   ATG14   PSD3    C5orf41 LCOR    FAM13A  MTMR9   GCNT2   ZEB2    ZCCHC14 SIGLEC9 SIPA1L2 DOLK    PHLDA1  TMEM159 PPP1R15A    MYOZ2   C5orf20 UBE2W   TPSAB1  UPP1    ACP5    LACC1   OSTM1   NEAT1   JAKMIP2 STX6    TGIF1   IL10    EMR2    PTBP2   DYX1C1  KCTD3   CREBL2  CYP2E1  RAB8B   MGC16142    HCAR3   HSD11B1 MORN2   SYNJ1   MIR21   DPY19L4 CC2D1B  BTG3    PELI1   TLR1    ANKRD12 LOC146795   KIAA1468    USP53   APPL2   ARRDC3  IL6ST   MANBAL  JUN ULK2    NECAP1  HECTD2  C1QC    TLR6    LOC653754   LAMB3   CSRNP1  KCNJ15  PPP1R3B WDR19   SGPL1   TUBB2A  C9orf86 CTTNBP2NL   SEMA4D  UNK TFEC    UBE3C   ST3GAL1 HIST1H2BC   NCEH1   ELK4    SLC24A3 A2M KYNU    IER3    CAPRIN2 CAB39L  JUNB    NRAS    EFNB2   EPAS1   KLF6    MGAT4B  C12orf44    MAFF    FCRLB   KIAA1279    WDR20   HECW2   FAM134A AKTIP   PTPLAD2 SAR1B   BTBD7   MAP3K8  WHAMM   FAM199X KIFC3   STK17B  TNFAIP6 NR1D2   CLEC7A  PTGFRN  CADM1   ZNF238  TBCEL   MEIS3P1 PTPN3   HIST1H2BG   GNA12   CAMK2D  NPEPPS  PGBD5   NAMPT   HINT3   CGRRF1  CCL20   ZFP36   WBP2    C3AR1   GLIPR1  DDIT4L  FAM114A1    IRS1    ZIC2    FBXO32  RNASEL  SLC11A2 TM6SF1  SAMD9L  KIAA1467    UEVLD   CD300C  DAB2    KIAA0232    SOS1
155
STK33_SKM_DN    http://www.broadinstitute.org/gsea/msigdb/cards/STK33_SKM_DN    RXFP1   SHISA2  MOSC2   PLCH1   JPH1    TNFSF10 SERPINB10   OGDHL   BTLA    SLCO4C1 SERPINB2    LOC645919   CYP4F3  NLRC3   ID3 TPD52L1 GPRASP2 CACNA2D3    LOC283663   TMEM45A RGS16   BACE2   BCL2    MOSC1   CARS2   GAS2    BEND5   CAMK4   NFE2    UCA1    STAR    CDC42EP3    C6orf192    SPIN4   LOC644480   SLC6A15 PPP1R3C GABRA5  SERPINB8    HSD17B8 KCNN2   C7orf41 ABLIM1  TMEM55A SYDE2   SH3D19  CCDC26  ACAP1   MGC2848 C1orf115    C10orf95    ASNS    TEX15   BPI CCL5    MS4A3   VKORC1L1    STC2    CHPT1   FAM65B  AIM1    LPAR3   AFF3    C6orf147    ELOVL6  CA8 ADCY3   TMEFF1  DDIT4L  CAST    ACOX2   VCL PIK3CB  FAM46C  ARHGEF26    MUSTN1  APBB2   ANPEP   GPR84   ORM1    MAPK14  DHRS11  FAM117B KLRG2   ALOX5   FLT3    NPR3    CD3D    DHRS9   DEFA4   TBL1Y   SH3GL3  ZNF829  PADI2   PROCR   CDA SLC35F1 C1orf106    KDELC1  WDR36   MGC14436    CHML    SLC43A1 LOC100129603    FBLIM1  OXCT2   CRIP2   C4orf32 GABRA4  LOC340107   ABHD14B GRB14   PAWR    PDCD2L  CRIP3   CXCL16  MCTP2   PROK2   OBSL1   PCDH8   PODXL   FAM84B  TEKT2   RAPGEF5 PHACTR3 LOC642775   TRIT1   DZIP1   SH3BGRL2    ZEB1-AS1    PRDM11  C10orf128   WDR18   GPX7    GPM6B   CCDC125 ANKLE1  RPL3L   TBC1D30 TONSL   PRKAR2B SPRY1   PRSS50  POLR3B  STBD1   TEAD4   C19orf51    MREG    C2orf68 ZNF134  LILRA2  SPNS3   LOC653605   MSRB3   SPIB    ZDHHC23 FAM186B KIT SLPI    PSPH    TSPAN13 EPHX2   CYP7B1  SORL1   KAAG1   CYFIP2  HBA2    PCBD1   ACP6    SPP2    PFKFB1  ALDH1L2 TMEM173 LOC84989    MYO1B   FERMT1  THBS4   LOC652226   PARP16  MARCKS  PRTG    ZMYM6   ASL BICD1   PLS1    SPNS2   UAP1L1  ZBED3   CLTCL1  OR2W3   LOC285957   SV2A    KIAA1199    MTR DPH2    LOC730101   BEX2    GPR37   MOCOS   BANK1   NR2F2   ABO LAMB3   HMGA2   ANKRD2  SETMAR  LRRK2   ACY1    NUDT11  CALD1   PPM1H   TMEM143 C3orf70 TUBA4A  LEPREL4 PRSS1   RAB38   PSMG4   ZFP57   POLD2   ADAMTS5 RSAD1   SCD TMEM144 CDH7    IL12RB2 LOC389023   PRAC    KCNN3   LRRC34  ZNF488  CC2D2A  FAM203A PCCB    FOXP2   C3orf80 RANGRF  TANC2   C4orf19 GRB10   PFKM    KRT23   MTG1    TRAF7   FLJ44635    PYROXD2 SLITRK5 SNTB1   CRIM1   TANC1   MANSC1  RAB27B  GBX2    PWP2    EEF2K   BMX YDJC    LOC388942   C1orf228    TXNRD3  CXorf57 BMP2K   PDGFRL  CCR2    C15orf44    NID1    CDK8    C7orf23 ICAM3   SYNJ2   SLC39A3 LYRM7   FRMD5   GALNT12 STK33   N4BP2L1 BPNT1   ATP8B2  NKX1-1  SBDS    C7orf58 TNFAIP8 CTSL1P3 MGC50722    TPD52   SLC25A32    KAZN    PCGF2
156
STK33_SKM_UP    http://www.broadinstitute.org/gsea/msigdb/cards/STK33_SKM_UP    MPEG1   FABP4   RND3    P2RY14  PTPRO   MAFB    TFPI    CLDN1   CCL4    TFPI2   CDKN1A  PKIB    PPP1R17 BTG2    ITGB8   GNG11   PID1    TFEC    HIST1H2BG   SGK1    CREB5   TP53INP1    THBD    HIST2H2BE   TMEM71  MILR1   FOS TYROBP  TWF1    HIST1H2BC   EGR1    TLR1    RGS1    CFL2    IL1B    HBEGF   ASB2    LY96    ST20    CD36    C4orf34 HIST1H2AC   DNAJC15 NBEAL1  DYX1C1  NOV MIR21   FNBP1L  HIST1H2AG   PRTFDC1 DUSP8   GPR137C FAM177A1    CD101   BCL2A1  HIST1H2AM   HIST1H3A    SAMD8   SLC12A6 HIST1H3B    SIPA1L2 CPEB4   IL10RA  DUSP5   LOC644250   PLK2    GBP3    ANXA1   GPR65   LMBRD2  GLIPR1  HIST1H2AL   KIAA1659    KIAA1841    HIST1H3J    MYBPH   CXorf23 ASPH    SULF2   ACTA2   KMO KLF6    PHLDA1  LOC284757   CMTM1   HMOX1   ZFP36   KLHL28  C5AR1   STX12   LOC284801   KIAA1107    CPEB2   NLRC4   KIAA0895    FCAMR   RAB7B   CA6 HIST1H2BD   IRF9    HIST1H4H    N4BP2L2-IT1 TLR6    TMEM107 LFNG    RHOC    TTC30B  ZNF117  THAP1   CYBRD1  PRKY    TRIM23  RTN1    GPR34   MAP2    ADORA3  SETBP1  C13orf15    MFAP3L  SQSTM1  TRIB1   ZBTB6   APPL2   ZNF254  FAM20C  LOC100505968    IL1A    GPR183  MORN2   ADAM28  GPR135  OLR1    DAAM1   FLJ12120    UNK HINT3   NCF2    C5orf41 C10orf54    DUSP1   ZCCHC14 CDKN1C  ANP32A-IT1  WDR19   LOC440309   RHOB    TLR10   SNORA68 BMF ACSL6   KCNJ2   SLC38A6 BTBD7   LPAR6   HIST1H2AE   LRRC37A2    NINJ2   SNX16   MYEF2   OLIG1   CRK MPPED2  CALHM2  FGL2    RCBTB2  PLCXD2  FGR SYNJ2BP SERAC1  HIST1H3H    CTSK    AMN1    RIT1    VSIG4   OR52K3P NAMPT   TBC1D8  GK3P    AFF4    LGALS1  AMMECR1 ZNF678  CDC37L1 TMTC3   HIST1H2BJ   FCHO2   RNF19A  UPP1    GBP2    FAM131A TP53INP2    ZNF718  STAM2   TK2 EVI5    FCHSD1  UNKL    ACRC    NAPSB   C12orf35    ZNF763  MGC12935    ARL5B   RASGRP3 RNF19B  ERMAP   RGS2    TMOD2   ZMYND17 MIR22HG CD9 ADM LOC644656   GPR137B HIST1H3F    LCOR    IL15    RNF141  ZNF682  CYBB    HIST1H3I    MFAP3   MIDN    ARID5B  PLAU    FGD4    GDPD1   GPR132  DPY19L4 SYCP2   ARRDC3  LPXN    TTLL7   PTPRM   ETV1    ZNF432  SLC7A11 DYNC2LI1    UBE2W   ANKRD57 IFI16   NECAP1  CD58    LOC643072   ZNF407  ARHGAP42    MNS1    ATRX    STOX2   TNF IRF1    CMTM3   CD53    LOC285147   PALLD   TRIP11  NFXL1   PPCS    NMNAT1  CEP19   SUCNR1  JUNB    TGFB1I1 HECW2   DNAJB4  TCTEX1D1    OSBPL11 MFSD9   BCL3    TNFRSF21    MXD1    C20orf197   HIST1H2BB   TNFAIP2 EPB41L5 EMP3    SKIL    TNFRSF11B   ZNF675  PLXNB2  ERRFI1  LOC727815   CD86    STX6    SH2B3   NFKBIZ  KITLG   CYTH4   NFKBIA  BBS12
157
STK33_UP    http://www.broadinstitute.org/gsea/msigdb/cards/STK33_UP    FABP4   RND3    PTPRO   CCL4    PID1    TWF1    MPEG1   GNG11   P2RY14  ASPH    HMOX1   BTG2    IL1B    THBD    MAFB    TFPI    CFL2    SGK1    FOS GJA1    CDKN1A  TFEC    PPP1R17 LY96    PKIB    CLEC2B  HIST1H2BG   SLC12A6 CLDN1   TLR1    HIST1H2BC   MMP1    TFPI2   DUSP5   TDO2    DUSP1   RHOB    GBP3    CPEB4   TMEM71  TP53INP1    DOCK4   C5AR1   MILR1   EGR1    MIR22HG IL1A    DYX1C1  MIR21   RGS1    GPR137B ARL5B   CDC37L1 THAP1   STX12   SQSTM1  KLHL28  OLR1    EGR2    SIPA1L2 CXCL3   CD36    IL10RA  KMO RGS2    ASB2    KITLG   CXCL2   TTC30B  PHLDA1  ARID5B  ADAM28  TRIM23  HAVCR2  AQP9    FAM177A1    NRP1    BCL3    GLIPR1  NBEAL1  RNF19A  CD101   PLAU    RIT1    HIST2H2BE   KLF6    GPR137C FNBP1L  TREM1   ITGB8   PANX1   FNDC3A  TLR6    ZFP36   CRK TYROBP  MIDN    TRIP11  C5orf41 ICAM1   IFI16   ZCCHC14 DUSP8   APPL2   KCNJ2   MORN2   CNIH3   ZFP36L1 C4orf34 STAM2   MTSS1   C10orf46    FCHO2   TNFSF15 GPR65   UNK ABHD2   RASGRP3 GPATCH2 HBEGF   WDR19   CREB5   HIST1H2AC   ABCA1   FCAMR   BBS12   GDF15   UPP1    IRF9    GAN LCOR    HINT3   DAPK1   PPCS    BTBD7   HBP1    KIAA1107    GPR34   ACVR1   SPRED1  UBE2W   KIAA1841    SAMD8   LOC644250   N4BP2L2-IT1 HIST1H3A    DPY19L4 ZNF117  CPEB2   LIMK1   TRIB1   ARRDC3  LPAR6   NAMPT   NLRC4   NECAP1  RAB12   NCF2    STX6    C20orf194   NKIRAS1 KBTBD8  BCL6    FAM20C  VSIG4   LMBRD2  KIAA0895    MAP4K3  TGIF1   SCG2    C7orf74 ZNF222  SNX16   SLC38A6 ACSM3   BMF FOXQ1   JUNB    SYNJ1   CC2D1B  ADAMDEC1    LOC284801   PELI1   HECW2   GFPT1   C15orf48    CSRNP1  SULF2   ANKRD12 PRTFDC1 CMTM1   LFNG    GNPDA2  ZEB2    MTMR9   USP53   EMP1    ADORA3  C15orf60    RHOC    NCEH1   CD9 BCL2A1  JUN ST20    PLCXD2  DAAM1   ATG14   EGR3    ADM PPP3R1  TTLL7   WDR20   SLC7A11 BTG3    AUH STC1    PPP1R15A    MANBAL  NOV ANXA1   LOC643424   HIST1H3J    SNORA68 CMTM3   NFXL1   CYBRD1  CXCL1   MYOZ2   PPBP    OSTM1   RNF19B  MAFF    AMN1    KYNU    FLJ12120    COQ10B  GALNT4  LOC338758   ZNF238  TRAC    ZMYND17 HIST1H2AM   LOC284757   ZBTB6   RIN2    KIAA1659    NUAK1   TNF AFF4    FAM70A  SETBP1  VWA5A   AKTIP   WBP2    GPRIN3  FGL2    GLCE    RNF121  BTN2A1  C10orf54    IL6ST   LOC440309   GPR135  DYNC2LI1    ZRSR1   RTN1    TLR10   MEIS3P1 LRRC25  CLVS1   COL6A3  ATXN1   RNF149  NME7    HNMT    SOCS6   SOS1    WNT5A   SEPT10  FAM198B CYTH2   OTUD1   MGC16142    KIAA1468    ZMYND11 ANKRD40 MFAP3   RNF141  CDKN1B  DNAJC15 UNKL    SAMD9L
158
KRAS.AMP.LUNG_UP.V1_DN  http://www.broadinstitute.org/gsea/msigdb/cards/KRAS.AMP.LUNG_UP.V1_DN  DBF4B   CBL SPAG11A ZNF480  RAG1    DGKQ    CXCR2   FAM164C ZNF134  GP1BA   PROM1   HOXC11  C22orf46    HBA1    MXD3    CYP2C18 GRIK5   HIST1H1T    CEP41   CHL1    C19orf73    SLC5A2  CTF1    HEY2    PODNL1  INPP5D  KREMEN2 FCGR2B  P2RY4   ADAM2   SYNPO2L TBR1    CACNG1  RBFOX1  ICAM2   TBXAS1  PPFIA3  WDR33   PTPRH   SCARF1  GPR17   USP53   CORO2B  NAT2    EPYC    ST20    AATK    ADRA2C  GNAZ    DRD5    TRHDE   GDF10   PDE11A  GMIP    LOC644951   PLCB3   CRY2    LOC100507605    BARX2   GCNT3   LILRA4  ENPP1   GDF2    MMP13   SETD1A  IL12B   GPRC5C  HOXC8   HDAC7   MLL PLCH2   ODF1    PAIP2B  ZNF862  FLJ14082    SCN10A  PYHIN1  EMILIN2 SNCB    STARD8  PDCD1   HIST1H3A    FGL2    SHANK1  CD300A  GABRB1  RPA4    POU2F3  HIST1H2BJ   IFNA7   ALDH4A1 SLC6A16 CAMK1   GVINP1  DTNB    WISP2   TRMT2A  SLC19A3 CEND1   EMR1    CPLX2   CD34    FSHB    ABCD1   RAPGEF3 RELB    SDS KRT32   KIAA1967    TSGA10  DXS542  HTR1D   GNAT3   CACNA1F C2orf54 H2AFJ   DCC EPB41   PRODH   C5  CCDC82  RHOBTB1 TF  PGPEP1  IGF2-AS APC2    DPPA4   DNM1    IFNA10  CLDN16  PPM1H   ACE SNTG1   ALDH1A2 KCNN1   KIAA0664L3  HHLA1   CA1 TLR4    SYNGR3  MC2R    ABCB8   OVGP1   CGREF1  ADAMTS5 P2RX1
159
KRAS.AMP.LUNG_UP.V1_UP  http://www.broadinstitute.org/gsea/msigdb/cards/KRAS.AMP.LUNG_UP.V1_UP  GPR25   SPINK1  CD247   NELL2   TDRD1   C8orf59 PNMA3   NPHS1   EFCAB6  ZNF835  FKBP6   DLX5    RPL23AP53   CSN2    NPBWR2  FCER1A  MAGEA6  HSPA1L  GABRR1  CCDC57  VTN PIWIL1  LRRC37A NMUR1   LPL NDOR1   PPIEL   CLSTN3  NPHP1   UGT1A10 CCT8L2  GABRA6  TNNT2   RAB30   OPRK1   FAM30A  HCN4    CYP3A7  HIST1H2BN   LENEP   MAGEA12 CLEC4A  GATA1   ASIP    GNGT2   C8B FCRL2   MYOZ1   EFNA3   GPR44   SPTA1   GRP SLC25A31    CLSTN2  DOCK3   SDCCAG8 FGF7    VENTX   LY75    C8orf39 HSD3B2  ABCC6   B3GNTL1 SLC7A9  GABRR2  ALLC    HPR OTOR    ATXN3L  TUBA8   SOX12   JAK3    TTLL3   CRYBA1  CLEC5A  KCNC1   BMPER   EFNA2   FLJ14327    C10orf81    RCAN2   CEBPE   HECW1   NPAS3   LRRC37A4    PAX4    HSPA6   TMEM35  FAM155B CFHR5   SSTR1   NOVA1   FCER1G  F13A1   OPN1SW  CD3E    OSBP2   ATG10   MMP15   ST3GAL6 LOC651803   PRKG2   HSF1    MAN1C1  SLC6A6  CAMK1G  SLC2A4  SLAMF1  C22orf43    REST    SPP1    ST8SIA2 C3AR1   CELA2B  HIST1H2BB   AFP SLC26A4 ABCG5   GCKR    DEFA5   AKT2    XPNPEP2 HGFAC   IL26    DUSP9   BTG4    ZNF257  CCL11   MCF2L   NGF EGF PAGE4   GPR6    NAG18   DKFZP434C153    DYNC1I1 MAGEB1  C11orf16    SEMA3E  KLK14   GIP GPR68   CA5A    FAM174B
160
KRAS.DF.V1_DN   http://www.broadinstitute.org/gsea/msigdb/cards/KRAS.DF.V1_DN   PTGS2   LCP1    CLDN1   COBL    IGFBP2  CXADR   KLF11   TAGLN   LAMP3   ROBO3   EPB41L4B    FBN2    PSPH    SLMO2   BCAM    SP2 AUTS2   IL24    TNFRSF9 TRA2A   PDGFA   TMEM45A RNF39   ADRB2   PTPN14  OR7E47P EXOSC7  SYP WASF1   TNC SLC25A13    TMEM168 MMP25   CBX4    ALG13   DUSP2   KLF4    THNSL2  OMG TAF4    CNTFR   ARHGAP26    CYP2C9  PYY2    CNR2    RDH16   MEX3D   HDAC9   LSM14B  KIF21B  PGLYRP4 KLK2    COPZ2   OGFRL1  AHR RAB3IL1 RNMT    NEUROD2 ODF1    GLIPR1  URB1    KLK8    HOXC8   OR1F1   GPATCH2 RNF186  ZFHX3   BDKRB1  WNT6    PER2    IFNA17  PAK3    HMGN3   MAVS    SYNE1   SP1 C1orf109    ZNF239  FANCE   MYO5C   SLC30A3 TNXB    KLK5    RNF122  THUMPD1 EPPK1   CHRM5   SEMA6A  LANCL2  HOXA11  HUS1    SIGLEC6 NUPL2   MPP3    SMAD6   ARID3B  CD2 SPINK5  COG5    UCHL1   MLLT4   TJP3    GJB4    NCR1    VWA5A   SLC17A1 SEMA3C  SPRR1B  C6orf15 CLDN17  SIRPA   PAPPA2  ZNF764  RNF43   TRAPPC10    DCAF10  ACTL6A  DEFB4A  NUP153  HSPB6   TUFT1   ATP2B1  RPRM    LCAT    HIST1H2BH   HIST2H2AA3  HPX CTAGE9  MALT1   ARFGAP1 KIR2DL5A    PHF7    TSPYL1  CAMKV   BRP44L  KIR2DL1 OR10H3  MXRA8   ZNF512B ALOX5   FAM63A  KDM6A   SMAD7   STX3    PRSS8   SEZ6L   PCBP3   LRRC61  ERN1    CYP1A1  CDK18   SMAP1   FAM153A GAP43   GCC1    ETS2    RET HOMER2  TCL1A   PCLO    POM121  SCN2A   PRAMEF5 NRP2    TCFL5   SSTR3   KLF15   DVL3    C3orf14 MAP7    TGFB3   PAX5    HTR3A   COL4A5  PTGER1  HRH2    RAB6B   PRAMEF10    C6orf145    MAS1    BMP4    CYTH4   SRF LETM1   CDK20   SF3A2   C12orf49    MOGAT2  ALOX12P2    COL11A2 LYRM4   NGF IGFBP3  LLGL1
161
KRAS.DF.V1_UP   http://www.broadinstitute.org/gsea/msigdb/cards/KRAS.DF.V1_UP   IL1RL1  MMP1    IL13RA2 CCL20   SRPX    BMP2    SLC26A2 INHBA   HCLS1   TSPAN5  ASPH    BBS9    TLR2    PRG1    PRSS3   ELK3    GFPT2   COL6A3  GNG11   VEGFC   ZMYND8  NRP1    VCAN    CXCL3   TMEM158 CSF3    GSTT2   GALNT6  TFPI2   RASIP1  PROCR   S100P   CLPB    INPP4B  CCNG2   KIF3A   DSN1    PTPRG   IFI44   GLRX    PID1    CXCL1   TMEM135 FLRT3   GK3P    SPAG4   SMYD3   ISG20   EIF4B   CLDN5   IFI44L  AKT3    AKR1C3  LOXL2   ZNF654  SERPINB1    CDA KIN ALDH7A1 CAPRIN2 IFIT1   RGS2    FKBP1B  ANKRD36B    SAP30   IFITM1  CPVL    EMP3    MED24   KHDRBS3 BMP6    PPAP2C  PDLIM2  IFI35   DPYSL2  ALDOC   RRAD    STEAP1  E2F8    GNE LTBP3   SPRY2   SCG5    LOC653127   CUTC    MAP3K6  TM4SF1  OPLAH   IRF9    ETNK1   SLC2A10 SLC22A4 DNASE1L1    PXDN    SEC24D  STX4    ETFB    C7orf10 TP53I3  RAC2    LGALS3BP    BMPR2   CUX2    SERPINE1    PITPNC1 DLGAP4  GATA6   ANKRD46 CDKN2B  FAR2    DKK1    DDB2    CHRNA5  G6PD    HRSP12  HSD17B2 CBR4    GCH1    PDPN    FADS2   TIMP4   PPP2R3B ADAM8   LRP8    FAM168A ACADVL  SLC4A7  ING2    ARHGEF3 DPYD    MVP TUBG2   PLAT    CBLC    ALDH1A3 IFI27   TBC1D8  CCNT2   CD97    IL8 RGS17   HS3ST3A1    PLAU    GREM1   ANPEP   LOC81691    CCDC85B TMEM160 ATP9A   AURKB   CXCL5   PLCH2   MTAP    CAT SMARCD3 EHBP1L1 BORA    BCL3    PLIN3   TRPC1   JAK2    FAM173A GLS2    PELI1   SCAND1  SMARCA1 RPS6KA5 MUM1    CRYZ    CTNNBL1 SMTN    MPI BCL2L1  BEX4    QPRT    STK4    CORO1A  INPP5F  GLMN    OBFC1   HSPA2   ABHD10  DLGAP5  AKAP12  ASMTL   CALHM2  HERC5   PPM1D   FUT8    BCL6    NAT1    RETSAT  UBE2W
162
TBK1.DF_DN  http://www.broadinstitute.org/gsea/msigdb/cards/TBK1.DF_DN  ELL2    BLMH    GOLGA4  TBK1    SERPINE2    AGFG1   TMOD3   ADAM10  UBE2W   SLC26A2 CCNE2   BMPR2   ZNF395  RPS6KB1 YES1    IRF2    SRPR    SEPHS2  NUPL1   SCARB1  STOM    ANKRD57 HIST1H1D    CDCA4   GALNT7  COL4A1  CDK6    GJA1    TTI1    TEAD1   ITGB6   PDHX    UBL4A   MBP SLC39A8 BPTF    GAS1    ERAP1   ANKRD11 COL4A5  SLC6A8  MYO6    CCND2   ITCH    DSN1    DCAF16  PPCS    ALDH9A1 DCP2    KIF14   C1D ERLIN2  THBS1   RNF5    IGF2BP3 GOLGA2  MTR DENND1B CCDC41  CUL5    BNIP2   HMBOX1  CXADR   HIPK2   FNBP1L  CRK RSRC1   NME6    DICER1  DCK KLF5    HOOK1   COASY   RBBP5   CBX6    C5orf22 TSPAN5  BDH1    ACAP2   CHMP2B  PMEPA1  ITGA2   CCDC99  MTPAP   NIP7    MIS18BP1    ROCK2   SMC5    TERF2   GTPBP8  KIF3A   TTPAL   GNE ETNK1   KLF13   UFL1    CLOCK   UBXN4   AK4P3   COPS4   ATP6V1C1    COL17A1 SLC22A5 DSC3    IFIT1   DNAJC16 ZZZ3    SMURF2  LMNB1   DKK1    RRN3    YTHDF2  MPHOSPH9    PCYOX1  CASP6   SLC25A13    PLEKHA2 FLRT3   RALA    EXPH5   HIST1H1C    PKP4    BRWD1   DDX60   C12orf43    HOXA1   TAF15   SMG1    CBX5    NAA35   RCC1    USP46   SNTB2   KIAA1598    MRPS33  NEK7    HIPK3   GEMIN4  ZNHIT6  CDR2    EHF PDGFA   RXRA    RRN3P1  EXOC5   RPAP3   LMO4    NCOA3   CLEC16A MST4    PRKD3   MSH2    WHSC1L1 NEK1    BCL2L1  HRSP12  BACH1   ANKFY1  VRK1    IL1RL1  LUC7L3  PRKRA   RSF1    ZNF654  THOC2   AMMECR1 TLN1    ZKSCAN1 FAM115A SIKE1   GNAI3   POLR3B  RIF1    HNRNPA0 PANK3   ATP2B1  TBC1D10B    ALDH3A1 MED13L  CDC27   NSMAF   TRIM23  SEC63   HIST1H4C    PAFAH1B3    HMGCS1  RFX7    PRRC2B  SLC37A4 USP22   AP1AR   NLK ZCCHC10 IDE HIST1H1E    CD2AP   TFAM    NAA15   DNAJB14 MTAP    CCND1   SEMA3C  SLC35A5 MFSD6   ATP6AP2 RFWD3   KTN1    GNPDA1  SLK TNRC6B  LEPREL1 KLF7    LETM1   TTBK2   UGGT1   CAMK2N1 LRIG2   RMND1   CBFB    ESF1    PPIG    PLEKHA1 FOXA2   GOLT1B  RCBTB1  AKAP9   KPNA6   NF1 LIMS1   SDPR    RLF LIAS    IL1RN   SMARCA2 ZNF557  MAOA    PTGES   PCBD1   OSBPL1A KDM4A   CCNG2   CLN5    FAM164A MINA    SPRY2   PMAIP1  C15orf29    ATG2B   ZWINT   MPDZ    PSMB8   ARMC1   LSM14A  ODF2    IMPACT  SCAF11  SMAD5   GTF2A1  SNX15   SPIN1   RBM4    ANGPTL4 RAI14   NFYB    ADCY6   AFF4    MTA1    COL5A2  GALNT3  PSMB9   GALNT11 KIAA1467    APPL1   UBXN8   BPHL    KIAA0247    PROSC   NRIP1   OSBPL3  DNAJC3  KCTD3   TCOF1   PNISR   FOS NDUFA13 INSIG2  ARFGEF2
163
TBK1.DF_UP  http://www.broadinstitute.org/gsea/msigdb/cards/TBK1.DF_UP  FZD6    TMED5   TRAPPC2 EPB41L4B    GCH1    ACVR1   IGF1R   DNMT3B  PCLO    RB1 S100A8  SPOCK1  TUBA1A  RAD51AP1    IGSF3   PNP CIB1    LANCL1  CDK8    FAT2    RNF103  IL1A    C11orf57    GPR107  ICT1    PID1    PPAP2C  SACS    ARAF    CYBRD1  CDC42EP3    OSTM1   ITPK1   FAM57A  RIN2    FAM69A  TNS3    LRP12   CLCA2   CCDC6   PEG10   ADCY9   IL1R1   NUP62CL LINC00342   TMEM40  STEAP1  C3orf64 ATP11B  STX12   EML1    SNX24   TPST1   SLC37A1 VCAN    MMP9    PXDN    LSM6    DAAM1   DUSP5   FEZ1    ZFYVE16 TP53BP2 UXS1    PELI1   SLCO3A1 RGS20   TUFT1   TRAK2   SLC39A6 OSBPL2  ZC3H12A STAM    CHGB    PLAU    WWTR1   G0S2    GCC2    SERTAD2 CIAPIN1 BTG3    CORO1A  LSP1    GNG11   NCK2    NGFR    CKB TBC1D13 GRINA   HMOX1   CCDC165 KLF11   BID SWAP70  MEX3D   OCRL    PTK7    CASP7   GLTPD1  OPN3    EXTL2   PIP4K2C DNAJC17 SLC38A6 SNAP23  TMEM45A LAPTM4A USP10   IQCK    RAB4B   TGFA    MYBL1   EIF2C3  RABGEF1 PLAUR   KIAA0415    RGS3    ANPEP   NETO2   SLC30A1 GTF2E1  DMTF1   SAA1    CCDC109B    C1GALT1C1   TUBBP5  KIAA0355    RPL23AP7    DLG3    IL8 GALNT10 CNNM4   EIF4B   CLDN4   NFKB1   RUNX1   TNFAIP8 TMEM104 EFNA1   PTHLH   PTK6    LPXN    ADAM8   CHD9    MCAT    SNX10   RLN2    ENDOD1  C3orf52 SLC35A2 ACYP1   STEAP1B NFYA    FKBP1B  SCO2    PHF10   TEX2    GINS1   CREM    INPP5F  RAB21   SNCA    PLEKHF2 RNF38   HBEGF   C3orf14 CRIP2   TNFAIP2 ATP10D  EMP3    CD83    CCNJL   MKL2    AVL9    TP73-AS1    DERA    NFKBIE  DAB2    C9orf3  BBS1    GPHN    GCA TP53I3  CAMK2G  SERPINB13   PKNOX1  SH3TC1  SIRPA   PPP2R3A MINPP1  ARIH2   ATPAF2  RRAS    MAST4   DEGS1   RIT1    TNFAIP3 RHOBTB1 RNGTT   CGRRF1  PCTP    ENDOG   PPP3CC  PHTF2   MAP3K2  NME3    SPRR1B  ISL1    MAST3   TMEM41B NF2 GTF2H1  SLC33A1 C16orf5 NT5C2   TTC33   ATF3    SNX11   ANXA6   STX3    AKR1C3  PROS1   GALNT12 ABR SRPX    VOPP1   TBPL1   PAQR3   ITGAV   GOLGA8A TUBB2A  PRPF4B  BTG1    FAM63B  DCUN1D2 UBA3    HSPA2   TMEM50A SCHIP1  RABIF   CD97    TFE3    SLC2A3  PASK    DUSP3   DNAJB6  ZDHHC6  SLC39A4 NRBF2   CRABP2  IFT57   CCDC68  PIK3CD  NUDT4   TRIM36  TNFRSF10B   GOLPH3L MICA    SAP30BP FERMT2  CSGALNACT2  LIPG    GPX2    ENO2    HSD11B1 P2RX5   TIMP4   DDAH2   MGLL    GPR56   VAMP3   BEX4    RAB7L1  CHIC2   CXCL2   TRAM2   C6orf145    SLC2A10 NFIL3   PRSS3   DUSP14  LIPT1   C11orf75    MREG    TMEM184B    ANKMY2  TNFAIP1 KCTD14  DPY19L1 ARAP3
164
TBK1.DN.48HRS_DN    http://www.broadinstitute.org/gsea/msigdb/cards/TBK1.DN.48HRS_DN    IER3    PDHX    EGF CRYZ    PDGFA   KIAA0100    RGS2    PLEKHJ1 H2AFV   GALE    DUSP22  BIRC5   TOR1A   GNA15   PAFAH1B3    DLD ITGB1BP1    RALB    UFM1    ATG3    CTNNAL1 DCK ATP6V1D ANKRD10 MSRA    INPP4B  BCL2    BPHL    PPOX    DUSP4   IL13RA1 BIRC2   COL4A1  STX1A   AKAP8   ST3GAL5 PSMB8   TERF2IP PRKCQ   COASY   CPNE3   RALA    RAD51C  CDK1    TRIB3   ABCF1   XBP1    GTF2A2  HSPA1A  MAPK9
165
TBK1.DN.48HRS_UP    http://www.broadinstitute.org/gsea/msigdb/cards/TBK1.DN.48HRS_UP    SLC11A2 ECD APOE    FKBP14  MAP3K4  IGFBP3  CHEK2   ARL4C   LRPAP1  TEX10   FCHO1   PSRC1   APPBP2  OXSR1   FSD1    MYCBP   LBR ZMIZ1   TM9SF2  EDN1    CDK4    DUSP3   COPB2   PIK3C2B MYLK    RBM15B  MLEC    CEBPA   UGDH    TIMM22  TP53BP1 UBE2J1  MTFR1   UBQLN2  CDKN2A  CALM3   CNDP2   TMCO1   SOX2    P4HTM   CXCL2   SCP2    DDR1    RNMT    CNOT4   BAMBI   PTK2    KIAA0907    CHMP6   SDHB
166
NFE2L2.V2   http://www.broadinstitute.org/gsea/msigdb/cards/NFE2L2.V2   LOC729779   CCDC138 STAT4   PKI55   CDC45   SLC7A11 SDS TRIM29  ST8SIA2 HRK NQO1    UGDH    FZD7    LEF1    IGFBP3  GPR32   SQSTM1  MPPED2  FAM5C   PGD SULT1E1 EMP2    WNT11   EFCAB11 CCL17   DHFR    UCHL1   IMPACT  CHAC1   AXIN2   STATH   DRD5    PFN2    VSIG1   ALB ARHGAP28    MTBP    ALDH3A1 TALDO1  ECM2    SHMT1   UBE2N   ATP5G3  NR1I2   AIFM2   ALDH3A2 ZNF486  ZNF326  ESR2    UBE2D1  C1S CXCL12  MCM10   AGT PNPLA4  TRPC2   PARL    HLA-DOA HLA-DOB FGF7    LOC100126582    FGF7P2  HYAL4   GPR135  VTN ASIP    KIAA1430    AKR1C3  NLN SLC5A11 ABCB6   VPREB1  TM4SF20 LOC100133920    TNFRSF11B   ASNS    CHRDL2  OSGIN1  LOC729409   BCAT1   HPN SUV39H2 ZNF714  PCK2    SMPX    CKAP4   DGKG    STC2    POM121L12   TRIML2  GPX2    HJURP   HPDL    BCAN    PIP GAS7    ADH6    STYK1   LOC344887   ACOT11  ENTPD6  ADRA1A  HRG NEIL3   WHSC1   LY86-AS1    METAP2  TDO2    FGA SLC47A1 ORC1    C14orf177   FECH    IQGAP2  LOC340888   SCGB1D1 BRIP1   OR56B1  IL18R1  GCKR    LOC728485   MTHFD2  C14orf149   TYR TYRL    LOC100130902    TXNRD1  GLP2R   GCNT3   MRO RESP18  F2RL2   F5  NFE4    ME1 KCNE4   NUMBL   LOC647157   PPFIA2  FTHL17  FNDC9   ANKS6   NQO2    CYP4F8  DBF4B   CBS CBR1    ZNF135  CBR3    GAS2    TM9SF3  JAKMIP3 FGL1    FGG ZNF430  L1CAM   FLJ22184    PTPRZ1  RANP6   ITGB8   KIAA0232    DDC IDH1    IDE AKR1C1  SHISA2  ABHD4   MCM3    MDFIC   PSAT1P1 PSAT1   HLA-DQB1    LOC100133583    WDR87   LILRA5  CALCA   FIGF    SRXN1   SFTPA1  CBWD1   CBWD6   CFI NINJ2   CCND3   TNFSF15 GRM5    SFN EPHX1   CPXCR1  GPC1    DNAH8   NR0B1   ZC3H12D RTKN2   MRAP2   PEG3-AS1    ZIM2    PEG3    FAM178A DMD GPCPD1  PRSS38  SCUBE1  GLA ALDH7A1 KIAA0494    CD101   KCNQ2   KRT8P41 IL10    TXNRD3  SERPINA12   FTLP2   FTL RDM1    NRG4    GSTA2   HSPB3   TREX1   IL3RA   GSR RRM2    GCLC    ADAMTS12    SYK KIAA0040    FUT1    TNIP3   SRI NDUFC2  GCLM    SPTB    GRPR    OFCC1   CYLC2   HMOX1   WDHD1   G6PD    OR8H1   DEFB1   UBXN10  XYLB    SREBF1  STXBP5L FXYD7   CSTA    INADL   MACC1   HGD NRCAM   NUTF2   KIAA0319    CYP8B1  TPD52L1 REEP1   TP73    ODF3L1  ZNF649  SMC5    FLT1    FAM69A  PTDSS2  METTL3  GSTA5   CEACAM7 SEMA3G  SLC48A1 SPPL2B  DPPA2   PLXND1  KPNA5   SMG6    MAFG    LOXL3   MYL2    C1orf21 PRSS53  ACTL8   ELAVL1  KIAA0368    NFE2L2  SMAD9   SPG20   TMEM237 PRG4    CRTAP   ZNF429  RPLP2P1 NT5DC1  REPS2   MFI2    MCF2L-AS1   LCN2    B4GALNT1    TPPP3   OR6K2   HYDIN   OSCAR   TECRL   TET1    NAV2    MC2R    PALLD   FLJ37201    HAO1    PTPMT1  LOC652799   LOC653882   KIT PAPL    MGST1   FERMT1  LEP MPP3    PRR5    ARHGAP8 PRR5-ARHGAP8    DDX43   SLC2A9  LOC440335   SCAMPER KIF5C   IL17A   NEDD4   USP6    CHST9-AS1   LOC100287639    CYP4F24P    CYP4F12 OSTF1   SLCO2B1 TKT CYP4F3  MAP2    MOG NAP1L1  HDAC9   HTATIP2 RNF212  AGXT2L1 TLR4    FTH1P3  FTH1P16 FTH1P20 FTH1    C11orf52    GPNMB   FAM86DP MARS    FLJ35024    SF1 FAM167B CAMK1G  PCSK9   AKR1C4  SIAE    RIMKLA  DBF4    ICMT    SUB1    LRP8    SNTG1   JDP2    SLC15A1 CYP4F2  CDH12   HECW1   KRTAP4-1    RAB15   NCF2    PDZK1   PIR MMP7    P2RY6   UBE2D4  GCRG224 PA2G4   PA2G4P4 SRGN    SPN SPP1    C1orf186    CAMK1   BCAS1   SCARA3  GGA2    CPLX2   POU3F3  CPLX1   LANCL3  DUSP13  TSPAN7  TSKU    OR10H3  PCSK6   SOX2-OT MUC5AC  HVCN1   ESCO2   GPT2    BCL2L11 ACVRL1  TMEM18  TEX19   PDE6B   GNE ZSWIM6  CNTNAP5 VIL1    PHLDB1  LRPPRC  CYCS    TMEM64  NUPR1   RHOXF2  UNKL    ZNF143  CIB4    GPR174  KIAA1324    NKPD1   MED29   RFX4    SLC2A4  PPIAP22 PPIA    LOC439953   RABL3   ABCC2   ALOX12P2    TF  ZNF367  PHGDH   SPDYE3  SLC1A4  TFRC    TMEM174 CYP4F11 FAT3    PTGR1   PPIF    RET SLCO4C1 AKR1B1  TRIM16L RPL22L1 PTPRD   EMR3    UGT1A7  UGT1A1  UGT1A4  UGT1A8  UGT1A9  UGT1A6  UGT1A5  UGT1A10 UGT1A3  HIGD1B  LOC100131496    ATPAF1  ASF1A   CDKN2B  DEFB119 EIF2S2  AKR1B10 AKR1B15 CPN1    TERT    PANX2   GOT1L1  SPACA1  EIF1AX  RAB42   FASLG   PPAT    SLC6A6  LOC401913   CAMKK1  RHBDL3  AMBP    CXCR7
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CORDENONSI_YAP_CONSERVED_SIGNATURE  http://www.broadinstitute.org/gsea/msigdb/cards/CORDENONSI_YAP_CONSERVED_SIGNATURE  AMOTL2  ANKRD1  AXL BICC1   BIRC5   CDC20   CDKN2C  CENPF   COL4A3  CRIM1   CTGF    CYR61   DAB2    DDAH1   ASAP1   DLC1    DUSP1   DUT ECT2    EMP2    ETV5    FGF2    FLNA    FSCN1   FSTL1   GADD45B GAS6    GGH GLS HEXB    HMMR    AGFG2   ITGB2   ITGB5   LHFP    MARCKS  MDFIC   NDRG1   PDLIM2  PHGDH   PMP22   SCHIP1  SDPR    SERPINE1    SGK1    SH2D4A  SHCBP1  SLIT2   STMN1   TGFB2   TGM2    THBS1   TK1 TNNT2   TNS1    TOP2A   TSPAN3
168
JAK2_DN.V1_DN   http://www.broadinstitute.org/gsea/msigdb/cards/JAK2_DN.V1_DN   TXLNG2P ANP32A-IT1  LONRF1  NEAT1   LOC51336    KIAA0754    LRRC37A2    PLGLA   C21orf96    FLJ13769    MLL RFX3    CSAD    C15orf5 DKFZp547G183    FLJ21272    NSMCE2  DAPP1   KIAA0485    RUFY2   GTF2H2D GOLGA8B ALDH8A1 NOL12   LOC202181   MBTD1   TMEM212 EEF1G   GOLGA8A FLCN    OXNAD1  MGC12488    REPS1   KIAA1731    VEZT    DBF4B   FLJ10246    MYBL1   PHC3    N4BP2L2-IT1 CTTNBP2NL   DCAF13  C9orf38 AGSK1   LRRC37A LOC389634   61E3.4  DGKE    SCAF4   GABBR1  CEP152  MTRF1L  ANKRD36B    DYM ASAP1-IT1   LOC643328   HCG18   C4orf29 KIF13A  LOC155060   SEC31B  LOC647357   ALS2CR8 KIAA0492    PAPD4   POLR2J4 DPY19L2P2   TLE4    SCG5    EXOC4   CEP41   STAG3L1 LINC00115   ZNF551  EREG    DOCK5   TNRC18  SNHG3   ZNF280D HSPC047 DBH GRIK1   PGAP1   GPR1    LOC641807   SUZ12P  AD7C-NTP    CCNL1   TAF9B   CMC1    GRM3    HOXA7   OXTR    LOC92249    NAALAD2 FAN1    ZBTB6   PEX3    GABRE   MRPL20  EMID2   SLC25A16    ZBTB44  SLC27A3 CAPRIN2 TCL1B   ZNF160  DSCAM   KIRREL  ZNF721  RAX ADAMTSL4    MYO15B  TRIM36  MTMR11  TRIM52  FBXO22  SLC4A5  PVT1    SIGLEC15    NSUN6   ATP8B1  CDH3    FBXW12  MAGIX   FKBP11  LINC00312   MPDZ    PRO1848 C9orf5  CDRT4   MGAT5   ZNF529  EPM2AIP1    UCP1    HEATR8  SRA1    AMT KIAA1659    SLC35E1 PCDHB13 SOCS7   VPS53   TMEM163 HERC2P3 NOTCH2NL    CEP97   SGCE    SLC15A2 ATM LINC00328   C8orf44 GUSBP1  ZNF44   ECM2    DMTF1   AGXT2L1 IKZF2   ZNF221  TDRD12  HYMAI   ITGBL1  DLL3    NEUROD2 KIAA0506    C14orf113   SNRPN   HIBADH  ZNF550  DIP2A   SPIB    ERO1LB  PNISR
169
JAK2_DN.V1_UP   http://www.broadinstitute.org/gsea/msigdb/cards/JAK2_DN.V1_UP   ZNF236  LOC100288903    KRT23   GZMH    HOXD12  KLF13   FOXE3   PCDHB12 ABCB4   GPR15   LBX1    PTPRO   SPRR2B  CSN1S1  GRM5    SNCB    TLX1    FGG CCIN    FN3K    PLSCR2  TGM1    ANXA2P3 SOX14   PAGE1   IMPG2   GPR52   MYO1A   ATP8B3  HIST1H1D    WNT1    CACNB4  TYMP    RAB17   MATN4   SERPINB4    C9  MEOX1   PSG2    RBP3    FLT3LG  LARGE   MYH13   GH1 ZNF821  C8A DOT1L   KITLG   EGR4    TAF7L   L1TD1   PTTG2   PTN PIPOX   AGTR2   CXCR2   NELL2   ZFHX4   SMAD5-AS1   FOXD1   CLCNKB  METRN   CIDEA   GPR37L1 HPR GRID2   SIDT1   WNT3    CRCT1   RBP4    TSPYL5  WFDC8   CSTA    KCNIP4  HIST1H2BB   LILRB5  CYP1B1  GRM4    PDE10A  BMP2    LOC51190    ANXA2P1 PDZRN4  CBX8    ALPL    C13orf44    SLC8A1  SPAG11A VOPP1   TNFRSF10C   PHF14   LRRC6   FABP1   SPRR1A  UTF1    CRYBA2  IL24    KIR2DS2 ZSCAN2  BHLHB9  LOC440895   OR51E2  CCND1   ILVBL   HHCM    SOX17   XCL2    CLDN7   SLC28A1 CHST4   HCRTR1  PCDHA9  KRTAP5-9    CNKSR2  OR1A1   CCL21   EDDM3A  NAV2    SHH FRMPD1  DGKQ    DUOX1   COL6A3  ADCYAP1R1   KRT85   FKSG2   CDKL2   GJB3    GALK1   SLC22A17    HSPA12A LAMA1   FKBP6   CDH5    EPPK1   C7orf58 HOXD1   SPN DLGAP1  LRIG1   CDH11   DMD PRLH    SUV39H2 RALYL   DMP1    IL17A   MAGEA8  NACA2   BAI1    RANGAP1 CSPG4   TNP2    NPHS2   JAM2    ASGR1   EPHA3   GRTP1   CD8B    COL4A6  MC5R    FAM205B FGF20   ZEB1    ACTA2   C9orf114    CCR2    CYP2B7P1    SERPINB3    TUBA8   ASGR2   SEMA5A  ESRRG   FBXO4   HRH3    NPC1L1  INA ATRNL1  AKAP6   PCDHGA9 GFPT2   C6orf145    PRDM12  NEK11   RBPJL   AFF3    KISS1   NDST3
170
KRAS.300_UP.V1_DN   http://www.broadinstitute.org/gsea/msigdb/cards/KRAS.300_UP.V1_DN   KRT13   S100A7  KRT4    KRT16   TGM1    CDH16   CXCR7   NOS1    EPHX2   IFI44L  KRT38   IGF2-AS LY6D    SPRR1B  SLC6A14 KIF25   SERPINB13   SPRR3   DXS542  MX2 GPR77   THRB    RRAD    SOX11   PTPRCAP PYHIN1  PPFIA3  NTF3    HTR1B   LOC440895   TRPM2   SLC6A3  ATP6V1B1    TUBAL3  SDS ABCB1   PCDHB1  PLBD1   EPHB6   CRYGD   TAS2R4  OLFML2A HYAL4   CCR8    CGREF1  SCGB1A1 PSORS1C1    GADD45G NCR3    GRM2    HAAO    DFNB31  NR0B2   AKR1B10 TNFSF10 CLDN16  DTNB    MYL9    BRDT    UGT2B17 CAMK1D  TTLL1   TREM2   LFNG    PLEKHH3 MAGIX   CACNA1I HTR1D   NPC1L1  CBL CSDC2   TBC1D29 COBL    PDE6B   GBP1    IFNA17  RUNDC3B KRT1    CTSW    TMEM8B  CIITA   EDAR    LGALS7  BST2    RASAL1  FGFR3   DPYS    SIDT1   GKN1    CRABP2  MAP2K6  DPT SLC30A4 DSG3    KCNMB2  KIAA1660    MXD3    CHRM2   CA5B    SYNPO   DTX2    PROC    TNNI3   NKX6-1  KCNE1   SLC3A1  APOB    EDIL3   MTSS1L  VILL    MAML3   MXRA8   AMBN    TAGLN   TM4SF4  LOC390998   PODNL1  YBX2    COLEC10 ACTG2   PROP1   ZNF750  DENND1C APBB3   RYR2    TEX15   P2RX1   CEACAM5 SLC9A7  SPTBN2  FOXI1   OAS1    RTP4    MX1 PDE11A  PCYT1B  TNFRSF13B   CD40LG  FMO6P   HOXB8   KCNQ3   HSPB8   MUC5AC
171
KRAS.300_UP.V1_UP   http://www.broadinstitute.org/gsea/msigdb/cards/KRAS.300_UP.V1_UP   IL13RA2 A2M SCG5    IL1RL1  ITGA2   C11orf41    FGF9    G0S2    CALB1   HSD11B1 NRCAM   DOCK4   SNAP91  STC1    FAM155B DYNC1I1 ST3GAL6 CDR1    SNAP25  ANGPTL4 ETV1    NTM MMP11   GLRX    RBP4    ITGB2   ETV5    PEG3    RELN    CFHR2   LMO3    HEY1    TERT    LILRA6  DHRS9   CD1A    ADAM8   SIGLEC15    GLDC    KIF5C   PPBP    SCG3    HPN PCDH8   HTR7    CHGB    CXCL5   FABP3   CGA TAPT1   SLC25A31    KCNK10  RNASE1  SYT1    PDE2A   NOL4    ZNF528  LOC401034   NPY6R   C7orf63 SMPX    CXCL3   TFDP3   EVI2A   KCNK7   ACCN4   DNAJA4  BEX1    USH1C   ARHGAP24    GPR4    ATP1A2  KIF5A   DUSP6   RDH5    DCBLD2  ADAM19  ETV4    CTNNA2  GBA3    GRIN2A  LOC653127   NAV3    MAPK10  CHGA    NME5    APOD    ANK3    RTN1    SCN1B   CSF3    SPRY2   SEMA3A  CEL MCF2    ANO1    KCNH2   CEACAM3 PCP4    NAP1L2  ANPEP   MMP1    FNDC8   RCAN2   DNM3    SLC6A15 SORL1   LOC147343   DEFB4A  ITGBL1  LOC202181   MAP4K1  GABRA1  DDX6    LRCH1   CDK5R1  APOBEC3G    CRISP1  ERC2    RRAGD   EFCAB6  CLUL1   RETN    GABRA3  ZP4 SCN2A   TRIB2   SLCO5A1 GPR19   EMID2   ASTN1   TOX3    DBH ATXN3L  HIST1H2BO   WNT7A   HAS2    MKRN3   TRIM36  SPP1    TFPI    OR2B6   PTX3    CEACAM1 LOC339524   PRG3
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KRAS.50_UP.V1_DN    http://www.broadinstitute.org/gsea/msigdb/cards/KRAS.50_UP.V1_DN    KRT13   S100A7  KRT4    KRT16   TGM1    CDH16   CXCR7   NOS1    EPHX2   IFI44L  KRT38   IGF2-AS LY6D    SPRR1B  SLC6A14 KIF25   SERPINB13   SPRR3   DXS542  MX2 GPR77   THRB    RRAD    SOX11   PTPRCAP PYHIN1  PPFIA3  NTF3    HTR1B   LOC440895   TRPM2   SLC6A3  ATP6V1B1    TUBAL3  SDS ABCB1   PCDHB1  PLBD1   EPHB6   CRYGD   TAS2R4  OLFML2A HYAL4   CCR8    CGREF1  SCGB1A1 PSORS1C1    GADD45G NCR3
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KRAS.50_UP.V1_UP    http://www.broadinstitute.org/gsea/msigdb/cards/KRAS.50_UP.V1_UP    IL13RA2 A2M SCG5    IL1RL1  ITGA2   C11orf41    FGF9    G0S2    CALB1   HSD11B1 NRCAM   DOCK4   SNAP91  STC1    FAM155B DYNC1I1 ST3GAL6 CDR1    SNAP25  ANGPTL4 ETV1    NTM MMP11   GLRX    RBP4    ITGB2   ETV5    PEG3    RELN    CFHR2   LMO3    HEY1    TERT    LILRA6  DHRS9   CD1A    ADAM8   SIGLEC15    GLDC    KIF5C   PPBP    SCG3    HPN PCDH8   HTR7    CHGB    CXCL5   FABP3
174
KRAS.600_UP.V1_DN   http://www.broadinstitute.org/gsea/msigdb/cards/KRAS.600_UP.V1_DN   KRT13   S100A7  KRT4    KRT16   TGM1    CDH16   CXCR7   NOS1    EPHX2   IFI44L  KRT38   IGF2-AS LY6D    SPRR1B  SLC6A14 KIF25   SERPINB13   SPRR3   DXS542  MX2 GPR77   THRB    RRAD    SOX11   PTPRCAP PYHIN1  PPFIA3  NTF3    HTR1B   LOC440895   TRPM2   SLC6A3  ATP6V1B1    TUBAL3  SDS ABCB1   PCDHB1  PLBD1   EPHB6   CRYGD   TAS2R4  OLFML2A HYAL4   CCR8    CGREF1  SCGB1A1 PSORS1C1    GADD45G NCR3    GRM2    HAAO    DFNB31  NR0B2   AKR1B10 TNFSF10 CLDN16  DTNB    MYL9    BRDT    UGT2B17 CAMK1D  TTLL1   TREM2   LFNG    PLEKHH3 MAGIX   CACNA1I HTR1D   NPC1L1  CBL CSDC2   TBC1D29 COBL    PDE6B   GBP1    IFNA17  RUNDC3B KRT1    CTSW    TMEM8B  CIITA   EDAR    LGALS7  BST2    RASAL1  FGFR3   DPYS    SIDT1   GKN1    CRABP2  MAP2K6  DPT SLC30A4 DSG3    KCNMB2  KIAA1660    MXD3    CHRM2   CA5B    SYNPO   DTX2    PROC    TNNI3   NKX6-1  KCNE1   SLC3A1  APOB    EDIL3   MTSS1L  VILL    MAML3   MXRA8   AMBN    TAGLN   TM4SF4  LOC390998   PODNL1  YBX2    COLEC10 ACTG2   PROP1   ZNF750  DENND1C APBB3   RYR2    TEX15   P2RX1   CEACAM5 SLC9A7  SPTBN2  FOXI1   OAS1    RTP4    MX1 PDE11A  PCYT1B  TNFRSF13B   CD40LG  FMO6P   HOXB8   KCNQ3   HSPB8   MUC5AC  PRTN3   ABCG4   CYP2C18 KRT31   IFNA5   HIST1H3A    IFNA16  KLK7    CKM FGGY    AQP6    TRH SPRR1A  HLA-DOA UGT2A3  CNTFR   KRT17   FCGBP   LOC100288903    CXCL14  CLDN8   ARHGAP28    SCGN    CYP2C19 C22orf31    DLX6    IL19    DSG1    XAF1    BLNK    CADM4   BCL11B  GPR173  EDN2    SIT1    CLIC3   C8orf59 PCDHGB6 GNRH2   CCDC33  MAPRE3  FLJ11827    SLAMF1  TGFB2   DDX51   NEU3    CD36    FGF4    MYOM2   LGALS9  ADRA2B  CSPG4   BBC3    NRXN3   SERPING1    HOXC8   ZBP1    C8A PTPRH   LRRC31  KCNMB1  KLF8    PRRG4   FOXRED2 IGLV2-14    LOC644872   LOC57399    COL2A1  PIP5K1C FLJ20712    EDN1    HRASLS  HRH3    THNSL2  CALML5  ZBTB16  EPHB3   CD300A  IL5 KLK12   FRAS1   SCN7A   THBD    KIAA0087    SCN10A  YOD1    WNT16   PRODH   LYPD3   NINJ1   GP2 PIK3C2B CNGB1   C1QL1   C17orf88    CTAG2   SPATA6  SLC22A11    MLANA   SPAG11B CHRNG   KLF3    ADAMTS9 PGLYRP1 VGLL3   TRIM48  VAV3    ZNF154  CALML3  NAALADL1    CXorf48 SMPDL3B NOX3    MCHR1   CCDC102B    PNMT    ARHGEF38    NR1I3   ABCB11  NYNRIN  ART1    CLCA2   ANKRD1  CALCB   SLC5A2  IMPA2   ENPP1   RAMP3   CD207   CATSPERB    CD248   GPR52   FETUB   CNR2    MATN2   MAST3   APOL3   SLC29A3 DBF4B   CST4    ATP2A3  MTNR1A  PTPRU   DLK2    FOLR2   IVL
175
KRAS.600_UP.V1_UP   http://www.broadinstitute.org/gsea/msigdb/cards/KRAS.600_UP.V1_UP   IL13RA2 A2M SCG5    IL1RL1  ITGA2   C11orf41    FGF9    G0S2    CALB1   HSD11B1 NRCAM   DOCK4   SNAP91  STC1    FAM155B DYNC1I1 ST3GAL6 CDR1    SNAP25  ANGPTL4 ETV1    NTM MMP11   GLRX    RBP4    ITGB2   ETV5    PEG3    RELN    CFHR2   LMO3    HEY1    TERT    LILRA6  DHRS9   CD1A    ADAM8   SIGLEC15    GLDC    KIF5C   PPBP    SCG3    HPN PCDH8   HTR7    CHGB    CXCL5   FABP3   CGA TAPT1   SLC25A31    KCNK10  RNASE1  SYT1    PDE2A   NOL4    ZNF528  LOC401034   NPY6R   C7orf63 SMPX    CXCL3   TFDP3   EVI2A   KCNK7   ACCN4   DNAJA4  BEX1    USH1C   ARHGAP24    GPR4    ATP1A2  KIF5A   DUSP6   RDH5    DCBLD2  ADAM19  ETV4    CTNNA2  GBA3    GRIN2A  LOC653127   NAV3    MAPK10  CHGA    NME5    APOD    ANK3    RTN1    SCN1B   CSF3    SPRY2   SEMA3A  CEL MCF2    ANO1    KCNH2   CEACAM3 PCP4    NAP1L2  ANPEP   MMP1    FNDC8   RCAN2   DNM3    SLC6A15 SORL1   LOC147343   DEFB4A  ITGBL1  LOC202181   MAP4K1  GABRA1  DDX6    LRCH1   CDK5R1  APOBEC3G    CRISP1  ERC2    RRAGD   EFCAB6  CLUL1   RETN    GABRA3  ZP4 SCN2A   TRIB2   SLCO5A1 GPR19   EMID2   ASTN1   TOX3    DBH ATXN3L  HIST1H2BO   WNT7A   HAS2    MKRN3   TRIM36  SPP1    TFPI    OR2B6   PTX3    CEACAM1 LOC339524   PRG3    STX1A   CXCR4   GPR37   LOC650293   TAAR5   ZEB1    GPR124  MMP9    CPA2    IL36A   ETV2    ANKRD34C    IDI2-AS1    ST18    KCNJ8   PRL ACOX2   MMP10   AURKC   VEGFC   TGM2    TNFSF15 CSN2    TAGLN3  PNMA2   GFI1    FEZF2   PRDM14  PTGS2   IL1R2   KCNAB3  ZNF529  DLGAP2  HBEGF   DNMBP   NTRK3   CDHR2   CD80    PIWIL1  CDK2AP2P3   EMP1    HS3ST3B1    KCNK3   TBX3    TPH1    ESM1    ATP4A   LAPTM5  CHRNA3  IFNA8   IGF2    KCNC1   SH2D2A  ZDHHC11 DEFA5   GNG11   PMS2P4  TLR8    CTNND2  MAGEA11 ARL4C   LDB3    SPINK1  MLXIPL  CEND1   SLCO4A1 PLAT    KIT LINC00341   CMKLR1  MYF6    OR2C1   PFKFB1  TMEM158 GALR2   TRIM2   PRO0478 CSF2RA  MGC4771 BMP7    PLAU    MMD INHBA   CYP27B1 GFAP    KIAA0226L   NRP1    KCNA5   GRM1    MTMR8   SATB1   MAGEH1  ITPKA   ALPI    MMP17   DIRAS2  SLIT1   AMBP    LGALS14 LIMCH1  MSMB    LPPR1   LAG3    FAM174B MOBP    PRG1    HIST1H2BB   FLT4    PELI2   NR4A3   MGAT4A  TLR4    TRIM45  KCNJ13  PCDH9   C10orf81    GPR18   DUSP4   PLA2G4C TMEM156 LOC651803   EN2 TSPY1   KRT8P12 SOX9    PLA2G3  EXOC6B  CCNJL   C1QTNF1 NMNAT2  CCR6    REEP2   FMNL2   FLJ13310    ALDH8A1 LPXN    ADCYAP1R1   BUD31   UGT8    CLSTN2  FOXG1
176
KRAS.600.LUNG.BREAST_UP.V1_DN   http://www.broadinstitute.org/gsea/msigdb/cards/KRAS.600.LUNG.BREAST_UP.V1_DN   LY6D    KRT13   MAST3   MEGF8   ATP6V1B1    S100A7  TM4SF4  EPHX2   CALML5  SYNDIG1 PDE6B   IVL SPTBN2  P2RX1   TRIM48  CDH12   AKR1B10 TNNI3   GLYAT   APOB    SERPINB13   KRT4    MYL9    NOX5    UPK3B   SLC3A1  CCDC132 RAMP3   KRT16   DTNB    METTL7A LOC440895   GADD45G OLFML2A MXRA8   CD248   FGFR3   TGM1    MAP2K6  YPEL1   HTR1B   SOX11   CXCL14  ALOX12B TSHB    NCR3    TTLL1   PIK3C2B TRPM2   MMP28   PDE3A   DEFB1   AMBN    ATHL1   INPP5D  CALML3  SIDT1   SCN7A   VAV3    MXD3    PAQR6   RAG1    NOS1    CXCR7   KRT38   TBR1    AKAP6   DTX2    PARP3   GLS2    CLCA2   ART1    CD36    COL2A1  DPT ANKRD1  PCDHB1  TAS2R4  FRAS1   IFI44L  VAX2    COL5A2  PBX1    HCN2    ADAMTS20    PROC    IL5RA   LOC642671   LOC100288903    ADD2    PVALB   HIST1H3A    KIAA1660    SPAG11A LGALS7  RTP4    KCNMB1  NTF3    GPR77   IGF2-AS SOBP    CLDN8   RBM17   TRIM9   CYP21A2 GAMT    KIF25   FLT1    FMO6P   IFNA16  MTHFR   EMR1    EPB41L4A    LGALS9  IGFBP2  THNSL2  PLBD1   NSUN6   SERPINA10   TNFSF10 RUNDC3B CD6 RPL13P5 ERAP2   COBL    HHLA1   RYR1    GDNF    ALDH5A1 HTR1E   NYNRIN  CRABP2  BDKRB1  PTPRU   CALCB   SLC6A9  C6orf10 HRK SCARF1  SLC12A3 CACNA1I RARRES2 CCDC121 GABRA4  CDH16   BRDT    DENND1C MYH7    PPYR1   PLXND1  FGF1    BBOX1   KCNMB2  APC2    GP1BB   SLC25A23    KRT1    PTGFR   PRDM12  C19orf73    GPRC5B  NINJ1   MMP27   CPB1    EMID1   NAALADL1    FAM189A2    IL12RB2 PTENP1  GP6 IQCG    TBKBP1  CRYAB   PROM1   NEIL1   C6orf64 GALNT8  CIITA   MAML3   PCSK2   ELMO1   DPYS    FBXO24  TYRP1   ZNF343  CLDN16  UGT2A3  CXCR2   DFNB31  DGCR6L  KIAA1456    SLC30A3 IFT140  COL19A1 SCN10A  STAG3L1 S100A12 CNTLN   C17orf80    RIMS1   SERPINB3    HEPH    KLF8    SELENBP1    GBP1    PTPRJ   PPFIA3  FGGY    CD207   MAP3K1  IL18R1  SCGB1A1 GP1BA   TBC1D29 IL12A   POU4F2  DAAM2   PAX2    C11orf80    ENTPD5  DYRK1B  SLC6A3  APOL3   CCDC102B    PVRL1   IL5 LILRP2  PLAC8   SERPING1    CA5B    ZNF750  ZNF391  PPFIA2  ADORA3  NEUROD1 THAP9   KCNB1   CRABP1  ZNF702P C22orf31    BTN3A2  THBS3   AAAS    HBZ SDS ACCN2   MYOM2   SELE    NLGN4Y  COL5A3  CREB3L1 CACNA2D3    ALG1L2  IL22    RARRES3 YBX2    PYHIN1  IMPA2   KCNIP2  ZSCAN2  HOXB3   DLX6    FSCN2   CKM PRODH2  TRIM58  TMEM8B  KRT20   CD5 DENND2D PSORS1C1    LOC100507605    CYP26B1 GAS1    CHRM5   DUSP21  MRPL41  GRIA1   KLRK1   EPHX3   GBP2    TEX15   KLK12   SH3GL3  LECT2   FGF21   SNN MYOM1   HTR1D
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KRAS.600.LUNG.BREAST_UP.V1_UP   http://www.broadinstitute.org/gsea/msigdb/cards/KRAS.600.LUNG.BREAST_UP.V1_UP   IL1RL1  IL13RA2 HSD11B1 PPBP    SCG5    CXCL5   MMP10   MMP1    CSF3    NAV3    TAGLN3  KRT34   ESM1    PDE2A   IL37    SMPX    RBP4    HSD17B2 ZP4 SPINK1  IL1R2   DHRS9   ADAM8   G0S2    INHBA   RETN    AMELY   CXCL2   HBEGF   BMP6    CD1A    GFI1    KCNK15  HPN PRDM1   ETS1    FNDC8   CXCL3   GLRX    TERT    FAM155B RELN    STC1    CRCT1   LIF NDOR1   IFNA8   SNAP25  TNFSF15 ITGA2   DKFZp566H0824   CDSN    IL8 GPR4    MMP9    KCNC2   NRL KIF5A   GULP1   POLM    CLSTN2  FCRL2   C9orf38 RNASE1  MYH2    CXCL1   CTNNA2  ISG20   CALB1   RPS4Y1  NR1H4   SPRY2   IL23A   CCL20   LOC401034   LAT2    DNAH9   KCNJ14  DOCK4   ADAM19  ITPKA   OR2B6   PRSS3   ANGPTL4 OSBP2   LDB3    ST3GAL6 PTPRR   GBA3    SLCO4A1 HOXD11  CSF2    TNFAIP3 CD247   KCNC1   CHRNA2  IGHV3-48    TBX3    KIF5C   SLC25A31    NELL2   SLCO5A1 TRAF1   TAAR5   GABRA3  CCR6    C11orf41    CLPS    SNAP91  TTC22   OSGIN1  ADAMTS6 GRP CD37    NPPB    AKT2    HAS2    CEACAM3 A2M C1orf114    IGFBP3  PRY RMST    TFDP3   RBMXL2  PDCD1LG2    PRL GYPC    LILRA6  FAM174B MGLL    MKRN3   TSPAN1  TSPY1   SEMA3B  BIRC3   CATR1   NTM CMKLR1  PTGS2   ID2 SHOX    ATG10   ZNF639  SH2D2A  ATXN3L  RDH5    ALPP    KRT33B  AKAP12  LYL1    PLAC4   PPP1R14D    DYNC1I1 SIGLEC15    LY96    KCNAB3  ETV4    SPANXC  IL1B    NGF PRG3    TMEM176B    MB  L1TD1   DCAF13  MGC4771 ZNRF4   FBXO4   RBM GPR124  PPP1R15A    TNNT2   PIWIL1  TIGD6   PRRX1   COL9A3  FBP1    SCGB1D1 KCNK7   IL36A   NTRK1   KCNA5   DENND5B PLAUR   HOXD1   DCBLD2  MMP20   KIAA0754    SLC5A5  ANO1    EVI2A   USH2A   MMP15   TFPI    MAPK10  WNT7A   CELA2B  OGDHL   DDIT3   ARG1    TMEM158 ST6GALNAC5  UGT2B28 TMEM156 HDAC9   LAG3    PLA2G3  SPIB    C7orf63 CFHR2   LAMC3   LPL C1orf68 SAMD14  WDR25   FLT4    GPRC5D  SEMA3A  LHB MYOC    TRIM46  GRIN2A  STX1A   SSTR5   CLEC4A  CCL22   CCT8L2  PTTG2   TOX3    ARHGAP24    FAM120C CHST2   SOX17   BMP2    SFRP5   SYP LOC646649   FOXL2   FUT5    CCR10   NACC1   HIC1    MAGEA6  DEFB4A  NPHS1   MYF6    TONSL   BRSK2   MTMR8   ZNF671  PTGIS   SPHK1   PRDM14  PLXNB3  KIF24   SLIT2   TAPT1   HAO2    ANO2    ATP4A   PRSS2   SOX10   NCAM1   IL24    GNG11   KCNH2   HSD3B2  MSMB    TRIM45  CACNG1  WNT1    CYP4F8  CECR1   MAGEA11 MIA CLDN5   PLVAP   NMUR1   NRCAM   CD1B    GFAP    FRMD1   LOC79999    CD160   S100A5  IMPG1   LGALS14
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KRAS.BREAST_UP.V1_DN    http://www.broadinstitute.org/gsea/msigdb/cards/KRAS.BREAST_UP.V1_DN    PAQR6   ABCB1   NDNF    ATP6V1B1    POU3F2  MAST3   NOS1    TM4SF4  DTNB    P2RX1   ENTPD5  EPHX2   DTX2    ALG1L2  SCN7A   CCDC121 HOXB5   MYOM2   PDE3A   CLSTN3  NTF3    PVRL1   PTENP1  RPL13P5 LOC341651   GADD45G KDM4D   RUNDC3B TRIM9   CCDC57  ATHL1   ZNF37BP TNNI3   ART1    SYNDIG1 DPYS    SDS UGT2A3  LATS1   YPEL1   APOB    EGR4    NFATC4  ADAMTS5 EDIL3   NPR1    GRIP2   P2RX7   GP1BB   KCNA3   TSPAN12 ADAMTS20    C22orf31    CRH APOL3   ALOX12B HCN2    C7orf43 C17orf59    NCR3    ASPHD1  GLS2    HHLA1   FRAS1   SPTBN2  IL18R1  KRT38   PTGFR   SERPINA10   CLDN8   C6orf10 KIF25   RAMP3   WT1-AS  NAALADL1    EGFL7   ACCN2   SOBP    KLF8    MUC13   SERPING1    PROP1   IFNA16  CDH12   PLBD1   PCDHB1  MEGF8   MYL9    HPR FGGY    MTHFR   PI15    EXOSC1  TEX15   CRABP1  CDK18   SLC9A7  DENND2D NOX5    KCNJ3   SV2B    ANKRD1  CACNA1A FGFR3   CA5B    SELENBP1    CALCB   TTYH1   CSRP3   SMPDL3B HIST1H4L    SLC30A3 RBM17   GJA10   DPT SIDT1   DPEP2   TSHB    CAMK1   LOC440925   MYH7    KCNQ3   DUX1    FGR PBX1    TLR6    CYP21A2 FMO6P   HBZ XYLB    SLC8A1  CRYGD   GP6 PF4V1   EEF1DP5 GABRA6  POLL    GJA4    PDE6B   MAML3   LAIR1   PPM1E   COL5A2  TFF2    ELMO1
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KRAS.BREAST_UP.V1_UP    http://www.broadinstitute.org/gsea/msigdb/cards/KRAS.BREAST_UP.V1_UP    IL1RL1  IGFBP3  DHRS9   ZP4 PPBP    CRCT1   MMP10   IL1R2   NR1H4   IL37    SPINK1  ESM1    SCG5    CLSTN2  TAGLN3  IL1RAPL1    CDSN    HSD17B2 DNAJA4  KCNK15  HSD11B1 KIF5A   HAS2    PDE2A   TAAR5   PRDM1   BMP6    NFE2    ATP12A  KRT34   SAMD14  AMELY   CLPS    NPAS1   PRRX1   C3orf51 MMP9    KCNC2   KRT33B  COL9A3  KCNA10  ALPP    USH2A   GULP1   SMPX    A2M MYCN    SYP LIF KLK6    SOX17   C9orf38 CSF2    GSG1    GPR37L1 KIAA0754    CCL16   KIF24   ETV2    KCNJ14  IL17RB  HDLBP   MGLL    PSCA    HIST1H2AI   KCNA2   GFI1    LOC440334   EFNA5   PCDHGA11    KLK12   TMPRSS4 FMO2    ACPP    CMA1    GPR144  CMKLR1  CXCL3   GLRX    CALB1   OR2C1   GABRA3  LOC650594   TRAF1   BAIAP3  DEFB4A  LILRA6  KCNK3   SPRR2B  FCRL2   CCRL1   IGF2    GJA8    LOC652159   TLR8    MAPK4   KCNAB3  CDK2AP2P3   IL2RG   CASS4   CEACAM1 SPRY2   CEACAM3 TFPI    IL1B    OCA2    CYB5R2  PDE3B   PPP1R15A    AKAP12  LYL1    SPON2   KCNJ16  RBMY2FP PRB4    BIRC3   LOC646649   COL9A1  ANKRD36BP2  OSGIN1  FAM30A  S100A5  FAM155B STX1A   NRL WDR96   SNAP25  SPACA1  CXCL2   NDUFA4L2    IL13RA2 RMST    STC1    TAPT1   ANO2    TNFAIP3 WNT16   SCEL    PROL1   MKRN3   TMEM176A    CCL22   ADAMDEC1    NPPB    TERT    CTNNA2
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KRAS.KIDNEY_UP.V1_DN    http://www.broadinstitute.org/gsea/msigdb/cards/KRAS.KIDNEY_UP.V1_DN    TREM2   NPPB    RSAD2   SLC5A5  LFNG    NES KRT17   IFI44L  SGK2    CXCL10  IL23A   AADAC   THRB    PROP1   MX1 KIF21B  PTPRCAP OR7A10  ETS1    HIST1H2AI   TCP10   OAS1    MSC IFNA17  APBB3   PRG2    CD14    GRM8    LOC399904   EDN2    IL1RL2  CBL GRM4    THBD    HHIPL2  PHLDA3  AGRP    VILL    PDCD1   FOXA1   LIPE    EGFL7   IL26    NGF C8orf59 LMAN1L  HINFP   CXCL11  ACE NR1I3   FOLR2   ITIH5   KLK1    RYR2    CCL20   LOC650488   C3orf36 KRT2    ZDHHC8P1    INSL4   SPAG11B STX11   ACTC1   BAAT    LILRB4  IGKV3D-15   LRRC31  PRSS21  MX2 ODZ2    TCF21   DXS542  DSG3    SERHL2  HYAL4   GRM2    PAGE1   KLHDC8A KLF3    CST5    CAPN9   KCND1   PTGER2  TTLL2   EFHD1   PGP EREG    CHRM2   DEPDC5  INSL5   KCNF1   SIM1    ATP1B4  FLJ20712    SLC9A3  MGC2889 GPR35   CLEC3B  C19orf26    CETP    LRRC48  KCNN1   SPATA6  CCL27   MAGEA10 EPHA5   ABCB11  EPS8L3  BMP4    IL6 MDFI    LOC390998   IFI30   ASPN    SLC6A20 CACNA1S ABCA3   ADAMTSL2    BRDT    TACR2   HSD17B2 LILRA4  CHRNA9  HRG CNN1    TYROBP  ECEL1   CSF1R   SRD5A3  B3GALT5 CARD9   GATA4   SEMA5A  CHRNG   NPC1L1  SEC31B  FCHO1   DDX51   NPFFR1  SRC RASGRF1 CATR1
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KRAS.KIDNEY_UP.V1_UP    http://www.broadinstitute.org/gsea/msigdb/cards/KRAS.KIDNEY_UP.V1_UP    FGF9    CDR1    RTN1    NRCAM   PCP4    GATM    ETV1    SNAP91  SEPP1   SCG3    AK5 SORL1   METTL7A ATP1A2  NEFL    PEG3    CDK5R1  ANK3    PLSCR4  ITGBL1  PELI2   LMO3    ZNF536  SV2B    PLP1    PMP2    CRTAM   NDN A2M EMP1    CALB1   TRIM9   SPARCL1 GPM6A   XK  DYNC1I1 PLCB1   GABRA1  ADCY1   CHGB    PLGLA   CRYAB   HPCAL4  CAB39L  GABRB1  ERC2    PCDH9   TCEAL2  GPR37   SIGLEC15    GRM5    CHGA    CA2 HMP19   NEBL    TRIM2   TSPAN7  ST3GAL6 ANK2    KIF5C   SLC6A15 HEY1    GRIA2   TRIL    SYT1    SFRP1   TMOD1   SATB1   SNAP25  CCND2   SLC1A3  RCAN2   NUDT11  GCGR    MAP7    SCN1B   FAM153B PNMA2   RIT2    SMR3A   WSCD1   DNM3    GPNMB   NRN1    DDX6    GABRR2  SLC12A5 SOBP    D4S234E AQP4    PLCL1   MPZL2   MEF2C   ARPP21  NME5    NAP1L2  ALDH1A1 SORBS1  LIMCH1  ESRRG   DUSP6   RAPGEF4 FZD3    RELN    NRXN1   TUBB4A  TRIB2   GRIK2   KCNA5   NMNAT2  GPR19   PECAM1  CPE KIT CRYM    C7orf63 OCLM    GABRA5  LOC147343   SLC12A3 SCG5    RNLS    GHRH    SCN2A   MMP27   NOL4    MAFB    EPB41L3 TMEM100 ASPA    DLGAP2  MAGEH1  COPG2   SLC6A1  GLDC    GAP43   SERPINI1    GPRC5B  VIPR2   LOC401034   GAD1    WIF1    CPEB3   CP  KCNJ8
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KRAS.LUNG_UP.V1_DN  http://www.broadinstitute.org/gsea/msigdb/cards/KRAS.LUNG_UP.V1_DN  LY6D    S100A7  IVL KRT4    KLK12   KRT16   CDH16   CALML5  SPRR3   LGALS7  KRT13   CXCL14  COBL    SERPINB13   SERPINB3    AKR1B10 MAP2K6  S100A12 TGM1    KLK7    ACPP    POSTN   BBOX1   CRYAB   SLC6A14 MAFB    CD248   INPP5D  RTP4    MEGF8   LOC653326   PIK3C2B SH3BP1  HTR1B   KRT1    BBC3    ZNF750  PSORS1C1    DEFB1   PRODH   HAAO    RYR1    COL2A1  FCGR3B  EMID1   OLFML2A WNT16   LOC57399    NYNRIN  CLCA4   RAB40AL RHCG    PTPRU   TRIM48  FAM164C AKAP4   KLK8    GLYAT   NGFR    APOBEC3A    SRD5A3  FMO2    CDKN1C  LYPD3   RDH16   SCARF1  GALNT8  KLK11   ALDH3B2 PLA2G10 PDE6B   CRABP2  CYP26B1 SERPINB4    IGFBP2  VPREB1  CCR2    KRT15   VAV3    C6orf64 PPFIBP2 AKAP6   LOC440895   CALML3  SLC3A1  IHH COL19A1 MXRA8   CYP2C18 GAS1    GABRB1  SH3GL3  C11orf80    TNFSF10 HEY2    TRHDE   HTR1D   CYP4B1  SGCD    SLC6A9  SOX30   METTL7A CD22    C1orf222    UPK3B   CBL ZNF862  CCDC132 TSC22D4 DHX58   SCN10A  STAG3L1 ADD2    LOC100507605    MORC1   IL10RA  CHRM5   PROC    PSG7    ACHE    PLCH2   CACNA1F EPHB3   ERG LMO1    OR3A3   MAP3K1  PROM1   THAP9   GPNMB   TF  GPR45   TRGV7   ADORA3  MC5R    RAG1    SCRG1   PALM    SLC39A2 CDH12   GDNF    SCGB1A1 PPYR1   SPTBN2  ATAT1
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KRAS.LUNG_UP.V1_UP  http://www.broadinstitute.org/gsea/msigdb/cards/KRAS.LUNG_UP.V1_UP  IL13RA2 CXCL5   MMP1    IL1RL1  HSD11B1 CSF3    NELL2   NAV3    NPHS1   MAGEA6  INHBA   KIF5C   CD247   CELA2B  RBP4    G0S2    GBA3    OGDHL   LRIG1   FBXO4   TSPAN1  HPN POLM    FNDC8   B3GNTL1 SDCCAG8 IFNA8   FRMD1   ANGPTL4 SLC6A11 SLC18A1 TMEM176B    DEFA5   ETS1    SCG5    RETN    NTM TNNT2   PRKG2   ADAMTS3 C3AR1   FABP3   ST3GAL6 LOC100289255    ADAM8   CLSTN3  C17orf53    CECR1   AURKC   SLCO5A1 CLEC4A  LOC157627   FUT5    PTPRR   LDB3    LOC401034   ZNF749  CD1A    TTC22   GRIN2A  EGFL7   CX3CR1  RELN    TBX3    MT3 CCL20   TAS2R1  KIR2DL3 BTC CCT8L2  C7orf63 ANO1    SIGLEC15    ITGA2   HS3ST3A1    ATG10   HBEGF   CYP2J2  C11orf41    NDOR1   CD80    CYTIP   UGT1A10 TMEM158 SEMG2   ABCB1   IL8 SH2D2A  CYP4F8  ZBTB48  ZNF639  IL23A   IGSF1   JAK3    GRIP2   TEX13A  NGF ADCYAP1R1   HOXD11  CD48    EVI2A   SLC6A4  MYH2    SMPX    RNASE1  KCNA5   PPP1R14D    NKX2-5  SARM1   DCBLD2  GPR3    PDCD1LG2    ASGR2   ALLC    WNT7A   IKZF1   AKT2    MMP20   HTR7    SLC16A8 CRYAA   BCL2A1  BANK1   PAX4    OR2B6   CG030   NES SLCO4A1 LAG3    ZNF821  DOCK2   PCDH17  NRP1    DOCK4   NDNF    LILRB1  TSPY1   ZBTB44  LINC00472   RGS4    PRG3
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KRAS.LUNG.BREAST_UP.V1_DN   http://www.broadinstitute.org/gsea/msigdb/cards/KRAS.LUNG.BREAST_UP.V1_DN   LY6D    KRT13   MAST3   MEGF8   ATP6V1B1    S100A7  TM4SF4  EPHX2   CALML5  SYNDIG1 PDE6B   IVL SPTBN2  P2RX1   TRIM48  CDH12   AKR1B10 TNNI3   GLYAT   APOB    SERPINB13   KRT4    MYL9    NOX5    UPK3B   SLC3A1  CCDC132 RAMP3   KRT16   DTNB    METTL7A LOC440895   GADD45G OLFML2A MXRA8   CD248   FGFR3   TGM1    MAP2K6  YPEL1   HTR1B   SOX11   CXCL14  ALOX12B TSHB    NCR3    TTLL1   PIK3C2B TRPM2   MMP28   PDE3A   DEFB1   AMBN    ATHL1   INPP5D  CALML3  SIDT1   SCN7A   VAV3    MXD3    PAQR6   RAG1    NOS1    CXCR7   KRT38   TBR1    AKAP6   DTX2    PARP3   GLS2    CLCA2   ART1    CD36    COL2A1  DPT ANKRD1  PCDHB1  TAS2R4  FRAS1   IFI44L  VAX2    COL5A2  PBX1    HCN2    ADAMTS20    PROC    IL5RA   LOC642671   LOC100288903    ADD2    PVALB   HIST1H3A    KIAA1660    SPAG11A LGALS7  RTP4    KCNMB1  NTF3    GPR77   IGF2-AS SOBP    CLDN8   RBM17   TRIM9   CYP21A2 GAMT    KIF25   FLT1    FMO6P   IFNA16  MTHFR   EMR1    EPB41L4A    LGALS9  IGFBP2  THNSL2  PLBD1   NSUN6   SERPINA10   TNFSF10 RUNDC3B CD6 RPL13P5 ERAP2   COBL    HHLA1   RYR1    GDNF    ALDH5A1 HTR1E   NYNRIN  CRABP2  BDKRB1  PTPRU   CALCB   SLC6A9  C6orf10 HRK SCARF1  SLC12A3 CACNA1I RARRES2 CCDC121 GABRA4  CDH16
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KRAS.LUNG.BREAST_UP.V1_UP   http://www.broadinstitute.org/gsea/msigdb/cards/KRAS.LUNG.BREAST_UP.V1_UP   IL1RL1  IL13RA2 HSD11B1 PPBP    SCG5    CXCL5   MMP10   MMP1    CSF3    NAV3    TAGLN3  KRT34   ESM1    PDE2A   IL37    SMPX    RBP4    HSD17B2 ZP4 SPINK1  IL1R2   DHRS9   ADAM8   G0S2    INHBA   RETN    AMELY   CXCL2   HBEGF   BMP6    CD1A    GFI1    KCNK15  HPN PRDM1   ETS1    FNDC8   CXCL3   GLRX    TERT    FAM155B RELN    STC1    CRCT1   LIF NDOR1   IFNA8   SNAP25  TNFSF15 ITGA2   DKFZp566H0824   CDSN    IL8 GPR4    MMP9    KCNC2   NRL KIF5A   GULP1   POLM    CLSTN2  FCRL2   C9orf38 RNASE1  MYH2    CXCL1   CTNNA2  ISG20   CALB1   RPS4Y1  NR1H4   SPRY2   IL23A   CCL20   LOC401034   LAT2    DNAH9   KCNJ14  DOCK4   ADAM19  ITPKA   OR2B6   PRSS3   ANGPTL4 OSBP2   LDB3    ST3GAL6 PTPRR   GBA3    SLCO4A1 HOXD11  CSF2    TNFAIP3 CD247   KCNC1   CHRNA2  IGHV3-48    TBX3    KIF5C   SLC25A31    NELL2   SLCO5A1 TRAF1   TAAR5   GABRA3  CCR6    C11orf41    CLPS    SNAP91  TTC22   OSGIN1  ADAMTS6 GRP CD37    NPPB    AKT2    HAS2    CEACAM3 A2M C1orf114    IGFBP3  PRY RMST    TFDP3   RBMXL2  PDCD1LG2    PRL GYPC    LILRA6  FAM174B MGLL    MKRN3   TSPAN1  TSPY1   SEMA3B  BIRC3   CATR1   NTM CMKLR1  PTGS2   ID2 SHOX    ATG10   ZNF639  SH2D2A
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KRAS.PROSTATE_UP.V1_DN  http://www.broadinstitute.org/gsea/msigdb/cards/KRAS.PROSTATE_UP.V1_DN  RRAD    SPRR1A  S100A7  SPRR3   SPRR1B  KRT16   KRT4    IGFBP3  TGM1    ABCB1   COBL    LUM CDH16   CNTFR   S100A8  ARG1    KRT13   NEU3    TUBAL3  NCR3    TUBB4A  FBXO40  MAFB    DNAJC12 ZBTB16  IL19    IBSP    KLF1    GCNT3   DZANK1  CTSE    LCN2    EGF PI3 CCR10   KCNA2   CRYGD   CXCR7   NOS1    RASGRP1 KLKB1   OPCML   CD48    NPHS1   SOD3    NR0B2   MAGIX   ITGB1BP2    OXT TTC21B  IGLV2-14    FLRT1   SH2D3C  PLCB1   PTGIS   CAMK1D  ITGB7   PRTN3   C5  GPRASP1 SLC30A4 CCDC134 AK5 YBX2    EDN1    ABCG4   ADAM23  NTF3    SLC19A3 ATP8B3  CADM4   SLC6A14 SLC4A8  GKN1    PLGLA   KCNQ2   COLEC10 CLDN17  FOXD2   ACSS3   ARHGAP28    CRY2    MGC40069    PPP1R9A CGREF1  EPHB6   TFAP2B  CD96    NDP TAGLN   SLC26A10    HBA2    C1orf68 LHCGR   CA5B    HDLBP   NPBWR2  DIRAS3  PTH1R   SOX10   PF4V1   IDUA    SERHL   ZNF750  GNGT2   C22orf31    CFI SDS EPHX2   ARL17A  ARPP21  MUC4    BEND5   MAOB    JMJD5   RGS6    PCDHB13 GPNMB   ENPP1   SSTR4   KCNJ14  KIAA1660    CWH43   VIL1    PTPRH   MUC16   KIAA0087    HLA-DMB POU3F2  SMO SERPINB7    MLANA   FOLH1B  PRY MLYCD   AATK    REEP1   SCEL    SERPINB2    TRH GRM2    ASIP    RAI1    VGLL3
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KRAS.PROSTATE_UP.V1_UP  http://www.broadinstitute.org/gsea/msigdb/cards/KRAS.PROSTATE_UP.V1_UP  APOBEC3G    NES REEP2   HABP2   AICDA   CEL ETV5    ITGB2   TPK1    FAM155B MMP17   MMP11   LMO1    CD79A   TLR4    CR2 PDK4    FGF22   GLB1L2  ZSWIM1  ITGA2   FSD1    CRISP2  RFPL3-AS1   PIGR    GSTCD   ZNF529  BANK1   LAPTM5  C11orf41    STRN    APOH    DHRS9   AHSG    CATR1   CNGB3   GRK5    CX3CL1  TG  CNTN5   KRT8P12 NPY6R   MYO7B   LOC645340   CRISP1  OPLAH   KRT36   FOXH1   ANGPTL4 LPPR1   LILRA6  TWIST1  RGS13   INSM1   LOC651803   SYT5    HKDC1   CADPS2  ABHD8   MAP3K1  IL7R    NOL4    C2orf67 EMID2   TUBA8   LAIR2   RAB40C  ADM2    TIMP4   OR7E24  LRCH1   TNNI1   CES1P1  LIN7B   CYP2R1  TRIM31  CD80    TGFBR1  FGF21   MAP4K1  CFH C17orf53    ADRA1B  LIMD2   DNM1    RARRES2 ATXN3L  HAL THSD4   YPEL1   TSSK2   ACOX2   ZEB1    NR4A3   SLCO1C1 CAMK2B  C5orf42 PADI3   SLC10A2 FEZ1    MEGF8   PLLP    ANKRD34C    JAM2    IL1RL2  KLRG1   CHRNA3  C6orf103    PCDHA2  FOXF2   LRRC15  TEX12   SV2C    ENG ANP32C  LOC440334   KREMEN2 ARHGAP24    IFNA7   MLXIPL  CFHR2   POPDC2  SLC7A4  OR10J1  IDI2-AS1    FABP3   FGA KHDC1   NBEA    PTPN7   PLCH2   SYNPO2  PRO2964 CBX4    CDH4    IL10RA  MYOC    LINC00341   MAGEB3  MYRIP   VEGFC   NXPH3   PPYR1
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LEF1_UP.V1_DN   http://www.broadinstitute.org/gsea/msigdb/cards/LEF1_UP.V1_DN   AGR2    ID3 IL18    SEPP1   SELENBP1    CDH17   PRSS8   GDPD3   ERAP2   TSPAN8  MOSC1   ERN2    RAB25   TRAF3IP2    C4BPB   NME3    PAPSS2  AIM1    CXCL5   TMED3   GSTM3   PLOD2   FBXL15  RBM47   OLR1    GSPT2   CNN3    PCP4    CDX2    NLRP2   HERC6   OAS1    MYRIP   S100A14 MANSC1  PITX2   PDGFRL  SCG5    OAS3    TEX14   TLR3    HDHD1   HNF1B   LGR5    DPP4    SMAD4   FPGT    CTSH    LIMCH1  CFTR    SLC6A20 SH3GL2  KIT HAUS4   ATP1B1  CPOX    EHMT2   TRPM4   DMXL2   CYP1B1  GALC    KCNQ1   MLLT3   CYP26B1 NUDT18  RAB27B  IL17RB  XK  FOXA1   CYP2J2  PROS1   TMPRSS3 ENTPD3  CCL20   MVP MEF2C   ELF3    DAPK1   MANBA   KLRC3   CXCL2   SLC22A18    PRR15L  OSGEPL1 RNF144A SORL1   MOCOS   FAM59A  ELL3    SLC44A4 GRB14   GATA6   TNFSF15 AP1M2   KIAA0319L   ENC1    ALDH5A1 ACSF2   ANKFY1  TMEM14A ATP2A1  TM4SF1  ATP8A1  EHF SEC31B  PTPN13  ID1 EFNB2   VILL    USP18   HCFC1R1 ALCAM   PF4 FGFBP1  TMEM144 DPYSL3  TMEM53  TPM1    PIAS3   TFF1    AKR1C3  EFHD1   PLSCR4  GALNT12 KRT20   RAB26   PDGFC   PDZK1IP1    CAT C9orf86 SLC1A1  FAM172A COCH    SULT1C2 STAT4   KIAA0485    CTGF    SAMD9   BTN3A3  KDM5D   FAM134B NSUN6   RAC2    TNNC1   ACSL5   PRSS1   BDKRB2  ANK3    IL33    RHOBTB2 RBP4    MDFIC   IL20RA  GDE1    DECR1   KCNV1   TSPAN1  C1orf115    MANEA   PLAC8   MFGE8   SEMA3F  MARCH2  PAK1    SH3BGRL ZNF711  SLC24A1 MGC12488    DDX58   TNS3    CDK3    NUDT6   SMPDL3A C5orf45 BDH2    CPE MXD3    OPN3    CLEC2D  KLRF1   TMEM135 HOXB13  DYNC2LI1    MST1P9  DISC1   FAM83E  TCEAL1  RRAGB   DIXDC1  PLLP
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LEF1_UP.V1_UP   http://www.broadinstitute.org/gsea/msigdb/cards/LEF1_UP.V1_UP   RBP1    NELL2   MSN KRT23   IGFBP7  KRT5    CCND2   ANO1    ELOVL5  PLTP    CRIP1   FOXF2   TMEM22  DHRS2   PRF1    TGM2    C10orf116   TRIM48  DCLK1   L1CAM   TUBB2B  G0S2    PDLIM4  HBA2    GZMB    VIM PRKCDBP CBS KRT81   CHST11  FBXO17  DBN1    SLC43A3 C13orf15    PAX6    NTSR1   DKK4    ZAP70   FOXG1   OBSL1   LMO2    FHL1    SLC17A9 FGF3    PMEPA1  KRT13   WASF3   STRA6   COL9A3  EDAR    SPRR2B  SLC26A4 HOXB2   HAS2    CDA RUNX3   STC2    LGALS1  PHLDA3  MAOA    CARD9   SLC2A3  MIA NR3C1   RRAGD   ZNF22   WT1 S100A2  ZNF350  LOXL1   GNG11   PCSK1N  INHBE   SERPINE1    AXL SLIT1   APOBEC3G    EN2 GNG4    EMP1    NRIP3   SLC5A3  ARHGAP4 EGR3    PDGFA   SCML1   LINC00341   ZNF236  AKAP12  PDZD2   S100A3  AUTS2   RYR1    SH2D2A  ARC FOSL1   LCK CCR7    RAI2    ZFPM2   KCNJ12  DNAJC6  LPL ADAM19  CDKN2A  HSPA1A  DENND1C MAOB    FLNC    CD302   DKK1    PLEKHF1 PTPRN2  KCNG1   TM4SF5  FADS1   CXCR4   C14orf132   FN1 TMEM47  CHST2   KCNN4   ZNF134  PLEKHO1 CRABP2  PRPS1   TRPV2   MFAP2   EMP3    TREML2  S100A4  PTGDS   FGF9    CST7    ARID3B  GPR64   MAP1B   ERVMER34-1  ISYNA1  WNT5A   TMOD1   COL6A1  CTH KCTD12  CEACAM21    NRIP1   EGR2    ARG2    LTBP2   CYBRD1  MPP6    NES GNAL    EMR2    SCN5A   HEY2    KRT76   PRKAA2  RPP25   NMNAT2  ROR2    TH  IGFBP6  GATA3   IL11    ADAMTS8 CXCR2   TMEM158 FNBP1   CHGB    PRPH    MLN TNFRSF1B    BMP7    CHST10  FNDC4   TCHH    TULP2   WWC2    MYL9    TCEA2   ALLC    GJB1    FGF13   SLC6A8  MAP7D3  TRPV6   RAMP2   EPB41L4A    PARVB   DLL3    PCSK5   PELI2   FJX1    ELK3