case_id,slide_id,site,is_female,oncotree_code,age,survival_months,censorship,train,A1CF,A2M,A2ML1,AADACL2,AAK1,AARS,AARS2,AASDH,AASS,AATF,AATK,ABCA1,ABCA10,ABCA11P,ABCA12,ABCA13,ABCA2,ABCA3,ABCA4,ABCA5,ABCA6,ABCA7,ABCA8,ABCA9,ABCB1,ABCB10,ABCB11,ABCB4,ABCB5,ABCB6,ABCB7,ABCB8,ABCB9,ABCC1,ABCC10,ABCC11,ABCC12,ABCC2,ABCC3,ABCC4,ABCC5,ABCC6,ABCC8,ABCC9,ABCD1,ABCD2,ABCD3,ABCE1,ABCF3,ABCG1,ABCG2,ABCG4,ABCG5,ABCG8,ABHD11,ABHD13,ABHD17B,ABHD2,ABHD4,ABI2,ABI3BP,ABL1,ABL2,ABLIM1,ABLIM2,ABLIM3,ABR,ABTB1,ABTB2,AC002472.1,AC004381.6,AC005013.5,AC005609.1,AC009499.1,AC011467.1,AC015849.16,AC016757.3,AC022596.6,AC027763.2,AC090825.1,AC093838.4,ACACA,ACACB,ACAD10,ACAD11,ACAD9,ACADL,ACADM,ACADVL,ACAN,ACAP1,ACAP2,ACAT1,ACBD3,ACE,ACE2,ACIN1,ACKR2,ACKR3,ACKR4,ACLY,ACO1,ACOT11,ACOT12,ACOX1,ACOX3,ACOXL,ACRC,ACSBG1,ACSBG2,ACSF3,ACSL1,ACSL3,ACSL4,ACSL5,ACSL6,ACSM1,ACSM2A,ACSM2B,ACSM3,ACSM4,ACSM5,ACSS3,ACTA2,ACTL8,ACTN1,ACTN2,ACTN4,ACTR2,ACTR3,ACTRT1,ACTRT2,ACVR1,ACVR1B,ACVR2A,ACVR2B,ADAD1,ADAM10,ADAM11,ADAM12,ADAM17,ADAM19,ADAM2,ADAM20,ADAM21,ADAM21P1,ADAM22,ADAM23,ADAM28,ADAM29,ADAM30,ADAM32,ADAM7,ADAM9,ADAMTS1,ADAMTS10,ADAMTS12,ADAMTS13,ADAMTS14,ADAMTS16,ADAMTS17,ADAMTS18,ADAMTS19,ADAMTS2,ADAMTS20,ADAMTS3,ADAMTS4,ADAMTS5,ADAMTS7,ADAMTS8,ADAMTS9,ADAMTSL1,ADAMTSL3,ADAMTSL4,ADAR,ADARB1,ADARB2,ADC,ADCK3,ADCY1,ADCY10,ADCY2,ADCY3,ADCY4,ADCY5,ADCY6,ADCY7,ADCY8,ADCY9,ADCYAP1R1,ADD1,ADD2,ADD3,ADGB,ADH1C,ADH6,ADIPOR2,ADNP,ADNP2,ADO,ADORA2A,ADORA3,ADPRHL1,ADRA1A,ADRA2A,ADRA2B,ADRB1,ADRB2,ADRBK1,ADRBK2,ADSS,AEBP1,AEBP2,AFAP1,AFAP1L2,AFF1,AFF2,AFF3,AFF4,AFG3L2,AFM,AFP,AFTPH,AGAP1,AGAP2,AGAP3,AGAP5,AGAP6,AGAP7,AGBL1,AGBL2,AGBL3,AGBL4,AGBL5,AGFG1,AGGF1,AGK,AGL,AGMO,AGO1,AGO2,AGO3,AGO4,AGPAT3,AGPAT4,AGPAT6,AGPAT9,AGPS,AGRN,AGT,AGTPBP1,AGTR1,AGTR2,AGXT2,AHCTF1,AHCYL1,AHCYL2,AHDC1,AHI1,AHNAK,AHNAK2,AHR,AHRR,AIFM1,AIFM3,AIM1,AK5,AK7,AK9,AKAP1,AKAP11,AKAP12,AKAP13,AKAP17A,AKAP3,AKAP4,AKAP5,AKAP6,AKAP7,AKAP9,AKNA,AKNAD1,AKR1D1,AKT2,AKT3,ALAS2,ALB,ALCAM,ALDH18A1,ALDH1A2,ALDH1A3,ALDH1B1,ALDH1L1,ALDH1L2,ALDH4A1,ALDH5A1,ALDH9A1,ALG10,ALG10B,ALG13,ALG6,ALG8,ALK,ALKBH8,ALMS1,ALOX12B,ALOX15,ALOX15B,ALOX5,ALOXE3,ALPK1,ALPK2,ALPK3,ALPL,ALS2,ALS2CL,ALS2CR11,ALX1,ALX4,AMACR,AMBN,AMBRA1,AMER1,AMER2,AMER3,AMFR,AMIGO3,AMMECR1,AMMECR1L,AMOT,AMOTL1,AMOTL2,AMPD1,AMPD2,AMPD3,AMPH,AMY2A,AMY2B,ANAPC1,ANAPC5,ANGEL1,ANGPT2,ANGPTL1,ANGPTL2,ANGPTL3,ANK1,ANK2,ANK3,ANKAR,ANKEF1,ANKFN1,ANKFY1,ANKH,ANKHD1,ANKIB1,ANKK1,ANKLE2,ANKMY1,ANKRD11,ANKRD12,ANKRD13A,ANKRD13B,ANKRD13C,ANKRD17,ANKRD18A,ANKRD19P,ANKRD20A1,ANKRD20A19P,ANKRD20A4,ANKRD20A8P,ANKRD24,ANKRD26,ANKRD27,ANKRD28,ANKRD30A,ANKRD30B,ANKRD31,ANKRD32,ANKRD34A,ANKRD34B,ANKRD34C,ANKRD35,ANKRD36,ANKRD36B,ANKRD36BP2,ANKRD36C,ANKRD42,ANKRD44,ANKRD50,ANKRD52,ANKRD6,ANKRD62,ANKS1A,ANKS1B,ANKS6,ANKUB1,ANKZF1,ANLN,ANO1,ANO10,ANO2,ANO3,ANO4,ANO5,ANO6,ANO7,ANO8,ANO9,ANP32AP1,ANP32E,ANPEP,ANTXR1,ANTXR2,ANXA11,ANXA13,AOC1,AOX1,AP1AR,AP1B1,AP1G1,AP1G2,AP2A1,AP2A2,AP2B1,AP3B1,AP3B2,AP3M2,AP4B1,AP4E1,AP4M1,AP5Z1,APAF1,APBA1,APBA2,APBB1,APBB2,APBB3,APC,APCDD1,APEX2,API5,APLP1,APLP2,APOB,APOBEC3F,APOBR,APP,APPBP2,APPL1,APPL2,AQPEP,AQR,AR,ARAF,ARAP1,ARAP2,ARAP3,ARCN1,AREL1,ARF1,ARFGAP1,ARFGEF1,ARFGEF2,ARFIP1,ARGLU1,ARHGAP10,ARHGAP11A,ARHGAP12,ARHGAP15,ARHGAP17,ARHGAP18,ARHGAP20,ARHGAP21,ARHGAP22,ARHGAP24,ARHGAP25,ARHGAP26,ARHGAP27,ARHGAP28,ARHGAP29,ARHGAP30,ARHGAP31,ARHGAP32,ARHGAP33,ARHGAP35,ARHGAP36,ARHGAP4,ARHGAP42,ARHGAP44,ARHGAP5,ARHGAP6,ARHGAP9,ARHGEF1,ARHGEF10,ARHGEF10L,ARHGEF11,ARHGEF12,ARHGEF15,ARHGEF16,ARHGEF17,ARHGEF18,ARHGEF2,ARHGEF25,ARHGEF26,ARHGEF28,ARHGEF3,ARHGEF33,ARHGEF37,ARHGEF38,ARHGEF4,ARHGEF40,ARHGEF5,ARHGEF6,ARHGEF7,ARHGEF9,ARID1A,ARID1B,ARID2,ARID3B,ARID4A,ARID4B,ARID5B,ARL11,ARL13B,ARL15,ARL4A,ARL4C,ARL8B,ARMC2,ARMC3,ARMC4,ARMC5,ARMC8,ARMCX1,ARMCX2,ARMCX3,ARMCX5,ARNT,ARNT2,ARNTL,ARPC1A,ARPP19,ARPP21,ARRDC3,ARRDC4,ARSB,ARSD,ARSJ,ARSK,ART4,ASAH1,ASAP1,ASAP2,ASAP3,ASB1,ASB12,ASB14,ASB15,ASB2,ASB5,ASB7,ASB9,ASCC2,ASCC3,ASH1L,ASH2L,ASIC1,ASIC4,ASMTL,ASNS,ASPG,ASPH,ASPHD2,ASPM,ASPN,ASS1,ASTE1,ASTN1,ASTN2,ASUN,ASXL1,ASXL2,ASXL3,ASZ1,ATAD2,ATAD2B,ATAD3A,ATAD3B,ATAD5,ATAT1,ATCAY,ATF2,ATF4P4,ATF6,ATF7,ATF7IP,ATF7IP2,ATG14,ATG16L1,ATG2A,ATG2B,ATG4A,ATG4B,ATG4C,ATG7,ATG9A,ATG9B,ATHL1,ATM,ATMIN,ATN1,ATP10A,ATP10B,ATP10D,ATP11A,ATP11B,ATP11C,ATP12A,ATP13A1,ATP13A3,ATP13A4,ATP13A5,ATP1A1,ATP1A2,ATP1A3,ATP1A4,ATP1B1,ATP1B4,ATP2A1,ATP2A2,ATP2A3,ATP2B1,ATP2B2,ATP2B3,ATP2B4,ATP2C1,ATP2C2,ATP4A,ATP6AP2,ATP6V0A2,ATP6V0A4,ATP6V0D2,ATP6V1A,ATP6V1B1,ATP6V1B2,ATP6V1C2,ATP6V1H,ATP7A,ATP7B,ATP8A1,ATP8A2,ATP8B1,ATP8B2,ATP8B3,ATP8B4,ATP8B5P,ATP9A,ATP9B,ATPAF1,ATR,ATRIP,ATRN,ATRNL1,ATRX,ATXN1,ATXN10,ATXN1L,ATXN2,ATXN2L,ATXN7,ATXN7L1,ATXN7L2,ATXN7L3,ATXN7L3B,AUTS2,AVIL,AWAT2,AXDND1,AXIN1,AXIN2,AXL,AZIN1,B3GALT1,B3GALT2,B3GALTL,B3GAT1,B3GNT5,B4GALNT1,B4GALNT4,B4GALT1,B4GALT3,B4GALT6,BAAT,BACE1,BACE2,BACH1,BACH2,BAG3,BAG5,BAG6,BAGE2,BAHD1,BAI1,BAI2,BAI3,BAIAP2,BAIAP2L1,BAIAP3,BAK1,BANK1,BAP1,BARD1,BARHL2,BAZ1A,BAZ1B,BAZ2A,BAZ2B,BBS1,BBS10,BBS12,BBS2,BBS7,BBS9,BBX,BCAN,BCAP29,BCAR1,BCAR3,BCAS1,BCAS3,BCCIP,BCHE,BCL11A,BCL11B,BCL2L11,BCL6,BCL6B,BCL7A,BCL9,BCL9L,BCLAF1,BCMO1,BCOR,BCORL1,BCR,BDKRB2,BDNF,BDP1,BEND2,BEND3,BEND7,BEST3,BEX4,BFSP1,BHLHB9,BHLHE22,BHLHE40,BICC1,BICD1,BICD2,BIN1,BIRC6,BIRC8,BIVM-ERCC5,BLM,BLNK,BMI1,BMP1,BMP15,BMP2,BMP2K,BMP3,BMP4,BMP5,BMP7,BMPER,BMPR1A,BMPR2,BMS1,BMX,BNC1,BNC2,BNIP3L,BNIPL,BOC,BOD1L1,BOLL,BPHL,BPIFC,BPNT1,BPTF,BRCA1,BRCA2,BRCC3,BRD1,BRD2,BRD3,BRD4,BRD7,BRD8,BRDT,BRE,BRF1,BRINP1,BRINP2,BRINP3,BRIP1,BRPF1,BRPF3,BRS3,BRSK1,BRSK2,BRWD1,BRWD3,BSN,BTAF1,BTBD10,BTBD11,BTBD3,BTBD7,BTG2,BTK,BTN1A1,BTN2A1,BTN2A2,BTN2A3P,BTN3A1,BTN3A2,BTNL8,BTRC,BUB1,BUB3,BZRAP1,BZW1,C10ORF68,C10orf105,C10orf118,C10orf12,C10orf2,C10orf71,C10orf76,C10orf90,C11orf30,C11orf35,C11orf57,C11orf58,C11orf63,C11orf82,C11orf84,C11orf87,C12orf29,C12orf4,C12orf40,C12orf50,C12orf55,C14orf119,C14orf166B,C14orf37,C14orf39,C15orf39,C15orf52,C15orf54,C16orf62,C16orf70,C16orf96,C17orf104,C17orf47,C17orf64,C17orf66,C17orf80,C17orf85,C18orf25,C18orf54,C19orf44,C1GALT1C1,C1QL3,C1QTNF1,C1R,C1S,C1orf101,C1orf112,C1orf116,C1orf141,C1orf168,C1orf173,C1orf198,C1orf21,C1orf86,C1orf87,C1orf94,C20orf112,C20orf194,C20orf26,C2CD2,C2CD3,C2CD5,C2orf16,C2orf44,C2orf71,C2orf78,C2orf88,C3,C3P1,C3orf18,C3orf20,C3orf58,C3orf67,C3orf70,C4orf21,C5,C5orf24,C5orf30,C5orf34,C5orf42,C5orf54,C6,C6ORF165,C6orf118,C6orf120,C6orf201,C6orf211,C6orf222,C7,C7orf25,C7orf31,C7orf43,C7orf60,C7orf62,C7orf63,C7orf72,C8A,C8B,C8orf34,C9,C9orf131,C9orf3,C9orf47,C9orf72,C9orf84,C9orf96,CA10,CA5B,CABIN1,CABLES1,CABYR,CACHD1,CACNA1A,CACNA1B,CACNA1C,CACNA1D,CACNA1E,CACNA1F,CACNA1G,CACNA1H,CACNA1I,CACNA1S,CACNA2D1,CACNA2D2,CACNA2D3,CACNA2D4,CACNB1,CACNB2,CACNB3,CACNB4,CACNG2,CACNG3,CACNG7,CACTIN,CACUL1,CAD,CADM1,CADM2,CADM3,CADPS,CADPS2,CAGE1,CALCOCO1,CALCR,CALCRL,CALD1,CALM1,CALN1,CALR3,CALU,CAMK1D,CAMK2A,CAMK2B,CAMK2D,CAMK2G,CAMK4,CAMKK1,CAMKK2,CAMSAP1,CAMSAP2,CAMSAP3,CAMTA1,CAMTA2,CAND1,CAND2,CANX,CAP1,CAP2,CAPN1,CAPN12,CAPN13,CAPN14,CAPN2,CAPN3,CAPN5,CAPN6,CAPN7,CAPN9,CAPRIN1,CAPRIN2,CAPS2,CAPZA1,CAPZA2,CARD11,CARD14,CARD6,CARF,CARM1,CARS,CASC3,CASC4,CASC5,CASD1,CASK,CASKIN1,CASKIN2,CASP1,CASP10,CASP5,CASP7,CASP8,CASP8AP2,CASQ2,CASR,CASS4,CAST,CASZ1,CATSPER1,CATSPER2,CATSPERB,CATSPERD,CATSPERG,CAV1,CBFA2T2,CBFA2T3,CBL,CBLB,CBLN2,CBLN4,CBS,CBX1,CBX2,CC2D1A,CC2D1B,CC2D2A,CC2D2B,CCAR1,CCAR2,CCDC102B,CCDC104,CCDC106,CCDC108,CCDC11,CCDC110,CCDC112,CCDC117,CCDC120,CCDC121,CCDC125,CCDC129,CCDC132,CCDC135,CCDC136,CCDC138,CCDC14,CCDC140,CCDC141,CCDC144A,CCDC146,CCDC147,CCDC148,CCDC15,CCDC150,CCDC158,CCDC160,CCDC168,CCDC170,CCDC171,CCDC173,CCDC176,CCDC178,CCDC18,CCDC180,CCDC181,CCDC19,CCDC22,CCDC27,CCDC30,CCDC33,CCDC36,CCDC37,CCDC38,CCDC39,CCDC40,CCDC41,CCDC47,CCDC6,CCDC60,CCDC62,CCDC63,CCDC64,CCDC66,CCDC67,CCDC73,CCDC74B,CCDC8,CCDC80,CCDC81,CCDC82,CCDC83,CCDC85A,CCDC87,CCDC88A,CCDC88B,CCDC88C,CCDC89,CCDC92,CCDC93,CCER1,CCIN,CCKAR,CCKBR,CCNB3,CCNC,CCND1,CCND2,CCNE1,CCNE2,CCNG1,CCNJ,CCNJL,CCNL1,CCNL2,CCNT1,CCNT2,CCP110,CCPG1,CCR5,CCR7,CCRL2,CCSER1,CCSER2,CCT2,CCT3,CCT6A,CCT6B,CCT8L2,CD101,CD109,CD163,CD163L1,CD1A,CD1C,CD1D,CD1E,CD209,CD22,CD276,CD28,CD2AP,CD33,CD34,CD36,CD4,CD47,CD53,CD5L,CD93,CD96,CD97,CD99L2,CDADC1,CDAN1,CDC14A,CDC14B,CDC16,CDC20B,CDC25A,CDC27,CDC40,CDC42,CDC42BPA,CDC42BPB,CDC42BPG,CDC42EP3,CDC45,CDC5L,CDC7,CDC73,CDCA2,CDCA7L,CDCP1,CDH1,CDH10,CDH11,CDH12,CDH13,CDH15,CDH17,CDH18,CDH19,CDH2,CDH20,CDH23,CDH26,CDH4,CDH5,CDH6,CDH7,CDH8,CDH9,CDHR1,CDHR2,CDHR3,CDHR4,CDK12,CDK13,CDK14,CDK16,CDK17,CDK18,CDK19,CDK5R1,CDK5RAP2,CDK6,CDKAL1,CDKL1,CDKL2,CDKL3,CDKL5,CDKN1B,CDO1,CDON,CDR1,CDRT1,CDS1,CDV3,CDYL,CDYL2,CEACAM18,CEACAM20,CEBPG,CEBPZ,CECR1,CECR2,CELF1,CELF2,CELF3,CELF4,CELSR1,CELSR2,CELSR3,CENPC,CENPE,CENPF,CENPI,CENPJ,CEP104,CEP112,CEP120,CEP128,CEP135,CEP152,CEP164,CEP170,CEP170B,CEP192,CEP250,CEP290,CEP350,CEP41,CEP44,CEP55,CEP68,CEP70,CEP76,CEP78,CEP85,CEP85L,CEP89,CEP95,CEP97,CEPT1,CERKL,CERS2,CETN1,CFB,CFH,CFHR3,CFHR4,CFHR5,CFI,CFLAR,CFP,CFTR,CGGBP1,CGN,CGNL1,CHAF1A,CHAMP1,CHD1,CHD2,CHD3,CHD4,CHD5,CHD6,CHD7,CHD8,CHD9,CHDC2,CHEK2,CHEK2P2,CHERP,CHFR,CHIA,CHIC1,CHL1,CHM,CHML,CHMP1B,CHMP7,CHN2,CHPF2,CHRD,CHRDL1,CHRM2,CHRM3,CHRM4,CHRM5,CHRNA2,CHRNA3,CHRNA6,CHRNB2,CHRNB3,CHRNB4,CHST1,CHST12,CHST15,CHST2,CHST5,CHST8,CHST9,CHSY1,CHSY3,CHTF18,CHUK,CIB2,CIC,CIITA,CILP,CILP2,CIRBP,CIRH1A,CIT,CIZ1,CKAP2,CKAP4,CKAP5,CKMT2,CLASP1,CLASP2,CLASRP,CLCA1,CLCA2,CLCA4,CLCN1,CLCN2,CLCN3,CLCN4,CLCN5,CLCN6,CLCN7,CLCNKB,CLDN1,CLDN10,CLDN12,CLDN2,CLDN22,CLDND1,CLEC10A,CLEC14A,CLEC16A,CLEC17A,CLEC4F,CLEC4M,CLGN,CLIC2,CLINT1,CLIP1,CLIP2,CLIP3,CLIP4,CLK1,CLMN,CLMP,CLOCK,CLPTM1L,CLPX,CLRN1,CLRN3,CLSPN,CLSTN1,CLSTN2,CLSTN3,CLTC,CLTCL1,CLU,CLUAP1,CLUH,CLVS1,CLVS2,CMAS,CMIP,CMKLR1,CMPK1,CMTM5,CMTR1,CMTR2,CMYA5,CNBD1,CNBD2,CNDP1,CNGA1,CNGA2,CNGA3,CNGB1,CNGB3,CNKSR1,CNKSR2,CNNM1,CNNM2,CNNM4,CNOT1,CNOT10,CNOT11,CNOT2,CNOT3,CNOT4,CNOT6,CNOT6L,CNOT7,CNP,CNR1,CNST,CNTLN,CNTN1,CNTN2,CNTN3,CNTN4,CNTN5,CNTN6,CNTNAP1,CNTNAP2,CNTNAP3,CNTNAP3B,CNTNAP4,CNTNAP5,CNTRL,CNTROB,COBL,COBLL1,COCH,COG1,COG2,COG3,COG5,COG6,COG7,COL10A1,COL11A1,COL11A2,COL12A1,COL13A1,COL14A1,COL15A1,COL16A1,COL17A1,COL18A1,COL19A1,COL1A1,COL1A2,COL20A1,COL21A1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