label pval fdr signature geneset overlap background hits Cell_type dataset_subgroup Dataset Timepoint primary_key Unusual Activation of Pro-survival Pathway 1.2e-07 5.9e-07 303 781 30 23467 AREG,AURKA,CERS2,IGF1R,ISG15,MUC1,SOX9,NET1,HSPA5,HSP90B1,FN1,FIS1,FTL,G6PD,HSPB1,PABPC1,PIAS3,PSMB5,NRAS,SEC23A,SRI,SRSF2,TPT1,TOP1,UCP2,GNAS,NPM1,IDI1,SQLE,CREBZF Malignant cells GSE104987 GSE104987 NA 1 Irregularity in Drug Uptake and Drug Efflux 0.38 0.88 303 37 1 23467 SLC7A5 Malignant cells GSE104987 GSE104987 NA 2 Aberration of the Drug's Therapeutic Target 0.69 0.88 303 90 1 23467 NPM1 Malignant cells GSE104987 GSE104987 NA 3 Epigenetic Alteration of DNA, RNA or Protein 0.7 0.88 303 455 5 23467 IGF1R,TRIP6,TIMP1,MALAT1,H19 Malignant cells GSE104987 GSE104987 NA 4 Drug Inactivation by Structure Modification 1 1 303 27 0 23467 Malignant cells GSE104987 GSE104987 NA 5 Unusual Activation of Pro-survival Pathway 3e-18 1.5e-17 2772 781 177 23467 PPP2R5A,ADAM10,AKAP1,AKT2,ANXA2,AURKA,BECN1,BRCA1,CDK4,CERS2,CTNNB1,DNMT1,DUSP6,EPAS1,GLS,GSK3B,GSTP1,SLC2A1,HEY1,HIF1A,HMGA2,HMGB1,EIF4G1,ISG15,JUN,PKM,RPS6KA5,MAGEA12,MCL1,MEF2D,MAPK1,MAP1LC3B,MTOR,NFE2L2,NFKB1,PARP1,PEA15,PPARG,RALBP1,RPS6,SFRP1,SHC1,ST3GAL4,SOX4,SPRY2,TGFB1,TIMP3,PBK,TYMS,XIAP,YWHAZ,AIFM1,AKAP12,TFAP2A,ATG3,ATM,BAG1,HSPA5,BRD4,BTG1,CCNA2,CCND1,CDC27,CDK2,CDKN2A,CDS2,HSPD1,CLTC,CAPNS1,CUL4A,DCK,DDB1,E2F6,EIF3A,ERCC1,ERRFI1,EZH2,EZR,FGFR1,FN1,FOXM1,FTL,FUS,GAPDH,G6PD,GRB2,GCLM,GSR,SLC16A3,HAX1,HDAC1,HDAC3,HMGB2,HNRNPU,HSPA8,HK1,HK2,EIF4A1,EIF5A2,ITGB1,KEAP1,LAMP2,LATS2,LDHA,LRRFIP1,MTDH,MXD4,MAGEA3,NF2,MGMT,MITF,MOB1A,NDST1,IKBKG,NOTCH2,NQO1,PGK1,PIK3CD,AGPAT2,POMP,PSMB5,PSMG2,PTPN1,PTPN12,PTPN18,RAP1A,RAP1B,NRAS,RRM2,ROCK2,RUNX3,S100A11,SFPQ,SMC4,SMARCC1,SNAI2,SOCS3,SRSF2,RBPJ,SUZ12,TPT1,TNFSF13B,TOP1,TWF1,VDR,WLS,YBX1,ENO1,FASN,IDH3A,PFKL,PFKFB3,SLC16A1,CALR,SMARCA4,NPM1,DUSP9,GFPT1,IL6R,FOXK2,LSS,MDK,TRIM37,PPP3CA,RCN1,BRD2,SOAT1,SQLE,SPHK1,SGPL1,SAFB2,G3BP1,PMVK,NUPR1,TRIB3,APP,ACAT2 Malignant cells GSE108397 GSE108397 NA 6 Irregularity in Drug Uptake and Drug Efflux 0.14 0.35 2772 37 7 23467 SLC3A2,ABCB5,SLC2A1,ABCF2,SLC7A5,SLC7A11,SLC29A1 Malignant cells GSE108397 GSE108397 NA 7 Aberration of the Drug's Therapeutic Target 0.63 0.79 2772 90 10 23467 AKT2,BRCA1,CDK4,MTOR,CDKN2A,EZH2,FGFR1,JAK1,NPM1,TOP2A Malignant cells GSE108397 GSE108397 NA 8 Drug Inactivation by Structure Modification 0.63 0.79 2772 27 3 23467 GSTP1,DCK,CMPK1 Malignant cells GSE108397 GSE108397 NA 9 Epigenetic Alteration of DNA, RNA or Protein 1 1 2772 455 22 23467 BECN1,DNMT1,GSK3B,H2AFY,EIF4G2,LMNA,PPARG,SPRY2,TRIP6,TYMS,XIAP,PMAIP1,CDKN2A,EZH2,GAPDH,SMC4,TIMP1,TNFSF13B,MALAT1,PPP1R15A,MT-CO2,DLEU1 Malignant cells GSE108397 GSE108397 NA 10 Unusual Activation of Pro-survival Pathway 7.8e-13 3.9e-12 1398 781 99 23467 AKAP1,ANXA2,AURKA,BCL11A,BCAT1,CTSL,CDK4,CDK6,CDKN1A,CIAPIN1,CTNNB1,DLK1,EPAS1,GSTP1,SLC2A1,HIF1A,HMGA1,ID1,MAGEA6,MAGEA12,NFE2L2,PARP1,PTEN,PTPN11,KRAS,RALBP1,RHOA,RPS6,SFRP1,SHC1,SOX2,SOX9,STMN1,TYMS,AKAP12,ANK2,BAG1,BID,HSPA5,BRD7,BTG1,CCNB1,CCND1,ALCAM,DKK1,DHFR,HSP90B1,EZH2,FANCA,FYN,GAPDH,GRB2,HDAC1,HMGN5,HNRNPU,HSPB1,IDH1,EIF4A1,ITGB1,KDM5B,LDHA,MAP3K1,MYCN,NFATC3,OAZ2,PDE4D,PSMG2,PTPN1,RAC1,RAP1B,HRAS,RAB22A,RRM1,HNRNPA1,RSU1,SDC2,SLAIN1,SMARCC1,SOD2,SRI,STK4,TMEM54,TOP1,YY1,UBE2C,USP14,YBX1,YEATS4,FASN,GNAS,CALR,RET,NPM1,CEBPD,MDK,PRKCA,TM7SF2,PMVK,QPRT Malignant cells GSE115251 GSE115251 NA 11 Aberration of the Drug's Therapeutic Target 0.087 0.22 1398 90 9 23467 CDK4,CDK6,DHFR,EZH2,IDH1,SF3B1,RET,NPM1,COMT Malignant cells GSE115251 GSE115251 NA 12 Drug Inactivation by Structure Modification 0.22 0.36 1398 27 3 23467 GSTP1,GSS,SOD2 Malignant cells GSE115251 GSE115251 NA 13 Irregularity in Drug Uptake and Drug Efflux 0.9 1 1398 37 1 23467 SLC2A1 Malignant cells GSE115251 GSE115251 NA 14 Epigenetic Alteration of DNA, RNA or Protein 1 1 1398 455 9 23467 H2AFY,EIF4G2,TYMS,EZH2,GAPDH,IDH1,MALAT1,RET,SMYD2 Malignant cells GSE115251 GSE115251 NA 15 Unusual Activation of Pro-survival Pathway 3.3e-15 1.6e-14 1319 781 101 23467 AKAP1,ANXA2,ATG12,AURKA,CDK4,CDKN1B,TP53,CIAPIN1,DLK1,GSTP1,SLC2A1,HIF1A,HMGA1,HOXB3,ID1,IDH2,IFI27,ISG15,PKM,RPS6,SOX2,SOX4,STMN1,TPD52,TYMS,SLC25A5,TFAP2A,ARID1A,ATG4B,BNIP2,BRD4,BRD7,CCNB1,CDK1,CCNG1,ALCAM,CDC27,CDKN2A,CRBN,CREB1,CXCR4,DCK,DNMT3A,DHFR,EHF,ERCC1,EZR,FIS1,FTL,GAPDH,GAS6,NR3C1,HAX1,HDAC1,HMGB2,HMGN5,HNRNPU,HSPB1,EIF4A3,TCF4,KDM5B,KLF4,LDHA,LRRFIP1,MDM4,MYBL2,NQO1,NUCKS1,TP73,PABPC1,AGPAT2,PTPN1,HRAS,REV1,RRM2,RSF1,SDHB,SMC4,SOCS3,SRSF2,STAT3,SUZ12,TMEM54,TOP1,TUSC3,UBE2C,USP14,USP22,UCP2,WLS,YBX1,ENO1,GNAS,CALR,EIF4EBP1,BRD2,NKX2-1,G3BP1,PMVK,EBP,CERS6 Malignant cells GSE138267 GSE138267 NA 16 Drug Inactivation by Structure Modification 0.19 0.4 1319 27 3 23467 GSTP1,DCK,CMPK1 Malignant cells GSE138267 GSE138267 NA 17 Aberration of the Drug's Therapeutic Target 0.24 0.4 1319 90 7 23467 CDK4,TP53,IDH2,CDKN2A,CRBN,DHFR,TOP2A Malignant cells GSE138267 GSE138267 NA 18 Irregularity in Drug Uptake and Drug Efflux 0.35 0.43 1319 37 3 23467 SLC3A2,SLC2A1,TAP1 Malignant cells GSE138267 GSE138267 NA 19 Epigenetic Alteration of DNA, RNA or Protein 0.99 0.99 1319 455 16 23467 TP53,H2AFY,IDH2,EIF4G2,LMNA,TYMS,PMAIP1,CDKN2A,CXCR4,DNMT3A,GAPDH,SMC4,TIMP1,MALAT1,GDI2,MT-CO2 Malignant cells GSE138267 GSE138267 NA 20 Unusual Activation of Pro-survival Pathway 5e-21 2.5e-20 3441 781 214 23467 AKT2,ATG12,AURKA,BAX,BBC3,BIK,BIRC5,BRCA1,CDK4,CDK6,CDKN1A,CERS2,DCTD,DNMT1,DUSP6,EGFR,FUBP1,GLS,GSTP1,SLC2A1,HMGA1,HMGB1,ID1,EIF4G1,ISG15,JUN,PKM,MCL1,MAPK1,MAP1LC3B,MTA1,NFE2L2,NFKB1,PARP1,PEA15,PPARG,PTEN,RAB6A,KRAS,RALBP1,RHOA,RPS6,S100A4,SOCS2,SOX2,STMN1,TGFBR2,PBK,TPD52,TRIM16,TYMS,VEGFA,VOPP1,XIAP,YAP1,YWHAZ,NT5C2,AAMDC,SLC25A5,AGR2,AKAP12,AKT3,ANXA1,TFAP2A,BAD,BAG3,BID,HSPA5,BRD4,BRD7,BTG1,CAV2,CCNA2,CCNB1,CDK1,CCND1,CCNE1,ALCAM,CDC27,CDK2,HSPD1,CSF1,CTNND1,CUL4A,DCK,DDIT3,DKK1,DHFR,E2F1,E2F3,EHF,HSP90B1,EPHA2,ERRFI1,EZH2,EZR,FAT1,FGFR1,FN1,FIS1,FOXM1,FTL,FUS,GAS6,NR3C1,GRB2,GCLM,GCLC,GSR,SLC16A3,HDAC3,HIPK2,HMGB2,HSPB1,HK1,IDH1,EIF4E,EIF5A2,JAG1,KEAP1,KLF4,LAMP3,LASP1,LDHA,LRRFIP1,MTDH,NF2,MAPK3,MOB1A,MAP2K1,MYBL2,MYD88,MYO10,NDST1,NFYB,NKD2,NUCKS1,OAZ2,SPP1,PDE4D,PGK1,PLK1,POMP,PRKDC,RAC1,RAF1,RANGAP1,RAP1A,RAP1B,HRAS,NRAS,RAB27A,RECK,RNF2,RRM1,RRM2,HNRNPA1,RUNX2,SAV1,SDHB,SFPQ,SMAD3,SMC4,SNAI2,SOD2,SRI,SPIN1,SRSF2,STARD10,RBPJ,TFAM,TMED3,TMEM54,TNFAIP3,TOP1,UBE2C,USP22,AXL,PLAU,VEGFC,WNT5A,XRCC3,YBX1,ZKSCAN1,FASN,PFKL,SLC16A1,CALR,SMARCA4,NPM1,DHCR24,EIF4EBP1,GFPT1,HMGCS1,IDI1,MDK,PDK2,PPP3CA,RELB,BRD2,SQLE,TM7SF2,WNT7B,GGPS1,G3BP1,EBP,TNFAIP8,TRIB3,CERS6,CREBZF,APP,WTAP,ACAT2,BIRC2 Malignant cells GSE139386 GSE139386 NA 21 Drug Inactivation by Structure Modification 0.035 0.088 3441 27 8 23467 GSTP1,NT5C2,CYP1B1,DCK,CES1,SOD2,CDA,NME1 Malignant cells GSE139386 GSE139386 NA 22 Aberration of the Drug's Therapeutic Target 0.45 0.58 3441 90 14 23467 AKT2,BRCA1,CDK4,CDK6,EGFR,DHFR,EZH2,FGFR1,IDH1,MAP2K1,JAK1,NPM1,AKR1B1,TOP2A Malignant cells GSE139386 GSE139386 NA 23 Irregularity in Drug Uptake and Drug Efflux 0.46 0.58 3441 37 6 23467 SLC3A2,SLC2A1,ABCC1,ABCF2,SLC7A5,ABCC5 Malignant cells GSE139386 GSE139386 NA 24 Epigenetic Alteration of DNA, RNA or Protein 1 1 3441 455 25 23467 BIK,DNMT1,EGFR,H2AFY,EIF4G2,LMNA,MTA1,PPARG,TRIP6,TYMS,XIAP,BMF,EZH2,IDH1,MAPK3,SMC4,TIMP1,MALAT1,GDI2,AKT3,PPP1R15A,SMYD2,MT-CO2,DLEU1,NABP1 Malignant cells GSE139386 GSE139386 NA 25 Unusual Activation of Pro-survival Pathway 9.8e-06 4.9e-05 2352 781 116 23467 ADAM9,ANXA2,AREG,BCAT1,BIRC5,BRCA1,CCND2,CDCP1,CDK6,CDKN1A,DNMT1,FAM168A,GSK3B,HOXA13,IGF2BP1,JUN,MAP1LC3B,PARP1,SOCS2,SPRY2,TGFB1,TGFBR2,PBK,TYMS,VEGFA,AAMDC,ADAM22,SLC25A5,AGR2,ANXA1,BCL10,BTG1,BUB1,CBL,CCNA2,CCNB1,CDK1,CCND1,CCNG2,CD44,HSPD1,CLTC,CLU,CUL4B,CYLD,DUSP2,DHFR,E2F2,ENG,ERCC1,ETS1,EZH2,FANCD2,FGFR1,FUS,FZD1,GPER1,GRB2,GCLM,SLC16A3,HMGB2,HMGN5,HSPA8,EIF4A3,IL1B,CXCL8,ING4,ITGA5,ITGB1,KIF11,KLF4,LDHA,MXD4,NF2,MYBL2,MYO10,NOTCH3,PARP8,PDCD4,PLK1,PSMB5,PTPN12,RAD51,RAB22A,RAB27A,RICTOR,RRM1,RRM2,ROCK2,SDC2,SMC4,SNAI2,SRI,STARD10,TERT,TFAM,TMEM54,TOP2B,USP14,USP22,PLAU,ERCC4,YEATS4,PFKFB3,GNAS,HMGCS1,INSIG1,ITGB3,PRKCA,RCN1,SQLE,SPHK1,GGPS1,SAFB2,PDSS1,ACAT2 Malignant cells GSE140440 GSE140440 NA 26 Irregularity in Drug Uptake and Drug Efflux 0.16 0.36 2352 37 6 23467 ABCB1,ABCC2,ABCA10,ABCF2,ABCE1,ABCG1 Malignant cells GSE140440 GSE140440 NA 27 Drug Inactivation by Structure Modification 0.28 0.36 2352 27 4 23467 GSS,NME1,CMPK1,CYP51A1 Malignant cells GSE140440 GSE140440 NA 28 Aberration of the Drug's Therapeutic Target 0.29 0.36 2352 90 11 23467 BRCA1,CDK6,DHFR,EZH2,FGFR1,IL1B,JAK1,COMT,DPP4,MAOA,TOP2A Malignant cells GSE140440 GSE140440 NA 29 Epigenetic Alteration of DNA, RNA or Protein 1 1 2352 455 20 23467 DNMT1,GSK3B,H2AFY,HOXA13,EIF4G2,SPRY2,TYMS,EZH2,CXCL8,PDCD4,SMC4,TIMP1,SNHG1,LINC00261,GDI2,CDK14,CDR1,MX1,LINC00707,RP11-166P13.3 Malignant cells GSE140440 GSE140440 NA 30 Unusual Activation of Pro-survival Pathway 2.4e-06 1.2e-05 164 781 19 23467 GSTP1,HMGA1,PKM,S100A4,SOX4,ALDH1A3,ANXA1,CAV2,HSPD1,CAPNS1,FTL,LDHA,RSF1,S100A11,TPT1,YBX1,ENO1,GNAS,NUPR1 Malignant cells GSE149214 GSE149214 NA 31 Irregularity in Drug Uptake and Drug Efflux 0.028 0.069 164 37 2 23467 SLC3A2,SLC7A11 Malignant cells GSE149214 GSE149214 NA 32 Drug Inactivation by Structure Modification 0.17 0.29 164 27 1 23467 GSTP1 Malignant cells GSE149214 GSE149214 NA 33 Aberration of the Drug's Therapeutic Target 0.47 0.59 164 90 1 23467 AKR1B1 Malignant cells GSE149214 GSE149214 NA 34 Epigenetic Alteration of DNA, RNA or Protein 0.83 0.83 164 455 2 23467 LMNA,MALAT1 Malignant cells GSE149214 GSE149214 NA 35 Unusual Activation of Pro-survival Pathway 0.0021 0.01 85 781 9 23467 BCL2,GSTP1,JUN,MAP1LC3B,BTG1,CD44,CXCR4,DUSP1,HSPA8 Malignant cells GSE152469 GSE152469 NA 36 Epigenetic Alteration of DNA, RNA or Protein 0.083 0.16 85 455 4 23467 BCL2,PMAIP1,CXCR4,PPP1R15A Malignant cells GSE152469 GSE152469 NA 37 Drug Inactivation by Structure Modification 0.093 0.16 85 27 1 23467 GSTP1 Malignant cells GSE152469 GSE152469 NA 38 Aberration of the Drug's Therapeutic Target 0.28 0.35 85 90 1 23467 BCL2 Malignant cells GSE152469 GSE152469 NA 39 Irregularity in Drug Uptake and Drug Efflux 1 1 85 37 0 23467 Malignant cells GSE152469 GSE152469 NA 40 Regulation by the Disease Microenvironment 0.28 0.28 41 186 1 23467 CXCR4 CD8+ T cells GSE152469 GSE152469 NA 41 Regulation by the Disease Microenvironment 0.054 0.054 7 186 1 23467 CXCR4 NK cells GSE152469 GSE152469 NA 42 Unusual Activation of Pro-survival Pathway 5.8e-14 2.9e-13 1239 781 94 23467 ANXA2,AREG,BCL11A,CCND2,CDK4,CDKN1A,CDKN1B,CERS2,CIAPIN1,CTNNB1,DNMT1,GAS7,GSTP1,SLC2A1,HIF1A,HMGA1,HMGB1,IDH2,JUN,PKM,MCL1,MAP1LC3B,MYC,PARP1,RHOA,S100A4,STMN1,TP53INP1,YWHAZ,SLC25A5,GRK2,BID,BNIP2,BTG1,CD44,HSPD1,CHEK1,CLTC,DCK,DNMT3A,DUSP1,DHFR,ENG,EIF3A,HSP90B1,EZR,GAPDH,NR3C1,HAX1,HMGB2,HSPA8,HSPB1,IKZF1,KDM5B,KEAP1,LDHA,LRRFIP1,MDM4,MSH2,MSH6,MYD88,NUCKS1,PABPC1,PGK1,PIK3CD,PRKDC,PSMB5,RAP1B,RRM1,HNRNPA1,SDHB,SFPQ,SMC4,SOD2,SRSF2,TPT1,TFAM,TOP1,TOP2B,TRIM27,UCP2,YEATS4,ZKSCAN1,ENO1,GNAS,CALR,SMARCA4,NPM1,EIF4EBP1,REL,BRD2,OGT,G3BP1,HSH2D Malignant cells GSE153697 GSE153697 NA 43 Aberration of the Drug's Therapeutic Target 0.1 0.21 1239 90 8 23467 CDK4,IDH2,DHFR,MSH6,CD19,SF3B1,NPM1,AKR1B1 Malignant cells GSE153697 GSE153697 NA 44 Irregularity in Drug Uptake and Drug Efflux 0.13 0.21 1239 37 4 23467 SLC2A1,ABCE1,TAP1,SLC29A1 Malignant cells GSE153697 GSE153697 NA 45 Drug Inactivation by Structure Modification 0.17 0.21 1239 27 3 23467 GSTP1,DCK,SOD2 Malignant cells GSE153697 GSE153697 NA 46 Epigenetic Alteration of DNA, RNA or Protein 1 1 1239 455 13 23467 DNMT1,H2AFY,IDH2,EIF4G2,LMNA,PMAIP1,ARID4B,DNMT3A,GAPDH,SMC4,MALAT1,PPP1R15A,MT-CO2 Malignant cells GSE153697 GSE153697 NA 47 Regulation by the Disease Microenvironment 0.024 0.024 30 186 2 23467 ZEB2,CXCR4 Mono_Macro GSE153697 GSE153697 NA 48 Regulation by the Disease Microenvironment 1 1 62 186 0 23467 NA Physiology B cells GSE153697 GSE153697 NA 49 Unusual Activation of Pro-survival Pathway 0.005 0.025 97 781 9 23467 HSPA5,CCND1,HSP90B1,FTL,GAPDH,LDHA,TPT1,YBX1,ENO1 Malignant cells GSE161195_pre GSE161195 pre 50 Epigenetic Alteration of DNA, RNA or Protein 0.56 1 97 455 2 23467 GAPDH,MT-CO2 Malignant cells GSE161195_pre GSE161195 pre 51 Aberration of the Drug's Therapeutic Target 1 1 97 90 0 23467 Malignant cells GSE161195_pre GSE161195 pre 52 Drug Inactivation by Structure Modification 1 1 97 27 0 23467 Malignant cells GSE161195_pre GSE161195 pre 53 Irregularity in Drug Uptake and Drug Efflux 1 1 97 37 0 23467 Malignant cells GSE161195_pre GSE161195 pre 54 Unusual Activation of Pro-survival Pathway 2.2e-07 1.1e-06 511 781 41 23467 ANXA2,CCND2,CDKN1A,CFLAR,FBXW7,GSTP1,IDH2,IFI27,ISG15,MAP1LC3B,MYC,RHOA,RPS6,S100A4,HSPA5,CCND1,HSPD1,CXCR4,DKK1,HSP90B1,GAPDH,HAX1,HMGB2,HSPA8,NFKBIA,LDHA,NSD2,NUCKS1,PDCD4,POMP,SRSF2,UCP2,ENO1,CALR,FGFR3,INSIG1,MDK,RCN1,PMVK,QPRT,APP Malignant cells GSE161801_IMiD_post GSE161801_IMiD post 55 Drug Inactivation by Structure Modification 0.45 0.66 511 27 1 23467 GSTP1 Malignant cells GSE161801_IMiD_post GSE161801_IMiD post 56 Irregularity in Drug Uptake and Drug Efflux 0.56 0.66 511 37 1 23467 SLC3A2 Malignant cells GSE161801_IMiD_post GSE161801_IMiD post 57 Aberration of the Drug's Therapeutic Target 0.59 0.66 511 90 2 23467 IDH2,FGFR3 Malignant cells GSE161801_IMiD_post GSE161801_IMiD post 58 Epigenetic Alteration of DNA, RNA or Protein 0.66 0.66 511 455 9 23467 FBXW7,IDH2,PMAIP1,CXCR4,GAPDH,PDCD4,CYTOR,MALAT1,PPP1R15A Malignant cells GSE161801_IMiD_post GSE161801_IMiD post 59 Regulation by the Disease Microenvironment 1 1 31 186 0 23467 NA B cells GSE161801_IMiD_post GSE161801_IMiD post 60 Regulation by the Disease Microenvironment 1 1 81 186 0 23467 NA CD4+ T cells GSE161801_IMiD_post GSE161801_IMiD post 61 Regulation by the Disease Microenvironment 0.49 0.49 85 186 1 23467 CXCR4 CD8+ T cells GSE161801_IMiD_post GSE161801_IMiD post 62 Regulation by the Disease Microenvironment 1 1 8 186 0 23467 NA cDCs GSE161801_IMiD_post GSE161801_IMiD post 63 Regulation by the Disease Microenvironment 1 1 29 186 0 23467 NA Erythrocytes GSE161801_IMiD_post GSE161801_IMiD post 64 Regulation by the Disease Microenvironment 0.48 0.48 82 186 1 23467 IL1B Mono_Macro GSE161801_IMiD_post GSE161801_IMiD post 65 Regulation by the Disease Microenvironment 0.51 0.51 89 186 1 23467 CXCR4 NK cells GSE161801_IMiD_post GSE161801_IMiD post 66 Regulation by the Disease Microenvironment 1 1 17 186 0 23467 NA Progenitors GSE161801_IMiD_post GSE161801_IMiD post 67 Unusual Activation of Pro-survival Pathway 1.7e-12 8.5e-12 486 781 50 23467 ANXA2,AREG,BCL2L11,FBXW7,GSTP1,HMGB1,IFI27,ISG15,JUN,MCL1,RHOA,S100A4,STMN1,TP53INP1,VOPP1,YWHAZ,SLC25A5,HSPA5,BMI1,CCND1,CCNG1,HSPD1,CXCR4,DUSP1,DUSP2,EGR1,HSP90B1,FTL,GAPDH,HMGB2,HSPA8,NFKBIA,MTDH,MDM4,NSD2,NUCKS1,PABPC1,RAC1,HNRNPA1,S100A11,SIAH2,TPT1,UCP2,YBX1,CALR,FGFR3,NPM1,MDK,RCN1,PMVK Malignant cells GSE161801_IMiD_pre GSE161801_IMiD pre 68 Epigenetic Alteration of DNA, RNA or Protein 0.15 0.38 486 455 13 23467 BCL2L11,FBXW7,LMNA,PMAIP1,BMI1,CXCR4,GAPDH,TIMP1,CYTOR,MALAT1,PPP1R15A,MT-CO2,MX1 Malignant cells GSE161801_IMiD_pre GSE161801_IMiD pre 69 Drug Inactivation by Structure Modification 0.43 0.56 486 27 1 23467 GSTP1 Malignant cells GSE161801_IMiD_pre GSE161801_IMiD pre 70 Irregularity in Drug Uptake and Drug Efflux 0.54 0.56 486 37 1 23467 ABCB9 Malignant cells GSE161801_IMiD_pre GSE161801_IMiD pre 71 Aberration of the Drug's Therapeutic Target 0.56 0.56 486 90 2 23467 FGFR3,NPM1 Malignant cells GSE161801_IMiD_pre GSE161801_IMiD pre 72 Regulation by the Disease Microenvironment 0.069 0.069 119 186 3 23467 MYC,CXCR4,VIM B cells GSE161801_IMiD_pre GSE161801_IMiD pre 73 Regulation by the Disease Microenvironment 0.064 0.064 52 186 2 23467 SOCS3,VIM CD4+ T cells GSE161801_IMiD_pre GSE161801_IMiD pre 74 Regulation by the Disease Microenvironment 0.2 0.2 103 186 2 23467 VIM,MALAT1 CD8+ T cells GSE161801_IMiD_pre GSE161801_IMiD pre 75 Regulation by the Disease Microenvironment 1 1 59 186 0 23467 NA cDCs GSE161801_IMiD_pre GSE161801_IMiD pre 76 Regulation by the Disease Microenvironment 1 1 40 186 0 23467 NA Erythrocytes GSE161801_IMiD_pre GSE161801_IMiD pre 77 Regulation by the Disease Microenvironment 0.14 0.14 82 186 2 23467 IL1B,VIM Mono_Macro GSE161801_IMiD_pre GSE161801_IMiD pre 78 Regulation by the Disease Microenvironment 0.25 0.25 122 186 2 23467 CXCR4,VIM NK cells GSE161801_IMiD_pre GSE161801_IMiD pre 79 Regulation by the Disease Microenvironment 1 1 1 186 0 23467 NA pDCs GSE161801_IMiD_pre GSE161801_IMiD pre 80 Regulation by the Disease Microenvironment 1 1 13 186 0 23467 NA Progenitors GSE161801_IMiD_pre GSE161801_IMiD pre 81 Unusual Activation of Pro-survival Pathway 2e-06 1e-05 537 781 40 23467 ADAM10,CDKN1A,GSTP1,IDH2,IFI27,ISG15,JUN,MYC,RHOA,VOPP1,YWHAZ,SLC25A5,HSPA5,BTG1,CCND1,HSPD1,CLTC,CXCR4,DUSP1,HSP90B1,EZR,FOXO3,GAS6,HAX1,HMGB2,HSPA8,NFKBIA,MTDH,PABPC1,HNRNPA1,S100A11,SRI,TPT1,ENO1,CALR,NPM1,EIF4EBP1,RCN1,HSH2D,APP Malignant cells GSE161801_PI_post GSE161801_PI post 82 Drug Inactivation by Structure Modification 0.46 0.61 537 27 1 23467 GSTP1 Malignant cells GSE161801_PI_post GSE161801_PI post 83 Epigenetic Alteration of DNA, RNA or Protein 0.47 0.61 537 455 11 23467 IDH2,PMAIP1,CXCR4,FOXO3,TIMP1,CYTOR,MALAT1,PPP1R15A,MT-CO2,MX1,GABPB1-AS1 Malignant cells GSE161801_PI_post GSE161801_PI post 84 Irregularity in Drug Uptake and Drug Efflux 0.58 0.61 537 37 1 23467 ABCB9 Malignant cells GSE161801_PI_post GSE161801_PI post 85 Aberration of the Drug's Therapeutic Target 0.61 0.61 537 90 2 23467 IDH2,NPM1 Malignant cells GSE161801_PI_post GSE161801_PI post 86 Regulation by the Disease Microenvironment 0.084 0.084 61 186 2 23467 CXCR4,MALAT1 B cells GSE161801_PI_post GSE161801_PI post 87 Regulation by the Disease Microenvironment 1 1 32 186 0 23467 NA CD4+ T cells GSE161801_PI_post GSE161801_PI post 88 Regulation by the Disease Microenvironment 1 1 121 186 0 23467 NA CD8+ T cells GSE161801_PI_post GSE161801_PI post 89 Regulation by the Disease Microenvironment 0.066 0.066 53 186 2 23467 CXCR4,VIM cDCs GSE161801_PI_post GSE161801_PI post 90 Regulation by the Disease Microenvironment 0.071 0.071 196 186 4 23467 CXCR4,RHOB,VIM,MALAT1 Mono_Macro GSE161801_PI_post GSE161801_PI post 91 Regulation by the Disease Microenvironment 0.74 0.74 167 186 1 23467 MALAT1 NK cells GSE161801_PI_post GSE161801_PI post 92 Unusual Activation of Pro-survival Pathway 1e-04 5e-04 593 781 38 23467 ANXA2,CDKN1A,CFLAR,IDH2,IFI27,JUN,MCL1,RPS6,S100A4,VOPP1,YWHAZ,SLC25A5,BTG1,CCND1,CCNG1,CD44,CXCR4,DUSP1,EGR1,HSP90B1,EZR,FTL,GAPDH,GAS6,HSPA8,EIF4E,NFKBIA,LDHA,MTDH,PABPC1,PDCD4,RAP1B,HNRNPA1,TPT1,TNFSF10,YBX1,GNAS,NPM1 Malignant cells GSE161801_PI_pre GSE161801_PI pre 93 Aberration of the Drug's Therapeutic Target 0.4 1 593 90 3 23467 IDH2,NPM1,LAG3 Malignant cells GSE161801_PI_pre GSE161801_PI pre 94 Irregularity in Drug Uptake and Drug Efflux 0.61 1 593 37 1 23467 SLC7A5 Malignant cells GSE161801_PI_pre GSE161801_PI pre 95 Epigenetic Alteration of DNA, RNA or Protein 0.89 1 593 455 8 23467 IDH2,LMNA,PMAIP1,CXCR4,GAPDH,PDCD4,CYTOR,MT-CO2 Malignant cells GSE161801_PI_pre GSE161801_PI pre 96 Drug Inactivation by Structure Modification 1 1 593 27 0 23467 Malignant cells GSE161801_PI_pre GSE161801_PI pre 97 Regulation by the Disease Microenvironment 1 1 101 186 0 23467 NA B cells GSE161801_PI_pre GSE161801_PI pre 98 Regulation by the Disease Microenvironment 0.26 0.26 37 186 1 23467 MALAT1 CD4+ T cells GSE161801_PI_pre GSE161801_PI pre 99 Regulation by the Disease Microenvironment 0.0098 0.0098 105 186 4 23467 TGFB1,CXCR4,VIM,MALAT1 CD8+ T cells GSE161801_PI_pre GSE161801_PI pre 100 Regulation by the Disease Microenvironment 0.18 0.18 25 186 1 23467 MALAT1 cDCs GSE161801_PI_pre GSE161801_PI pre 101 Regulation by the Disease Microenvironment 0.008 0.008 155 186 5 23467 ZEB2,IL1B,RHOB,VIM,MALAT1 Mono_Macro GSE161801_PI_pre GSE161801_PI pre 102 Regulation by the Disease Microenvironment 0.42 0.42 180 186 2 23467 ZEB2,MALAT1 NK cells GSE161801_PI_pre GSE161801_PI pre 103 Unusual Activation of Pro-survival Pathway 9.2e-12 4.6e-11 1761 781 113 23467 ANXA2,AURKA,BAX,CDK4,CDK6,CERS2,CRYAB,DCTD,DNMT1,EGFR,FADD,GSTP1,HMGA1,HSPA1A,ID1,IDH2,IFI27,JUN,PKM,MTA1,NFE2L2,PARP1,PEA15,RPS6,S100A4,ST3GAL4,SOX4,SOX9,STMN1,TPD52,YWHAZ,SLC25A5,ALDH1A3,ANXA1,ATG3,BAD,BID,BRD4,BTG1,CCND1,CCNE1,CCNG1,CD44,CDKN2A,CLTC,CAPNS1,DUSP1,DUSP2,DHFR,E2F1,EHF,EIF3A,HSP90B1,EZH2,GAPDH,G6PD,HAX1,HDAC3,HMGB2,HSPB1,EIF4A1,EIF4A3,ITGB1,JAG1,KEAP1,LDHA,MGMT,MOB1A,MAP2K1,MSH6,MYBL2,NOTCH2,NOTCH3,NTRK2,NUCKS1,OAZ2,PABPC1,PGK1,AGPAT2,POMP,PRKDC,PSMB5,RAC1,RAF1,RAB22A,RRM2,RND3,HNRNPA1,RSU1,SDC2,SDHB,SFPQ,SIAH2,SMC4,SMUG1,TPT1,UCP2,YBX1,YEATS4,ZNF217,ENO1,FASN,GNAS,CALR,GNAQ,CEBPD,EIF4EBP1,TM7SF2,PMVK,EBP,NUPR1,SIRT6,ACAT2 Malignant cells GSE163836 GSE163836 NA 104 Aberration of the Drug's Therapeutic Target 0.017 0.042 1761 90 13 23467 CDK4,CDK6,EGFR,IDH2,CDKN2A,DHFR,EZH2,MAP2K1,MSH6,SF3B1,COMT,AKR1B1,TOP2A Malignant cells GSE163836 GSE163836 NA 105 Drug Inactivation by Structure Modification 0.14 0.23 1761 27 4 23467 GSTP1,CYP1B1,NME1,CMPK1 Malignant cells GSE163836 GSE163836 NA 106 Irregularity in Drug Uptake and Drug Efflux 0.78 0.97 1761 37 2 23467 ABCB1,SLC34A2 Malignant cells GSE163836 GSE163836 NA 107 Epigenetic Alteration of DNA, RNA or Protein 1 1 1761 455 13 23467 DNMT1,EGFR,H2AFY,IDH2,MTA1,CDKN2A,EZH2,GAPDH,SMC4,TIMP1,MALAT1,SMYD2,MT-CO2 Malignant cells GSE163836 GSE163836 NA 108 Regulation by the Disease Microenvironment 0.058 0.058 49 186 2 23467 ZEB2,VIM CD8+ T cells GSE164237_post GSE164237 post 109 Regulation by the Disease Microenvironment 0.032 0.032 222 186 5 23467 ZEB2,CX3CR1,CXCR4,VIM,MALAT1 CD8+ T cells GSE164237_pre GSE164237 pre 110 Unusual Activation of Pro-survival Pathway 0.059 0.29 12 781 2 23467 EGR1,CXCL8 Malignant cells GSE164551 GSE164551 NA 111 Epigenetic Alteration of DNA, RNA or Protein 0.21 0.52 12 455 1 23467 CXCL8 Malignant cells GSE164551 GSE164551 NA 112 Aberration of the Drug's Therapeutic Target 1 1 12 90 0 23467 Malignant cells GSE164551 GSE164551 NA 113 Drug Inactivation by Structure Modification 1 1 12 27 0 23467 Malignant cells GSE164551 GSE164551 NA 114 Irregularity in Drug Uptake and Drug Efflux 1 1 12 37 0 23467 Malignant cells GSE164551 GSE164551 NA 115 Regulation by the Disease Microenvironment 1 1 3 186 0 23467 NA B cells GSE164551 GSE164551 NA 116 Regulation by the Disease Microenvironment 0.0066 0.0066 148 186 5 23467 BRAF,TGFB1,SOCS3,VIM,ZEB1 CD4+ T cells GSE164551 GSE164551 NA 117 Regulation by the Disease Microenvironment 0.18 0.18 276 186 4 23467 NFKB1,TGFB1,CXCR4,VIM CD8+ T cells GSE164551 GSE164551 NA 118 Regulation by the Disease Microenvironment 0.51 0.51 467 186 4 23467 BCL2L1,MTDH,HNRNPA2B1,MALAT1 Erythrocytes GSE164551 GSE164551 NA 119 Regulation by the Disease Microenvironment 0.0092 0.0092 524 186 10 23467 BRAF,CTNNB1,TGFB1,VEGFA,ZEB2,IL1B,HNRNPA2B1,SOCS3,VIM,MALAT1 Mono_Macro GSE164551 GSE164551 NA 120 Regulation by the Disease Microenvironment 0.48 0.48 81 186 1 23467 VIM NK cells GSE164551 GSE164551 NA 121 Unusual Activation of Pro-survival Pathway 9.2e-29 4.6e-28 2874 781 208 23467 PPP2R5A,ADAM10,ADAM9,AKT2,ANXA2,AREG,CDH1,CDK6,CDKN1A,CUL5,DUSP6,GLS,HIF1A,HMGB1,HMOX1,HSPA1A,EIF4G1,IFI27,JUN,PKM,MAGEA6,MAGEA12,MCL1,MEF2D,MET,MAPK1,MUC1,MYC,NFKB1,PARP1,RAB6A,KRAS,RPS6,SELENOW,SMAD4,SOX4,SOX9,SRC,STMN1,TGFBR2,TPD52,TYMS,VOPP1,XIAP,YAP1,YWHAZ,SLC25A5,AGR2,AKAP12,AKT3,ANXA1,NET1,BAK1,BCL10,BID,BRD4,BTG1,CAV2,CCL2,ALCAM,CDC27,CDKN2A,CLU,CTNND1,CXCR4,DDR1,DICER1,DKK1,DUSP1,E2F6,EGR1,EGR2,EHF,HSP90B1,EP300,EPHA2,ERCC1,EREG,ETS1,EZH2,EZR,FAT1,FGF2,FN1,FIS1,FOXA1,FTL,FUS,GAPDH,GATA6,GRB2,GCLM,GSR,HBEGF,HIPK3,HMGB2,HSPA8,HSPB1,IDH1,NFKBIA,CXCL8,JAG1,AK4,KAT6A,RPS6KA3,RPS6KB1,LAMP2,LASP1,LATS2,LDHA,MAP3K1,MAP3K5,MAP3K8,MAGEA3,MDM2,MED1,MITF,MAPK3,MOB1A,MAP2K2,IGF2R,MSH2,NF1,NQO1,NUCKS1,OAZ2,SPP1,PDCD10,PDE4D,PTGS2,PGK1,PRKDC,PSMB5,PTPN12,RAC1,RAP1B,RASSF1,RAB22A,RICTOR,RRM1,HNRNPA1,RSF1,RSU1,S100A8,S100A11,SAV1,SDC2,SFPQ,SIAH2,SIRT1,SMAD3,SMC4,SOCS6,SRI,SP1,SPIN1,SRF,STAT5B,TPT1,TFAM,TGFBR1,TNFAIP3,TNFSF10,TOM1,TOP1,TWF1,USP14,WEE1,YBX1,YES1,ZEB1,ZNF217,ENO1,FASN,MAGEA4,RASSF8,PFKFB3,GNAS,CALR,GNAQ,VHL,ARAF,NPM1,CEBPD,DHCR24,DUSP9,EIF4EBP1,EPHB4,GFPT1,HMGCR,LPL,MDK,PPP3CA,RCN1,REL,BRD2,SOAT1,SPHK1,GGPS1,PMVK,EBP,QPRT,UBR5,GSKIP,ALDH1A1,BIRC2,CD36,CDK7 Malignant cells GSE175716 GSE175716 NA 122 Aberration of the Drug's Therapeutic Target 0.21 0.52 2874 90 14 23467 AKT2,CDK6,MET,CREBBP,CDKN2A,EZH2,IDH1,MAP2K2,PTGS2,JAK1,SF3B1,NPM1,AKR1B1,TOP2A Malignant cells GSE175716 GSE175716 NA 123 Drug Inactivation by Structure Modification 0.43 0.6 2874 27 4 23467 CES1,CDA,NME1,PON1 Malignant cells GSE175716 GSE175716 NA 124 Irregularity in Drug Uptake and Drug Efflux 0.48 0.6 2874 37 5 23467 SLC3A2,ABCB1,ABCC2,SLC4A4,SLC7A11 Malignant cells GSE175716 GSE175716 NA 125 Epigenetic Alteration of DNA, RNA or Protein 1 1 2874 455 27 23467 H2AFY,MET,TRIP6,TYMS,XIAP,CREBBP,CCL2,CDKN2A,CXCR4,EZH2,GAPDH,IDH1,CXCL8,MAP3K8,MAPK3,RASSF1,SIRT1,SMC4,TIMP1,SNHG14,GDI2,AKT3,PPP1R15A,SMYD2,MT-CO2,NABP1,HULC Malignant cells GSE175716 GSE175716 NA 126 Unusual Activation of Pro-survival Pathway 1.1e-17 5.7e-17 2539 781 165 23467 PPP2R5A,ANXA2,BAX,CDCP1,CDK4,CDK6,CDKN1A,CERS2,CFLAR,TP53,CUL5,DNMT1,FUBP1,HIF1A,HMGB1,HMOX1,HSPA1A,HOXB3,ISG15,PKM,MAPK1,MAP1LC3B,MTOR,NFE2L2,PARP1,PTPN11,RALBP1,RHOA,RPS6,S100A4,SFRP1,SHC1,SOX4,STMN1,TYMS,VEGFA,YWHAZ,NT5C2,ADAM17,SLC25A5,AGR2,AIFM1,AKAP12,AKT1,ANXA1,TFAP2A,ARID1A,BAD,HSPA5,BIRC6,BRD4,BRD7,BTG1,CAV2,CCNB1,CDK1,CCND1,CD44,CDK2,HSPD1,CLTC,COL1A1,CTNND1,DDIT3,DHFR,EIF3A,HSP90B1,EP300,ERRFI1,EZH2,EZR,FAT1,FGFR1,FIS1,FOXM1,FOXO3,FTL,FUS,GAPDH,GRB2,HDAC1,HMGB2,HNRNPU,HSPA8,HSPB1,HOXC9,IDH1,EIF4A1,EIF4A3,NFKBIA,ITGB1,AK4,KIF11,LAMP2,LDHA,LRRFIP1,MXD4,MDM2,MDM4,MGMT,MAPK3,MAP2K2,MSH6,MYBL2,MYO10,NOTCH2,NQO1,NUCKS1,PABPC1,PDCD10,PGK1,PIAS3,AGPAT2,PLK1,PRKDC,PSMG2,PURA,RANGAP1,HRAS,REV3L,RND3,HNRNPA1,ROCK2,RPP21,RSF1,S100A11,SDHB,SMC4,SMARCC1,SOD2,SRSF2,TPT1,TMEM54,TOP1,TRIM27,UBE2C,USP22,ULK1,WEE1,WLS,YES1,ZNF217,ENO1,FASN,PFKL,RASSF8,GNAS,BRCA2,PMS2,NPM1,EIF4EBP1,MDK,RCN1,BRD2,SQLE,TM7SF2,SAFB2,EBP,ACAP2,UBR5,TRIB3,APP,WTAP,ACAT2,CDK7 Malignant cells GSE186960 GSE186960 NA 127 Aberration of the Drug's Therapeutic Target 0.016 0.039 2539 90 17 23467 CDK4,CDK6,TP53,MTOR,AKT1,DHFR,EZH2,FGFR1,IDH1,MAP2K2,MSH6,JAK1,SF3B1,NPM1,COMT,AKR1B1,TOP2A Malignant cells GSE186960 GSE186960 NA 128 Drug Inactivation by Structure Modification 0.33 0.46 2539 27 4 23467 NT5C2,SOD2,BCHE,NME1 Malignant cells GSE186960 GSE186960 NA 129 Irregularity in Drug Uptake and Drug Efflux 0.37 0.46 2539 37 5 23467 SLC3A2,ABCC1,SLC7A5,SLC7A11,SLC29A1 Malignant cells GSE186960 GSE186960 NA 130 Epigenetic Alteration of DNA, RNA or Protein 1 1 2539 455 20 23467 TP53,DNMT1,H2AFY,EIF4G2,LMNA,TYMS,PMAIP1,EZH2,FOXO3,GAPDH,IDH1,MAPK3,SMC4,TIMP1,SNHG14,MALAT1,GDI2,PPP1R15A,MT-CO2,GABPB1-AS1 Malignant cells GSE186960 GSE186960 NA 131 Regulation by the Disease Microenvironment 0.049 0.049 103 186 3 23467 TGFB1,CXCR4,MALAT1 CD4+ T cells GSE197268_Axi-cel_post GSE197268_Axi-cel post 132 Regulation by the Disease Microenvironment 0.071 0.071 196 186 4 23467 PARP1,GATA3,HNRNPA2B1,MALAT1 CD8+ T cells GSE197268_Axi-cel_post GSE197268_Axi-cel post 133 Regulation by the Disease Microenvironment 0.52 0.52 91 186 1 23467 TGFB1 cDCs GSE197268_Axi-cel_post GSE197268_Axi-cel post 134 Regulation by the Disease Microenvironment 0.24 0.24 117 186 2 23467 HNRNPA2B1,MALAT1 Mono_Macro GSE197268_Axi-cel_post GSE197268_Axi-cel post 135 Regulation by the Disease Microenvironment 0.15 0.15 20 186 1 23467 MALAT1 NK cells GSE197268_Axi-cel_post GSE197268_Axi-cel post 136 Regulation by the Disease Microenvironment 1 1 2 186 0 23467 NA pDCs GSE197268_Axi-cel_post GSE197268_Axi-cel post 137 Regulation by the Disease Microenvironment 0.22 0.22 32 186 1 23467 MYC Progenitors GSE197268_Axi-cel_post GSE197268_Axi-cel post 138 Regulation by the Disease Microenvironment 0.05 0.05 45 186 2 23467 BCL2,CXCR4 CD4+ T cells GSE197268_Axi-cel_pre GSE197268_Axi-cel pre 139 Regulation by the Disease Microenvironment 1 1 42 186 0 23467 NA CD8+ T cells GSE197268_Axi-cel_pre GSE197268_Axi-cel pre 140 Regulation by the Disease Microenvironment 1 1 22 186 0 23467 NA cDCs GSE197268_Axi-cel_pre GSE197268_Axi-cel pre 141 Regulation by the Disease Microenvironment 1 1 57 186 0 23467 NA Mono_Macro GSE197268_Axi-cel_pre GSE197268_Axi-cel pre 142 Regulation by the Disease Microenvironment 0.52 0.52 93 186 1 23467 BCL2L1 NK cells GSE197268_Axi-cel_pre GSE197268_Axi-cel pre 143 Regulation by the Disease Microenvironment 1 1 7 186 0 23467 NA pDCs GSE197268_Axi-cel_pre GSE197268_Axi-cel pre 144 Regulation by the Disease Microenvironment 0.06 0.06 50 186 2 23467 TGFB1,CXCR4 CD4+ T cells GSE197268_Tisa-cel_post GSE197268_Tisa-cel post 145 Regulation by the Disease Microenvironment 0.031 0.031 35 186 2 23467 TGFB1,VIM CD8+ T cells GSE197268_Tisa-cel_post GSE197268_Tisa-cel post 146 Regulation by the Disease Microenvironment 0.37 0.37 58 186 1 23467 IL1B Mono_Macro GSE197268_Tisa-cel_post GSE197268_Tisa-cel post 147 Regulation by the Disease Microenvironment 0.6 0.6 114 186 1 23467 CX3CR1 NK cells GSE197268_Tisa-cel_post GSE197268_Tisa-cel post 148 Regulation by the Disease Microenvironment 0.02 0.02 130 186 4 23467 BCL2,MYC,TGFB1,SOCS3 CD4+ T cells GSE197268_Tisa-cel_pre GSE197268_Tisa-cel pre 149 Regulation by the Disease Microenvironment 0.32 0.32 146 186 2 23467 CXCR4,VIM CD8+ T cells GSE197268_Tisa-cel_pre GSE197268_Tisa-cel pre 150 Regulation by the Disease Microenvironment 0.046 0.046 326 186 6 23467 PAK1,CX3CR1,CXCR4,SOCS3,VIM,TIMP2 Mono_Macro GSE197268_Tisa-cel_pre GSE197268_Tisa-cel pre 151 Regulation by the Disease Microenvironment 0.089 0.089 133 186 3 23467 TGFB1,CX3CR1,CXCR4 NK cells GSE197268_Tisa-cel_pre GSE197268_Tisa-cel pre 152 Unusual Activation of Pro-survival Pathway 1.2e-23 6.1e-23 1932 781 151 23467 BCL2L11,BAX,BCL11A,BCAT1,BRAF,CTSL,CCND2,CDK4,CDK6,TP53,CTNNB1,DNMT1,GAS7,GSTP1,HIF1A,HMGA1,HMGB1,HMOX1,HSPA1A,IDH2,ISG15,JUN,PKM,MCL1,MEF2D,MAP1LC3B,MYC,NFKB1,PARP1,PIK3CG,RALBP1,RPS6,S100A4,ST3GAL4,SOX4,STMN1,TET2,TYMS,VEGFA,VOPP1,ZEB2,YWHAZ,ADAM17,ATG3,ATG4B,ATM,BID,HSPA5,BNIP2,BTG1,CASP1,CCNG1,CD44,HSPD1,CLU,CAPNS1,CXCR4,CYLD,DCP2,DUSP1,EP300,EZR,FIS1,FLT3,FOXO3,FTL,FUS,GAPDH,G6PD,NR3C1,HAX1,HBEGF,HDAC1,HMGB2,HSPA8,HSPB1,HOXA5,IDH1,NFKBIA,IL18,CXCL8,ING4,ITGB1,KAT6A,KLF4,LDHA,LRRFIP1,MAP3K8,MDM2,MDM4,MGMT,MOB1A,MAP2K2,NUCKS1,PIK3R1,PABPC1,PGK1,AGPAT2,PRKDC,PSMB5,PTPN1,RAB14,RAC1,RASSF1,RAB27A,RICTOR,RRM1,S100A8,S100A11,SFPQ,SMAD3,SMC4,SOCS3,SOD2,SRI,RBPJ,TPT1,TMED3,TNFSF13B,TNFAIP3,TOM1,TOP1,TOP2B,TRIM27,UCP2,ULK1,ZBTB7A,ZKSCAN1,ENO1,PFKL,PFKFB3,GNAS,CD33,CALR,SMARCA4,NPM1,CEBPD,EIF4EBP1,INSIG1,RCN1,REL,RELB,SPTLC2,G3BP1,PMVK,OGA,HSH2D,CREBZF,APP,WTAP,BIRC2 Malignant cells GSE199333_post GSE199333 post 153 Aberration of the Drug's Therapeutic Target 0.015 0.038 1932 90 14 23467 BRAF,CDK4,CDK6,TP53,IDH2,BTK,CREBBP,FLT3,IDH1,MAP2K2,SF3B1,NPM1,COMT,AKR1B1 Malignant cells GSE199333_post GSE199333 post 154 Drug Inactivation by Structure Modification 0.39 0.64 1932 27 3 23467 GSTP1,SOD2,NME1 Malignant cells GSE199333_post GSE199333 post 155 Irregularity in Drug Uptake and Drug Efflux 0.6 0.75 1932 37 3 23467 ABCA1,ABCE1,SLC7A5 Malignant cells GSE199333_post GSE199333 post 156 Epigenetic Alteration of DNA, RNA or Protein 0.97 0.97 1932 455 27 23467 BCL2L11,BRAF,TP53,DNMT1,IDH2,EIF4G2,LMNA,TYMS,PMAIP1,ARID4B,CREBBP,CXCR4,FOXO3,GAPDH,IDH1,CXCL8,MAP3K8,RASSF1,SMC4,TIMP1,TNFSF13B,CYTOR,MALAT1,GDI2,PPP1R15A,NABP1,GABPB1-AS1 Malignant cells GSE199333_post GSE199333 post 157 Regulation by the Disease Microenvironment 0.58 0.58 109 186 1 23467 PARP1 B cells GSE199333_post GSE199333 post 158 Regulation by the Disease Microenvironment 0.0046 0.0046 713 186 13 23467 BCL2,BRAF,NFKB1,PARP1,CXCR4,PIK3CA,HNRNPA2B1,STAT3,VIM,ZEB1,LDHB,MALAT1,TSPYL2 CD4+ T cells GSE199333_post GSE199333 post 159 Regulation by the Disease Microenvironment 0.0039 0.0039 617 186 12 23467 BCL2,BRAF,CTNNB1,NFKB1,ZEB2,CXCR4,FYN,STAT3,VIM,LDHB,MALAT1,TSPYL2 CD8+ T cells GSE199333_post GSE199333 post 160 Regulation by the Disease Microenvironment 0.21 0.21 821 186 9 23467 BCL2L1,CCNB1,EZH2,HMGB3,MTDH,QKI,HNRNPA2B1,VIM,LDHB Erythrocytes GSE199333_post GSE199333 post 161 Regulation by the Disease Microenvironment 0.14 0.14 1059 186 12 23467 BRAF,CTNNB1,NFKB1,PARP1,TGFB1,ZEB2,CX3CR1,HNRNPA2B1,STAT3,VIM,LDHB,TSPYL2 NK cells GSE199333_post GSE199333 post 162 Unusual Activation of Pro-survival Pathway 2.1e-24 1.1e-23 848 781 93 23467 ANXA2,AREG,BCL11A,BRAF,CCND2,CTNNB1,DNMT1,DUSP6,GSTP1,HIF1A,HMGA1,HOXB3,EIF4G1,JUN,PKM,MEF2D,NFKB1,PARP1,KRAS,RHOA,S100A4,SELENOW,SOCS2,STMN1,TYMS,ZEB2,YWHAZ,SLC25A5,ANXA1,BID,BRD4,CD44,HSPD1,CLTC,CLU,CYLD,DDIT3,DUSP1,EIF3A,HSP90B1,EZR,FLT3,GRB2,HNRNPU,HSPA8,HSPB1,HOXA5,NFKBIA,CXCL8,ITGA5,TCF4,LASP1,LDHA,LRRFIP1,MTDH,MAP3K1,MAP3K8,NCOA3,NUCKS1,PABPC1,POMP,PRKDC,PTPN1,RAB14,RAC1,RAP1A,RAP1B,RASSF1,RICTOR,RSF1,S100A11,SFPQ,SMAD3,SMC4,RBPJ,YY1,UCP2,ZBTB7A,ENO1,GNAS,CALR,CSF3R,GNAQ,EIF4EBP1,IL2RA,MDK,REL,RELB,QPRT,ACAP2,TNFAIP8,UBR5,HSH2D Malignant cells GSE199333_pre GSE199333 pre 163 Drug Inactivation by Structure Modification 0.63 1 848 27 1 23467 GSTP1 Malignant cells GSE199333_pre GSE199333 pre 164 Aberration of the Drug's Therapeutic Target 0.84 1 848 90 2 23467 BRAF,FLT3 Malignant cells GSE199333_pre GSE199333 pre 165 Epigenetic Alteration of DNA, RNA or Protein 0.94 1 848 455 11 23467 BRAF,DNMT1,LMNA,TYMS,CXCL8,MAP3K8,RASSF1,SMC4,TIMP1,MALAT1,GDI2 Malignant cells GSE199333_pre GSE199333 pre 166 Irregularity in Drug Uptake and Drug Efflux 1 1 848 37 0 23467 Malignant cells GSE199333_pre GSE199333 pre 167 Regulation by the Disease Microenvironment 0.37 0.37 504 186 5 23467 PARP1,ZEB2,HNRNPA2B1,LDHB,MALAT1 B cells GSE199333_pre GSE199333 pre 168 Regulation by the Disease Microenvironment 0.34 0.34 151 186 2 23467 CXCR4,SOCS3 CD4+ T cells GSE199333_pre GSE199333 pre 169 Regulation by the Disease Microenvironment 0.97 0.97 447 186 1 23467 CXCR4 CD8+ T cells GSE199333_pre GSE199333 pre 170 Regulation by the Disease Microenvironment 0.91 0.91 295 186 1 23467 LDHB Erythrocytes GSE199333_pre GSE199333 pre 171 Regulation by the Disease Microenvironment 0.36 0.36 158 186 2 23467 CXCR4,VIM NK cells GSE199333_pre GSE199333 pre 172 Unusual Activation of Pro-survival Pathway 0.026 0.13 127 781 9 23467 JUN,S100A4,BTG1,CXCR4,FTL,GAPDH,TCF4,HNRNPA1,TPT1 Malignant cells GSE111014_post GSE111014 post 173 Epigenetic Alteration of DNA, RNA or Protein 0.23 0.58 127 455 4 23467 CXCR4,GAPDH,MALAT1,GABPB1-AS1 Malignant cells GSE111014_post GSE111014 post 174 Aberration of the Drug's Therapeutic Target 1 1 127 90 0 23467 Malignant cells GSE111014_post GSE111014 post 175 Drug Inactivation by Structure Modification 1 1 127 27 0 23467 Malignant cells GSE111014_post GSE111014 post 176 Irregularity in Drug Uptake and Drug Efflux 1 1 127 37 0 23467 Malignant cells GSE111014_post GSE111014 post 177 Regulation by the Disease Microenvironment 1 1 57 186 0 23467 NA CD4+ T cells GSE111014_post GSE111014 post 178 Regulation by the Disease Microenvironment 0.21 0.21 197 186 3 23467 ZEB2,FYN,MALAT1 CD8+ T cells GSE111014_post GSE111014 post 179 Regulation by the Disease Microenvironment 1 1 19 186 0 23467 NA Mono_Macro GSE111014_post GSE111014 post 180 Regulation by the Disease Microenvironment 0.6 0.6 256 186 2 23467 HNRNPA2B1,MALAT1 NK cells GSE111014_post GSE111014 post 181 Unusual Activation of Pro-survival Pathway 0.0032 0.016 222 781 16 23467 ANXA2,GSTP1,JUN,S100A4,BTG1,CXCR4,DUSP1,FTL,FUS,GAPDH,GRB2,ITGB1,HNRNPA1,TPT1,UCP2,CALR Malignant cells GSE111014_pre GSE111014 pre 182 Epigenetic Alteration of DNA, RNA or Protein 0.14 0.35 222 455 7 23467 EIF4G2,CXCR4,GAPDH,MALAT1,PPP1R15A,MT-CO2,GABPB1-AS1 Malignant cells GSE111014_pre GSE111014 pre 183 Drug Inactivation by Structure Modification 0.23 0.38 222 27 1 23467 GSTP1 Malignant cells GSE111014_pre GSE111014 pre 184 Aberration of the Drug's Therapeutic Target 1 1 222 90 0 23467 Malignant cells GSE111014_pre GSE111014 pre 185 Irregularity in Drug Uptake and Drug Efflux 1 1 222 37 0 23467 Malignant cells GSE111014_pre GSE111014 pre 186 Regulation by the Disease Microenvironment 0.11 0.11 148 186 3 23467 GATA3,VIM,MALAT1 CD4+ T cells GSE111014_pre GSE111014 pre 187 Regulation by the Disease Microenvironment 0.011 0.011 168 186 5 23467 TGFB1,ZEB2,FYN,HNRNPA2B1,MALAT1 CD8+ T cells GSE111014_pre GSE111014 pre 188 Regulation by the Disease Microenvironment 0.3 0.3 44 186 1 23467 MALAT1 Mono_Macro GSE111014_pre GSE111014 pre 189 Regulation by the Disease Microenvironment 0.19 0.19 27 186 1 23467 MALAT1 NK cells GSE111014_pre GSE111014 pre 190 Unusual Activation of Pro-survival Pathway 3.5e-13 1.7e-12 1868 781 122 23467 ATG5,AURKA,BAX,BCAT1,BIRC5,CTSL,CDCP1,CDK4,CDKN1A,CFLAR,CIAPIN1,DCTD,DUSP6,FADD,HMGA1,HMGB1,ID1,IFI27,IL6,ISG15,JUN,MAGEA6,MAGEA12,MYC,NFKB1,PARP1,PPARG,SHC1,SOX9,SPRY2,STMN1,TGFB1,PBK,TYMS,SLC25A5,AIFM1,AKAP12,AR,ANXA1,ATG3,BAG1,BID,HSPA5,CASP1,CAV2,CCNA2,CCNB1,CDK1,CCND1,HSPD1,COL1A1,CUL4A,DDIT3,DKK1,EGR1,HSP90B1,EPHA2,FN1,FTL,GAPDH,G6PD,GCLM,HAX1,HMGB2,HMGN5,HSPA8,EIF4A1,EIF4A3,EIF4E,NFKBIA,ITGA5,LASP1,LDHA,LRRFIP1,MTDH,MXD4,MAGEA3,MAPK3,MAP2K2,MYBL2,NQO1,PIK3R1,PDCD10,PGK1,AGPAT2,PLK1,POMP,PSMB5,PSMG2,RAP1B,RAB27A,RRM1,S100A11,SDC2,SDHB,SMC4,SOCS3,SOD2,SRSF2,TPT1,TFAM,TMED3,TNFAIP3,UBE2C,AXL,WLS,XRCC4,ENO1,GNAS,CD33,NPM1,IL7R,EIF4EBP1,RCN1,RELB,BRD2,PMVK,EBP,NUPR1,TRIB3,WTAP,ACAT2 Malignant cells GSE131984_JQ1 GSE131984_JQ1 NA 191 Drug Inactivation by Structure Modification 0.16 0.41 1868 27 4 23467 CES1,SOD2,CDA,NME1 Malignant cells GSE131984_JQ1 GSE131984_JQ1 NA 192 Aberration of the Drug's Therapeutic Target 0.73 1 1868 90 6 23467 CDK4,AR,MAP2K2,NPM1,COMT,AKR1B1 Malignant cells GSE131984_JQ1 GSE131984_JQ1 NA 193 Irregularity in Drug Uptake and Drug Efflux 0.81 1 1868 37 2 23467 SLC3A2,ABCE1 Malignant cells GSE131984_JQ1 GSE131984_JQ1 NA 194 Epigenetic Alteration of DNA, RNA or Protein 1 1 1868 455 15 23467 ATG5,H2AFY,IL6,PPARG,SPRY2,TRIP6,TYMS,PMAIP1,GAPDH,MAPK3,SMC4,MALAT1,GDI2,PPP1R15A,MT-CO2 Malignant cells GSE131984_JQ1 GSE131984_JQ1 NA 195 Unusual Activation of Pro-survival Pathway 3.3e-16 1.7e-15 1949 781 134 23467 ATG5,AURKA,BAX,BCAT1,BIRC5,CTSL,CDCP1,CDK4,CDKN1A,CERS2,CFLAR,CIAPIN1,DCTD,FADD,HMGA1,HMGB1,ID1,IFI27,IL6,ISG15,MAGEA6,MAGEA12,MCL1,MYC,PDGFRA,PPARG,SHC1,ST3GAL4,SOX4,SOX9,SPRY2,STMN1,TGFB1,PBK,TYMS,VOPP1,XIAP,SLC25A5,AIFM1,AKAP12,AR,ANXA1,ATG3,BAD,BAG1,BID,HSPA5,BRD7,CASP1,CAV2,CCNA2,CCNB1,CDK1,HSPD1,COL1A1,CRIM1,DKK1,EGR1,EIF3A,HSP90B1,EZH2,EZR,FN1,FTL,GAPDH,G6PD,GAS6,GRB2,GCLM,HAX1,HMGN5,HNRNPU,EIF4A3,EIF4E,NFKBIA,IL18,KLF4,RPS6KA3,LAMP2,LDHA,LRRFIP1,MTDH,MXD4,MAGEA3,MAPK3,MAP2K2,MYBL2,IKBKG,NQO1,PIK3R1,PDCD10,PGK1,AGPAT2,PLK1,POMP,PSMB5,RAP1B,HRAS,NRAS,RAB27A,RRM1,RND3,S100A11,SDHB,SIAH2,SMC4,SOD2,SRSF2,TPT1,TFAM,TMED3,TNFAIP3,YY1,UBE2C,AXL,WLS,ENO1,IDH3A,GNAS,CD33,ARAF,NPM1,IL7R,EIF4EBP1,IDI1,RCN1,RELB,SQLE,PMVK,EBP,NUPR1,TRIB3,WTAP,ACAT2 Malignant cells GSE131984_JQ1Pac GSE131984_JQ1Pac NA 196 Irregularity in Drug Uptake and Drug Efflux 0.082 0.21 1949 37 6 23467 SLC3A2,ABCF2,ABCE1,SLC7A5,TAP1,SLC7A11 Malignant cells GSE131984_JQ1Pac GSE131984_JQ1Pac NA 197 Drug Inactivation by Structure Modification 0.18 0.3 1949 27 4 23467 CES1,SOD2,CDA,NME1 Malignant cells GSE131984_JQ1Pac GSE131984_JQ1Pac NA 198 Aberration of the Drug's Therapeutic Target 0.47 0.59 1949 90 8 23467 CDK4,PDGFRA,AR,EZH2,MAP2K2,NPM1,COMT,AKR1B1 Malignant cells GSE131984_JQ1Pac GSE131984_JQ1Pac NA 199 Epigenetic Alteration of DNA, RNA or Protein 1 1 1949 455 17 23467 ATG5,H2AFY,IL6,PPARG,SPRY2,TRIP6,TYMS,XIAP,PMAIP1,EZH2,GAPDH,MAPK3,SMC4,TIMP1,MALAT1,GDI2,PPP1R15A Malignant cells GSE131984_JQ1Pac GSE131984_JQ1Pac NA 200 Unusual Activation of Pro-survival Pathway 3.3e-23 1.7e-22 2427 781 174 23467 ADAM10,ATG5,AURKA,BAX,BBC3,BCAT1,BIRC5,CTSL,CDCP1,CDK4,CFLAR,CIAPIN1,DCTD,DUSP6,EGFR,EPAS1,FADD,FBXW7,FUBP1,GLS,HMGA1,HMGB1,HMOX1,IFI27,ISG15,JUN,MAGEA6,MAGEA12,MCL1,MET,MYC,PARP1,PPARG,RHOA,S100A4,SHC1,SOX4,SOX9,SPRY2,STMN1,TGFB1,TGFBR2,PBK,TYMS,AAMDC,SLC25A5,AIFM1,AR,ANXA1,TFAP2A,ATG3,ATM,BID,HSPA5,BRD7,CASP1,CAV2,CCNA2,CCNB1,CDK1,CCND1,CD44,HSPD1,COL1A1,CRIM1,CUL4A,DDIT3,HSP90B1,EPHA2,EREG,EZH2,EZR,FAT1,FN1,FIS1,FOXO3,FTL,FUS,FYN,G6PD,GAS6,GRB2,HAX1,HDAC3,HIPK2,HMGB2,HMGN5,HNRNPU,HSPA8,HSPB1,EIF4A1,EIF4A3,EIF4E,NFKBIA,ITGB1,LASP1,LDHA,LRRFIP1,MTDH,MXD4,MAGEA3,MAPK3,MYBL2,NCOA3,NQO1,NUCKS1,PIK3R1,PDCD10,PDCD4,PGK1,AGPAT2,PLK1,POMP,PSMB5,PSMG2,PTPN1,PTPN12,RAP1A,RAP1B,RAB27A,RRM2,HNRNPA1,ROCK2,S100A11,SDC2,SDHB,SFPQ,SMAD7,SMC4,SMUG1,SOCS3,SOD2,SPIN1,SRSF2,STK4,TFAM,TNFAIP3,TUSC3,UBE2C,USP22,AXL,ULK1,WEE1,WLS,XRCC4,YBX1,ZKSCAN1,ZNF217,ENO1,FASN,PFKL,GNAS,CD33,GNA11,GNAQ,ARAF,NPM1,IL7R,CEBPD,EIF4EBP1,EPHB4,IDI1,INSIG1,PRKCA,RCN1,PMVK,EBP,ACAP2,NUPR1,TRIB3,CERS6,APP,WTAP,ACAT2 Malignant cells GSE131984_JQ1Pal GSE131984_JQ1Pal NA 201 Drug Inactivation by Structure Modification 0.14 0.35 2427 27 5 23467 CES1,SOD2,CDA,NME1,CMPK1 Malignant cells GSE131984_JQ1Pal GSE131984_JQ1Pal NA 202 Irregularity in Drug Uptake and Drug Efflux 0.54 0.74 2427 37 4 23467 SLC3A2,ABCA1,ABCE1,TAP1 Malignant cells GSE131984_JQ1Pal GSE131984_JQ1Pal NA 203 Aberration of the Drug's Therapeutic Target 0.59 0.74 2427 90 9 23467 CDK4,EGFR,MET,AR,EZH2,GNA11,NPM1,COMT,AKR1B1 Malignant cells GSE131984_JQ1Pal GSE131984_JQ1Pal NA 204 Epigenetic Alteration of DNA, RNA or Protein 1 1 2427 455 21 23467 ATG5,EGFR,FBXW7,H2AFY,LMNA,MET,PPARG,SPRY2,TRIP6,TYMS,PMAIP1,EZH2,FOXO3,MAPK3,PDCD4,SMC4,MALAT1,GDI2,PPP1R15A,MT-CO2,NABP1 Malignant cells GSE131984_JQ1Pal GSE131984_JQ1Pal NA 205 Unusual Activation of Pro-survival Pathway 1.1e-09 5.5e-09 870 781 65 23467 AURKA,BBC3,BIRC5,CDK4,CFLAR,DNMT1,FADD,HMGA1,ID1,IFI27,IL6,ISG15,JUN,MAP1LC3B,PDGFRA,S100A4,STMN1,TIMP3,SLC25A5,ANXA1,BAG1,BTG1,CCND1,CCNG1,HSPD1,COL1A1,DKK1,DUSP1,EGR1,EIF3A,FUS,HNRNPU,HSPA8,HSPB1,IDH1,EIF4E,NFKBIA,IL18,LAMP2,MTDH,MAP3K8,MXD4,NF2,MYO10,PLK1,HRAS,RRM2,S100A11,SFPQ,SMC4,SOD2,TFAM,TMED3,TNFAIP3,TOP1,UBE2C,FASN,CEBPD,IDI1,INSIG1,SPHK1,SAFB2,EBP,NUPR1,ACAT2 Malignant cells GSE131984_Pac GSE131984_Pac NA 206 Irregularity in Drug Uptake and Drug Efflux 0.047 0.12 870 37 4 23467 ABCF2,ABCE1,SLC7A5,SLC29A1 Malignant cells GSE131984_Pac GSE131984_Pac NA 207 Drug Inactivation by Structure Modification 0.077 0.13 870 27 3 23467 SOD2,CDA,NME1 Malignant cells GSE131984_Pac GSE131984_Pac NA 208 Aberration of the Drug's Therapeutic Target 0.24 0.3 870 90 5 23467 CDK4,PDGFRA,IDH1,MAOA,AKR1B1 Malignant cells GSE131984_Pac GSE131984_Pac NA 209 Epigenetic Alteration of DNA, RNA or Protein 0.95 0.95 870 455 11 23467 DNMT1,EIF4G2,IL6,PMAIP1,IDH1,MAP3K8,SMC4,TIMP1,MALAT1,PPP1R15A,DLEU1 Malignant cells GSE131984_Pac GSE131984_Pac NA 210 Unusual Activation of Pro-survival Pathway 1.1e-16 5.6e-16 1570 781 117 23467 ABL1,ANXA2,ATG5,AURKA,BAX,BIRC5,CDK4,CIAPIN1,DNMT1,DUSP6,EPAS1,FADD,HIF1A,HMGA1,HMGB1,IL6,PKM,MCL1,MEF2D,MUC1,MYC,PARP1,PDGFRA,RHOA,S100A4,SHC1,STMN1,TGFBR2,PBK,TYMS,VEGFA,SLC25A5,AIFM1,AKAP12,ANXA1,ATG3,BAG1,HSPA5,BRD7,CAV2,CCNA2,CCNB1,CDK1,CCND1,CCNG2,CD44,HSPD1,COL1A1,CSF1,DKK1,DUSP1,DUSP2,EGR1,HSP90B1,ERRFI1,EZH2,EZR,FN1,FOXO3,FUS,GRB2,GCLM,HAX1,HIPK2,HMGB2,HMGN5,HSPA8,EIF4A3,EIF4E,NFKBIA,ITGA5,ITGB1,LDHA,LRRFIP1,MTDH,MXD4,MAGEA3,MYBL2,PIK3R1,PDCD10,PDCD4,PGK1,AGPAT2,PLK1,POMP,PSMB5,RAC1,RAP1B,HRAS,RRM1,RRM2,S100A11,SDHB,SMC4,SOD2,SRSF2,STAT3,TFAM,TNFAIP3,UBE2C,USP22,ZKSCAN1,ENO1,FASN,IDH3A,GNAS,NPM1,CEBPD,EIF4EBP1,IDI1,INSIG1,SQLE,PMVK,EBP,TRIB3,APP,ACAT2 Malignant cells GSE131984_Pal GSE131984_Pal NA 211 Drug Inactivation by Structure Modification 0.27 0.67 1570 27 3 23467 SOD2,CDA,NME1 Malignant cells GSE131984_Pal GSE131984_Pal NA 212 Irregularity in Drug Uptake and Drug Efflux 0.45 0.7 1570 37 3 23467 SLC3A2,ABCA1,ABCE1 Malignant cells GSE131984_Pal GSE131984_Pal NA 213 Aberration of the Drug's Therapeutic Target 0.56 0.7 1570 90 6 23467 ABL1,CDK4,PDGFRA,EZH2,NPM1,MAOA Malignant cells GSE131984_Pal GSE131984_Pal NA 214 Epigenetic Alteration of DNA, RNA or Protein 1 1 1570 455 17 23467 ABL1,ATG5,DNMT1,H2AFY,IL6,LMNA,TYMS,PMAIP1,EZH2,FOXO3,PDCD4,SMC4,MALAT1,GDI2,PPP1R15A,MT-CO2,NABP1 Malignant cells GSE131984_Pal GSE131984_Pal NA 215 Unusual Activation of Pro-survival Pathway 1.2e-06 6.2e-06 101 781 15 23467 CFLAR,ID1,JUN,PKM,S100A4,YWHAZ,BTG1,DUSP1,DUSP2,EGR1,ETS1,GAPDH,LDHA,PGK1,ENO1 Malignant cells GSE150930 GSE150930 NA 216 Epigenetic Alteration of DNA, RNA or Protein 0.86 1 101 455 1 23467 GAPDH Malignant cells GSE150930 GSE150930 NA 217 Aberration of the Drug's Therapeutic Target 1 1 101 90 0 23467 Malignant cells GSE150930 GSE150930 NA 218 Drug Inactivation by Structure Modification 1 1 101 27 0 23467 Malignant cells GSE150930 GSE150930 NA 219 Irregularity in Drug Uptake and Drug Efflux 1 1 101 37 0 23467 Malignant cells GSE150930 GSE150930 NA 220 Regulation by the Disease Microenvironment 1 1 2 186 0 23467 NA CD4+ T cells GSE150930 GSE150930 NA 221 Regulation by the Disease Microenvironment 1 1 8 186 0 23467 NA Mono_Macro GSE150930 GSE150930 NA 222 Unusual Activation of Pro-survival Pathway 5.2e-14 2.6e-13 146 781 28 23467 BIRC5,DNMT1,HMGA1,HMGB1,PKM,RPS6,STMN1,TYMS,ANXA1,BTG1,CDK1,DHFR,GAPDH,HMGB2,HNRNPU,KIF11,LDHA,MDM4,NUCKS1,PGK1,RRM1,RRM2,SMC4,SRSF2,UBE2C,YBX1,ENO1,NPM1 Malignant cells GSE158457 GSE158457 NA 223 Aberration of the Drug's Therapeutic Target 0.019 0.047 146 90 3 23467 DHFR,NPM1,TOP2A Malignant cells GSE158457 GSE158457 NA 224 Epigenetic Alteration of DNA, RNA or Protein 0.15 0.26 146 455 5 23467 DNMT1,TYMS,GAPDH,SMC4,MALAT1 Malignant cells GSE158457 GSE158457 NA 225 Drug Inactivation by Structure Modification 1 1 146 27 0 23467 Malignant cells GSE158457 GSE158457 NA 226 Irregularity in Drug Uptake and Drug Efflux 1 1 146 37 0 23467 Malignant cells GSE158457 GSE158457 NA 227 Unusual Activation of Pro-survival Pathway 2.8e-05 0.00014 194 781 19 23467 CFLAR,GSTP1,RPS6,S100A4,STMN1,SLC25A5,HSPD1,GAPDH,HMGB2,HSPB1,LDHA,PABPC1,S100A11,SMC4,TPT1,YBX1,ENO1,GNAS,NPM1 Malignant cells GSE161195_post GSE161195 post 228 Drug Inactivation by Structure Modification 0.021 0.052 194 27 2 23467 GSTP1,NME1 Malignant cells GSE161195_post GSE161195 post 229 Aberration of the Drug's Therapeutic Target 0.53 0.88 194 90 1 23467 NPM1 Malignant cells GSE161195_post GSE161195 post 230 Epigenetic Alteration of DNA, RNA or Protein 0.73 0.91 194 455 3 23467 GAPDH,SMC4,MALAT1 Malignant cells GSE161195_post GSE161195 post 231 Irregularity in Drug Uptake and Drug Efflux 1 1 194 37 0 23467 Malignant cells GSE161195_post GSE161195 post 232 Unusual Activation of Pro-survival Pathway 1.1e-05 5.5e-05 120 781 15 23467 ANXA2,DUSP6,ISG15,JUN,MCL1,RPS6,S100A4,CLU,NFKBIA,IL1B,S100A11,SOD2,TPT1,NPM1,CEBPD Malignant cells GSE162117_post GSE162117 post 233 Aberration of the Drug's Therapeutic Target 0.078 0.19 120 90 2 23467 IL1B,NPM1 Malignant cells GSE162117_post GSE162117 post 234 Drug Inactivation by Structure Modification 0.13 0.22 120 27 1 23467 SOD2 Malignant cells GSE162117_post GSE162117 post 235 Epigenetic Alteration of DNA, RNA or Protein 1 1 120 455 0 23467 Malignant cells GSE162117_post GSE162117 post 236 Irregularity in Drug Uptake and Drug Efflux 1 1 120 37 0 23467 Malignant cells GSE162117_post GSE162117 post 237 Regulation by the Disease Microenvironment 0.5 0.5 87 186 1 23467 CXCR4 CD4+ T cells GSE162117_post GSE162117 post 238 Regulation by the Disease Microenvironment 0.26 0.26 38 186 1 23467 MALAT1 CD8+ T cells GSE162117_post GSE162117 post 239 Regulation by the Disease Microenvironment 0.072 0.072 197 186 4 23467 CXCR4,IL1B,VIM,MALAT1 cDCs GSE162117_post GSE162117 post 240 Regulation by the Disease Microenvironment 1 1 86 186 0 23467 NA Erythrocytes GSE162117_post GSE162117 post 241 Regulation by the Disease Microenvironment 1 1 23 186 0 23467 NA NK cells GSE162117_post GSE162117 post 242 Regulation by the Disease Microenvironment 1 1 10 186 0 23467 NA pDCs GSE162117_post GSE162117 post 243 Unusual Activation of Pro-survival Pathway 8.4e-09 4.2e-08 239 781 28 23467 ANXA2,CDK6,GSTP1,ISG15,JUN,MCL1,MAP1LC3B,RPS6,S100A4,SOX4,HSPA5,BTG1,CD44,CLU,CXCR4,DUSP1,EGR1,GAPDH,NFKBIA,IL1B,MAP3K8,RAC1,HNRNPA1,S100A8,S100A11,SOD2,TNFAIP3,NPM1 Malignant cells GSE162117_pre GSE162117 pre 244 Drug Inactivation by Structure Modification 0.031 0.077 239 27 2 23467 GSTP1,SOD2 Malignant cells GSE162117_pre GSE162117 pre 245 Aberration of the Drug's Therapeutic Target 0.064 0.11 239 90 3 23467 CDK6,IL1B,NPM1 Malignant cells GSE162117_pre GSE162117 pre 246 Epigenetic Alteration of DNA, RNA or Protein 0.49 0.62 239 455 5 23467 LMNA,CXCR4,GAPDH,MAP3K8,TIMP1 Malignant cells GSE162117_pre GSE162117 pre 247 Irregularity in Drug Uptake and Drug Efflux 1 1 239 37 0 23467 Malignant cells GSE162117_pre GSE162117 pre 248 Regulation by the Disease Microenvironment 1 1 14 186 0 23467 NA B cells GSE162117_pre GSE162117 pre 249 Regulation by the Disease Microenvironment 1 1 31 186 0 23467 NA CD4+ T cells GSE162117_pre GSE162117 pre 250 Regulation by the Disease Microenvironment 1 1 40 186 0 23467 NA CD8+ T cells GSE162117_pre GSE162117 pre 251 Regulation by the Disease Microenvironment 1 1 29 186 0 23467 NA cDCs GSE162117_pre GSE162117 pre 252 Regulation by the Disease Microenvironment 1 1 20 186 0 23467 NA Erythrocytes GSE162117_pre GSE162117 pre 253 Regulation by the Disease Microenvironment 1 1 38 186 0 23467 NA NK cells GSE162117_pre GSE162117 pre 254 Unusual Activation of Pro-survival Pathway 1.4e-14 7.1e-14 355 781 45 23467 ANXA2,AREG,ATG12,BAX,BIK,CDKN1A,HMGA1,HMGA2,ID1,PKM,NFE2L2,NFKB1,PPARG,S100A4,STMN1,AKAP12,ANXA1,BAD,CAV2,CCN1,CCND1,HSPD1,DKK1,EPHA2,HMGB2,HSPB1,IL1B,IL24,LDHA,MAGEA3,NF2,NQO1,PGK1,ERBB3,S100A11,SOX10,UBE2C,AXL,YBX1,ENO1,GNAS,NPM1,EIF4EBP1,MDK,TRIB3 Malignant cells GSE164897_Vem GSE164897_Vem NA 255 Aberration of the Drug's Therapeutic Target 0.16 0.39 355 90 3 23467 IL1B,NPM1,AKR1B1 Malignant cells GSE164897_Vem GSE164897_Vem NA 256 Epigenetic Alteration of DNA, RNA or Protein 0.54 0.89 355 455 7 23467 BIK,LMNA,PPARG,PMAIP1,TIMP1,CYTOR,MALAT1 Malignant cells GSE164897_Vem GSE164897_Vem NA 257 Drug Inactivation by Structure Modification 1 1 355 27 0 23467 Malignant cells GSE164897_Vem GSE164897_Vem NA 258 Irregularity in Drug Uptake and Drug Efflux 1 1 355 37 0 23467 Malignant cells GSE164897_Vem GSE164897_Vem NA 259 Unusual Activation of Pro-survival Pathway 2.9e-07 1.5e-06 1733 781 97 23467 AURKA,BAX,BRCA1,CDCP1,CDK4,COL3A1,CTNNB1,DCTD,DNMT1,GSTP1,HMGA1,HMGB1,ID1,IRS1,PKM,MCL1,MAP1LC3B,NFE2L2,NFKB1,PARP1,RPS6,S100A4,SHC1,ST3GAL4,SOX4,PBK,YWHAZ,AAMDC,SLC25A5,ATG3,BAD,BAG1,BID,HSPA5,BRD4,BTG1,CCNB1,CDK1,CCND1,CD44,DDIT3,DKK1,EGR1,ERCC1,ERRFI1,FIS1,FOXM1,FTL,FUS,GAPDH,HDAC3,HMGB2,HSPA8,HSPB1,IL24,CXCL8,NKIRAS2,LDHA,MTDH,MGMT,SPP1,PABPC1,PGK1,AGPAT2,POMP,PRKDC,PSMB5,PSMG2,PTPN12,RAC1,RAP1B,ERBB3,HNRNPA1,RSF1,S100A11,SDHB,SMC4,SMUG1,SOX10,TPT1,TFAM,TGFA,TMED3,TMEM54,TOP1,WNT5A,YEATS4,MAGEA4,CALR,NPM1,EIF4EBP1,MDK,RCN1,PMVK,EBP,TRIB3,BIRC2 Malignant cells GSE164897_VemCob GSE164897_VemCob NA 260 Drug Inactivation by Structure Modification 0.32 0.8 1733 27 3 23467 GSTP1,GSS,NME1 Malignant cells GSE164897_VemCob GSE164897_VemCob NA 261 Aberration of the Drug's Therapeutic Target 0.66 0.96 1733 90 6 23467 BRCA1,CDK4,NPM1,COMT,AKR1B1,TOP2A Malignant cells GSE164897_VemCob GSE164897_VemCob NA 262 Irregularity in Drug Uptake and Drug Efflux 0.77 0.96 1733 37 2 23467 SLC3A2,SLC7A5 Malignant cells GSE164897_VemCob GSE164897_VemCob NA 263 Epigenetic Alteration of DNA, RNA or Protein 1 1 1733 455 14 23467 DNMT1,IRS1,LMNA,TRIP6,PMAIP1,GAPDH,CXCL8,SMC4,TIMP1,CYTOR,MALAT1,GIHCG,GDI2,PPP1R15A Malignant cells GSE164897_VemCob GSE164897_VemCob NA 264 Unusual Activation of Pro-survival Pathway 3.9e-06 2e-05 1480 781 82 23467 BAX,CDK4,CTNNB1,DNMT1,DUSP6,GSTP1,HMGA1,HMGA2,HMGB1,PKM,MAP1LC3B,NFKB1,PARP1,RHOA,S100A4,SHC1,ST3GAL4,SOX4,STMN1,SLC25A5,AKAP12,ALDH1A3,ATG3,BAD,BID,BRD4,CCND1,CD44,HSPD1,CLTC,CAPNS1,DDIT3,EIF3A,HSP90B1,ERCC1,FTL,FUS,GAPDH,NR3C1,HSPA8,HSPB1,EIF4A1,IL24,KDM5B,LDHA,MTDH,MAGEA3,NQO1,PGK1,AGPAT2,POMP,PRKDC,PSMB5,PSMG2,RAC1,RAP1B,ERBB3,RRM2,HNRNPA1,SDHB,SMC4,SRI,SOX10,SRSF2,STAT3,TGFA,TGFB2,TMED3,TMEM54,TOP1,UBE2C,YBX1,ENO1,MAGEA4,GNAS,CALR,NPM1,EIF4EBP1,PPP3CA,PMVK,TRIB3,BIRC2 Malignant cells GSE164897_VemTra GSE164897_VemTra NA 265 Drug Inactivation by Structure Modification 0.24 0.6 1480 27 3 23467 GSTP1,GSS,NME1 Malignant cells GSE164897_VemTra GSE164897_VemTra NA 266 Irregularity in Drug Uptake and Drug Efflux 0.69 1 1480 37 2 23467 SLC3A2,SLC7A5 Malignant cells GSE164897_VemTra GSE164897_VemTra NA 267 Aberration of the Drug's Therapeutic Target 0.83 1 1480 90 4 23467 CDK4,NPM1,COMT,TOP2A Malignant cells GSE164897_VemTra GSE164897_VemTra NA 268 Epigenetic Alteration of DNA, RNA or Protein 1 1 1480 455 13 23467 DNMT1,EIF4G2,LMNA,TRIP6,PMAIP1,GAPDH,SMC4,TIMP1,MALAT1,GDI2,PPP1R15A,MT-CO2,NORAD Malignant cells GSE164897_VemTra GSE164897_VemTra NA 269 Unusual Activation of Pro-survival Pathway 3.3e-13 1.7e-12 1256 781 93 23467 PPP2R5A,ADAM10,ADAM9,ADGRV1,BBC3,BRAF,CDK4,CDKN1A,DNMT1,EGFR,FUBP1,HMOX1,JUN,PKM,MAP1LC3B,MYC,PARP1,RALBP1,RPS6,SELENOW,ST3GAL4,SOX4,STMN1,TPD52,TRIM16,ALDH1A3,AR,ATG3,HSPA5,BNIP2,BTG1,CDK1,CCND1,CCNG1,ALCAM,HSPD1,SLC31A1,EHF,EIF3A,HSP90B1,FN1,FOXA1,FTL,FUS,GAPDH,GCLM,GSR,HAX1,HMGN5,HNRNPU,HSPA8,IDH1,EIF4A3,IKBKB,ITGB1,KAT6A,KDM5B,PRKCD,LAMP2,LASP1,LRIG1,MAP1LC3A,NFATC3,NQO1,POMP,PRKDC,PURA,RAP1B,ERBB3,SFPQ,SMC4,SRSF2,TPT1,TMED3,TOP1,TOP2B,USP14,ENO1,FASN,PFKL,SLC16A1,GNAS,CALR,CEBPD,EIF4EBP1,PPP3CA,SQLE,TM7SF2,TNFAIP8,NUPR1,TRIB3,CERS6,ACAT2 Malignant cells GSE168668 GSE168668 NA 270 Irregularity in Drug Uptake and Drug Efflux 0.046 0.11 1256 37 5 23467 SLC3A2,ABCC1,ABCC4,SLC4A4,SLC7A11 Malignant cells GSE168668 GSE168668 NA 271 Aberration of the Drug's Therapeutic Target 0.35 0.58 1256 90 6 23467 BRAF,CDK4,EGFR,AR,IDH1,MAOA Malignant cells GSE168668 GSE168668 NA 272 Drug Inactivation by Structure Modification 0.77 0.97 1256 27 1 23467 NME1 Malignant cells GSE168668 GSE168668 NA 273 Epigenetic Alteration of DNA, RNA or Protein 1 1 1256 455 11 23467 BRAF,DNMT1,EGFR,PMAIP1,GAPDH,IDH1,SMC4,MALAT1,GDI2,MT-CO2,GABPB1-AS1 Malignant cells GSE168668 GSE168668 NA 274 Regulation by the Disease Microenvironment 1 1 37 186 0 23467 NA B cells GSE169246_PacAteBlood_post GSE169246_PacAteBlood post 275 Regulation by the Disease Microenvironment 0.06 0.06 50 186 2 23467 LDHB,MALAT1 CD4+ T cells GSE169246_PacAteBlood_post GSE169246_PacAteBlood post 276 Regulation by the Disease Microenvironment 0.34 0.34 52 186 1 23467 TGFB1 CD8+ T cells GSE169246_PacAteBlood_post GSE169246_PacAteBlood post 277 Regulation by the Disease Microenvironment 0.21 0.21 108 186 2 23467 HNRNPA2B1,MALAT1 cDCs GSE169246_PacAteBlood_post GSE169246_PacAteBlood post 278 Regulation by the Disease Microenvironment 0.17 0.17 177 186 3 23467 ZEB2,HNRNPA2B1,MALAT1 Mono_Macro GSE169246_PacAteBlood_post GSE169246_PacAteBlood post 279 Regulation by the Disease Microenvironment 0.01 0.01 56 186 3 23467 TGFB1,HNRNPA2B1,MALAT1 NK cells GSE169246_PacAteBlood_post GSE169246_PacAteBlood post 280 Regulation by the Disease Microenvironment 1 1 19 186 0 23467 NA pDCs GSE169246_PacAteBlood_post GSE169246_PacAteBlood post 281 Regulation by the Disease Microenvironment 1 1 1 186 0 23467 NA Plasma cells GSE169246_PacAteBlood_post GSE169246_PacAteBlood post 282 Regulation by the Disease Microenvironment 0.19 0.19 27 186 1 23467 CXCR4 B cells GSE169246_PacAteBlood_pre GSE169246_PacAteBlood pre 283 Regulation by the Disease Microenvironment 0.007 0.007 16 186 2 23467 CXCR4,MALAT1 CD4+ T cells GSE169246_PacAteBlood_pre GSE169246_PacAteBlood pre 284 Regulation by the Disease Microenvironment 0.056 0.056 48 186 2 23467 CXCR4,MALAT1 CD8+ T cells GSE169246_PacAteBlood_pre GSE169246_PacAteBlood pre 285 Regulation by the Disease Microenvironment 0.53 0.53 222 186 2 23467 HNRNPA2B1,VIM cDCs GSE169246_PacAteBlood_pre GSE169246_PacAteBlood pre 286 Regulation by the Disease Microenvironment 0.016 0.016 186 186 5 23467 ZEB2,CX3CR1,CXCR4,VIM,MALAT1 Mono_Macro GSE169246_PacAteBlood_pre GSE169246_PacAteBlood pre 287 Regulation by the Disease Microenvironment 0.27 0.27 40 186 1 23467 CXCR4 NK cells GSE169246_PacAteBlood_pre GSE169246_PacAteBlood pre 288 Regulation by the Disease Microenvironment 1 1 8 186 0 23467 NA pDCs GSE169246_PacAteBlood_pre GSE169246_PacAteBlood pre 289 Regulation by the Disease Microenvironment 1 1 3 186 0 23467 NA Plasma cells GSE169246_PacAteBlood_pre GSE169246_PacAteBlood pre 290 Regulation by the Disease Microenvironment 0.021 0.021 347 186 7 23467 NFKB1,PARP1,PTEN,CCNG2,HNRNPA2B1,SOCS3,LDHB B cells GSE169246_PacAteTissue_post GSE169246_PacAteTissue post 291 Regulation by the Disease Microenvironment 0.15 0.15 171 186 3 23467 VIM,LDHB,MALAT1 CD4+ T cells GSE169246_PacAteTissue_post GSE169246_PacAteTissue post 292 Regulation by the Disease Microenvironment 0.19 0.19 190 186 3 23467 CXCR4,VIM,MALAT1 CD8+ T cells GSE169246_PacAteTissue_post GSE169246_PacAteTissue post 293 Regulation by the Disease Microenvironment 1 1 29 186 0 23467 NA Mast cells GSE169246_PacAteTissue_post GSE169246_PacAteTissue post 294 Regulation by the Disease Microenvironment 0.092 0.092 215 186 4 23467 MMP9,HNRNPA2B1,VIM,TIMP2 Mono_Macro GSE169246_PacAteTissue_post GSE169246_PacAteTissue post 295 Regulation by the Disease Microenvironment 0.066 0.066 117 186 3 23467 NFKB1,CXCR4,MALAT1 NK cells GSE169246_PacAteTissue_post GSE169246_PacAteTissue post 296 Regulation by the Disease Microenvironment 1 1 15 186 0 23467 NA pDCs GSE169246_PacAteTissue_post GSE169246_PacAteTissue post 297 Regulation by the Disease Microenvironment 0.67 0.67 139 186 1 23467 MTDH Plasma cells GSE169246_PacAteTissue_post GSE169246_PacAteTissue post 298 Regulation by the Disease Microenvironment 0.18 0.18 182 186 3 23467 TGFB1,CXCR4,VIM B cells GSE169246_PacAteTissue_pre GSE169246_PacAteTissue pre 299 Regulation by the Disease Microenvironment 0.08 0.08 288 186 5 23467 FYN,GATA3,STAT3,VIM,MALAT1 CD4+ T cells GSE169246_PacAteTissue_pre GSE169246_PacAteTissue pre 300 Regulation by the Disease Microenvironment 0.2 0.2 195 186 3 23467 NFKB1,FYN,VIM CD8+ T cells GSE169246_PacAteTissue_pre GSE169246_PacAteTissue pre 301 Regulation by the Disease Microenvironment 0.21 0.21 29 186 1 23467 MALAT1 Mast cells GSE169246_PacAteTissue_pre GSE169246_PacAteTissue pre 302 Regulation by the Disease Microenvironment 0.06 0.06 264 186 5 23467 MMP9,IL1B,TGFBR1,VIM,TIMP2 Mono_Macro GSE169246_PacAteTissue_pre GSE169246_PacAteTissue pre 303 Regulation by the Disease Microenvironment 0.056 0.056 181 186 4 23467 NFKB1,TGFB1,FYN,MALAT1 NK cells GSE169246_PacAteTissue_pre GSE169246_PacAteTissue pre 304 Regulation by the Disease Microenvironment 1 1 59 186 0 23467 NA pDCs GSE169246_PacAteTissue_pre GSE169246_PacAteTissue pre 305 Regulation by the Disease Microenvironment 0.086 0.086 210 186 4 23467 TP53INP1,CXCR4,RHOB,MALAT1 Plasma cells GSE169246_PacAteTissue_pre GSE169246_PacAteTissue pre 306 Regulation by the Disease Microenvironment 0.36 0.36 160 186 2 23467 HNRNPA2B1,MALAT1 B cells GSE169246_PacBlood_post GSE169246_PacBlood post 307 Regulation by the Disease Microenvironment 0.023 0.023 77 186 3 23467 VIM,LDHB,MALAT1 CD4+ T cells GSE169246_PacBlood_post GSE169246_PacBlood post 308 Regulation by the Disease Microenvironment 0.04 0.04 235 186 5 23467 CXCR4,HNRNPA2B1,VIM,LDHB,MALAT1 CD8+ T cells GSE169246_PacBlood_post GSE169246_PacBlood post 309 Regulation by the Disease Microenvironment 0.52 0.52 348 186 3 23467 TGFB1,VIM,MALAT1 cDCs GSE169246_PacBlood_post GSE169246_PacBlood post 310 Regulation by the Disease Microenvironment 0.0055 0.0055 89 186 4 23467 IL1B,RHOB,VIM,MALAT1 Mono_Macro GSE169246_PacBlood_post GSE169246_PacBlood post 311 Regulation by the Disease Microenvironment 0.63 0.63 123 186 1 23467 MALAT1 NK cells GSE169246_PacBlood_post GSE169246_PacBlood post 312 Regulation by the Disease Microenvironment 1 1 1 186 0 23467 NA pDCs GSE169246_PacBlood_post GSE169246_PacBlood post 313 Regulation by the Disease Microenvironment 0.39 0.39 169 186 2 23467 RHOB,MALAT1 Plasma cells GSE169246_PacBlood_post GSE169246_PacBlood post 314 Regulation by the Disease Microenvironment 0.15 0.15 88 186 2 23467 LDHB,MALAT1 Progenitors GSE169246_PacBlood_post GSE169246_PacBlood post 315 Regulation by the Disease Microenvironment 0.0037 0.0037 384 186 9 23467 BCL2,CDKN1B,NFKB1,TGFBR2,ZEB2,PDCD6IP,HNRNPA2B1,VIM,MALAT1 B cells GSE169246_PacBlood_pre GSE169246_PacBlood pre 316 Regulation by the Disease Microenvironment 0.04 0.04 399 186 7 23467 BCL2,CDKN1B,NFKB1,TGFBR2,CXCR4,HNRNPA2B1,MALAT1 CD4+ T cells GSE169246_PacBlood_pre GSE169246_PacBlood pre 317 Regulation by the Disease Microenvironment 0.61 0.61 257 186 2 23467 CDKN1B,CXCR4 CD8+ T cells GSE169246_PacBlood_pre GSE169246_PacBlood pre 318 Regulation by the Disease Microenvironment 0.29 0.29 454 186 5 23467 NFKB1,TGFBR2,ZEB2,HNRNPA2B1,VIM cDCs GSE169246_PacBlood_pre GSE169246_PacBlood pre 319 Regulation by the Disease Microenvironment 0.14 0.14 442 186 6 23467 TGFB1,TGFBR2,ZEB2,HNRNPA2B1,VIM,MALAT1 Mono_Macro GSE169246_PacBlood_pre GSE169246_PacBlood pre 320 Regulation by the Disease Microenvironment 0.15 0.15 548 186 7 23467 CDKN1B,TGFBR2,ZEB2,CX3CR1,PDCD6IP,HNRNPA2B1,STAT3 NK cells GSE169246_PacBlood_pre GSE169246_PacBlood pre 321 Regulation by the Disease Microenvironment 0.21 0.21 199 186 3 23467 HNRNPA2B1,SMAD3,TSPYL2 pDCs GSE169246_PacBlood_pre GSE169246_PacBlood pre 322 Regulation by the Disease Microenvironment 0.53 0.53 94 186 1 23467 CDKN1B Plasma cells GSE169246_PacBlood_pre GSE169246_PacBlood pre 323 Regulation by the Disease Microenvironment 0.77 0.77 186 186 1 23467 HNRNPA2B1 B cells GSE169246_PacTissue_post GSE169246_PacTissue post 324 Regulation by the Disease Microenvironment 0.051 0.051 105 186 3 23467 TGFB1,VIM,TSPYL2 CD4+ T cells GSE169246_PacTissue_post GSE169246_PacTissue post 325 Regulation by the Disease Microenvironment 0.26 0.26 124 186 2 23467 CXCR4,TSPYL2 CD8+ T cells GSE169246_PacTissue_post GSE169246_PacTissue post 326 Regulation by the Disease Microenvironment 0.16 0.16 175 186 3 23467 SNAI1,VIM,FBP1 cDCs GSE169246_PacTissue_post GSE169246_PacTissue post 327 Regulation by the Disease Microenvironment 0.1 0.1 224 186 4 23467 NFKB1,SNAI1,VIM,FBP1 Mono_Macro GSE169246_PacTissue_post GSE169246_PacTissue post 328 Regulation by the Disease Microenvironment 0.036 0.036 228 186 5 23467 CXCR4,HNRNPA2B1,STAT3,VIM,TSPYL2 NK cells GSE169246_PacTissue_post GSE169246_PacTissue post 329 Regulation by the Disease Microenvironment 0.015 0.015 24 186 2 23467 VIM,MALAT1 pDCs GSE169246_PacTissue_post GSE169246_PacTissue post 330 Regulation by the Disease Microenvironment 0.46 0.46 77 186 1 23467 VIM Plasma cells GSE169246_PacTissue_post GSE169246_PacTissue post 331 Regulation by the Disease Microenvironment 0.0056 0.0056 410 186 9 23467 BCL2,BRAF,NFKB1,TGFBR2,ZEB2,CXCR4,RHOB,VIM,MALAT1 B cells GSE169246_PacTissue_pre GSE169246_PacTissue pre 332 Regulation by the Disease Microenvironment 0.12 0.12 240 186 4 23467 NFKB1,HNRNPA2B1,LDHB,MALAT1 CD4+ T cells GSE169246_PacTissue_pre GSE169246_PacTissue pre 333 Regulation by the Disease Microenvironment 0.12 0.12 329 186 5 23467 BRAF,NFKB1,HNRNPA2B1,MALAT1,TSPYL2 CD8+ T cells GSE169246_PacTissue_pre GSE169246_PacTissue pre 334 Regulation by the Disease Microenvironment 1 1 52 186 0 23467 NA cDCs GSE169246_PacTissue_pre GSE169246_PacTissue pre 335 Regulation by the Disease Microenvironment 0.0059 0.0059 270 186 7 23467 MMP9,CXCR4,IL1B,VIM,MALAT1,FBP1,TIMP2 Mono_Macro GSE169246_PacTissue_pre GSE169246_PacTissue pre 336 Regulation by the Disease Microenvironment 0.28 0.28 41 186 1 23467 TGFB1 NK cells GSE169246_PacTissue_pre GSE169246_PacTissue pre 337 Regulation by the Disease Microenvironment 1 1 9 186 0 23467 NA pDCs GSE169246_PacTissue_pre GSE169246_PacTissue pre 338 Regulation by the Disease Microenvironment 0.14 0.14 254 186 4 23467 CXCR4,HNRNPA2B1,VIM,MALAT1 Plasma cells GSE169246_PacTissue_pre GSE169246_PacTissue pre 339 Unusual Activation of Pro-survival Pathway 2.1e-17 1.1e-16 945 781 86 23467 ADAM10,AREG,BCL2L11,BAX,BCL2,CDKN1A,CDKN1B,DNMT1,FBXW7,GSTP1,HMGB1,ID1,EIF4G1,IFI27,JUN,PKM,MCL1,MAP1LC3B,MYC,PARP1,PTEN,KRAS,RALBP1,RHOA,S100A4,STMN1,TP53INP1,TPD52,TYMS,YWHAZ,SLC25A5,ANXA1,HSPA5,BTG1,CASP8,CCND1,CDKN2A,HSPD1,CXCR4,DDIT3,DUSP1,DUSP2,EGR1,EZH2,EZR,FGFR1,FTL,FUS,GAPDH,NR3C1,GRB2,HMGB2,HNRNPU,HSPA8,EIF4A1,NFKBIA,ITGB1,TCF4,MAP4K3,MDM4,NSD2,NUCKS1,PABPC1,PDCD4,PRKDC,PTPN18,RAC1,RAP1B,RND3,HNRNPA1,SFPQ,SMC4,SMARCC1,SRSF2,TNFAIP3,TOP1,UCP2,WEE1,YBX1,GNAS,NPM1,BRD2,G3BP1,PMVK,QPRT,HSH2D Malignant cells GSE189460_pre GSE189460 pre 340 Aberration of the Drug's Therapeutic Target 0.15 0.39 945 90 6 23467 BCL2,CDKN2A,EZH2,FGFR1,SF3B1,NPM1 Malignant cells GSE189460_pre GSE189460 pre 341 Epigenetic Alteration of DNA, RNA or Protein 0.38 0.63 945 455 20 23467 BCL2L11,BCL2,DNMT1,FBXW7,H2AFY,LMNA,TYMS,PMAIP1,ARID4B,CDKN2A,CXCR4,EZH2,GAPDH,PDCD4,SMC4,TIMP1,CYTOR,MALAT1,PPP1R15A,MX1 Malignant cells GSE189460_pre GSE189460 pre 342 Drug Inactivation by Structure Modification 0.67 0.78 945 27 1 23467 GSTP1 Malignant cells GSE189460_pre GSE189460 pre 343 Irregularity in Drug Uptake and Drug Efflux 0.78 0.78 945 37 1 23467 SLC3A2 Malignant cells GSE189460_pre GSE189460 pre 344 Regulation by the Disease Microenvironment 0.35 0.35 54 186 1 23467 RHOB B cells GSE189460_pre GSE189460 pre 345 Regulation by the Disease Microenvironment 1 1 40 186 0 23467 NA CD4+ T cells GSE189460_pre GSE189460 pre 346 Regulation by the Disease Microenvironment 0.19 0.19 190 186 3 23467 TGFB1,CXCR4,TSPYL2 CD8+ T cells GSE189460_pre GSE189460 pre 347 Regulation by the Disease Microenvironment 1 1 47 186 0 23467 NA cDCs GSE189460_pre GSE189460 pre 348 Regulation by the Disease Microenvironment 0.87 0.87 255 186 1 23467 EZH2 Erythrocytes GSE189460_pre GSE189460 pre 349 Regulation by the Disease Microenvironment 1 1 3 186 0 23467 NA Fibroblasts GSE189460_pre GSE189460 pre 350 Regulation by the Disease Microenvironment 0.019 0.019 194 186 5 23467 VEGFA,CX3CR1,IL1B,RHOB,VIM Mono_Macro GSE189460_pre GSE189460 pre 351 Regulation by the Disease Microenvironment 0.42 0.42 68 186 1 23467 CXCR4 NK cells GSE189460_pre GSE189460 pre 352 Regulation by the Disease Microenvironment 1 1 17 186 0 23467 NA pDCs GSE189460_pre GSE189460 pre 353 Regulation by the Disease Microenvironment 1 1 22 186 0 23467 NA Progenitors GSE189460_pre GSE189460 pre 354 Unusual Activation of Pro-survival Pathway 0.0011 0.0053 199 781 16 23467 CDKN1A,GSTP1,SLC2A1,HSPA1A,ID1,YWHAZ,FOXA1,GAPDH,LDHA,LRIG1,NOTCH3,NQO1,RAC1,UCP2,ENO1,ALDH1A1 Malignant cells GSE207422_Sin_post GSE207422_Sin post 355 Drug Inactivation by Structure Modification 0.21 0.45 199 27 1 23467 GSTP1 Malignant cells GSE207422_Sin_post GSE207422_Sin post 356 Irregularity in Drug Uptake and Drug Efflux 0.27 0.45 199 37 1 23467 SLC2A1 Malignant cells GSE207422_Sin_post GSE207422_Sin post 357 Epigenetic Alteration of DNA, RNA or Protein 0.98 1 199 455 1 23467 GAPDH Malignant cells GSE207422_Sin_post GSE207422_Sin post 358 Aberration of the Drug's Therapeutic Target 1 1 199 90 0 23467 Malignant cells GSE207422_Sin_post GSE207422_Sin post 359 Regulation by the Disease Microenvironment 0.39 0.39 168 186 2 23467 TP53INP1,CXCR4 B cells GSE207422_Sin_post GSE207422_Sin post 360 Regulation by the Disease Microenvironment 0.2 0.2 194 186 3 23467 CXCR4,FYN,SOCS3 CD4+ T cells GSE207422_Sin_post GSE207422_Sin post 361 Regulation by the Disease Microenvironment 0.3 0.3 349 186 4 23467 CXCR4,RHOB,SOCS3,MALAT1 CD8+ T cells GSE207422_Sin_post GSE207422_Sin post 362 Regulation by the Disease Microenvironment 1 1 7 186 0 23467 NA Fibroblasts GSE207422_Sin_post GSE207422_Sin post 363 Regulation by the Disease Microenvironment 1 1 41 186 0 23467 NA Mast cells GSE207422_Sin_post GSE207422_Sin post 364 Regulation by the Disease Microenvironment 0.3 0.3 456 186 5 23467 VEGFA,CXCR4,SOCS3,VIM,FBP1 Mono_Macro GSE207422_Sin_post GSE207422_Sin post 365 Regulation by the Disease Microenvironment 0.35 0.35 266 186 3 23467 PAK1,CXCR4,RHOB Neutrophils GSE207422_Sin_post GSE207422_Sin post 366 Regulation by the Disease Microenvironment 0.019 0.019 27 186 2 23467 CX3CR1,CXCR4 NK cells GSE207422_Sin_post GSE207422_Sin post 367 Regulation by the Disease Microenvironment 0.092 0.092 64 186 2 23467 CX3CR1,CXCR4 pDCs GSE207422_Sin_post GSE207422_Sin post 368 Regulation by the Disease Microenvironment 1 1 58 186 0 23467 NA Plasma cells GSE207422_Sin_post GSE207422_Sin post 369 Unusual Activation of Pro-survival Pathway 1e-22 5.1e-22 945 781 96 23467 PPP2R5A,ANXA2,AREG,BCL11A,CDKN1A,CERS2,DUSP6,EGFR,GSTP1,SLC2A1,HEY1,HSPA1A,IFI27,ISG15,JUN,PKM,MUC1,MYC,NFE2L2,RAB12,RHOA,RPS6,SOX2,TRIM16,YAP1,SLC25A5,AGR2,ANXA1,NET1,BAG3,HSPA5,ALCAM,CD44,CDKN2A,HSPD1,CLTC,CLU,CAPNS1,CTNND1,DDR1,DUSP1,EGR1,ERRFI1,EZR,FTL,GAPDH,GCLM,GCLC,GSR,HAX1,HBEGF,HSPA8,HK1,NFKBIA,ITGB1,ITGB8,TCF4,AK4,KLF4,LAMP2,LAMP3,LDHA,LRRFIP1,MTDH,NOTCH3,NQO1,NTRK2,TP63,PABPC1,PDCD10,PGK1,POMP,RAB27A,ERBB3,RND3,HNRNPA1,S100A11,TMED3,TMEM54,TNFSF10,TOP1,TUSC3,USP14,WNT5A,ENO1,SLC16A1,CALR,NPM1,CEBPD,DHCR24,GFPT1,INSIG1,BRD2,NKX2-1,FZD7,ALDH1A1 Malignant cells GSE207422_Tor_post GSE207422_Tor post 370 Irregularity in Drug Uptake and Drug Efflux 0.0033 0.0084 945 37 6 23467 SLC2A1,ABCC1,ABCE1,ABCG1,ABCC5,SLC34A2 Malignant cells GSE207422_Tor_post GSE207422_Tor post 371 Drug Inactivation by Structure Modification 0.093 0.16 945 27 3 23467 GSTP1,CES1,CMPK1 Malignant cells GSE207422_Tor_post GSE207422_Tor post 372 Aberration of the Drug's Therapeutic Target 0.3 0.37 945 90 5 23467 EGFR,CDKN2A,NPM1,NECTIN4,LRRK2 Malignant cells GSE207422_Tor_post GSE207422_Tor post 373 Epigenetic Alteration of DNA, RNA or Protein 0.98 0.98 945 455 11 23467 EGFR,H2AFY,LMNA,PMAIP1,CDKN2A,GAPDH,MALAT1,GDI2,PPP1R15A,MT-CO2,MX1 Malignant cells GSE207422_Tor_post GSE207422_Tor post 374 Regulation by the Disease Microenvironment 0.29 0.29 239 186 3 23467 PAK1,CXCR4,MALAT1 B cells GSE207422_Tor_post GSE207422_Tor post 375 Regulation by the Disease Microenvironment 0.018 0.018 126 186 4 23467 CXCR4,JAK3,RHOB,VIM CD4+ T cells GSE207422_Tor_post GSE207422_Tor post 376 Regulation by the Disease Microenvironment 0.062 0.062 114 186 3 23467 CXCR4,RHOB,VIM CD8+ T cells GSE207422_Tor_post GSE207422_Tor post 377 Regulation by the Disease Microenvironment 1 1 8 186 0 23467 NA Endothelial cells GSE207422_Tor_post GSE207422_Tor post 378 Regulation by the Disease Microenvironment 1 1 9 186 0 23467 NA Fibroblasts GSE207422_Tor_post GSE207422_Tor post 379 Regulation by the Disease Microenvironment 0.041 0.041 238 186 5 23467 VEGFA,CXCR4,IL1B,SOCS3,MALAT1 Mono_Macro GSE207422_Tor_post GSE207422_Tor post 380 Regulation by the Disease Microenvironment 0.019 0.019 193 186 5 23467 PTEN,IL1B,SOCS3,VIM,TIMP2 Neutrophils GSE207422_Tor_post GSE207422_Tor post 381 Regulation by the Disease Microenvironment 0.3 0.3 44 186 1 23467 CXCR4 pDCs GSE207422_Tor_post GSE207422_Tor post 382 Regulation by the Disease Microenvironment 0.023 0.023 76 186 3 23467 TP53INP1,CXCR4,VIM Plasma cells GSE207422_Tor_post GSE207422_Tor post 383 Regulation by the Disease Microenvironment 0.015 0.015 24 186 2 23467 CXCR4,RHOB B cells GSE212217_post GSE212217 post 384 Regulation by the Disease Microenvironment 1 1 6 186 0 23467 NA CD4+ T cells GSE212217_post GSE212217 post 385 Regulation by the Disease Microenvironment 1 1 8 186 0 23467 NA CD8+ T cells GSE212217_post GSE212217 post 386 Regulation by the Disease Microenvironment 0.13 0.13 18 186 1 23467 CXCR4 cDCs GSE212217_post GSE212217 post 387 Regulation by the Disease Microenvironment 0.084 0.084 11 186 1 23467 VIM Mono_Macro GSE212217_post GSE212217 post 388 Regulation by the Disease Microenvironment 0.054 0.054 7 186 1 23467 TGFB1 NK cells GSE212217_post GSE212217 post 389 Regulation by the Disease Microenvironment 1 1 5 186 0 23467 NA pDCs GSE212217_post GSE212217 post 390 Regulation by the Disease Microenvironment 1 1 31 186 0 23467 NA Plasma cells GSE212217_post GSE212217 post 391 Regulation by the Disease Microenvironment 1 1 7 186 0 23467 NA B cells GSE212217_pre GSE212217 pre 392 Regulation by the Disease Microenvironment 1 1 11 186 0 23467 NA CD4+ T cells GSE212217_pre GSE212217 pre 393 Regulation by the Disease Microenvironment 0.13 0.13 17 186 1 23467 VIM CD8+ T cells GSE212217_pre GSE212217 pre 394 Regulation by the Disease Microenvironment 0.12 0.12 16 186 1 23467 VIM cDCs GSE212217_pre GSE212217 pre 395 Regulation by the Disease Microenvironment 0.18 0.18 25 186 1 23467 VIM Mono_Macro GSE212217_pre GSE212217 pre 396 Regulation by the Disease Microenvironment 1 1 18 186 0 23467 NA NK cells GSE212217_pre GSE212217 pre 397 Regulation by the Disease Microenvironment 1 1 4 186 0 23467 NA pDCs GSE212217_pre GSE212217 pre 398 Regulation by the Disease Microenvironment 1 1 5 186 0 23467 NA Plasma cells GSE212217_pre GSE212217 pre 399 Regulation by the Disease Microenvironment 0.0084 0.0084 517 186 10 23467 BCL2,CDKN1B,NFKB1,TGFB1,CXCR4,FYN,SOCS3,STAT3,VIM,TSPYL2 CD4+ T cells PMID34715028_post PMID34715028 post 400 Regulation by the Disease Microenvironment 4.8e-05 4.8e-05 500 186 14 23467 BCL2,CDKN1B,NFKB1,TGFB1,TGFBR2,CXCR4,FYN,GATA3,RHOB,HNRNPA2B1,SOCS3,STAT3,VIM,TSPYL2 CD8+ T cells PMID34715028_post PMID34715028 post 401