term	NES	FDR	tumor	gene
HALLMARK_E2F_TARGETS	-2.70513582332749	3.12178908415035e-09	ACC	ATAD2/BRCA2/CENPE/CKS1B/AURKA/CDC25A/CHEK2/CCNE1/ASF1B/CKS2/CIT/CENPM/BUB1B/CDCA8/CDCA3/AURKB/BIRC5/CDKN3/CDK1/CDC20/CCNB2
HALLMARK_G2M_CHECKPOINT	-2.64698834152633	3.12178908415035e-09	ACC	CHAF1A/BRCA2/CENPE/CKS1B/CDC6/CDC7/AURKA/CDC25A/BUB3/CCNA2/CKS2/CENPF/AURKB/BIRC5/CDKN3/CDC45/CENPA/BUB1/CDK1/CDC20/CCNB2
HALLMARK_INTERFERON_GAMMA_RESPONSE	2.22617353466392	4.09940961720224e-07	ACC	CFB/CD69/CD74/CASP1/CXCL10/CCL5/BANK1/CXCL9/CMKLR1/CIITA/CCL7/CSF2RB/C1S/DDX60/CCL2/CXCL11/CD38/C1R/B2M/CD86/CD274/BATF2/CD40/APOL6/DHX58/CASP4/CMPK2
HALLMARK_ALLOGRAFT_REJECTION	2.09373582795339	1.71732254551655e-05	ACC	CD2/CD3E/CCR2/CD4/CCL13/CD28/CCL5/CD7/CD247/CCR5/CD3D/CCR1/CD40LG/CCL7/CCL2/C2/CD3G/B2M/CCL4/CD40/CCL19
HALLMARK_INTERFERON_ALPHA_RESPONSE	2.07259819906024	2.55686607814013e-05	ACC	GBP2/CD74/CASP1/CXCL10/CSF1/IFI30/C1S/IL15/IFI44L/DDX60/HLA-C/CXCL11/B2M/BATF2/IFI35/GBP4/DHX58/HERC6/IL4R/EPSTI1/CMPK2/IFITM1/IFIT3/BST2/IFITM2/IFIH1/IFIT2/IFITM3
HALLMARK_IL6_JAK_STAT3_SIGNALING	1.95060284608905	0.000574188510313465	ACC	CD14/EBI3/CXCL10/CSF1/CCR1/CXCL9/CSF2RA/CCL7/CSF2RB/CD36/CSF3R/CXCL13/IL12RB1/CXCL11/CD38/CD44/FAS/A2M/CD9/CSF2/HMOX1/IL13RA1/ACVRL1/ACVR1B/IL15RA/CXCL1/CXCL3
HALLMARK_INFLAMMATORY_RESPONSE	1.85227694428662	0.00202637010300296	ACC	CD14/CD69/CCL5/CCR7/CD48/APLNR/CCL7/CCL2/BEST1/C3AR1/CCL17/CD40/ATP2B1/CALCRL/C5AR1/ABCA1/BST2/AQP9/ACVR1B/CDKN1A/AHR
HALLMARK_MYC_TARGETS_V1	-1.92640106266708	0.00482822933925498	ACC	CUL1/CNBP/ABCE1/EIF2S2/DDX18/EIF3B/CCT4/CLNS1A/EEF1B2/CCT3/CAD/AIMP2/DEK/EIF3J/APEX1/ACP1/CDK2/EIF2S1/CBX3/DDX21/BUB3/CCNA2/CDC45/CDC20
HALLMARK_ESTROGEN_RESPONSE_EARLY	1.5551978164819	0.0611177610563399	ACC	CISH/CALB2/ALDH3B1/ABAT/CXCL12/ABCA3/AR/CD44/BLVRB/ANXA9/CLIC3/CBFA2T3/CALCR/AKAP1/CHPT1/AQP3/BCL2
HALLMARK_TNFA_SIGNALING_VIA_NFKB	1.53320092856206	0.0632535253491469	ACC	CD69/CXCL10/CCL5/CSF1/BMP2/CCL2/CXCL11/CD44/BIRC3/CCL4/CLCF1/ATP2B1/ABCA1/CXCL2/CSF2
HALLMARK_MYC_TARGETS_V2	-1.57871398201347	0.0714894809241828	ACC	PES1/DDX18/GRWD1/PA2G4/DUSP2/PPAN/NOP16/MRTO4/FARSA/NIP7/AIMP2/EXOSC5/BYSL/NOLC1/MCM4/CBX3/HSPE1/IPO4/PPRC1/MCM5/PLK4/MYC/HSPD1/PLK1
HALLMARK_COMPLEMENT	1.50914367842796	0.120924673946981	ACC	C3/CASP1/CCL5/C1QA/CD40LG/C1QC/CD36/C1S/C4BPB/C2/APOBEC3G/C1R
HALLMARK_COAGULATION	1.45749920295473	0.122837479839825	ACC	CFB/C3/C1QA/ACOX2/C1S/ANXA1/CFI/C2/C1R/CTSH/CTSO/A2M/CD9/CSRP1/CTSB
HALLMARK_WNT_BETA_CATENIN_SIGNALING	-1.4979915224778	0.15803547674238	ACC	MAML1/HDAC2/ADAM17/CTNNB1/DLL1/AXIN2/TCF7/MYC/SKP2/DKK1/NKD1/LEF1
HALLMARK_BILE_ACID_METABOLISM	1.39943180441155	0.15803547674238	ACC	CYP27A1/CYP7B1/ALDH1A1/AKR1D1/ACSL5/ABCA3/AR/ABCA8/CH25H/CYP39A1
HALLMARK_HEDGEHOG_SIGNALING	-1.41928150762829	0.15803547674238	ACC	SLIT1/L1CAM/TLE1/CDK6/GLI1/ACHE/CNTFR/SHH/CRMP1
HALLMARK_CHOLESTEROL_HOMEOSTASIS	-1.47391229165962	0.161264312207708	ACC	ECH1/ALDOC/CTNNB1/ATF5/EBP/FADS2/FASN/FDFT1/CYP51A1/FDPS/HMGCR/DHCR7/HMGCS1/ACAT2/CBS
HALLMARK_APOPTOSIS	1.38953909457519	0.161264312207708	ACC	CD2/CD14/CASP1/ANXA1/BMP2/BMF/CD38/CD44/BIRC3/AVPR1A/CASP4/CCNA1/ANKH/CAV1
HALLMARK_FATTY_ACID_METABOLISM	1.36717725937437	0.179512642273318	ACC	BMPR1B/ACADL/ADH1C/ALDH1A1/ACSL5/AQP7/ACSL4/AADAT/ACAA2/BCKDHB/ACADS/BLVRA/ACO2/ALDOA/CA4/ACSM3/CBR3/CBR1/ALAD/ACOT8
HALLMARK_ADIPOGENESIS	1.31000584295165	0.245535714285714	ACC	C3/ACADL/CD36/ANGPT1/ALDH2/CCNG2/ABCA1/ACAA2/ACADS/AIFM1/ADCY6/ACO2/ALDOA
HALLMARK_GLYCOLYSIS	-1.26230658102216	0.249751948216729	ACC	ANG/ANGPTL4/ABCB6/B3GAT1/B4GALT2/AURKA/ARTN/BIK/CENPA/CDK1
HALLMARK_KRAS_SIGNALING_DN	-1.24930380201422	0.249751948216729	ACC	ADRA2C/ATP6V1B1/ARHGDIG/CNTFR/ATP4A
HALLMARK_SPERMATOGENESIS	-1.328663250581	0.249751948216729	ACC	DMC1/ARL4A/DBF4/CHRM4/ACTL7B/CNIH2/DDX25/AURKA/CDKN3/BUB1/CDK1/CCNB2
HALLMARK_MITOTIC_SPINDLE	-1.31770196123361	0.275548359617674	ACC	BRCA2/AURKA/ANLN/BIRC5/BUB1/CCNB2
HALLMARK_EPITHELIAL_MESENCHYMAL_TRANSITION	-1.20821848508852	0.322398190045249	ACC	ADAM12/COL7A1/BMP1/CDH11/BDNF/CADM1/CDH2/COL11A1
HALLMARK_P53_PATHWAY	1.22949485807971	0.322398190045249	ACC	ABAT/CASP1/BMP2/CEBPA/CLCA2/CTSD/CTSF/BAIAP2/ACVR1B/CDKN1A/CCND2
HALLMARK_REACTIVE_OXYGEN_SPECIES_PATHWAY	1.22018712671397	0.337690631808279	ACC	MBP/IPCEF1/PRNP/MSRA/GPX3/FES/MGST1/G6PD/FTL/PRDX4/GSR/ATOX1
HALLMARK_UV_RESPONSE_UP	-1.13249074964305	0.376220849113016	ACC	CDC34/CASP3/BAK1/CHKA/BTG3/ALAS1/CDO1/CDK2/CA2/CCNE1/CHRNA5/CLCN2/ABCB1
HALLMARK_HEME_METABOLISM	1.18035209287453	0.376220849113016	ACC	C3/ANK1/ADD2/BMP2K/BLVRB/ABCG2/ACSL6/ALAS2/ACP5/AQP3/BLVRA/ALDH6A1/CAST/ATG4A/ALAD/BACH1/ADD1/ATP6V0A1/BPGM/CDR2/CA1/CDC27/AHSP/ARL2BP/BSG/CCDC28A
HALLMARK_PANCREAS_BETA_CELLS	-1.11503010752652	0.410010649627263	ACC	CHGA/SEC11A/ELP4/GCG/STXBP1/PAX6/DPP4/SRP9/VDR/GCK/G6PC2/NKX2-2/PDX1/FOXA2/ISL1
HALLMARK_ESTROGEN_RESPONSE_LATE	1.07305082779709	0.56404997203058	ACC	CISH/ALDH3B1/ABCA3/ACOX2/CD44/BLVRB/ANXA9/CLIC3/BATF/CALCR/CD9/CCNA1/CAV1/CHPT1/BCL2
HALLMARK_APICAL_SURFACE	-1.01736369365737	0.655241935483871	ACC	EFNA5/SLC2A4/BRCA1/SLC34A3/PCSK9/DCBLD2/AKAP7/GATA3/SCUBE1/RHCG
HALLMARK_KRAS_SIGNALING_UP	1.00832293007528	0.696699134199134	ACC	CFB/CD37/BMP2/C3AR1/BTC/BIRC3/CAB39L/ACE/ALDH1A3
HALLMARK_IL2_STAT5_SIGNALING	0.970856066401859	0.764108255784171	ACC	CISH/CD48/BMP2/CD44/CD79B/COL6A1/CAPN3/CD86/CCR4/BATF/BATF3/ANXA4/BCL2/CDCP1/AHR/CCND2
HALLMARK_XENOBIOTIC_METABOLISM	0.945021568115486	0.802277432712215	ACC	ADH1C/AKR1C2/ACOX2/AKR1C3/ALDH2/BLVRB/AQP9/ACO2/ATOH8/AOX1/CASP6/ADH5/CBR1/ACSM1
HALLMARK_PEROXISOME	-0.934267863377173	0.802277432712215	ACC	CRAT/ELOVL5/ECH1/ABCC5/CRABP2/DHCR24/ABCB1/CADM1/CACNA1B/ABCB4
HALLMARK_HYPOXIA	0.905392024456273	0.810702875399361	ACC	AMPD3/CP/CCNG2/CITED2/CAV1/BCL2/ATP7A/CDKN1A/ALDOA/B4GALNT2/CASP6/BHLHE40/ANXA2/CA12
HALLMARK_OXIDATIVE_PHOSPHORYLATION	0.892209377818087	0.810702875399361	ACC	ATP1B1/ACAA2/AIFM1/ACAT1/ACO2/ATP6V0C/ALDH6A1/ATP6V1C1/ATP6V0E1/ATP6V1H/ACADSB/ABCB7/ATP6V1F/ACAA1/ATP6AP1
HALLMARK_ANGIOGENESIS	0.895534278239386	0.810702875399361	ACC	POSTN/TIMP1/S100A4/PRG2/TNFRSF21/THBD/SLCO2A1/APOH/LRPAP1/STC1/VTN
HALLMARK_UNFOLDED_PROTEIN_RESPONSE	-0.905528649937491	0.810702875399361	ACC	ATF6/DDIT4/EIF4A1/DCP2/ATF4/EIF4A3/EEF2/EIF2S1/CKS1B/ERN1
HALLMARK_MTORC1_SIGNALING	-0.873515068840181	0.867292834419027	ACC	CYB5B/BCAT1/AURKA/CDC25A/CYP51A1/BUB1
HALLMARK_ANDROGEN_RESPONSE	0.841617140540647	0.868347338935574	ACC	BMPR1B/HPGD/AZGP1/B2M/HERC3/ELL2/FKBP5/ALDH1A3/GSR/ANKH
HALLMARK_PI3K_AKT_MTOR_SIGNALING	0.792770980380595	0.952749025406641	ACC	DAPP1/FASLG/GNA14/CAB39L/CAMK4
HALLMARK_NOTCH_SIGNALING	0.749715993714701	0.965566205182819	ACC	PRKCA/LFNG/ST3GAL6/ARRB1/MAML2/PPARD
HALLMARK_APICAL_JUNCTION	-0.78830921090287	0.965566205182819	ACC	AKT2/ACTN1/BMP1/CDH11/AMH/ATP1A3/ACTN2
HALLMARK_MYOGENESIS	-0.773967480417588	0.975829976385609	ACC	CKB/CKM/ADCY9/ACTA1/CACNG1/AEBP1/APOD/AKT2/ABLIM1/ATP2A1/ADAM12/ACHE/ACTN2
HALLMARK_TGF_BETA_SIGNALING	-0.64315959009073	0.994219653179191	ACC	CDK9/ARID4B/BCAR3/CDKN1C/JUNB/SERPINE1/KLF10/PPP1CA/SLC20A1/SMAD3/CTNNB1/NOG/LEFTY2/ID2
HALLMARK_DNA_REPAIR	-0.598645257620704	0.994219653179191	ACC	DUT/APRT/ERCC5/ERCC3/EDF1/AK3/CCNO/ELL/ERCC1/DGCR8/BCAM/DDB1/CSTF3/DAD1/ERCC2/FEN1
HALLMARK_UV_RESPONSE_DN	0.518243600392724	0.994219653179191	ACC	APBB2/ATP2B1/CITED2/BCKDHB/ATRX/ANXA4/CELF2/CAV1/AKT3/ADD3
HALLMARK_PROTEIN_SECRETION	0.514646931202133	0.994219653179191	ACC	CTSC/CAV2/ABCA1/CLN5/DST/ATP7A/ATP1A1/ATP6V1H/BET1/CD63/ARFIP1/ARFGEF1/ERGIC3/AP3B1/DNM1L
HALLMARK_E2F_TARGETS	-2.9784396157085	1.86950703439431e-08	BLCA	ANP32E/CDKN3/CHEK1/BRCA2/CKS1B/CENPM/ATAD2/CHEK2/BRCA1/CKS2/ASF1B/CIT/CDC25A/AURKA/CCNB2/CDCA3/BIRC5/CENPE/CDCA8/BUB1B/CDC20/CDK1/CCNE1/AURKB/CDKN2A
HALLMARK_ALLOGRAFT_REJECTION	1.72870022605629	5.82157898544695e-06	BLCA	CCL19/CCR2/CD28/CD4/CD3E/CCL11/CD40/CCND2/CD3G/CCR5/CCL5/CD2/CD3D/CD40LG/CD7/CCL2/CD247/CCL4/CCR1/C2/CD1D/CCL13/APBB1
HALLMARK_INTERFERON_GAMMA_RESPONSE	1.62078874258401	0.000302003755730495	BLCA	CXCL9/CD38/C1S/CFH/CMKLR1/CD74/C1R/CD69/CD40/CASP1/CIITA/CCL5/CD86/CXCL11/CXCL10/CCL2/CSF2RB/BATF2/BANK1/CFB/BST2/AUTS2/CASP4/B2M/CCL7
HALLMARK_EPITHELIAL_MESENCHYMAL_TRANSITION	1.59873378537797	0.000602098811861142	BLCA	COMP/ABI3BP/ACTA2/COL11A1/COL16A1/COL8A2/COL6A2/COL3A1/COL6A3/COL1A2/ADAM12/CDH11/COL1A1/CALD1/CD44/COL5A1/CAP2/CADM1/BGN/COL5A2/COL5A3
HALLMARK_INTERFERON_ALPHA_RESPONSE	1.58038981718992	0.000913647951465223	BLCA	C1S/CD74/CASP1/CXCL11/CXCL10/CSF1/IFI30/BATF2/IL15/IFITM2/GMPR/IFIT2/IFITM3/IFI44L/EPSTI1/BST2/IFIT3/IFI44/GBP4/B2M/IL4R/IFIH1/IFI35/DDX60/CD47/IFITM1/HERC6/CCRL2
HALLMARK_INFLAMMATORY_RESPONSE	1.56963160088681	0.000913647951465223	BLCA	CD48/C3AR1/CD14/CD69/CD40/CCL5/CCL2/C5AR1/AXL/CD82/BEST1/CHST2/BDKRB1/APLNR/AQP9/CD70/CALCRL/BST2
HALLMARK_COAGULATION	1.55618864304512	0.00101320545804834	BLCA	COMP/C3/ACOX2/C1QA/C1S/CFH/C1R/CFD/CLU/A2M/CFI/CTSK/C2/CTSO/CFB/CSRP1/APOC2/CTSB/ANXA1
HALLMARK_IL6_JAK_STAT3_SIGNALING	1.55853213345108	0.00101320545804834	BLCA	CXCL9/CXCL13/CD38/CD14/IL12RB1/A2M/CSF2RA/CXCL11/CXCL10/CSF1/CSF3R/CSF2RB/EBI3/CD44/CCR1/FAS/CD36/IL15RA
HALLMARK_COMPLEMENT	1.39243178967795	0.0422609814207382	BLCA	C3/C1QA/C1QC/C1S/C1R/CASP1/CCL5/CD40LG/ACTN2/C2/CD36/CASP5/C4BPB/ANXA5/CASP4
HALLMARK_DNA_REPAIR	-1.49665088490486	0.0422609814207382	BLCA	COX17/ERCC3/EDF1/ADRM1/AK3/APRT/AAAS/DGUOK/BCAP31/ADCY6/FEN1/CSTF3/DGCR8/BOLA2/ARL6IP1/CCNO
HALLMARK_UV_RESPONSE_DN	1.35793084541576	0.069079901199763	BLCA	CELF2/COL11A1/COL3A1/COL1A2/COL1A1/ATXN1/AKT3/CAP2/AMPH/DAB2/COL5A2/CDON/CAV1/ATP2B4/BHLHE40/APBB2/CACNA1A/BDNF/ANXA2
HALLMARK_ANGIOGENESIS	1.35836232729769	0.069079901199763	BLCA	POSTN/CCND2/COL3A1/KCNJ8/SERPINA5/VCAN/LUM/FGFR1/OLR1/TIMP1/COL5A2/LPL/VTN/FSTL1/PRG2/SPP1/NRP1/SLCO2A1/THBD/CXCL6/MSX1/ITGAV
HALLMARK_MYOGENESIS	1.33214311477592	0.0921062824386087	BLCA	ACTC1/CASQ2/CFD/APOD/AEBP1/ADAM12/CACNA1H/ACTN2/CKMT2/BIN1/APLNR/CD36
HALLMARK_TNFA_SIGNALING_VIA_NFKB	1.29247421432939	0.165322580645161	BLCA	CD69/CCL5/CXCL11/CXCL10/CCL2/CSF1/CCL4/CD44/BCL2A1/CD80/BIRC3/CXCL2/BHLHE40/CCRL2/CEBPD/CFLAR/CEBPB/CD83
HALLMARK_APICAL_JUNCTION	1.26929053917255	0.192682108089963	BLCA	ACTC1/CADM3/ACTG2/CD209/CD86/CDH11/ACTN2/AKT3/ALOX15B/ACTN1/ADAM23/ADAMTS5/CD34/CALB2/ARHGEF6
HALLMARK_KRAS_SIGNALING_UP	1.26126064376486	0.22260101010101	BLCA	C3AR1/ADAMDEC1/CD37/CFH/APOD/CCND2/BIRC3/ABCB1/CIDEA/CFB
HALLMARK_APOPTOSIS	1.23888772086347	0.238019074699366	BLCA	CD38/CD14/CASP1/CCND2/CD2/CD44/BIRC3/BGN/CCNA1/CASP4/ANXA1/AVPR1A/CAV1/ANKH
HALLMARK_BILE_ACID_METABOLISM	1.23313219672857	0.24773413897281	BLCA	ABCA8/CYP7B1/ABCD2/ALDH1A1/CYP27A1/ATXN1/CH25H/ABCA9/ABCA6/AQP9/AR/BBOX1/CYP46A1/ABCA4/DIO2
HALLMARK_OXIDATIVE_PHOSPHORYLATION	-1.14132793190343	0.536331048718362	BLCA	ACAT1/ACAA2/ATP6V0E1/ATP6V1D/ABCB7/ATP6V0C/ACADSB/ATP6V1H/ATP6V1E1/ACO2/BCKDHA/ATP6AP1/ATP6V1F/ACADM/ATP6V1C1/BAX/ACAA1/AFG3L2/ATP6V0B/AIFM1/ATP6V1G1/ALAS1/ATP1B1/ACADVL
HALLMARK_HEDGEHOG_SIGNALING	1.1247197157037	0.588675429726997	BLCA	RTN1/SCG2/NRP2/UNC5C/GLI1/THY1/L1CAM/CDK6/DPYSL2/VLDLR/NRP1/CRMP1/CNTFR/ACHE/PML/CELSR1
HALLMARK_ADIPOGENESIS	1.11781366652891	0.591630591630592	BLCA	ADIPOQ/C3/ALDH2/APOE/CD36/CD302/ANGPT1
HALLMARK_REACTIVE_OXYGEN_SPECIES_PATHWAY	1.0308665649761	0.864186217008798	BLCA	LSP1/GPX3/PRNP/IPCEF1/GLRX/MSRA/FES/MPO/FTL/HHEX
HALLMARK_APICAL_SURFACE	0.97127836646727	0.998992950654582	BLCA	NTNG1/GAS1/IL2RG/SLC2A4/IL2RB/MDGA1/CX3CL1/GHRL/DCBLD2/PLAUR/AKAP7/PCSK9/HSPB1/LYN
HALLMARK_IL2_STAT5_SIGNALING	0.949976973187301	0.998992950654582	BLCA	CD48/CD79B/CCR4/CCND2/CD86/COL6A1/CD44/ABCB1/BATF3/BCL2/ADAM19/BHLHE40/AHNAK/ALCAM/CD83/CAPN3
HALLMARK_XENOBIOTIC_METABOLISM	0.921709148723355	0.998992950654582	BLCA	AOX1/ACOX2/ABCD2/ALDH2/APOE/AQP9
HALLMARK_HYPOXIA	0.909193052274622	0.998992950654582	BLCA	CP/CHST2/COL5A1/BGN/BCL2/CAV1/CHST3/BHLHE40/CA12/AMPD3/ANXA2/BTG1/ATF3/AKAP12
HALLMARK_ESTROGEN_RESPONSE_EARLY	0.906936161352159	0.998992950654582	BLCA	CXCL12/CD44/CBFA2T3/AR/BCL2/CALB2/BHLHE40/ALDH3B1/ADCY9/CYP26B1/CALCR/CA12/ABCA3/CLIC3/CELSR1/BCL11B/ABAT
HALLMARK_PEROXISOME	0.869321841628969	0.998992950654582	BLCA	ABCD2/ALDH1A1/ATXN1/ABCB4/CADM1/ABCB1
HALLMARK_KRAS_SIGNALING_DN	0.855370868917985	0.998992950654582	BLCA	ACTC1/CD40LG/CHST2/CD80/CCR8/CLDN16/CCNA1/CNTFR/CCDC106/CAMK1D/C5
HALLMARK_HEME_METABOLISM	0.823095036632133	0.998992950654582	BLCA	C3/AGPAT4/ACP5/BMP2K/BLVRA/ACSL6/ALDH6A1/ADD2/CAST/BLVRB/BACH1/ARL2BP/BNIP3L/ATP6V0A1/ALAS2/ABCB6/CCND3/ATG4A/CAT/ALDH1L1/BCAM
HALLMARK_NOTCH_SIGNALING	0.794289563294779	0.998992950654582	BLCA	DTX1/WNT2/ST3GAL6/FZD7/NOTCH2/HEYL/WNT5A/FZD1
HALLMARK_MTORC1_SIGNALING	0.802382716997618	0.998992950654582	BLCA	CFP/CXCR4/CORO1A/CTSC/DDIT4/BHLHE40/BCAT1/DAPP1
HALLMARK_ANDROGEN_RESPONSE	0.797265650291886	0.998992950654582	BLCA	ADAMTS1/FKBP5/ACTN1/CDK6/ABCC4/B2M/ANKH/ELL2/ALDH1A3/ARID5B
HALLMARK_PANCREAS_BETA_CELLS	0.782023046996395	0.998992950654582	BLCA	DPP4/PCSK1/MAFB/AKT3/PCSK2/VDR/SST/DCX/CHGA/PAK3/ISL1/INSM1/LMO2/FOXO1/STXBP1
HALLMARK_CHOLESTEROL_HOMEOSTASIS	0.764813932288781	0.998992950654582	BLCA	CLU/ANTXR2/GPX8/ANXA5/ANXA13/AVPR1A/ALCAM/CXCL16/CPEB2/ATF3/ATF5/FADS2
HALLMARK_PI3K_AKT_MTOR_SIGNALING	0.738134183616354	0.998992950654582	BLCA	ADCY2/CXCR4/FASLG/GNA14/CAMK4/EGFR/DAPP1
HALLMARK_P53_PATHWAY	0.659694662170658	0.998992950654582	BLCA	CASP1/CCND2/CD82/ALOX15B/CTSF/BTG1/CLCA2/CDH13/CTSD/CD81/APP/ABAT/ATF3
HALLMARK_TGF_BETA_SIGNALING	0.661842377811591	0.998992950654582	BLCA	LEFTY2/LTBP2/RAB31/SERPINE1/ENG/PMEPA1/ACVR1/RHOA/HIPK2/KLF10/SMAD1/NOG/BMPR2/NCOR2/JUNB/ID2
HALLMARK_WNT_BETA_CATENIN_SIGNALING	0.611891806580026	0.998992950654582	BLCA	CCND2/AXIN2/FZD8/LEF1/MYC/FZD1/TCF7/NOTCH4/DKK4/NKD1/JAG1/NCOR2/HEY2
HALLMARK_ESTROGEN_RESPONSE_LATE	0.553113700987277	0.998992950654582	BLCA	ACOX2/CD44/CCNA1/BCL2/CAV1/ATP2B4/ALDH3B1/CALCR/CA12/ABCA3/CLIC3
HALLMARK_UNFOLDED_PROTEIN_RESPONSE	0.387069071399029	0.998992950654582	BLCA	CCL2/DDIT4/CEBPB/ERN1/DNAJB9/ATP6V0D1/BAG3/ATF3/ATF6
HALLMARK_ALLOGRAFT_REJECTION	1.70091147045703	1.36144687928476e-06	BRCA	CCL19/CD3G/CD3E/CD40LG/CD3D/CCR2/CD2/CD247/CCL13/CCL5/CCR5/CD28/CD7/CD4/CCL4/CD1D/CCL22/CCL2/CD40/CCR1/CCND2/ACHE/CCL11/C2
HALLMARK_INTERFERON_GAMMA_RESPONSE	1.53069966875542	0.00116797325404229	BRCA	CXCL9/CD38/BANK1/CD69/CCL5/CSF2RB/CXCL11/CIITA/C1S/CXCL10/CMKLR1/CFH/CD74/CCL2/C1R/CD40/CD86/CASP1/CD274
HALLMARK_IL6_JAK_STAT3_SIGNALING	1.47407066905145	0.00494762513117825	BRCA	CXCL9/CD38/CXCL13/IL12RB1/CSF2RB/CXCL11/EBI3/CD36/CXCL10/CSF2RA/CXCL1/CCR1/IL15RA/FAS/CNTFR/A2M/CSF1/CD14/ACVRL1
HALLMARK_OXIDATIVE_PHOSPHORYLATION	-2.09870838166419	0.00494762513117825	BRCA	ACO2/ALDH6A1/BCKDHA/ACADVL/ATP6V1E1/ATP6V1F/ACAT1/AFG3L2/ATP6V1D/ATP6V1G1/ATP6V1C1/ATP6V0C/ATP6V0B/ATP6AP1/ATP6V1H/AIFM1/ACADSB
HALLMARK_KRAS_SIGNALING_UP	1.4577683418835	0.00494762513117825	BRCA	ADAMDEC1/CIDEA/ALDH1A2/ABCB1/CD37/BIRC3/CFH/APOD/BMP2/C3AR1/AKAP12/CCND2/ALDH1A3
HALLMARK_COMPLEMENT	1.41628545723619	0.0192428914332102	BRCA	CD40LG/CCL5/C3/C1S/CD36/APOBEC3G/C1QA/C1R/CASP10/C1QC/CASP1/C2/APOC1/CASP5/CASP4
HALLMARK_INFLAMMATORY_RESPONSE	1.37857808928937	0.028177390769053	BRCA	CCR7/CD69/CCL5/CD48/CCL17/CCL22/CCL2/CD40/C3AR1/CHST2/CD70/APLNR/CD14/CCRL2/AXL/CALCRL/C5AR1/CD82/AQP9/ABCA1/CCL20/AHR/BEST1/BTG2/ACVR2A/BST2/ADM/CCL7/CCL24/ADORA2B
HALLMARK_COAGULATION	1.3589577008637	0.0362810390740119	BRCA	C3/C1S/CFH/C1QA/C1R/CFI/CTSK/ANXA1/C2/A2M/CFD/APOC1/APOC2/COMP/CAPN5/CTSE/CFB/CTSH/BMP1/CTSO/CTSB
HALLMARK_INTERFERON_ALPHA_RESPONSE	1.35414973003021	0.0426155215451724	BRCA	CXCL11/GBP4/C1S/CXCL10/CD74/EPSTI1/CASP1/IL15/CSF1/GBP2/IFI44L/CCRL2/BATF2/B2M/IFIT3/IFI30/HERC6/IFI44/IL4R/CMPK2/IFIT2/IFI27/HLA-C/IFIH1/DDX60
HALLMARK_TNFA_SIGNALING_VIA_NFKB	1.29686597176399	0.124949899799599	BRCA	CD69/CCL5/CXCL11/BIRC3/CXCL10/CCL4/CXCL2/BCL2A1/CCL2/CXCL1/BMP2/CD80/CSF1/ATF3/CCRL2/CD83
HALLMARK_BILE_ACID_METABOLISM	1.25140133775984	0.207181818181818	BRCA	ABCA8/ABCD2/ABCA6/ABCA9/ALDH1A1/CH25H/BBOX1/BMP6/ACSL5/CYP7B1/DIO2/CYP39A1
HALLMARK_EPITHELIAL_MESENCHYMAL_TRANSITION	1.24966126691002	0.241047523427042	BRCA	ABI3BP/COL3A1/COL6A3/ADAM12/CDH11/COL16A1/COL1A2/COL1A1/COL8A2/COL6A2/COL5A2/CALD1/COL5A1/COMP/BGN/CDH6/ANPEP/ACTA2/COL12A1/BMP1/COL5A3/AREG/COL4A2/BASP1/COL4A1
HALLMARK_APOPTOSIS	1.15123886022389	0.581933333333333	BRCA	CD38/CD2/BIRC3/CASP1/BMP2/CCND2/CAV1/ANXA1/CD14/ATF3/AVPR1A/CASP4/BGN/ANKH/CCNA1
HALLMARK_ANGIOGENESIS	1.1552567224388	0.581933333333333	BRCA	LPL/CCND2/LUM/COL3A1/FSTL1/VCAN/CXCL6/S100A4/SLCO2A1/NRP1/POSTN/COL5A2/THBD/OLR1/KCNJ8
HALLMARK_IL2_STAT5_SIGNALING	1.14393688369128	0.581933333333333	BRCA	CCR4/CD79B/CD48/ABCB1/CD86/BMP2/CCND2/BATF3/ADAM19/CD83/COL6A1/CAPN3/AHR/ARL4A/CDKN1C/COCH
HALLMARK_ADIPOGENESIS	1.1269227928854	0.645	BRCA	ADIPOQ/C3/CD36/ACADL/ANGPT1/APOE/ALDH2/ABCA1/CD302/ARL4A/ANGPTL4
HALLMARK_FATTY_ACID_METABOLISM	1.11311201027694	0.645	BRCA	ALDH1A1/AQP7/ADH1C/CA4/ACADL/AOC3/ACSL5/ACSL4
HALLMARK_UV_RESPONSE_DN	1.10827088432929	0.665441995101314	BRCA	CELF2/CAV1/COL3A1/AKT3/DAB2/ADD3/COL1A2/COL1A1/COL5A2/AMPH/CACNA1A/ACVR2A/ATXN1/ATP2B4/ADORA2B
HALLMARK_XENOBIOTIC_METABOLISM	1.09654706077678	0.678947368421053	BRCA	ABCD2/ADH1C/ATOH8/AOX1/AKR1C2/APOE/ALDH2/BCAT1/AKR1C3/AQP9/ABCC3
HALLMARK_APICAL_JUNCTION	1.09319045915299	0.68155	BRCA	CADM3/CD209/ADAM23/CD86/CD274/ADAMTS5/AKT3/CDH11/CD34/CALB2/ACTG2/CDH3/ALOX15B/ARHGEF6/BMP1/CD99/ATP1A3/ACTN2/ACTC1/ARPC2
HALLMARK_HEDGEHOG_SIGNALING	1.05379195579108	0.855230445591891	BRCA	GLI1/ACHE/RTN1/CDK6/CNTFR/SCG2/NRP2/NRP1/PTCH1/DPYSL2/L1CAM/ETS2/THY1/NKX6-1/PML/UNC5C/HEY2/HEY1/TLE1/CRMP1/MYH9/VLDLR
HALLMARK_HEME_METABOLISM	1.04049643269995	0.859764984514484	BRCA	C3/ALDH1L1/ADD2/ABCG2/AGPAT4/ANK1/ACSL6/ACP5/BACH1/AQP3/BMP2K/BTG2
HALLMARK_HYPOXIA	1.00338328322113	0.941002004008016	BRCA	CP/AKAP12/CHST2/CAV1/ATF3/CHST3/COL5A1/BGN/ANGPTL4/CDKN1C/AMPD3/ADM/BTG1/ADORA2B
HALLMARK_REACTIVE_OXYGEN_SPECIES_PATHWAY	0.995798513246535	0.941002004008016	BRCA	IPCEF1/GPX3/LSP1/PRNP/FES/HHEX/MBP/MPO/JUNB/FTL/MSRA
HALLMARK_APICAL_SURFACE	0.988902710651996	0.941002004008016	BRCA	IL2RG/MAL/IL2RB/CX3CL1/GAS1/LYN/GHRL/PKHD1/SLC2A4/NTNG1/RHCG/EFNA5/PCSK9/MDGA1/CD160/PLAUR/ATP6V0A4/AKAP7
HALLMARK_PI3K_AKT_MTOR_SIGNALING	0.958374269097497	0.993607142857143	BRCA	FASLG/CAMK4/EGFR/DAPP1/CXCR4/ADCY2
HALLMARK_NOTCH_SIGNALING	0.947716012937163	0.993607142857143	BRCA	PRKCA/MAML2/WNT2/DTX1/DLL1/ST3GAL6/DTX4/NOTCH1/HEYL/TCF7L2/FZD7/JAG1/WNT5A/FZD1/FZD5/NOTCH2/NOTCH3
HALLMARK_MYOGENESIS	0.940168252584218	0.993607142857143	BRCA	CD36/APOD/CASQ2/ACHE/BIN1/APLNR/ADAM12/CFD/CKMT2/AEBP1/ACSL1/CHRNA1/ACTN2/CKM/ABLIM1/CDH13/ACTC1/ANKRD2/BDKRB2
HALLMARK_P53_PATHWAY	0.906823773760372	0.99571875	BRCA	CLCA2/CASP1/BMP2/CCND2/ATF3/CD82/ALOX15B/ADA/CEBPA/BTG2/CDKN2B/BTG1/CDH13
HALLMARK_ANDROGEN_RESPONSE	0.893037084429979	0.99571875	BRCA	AKAP12/ADAMTS1/HPGD/ABCC4/ALDH1A3/CDK6/B2M/CDC14B/FKBP5/ANKH/ARID5B
HALLMARK_WNT_BETA_CATENIN_SIGNALING	0.896942980790951	0.99571875	BRCA	CCND2/TCF7/WNT1/DKK1/PTCH1/GNAI1/DLL1/NOTCH4/LEF1/NOTCH1/JAG1/NKD1/FZD1/FZD8/HEY2/AXIN2/HEY1
HALLMARK_TGF_BETA_SIGNALING	0.896735213934776	0.99571875	BRCA	LEFTY2/BMP2/LTBP2/SERPINE1/ENG/ID1/ID3/JUNB/CDKN1C/PPP1R15A/SKI/KLF10/RAB31/ACVR1/BMPR2/PMEPA1/NOG
HALLMARK_UV_RESPONSE_UP	0.826329999738646	0.999	BRCA	ABCB1/CDO1/BMP2/ATF3/AQP3/CDKN1C/BTG2/ARRB2/CDKN2B/BTG1/BTG3
HALLMARK_KRAS_SIGNALING_DN	0.808892971420469	0.999	BRCA	CD40LG/CCR8/CHST2/CD80/CNTFR/CALML5/CD207/CLDN8/CAMK1D/CCNA1/BTG2/CLDN16
HALLMARK_MTORC1_SIGNALING	0.772285450520447	0.999	BRCA	CFP/CORO1A/CTSC/DAPP1/ADD3/CXCR4/BCAT1
HALLMARK_PEROXISOME	0.765039376812577	0.999	BRCA	ABCD2/ABCB1/ALDH1A1/ACSL5/ACSL4
HALLMARK_PANCREAS_BETA_CELLS	0.693221369005461	0.999	BRCA	DPP4/PAK3/AKT3/FOXO1/MAFB/LMO2/DCX/NKX6-1/PCSK1/GCK/NKX2-2/ISL1
HALLMARK_SPERMATOGENESIS	0.663851126345647	0.999	BRCA	CAMK4/ADCYAP1/ART3/CFTR/CCNA1/ARL4A/DPEP3/ACRBP/DCC/CHRM4
HALLMARK_PROTEIN_SECRETION	0.64859933103575	0.999	BRCA	EGFR/CTSC/CAV2/ABCA1/DST
HALLMARK_CHOLESTEROL_HOMEOSTASIS	0.627706006451483	0.999	BRCA	ANTXR2/ATF3/FABP5/AVPR1A/GNAI1/ADH4/ANXA13/GPX8/CXCL16
HALLMARK_ESTROGEN_RESPONSE_EARLY	0.574777949465143	0.999	BRCA	BCL11B/CXCL12/CYP26B1/ADD3/CALCR/CALB2/AQP3/CLIC3/AREG/CBFA2T3/ALDH3B1/ABLIM1
HALLMARK_MITOTIC_SPINDLE	0.501111935785327	0.999	BRCA	BIN1/ARHGAP4/CCDC88A/ARHGAP10/ARAP3/AKAP13/ARHGAP27
HALLMARK_UNFOLDED_PROTEIN_RESPONSE	0.391956061300406	0.999	BRCA	CCL2/ATF3
HALLMARK_INTERFERON_GAMMA_RESPONSE	1.87156631066708	0.0104947676933065	CESC	CXCL10/CXCL9/CD274/CXCL11/CD86/CASP1/CD40/CMPK2/CSF2RB/CMKLR1/DDX60/CCL5/CD38/AUTS2/CD69/BPGM/B2M/CFH/CDKN1A/BTG1/BST2/APOL6/C1S/ARID5B/CD74/C1R
HALLMARK_ALLOGRAFT_REJECTION	1.86530892703671	0.0104947676933065	CESC	CCL19/CCR5/CD3G/CD2/CD3E/CD28/CD3D/CCR2/CD4/CD40/CD40LG/CCL22/CCL11/CCL5/CCR1/CD247/CCL4/B2M/CD7/ABI1/CCND2/ACHE
HALLMARK_INTERFERON_ALPHA_RESPONSE	1.69253261273828	0.036388376744133	CESC	CXCL10/CXCL11/GBP4/HERC6/CASP1/IFI44/GBP2/CMPK2/IFIT3/IFI44L/DDX60/EPSTI1/IFI27/IL15/B2M/IFIH1/IL4R/IFIT2/CSF1/BST2/C1S/ELF1/IFI30
HALLMARK_INFLAMMATORY_RESPONSE	1.73086971233158	0.036388376744133	CESC	BDKRB1/CD48/CCL17/C3AR1/CD40/CCL22/CHST2/CCL5/CCR7/ABCA1/CD69/CD14/ADORA2B/CALCRL/CD82/CDKN1A/ADM/CD70/ABI1/BST2
HALLMARK_P53_PATHWAY	1.67902668627539	0.036388376744133	CESC	CLCA2/ALOX15B/ABCC5/CDKN2B/CEBPA/CASP1/CDK5R1/ABAT/CDKN2A/CD82/ADA/ABHD4/CDKN1A/BTG1
HALLMARK_IL6_JAK_STAT3_SIGNALING	1.6395182694859	0.0498219320181399	CESC	CXCL13/CXCL10/CXCL9/CXCL11/CD36/CSF2RB/CD38/CD44/EBI3/CCR1/CSF2RA/CD9/CD14/CNTFR/IL12RB1/IL15RA/CSF1/HMOX1
HALLMARK_PANCREAS_BETA_CELLS	-1.55637107428437	0.142751817651881	CESC	PCSK1/STXBP1/DPP4/ABCC8/NKX2-2/SST/HNF1A/PDX1/CHGA/SYT13/FOXA2
HALLMARK_APICAL_SURFACE	1.44753955331056	0.298347565132352	CESC	RHCG/LYPD3/MAL/HSPB1/CX3CL1/MDGA1/SHROOM2/IL2RG/IL2RB/GHRL
HALLMARK_GLYCOLYSIS	-1.39101705076903	0.482315112540193	CESC	AURKA/CHPF2/CASP6/ALG1/ANKZF1/ALDOB/B4GALT1/CHPF/B3GAT1/ALDH7A1/BIK/ANG/CAPN5/CHST4/B3GNT3
HALLMARK_SPERMATOGENESIS	-1.29471428602266	0.482315112540193	CESC	ADAM2/AKAP4/DCC/DMC1/DPEP3/BUB1/ACRBP/CHRM4/AURKA/CLPB/CRISP2/ACRV1/DMRT1/ACE/CLGN/CFTR/CCNA1
HALLMARK_XENOBIOTIC_METABOLISM	1.29355484197523	0.578871201157742	CESC	ADH7/AKR1C2/ALDH3A1/CA2/ABCD2/CBR1/APOE/ABHD6/AKR1C3/ADH5/ARG1
HALLMARK_APICAL_JUNCTION	1.20937430525796	0.771828268210323	CESC	ADAM23/ALOX15B/CD274/CD86/CADM3/ARHGEF6/CDH3/CD209/ACTG2/ARPC2/ATP1A3
HALLMARK_IL2_STAT5_SIGNALING	1.14705890783465	0.981570512820513	CESC	CD48/CA2/CD86/CCR4/CD79B/CD44/AHNAK/BCL2/BATF/BHLHE40/CD83/CCND2/CISH/ADAM19
HALLMARK_TNFA_SIGNALING_VIA_NFKB	1.12949662691503	0.981570512820513	CESC	CXCL10/CXCL11/CD80/CCL5/CD44/ABCA1/CD69/CCL4/BTG3/CDKN1A/CSF1/BTG1/BHLHE40/CD83/CEBPD/BCL6
HALLMARK_COAGULATION	-1.07760563637861	0.981570512820513	CESC	CFI/ANG/CFB/CRIP2/C3/CAPN5/CTSE
HALLMARK_ESTROGEN_RESPONSE_LATE	-1.07225745878377	0.981570512820513	CESC	ARL3/AREG/BAG1/ASCL1/CACNA2D2/CKB/ANXA9/ALDH3B1/CCNA1/AGR2
HALLMARK_COMPLEMENT	1.05938059881751	1	CESC	C1QC/C1QA/CA2/CD36/CASP1/CDK5R1/APOBEC3G/CD40LG/CCL5/APOC1
HALLMARK_DNA_REPAIR	-1.00440903306794	1	CESC	DAD1/DDB1/FEN1/DGUOK/AAAS/ERCC1/ARL6IP1/CDA/CETN2/ERCC2/AK1/CANT1/ADCY6/CCNO/BCAM
HALLMARK_ANDROGEN_RESPONSE	-1.00956843860528	1	CESC	B4GALT1/AZGP1/CDC14B/FADS1/AKAP12/BMPR1B
HALLMARK_KRAS_SIGNALING_DN	1.02403403714136	1	CESC	AKR1B10/CALML5/ALOX12B/CLDN8/CD80/CD40LG/CCR8/CD207/CHST2
HALLMARK_FATTY_ACID_METABOLISM	1.00800107682422	1	CESC	ADH7/ALDH3A1/CBR3/CA2
HALLMARK_ANGIOGENESIS	-0.974994835823379	1	CESC	PDGFA/FGFR1/FSTL1/VAV2/PF4/STC1/TIMP1/SERPINA5
HALLMARK_ESTROGEN_RESPONSE_EARLY	0.998326146845292	1	CESC	BCL11B/AQP3/CXCL12/CBFA2T3/CA12/CD44/ABAT/CELSR2/BCL2/BHLHE40/CLIC3/CISH/BLVRB/AR
HALLMARK_APOPTOSIS	0.970445787920964	1	CESC	BCL2L10/ANXA1/CASP1/CD2/CD38/CD44/CD14/BTG3/CAV1
HALLMARK_UV_RESPONSE_DN	-0.947919180939437	1	CESC	BMPR1A/APBB2/BCKDHB/CITED2/BDNF/CAP2/ANXA4/CDON/CDC42BPA/DDAH1
HALLMARK_HEME_METABOLISM	0.946919222905932	1	CESC	AQP3/CA2/ACP5/ABCG2/ACSL6/BPGM/BMP2K/CAST/BACH1/BLVRB/ADD2/ATG4A/ALAS2/ABCB6/BTG2/BLVRA/ALAD/ATP6V0A1/BTRC
HALLMARK_BILE_ACID_METABOLISM	0.931634955278658	1	CESC	BBOX1/CYP7B1/CH25H/CROT/ABCD2/ABCA1/ACSL1/ABCA9/ABCA6/ABCA5/DHCR24
HALLMARK_NOTCH_SIGNALING	-0.907453672972588	1	CESC	HEYL/TCF7L2/PSENEN/KAT2A/ARRB1/PSEN2/DLL1/MAML2/FZD5/PRKCA/LFNG/DTX4
HALLMARK_UV_RESPONSE_UP	-0.911064444073742	1	CESC	CLCN2/CHKA/CCK/C4BPB
HALLMARK_KRAS_SIGNALING_UP	0.867699856413159	1	CESC	ADAMDEC1/CA2/CD37/C3AR1/ANGPTL4/BPGM/CFH/ALDH1A3/CIDEA/ARG1/CCND2/AMMECR1
HALLMARK_MYC_TARGETS_V1	-0.887743133208177	1	CESC	CCNA2/AP3S1/CUL1/EIF2S1/DUT/CSTF2/ABCE1/CYC1/EIF3J/CLNS1A/COPS5/DEK/CDK2/CDK4/CBX3/EIF1AX/EIF3B/BUB3/EIF2S2/C1QBP/DDX18/CDC45/APEX1/EIF3D/CCT5/CCT4/CCT3/EEF1B2/CANX/CCT2/COX5A/DHX15/AIMP2/CCT7/CDC20/CAD/ACP1
HALLMARK_ADIPOGENESIS	0.807026576775303	1	CESC	CD36/ATP1B3/APOE/ABCA1/ANGPTL4/CDKN2C/ANGPT1
HALLMARK_PEROXISOME	0.798606342081474	1	CESC	CEL/ABCC5/CRABP2/ABCD2/DHRS3/ACSL1/DHCR24/EHHADH/ABCB4/ABCB1/CNBP/ALB/CRAT/ALDH9A1
HALLMARK_PI3K_AKT_MTOR_SIGNALING	0.804583313811712	1	CESC	DAPP1/EGFR/FASLG/CAMK4
HALLMARK_HYPOXIA	0.794873520246025	1	CESC	CHST2/ALDOC/CA12/ANGPTL4/ADORA2B/CAV1/CDKN1A/ADM/BCL2/BTG1/BHLHE40/AMPD3
HALLMARK_MITOTIC_SPINDLE	-0.821443974289759	1	CESC	BUB1/ARAP3/ALMS1/BCR/AURKA/ALS2/ARHGEF2/ARFIP2/CD2AP/BCAR1/BIN1/ARHGAP29
HALLMARK_CHOLESTEROL_HOMEOSTASIS	0.793814471536242	1	CESC	FABP5/GNAI1/GSTM2/ALDOC/CD9
HALLMARK_HEDGEHOG_SIGNALING	-0.822770266774244	1	CESC	UNC5C/AMOT/TLE1/PTCH1/SLIT1/SCG2/SHH/L1CAM
HALLMARK_WNT_BETA_CATENIN_SIGNALING	0.76892541671515	1	CESC	JAG1/GNAI1/MYC/DKK4/NOTCH1/LEF1/HEY2/CCND2
HALLMARK_REACTIVE_OXYGEN_SPECIES_PATHWAY	0.755458006097742	1	CESC	LSP1/PRNP/GCLC/CDKN2D/IPCEF1/JUNB/GCLM/MBP/NDUFB4/PDLIM1/FTL/G6PD/SBNO2
HALLMARK_EPITHELIAL_MESENCHYMAL_TRANSITION	-0.803757840698413	1	CESC	COL12A1/BDNF/COL4A2/CAP2/CADM1/CDH6/CDH2/ANPEP
HALLMARK_MYOGENESIS	-0.766563453602518	1	CESC	BAG1/AK1/ACTC1/CKMT2/CACNG1/BIN1/CKB/CKM
HALLMARK_PROTEIN_SECRETION	-0.743739263255407	1	CESC	COG2/COPB1/ARFGAP3/ARCN1/BNIP3/ERGIC3/CD63/AP2B1/ATP6V1B1
HALLMARK_OXIDATIVE_PHOSPHORYLATION	-0.691450920587223	1	CESC	ATP6V1F/ATP6V0E1/BCKDHA/ACADSB/ATP6V1E1/ATP6V1H/ATP6V0C/AFG3L2/ACO2/ATP6V1C1/ATP6V1D/ALDH6A1/ACADM/ATP1B1/ATP6V0B/ABCB7/BAX/ATP6AP1/ALAS1/ACAA1/ACAT1/AIFM1/ACADVL/ACAA2
HALLMARK_MTORC1_SIGNALING	0.682707013729354	1	CESC	DAPP1/CORO1A/CD9/CDKN1A/BHLHE40/CFP
HALLMARK_TGF_BETA_SIGNALING	-0.713607732366898	1	CESC	SLC20A1/BMPR1A/CDKN1C/BCAR3/PMEPA1/NOG
HALLMARK_E2F_TARGETS	0.591103858400896	1	CESC	CDKN2C/CDKN2A/CDKN1A/BRMS1L
HALLMARK_G2M_CHECKPOINT	0.554081544890024	1	CESC	CDKN2C/CHAF1A/ATF5/BCL3/CCNF/CDK1/CCNA2/CCNT1/CENPE/BARD1/CKS1B/ATRX/CHMP1A/ARID4A/AMD1/CDC7/CDK4/CASP8AP2/CCNB2/CDKN3/BRCA2/CENPF/CDC27/BIRC5/CKS2/BUB3/AURKB/CDC45/ABL1/CBX1/CCND1/CDC25B/CDKN1B/CDC25A/CENPA/CDC6/BUB1/CDC20/AURKA/CHEK1
HALLMARK_MYC_TARGETS_V2	0.463409859849295	1	CESC	MYC/MAP3K6
HALLMARK_UNFOLDED_PROTEIN_RESPONSE	-0.480958680290168	1	CESC	EIF4G1/EIF4E/ATF3/EIF4EBP1/CEBPG/CNOT4/EDEM1/ASNS/CNOT6/ATP6V0D1/CXXC1/EIF2S1/CNOT2/DKC1/EIF4A2/CKS1B/EEF2/DCP2/CCL2/DNAJB9/ATF6/EIF4A1/ATF4/CHAC1/DCTN1/DCP1A/EIF4A3/EIF2AK3/DNAJA4/EDC4/DDIT4/BANF1/ERN1/CEBPB/CALR/DDX10/DNAJC3/ARFGAP1/ALDH18A1
HALLMARK_ALLOGRAFT_REJECTION	1.84761402449488	4.77388545079973e-06	CHOL	CCL19/CD3D/CD3G/CCL22/CCR2/CD3E/CD2/CD40LG/CCR5/CD28/CCL4/CCR1/CCL5/CD4/CCL13/CD1D/CD247/CD40/BCAT1/CCL2/CCL11/CCL7
HALLMARK_E2F_TARGETS	-2.33684402106233	0.000606788666241942	CHOL	CCNE1/ASF1B/CHEK1/AURKB/CKS2/AURKA/BUB1B/ANP32E/CDK4/BIRC5/CDK1/CCNB2/CDCA3/CKS1B/CENPM/CDKN2A
HALLMARK_INTERFERON_GAMMA_RESPONSE	1.68902416438487	0.000747002348186522	CHOL	BANK1/CSF2RB/CD69/CD38/CXCL9/CIITA/CXCL10/CCL5/CMKLR1/CXCL11/CD86/CD274/CD40/CD74/AUTS2/CCL2/CCL7/CASP1
HALLMARK_INFLAMMATORY_RESPONSE	1.63124575265346	0.00218179875945709	CHOL	CCR7/CCL22/CD48/CD69/CCL17/CD70/CCL5/C3AR1/CHST2/CCRL2/CD40/APLNR/CALCRL/CCL2/CCL7/AXL/CD14/AHR/AQP9/ATP2B1/ABCA1/CD82/ADORA2B
HALLMARK_IL6_JAK_STAT3_SIGNALING	1.60225495546638	0.00218179875945709	CHOL	CXCL13/CSF2RB/CD38/CXCL9/IL12RB1/EBI3/CCR1/CXCL10/CXCL11/CCL7/CNTFR/CSF2RA/CSF1/CD36/A2M/CD44/CSF3R/CD14/ACVRL1/IFNGR1
HALLMARK_G2M_CHECKPOINT	-1.70770243281707	0.028477608724829	CHOL	CDC6/CHMP1A/ATF5/CHEK1/AURKB/CKS2/CDC45/CCNA2/BUB3/CENPA/AURKA/CDK4/BIRC5/CDK1/CCNB2/CENPF/CCND1/CKS1B
HALLMARK_EPITHELIAL_MESENCHYMAL_TRANSITION	1.40241482625868	0.115179394842869	CHOL	ABI3BP/CDH11/COL11A1/COL8A2/COL6A3/COL3A1/BASP1/COL6A2/COL1A2/CD44/COL12A1/COMP/ACTA2/COL1A1/COL5A3/COL5A2/COL5A1/COL16A1/CAPG/BDNF/ADAM12/COL4A1/COL4A2/COL7A1/BGN/CALD1
HALLMARK_APICAL_JUNCTION	1.37466076476523	0.127032520325203	CHOL	CADM3/ADAM23/CD209/ALOX15B/ARHGEF6/CD86/CD274/CDH3/CDH11/AKT3/ADRA1B/CD34/ACTG2/CADM2/AMIGO1/AMIGO2/ATP1A3
HALLMARK_DNA_REPAIR	-1.52737719421544	0.127032520325203	CHOL	BRF2/DDB2/DGUOK/AAAS/ADRM1/FEN1/CETN2/ERCC1/ERCC2/APRT/EDF1/BCAP31/BOLA2/DUT/COX17/AK1/ARL6IP1/BCAM/DAD1
HALLMARK_APICAL_SURFACE	1.36941313945539	0.127032520325203	CHOL	NTNG1/GATA3/GAS1/IL2RG/IL2RB/MDGA1/GHRL/AFAP1L2/MAL/EFNA5
HALLMARK_BILE_ACID_METABOLISM	1.33692476284492	0.171090354203274	CHOL	CH25H/ABCD2/ABCA8/ABCA6/ABCA9/AR/ACSL5/BMP6/ALDH8A1/CYP39A1/CYP7A1/AQP9/BCAR3/ALDH1A1/CYP46A1/CYP8B1/ABCA1/ATXN1/DIO2/CYP7B1/ACSL1
HALLMARK_MYC_TARGETS_V1	-1.36547262241595	0.187816982417107	CHOL	AIMP2/CCT5/EIF3B/CDC20/CBX3/CNBP/CANX/EIF1AX/COPS5/C1QBP/ACP1/CCT2/EIF3J/APEX1/CDC45/CCNA2/BUB3/DUT/CYC1/CCT3/CDK4/COX5A
HALLMARK_UV_RESPONSE_DN	1.31352973665817	0.226178316065957	CHOL	AMPH/COL11A1/CELF2/CACNA1A/COL3A1/AKT3/COL1A2/COL1A1/CDON/CAV1/CITED2/COL5A2/ATP2B4/ATP2B1/BDNF/ATXN1/ADORA2B/APBB2/ABCC1/DAB2/ATRN
HALLMARK_KRAS_SIGNALING_UP	1.30923618227501	0.226178316065957	CHOL	APOD/ADAMDEC1/ABCB1/CD37/ANXA10/C3AR1/BIRC3/ALDH1A3/CFH/AKAP12/ACE/ANO1/ADAM17/ANKH/ARG1/BMP2/CBL/CCND2
HALLMARK_COMPLEMENT	1.28411358984624	0.244150559511699	CHOL	CD40LG/CCL5/C1QC/C1QA/CASP1/CD36/APOBEC3G/C9/C2/CDA/CDK5R1/APOC1/C1S/APOA4/C1R/CDH13/CASP5
HALLMARK_TNFA_SIGNALING_VIA_NFKB	1.28246365603957	0.258366880970979	CHOL	CD69/CCL4/CXCL10/CCL5/CXCL11/BCL2A1/CCRL2/CCL2/BIRC3/CSF1/CD44/CD80/ATP2B1/CD83/ABCA1
HALLMARK_HEDGEHOG_SIGNALING	1.28365195725964	0.258366880970979	CHOL	L1CAM/NRP2/UNC5C/GLI1/NRP1/CNTFR/PLG/CDK6/NRCAM/VLDLR/SCG2/CDK5R1/THY1/SLIT1/NKX6-1/ACHE/PTCH1/HEY2/DPYSL2
HALLMARK_INTERFERON_ALPHA_RESPONSE	1.2645275469946	0.282294489611563	CHOL	GBP4/CXCL10/CXCL11/CCRL2/CD74/IFI44L/CASP1/CSF1/GBP2/EPSTI1/C1S/GMPR/IFITM1/IFI44/IL15
HALLMARK_IL2_STAT5_SIGNALING	1.15793049492384	0.621084756652567	CHOL	CD79B/ABCB1/CD48/CCR4/ADAM19/CD86/BATF/COCH/CD44/AHR/CD83/CAPG/COL6A1/BATF3/BCL2/AHNAK/BMP2
HALLMARK_GLYCOLYSIS	-1.07605222203386	0.667828106852497	CHOL	ANG/ANKZF1/ALDH9A1/CHPF/CACNA1H/CENPA/AURKA/ARTN/ALDOA/AGRN/ABCB6/CDK1/B3GNT3/B4GALT4
HALLMARK_MTORC1_SIGNALING	1.13408658700892	0.667828106852497	CHOL	DAPP1/CORO1A/CFP/CXCR4/BCAT1
HALLMARK_PROTEIN_SECRETION	-1.0542255883464	0.737782606424535	CHOL	COG2/GALC/AP2S1/GLA/COPE/CLTA/CAV2/ATP1A1/ANP32E/ARF1/ATP6V1B1/BNIP3
HALLMARK_TGF_BETA_SIGNALING	1.08495326699332	0.785085585386351	CHOL	NOG/LTBP2/ENG/RAB31/ID3/BCAR3/HIPK2/SERPINE1/BMP2/SMAD1/BMPR2/SLC20A1/SKI/CTNNB1/LEFTY2/APC/KLF10
HALLMARK_OXIDATIVE_PHOSPHORYLATION	-0.970191286822718	0.922161999397772	CHOL	ACAA2/AIFM1/ACAT1/ATP6V1G1/ATP6V1F/ATP6V1E1/ATP6AP1/BCKDHA/ACADVL/BAX/ATP6V0C/ACO2/ATP1B1
HALLMARK_APOPTOSIS	1.03130171965833	0.922161999397772	CHOL	CD2/CD38/ANXA1/AVPR1A/BIRC3/CASP1/CD44/CD14/CCNA1/CAV1/ANKH/BGN/BMP2/BIK/BCL10
HALLMARK_XENOBIOTIC_METABOLISM	1.01449230247702	0.922161999397772	CHOL	ABCD2/ATOH8/BCAT1/ACOX2/ABHD6/AOX1/ANGPTL3/AQP9/ADH1C/APOE
HALLMARK_PI3K_AKT_MTOR_SIGNALING	1.01423287098932	0.922161999397772	CHOL	DAPP1/CAMK4/CXCR4/FASLG/GNA14
HALLMARK_COAGULATION	1.00053238286938	0.938225900116144	CHOL	CTSE/ANXA1/C1QA/ACOX2/CTSK/A2M/C9/COMP/CFI/C2/APOC1/CFH/C1S
HALLMARK_PANCREAS_BETA_CELLS	0.973571496683283	0.946083418107833	CHOL	MAFB/PCSK1/LMO2/INS/GCG/INSM1/GCK/AKT3/VDR/STXBP1/PCSK2/NKX2-2/DPP4/SST/SCGN/NKX6-1/FOXO1
HALLMARK_WNT_BETA_CATENIN_SIGNALING	0.971439759350307	0.946083418107833	CHOL	LEF1/AXIN2/TCF7/WNT1/MYC/DLL1/ADAM17/PTCH1/NKD1/HEY2/DKK1/FZD1/CCND2/CTNNB1/HEY1/NOTCH4
HALLMARK_FATTY_ACID_METABOLISM	-0.90982623494092	0.964604591836735	CHOL	ADIPOR2/ACOT8/APEX1/ALDH3A2/CA6/CA4/ALDH9A1/ACADL/ACO2/AQP7/ALDOA/ACADS/CA2/BPHL/CBR1/ACSS1
HALLMARK_ANGIOGENESIS	0.947036142101213	0.964604591836735	CHOL	SLCO2A1/VCAN/LUM/FSTL1/THBD/COL3A1/NRP1/KCNJ8/OLR1/LPL/COL5A2/POSTN
HALLMARK_PEROXISOME	0.888209067173135	0.989837398373984	CHOL	ABCB1/ABCD2/ABCB4/ACSL5
HALLMARK_HYPOXIA	0.876535941876744	0.989837398373984	CHOL	CHST2/CP/CAV1/CITED2/COL5A1/AKAP12/BCL2/ADORA2B/BGN/CHST3/AMPD3/CCNG2
HALLMARK_MYC_TARGETS_V2	-0.877173709366379	0.989837398373984	CHOL	EXOSC5/HSPD1/NOP2/IMP4/IPO4/DCTPP1/BYSL/NOC4L/HSPE1/PLK1/CDK4
HALLMARK_MITOTIC_SPINDLE	-0.837332787660753	0.989837398373984	CHOL	ARHGEF11/ARHGDIA/ARHGAP4/ATG4B/AURKA/BIN1/BCAR1/ARL8A/BIRC5/CCNB2
HALLMARK_UNFOLDED_PROTEIN_RESPONSE	-0.501412172184107	0.989837398373984	CHOL	EDEM1/DDIT4/DCP1A/DCP2/DNAJB9/CNOT6/DNAJA4/ATF3/DDX10/EEF2/EIF2AK3/EIF2S1/CNOT4/ATP6V0D1/DCTN1/EIF4G1/BAG3/EIF4A2/EIF4E/EIF4A1/DKC1/ATF6/EIF4A3/EDC4/ARFGAP1/ATF4/ASNS/CXXC1/CEBPG/CEBPB/CNOT2/EIF4EBP1/DNAJC3/CHAC1/ALDH18A1/BANF1/CALR/CKS1B
HALLMARK_ANDROGEN_RESPONSE	0.785380719135457	0.989837398373984	CHOL	HPGD/ADAMTS1/CDK6/ALDH1A3/HERC3/ARID5B/AKAP12/FKBP5/ELL2/ANKH/GPD1L/ACTN1/ELOVL5
HALLMARK_MYOGENESIS	0.775728171135089	0.989837398373984	CHOL	APOD/APLNR/CASQ2/CHRNA1/AEBP1/CD36/CACNG1/ADAM12/CDH13/ACHE
HALLMARK_NOTCH_SIGNALING	0.752465672104573	0.989837398373984	CHOL	FZD7/MAML2/HEYL/DTX1/WNT2/WNT5A/DLL1/ST3GAL6/DTX4/SAP30/FZD1/NOTCH3
HALLMARK_KRAS_SIGNALING_DN	0.728309256663995	0.989837398373984	CHOL	CD40LG/CD207/CCR8/CHST2/ABCB11/CNTFR/CACNG1/CCNA1/CD80/CLDN8/CAMK1D/CCDC106/CLPS/ATP4A/BARD1/C5/ARPP21
HALLMARK_SPERMATOGENESIS	0.692530602319444	0.989837398373984	CHOL	ADCYAP1/CAMK4/DCC/DPEP3/CCNA1/ACE/DMC1/CCT6B/CRISP2/DDX25/CLPB/CHRM4
HALLMARK_HEME_METABOLISM	0.659869994026952	0.989837398373984	CHOL	ALDH1L1/ABCG2/ACP5/BMP2K/ADD2/ACSL6/ALDH6A1/CAST/ANK1/BACH1/C3/AGPAT4/BTG2/CAT/AQP3/ALAD/CCND3/ATG4A
HALLMARK_ADIPOGENESIS	0.610250694056978	0.989837398373984	CHOL	ANGPT1/CD302/CD36/APOE/ABCA1/BCL6/ACADM/CCNG2/C3/ALDH2/ADIPOQ
HALLMARK_CHOLESTEROL_HOMEOSTASIS	0.603390363476391	0.989837398373984	CHOL	ANTXR2/AVPR1A/GPX8/ERRFI1/GSTM2/FABP5/ACAT2/ADH4
HALLMARK_UV_RESPONSE_UP	0.547866067162445	0.989837398373984	CHOL	ABCB1/CDO1
HALLMARK_ESTROGEN_RESPONSE_EARLY	0.539180409619987	0.989837398373984	CHOL	BCL11B/AR/CBFA2T3/CD44/BCL2/ADCY1/AFF1/AREG/CXCL12/CALCR/CELSR1/ABCA3/ABAT/BHLHE40/CLIC3/ABHD2/ARL3
HALLMARK_P53_PATHWAY	0.533371713484424	0.989837398373984	CHOL	ALOX15B/CASP1/CDK5R1/CD82/CDH13/CLCA2/BMP2/CCND2/ADA/CDKN2AIP/ABAT/BTG2/ABCC5/ATF3
HALLMARK_ESTROGEN_RESPONSE_LATE	0.514716699468735	0.989837398373984	CHOL	BATF/ACOX2/CD44/CCNA1/CAV1/ASCL1/ATP2B4/CACNA2D2/BCL2/AFF1/AREG/AGR2/CALCR
HALLMARK_REACTIVE_OXYGEN_SPECIES_PATHWAY	0.505128177601217	0.989837398373984	CHOL	IPCEF1/LSP1/MPO
HALLMARK_ALLOGRAFT_REJECTION	1.66936339993161	1.59919448916899e-07	COAD	CCL19/CCL13/CCR2/CCL11/CD4/CCL2/CCR1/CD3G/CD28/CCR5/BCAT1/CD2/CD3E/CCL5/CCL7/CCL4/CCL22/CD3D/CD7/CD1D/CD40/APBB1/CD247/CD40LG
HALLMARK_INFLAMMATORY_RESPONSE	1.48126654305258	0.000934795274854695	COAD	AQP9/C3AR1/CD48/CD69/CCL2/CCR7/C5AR1/AXL/CD14/CCL5/CCL7/CCL22/CALCRL/CHST2/CCL17/CD40/ABCA1/APLNR/CD70/BST2/BEST1
HALLMARK_EPITHELIAL_MESENCHYMAL_TRANSITION	1.48558495302647	0.000934795274854695	COAD	COMP/ABI3BP/COL11A1/ADAM12/COL8A2/CDH2/BASP1/CADM1/CDH11/CALD1/COL3A1/COL6A3/COL1A2/BGN/COL5A2/COL1A1/ACTA2/COL6A2/APLP1/COL5A1/COL12A1/CAP2/COL16A1/COL5A3/COL4A2/BDNF/COL4A1/ANPEP/CDH6
HALLMARK_INTERFERON_GAMMA_RESPONSE	1.43316739121056	0.00278981189639056	COAD	CD38/CXCL9/CSF2RB/CMKLR1/CD86/CXCL10/CD69/CCL2/C1S/CFH/C1R/CIITA/CCL5/CCL7/CD40/CD274/CD74/CXCL11/BANK1/BST2
HALLMARK_IL6_JAK_STAT3_SIGNALING	1.44495491718972	0.00278981189639056	COAD	CXCL13/CD38/CXCL9/CD36/CSF2RB/CSF3R/CXCL10/CCR1/EBI3/CSF2RA/CD14/IL12RB1/CCL7/A2M/CSF1/CXCL11/HMOX1/FAS/CNTFR
HALLMARK_ANGIOGENESIS	1.36766531701891	0.0199420459456167	COAD	SPP1/OLR1/POSTN/LUM/VCAN/COL3A1/NRP1/FGFR1/COL5A2/FSTL1/KCNJ8/THBD/CXCL6/SLCO2A1/STC1/LPL/VTN/SERPINA5/ITGAV
HALLMARK_COAGULATION	1.26303954783518	0.28021978021978	COAD	COMP/C3/APOC1/C1S/C1QA/CFH/C1R/CTSK/A2M/APOC2/CLU/ANXA1/CTSO/CFD/CFI/CRIP2/CTSB/CTSE/CSRP1/BMP1/C2
HALLMARK_APICAL_JUNCTION	1.25699929588847	0.28021978021978	COAD	CADM3/CD209/CD86/ADAM23/ALOX15B/ARHGEF6/ACTG2/CDH11/CALB2/AKT3/ACTC1/CD274/ADAMTS5/CD34/ATP1A3/AMIGO2
HALLMARK_INTERFERON_ALPHA_RESPONSE	1.2472950906225	0.288444444444444	COAD	CXCL10/C1S/IFI44L/GBP4/CSF1/CD74/IFI30/CXCL11/IFIT2/IFIT3/IFI44/BST2/EPSTI1/GBP2/CMPK2/IL15/DDX60/HERC6/B2M/HLA-C/IFIH1
HALLMARK_KRAS_SIGNALING_UP	1.21799390549407	0.417582417582418	COAD	C3AR1/ADAMDEC1/CD37/CFH/APOD/AKAP12/ALDH1A3/ADAM8/ALDH1A2/CA2/BIRC3/ANGPTL4/ANO1
HALLMARK_COMPLEMENT	1.18249079841686	0.472	COAD	C3/CD36/C1QC/APOC1/C1S/C1QA/C1R/APOBEC3G/CCL5/CD40LG/CA2/APOBEC3F/CDH13/ANXA5/ADRA2B/ACTN2/C2/CD59
HALLMARK_BILE_ACID_METABOLISM	1.17193074183386	0.476666666666667	COAD	AQP9/ABCA8/ABCA6/CYP7B1/ABCD2/ABCA9/DIO2/ABCA1/AR/BMP6/CH25H/ABCA3
HALLMARK_UV_RESPONSE_DN	1.16565047496326	0.490769230769231	COAD	COL11A1/AKT3/COL3A1/AMPH/COL1A2/COL5A2/COL1A1/CAV1/CAP2/ATP2B4/BDNF/CITED2/CACNA1A/ATXN1/DAB2/CDON
HALLMARK_KRAS_SIGNALING_DN	1.16975388175167	0.508634222919937	COAD	CCR8/CD80/BMPR1B/CHST2/ACTC1/CD40LG/CLDN8/CNTFR/CD207/CCNA1/CCDC106/CAMK1D/CLSTN3/ABCG4/ATP6V1B1
HALLMARK_HEDGEHOG_SIGNALING	1.14545890499222	0.550743374272786	COAD	RTN1/NRP1/NRP2/GLI1/UNC5C/SCG2/L1CAM/THY1/CRMP1/CNTFR/HEY2/NRCAM/HEY1/VLDLR/ACHE/SLIT1
HALLMARK_TNFA_SIGNALING_VIA_NFKB	1.13660016390277	0.550743374272786	COAD	CXCL10/CD69/CCL2/BCL2A1/CD80/CCL5/CCL4/CSF1/ABCA1/CXCL11/CD83/BIRC3/BCL6
HALLMARK_XENOBIOTIC_METABOLISM	1.13190422689101	0.550743374272786	COAD	AQP9/APOE/AOX1/ABCD2/BCAT1
HALLMARK_HYPOXIA	1.11007296014979	0.681318681318681	COAD	CP/AKAP12/CHST2/BGN/CAV1/COL5A1/CHST3/BCL2/B4GALNT2/ANGPTL4/CITED2/CDKN1C/AMPD3/CCNG2/BNIP3L
HALLMARK_IL2_STAT5_SIGNALING	1.09446454716736	0.691729323308271	COAD	CCR4/CD48/CD86/CD79B/COL6A1/APLP1/BATF3/BATF/BCL2/CA2/CD83/ADAM19
HALLMARK_MYOGENESIS	1.08057164023902	0.7238	COAD	CD36/CASQ2/ADAM12/APOD/AEBP1/ACTC1/APLNR/CACNA1H/CFD/CASQ1/CAMK2B/CHRNA1/CDH13/ACHE/ACTN2/ACSL1/BDKRB2/ACTN3
HALLMARK_ADIPOGENESIS	1.06570931618292	0.80167451596023	COAD	C3/APOE/CD36/ANGPT1/ABCA1
HALLMARK_APICAL_SURFACE	1.02494930580672	0.946	COAD	GAS1/MAL/MDGA1/IL2RB/GATA3/NTNG1/EFNA5/RTN4RL1/GHRL/SCUBE1/CX3CL1/DCBLD2/CD160/PLAUR/AFAP1L2/LYN/ADAM10/GSTM3/SLC2A4
HALLMARK_PANCREAS_BETA_CELLS	1.00034379116961	1	COAD	MAFB/AKT3/CHGA/SST/LMO2/PCSK2/PAK3/GCK/FOXO1/INSM1/PCSK1/DCX/ISL1/NKX2-2
HALLMARK_ESTROGEN_RESPONSE_EARLY	0.962361721770069	1	COAD	CALB2/CXCL12/AR/CYP26B1/ABCA3/CBFA2T3/BCL2/ADCY1
HALLMARK_APOPTOSIS	0.951548018226016	1	COAD	CD38/CD2/CD14/AVPR1A/BGN/CAV1/ANXA1/BIRC3/CCNA1/BMF
HALLMARK_HEME_METABOLISM	0.925565392574632	1	COAD	C3/ADD2/ACP5/ABCG2/AGPAT4/CA2/ANK1/BLVRA/BNIP3L/BMP2K/BPGM/AQP3/BCAM/BACH1
HALLMARK_NOTCH_SIGNALING	0.918765693432534	1	COAD	ST3GAL6/WNT2/NOTCH3/FZD1/HEYL/DTX1/WNT5A/NOTCH2/FZD7
HALLMARK_ANDROGEN_RESPONSE	0.906629925630462	1	COAD	AKAP12/BMPR1B/ALDH1A3/ADAMTS1/HOMER2/FADS1/HPGD/ELL2/ELOVL5/B2M/ABCC4/DNAJB9/ARID5B/FKBP5/ACTN1/HERC3/APPBP2
HALLMARK_TGF_BETA_SIGNALING	0.897385774075942	1	COAD	RAB31/LTBP2/SERPINE1/LEFTY2/ENG/NOG/CDKN1C/BMPR2/ACVR1/SKIL/APC/BMP2/KLF10/ID3/SKI/SMAD1/PPM1A/RHOA/BCAR3/PMEPA1/SLC20A1/FNTA/ARID4B/FKBP1A/MAP3K7/IFNGR2/JUNB/CTNNB1/ID2/BMPR1A/HIPK2/SMAD3
HALLMARK_REACTIVE_OXYGEN_SPECIES_PATHWAY	0.878576275223228	1	COAD	LSP1/GPX3/IPCEF1/FES/HHEX/PRNP/MPO
HALLMARK_P53_PATHWAY	0.864573140607443	1	COAD	ALOX15B/CTSF/CDKN2B/CDH13/CTSD/ABHD4/CLCA2/CGRRF1/CD82/CDKN2A/ADA/CASP1/BMP2/BTG2/CSRNP2/BTG1/CDKN1A/ATF3/CD81/CCND3
HALLMARK_SPERMATOGENESIS	0.801356467569029	1	COAD	ADCYAP1/CAMK4/ALOX15/CCNA1/DPEP3/CHRM4/ACRBP/CHFR
HALLMARK_MTORC1_SIGNALING	0.805943163597351	1	COAD	BCAT1/CFP/CXCR4/CORO1A/DAPP1
HALLMARK_PI3K_AKT_MTOR_SIGNALING	0.80702249736174	1	COAD	ADCY2/CXCR4/CAMK4/FASLG/DAPP1
HALLMARK_PEROXISOME	0.796222812774275	1	COAD	ABCD2/CADM1/DLG4/CRABP2/CACNA1B/ELOVL5/ACSL4/ATXN1/ABCB4/CRABP1/ACSL1/DIO1/ALDH1A1
HALLMARK_ESTROGEN_RESPONSE_LATE	0.730019593510267	1	COAD	CAV1/ATP2B4/ABCA3/BATF/BCL2/CA2/CHST8/CCNA1/CLIC3/ASCL1/CALCR/CACNA2D2
HALLMARK_FATTY_ACID_METABOLISM	0.721388232315237	1	COAD	AOC3/BMPR1B/CA2/ADH1C/BLVRA/ACSL4/CA4/ACSL1/ALDH1A1/CBR3/ACADM
HALLMARK_CHOLESTEROL_HOMEOSTASIS	0.679368467635651	1	COAD	AVPR1A/CLU/GPX8/FADS2/GLDC/GSTM2/GNAI1/ANXA5/ANTXR2/ALCAM/FBXO6/CBS/CXCL16/CPEB2
HALLMARK_PROTEIN_SECRETION	0.601838771030197	1	COAD	ABCA1/CAV2/GALC/CTSC/ATP6V1B1/BNIP3/ADAM10/CLN5/DST/EGFR/ARFGAP3/ATP7A/COPB1/AP2M1/ATP6V1H/AP1G1/CD63
HALLMARK_WNT_BETA_CATENIN_SIGNALING	0.509498588406565	1	COAD	FZD1/LEF1/HEY2/GNAI1/FZD8/HEY1/NOTCH4/WNT1
HALLMARK_GLYCOLYSIS	0.491184417600337	1	COAD	CHST2/CHST1/CACNA1H/B3GAT1/ANGPTL4
HALLMARK_UV_RESPONSE_UP	0.437498431101094	1	COAD	CDO1/CDKN2B/CA2/CDKN1C/BCL2L11/AQP3/BMP2/ARRB2/BTG2/BTG1/ABCB1/ATP6V1C1
HALLMARK_MITOTIC_SPINDLE	0.406964657616999	1	COAD	CCDC88A/ARHGAP10/ARHGAP29/ARHGEF3/BCL2L11/ARHGAP4/AKAP13/APC
HALLMARK_UNFOLDED_PROTEIN_RESPONSE	0.437799714942496	1	COAD	CCL2
HALLMARK_MYC_TARGETS_V1	-3.08286816314541	2.5e-09	DLBC	EIF3D/DHX15/AP3S1/DDX21/CCT5/CAD/EIF3J/CDK4/APEX1/CLNS1A/EIF2S1/COPS5/CSTF2/EIF1AX/CCT7/CDK2/DEK/CCT2/CYC1/EIF2S2/BUB3/EIF3B/EEF1B2/CCNA2/CCT3/CDC45/COX5A/DUT/AIMP2/C1QBP/CDC20/CCT4
HALLMARK_MYC_TARGETS_V2	-3.08624270168187	2.5e-09	DLBC	IMP4/NOP2/HSPE1/CDK4/PRMT3/PLK4/LAS1L/GRWD1/NOLC1/FARSA/GNL3/EXOSC5/MYC/MYBBP1A/PES1/PA2G4/MCM4/IPO4/NPM1/NOC4L/NOP16/DCTPP1/HSPD1/MRTO4/PPAN/AIMP2/PLK1/NOP56/BYSL
HALLMARK_ALLOGRAFT_REJECTION	2.02215161499462	3.56374081433647e-07	DLBC	CD40LG/CD28/CD3E/CCL19/ACHE/CD3G/CD2/CD7/CD3D/CCR2/CCR5/CD247/CD4/CCL22/CCL5/C2/CCND2/CAPG/CCL4/B2M
HALLMARK_E2F_TARGETS	-2.7487007886859	4.42703635838465e-07	DLBC	CENPM/CCNE1/CDK4/AK2/CSE1L/ASF1B/ATAD2/ANP32E/CENPE/CDK1/CKS2/AURKA/CDCA3/BRCA1/CIT/BIRC5/CDCA8/CDKN3/CDC25A/AURKB/BUB1B/CDC20/CCNB2/CKS1B/CHEK1
HALLMARK_G2M_CHECKPOINT	-2.6436693929238	5.04439148532107e-07	DLBC	CDK4/BUB1/CCNF/CDC7/BUB3/CENPE/CDK1/CKS2/CHAF1A/CENPA/AURKA/CCNA2/CENPF/CDC45/BIRC5/CDKN3/CDC25A/AURKB/ATF5/CDC20/CDC6/CCNB2/CKS1B/CHEK1
HALLMARK_INTERFERON_ALPHA_RESPONSE	1.67065093386761	0.00407848730848561	DLBC	IL15/CSF1/DDX60/GBP4/C1S/CXCL10/CCRL2/GMPR/CXCL11/B2M/EPSTI1/BATF2/GBP2/DHX58/HERC6/IFIH1/CASP1/IFI44/IFIT2/CASP8/CMPK2
HALLMARK_COMPLEMENT	1.61941983804039	0.0203383836788455	DLBC	CD40LG/CDA/C3/CCL5/C2/CASP10/C1S/APOC1/C1QC/CA2/C1QA/APOBEC3G/APOBEC3F/CBLB/CASP1/C9/C4BPB/AKAP10/C1R
HALLMARK_BILE_ACID_METABOLISM	1.59707944719246	0.025791832386043	DLBC	ABCD2/CYP27A1/ALDH1A1/ABCA3/ABCA4/CYP7B1/ABCA9/CYP46A1/ATXN1/ABCA2/CH25H/ABCA1/ALDH8A1/ABCA6/ABCD1
HALLMARK_INTERFERON_GAMMA_RESPONSE	1.57402140842998	0.025791832386043	DLBC	CXCL9/CD69/ARL4A/DDX60/CCL5/C1S/CXCL10/CD274/APOL6/CSF2RB/CMKLR1/CFB/CXCL11/B2M/BATF2/DHX58/CASP1/C1R/BPGM/CFH/CASP8/CMPK2
HALLMARK_APICAL_SURFACE	1.55793399246902	0.0298446958615821	DLBC	MAL/GATA3/GHRL/LYPD3/GSTM3/AKAP7/PCSK9/SLC2A4/DCBLD2/CD160/IL2RB/HSPB1/AFAP1L2/GAS1/IL2RG/CX3CL1/APP/MDGA1/SLC34A3/EFNA5/PLAUR/RHCG
HALLMARK_MTORC1_SIGNALING	-1.53644968100875	0.115983470212296	DLBC	ACTR2/ADIPOR2/CORO1A/CYB5B/ACLY/ACACA/BUB1/COPS5/CCNF/DDIT3/ARPC5L/CCNG1/CACYBP/ALDOA/CYP51A1/AURKA/ASNS/CDC25A/BCAT1/CTH
HALLMARK_IL6_JAK_STAT3_SIGNALING	1.45191519957235	0.115983470212296	DLBC	CXCL9/CXCL13/CSF2RA/CSF1/IFNGR1/CXCL10/CSF2RB/IL13RA1/CXCL11/FAS/CSF3R/CCR1/HMOX1/CD14/ACVRL1/IL12RB1/IL15RA/IL17RA/IFNGR2/DNTT/IL10RB/CD44/ACVR1B/IFNAR1/CRLF2/CSF2/A2M/CXCL1/CD38
HALLMARK_COAGULATION	1.38125574198271	0.173359135623287	DLBC	CLU/ACOX2/C3/C2/C1S/APOC1/CFB/CTSK/CTSO/C1QA/APOC2/C8G/C9/CTSB/ANXA1/CFD/CAPN2/C1R/CFH/CAPN5/CRIP2
HALLMARK_EPITHELIAL_MESENCHYMAL_TRANSITION	-1.3755087673322	0.237517562967671	DLBC	COL3A1/COL1A1/BGN/COL5A1/COL11A1/COMP
HALLMARK_INFLAMMATORY_RESPONSE	1.33354088260614	0.258753578506937	DLBC	CCL17/CD69/CCL22/CCL5/CHST2/CCL24/CCRL2/C3AR1/C5AR1/ABCA1/ACVR2A/CCR7/CD14/ADORA2B
HALLMARK_NOTCH_SIGNALING	1.32297890984557	0.258753578506937	DLBC	MAML2/FZD7/DLL1/LFNG/TCF7L2/NOTCH2/CCND1/ARRB1/PSEN2/PRKCA/ST3GAL6
HALLMARK_ANGIOGENESIS	-1.29967000820508	0.258753578506937	DLBC	PRG2/TIMP1/COL3A1/VCAN/OLR1/SPP1/POSTN/STC1
HALLMARK_ESTROGEN_RESPONSE_EARLY	1.31492167386356	0.258753578506937	DLBC	BCL11B/ABCA3/CISH/CXCL12/CYP26B1/CLIC3/ABAT/CCND1/ADCY1/AFF1/ALDH3B1/ADCY9/CELSR1/BHLHE40/CD44/BLVRB/ASB13/ABHD2/ANXA9/CALCR
HALLMARK_XENOBIOTIC_METABOLISM	1.3008113689074	0.258753578506937	DLBC	ABCC3/ABCD2/ACOX2/APOE/ATOH8/CBR1/CA2/ACSM1/ACP2/ABCC2/ALDH2/AKR1C2/ARG1/AOX1/ABHD6/AKR1C3/ALAS1/BLVRB
HALLMARK_IL2_STAT5_SIGNALING	1.26139105238972	0.339958158995816	DLBC	CCR4/CISH/ARL4A/CCND2/CAPG/AHNAK/CAPN3/ANXA4/CA2/BMP2/CDKN1C/ADAM19/CDC42SE2/BATF3/BHLHE40/AGER/CD44/CD86/CD48/CDCP1/APLP1
HALLMARK_ESTROGEN_RESPONSE_LATE	1.25371235924268	0.341918738145153	DLBC	ASCL1/CDH1/ACOX2/ABCA3/CISH/CHST8/CLIC3/CA2/CCND1/CCNA1/ASS1/AFF1/ATP2B4/ALDH3B1/CACNA2D2
HALLMARK_P53_PATHWAY	1.2403403348919	0.356876282888599	DLBC	CEBPA/ALOX15B/CCND2/ABAT/CTSF/BAIAP2/BMP2/CTSD/CASP1/CDKN2A/ANKRA2/CDKN2B/APP/ABCC5/ABHD4/AK1/CD82/CSRNP2/ACVR1B/CD81/CDKN2AIP/CDKN1A
HALLMARK_HEDGEHOG_SIGNALING	1.24544068613495	0.356876282888599	DLBC	L1CAM/ACHE/RTN1/OPHN1/TLE1/NRP2/AMOT/HEY1/CRMP1/THY1
HALLMARK_WNT_BETA_CATENIN_SIGNALING	1.16042641335777	0.542625523012552	DLBC	TCF7/AXIN2/CCND2/DLL1/LEF1/DKK1/HEY1/PSEN2/NKD1/ADAM17/GNAI1/FRAT1/HDAC11/PPARD/JAG2/WNT1
HALLMARK_TNFA_SIGNALING_VIA_NFKB	1.14030386388747	0.548194638152797	DLBC	CD69/CSF1/CCL5/CXCL10/CCRL2/CXCL11/CCL4/ABCA1/CCND1/BMP2/CEBPD/BHLHE40/CXCL2/CD44/CFLAR/CEBPB/CD80/CSF2/CLCF1/CXCL1/CDKN1A
HALLMARK_HEME_METABOLISM	1.14003981307816	0.548194638152797	DLBC	ACSL6/C3/ANK1/ADD2/ABCG2/CA2/ACP5/BLVRA
HALLMARK_APICAL_JUNCTION	1.13281753664543	0.548194638152797	DLBC	CDH1/ADRA1B/ALOX15B/CADM3/AMIGO1/CD274/BAIAP2/CDH3/CDH11/ACTN1/ADAM23/CD209/AKT3/CD86/ARHGEF6/ADAM9/CD276
HALLMARK_KRAS_SIGNALING_DN	1.09480736621965	0.63321876867902	DLBC	CD40LG/CLDN16/CCR8/CHST2/CACNA1F/ARPP21/CCNA1/CLSTN3/CALML5
HALLMARK_PEROXISOME	1.066405024147	0.679916317991632	DLBC	ABCD2/ALDH1A1/ABCB9/CRAT/ATXN1/CADM1/ABCD1/DLG4/DIO1/CLN8/CRABP2/ABCC5/EHHADH/ABCB1/ABCB4/DHRS3/ACOX1/ACSL4/ACAA1/ALDH9A1/CAT/ACSL5
HALLMARK_TGF_BETA_SIGNALING	1.06496308986856	0.679916317991632	DLBC	CDH1/NOG/SMAD1/HIPK2/ACVR1/BMP2/CDKN1C/RAB31/SLC20A1/IFNGR2/SKI/ID1/ENG
HALLMARK_OXIDATIVE_PHOSPHORYLATION	-0.987753097626026	0.740618828176432	DLBC	ATP6V0C/ALAS1/ATP6V1C1/ACADVL/ATP6V0E1/ATP6V1G1/ACADSB/ACAA1/ATP6V1H/ATP6V1F/ATP6V0B/ATP6V1E1/ALDH6A1/ACO2/ATP6V1D/ACAA2/BCKDHA/BAX/ATP1B1/ACADM/AFG3L2/AIFM1/ABCB7/ACAT1
HALLMARK_KRAS_SIGNALING_UP	1.01618393687144	0.750531349628055	DLBC	ADAMDEC1/CCND2/CFB/CA2/ACE/C3AR1/BMP2/BTBD3/ADAM17/BPGM/CFH/ARG1
HALLMARK_DNA_REPAIR	-0.979359412234214	0.819672131147541	DLBC	DAD1/CSTF3/AAAS/EDF1/DDB1/ERCC2/BOLA2/FEN1/DUT/ADA/CCNO
HALLMARK_HYPOXIA	-0.940596976883762	0.840336134453782	DLBC	CA12/ALDOA/ALDOC/BGN/ALDOB/COL5A1/ANGPTL4
HALLMARK_UV_RESPONSE_DN	0.920376582023824	0.894454382826476	DLBC	CELF2/ATXN1/ANXA4/CACNA1A/CAP2/CDON/DAB2/CITED2/ACVR2A/ATP2B4/CDKN1B/ADORA2B/APBB2/DBP/BHLHE40/AKT3
HALLMARK_APOPTOSIS	0.906355636171609	0.894454382826476	DLBC	CD2/CCND2/AIFM3/CCND1/CCNA1/BMP2/CASP1/CD14/ANXA1/CASP8/APP/CD44/CAV1/CASP4/ADD1/CD38/AVPR1A/CASP7/BCAP31/ATF3
HALLMARK_FATTY_ACID_METABOLISM	0.887460643595817	0.894454382826476	DLBC	ALDH1A1/ACSS1/ACSM3/AADAT/CBR1/CA2/BLVRA
HALLMARK_GLYCOLYSIS	-0.932044604467939	0.894454382826476	DLBC	B4GALT2/BPNT1/BIK/CHPF/CDK1/ALDOA/CENPA/AURKA/ARTN/ALDOB/ANGPTL4
HALLMARK_REACTIVE_OXYGEN_SPECIES_PATHWAY	0.86287721634926	0.894454382826476	DLBC	IPCEF1/GPX3/MPO/PRNP/FES/FTL/LSP1/NQO1/ATOX1/GCLC/GLRX/GPX4/JUNB/SBNO2/ABCC1/CDKN2D/CAT
HALLMARK_MYOGENESIS	0.841786101273266	0.913964435146444	DLBC	CASQ1/ACHE/ANKRD2
HALLMARK_PROTEIN_SECRETION	0.774312068652319	0.976502538670445	DLBC	EGFR/CTSC/DST/ABCA1/GALC/CD63/CLN5/ARFGAP3/BNIP3/ADAM10/CLCN3/ATP6V1H/GBF1/ARFIP1/ARF1/BET1/AP1G1
HALLMARK_UNFOLDED_PROTEIN_RESPONSE	-0.989395673215158	0.976502538670445	DLBC	EIF4EBP1/ATF4/CXXC1/EIF4A1/BANF1/ALDH18A1/EIF2S1/EEF2/DKC1/CHAC1/DDX10/ASNS/CKS1B
HALLMARK_ANDROGEN_RESPONSE	-0.790835039175329	0.976502538670445	DLBC	CENPN/HPGD/HMGCR/ADAMTS1/ANKH/BMPR1B/ALDH1A3/AZGP1
HALLMARK_SPERMATOGENESIS	0.718321404633749	0.976502538670445	DLBC	ALOX15/ARL4A/CHFR/ACE/CCNA1/CNIH2/ACRBP
HALLMARK_ADIPOGENESIS	0.718021163672309	0.976502538670445	DLBC	ARL4A/C3/APOE/ABCA1/CD302/ADCY6/ALDH2/CCNG2
HALLMARK_CHOLESTEROL_HOMEOSTASIS	0.650774628533457	1	DLBC	CLU/ANTXR2/ABCA2/ACSS2/FBXO6/GSTM2/FADS2/GNAI1/CXCL16
HALLMARK_PI3K_AKT_MTOR_SIGNALING	0.561075949574213	1	DLBC	FASLG/EGFR/GNA14/CDKN1B
HALLMARK_PANCREAS_BETA_CELLS	0.539047854753963	1	DLBC	PAK3/MAFB/INSM1/DPP4/ISL1/NKX2-2
HALLMARK_MITOTIC_SPINDLE	-0.472055750843799	1	DLBC	ARFIP2/CD2AP/AURKA/BIRC5/CCNB2
HALLMARK_UV_RESPONSE_UP	0.387063054109251	1	DLBC	CDO1/CA2/BMP2/CDKN1C/C4BPB/CDKN2B/ALAS1/ARRB2/CLCN2/ABCB1
HALLMARK_APICAL_SURFACE	1.83581106867383	0.0185147810164074	ESCA	RHCG/LYPD3/MAL/MDGA1/HSPB1/RTN4RL1/GAS1/DCBLD2/ATP6V0A4/SHROOM2/CX3CL1/GSTM3/CROCC/EFNA5/SLC2A4/AFAP1L2
HALLMARK_KRAS_SIGNALING_DN	1.77142504825775	0.0267775717864562	ESCA	CALML5/CCNA1/AKR1B10/ALOX12B/CLDN8/CD207/CHST2/CAMK1D/CELSR2/CNTFR/BRDT/ABCG4/CLDN16/BMPR1B
HALLMARK_EPITHELIAL_MESENCHYMAL_TRANSITION	1.762250102968	0.0267775717864562	ESCA	COL11A1/COL8A2/BASP1/COL7A1/COMP/CDH2/CD44/ABI3BP/ADAM12/CALD1/COL6A2/COL3A1/COL1A1/COL1A2/ACTA2/CADM1/COL5A3/CDH11/BDNF/BGN/COL16A1/BMP1/COL6A3/CAP2/CAPG/COL5A1/CD59/COL12A1
HALLMARK_PANCREAS_BETA_CELLS	-1.80173361803185	0.0267775717864562	ESCA	NKX2-2/NEUROD1/ABCC8/SCGN/SLC2A2/ISL1/INSM1/CHGA/PAX4/DPP4/NEUROG3/SYT13/HNF1A/FOXA2/PDX1
HALLMARK_APICAL_JUNCTION	1.6837325953412	0.0461620385800624	ESCA	ADAM23/CALB2/CADM3/ALOX15B/ACTG2/CDH3/BAIAP2/CADM2/CD274/ACTN2/CD86/CDH11/AKT3/ACTC1
HALLMARK_E2F_TARGETS	-1.61072213468594	0.137953667310426	ESCA	BRCA1/BARD1/CDCA3/CDC20/CENPE/CCNB2/ASF1B/ATAD2/BUB1B/BRCA2/CDKN3/CDK1/CHEK1/CCNE1/CDC25B/CKS2/CDC25A/CDCA8/AURKA/CDKN2A
HALLMARK_G2M_CHECKPOINT	-1.3635800207641	0.533646888567294	ESCA	CCNA2/CENPF/CCNF/AMD1/CENPA/BARD1/CDC7/CDC20/CENPE/CCNB2/BUB3/BRCA2/CDKN3/CDK1/CHEK1/CDC6/BUB1/CDC25B/CKS2/CDC25A/AURKA
HALLMARK_P53_PATHWAY	1.34106391590153	0.533646888567294	ESCA	CLCA2/ALOX15B/ABCC5/CDK5R1/BAIAP2/CDH13/CTSF/ADA
HALLMARK_INTERFERON_GAMMA_RESPONSE	1.25616543989514	0.595316405736087	ESCA	CD38/C1S/AUTS2/C1R/CFH/CD40/CD274/CCL5/CD86/BPGM/CCL2/CXCL9/CDKN1A/ARID5B/CXCL10/DDX60/BTG1/CASP1/CSF2RB/CD69/CMKLR1/CCL7
HALLMARK_GLYCOLYSIS	-1.23056936903077	0.595316405736087	ESCA	CASP6/AURKA/CHST4/ANG/CAPN5/B3GNT3/ALDOB
HALLMARK_MYOGENESIS	1.2260902958795	0.595316405736087	ESCA	CASQ2/ANKRD2/CD36/CDH13/ACSL1/AEBP1/ADAM12/CFD/ACTN2/CASQ1/ACTC1/CDKN1A/BHLHE40/CAMK2B/CKB/ADCY9
HALLMARK_APOPTOSIS	1.2206367933488	0.595316405736087	ESCA	CCNA1/ANXA1/CD38/CAV1/CD44/BGN/CCND1/BTG3/BTG2/BCL2L10/BNIP3L/BCL2L2/CD14/CASP1
HALLMARK_XENOBIOTIC_METABOLISM	1.21487197678096	0.595316405736087	ESCA	ADH7/AKR1C2/ALDH3A1/CBR1/AOX1/ARG1/BCAT1/AKR1C3
HALLMARK_PI3K_AKT_MTOR_SIGNALING	1.19338734299145	0.595316405736087	ESCA	ADCY2/DAPP1/EGFR/CAMK4/GNGT1
HALLMARK_HEME_METABOLISM	1.18676625658093	0.595316405736087	ESCA	ADD2/AQP3/BLVRA/BCAM/ACP5/BPGM/CAST/ARL2BP/ALDH1L1/BACH1/AGPAT4/BTG2/BNIP3L/ACSL6/BLVRB/BMP2K/ADIPOR1
HALLMARK_INFLAMMATORY_RESPONSE	1.17310548113014	0.595316405736087	ESCA	CHST2/BDKRB1/ADM/ABCA1/CD40/CCL17/ADORA2B/CCL5/CCL22/CCL2/CDKN1A/CD48/C3AR1/BTG2/CD82/CALCRL/CD14/CD69/CCL7/C5AR1/AXL
HALLMARK_COAGULATION	-1.17683164468502	0.595316405736087	ESCA	C8A/ADAM9/ARF4/CFI/CPN1/APOC3/CTSH/C2/C8G/APOA1/ANG/CFB/CAPN5/CTSE
HALLMARK_MITOTIC_SPINDLE	-1.14990045917965	0.595316405736087	ESCA	ALS2/ABR/ARHGEF11/ATG4B/ARHGEF7/CCNB2/BCAR1/ARAP3/BRCA2/ARFIP2/ARHGEF2/BUB1/ARHGAP4/AURKA/ARHGAP29/CD2AP/BIN1
HALLMARK_ESTROGEN_RESPONSE_EARLY	1.14575189686383	0.595316405736087	ESCA	CA12/CALB2/AQP3/CELSR2/CELSR1/CLIC3/BCL11B/CD44/CBFA2T3/AR/ADCY1/BCL2/CCND1
HALLMARK_HYPOXIA	1.14351002766719	0.595316405736087	ESCA	CA12/CHST2/CHST3/CAV1/ADM/ADORA2B/BGN/AMPD3/ALDOC/BCL2/ANGPTL4/CDKN1A/B4GALNT2/COL5A1/BHLHE40/BTG1/BNIP3L
HALLMARK_HEDGEHOG_SIGNALING	1.14696040844486	0.595316405736087	ESCA	GLI1/NKX6-1/VLDLR/CELSR1/CDK5R1/CRMP1/CNTFR/HEY1/NRP2/RTN1/HEY2/L1CAM/LDB1/MYH9
HALLMARK_UV_RESPONSE_DN	1.14008250568729	0.595316405736087	ESCA	COL11A1/CAV1/ABCC1/ATP2B4/AMPH/CELF2/COL3A1/COL1A1/COL1A2/ADORA2B/BDNF/AKT3/DBP
HALLMARK_UV_RESPONSE_UP	-1.10780972404718	0.605936819172113	ESCA	ACAA1/CA2/ARRB2/ALAS1/CCNE1/CLCN2/CHRNA5/CHKA/CCK/C4BPB
HALLMARK_MYC_TARGETS_V2	-1.10054484866762	0.605936819172113	ESCA	MYBBP1A/DUSP2/PRMT3/PPRC1/MRTO4/DDX18/PA2G4/AIMP2/NOC4L/GRWD1/IMP4/PLK4/CBX3/IPO4/NOLC1/DCTPP1/NDUFAF4/BYSL/NOP56/PLK1/HSPE1/HSPD1/GNL3
HALLMARK_BILE_ACID_METABOLISM	1.0632611388695	0.74193260033968	ESCA	CH25H/CYP7B1/BBOX1/ABCA1/ABCA9/ABCG4/ACSL1/ABCA6/ABCA4/CYP39A1/CROT/AR/CYP46A1/DIO2
HALLMARK_MYC_TARGETS_V1	-1.01916483651851	0.74193260033968	ESCA	CSTF2/CCT7/ABCE1/CDK4/EIF3J/APEX1/DEK/EIF3B/C1QBP/DDX18/CAD/CCNA2/CYC1/AIMP2/CDK2/CBX3/CCT2/DDX21/COX5A/CCT3/CDC20/CANX/EIF2S2/DHX15/EEF1B2/EIF1AX/ACP1/BUB3
HALLMARK_PROTEIN_SECRETION	1.02095588253039	0.74193260033968	ESCA	BNIP3/CAV2/EGFR/DST/ABCA1/CTSC/ATP6V1B1/AP2M1
HALLMARK_COMPLEMENT	-1.01600389124584	0.74193260033968	ESCA	C2/CASP10/CD55/APOA4/ANG/CASP5/C4BPB
HALLMARK_ESTROGEN_RESPONSE_LATE	1.01336290100098	0.74193260033968	ESCA	CCNA1/CA12/CELSR2/CLIC3/CAV1/CD9/ATP2B4/CD44
HALLMARK_FATTY_ACID_METABOLISM	1.00079226496542	0.74193260033968	ESCA	ADH7/ALDH3A1/CBR3/CBR1/BLVRA/ACSL1/BMPR1B/AOC3
HALLMARK_ALLOGRAFT_REJECTION	0.993855624358912	0.74193260033968	ESCA	CCL19/CCL13/BCAT1/CD40/CCL5/CCL22/CCL2/CCL11/CARTPT/CAPG/APBB1/CCR1/CCL7/CD4/ABI1/CD3E/CCR5/CCL4
HALLMARK_REACTIVE_OXYGEN_SPECIES_PATHWAY	0.987836025829039	0.74193260033968	ESCA	GPX3/PRNP/ABCC1/LSP1/G6PD/GCLC/GCLM/CDKN2D/JUNB/HMOX2/PDLIM1/PRDX6/PRDX1/IPCEF1/GPX4/NDUFA6/NDUFB4/MPO/ATOX1/SBNO2
HALLMARK_NOTCH_SIGNALING	-0.970308584563959	0.74193260033968	ESCA	TCF7L2/PRKCA/LFNG/ARRB1/FZD5/DTX4
HALLMARK_ANDROGEN_RESPONSE	0.930476749662576	0.842768366391419	ESCA	HOMER2/ELOVL5/ELL2/FADS1/BMPR1B/ALDH1A3/FKBP5/CCND1/ARID5B/ADAMTS1/DHCR24
HALLMARK_PEROXISOME	0.905043896632596	0.85812356979405	ESCA	CACNA1B/CRABP2/ABCC5/ELOVL5/CEL/ACSL1
HALLMARK_TGF_BETA_SIGNALING	0.891540349243637	0.85812356979405	ESCA	RAB31/SERPINE1/LTBP2/NOG/SMAD3/JUNB/SMAD1/LEFTY2/ID3/ACVR1/KLF10/APC/BCAR3/CDKN1C/ID1/BMPR2/PPM1A
HALLMARK_WNT_BETA_CATENIN_SIGNALING	0.888855708091508	0.85812356979405	ESCA	GNAI1/HEY1/JAG1/JAG2/FZD1/LEF1/ADAM17/HEY2/DLL1/DVL2/PPARD/FZD8/HDAC5/NOTCH1
HALLMARK_KRAS_SIGNALING_UP	-0.888329929687546	0.85812356979405	ESCA	BTBD3/ACE/CCL20/BIRC3/ANXA10/CFB
HALLMARK_OXIDATIVE_PHOSPHORYLATION	-0.860768699383133	0.900735294117647	ESCA	AFG3L2/ATP6V0B/ATP6V1C1/ACADVL/ACADSB/BAX/ABCB7/ACAA1/AIFM1/ALAS1/ACAT1/ATP1B1/ACAA2
HALLMARK_ADIPOGENESIS	0.838157209667311	0.900735294117647	ESCA	CD36/BCL6/ABCA1/ATP1B3/APOE/BCL2L13/ACADL/ANGPTL4/ANGPT1/BCKDHA/ADIPOQ
HALLMARK_IL6_JAK_STAT3_SIGNALING	0.803476392089859	0.946121623573595	ESCA	CD38/CD36/CNTFR/CD9/CXCL13/CD44
HALLMARK_ANGIOGENESIS	-0.811627193983086	0.946121623573595	ESCA	MSX1/PRG2/VEGFA/TIMP1/TNFRSF21/PDGFA/VAV2/APOH/VTN/SERPINA5/PF4
HALLMARK_SPERMATOGENESIS	-0.805886530479747	0.946121623573595	ESCA	CDKN3/CDK1/BUB1/ACRV1/ART3/AKAP4/AURKA/ACE/ACRBP/CFTR
HALLMARK_CHOLESTEROL_HOMEOSTASIS	0.761059946475741	0.95031355523396	ESCA	FABP5/GSTM2/GNAI1/CBS/CD9/FADS2
HALLMARK_TNFA_SIGNALING_VIA_NFKB	0.753778684923281	0.95031355523396	ESCA	BCL6/CD44/ABCA1/CCL5/CCL2/CEBPD/CCND1/CDKN1A/BTG3/CXCL10/BHLHE40/BTG2/BTG1/CEBPB
HALLMARK_INTERFERON_ALPHA_RESPONSE	0.71588979925671	0.9721260932486	ESCA	C1S/IFI44L/IFI44/HERC6/IFIT3/IFI27/CXCL10/GBP2/DDX60/IFIT2/IL15/CASP1/EIF2AK2/DHX58/IFIH1/IL4R/BST2
HALLMARK_IL2_STAT5_SIGNALING	-0.58743418810568	1	ESCA	CDC42SE2/AHCY/CA2/CDC6/CCNE1/AMACR/BCL2L1/COCH/BATF/ANXA4
HALLMARK_UNFOLDED_PROTEIN_RESPONSE	-0.609269863400455	1	ESCA	DDX10/ERN1/DCP1A/ARFGAP1/DNAJC3/CHAC1/ALDH18A1
HALLMARK_MTORC1_SIGNALING	0.514233454732419	1	ESCA	DAPP1/CD9/BCAT1/CTSC/CDKN1A/BHLHE40/BTG2
HALLMARK_DNA_REPAIR	-0.531025661201172	1	ESCA	ARL6IP1/CCNO/CANT1/ADCY6
HALLMARK_E2F_TARGETS	-3.27800619319792	2.5e-09	GBM	CIT/BARD1/ANP32E/CSE1L/CDKN2A/CDK4/CDC25B/CKS2/CDKN2C/CDKN3/CCNE1/BRCA1/CDK1/CHEK1/CENPM/BIRC5/CDCA3/ATAD2/BRCA2/ASF1B/AURKA/CDCA8/CDC25A/CCNB2/AURKB/CDC20/BUB1B/CENPE
HALLMARK_G2M_CHECKPOINT	-3.26453341134067	2.5e-09	GBM	CDK4/CDC25B/CKS2/CDKN2C/CDKN3/CDC7/CCND1/CDK1/CHEK1/BIRC5/BRCA2/CCNA2/CCNF/AURKA/CENPA/CDC25A/CDC6/BUB1/CCNB2/AURKB/CHAF1A/CDC20/CENPE/CDC45/CENPF
HALLMARK_MYC_TARGETS_V2	-2.78781147820273	3.68618159615815e-07	GBM	NOLC1/NOP16/MRTO4/GNL3/MPHOSPH10/AIMP2/GRWD1/PA2G4/LAS1L/IPO4/NOP56/BYSL/PPRC1/NOC4L/FARSA/PES1/MCM5/CDK4/NOP2/PPAN/MYBBP1A/MCM4/PLK4/PLK1
HALLMARK_IL6_JAK_STAT3_SIGNALING	1.94588984222593	1.00148905689136e-06	GBM	CXCL13/CCL7/CD14/CXCL3/CSF2RA/EBI3/CSF2RB/CCR1/CSF3R/CXCL1/IL12RB1/CD38/FAS/HMOX1/CXCL11/CXCL10/IL15RA/CXCL9/IL13RA1/CD36/IFNGR1/CD44/A2M/CSF1
HALLMARK_COAGULATION	1.93938000619221	2.12744547323437e-06	GBM	C3/C1QA/C1S/C2/CFB/CFD/APOC2/CTSH/APOC1/C1R/CFI/CSRP1/CTSB/CLU/CFH/CTSK/CTSO/A2M/ANG/ANXA1
HALLMARK_INFLAMMATORY_RESPONSE	1.93040946737308	2.67706372868624e-06	GBM	CCL20/AQP9/CCL7/CCL2/CD69/CD14/CCL5/APLNR/C3AR1/CD48/C5AR1/CCR7/CCRL2/CD55/CD70/AHR/CALCRL/CD40/CCL22/BTG2/BEST1/ABCA1/CCL17/AXL/BST2/CDKN1A/ABI1/BDKRB1
HALLMARK_INTERFERON_ALPHA_RESPONSE	1.88067924369297	1.11290749879683e-05	GBM	IL15/C1S/CD74/CASP1/GBP2/IFI30/CCRL2/CXCL11/CXCL10/IFITM2/IFITM1/IL4R/B2M/CSF1/IFI44L/EPSTI1/IFIT3/GBP4/IFIT2/HLA-C/IFI27/CASP8/BST2/IFI35/IFITM3/CD47/CMPK2/HERC6/DHX58/DDX60/ELF1/GMPR/IFIH1/BATF2
HALLMARK_INTERFERON_GAMMA_RESPONSE	1.86094613227952	2.07984201922162e-05	GBM	CCL7/CCL2/CD69/C1S/CFB/CD86/CCL5/CSF2RB/CD74/CMKLR1/CD38/C1R/CASP1/CIITA/BANK1/CXCL11/CXCL10/CASP4/CXCL9/CD40/CFH/B2M/APOL6/CASP8/BST2/CMPK2/CDKN1A/DHX58/DDX60
HALLMARK_ALLOGRAFT_REJECTION	1.83368117456999	3.31405651788207e-05	GBM	CCL7/CD3D/CCR2/CCL2/CCL4/CD2/C2/CCL13/CD3E/CCL5/CCR5/CCR1/CD7/CD3G/CD1D/CD4/CCL19/CD28/CD40/CCL22/CD247/CD40LG/B2M
HALLMARK_TNFA_SIGNALING_VIA_NFKB	1.77393255486395	0.000241697287821582	GBM	CCL20/CCL2/BCL2A1/CCL4/CD69/CCL5/CXCL1/CXCL2/BIRC3/CCRL2/CXCL11/CXCL10/AREG/BTG2/CLCF1/CD44/CSF1/CEBPB/CD80/ABCA1/B4GALT1/CEBPD/BMP2/BCL3/CDKN1A
HALLMARK_MYC_TARGETS_V1	-2.22821259694686	0.000241697287821582	GBM	DDX21/CCT7/DUT/CBX3/APEX1/CCT3/CUL1/EIF2S1/ABCE1/DHX15/CCT5/AIMP2/CSTF2/CAD/DEK/CDK2/CDK4/EIF3B/CCNA2/CDC20/CDC45
HALLMARK_COMPLEMENT	1.74470737743049	0.000251617921528477	GBM	C3/C1QA/C1S/C2/CASP5/C1QC/CCL5/APOC1/C1R/C4BPB/CASP1/CD55/CASP4/CASP10/APOBEC3G/CD36/CD40LG/ANG/CDH13/CD59
HALLMARK_BILE_ACID_METABOLISM	1.63122908919752	0.00331378385630133	GBM	AQP9/CH25H/DIO2/ABCA8/ABCA6/ACSL1/CYP7B1/ALDH1A1/ACSL5/CYP39A1/ABCA9/DIO1/ABCA1/BBOX1/CYP46A1/CAT/AMACR/CROT/ABCA4/CYP27A1/ALDH9A1/CYP7A1
HALLMARK_WNT_BETA_CATENIN_SIGNALING	-1.90043865839735	0.00357570461512615	GBM	NKD1/AXIN2/HDAC5/LEF1/HEY2/TP53/FZD8/HDAC2/MAML1/SKP2/DVL2/NCOR2/CSNK1E/KAT2A/DLL1/JAG1/AXIN1/PTCH1/NOTCH1/CCND2
HALLMARK_HEDGEHOG_SIGNALING	-1.72579645799783	0.0125855930442417	GBM	CRMP1/HEY2/NKX6-1/CELSR1/TLE1/CDK5R1/ACHE/SLIT1/PTCH1/VEGFA/CDK6/SHH/GLI1/CNTFR
HALLMARK_MITOTIC_SPINDLE	-1.6815294089353	0.0254025704435329	GBM	ALS2/ARHGDIA/ARL8A/ARHGEF11/CCDC88A/ARHGEF12/BCR/ACTN4/ABL1/BCAR1/ARHGEF7/ARHGEF2/ALMS1/ARAP3/BIRC5/BRCA2/AURKA/BUB1/CCNB2
HALLMARK_SPERMATOGENESIS	-1.60981856167499	0.0418301882022352	GBM	DCC/CFTR/CLPB/BRAF/CHRM4/CHFR/ARL4A/CNIH2/CDKN3/CCNA1/DBF4/CDK1/AURKA/BUB1/CCNB2
HALLMARK_NOTCH_SIGNALING	-1.25935326762504	0.181296628362608	GBM	NOTCH3/HES1/MAML2/LFNG/KAT2A/DLL1/JAG1/CCND1/NOTCH1
HALLMARK_XENOBIOTIC_METABOLISM	1.3272834674959	0.187434002111932	GBM	AQP9/AKR1C2/AKR1C3/ABCC3/ALDH3A1/APOE/ARG1/AOX1/ALDH2/BLVRB/ABHD6/CAT/ATOH8/ADH7/ARG2/ACOX2/ALDH9A1
HALLMARK_KRAS_SIGNALING_UP	1.32719817223123	0.187434002111932	GBM	CCL20/CFB/C3AR1/CD37/BIRC3/ADAMDEC1/APOD/ADAM8/ARG1/CFH/ANGPTL4/ALDH1A3/BMP2/ALDH1A2/ANKH/BTC
HALLMARK_REACTIVE_OXYGEN_SPECIES_PATHWAY	1.3030524631746	0.215312202693906	GBM	MGST1/MBP/GPX3/FTL/MPO/HHEX/GLRX/LSP1/NQO1/CAT/JUNB/FES/GCLC/PRNP/PRDX6/IPCEF1/ATOX1/GCLM/PRDX1/MSRA/GPX4
HALLMARK_EPITHELIAL_MESENCHYMAL_TRANSITION	1.2691454770856	0.259191705865412	GBM	ABI3BP/COL6A3/AREG/COL8A2/COL3A1/COL1A1/CD44/CAPG/CD59/ACTA2/COL1A2/BASP1
HALLMARK_MTORC1_SIGNALING	-1.22950483044665	0.290319527476039	GBM	ACSL3/CYP51A1/CCT6A/ACLY/ACACA/ASNS/BCAT1/CCNF/AURKA/CDC25A/BUB1
HALLMARK_APOPTOSIS	1.21537313733558	0.348303911388024	GBM	CD2/CD14/CD38/BIRC3/CASP1/CASP4/AIFM3/CAV1/BTG2/CD44/BMF/ANXA1/CASP8/BMP2
HALLMARK_ANGIOGENESIS	1.19150056879996	0.450793650793651	GBM	CXCL6/SPP1/LUM/S100A4/OLR1/THBD/SERPINA5/PF4/COL3A1/APOH/TIMP1/KCNJ8/ITGAV/PGLYRP1
HALLMARK_ADIPOGENESIS	1.13520895822512	0.544209838083151	GBM	C3/CD302/ANGPT1/CD36/APOE/ANGPTL4/ABCA1/ACADL/ADIG/ALDH2/CAT
HALLMARK_FATTY_ACID_METABOLISM	1.12956161900467	0.544209838083151	GBM	CA4/ACSL1/ALDH1A1/ACSL5/ALDH3A1/ACSL4/ACADL/AOC3/BMPR1B/ADH7/ALAD/ALDH9A1/ACSM3/AUH/ACADS/BCKDHB/CA2/ADH1C/ACAA1/ALDH3A2/AQP7/ACO2/ACAA2/ADIPOR2/CBR1/ACOX1
HALLMARK_HEME_METABOLISM	1.09995210877885	0.608299746230781	GBM	C3/ACP5/BTG2/BMP2K/CCDC28A/ALAS2/BLVRB/ABCG2/CAT/ALDH1L1/ALAD/ATG4A/AQP3/CAST/ANK1/AHSP/ACSL6/CA2/BNIP3L/ADIPOR1/BACH1
HALLMARK_P53_PATHWAY	1.08812358759132	0.620036984662243	GBM	ALOX15B/CASP1/CEBPA/CLCA2/BTG2/CDH13/CTSD/BMP2/CDKN1A/ADA/BTG1/CTSF/CCNG1/ATF3/AK1/CD81/CGRRF1
HALLMARK_MYOGENESIS	1.06542191033247	0.671624292365926	GBM	CFD/APLNR/APOD/ACSL1/BDKRB2/CASQ2/CD36/ACTC1/CDH13/BIN1/CKM/CHRNA1/CKMT2/CDKN1A/CASQ1
HALLMARK_IL2_STAT5_SIGNALING	1.05992514063283	0.671624292365926	GBM	CD86/BATF/CD48/CCR4/AHR/CDCP1/ANXA4/CD79B/CAPN3/CD44/CAPG/BMP2/AHNAK/CDC42SE2/AMACR
HALLMARK_ESTROGEN_RESPONSE_EARLY	1.02143458202899	0.73442429022082	GBM	AREG/CXCL12/CALCR/CLIC3/ALDH3B1/CALB2/CD44/B4GALT1/ADD3/BLVRB/CHPT1/CLDN7/ANXA9/CBFA2T3/AQP3/BCL11B/CISH/ARL3/ASB13/AR/CA12/AMFR/BCL2
HALLMARK_HYPOXIA	0.968801615542299	0.82687338501292	GBM	CP/AMPD3/CAV1/ANGPTL4/CDKN1A/ANXA2/CITED2/BTG1/CDKN1C/ALDOC/CHST2/ATF3/BNIP3L/COL5A1/BGN/CA12/BCL2/CCNG2
HALLMARK_APICAL_JUNCTION	0.957521066173694	0.82687338501292	GBM	CD86/CD209/ALOX15B/CADM3/CALB2/ACTC1/AMIGO2/B4GALT1/ACTG2/CD99
HALLMARK_APICAL_SURFACE	0.954763209715885	0.82687338501292	GBM	LYN/IL2RG/GHRL/MAL/IL2RB/PLAUR/B4GALT1/NTNG1/LYPD3/SLC2A4/EFNA5/RTN4RL1/GSTM3
HALLMARK_DNA_REPAIR	-0.943158859452776	0.82687338501292	GBM	CMPK2/CETN2/ADA/AK3/COX17/AK1/APRT/DAD1/EIF1B/BCAP31/DCTN4/BRF2/ERCC4/DDB2/CLP1/BCAM/BOLA2/ELL/ERCC1/DGUOK/ARL6IP1/EDF1/ERCC8/CCNO/CANT1/DUT/DDB1/ERCC3/ERCC5/ERCC2/CSTF3/ADRM1/AAAS/ADCY6/DGCR8/FEN1
HALLMARK_GLYCOLYSIS	-1.09727005861079	0.82687338501292	GBM	ABCB6/ANKZF1/CHPF/B4GALT2/B3GALT6/CAPN5/AGRN/ARTN/CACNA1H/CDK1/AURKA/CENPA
HALLMARK_OXIDATIVE_PHOSPHORYLATION	0.889233602020262	0.82687338501292	GBM	ATP6V0E1/ACADSB/ATP1B1/ATP6V0B/ATP6V1E1/ATP6V1H/ACAA1/ATP6V1C1/ALDH6A1/ACO2/ACAA2/ATP6V1D/ACAT1/ATP6V1F/ACADM/ATP6V1G1
HALLMARK_PEROXISOME	0.902804732237979	0.82687338501292	GBM	DHRS3/ACSL1/ALDH1A1/ACSL5/ACSL4/ALB/DIO1/CAT
HALLMARK_ANDROGEN_RESPONSE	-0.896190604526933	0.82687338501292	GBM	ADRM1/ACSL3/ABHD2/AKAP12/AKT1/CENPN/HMGCR/CCND1/HMGCS1/CDK6
HALLMARK_PANCREAS_BETA_CELLS	0.874706783827521	0.82687338501292	GBM	MAFB/VDR/DPP4/PCSK1
HALLMARK_UV_RESPONSE_DN	0.865647827341289	0.82687338501292	GBM	DAB2/ANXA4/CAV1/COL3A1/COL1A1/ADD3/COL1A2/ANXA2/CITED2/ATP2B4/ATP2C1/BCKDHB/AMPH
HALLMARK_PI3K_AKT_MTOR_SIGNALING	-0.868952640496952	0.82687338501292	GBM	CDK2/ACACA/CDK4/FGF17/AKT1/CDK1/E2F1
HALLMARK_ESTROGEN_RESPONSE_LATE	0.797595882819695	0.900066495677781	GBM	BATF/ASS1/AREG/CALCR/CLIC3/CAV1/ALDH3B1/CD44/ADD3/BLVRB/CHPT1/ACOX2/ANXA9/ATP2B4/CD9/CISH/ARL3/CA2/ALDH3A2/AGR2/CA12/COX6C/AMFR/BCL2
HALLMARK_KRAS_SIGNALING_DN	0.773467043044215	0.91842621437637	GBM	AKR1B10/BTG2/CD40LG/ACTC1/CACNA1F/CD80/CKM/ADRA2C/BMPR1B/CCR8/ARPP21/CAPN9
HALLMARK_UNFOLDED_PROTEIN_RESPONSE	-0.847672708824409	0.919732441471572	GBM	EIF4A3/BANF1/DCTN1/EIF2S1/CNOT4/ALDH18A1/CNOT6/EIF4EBP1/CKS1B/CEBPG/ERN1/DDX10/CXXC1/CHAC1/DKC1/EEF2/EIF4G1/ARFGAP1/EDC4/ASNS
HALLMARK_PROTEIN_SECRETION	0.710619514776244	0.968229618266302	GBM	CTSC/CAV2/ABCA1/GALC/ARFIP1/CLN5/GLA/ATP6V1H/AP3S1/BET1/CD63/ATP7A/ATP1A1/AP2M1/COG2/AP2S1/CLCN3/ADAM10/CLTC
HALLMARK_TGF_BETA_SIGNALING	0.655210648123261	0.982236154649948	GBM	LTBP2/ID3/BMP2/JUNB/ID2/NOG/ID1/ENG/CDKN1C/FNTA/SERPINE1/RHOA/ACVR1/IFNGR2/CTNNB1/LEFTY2/PPM1A/RAB31
HALLMARK_CHOLESTEROL_HOMEOSTASIS	0.599970286968853	0.982236154649948	GBM	ANXA13/CLU/CXCL16/FABP5/GNAI1/FBXO6/GPX8/ANTXR2/ETHE1/ALCAM/ADH4/ALDOC/ATF3/CD9
HALLMARK_UV_RESPONSE_UP	0.554165351090034	0.982236154649948	GBM	C4BPB/CCK/BTG2/ARRB2/BMP2/CDO1/AQP3/AMD1/BTG1/CDKN1C/ATF3/BID/CA2/ABCB1/ACAA1
HALLMARK_INTERFERON_ALPHA_RESPONSE	-2.58511310067928	1.01461980765298e-06	HNSC	CASP1/IL4R/CD47/B2M/IFIH1/HERC6/HLA-C/IFI35/DDX60/IFIT2/IFI44L/BST2/EPSTI1/CXCL10/IFIT3/IFITM1/IFI44/IFI27/IFITM3/BATF2/CXCL11
HALLMARK_MYC_TARGETS_V1	-2.47221242021645	1.537911866683e-05	HNSC	DDX21/EEF1B2/CDC45/DUT/CAD/CSTF2/CYC1/DHX15/EIF1AX/EIF3D/APEX1/EIF3J/CCT7/CCNA2/CCT4/CLNS1A/ABCE1/COPS5/EIF2S2/BUB3/C1QBP/AIMP2/AP3S1/CBX3/CCT3/EIF2S1/CCT5/EIF3B/CCT2/CDC20
HALLMARK_MYC_TARGETS_V2	-2.40055660299399	3.2705850412222e-05	HNSC	PPRC1/NDUFAF4/PLK4/GNL3/NOP2/LAS1L/DCTPP1/GRWD1/IMP4/HSPE1/PA2G4/HSPD1/NOC4L/PES1/NOLC1/AIMP2/NPM1/IPO4/PRMT3/NOP56/CBX3/PPAN/MYBBP1A/PLK1/BYSL/NIP7/NOP16/MYC/MRTO4
HALLMARK_BILE_ACID_METABOLISM	1.74368891501675	0.00478281299736275	HNSC	ALDH1A1/ABCA3/CYP7B1/CYP27A1/AR/ABCA8/ABCD2/ABCA9/DIO2/ABCA6/ABCA2/CH25H/BMP6/ABCA5
HALLMARK_PEROXISOME	1.68637975707836	0.0127540274282522	HNSC	ALDH1A1/CACNA1B/CEL/CRABP1/ABCD2/CADM1/ABCB1/ABCC5/ABCB4/DHRS3/ALDH9A1/ACOX1/ACSL1/CRAT/ABCC8
HALLMARK_ALLOGRAFT_REJECTION	1.66891779740272	0.0127540274282522	HNSC	CCL19/CD40LG/CCR2/CD28/CD3G/CD3E/CD247/CD4/CD2/APBB1/CCL22/CCR5/CD3D/ACVR2A/CD7/CD1D/ACHE/CCL2/BCAT1/CCR1
HALLMARK_DNA_REPAIR	-1.76371469854676	0.0169363631702296	HNSC	APRT/ERCC1/DAD1/CSTF3/ELL/CANT1/CLP1/CETN2/ADRM1/DGUOK/FEN1/BCAP31/EDF1/AK1/BOLA2/CMPK2/BCAM/ADA/CDA
HALLMARK_MYOGENESIS	-1.68395360672595	0.0436118952340605	HNSC	BIN1/APP/CHRNB1/CDH13/CACNG1/AGRN/CASQ2/CHRNG/ACTN2/BDKRB2/CHRNA1/CAV3/ACTA1/CKM/ACTC1
HALLMARK_APICAL_SURFACE	1.54167375308319	0.0736114436544253	HNSC	MAL/GSTM3/CX3CL1/IL2RG/SLC2A4/ATP6V0A4/ATP8B1/IL2RB/GHRL/PKHD1/RHCG/MDGA1/SCUBE1
HALLMARK_TNFA_SIGNALING_VIA_NFKB	-1.5333905236467	0.0736114436544253	HNSC	BIRC2/BMP2/CD44/CEBPB/CXCL2/CLCF1/CXCL10/CXCL11/CSF2/AREG
HALLMARK_E2F_TARGETS	-1.49158450620766	0.0762451861476394	HNSC	CDCA3/CCNB2/CSE1L/AK2/CDC25A/CENPE/CDKN3/CDKN1A/CCNE1/CHEK1/CDCA8/CKS2/CKS1B/AURKB/BIRC5/CDC25B/AURKA/CDC20
HALLMARK_FATTY_ACID_METABOLISM	1.48238378833058	0.0762451861476394	HNSC	ADH7/ALDH1A1/ALDH3A1/ADH1C/ACSM3/ACSS1/ACADL/ALDH9A1/AOC3/CA6/ACOX1/ACSL1/AADAT/ACAT2/ALDH3A2/ACADS/CBR3/BCKDHB/ACO2/CBR1/ALAD/CA4
HALLMARK_XENOBIOTIC_METABOLISM	1.47134130724038	0.0792567235762656	HNSC	ADH7/ALDH3A1/ADH1C/ABCD2/ARG1/ATOH8/AKR1C3/AOX1/ALDH2/AKR1C2/ALDH9A1/ACOX1/APOE/ACSM1/BCAT1
HALLMARK_COAGULATION	1.38356175970633	0.184661323275185	HNSC	COMP/CLU/C8G/CAPN5/APOC1/CTSE/CFI/CD9/CTSK/CTSO/A2M/CTSH/APOC2/CASP9/C3/CFD
HALLMARK_G2M_CHECKPOINT	-1.34518282175657	0.219972067039106	HNSC	BUB1/CCNB2/CCNA2/CDC25A/CCND1/CENPE/CHMP1A/BUB3/CENPA/CDKN3/CHEK1/CKS2/CKS1B/AURKB/BIRC5/CDC25B/AURKA/CDC20
HALLMARK_HEDGEHOG_SIGNALING	1.35176766309425	0.219972067039106	HNSC	NRCAM/AMOT/RTN1/SHH/PTCH1/CRMP1/HEY1/SLIT1/VLDLR/DPYSL2/THY1/ACHE/TLE3/GLI1/CNTFR/SCG2/UNC5C/OPHN1
HALLMARK_APICAL_JUNCTION	-1.27680510618836	0.320239144816628	HNSC	CALB2/ACTB/CAP1/BMP1/CD276/ACTN2/CDH15/CDH3/ACTN1/ACTA1/AMIGO2/ACTC1
HALLMARK_PANCREAS_BETA_CELLS	1.24191437060871	0.453825536062378	HNSC	PCSK2/INSM1/ISL1/GCK/PAK3/SYT13/AKT3/DPP4
HALLMARK_TGF_BETA_SIGNALING	-1.19540909560772	0.482456140350877	HNSC	PPP1CA/KLF10/BMP2/RAB31/SLC20A1/NOG/PMEPA1/BCAR3/SERPINE1
HALLMARK_SPERMATOGENESIS	1.20272794120555	0.482456140350877	HNSC	CLGN/CFTR/CAMK4/DCC/ALOX15/ADCYAP1/DDX25/ACRBP/DMC1/DMRT1/ACE/BRAF/CNIH2/CCT6B/CLVS1
HALLMARK_IL2_STAT5_SIGNALING	1.19238906872087	0.506474519632414	HNSC	COCH/BCL2/CCR4/CD79B/ABCB1/CD48
HALLMARK_ESTROGEN_RESPONSE_EARLY	1.19496382030642	0.51481667503767	HNSC	ABCA3/BCL2/AR/CHPT1/CBFA2T3/CXCL12/ADD3/CLDN7/ANXA9
HALLMARK_PROTEIN_SECRETION	-1.11462262931604	0.607760635811127	HNSC	COPB1/DNM1L/ERGIC3/DST/EGFR/ATP6V1H/CLTA/AP2S1/ATP6V1B1/AP2B1/AP3S1/CTSC/BNIP3/CAV2
HALLMARK_ADIPOGENESIS	1.13472063367137	0.638179800221976	HNSC	ANGPT1/CD302/CD36/ACADL/ALDH2/ADCY6/BCL6/CDKN2C/ACOX1/ADIPOQ/APOE/AGPAT3/ACADS/C3/ACO2/BCKDHA/ARL4A/ACAA2/ABCA1
HALLMARK_INTERFERON_GAMMA_RESPONSE	-1.06082091443825	0.645161290322581	HNSC	CMPK2/CDKN1A/CASP1/B2M/CASP4/CCL7/BPGM/DDX60/BST2/CXCL10/BATF2/CXCL11
HALLMARK_UV_RESPONSE_DN	1.08507135997598	0.682475654972905	HNSC	BDNF/CELF2/CDON/ADD3/AKT3/DBP/DDAH1/ACVR2A/AMPH/DAB2/ABCC1/COL3A1/CDKN1B/BCKDHB/ARHGEF9/COL1A2/COL11A1/ATP2B1
HALLMARK_INFLAMMATORY_RESPONSE	1.08805788401292	0.682475654972905	HNSC	CCR7/CD48/CCL22/APLNR/CD69/CCL17/BTG2/ACVR2A/CALCRL/CCL2/CCL20/C3AR1/CCL24/ATP2B1/ACVR1B/BEST1/CD40/C5AR1/CHST2/AQP9/ABCA1/ATP2C1/CCRL2/ATP2A2
HALLMARK_UNFOLDED_PROTEIN_RESPONSE	-1.02342827501685	0.694444444444445	HNSC	DCTN1/EIF4E/ATP6V0D1/DDX10/EIF4A3/CALR/DKC1/BANF1/EIF2S1/EIF4A1/CKS1B/EIF4EBP1/ARFGAP1/CEBPB/DDIT4
HALLMARK_KRAS_SIGNALING_DN	1.04283089326663	0.725598526703499	HNSC	CLDN8/CD40LG/AKR1B10/CALML5/ALOX12B/CD207/C5/CCR8/ATP4A/CAPN9/BTG2/CACNA1F/CAMK1D/CALCB/BARD1/CCDC106
HALLMARK_REACTIVE_OXYGEN_SPECIES_PATHWAY	1.03463955086857	0.725598526703499	HNSC	IPCEF1/HHEX/GSR/GPX3/MGST1/GCLM/GCLC/ABCC1/PRDX2/FES/MSRA/MPO/LSP1/G6PD/FTL
HALLMARK_KRAS_SIGNALING_UP	0.991440230278726	0.798305637015314	HNSC	ADAMDEC1/ABCB1/CD37/APOD/ARG1/BTC/ALDH1A2/BIRC3/ACE/AKAP12/ANXA10/CCL20
HALLMARK_WNT_BETA_CATENIN_SIGNALING	0.983929472701145	0.798305637015314	HNSC	LEF1/PTCH1/HEY1/AXIN2/TP53/DKK4/FZD8/TCF7/NOTCH4/FZD1/FRAT1/WNT1/NOTCH1
HALLMARK_GLYCOLYSIS	-0.958414238978462	0.798305637015314	HNSC	CENPA/ANKZF1/ADORA2B/ARTN/CHPF/B4GALT2/CD44/AGRN/AURKA/B3GNT3/ANGPTL4
HALLMARK_NOTCH_SIGNALING	0.942507996002697	0.844195313027622	HNSC	FZD7/NOTCH3/WNT5A/WNT2/ARRB1/FZD1/MAML2/DTX1/NOTCH1/NOTCH2
HALLMARK_HEME_METABOLISM	0.900109336546063	0.934859376970614	HNSC	ALDH1L1/ADD2/ACSL6
HALLMARK_HYPOXIA	0.883110920208745	0.934859376970614	HNSC	BCL2/CP/ALDOB/B4GALNT2/BCAN/ATP7A/CDKN1C/ALDOC/BTG1/AKAP12
HALLMARK_ESTROGEN_RESPONSE_LATE	0.866344363161292	0.946986590550947	HNSC	ABCA3/BCL2/CACNA2D2/CHPT1/ADD3/ANXA9/ASCL1/CHST8/BATF/CD9/ABHD2
HALLMARK_PI3K_AKT_MTOR_SIGNALING	0.836124295583839	0.951597744360902	HNSC	CXCR4/CAMK4/GNA14/ADCY2/FGF17/FASLG/CDKN1B
HALLMARK_ANDROGEN_RESPONSE	0.824729085519785	0.951597744360902	HNSC	HPGD/GPD1L/GSR/ARID5B/FADS1/ABHD2/ELK4/AKAP12/ABCC4/CDC14B
HALLMARK_CHOLESTEROL_HOMEOSTASIS	0.803453909128558	0.951597744360902	HNSC	GSTM2/CLU/FADS2/ABCA2/AVPR1A/CD9/CBS/ALDOC/ACAT2/ALCAM/FDFT1/ATF5/ADH4/DHCR7/CXCL16/ECH1/ACSS2
HALLMARK_EPITHELIAL_MESENCHYMAL_TRANSITION	0.791213784763539	0.951597744360902	HNSC	COMP/ABI3BP/BDNF/CADM1
HALLMARK_IL6_JAK_STAT3_SIGNALING	0.779056740917634	0.951597744360902	HNSC	CSF2RB/IL17RB/CXCL13/CD36/CD38/CRLF2/CSF2RA/CD9/EBI3/A2M/CSF3R/HMOX1/CCR1/CSF1/CNTFR
HALLMARK_MITOTIC_SPINDLE	-0.820887102558274	0.968992248062016	HNSC	BUB1/CDC42/CCNB2/CD2AP/ARHGDIA/BIN1/ARFIP2/ARHGAP29/BIRC5/ANLN/AURKA/BCAR1
HALLMARK_MTORC1_SIGNALING	0.718671985772283	0.980662983425414	HNSC	CXCR4/CFP/ADD3/BTG2/CD9/CORO1A
HALLMARK_OXIDATIVE_PHOSPHORYLATION	0.664090446147905	0.989035087719298	HNSC	ACADSB/ALDH6A1/ATP1B1/ACO2/BCKDHA/ACAA2
HALLMARK_APOPTOSIS	-0.766178337872977	0.989035087719298	HNSC	CASP1/CASP4/APP/BMP2/CD44/CCNA1/CAV1
HALLMARK_P53_PATHWAY	0.650232062795305	0.989035087719298	HNSC	ABCC5/CDKN2A/BTG2/CEBPA/ABHD4/CTSF/BTG1/CDKN2B/ANKRA2/ALOX15B/ABAT/ACVR1B/CDKN2AIP
HALLMARK_ANGIOGENESIS	0.620896545617905	0.989035087719298	HNSC	LPL/FGFR1/VCAN/LUM/COL3A1/SLCO2A1/SPP1/KCNJ8/POSTN/SERPINA5
HALLMARK_UV_RESPONSE_UP	0.56744427731706	0.989035087719298	HNSC	CDO1/ABCB1/BTG2/CDKN1C/BTG1/CDKN2B/BCL2L11
HALLMARK_COMPLEMENT	0.535201906544556	0.989035087719298	HNSC	CD40LG/ADRA2B/CD36/APOC1/APOBEC3F/APOBEC3G/CASP9/C3/BRPF3/C2/C1QC
HALLMARK_ALLOGRAFT_REJECTION	1.79853318343338	4.42298751410836e-06	KICH	C2/CD2/CCR1/CCR5/CD3D/CD3E/CCR2/CCL19/CD4/CCL2/CD28/CD3G/CD40LG/CCL11/CD247/CCL5/CD7/CCL4/CCL13/CCL22/CD1D/BCL3/CCL7/BCAT1
HALLMARK_FATTY_ACID_METABOLISM	-2.21630045083156	0.000116551546030582	KICH	ALDH3A2/ACSL1/ACAT2/ACOT8/BCKDHB/CA4/ACAA1/AQP7/CBR1/ALDH3A1/ACO2/ACAA2/ADIPOR2/ALDOA/AUH/ACADS/CA2/ACADL/ACSM3/BMPR1B
HALLMARK_OXIDATIVE_PHOSPHORYLATION	-2.27241569598019	0.000116551546030582	KICH	ABCB7/ACADM/ATP6V1H/ATP6AP1/ALAS1/ATP6V1E1/ATP6V0E1/ATP6V1F/ACAA1/ACADSB/AIFM1/ATP6V0B/ALDH6A1/AFG3L2/ACO2/ATP6V1D/ACAA2/BCKDHA/ACAT1/ATP6V0C/ATP1B1
HALLMARK_EPITHELIAL_MESENCHYMAL_TRANSITION	1.68218499366937	0.000116551546030582	KICH	ADAM12/COL1A1/ANPEP/BASP1/CDH11/COL5A1/COL7A1/COL11A1/COL8A2/COL3A1/COL5A2/COL1A2/COL12A1/COL6A3/COL6A2/BGN/BMP1/CALD1/CADM1/CDH2/ABI3BP/ACTA2/COL4A1/COL4A2/COL16A1/COL5A3/COMP/BDNF/CDH6/CD44
HALLMARK_INTERFERON_GAMMA_RESPONSE	1.60238457536388	0.00135616594704148	KICH	CFB/CXCL9/CD86/C1S/CD38/CFH/C1R/CSF2RB/CASP1/CXCL11/CCL2/CMKLR1/CCL5/CD74/CXCL10/CIITA/CCL7/ARID5B/CMPK2/CD274/CASP4/CD69/CDKN1A/BATF2
HALLMARK_PANCREAS_BETA_CELLS	-1.94000373841141	0.00152400384618545	KICH	AKT3/SYT13/ISL1/PCSK1/FOXO1/VDR/CHGA/NKX6-1/HNF1A/SST
HALLMARK_IL6_JAK_STAT3_SIGNALING	1.51193513525218	0.00999550727861987	KICH	CCR1/HMOX1/CXCL9/CD38/CSF3R/CD14/IL12RB1/CSF2RB/EBI3/CXCL11/CSF2RA/CXCL1/CXCL13/CXCL3/CSF1/CXCL10/A2M/CCL7
HALLMARK_ANGIOGENESIS	1.43748893498195	0.0349633350398442	KICH	POSTN/VCAN/LUM/TIMP1/COL3A1/COL5A2/S100A4/NRP1/STC1/MSX1/PDGFA/THBD/FSTL1/OLR1/LPL/CXCL6/JAG1/JAG2/PF4/VTN/PRG2/SPP1/CCND2/KCNJ8
HALLMARK_COAGULATION	1.42797820518781	0.0399171603483591	KICH	C2/CFB/C1QA/C1S/C3/CFH/CFD/C1R/APOC1/APOC2/CTSK/BMP1/A2M/CFI/CRIP2/CTSB/ANG/ANXA1/COMP/CTSH
HALLMARK_KRAS_SIGNALING_UP	1.44578309007894	0.0455562369996832	KICH	CFB/ABCB1/C3AR1/APOD/ADAMDEC1/CFH/CCL20/AKAP12/ADAM8/ANGPTL4/CD37
HALLMARK_INTERFERON_ALPHA_RESPONSE	1.42575721389962	0.0496147892549191	KICH	C1S/EPSTI1/CASP1/CXCL11/IFI44L/IL4R/CD74/IFI44/CSF1/GBP4/CXCL10/IFITM1/IFI27/IFI30/IFITM3/CMPK2/IFITM2
HALLMARK_INFLAMMATORY_RESPONSE	1.38915516152395	0.0563510449307614	KICH	C3AR1/CD48/AQP9/CD14/CCR7/CCL20/CCL2/AXL/CD70/CCL5/CCL22/ADORA2B/C5AR1/CCL7/BEST1/CALCRL
HALLMARK_TNFA_SIGNALING_VIA_NFKB	1.39388794591066	0.0654966497017084	KICH	BCL2A1/CCL20/CXCL2/CXCL11/CCL2/CXCL1/CCL5/CCL4/CD80/CSF1/CXCL10/BCL3/BIRC3/CEBPB/CD69/CD44/CDKN1A
HALLMARK_COMPLEMENT	1.33514084588731	0.127420998980632	KICH	C2/C1QC/C1QA/C1S/C3/C1R/CASP1/APOC1/CD40LG/CCL5/APOBEC3G/CASP10
HALLMARK_APICAL_JUNCTION	1.25401515576628	0.309208290859667	KICH	CD86/CDH11/CD209/CDH15/CDH3/ACTG2/CADM3/ACTN1/ALOX15B/ACTA1/BMP1/CALB2/BAIAP2/ADAM23/ATP1A3
HALLMARK_KRAS_SIGNALING_DN	-1.28210072020388	0.327917412996536	KICH	CCDC106/ARHGDIG/CHST2/CALCB/CLDN8/ATP6V1B1/CDH16/BMPR1B
HALLMARK_G2M_CHECKPOINT	1.16384221912801	0.641602206631888	KICH	BCL3/CDC7/BRCA2/AURKB/BARD1/CCNA2/CDC20/CDC6/CDKN3/CDC45/CENPA/BUB1/CDK1/CENPE/BIRC5/CENPF/CKS2/CDC25B/BUB3/CDC25A/CDC27/CASP8AP2/CKS1B/CCNF
HALLMARK_NOTCH_SIGNALING	1.14611452249775	0.668562728018572	KICH	DTX1/NOTCH2/WNT5A/LFNG/ARRB1/DTX4/HEYL/MAML2/NOTCH1/SAP30/FZD1/JAG1/HES1/NOTCH3
HALLMARK_PROTEIN_SECRETION	-1.21470277097581	0.668562728018572	KICH	ARFGAP3/CAV2/CLN5/ARFIP1/ATP6V1H/CLCN3/BET1/AP3B1/ARFGEF2/AP1G1/DNM1L/COPE/ATP7A/ATP1A1/ATP6V1B1
HALLMARK_IL2_STAT5_SIGNALING	1.12285792372461	0.726299694189602	KICH	CD86/ABCB1/CD48/ADAM19/BATF/BATF3/CCR4
HALLMARK_UV_RESPONSE_DN	1.10008990378445	0.775606080751673	KICH	COL1A1/COL11A1/COL3A1/COL5A2/COL1A2/ADORA2B/AMPH/DAB2/BDNF/ATP2B4
HALLMARK_E2F_TARGETS	1.09069896001082	0.775606080751673	KICH	CDKN2A/BRCA2/AURKB/BARD1/CHEK2/CDC20/CCNE1/CDKN3/BRCA1/CDK1/CDKN1A/CENPE/BIRC5/ATAD2/CKS2/CDCA8/CDC25B/CDCA3/CDC25A
HALLMARK_APOPTOSIS	1.08604226843721	0.775606080751673	KICH	CD2/CD38/CD14/CASP1/BGN/CCNA1/BIRC3/ANKH/BID/ANXA1/CASP4/BRCA1/BNIP3L/CD44
HALLMARK_MYOGENESIS	1.04342115363412	0.92804960924227	KICH	ADAM12/APOD/CFD/AEBP1/CHRNA1/ACTA1/BIN1/CASQ1/CDH13/APLNR/CASQ2/CDKN1A/AGRN/ABLIM1
HALLMARK_P53_PATHWAY	1.03097267510063	0.93265306122449	KICH	CASP1/ADA/ALOX15B/CEBPA/BAIAP2/CDKN2A/CDH13/CDKN2B/CCND3/CDKN1A/CCND2/CSRNP2/AEN/BTG2/CD82/CLCA2/BAX
HALLMARK_PI3K_AKT_MTOR_SIGNALING	0.963832690333246	0.986721144024515	KICH	DAPP1/CAMK4/FASLG/CXCR4/ACTR2/CDK1/CDKN1A/GNA14/ACTR3
HALLMARK_DNA_REPAIR	-0.90361657299745	0.986721144024515	KICH	CETN2/BOLA2/EDF1/BRF2/DUT/AAAS/DAD1/BCAP31/DDB1/ARL6IP1/CDA/APRT/COX17/EIF1B/BCAM/ADCY6
HALLMARK_MTORC1_SIGNALING	0.931125000720551	0.986721144024515	KICH	DAPP1/CORO1A/CFP/CXCR4/BCAT1/DDIT4/BUB1/ACTR2/CTSC/ASNS/CDKN1A/ACLY/ACTR3/CDC25A/BTG2
HALLMARK_MITOTIC_SPINDLE	0.909391217659396	0.986721144024515	KICH	CCDC88A/ARHGAP10/BIN1/ARAP3/BRCA2/ARHGEF2/BUB1/BIRC5/ARHGAP27/ANLN/ARHGAP29/CDC27/ARF6/ABR/APC/ABI1/AURKA/CDC42/CAPZB
HALLMARK_REACTIVE_OXYGEN_SPECIES_PATHWAY	0.891206860462221	0.986721144024515	KICH	MGST1/LSP1/HHEX/FES/PDLIM1
HALLMARK_HEDGEHOG_SIGNALING	0.814769477737023	0.986721144024515	KICH	NRP2/GLI1/NRP1/L1CAM/DPYSL2/SCG2/ETS2/THY1/HEY2/CELSR1
HALLMARK_HYPOXIA	0.799319558764502	0.986721144024515	KICH	COL5A1/AKAP12/CP/ANGPTL4/BGN/ADORA2B
HALLMARK_APICAL_SURFACE	0.807976182410412	0.986721144024515	KICH	IL2RG/PLAUR/LYN/IL2RB/MDGA1/RTN4RL1/GSTM3/EPHB4/AFAP1L2/BRCA1/NTNG1/CD160/PKHD1/SCUBE1/GAS1/B4GALT1/AKAP7
HALLMARK_WNT_BETA_CATENIN_SIGNALING	0.813213175204432	0.986721144024515	KICH	MYC/FZD8/NOTCH1/NKD1/FZD1/JAG1/JAG2/NOTCH4/HEY2/ADAM17/CCND2/SKP2/WNT1/DKK1/PPARD/AXIN2
HALLMARK_UNFOLDED_PROTEIN_RESPONSE	0.786044169878805	0.986721144024515	KICH	CCL2/EIF4EBP1/DDIT4/CEBPB/ERN1/ASNS/EIF4A1/CEBPG
HALLMARK_SPERMATOGENESIS	-0.856367087489284	0.986721144024515	KICH	DBF4/CLGN/DDX4/CLVS1/CHRM4/ADCYAP1/ART3/CFTR
HALLMARK_GLYCOLYSIS	0.776967620468068	0.986721144024515	KICH	ANGPTL4/CHST1/ADORA2B/ANG/B3GNT3/CENPA/CDK1/CD44/AGRN/B3GAT1/BIK/B4GALT1
HALLMARK_TGF_BETA_SIGNALING	0.754276917591367	0.986721144024515	KICH	SERPINE1/PMEPA1/SKIL/NOG/ENG/JUNB/ID1/SKI/LEFTY2/KLF10/CDKN1C/FKBP1A/ID2/RAB31/APC
HALLMARK_BILE_ACID_METABOLISM	0.742523589260704	0.986721144024515	KICH	AQP9/CYP27A1/ABCA4/DIO2/ABCA6/AKR1D1/CH25H/ABCG4/ACSL5/CYP8B1/AR/AMACR/ALDH1A1/BMP6/ABCA8/ABCA1/CYP7B1/ATXN1/ABCD2/CYP7A1/BBOX1/APOA1/CYP46A1
HALLMARK_HEME_METABOLISM	0.73651132401767	0.986721144024515	KICH	C3/ACP5/AGPAT4/ANK1/ADD2/ALAS2/CCND3/BNIP3L/ASNS/AQP3/BMP2K/BTG2/CA1/ABCB6/CDC27/ABCG2
HALLMARK_MYC_TARGETS_V2	0.706995350630753	0.986721144024515	KICH	HK2/MYC/DUSP2/PPRC1/BYSL/MRTO4/MCM5/PLK1/PLK4/NOLC1/PRMT3/MYBBP1A/NPM1/MPHOSPH10/NIP7/EXOSC5/DDX18/MAP3K6/NOP56/NOP16/NOP2/MCM4
HALLMARK_XENOBIOTIC_METABOLISM	0.692014545825169	0.986721144024515	KICH	AQP9/AOX1/ABCC3/BCAT1/APOE
HALLMARK_ESTROGEN_RESPONSE_EARLY	0.682086848796313	0.986721144024515	KICH	ALDH3B1/BCL11B/CXCL12/CALB2/CBFA2T3/CELSR1/CD44/CALCR/AQP3/ABLIM1/CLIC3
HALLMARK_CHOLESTEROL_HOMEOSTASIS	0.675322722097691	0.986721144024515	KICH	FABP5/GSTM2/CBS/CXCL16/GPX8/ANTXR2/GLDC/ERRFI1
HALLMARK_PEROXISOME	0.645596604886064	0.986721144024515	KICH	ABCB1/CRABP2/CADM1/ABCB4/DLG4/ACSL5/CEL/CRABP1
HALLMARK_MYC_TARGETS_V1	0.652659943183001	0.986721144024515	KICH	CCNA2/CDC20/CDC45/DDX21/BUB3/AP3S1/EIF2S2/EIF3J/DEK/ABCE1/CAD/CDK2/DDX18/COPS5/CCT5/EIF2S1
HALLMARK_ESTROGEN_RESPONSE_LATE	0.617455041173024	0.986721144024515	KICH	BATF/ALDH3B1/CCNA1/ASS1/AGR2/CDC20/CDC6/ASCL1/ATP2B4/CD44/CHST8/CALCR/CLIC3
HALLMARK_ANDROGEN_RESPONSE	0.581570233266412	0.986721144024515	KICH	AKAP12/ACTN1/ADAMTS1/ARID5B/ALDH1A3/FKBP5/ANKH/FADS1/CCND3/GNAI3
HALLMARK_ADIPOGENESIS	0.562009029543377	0.986721144024515	KICH	C3/ANGPTL4/CD302
HALLMARK_UV_RESPONSE_UP	0.534882144592098	0.986721144024515	KICH	ABCB1/BID/CDKN2B/CCNE1/CCND3/CHRNA5/ASNS/AQP3/CEBPG
HALLMARK_ALLOGRAFT_REJECTION	1.8623342486615	5.7273077188253e-06	KIRC	CCL19/CD3D/CD2/CD3E/CD3G/CCR2/CCR5/CD40LG/CCL5/C2/CD28/CCR1/CD7/CD247/ACHE/CD4/CCL22/CCL4/CCL2/CCL11
HALLMARK_INTERFERON_GAMMA_RESPONSE	1.71665938747101	0.000878758574052827	KIRC	C1S/CD38/CXCL9/C1R/CXCL11/CXCL10/CCL5/CFB/CD86/CD69/CD74/CIITA/CFH/CSF2RB/BANK1/CCL2/CASP1/CMKLR1/BATF2/APOL6/CASP4
HALLMARK_OXIDATIVE_PHOSPHORYLATION	-2.11076794535472	0.0017771245871629	KIRC	ATP1B1/ATP6V1E1/ATP6V1H/ATP6V0C/ATP6AP1/ACO2/ALAS1/BCKDHA/ATP6V1G1/AFG3L2/ABCB7/ATP6V1D/ACAA2/ACAT1/ACADSB/ALDH6A1
HALLMARK_COAGULATION	1.64182825564473	0.00303669580294095	KIRC	C1S/C1R/CTSE/C3/C2/APOC2/CFB/C1QA/APOC1/CFH/C9/C8G/APOC3/CFI/COMP/CFD/BMP1
HALLMARK_KRAS_SIGNALING_UP	1.62572423020105	0.00498262899475019	KIRC	ADAMDEC1/CCL20/BIRC3/CFB/ADAM8/CD37/C3AR1/ANGPTL4/CFH/ALDH1A3/ABCB1
HALLMARK_INFLAMMATORY_RESPONSE	1.60088444205866	0.00498262899475019	KIRC	CD70/AQP9/CCL20/CCL5/CD48/CCR7/CD69/C3AR1/CCL22/CD14/CCL17/CCL2/C5AR1/CD82
HALLMARK_IL6_JAK_STAT3_SIGNALING	1.63270519455847	0.00498262899475019	KIRC	CXCL13/CD38/CXCL9/CXCL1/CXCL11/CXCL10/IL12RB1/CCR1/EBI3/CSF2RA/CSF3R/CD14/CSF2RB/CD44/HMOX1/IL15RA/CSF1/IL17RB/FAS/IFNGR2
HALLMARK_TNFA_SIGNALING_VIA_NFKB	1.58185399924402	0.00598612557417889	KIRC	CCL20/CXCL1/CXCL11/CXCL10/CCL5/BIRC3/CD80/CD69/BCL2A1/CXCL2/CCL4/CCL2/CD44/CSF1
HALLMARK_FATTY_ACID_METABOLISM	-1.78141317684498	0.0147255367773477	KIRC	ACADL/ACO2/ADH1C/ACSL1/CA2/AADAT/APEX1/ACSS1/ADIPOR2/BPHL/ACAA2/ACOT2/BCKDHB/ACSM3/AUH/ALDH3A2/AQP7/CA4
HALLMARK_INTERFERON_ALPHA_RESPONSE	1.52742329213498	0.0147255367773477	KIRC	C1S/CXCL11/CXCL10/CD74/EPSTI1/IFI30/CASP1/GBP2/IFI27/CSF1/IFI44/BATF2/GBP4/IL15/IFITM1/CMPK2/IFI44L/IFIT2/B2M/BST2/IFI35/IFIT3/HLA-C/CASP8
HALLMARK_COMPLEMENT	1.55164047528621	0.0171652433041211	KIRC	C1S/C1R/C3/CD40LG/CCL5/C2/C1QC/CASP5/C1QA/APOC1/APOBEC3G/CASP1/C9/CASP4/ACTN2/CDK5R1
HALLMARK_TGF_BETA_SIGNALING	-1.64550882742297	0.0377484859996728	KIRC	FURIN/APC/SMAD1/BMPR2/ID3/RHOA/ENG/JUNB/HIPK2/CTNNB1/PPP1R15A/CDKN1C/BCAR3/KLF10/PPM1A/ID1/CDH1/NOG
HALLMARK_G2M_CHECKPOINT	1.36781582111554	0.127408823060997	KIRC	CENPE/CENPA/BUB1/AURKB/BIRC5/CDC20/CDC45/CENPF/CCNA2/CCNB2/CDC6/ATF5/CDK1/BCL3/BRCA2/CDKN3/CDC7/CDKN2C
HALLMARK_EPITHELIAL_MESENCHYMAL_TRANSITION	1.38989122995306	0.129415309730069	KIRC	BASP1/ADAM12/COL8A2/ANPEP/CDH2/CDH6/CDH11/CD44/COL11A1/COMP/COL6A3/BMP1/COL7A1/COL1A1/COL16A1/COL6A2/CAPG/COL5A1/COL3A1/ABI3BP/COL1A2
HALLMARK_APICAL_SURFACE	-1.42878114443598	0.150045039022873	KIRC	SHROOM2/ATP8B1/EPHB4/GSTM3/PKHD1/MAL/SLC22A12/RHCG/SLC2A4/ATP6V0A4
HALLMARK_E2F_TARGETS	1.27836149901506	0.329118873826903	KIRC	CENPE/AURKB/BIRC5/CDC20/CDCA8/CDCA3/CCNB2/BUB1B/ASF1B/CDK1/CHEK2/BRCA2/CDKN3/CCNE1/CDKN2C/CENPM/ATAD2/AURKA/CKS2/CDC25B/CDKN2A
HALLMARK_IL2_STAT5_SIGNALING	1.23180518867624	0.432346851784192	KIRC	BATF/CCR4/CD48/CD86/CDCP1/ABCB1/CD44/ADAM19/BATF3/CDC6/CCNE1/CAPG/CASP3/AHR/CCND2/ANXA4/CAPN3/CD79B/CKAP4/AGER
HALLMARK_XENOBIOTIC_METABOLISM	1.12662662958825	0.80636373542552	KIRC	AQP9/ANGPTL3/ABCC2/ABCD2/APOE/AKR1C3/AOX1/ABCC3/ALDH3A1/ACP2
HALLMARK_APOPTOSIS	1.12211728971056	0.80636373542552	KIRC	CD38/CD2/BIRC3/CD14/CASP1/CD44/CASP4/BID/CAV1/CCNA1/AIFM3/CASP8/BMF/CASP3/CCND2
HALLMARK_APICAL_JUNCTION	1.09183622238806	0.890269151138716	KIRC	CD86/ATP1A3/ALOX15B/CD209/CDH11/ACTN2/BMP1/CADM3/ARHGEF6/ACTG2/ADAM23/CD99/ACTN1/ARPC2/CAP1/CD276/AMIGO1/CD274/AMH/ACTB/CALB2/ADAM9/ACTA1/ADAM15
HALLMARK_ANGIOGENESIS	1.06647114922896	0.937913437913438	KIRC	CXCL6/APOH/OLR1/LUM/VTN/TIMP1/S100A4/VCAN/COL3A1/CCND2/FSTL1/STC1/POSTN/PRG2/ITGAV/COL5A2
HALLMARK_REACTIVE_OXYGEN_SPECIES_PATHWAY	1.05871686963986	0.937913437913438	KIRC	MGST1/LSP1/MPO/IPCEF1/SBNO2/FTL/PDLIM1/ABCC1/GLRX/GLRX2/ATOX1/G6PD/HHEX/FES/PFKP/PRDX1/PRDX4/MSRA/NDUFB4/GPX4
HALLMARK_WNT_BETA_CATENIN_SIGNALING	-1.00896422202674	0.997929606625259	KIRC	DKK1/DVL2/HDAC2/AXIN2/FZD8/HEY1/NOTCH4/CTNNB1/NUMB/HEY2/GNAI1/HDAC5/DLL1/PTCH1/HDAC11
HALLMARK_GLYCOLYSIS	0.969951789826604	0.997929606625259	KIRC	ANGPTL4/CENPA/B3GAT1/CD44/CDK1/AKR1A1/B4GALT4/B3GNT3/ABCB6/CHST4/AURKA/CHST1/ANKZF1/CASP6/CHPF2/CHST2/B4GALT2/ADORA2B/B4GALT7
HALLMARK_HYPOXIA	0.947308858930513	0.997929606625259	KIRC	CP/ANGPTL4/ALDOC/CAV1/ANXA2/BRS3/COL5A1/BTG1/AMPD3/BNIP3L/AKAP12/ANKZF1/BCAN/CASP6/CA12/CHST2
HALLMARK_BILE_ACID_METABOLISM	0.886792007310959	0.997929606625259	KIRC	AQP9/CYP8B1/ABCD2/ALDH8A1/ABCA6/ACSL5/BBOX1/AGXT/ABCA9/DIO1/ALDH1A1/APOA1/ABCA1/ABCA3/ABCD1/CH25H/ABCG8
HALLMARK_ESTROGEN_RESPONSE_EARLY	-0.846114689202369	0.997929606625259	KIRC	ARL3/AR/CELSR2/ABHD2/BCL2/CISH/CHPT1/AMFR/ADCY9/AKAP1/CCND1/BHLHE40/CALCR/CYP26B1/BAG1/ADCY1
HALLMARK_SPERMATOGENESIS	0.860959200181276	0.997929606625259	KIRC	BUB1/ACRBP/DCC/CCNB2/CAMK4/DPEP3/CDK1/CNIH2/ART3/CDKN3/CHFR/CCNA1/CLGN/ALOX15/AURKA/CHRM4
HALLMARK_ESTROGEN_RESPONSE_LATE	-0.958810881823933	0.997929606625259	KIRC	ARL3/CELSR2/ABHD2/BCL2/CA2/CISH/CHPT1/AMFR/CCND1/CD9/CALCR/ALDH3A2/BAG1/CDH1/CACNA2D2/CKB
HALLMARK_ANDROGEN_RESPONSE	-0.948669305313379	0.997929606625259	KIRC	ACSL3/HMGCS1/HMGCR/HPGD/CCND1/CDC14B/GPD1L/HOMER2
HALLMARK_PROTEIN_SECRETION	-0.95317082180141	0.997929606625259	KIRC	ATP6V1H/CLTA/AP2B1/ARFGEF1/ATP1A1/ATP7A/ARFGEF2/ATP6V1B1
HALLMARK_PI3K_AKT_MTOR_SIGNALING	0.81510300331522	0.997929606625259	KIRC	FASLG/DAPP1/CXCR4/CAMK4/CDK1/ARPC3/GRB2/CALR/ACTR2/CFL1/EGFR/AP2M1/ACTR3
HALLMARK_DNA_REPAIR	-0.795732743037367	0.997929606625259	KIRC	ERCC2/DAD1/CDA/AK3/ERCC8/ADCY6/EIF1B/AK1/BCAM
HALLMARK_KRAS_SIGNALING_DN	0.805803166043412	0.997929606625259	KIRC	CCR8/CD40LG/CD80/AKR1B10/CLSTN3/CD207/CKM
HALLMARK_PEROXISOME	0.73177604863067	0.997929606625259	KIRC	ABCD2/ABCB1/ACSL5/ABCB4/DIO1/ALDH1A1/CACNA1B/ELOVL5/ABCD1
HALLMARK_MYC_TARGETS_V1	0.740027782475344	0.997929606625259	KIRC	CDC20/CDC45/CCNA2
HALLMARK_MTORC1_SIGNALING	0.722673610220526	0.997929606625259	KIRC	DAPP1/CORO1A/BUB1/CXCR4/CTSC/DDIT4/CCNF/CFP/BCAT1/AURKA/CALR
HALLMARK_MYC_TARGETS_V2	0.713949008351308	0.997929606625259	KIRC	DUSP2/PLK1/HK2/MCM5/PLK4/MYC/NOP2
HALLMARK_HEDGEHOG_SIGNALING	0.702828056670734	0.997929606625259	KIRC	ACHE/RTN1/SCG2/CDK5R1/L1CAM/CDK6/NRP2/SLIT1/CNTFR/DPYSL2/PML
HALLMARK_P53_PATHWAY	0.692040958775253	0.997929606625259	KIRC	ALOX15B/CEBPA/CASP1/CD82/ADA/CDK5R1/BAK1/BTG1/CCND2
HALLMARK_ADIPOGENESIS	0.687077806012618	0.997929606625259	KIRC	C3/ANGPTL4/APOE
HALLMARK_MYOGENESIS	0.687304999001263	0.997929606625259	KIRC	ACHE/ADAM12/ANKRD2/ACTN2/CFD/CKM/CASQ1/CHRNA1
HALLMARK_CHOLESTEROL_HOMEOSTASIS	0.674482251217128	0.997929606625259	KIRC	FADS2/FBXO6/CXCL16/GLDC/ATF5/GPX8/ANTXR2/ALDOC/FABP5/ANXA13
HALLMARK_PANCREAS_BETA_CELLS	0.654823086077844	0.997929606625259	KIRC	SLC2A2/PAK3/MAFB/DCX/SYT13/VDR/PCSK1/PKLR
HALLMARK_HEME_METABOLISM	0.623095085834905	0.997929606625259	KIRC	C3/ADD2/ANK1/BMP2K/AQP3/ABCB6/BACH1/ACP5/BNIP3L/CDR2
HALLMARK_UV_RESPONSE_UP	0.613973612266005	0.997929606625259	KIRC	ABCB1/BID/ARRB2/CCNE1/BAK1/AQP3/CHRNA5/BTG1/CASP3
HALLMARK_MITOTIC_SPINDLE	0.60567726701141	0.997929606625259	KIRC	BUB1/BIRC5/CCNB2/ARHGAP4/ANLN/BRCA2/CAPZB/AURKA/ARHGEF2/CCDC88A/ABI1/ARHGAP27
HALLMARK_UV_RESPONSE_DN	0.601629036659844	0.997929606625259	KIRC	CELF2/COL11A1/CAV1/COL1A1/ANXA2/ABCC1/COL3A1/COL1A2/DAB2/ANXA4/COL5A2/ATP2B4
HALLMARK_NOTCH_SIGNALING	0.458305667270632	0.997929606625259	KIRC	DTX4/WNT5A/SAP30/DTX2/NOTCH2/PSENEN/LFNG/DTX1/RBX1/ARRB1/PSEN2/MAML2/FZD1
HALLMARK_UNFOLDED_PROTEIN_RESPONSE	0.410644189954271	0.997929606625259	KIRC	CCL2/EIF4EBP1/CEBPB/DDIT4/ALDH18A1/CALR/ERN1/EDEM1/EIF4A1/EIF4G1/CKS1B/DNAJC3/BANF1/CHAC1/DCP2
HALLMARK_ALLOGRAFT_REJECTION	1.71060768973875	4.32082758014323e-06	KIRP	C2/CD3E/CD3D/CCL2/CCL5/CCL19/CCR1/CD2/CD4/CD3G/CD247/CCL4/CCR5/BCAT1/CD28/CD7/CCR2/CD40LG/CCL22/CCL13/CCL11
HALLMARK_INFLAMMATORY_RESPONSE	1.60656222891257	0.000293258734839319	KIRP	AQP9/CCL2/CCL5/CD48/CCR7/CCRL2/CD14/C3AR1/BST2/C5AR1/CCL20/CCL22/CD69/APLNR/ADM/CD70/CCL24/CHST2/CD82/CCL7/CALCRL/BEST1/ABCA1/CCL17/CD40
HALLMARK_IL6_JAK_STAT3_SIGNALING	1.59477172342921	0.00101601529776156	KIRP	CCR1/CXCL9/CD38/HMOX1/IL12RB1/CXCL10/CSF3R/CD14/CXCL13/CSF2RA/CSF2RB/CXCL1/IL15RA/CD36/EBI3/A2M/CD44/CXCL11/CSF1/CXCL3/IL17RB/ACVRL1/CCL7
HALLMARK_TNFA_SIGNALING_VIA_NFKB	1.5249514576498	0.00504708273472705	KIRP	CCL2/CCL5/BCL2A1/CCRL2/CXCL10/CCL4/BIRC3/CXCL1/CCL20/CD69/CXCL2/CD80/CD44/CXCL11/CSF1/CD83/ATF3/CEBPB
HALLMARK_INTERFERON_GAMMA_RESPONSE	1.49927507171925	0.00504708273472705	KIRP	CMKLR1/CCL2/CCL5/C1S/CXCL9/CD38/CD86/CXCL10/CD74/C1R/BST2/CIITA/CSF2RB/CD69/CXCL11/CASP1/B2M/CD274/CCL7/BANK1
HALLMARK_EPITHELIAL_MESENCHYMAL_TRANSITION	1.46917864060701	0.0204192954141426	KIRP	COL6A3/BASP1/COL3A1/CD44/COL1A2/COL5A1/COL1A1/CDH11/ANPEP/COL12A1/COL16A1/COL5A3/COL5A2/COL11A1/COMP/ACTA2/COL8A2/ADAM12/COL6A2/AREG/BDNF/CAPG/COL4A1/COL7A1
HALLMARK_COAGULATION	1.42531280545228	0.0276587036938195	KIRP	CTSE/C2/APOC1/C3/C1QA/CFD/C1S/APOC2/CTSK/C1R/A2M/ACOX2/CTSB/COMP
HALLMARK_INTERFERON_ALPHA_RESPONSE	1.43910527942589	0.0288713614261792	KIRP	C1S/CCRL2/CXCL10/CD74/BST2/IFI30/GBP4/EPSTI1/CXCL11/CSF1/CASP1/IL15/B2M/IFITM1/HLA-C/IFI27/GMPR/CD47/GBP2/IFI35/IFITM3/IFITM2
HALLMARK_COMPLEMENT	1.42496146376243	0.0419375151547035	KIRP	C2/APOC1/C3/CCL5/C1QA/C1QC/C1S/C1R/CD40LG/CD36/CDA/APOBEC3G/CASP1/CDH13
HALLMARK_APICAL_JUNCTION	1.30632233759497	0.181634712411705	KIRP	ALOX15B/CD209/CD86/CDH3/ACTG2/CDH11/AMIGO2/ATP1A3/ADAM23/CD274/ARHGEF6/CD34/ACTC1/CADM3/CD99
HALLMARK_G2M_CHECKPOINT	-1.32678873883507	0.217836663231933	KIRP	CDC25A/CENPF/ATRX/CDC7/CDC45/CBX1/CHEK1/CDC6/CCNT1/BARD1/CCND1/ARID4A/CASP8AP2
HALLMARK_WNT_BETA_CATENIN_SIGNALING	-1.2838366342556	0.289973405031893	KIRP	FZD8/CUL1/CSNK1E/PPARD/HDAC2/FZD1/AXIN2/NUMB/JAG2/SKP2/HDAC11/JAG1/AXIN1/DVL2/PTCH1/KAT2A/HEY1/GNAI1
HALLMARK_NOTCH_SIGNALING	-1.26817066041131	0.292518685741628	KIRP	CUL1/PPARD/FZD1/PRKCA/TCF7L2/FZD7/JAG1/CCND1/WNT5A/WNT2/KAT2A/HES1/LFNG
HALLMARK_KRAS_SIGNALING_UP	1.24397902236687	0.393217893217893	KIRP	ADAMDEC1/C3AR1/CD37/BIRC3/ANGPTL4/CCL20/ADAM8/APOD
HALLMARK_MITOTIC_SPINDLE	-1.18731384693549	0.415504244079065	KIRP	ARHGEF11/BRCA2/ALS2/ATG4B/ARHGEF7/CD2AP/ARHGEF12/ARFGEF1/ARF6/BCAR1/ANLN/ALMS1/ARHGAP29/ARHGAP27/ARHGEF2/BIN1/ARHGAP5
HALLMARK_MTORC1_SIGNALING	1.22031416784527	0.415504244079065	KIRP	CFP/CXCR4/DAPP1/BCAT1/CORO1A
HALLMARK_P53_PATHWAY	1.21620930441774	0.415504244079065	KIRP	ALOX15B/CEBPA/CASP1/ADA/ATF3/CD82/CDH13/CTSD/CDKN2A/CDKN2B
HALLMARK_MYC_TARGETS_V1	-1.13574587500765	0.438950554994955	KIRP	CCNA2/EIF3J/DDX18/APEX1/EIF1AX/CAD/CUL1/CBX3/DHX15/DEK/CDC45/DUT
HALLMARK_IL2_STAT5_SIGNALING	1.18615713053416	0.438950554994955	KIRP	CD48/BATF/CD86/CCR4/ADAM19/CD79B/CD44/CD83/CISH/BATF3/CDCP1/CA2/CAPG/COCH/CASP3/CAPN3/APLP1
HALLMARK_XENOBIOTIC_METABOLISM	1.1813111926316	0.438950554994955	KIRP	AQP9/APOE/BCAT1/ANGPTL3/AOX1/ABCC2/ABCD2/ACOX2
HALLMARK_REACTIVE_OXYGEN_SPECIES_PATHWAY	1.17913893311826	0.454086781029263	KIRP	LSP1/FTL/MGST1/HHEX/GPX3/MPO/FES/JUNB/NQO1/MSRA/GLRX/ATOX1/GCLM
HALLMARK_ANGIOGENESIS	1.14698695200091	0.577383143172617	KIRP	POSTN/LUM/CXCL6/OLR1/LPL/COL3A1/S100A4/APOH/PRG2/VTN/COL5A2
HALLMARK_TGF_BETA_SIGNALING	-1.07510753109629	0.640429863304423	KIRP	ARID4B/BMPR1A/SMAD3/ID2/ID3/NOG/ID1
HALLMARK_APOPTOSIS	1.08160320892385	0.746300033636058	KIRP	CD2/CD38/CD14/BIRC3/CD44/CASP1/BMF/ATF3/CAV1/BID
HALLMARK_ADIPOGENESIS	1.03324982252378	0.903263403263403	KIRP	C3/APOE/ANGPTL4/CD36/CD302/ANGPT1/CDKN2C/ABCA1
HALLMARK_PI3K_AKT_MTOR_SIGNALING	1.03135045142329	0.903263403263403	KIRP	CXCR4/DAPP1/FASLG/GNA14/CAMK4
HALLMARK_HYPOXIA	1.01894623913485	0.929720704310868	KIRP	ALDOB/ANGPTL4/ADM/COL5A1/CP/ALDOC/ATF3/CHST2/CAV1/AMPD3
HALLMARK_MYOGENESIS	1.004057312212	0.937004468790544	KIRP	CHRNA1/CFD/CD36/APLNR/CASQ2/APOD/BDKRB2/CDH13/ADAM12/ACTC1/CKM/ACSL1
HALLMARK_UV_RESPONSE_DN	0.915674011133101	1	KIRP	COL3A1/COL1A2/COL1A1/COL5A2/CELF2/COL11A1/CAV1
HALLMARK_BILE_ACID_METABOLISM	0.918794337147162	1	KIRP	AQP9/ACSL5/ABCD2/ALDH8A1/CYP8B1/CYP27A1/CH25H/AKR1D1/DIO2/BBOX1/ABCG4/ACSL1/ABCA1/CYP7B1
HALLMARK_HEME_METABOLISM	0.887321809486343	1	KIRP	C3/ACP5/ALAS2/ACSL6/BMP2K/ABCG2/CA2/ABCB6/BLVRB/ATG4A/CA1/AHSP
HALLMARK_FATTY_ACID_METABOLISM	0.875663617968792	1	KIRP	ACSL5/CBR3/AOC3/CA4/ACSL1/ALDH3A1/CA2/ACADS/ACAA1/ADH1C/ACSL4/ACOT2/ACAT2/CA6/ALDH9A1/ALAD/ALDOA
HALLMARK_OXIDATIVE_PHOSPHORYLATION	-0.833310361234008	1	KIRP	ATP6V0B/ACAA1/AIFM1/ATP6V1E1/ATP6AP1/ATP6V0C/ABCB7/ATP6V1C1/ACO2/ATP6V1F/ACADM/ATP6V1H/BAX/ATP1B1/ACADVL/ACAA2/ATP6V1G1/ALDH6A1/BCKDHA/ATP6V1D/ACADSB/AFG3L2/ALAS1/ACAT1
HALLMARK_APICAL_SURFACE	0.854020563949438	1	KIRP	IL2RG/IL2RB/PLAUR/GATA3/SCUBE1/GHRL/AFAP1L2/LYN
HALLMARK_KRAS_SIGNALING_DN	0.803634992275274	1	KIRP	AKR1B10/CD40LG/CD80/CD207/CHST2/ACTC1/CCR8/CKM/ABCG4/CACNA1F
HALLMARK_UNFOLDED_PROTEIN_RESPONSE	0.78160212710649	1	KIRP	CCL2/ATF3/CEBPB/DDIT4/EIF4EBP1/CALR/ATP6V0D1/EIF2AK3/DNAJA4/BAG3
HALLMARK_HEDGEHOG_SIGNALING	0.730327770643503	1	KIRP	RTN1/NRP2/THY1/PLG/L1CAM/GLI1/SLIT1/UNC5C/PML/SCG2
HALLMARK_GLYCOLYSIS	0.692907465152404	1	KIRP	ALDOB/ANGPTL4/CD44/CHST2/CHST1/AKR1A1/ABCB6/CENPA
HALLMARK_SPERMATOGENESIS	0.684081168215823	1	KIRP	CAMK4/DPEP3/CLGN/ACRBP/ADCYAP1
HALLMARK_PANCREAS_BETA_CELLS	0.678510189969877	1	KIRP	SLC2A2/MAFB/PAK3/PKLR/PCSK1/VDR/DCX/LMO2
HALLMARK_PEROXISOME	0.654955679842275	1	KIRP	ACSL5/ABCD2/ACSL1/ELOVL5/EHHADH/DHRS3/ABCD1/DIO1/ACAA1/CRABP1/ACSL4/CLN6/DHCR24/ALDH9A1/CAT/ABCB4/BCL10
HALLMARK_CHOLESTEROL_HOMEOSTASIS	0.595427543440226	1	KIRP	FABP5/ALDOC/ATF3/FADS2/ANTXR2/CXCL16/ATF5
HALLMARK_UV_RESPONSE_UP	0.600973091223598	1	KIRP	ATF3/ARRB2/BID/CDKN2B/CA2/AP2S1/BTG1/BAK1/CASP3/CLTB/ACAA1
HALLMARK_ESTROGEN_RESPONSE_LATE	0.58210272934851	1	KIRP	BATF/CD44/ACOX2/CISH/CAV1/AREG/CA2/ASS1/BLVRB
HALLMARK_E2F_TARGETS	-0.681651820699754	1	KIRP	CSE1L/CKS1B/CDC25B/BRCA2/CBX5/BRMS1L/ANP32E/ATAD2/CDC25A/CTCF/ASF1A/CDCA3/CHEK1/BRCA1/BARD1
HALLMARK_ANDROGEN_RESPONSE	0.495013682368742	1	KIRP	FKBP5/ELL2/B2M/ELOVL5/AZGP1/HPGD/ANKH
HALLMARK_MYC_TARGETS_V2	0.39717545205703	1	KIRP	DUSP2/MYC
HALLMARK_DNA_REPAIR	0.330507290085042	1	KIRP	CDA/ADA
HALLMARK_ESTROGEN_RESPONSE_EARLY	-0.878383604439363	1	KIRP	ARL3/ABLIM1/CALCR/BCL2/AKAP1/CCND1/CELSR2/CA12/CLDN7/AR
HALLMARK_PROTEIN_SECRETION	-0.79453404802516	1	KIRP	AP2S1/AP3S1/CD63/GLA/GALC/COPB2/COPE/ARCN1/CLTC/AP2M1/CLCN3/ATP7A/ATP6V1H/CLN5/ARFGAP3/CAV2/ERGIC3/COPB1/ARF1/GBF1/AP3B1/CLTA/ARFIP1/BNIP3/BET1/COG2/DST/AP1G1/ATP6V1B1/DNM1L/AP2B1/EGFR/ANP32E/ARFGEF1/ARFGEF2/ATP1A1/CTSC/ADAM10
HALLMARK_MYC_TARGETS_V2	-2.60611848468042	2.69384367222874e-06	LAML	DUSP2/MPHOSPH10/MCM4/IMP4/NIP7/NOC4L/PLK4/PES1/LAS1L/CBX3/HK2/NDUFAF4/GRWD1/BYSL/NOP2/AIMP2/MRTO4/PA2G4/GNL3/PPAN/NOLC1/MYBBP1A/PPRC1/NOP56/HSPD1/HSPE1/DCTPP1/CDK4/NPM1/NOP16/EXOSC5/IPO4/FARSA/MYC
HALLMARK_MYC_TARGETS_V1	-2.2989751968264	0.000155598517245081	LAML	CYC1/CCT3/EIF3D/COX5A/AP3S1/DDX21/ACP1/EIF3J/DHX15/ABCE1/CCT4/CBX3/CCT7/EIF3B/EIF1AX/AIMP2/CDC45/CANX/DUT/CLNS1A/CAD/CCT2/CDK4/C1QBP/EEF1B2/CDK2/APEX1
HALLMARK_ALLOGRAFT_REJECTION	1.66558319416866	0.00368699225751164	LAML	CD1D/CCR2/CCR1/CCR5/C2/CD4/CD40LG/CD28/CCL5/CD40/CD3G/CCL4/CD3E/ACHE/CD247/CCL2/APBB1/CCL22/ACVR2A/BCL3/CD7/CD2/CCND3
HALLMARK_IL6_JAK_STAT3_SIGNALING	1.63357748811399	0.00368699225751164	LAML	CD14/HMOX1/CD36/CXCL10/CCR1/ACVRL1/CXCL9/A2M/CXCL11/IL12RB1/CSF2RA/CSF1/EBI3/IL17RA/DNTT/IL13RA1/CXCL1/IFNGR1
HALLMARK_INFLAMMATORY_RESPONSE	1.65263025181676	0.00368699225751164	LAML	CD14/AQP9/C5AR1/CALCRL/ADM/CHST2/CD48/AHR/CCL5/CD40/CD70/ABCA1/CCL2/CCRL2/BEST1/CCL22/ACVR2A/CDKN1A/BST2/CCR7
HALLMARK_COMPLEMENT	1.62574115628014	0.00368699225751164	LAML	C1QA/CD36/C1QC/ANXA5/CDA/CASP5/C2/C3/ANG/CASP1/ADAM9/CD40LG/APOC1/CCL5
HALLMARK_INTERFERON_ALPHA_RESPONSE	1.62257941502264	0.00368699225751164	LAML	IL15/IFI30/CXCL10/EPSTI1/IFI44L/IFI27/BATF2/IFIT2/CXCL11/CASP1/CD74/GBP4/CSF1/IFITM3/GBP2/IFIT3/CCRL2/DDX60/IL4R/BST2/IFI35/C1S/IFIH1/IFI44/HLA-C
HALLMARK_TNFA_SIGNALING_VIA_NFKB	1.60714604418366	0.00606460100086391	LAML	CXCL10/BCL6/BMP2/BCL2A1/CXCL11/CEBPB/CSF1/BIRC3/CCL5/CCL4/ABCA1/CCL2/CXCL1/CCRL2/CCND1/BCL3/CEBPD/CDKN1A/CD80/B4GALT1/CD83/AREG
HALLMARK_PANCREAS_BETA_CELLS	1.62054574162045	0.00903942231858954	LAML	MAFB/VDR/FOXO1/DPP4/AKT3/PKLR
HALLMARK_INTERFERON_GAMMA_RESPONSE	1.49697722609536	0.0374871278140508	LAML	CD86/CXCL10/CMKLR1/CXCL9/BATF2/CD274/CXCL11/CASP1/CD74/CIITA/CCL5/CD40/CFB/CCL2/ARID5B/DDX60/C1R/CSF2RB/CDKN1A/BST2/BANK1
HALLMARK_HEME_METABOLISM	1.38110154966952	0.140291806958474	LAML	C3/BLVRA/ANK1/CA1/ARHGEF12/CAST/ABCG2/BLVRB/ACP5/ABCB6/ALAS2/AHSP/CA2/ATP6V0A1/ADD2/ACSL6/CCND3
HALLMARK_EPITHELIAL_MESENCHYMAL_TRANSITION	1.34127039825274	0.212895377128954	LAML	COL5A1/BASP1/CADM1/CALD1/COL3A1/COL1A2/COL6A2/CDH6/CDH11/COL1A1/COL6A3/COL8A2/COL5A3/BGN/ABI3BP/COL12A1/AREG/COL7A1/COL16A1
HALLMARK_SPERMATOGENESIS	-1.36780024100946	0.236842105263158	LAML	CLVS1/DMC1/CCT6B/CCNA1
HALLMARK_XENOBIOTIC_METABOLISM	1.29496604177258	0.236842105263158	LAML	AQP9/ABCC3/ACOX2/ABCD2/ABHD6/BLVRB/BCAR1/CBR1/APOE/AOX1/CA2/ARG1/AKR1C2/ATOH8/ACP2
HALLMARK_COAGULATION	1.31982774742414	0.236842105263158	LAML	C1QA/ACOX2/C2/C3/CTSH/A2M/ANG/ADAM9/APOC1/CAPN2/CTSB/CFB/CFI/CAPN5
HALLMARK_NOTCH_SIGNALING	1.31799966994268	0.236842105263158	LAML	DTX4/LFNG/HES1/PRKCA/PPARD/MAML2/NOTCH2/DTX1/WNT5A/FZD1/CCND1
HALLMARK_OXIDATIVE_PHOSPHORYLATION	-1.35603435947435	0.241903615347145	LAML	ATP6V1E1/ATP6V1C1/ACAT1/ACO2/ATP6V0E1/ATP6V1D/ACAA1/ACAA2/ATP6V1G1/ATP6V1H/AIFM1/ATP6V1F/BCKDHA/ATP6AP1/ACADVL/ATP6V0B/AFG3L2/ABCB7/BAX/ALAS1/ACADM/ALDH6A1/ACADSB/ATP1B1
HALLMARK_GLYCOLYSIS	-1.1912220108821	0.303482393667354	LAML	AK3/CHPF2/ALDOB/B4GALT7/CHST1/CHST12/B3GALT6/ARTN/CASP6/B4GALT2/AGRN/ALDH7A1/BIK
HALLMARK_ADIPOGENESIS	1.26805249874817	0.321058119751935	LAML	CD36/BCL6/C3/ABCA1/APOE/AGPAT3
HALLMARK_ANGIOGENESIS	1.24397524796049	0.354535974973931	LAML	VCAN/PTK2/PF4/COL3A1/LPL/S100A4/THBD/OLR1/VAV2/JAG2/NRP1/FSTL1/PGLYRP1
HALLMARK_KRAS_SIGNALING_DN	-1.23299464992964	0.375997196634602	LAML	CCDC106/ADRA2C/ARPP21/CCNA1
HALLMARK_BILE_ACID_METABOLISM	1.21509446495786	0.398974066685665	LAML	AQP9/CYP27A1/ALDH1A1/ABCA9/ABCA6/ABCD2/ABCA8/ABCA1/ACSL1/ATXN1/CH25H/ABCA5/ABCD1
HALLMARK_E2F_TARGETS	-1.18573725884653	0.415189241693378	LAML	BUB1B/ATAD2/CDCA3/AK2/CDKN2A/CENPM/CKS1B/AURKB/CHEK1/CBX5/CHEK2/BRCA1/CKS2/CDKN2C/CDC25A/CDK4/BRMS1L
HALLMARK_TGF_BETA_SIGNALING	1.15605043303694	0.519224167524888	LAML	RAB31/BMP2/CDH1/ID2/ENG/ID3/SMAD3/IFNGR2/BMPR1A/JUNB/BMPR2/SKIL/HIPK2/ACVR1/LTBP2
HALLMARK_IL2_STAT5_SIGNALING	1.12635360102369	0.576725025746653	LAML	CD86/BMP2/CKAP4/CCR4/CD48/ADAM19/AHR/CA2/AHNAK/BATF3/BMPR2/CCND3/CD83/ANXA4/CD79B/COL6A1/CAPN3/CAPG
HALLMARK_APICAL_JUNCTION	1.11934010261306	0.598826460895426	LAML	CD86/CD209/CDH1/CD274/AKT3/ADAMTS5/ADAM9/CDH11/AMIGO2/CD276
HALLMARK_UV_RESPONSE_DN	1.10226813445812	0.603196557553404	LAML	CDC42BPA/AKT3/COL3A1/ANXA2/COL1A2/COL1A1/ACVR2A/ADD3/ATXN1/BMPR1A
HALLMARK_KRAS_SIGNALING_UP	1.04452284462881	0.770124419127567	LAML	BMP2/ADAMDEC1/ACE/BIRC3/CFB/CA2/ARG1/APOD/AMMECR1/ADAM8/CD37/ALDH1A3/AKAP12/CFH
HALLMARK_APICAL_SURFACE	1.01085794286598	0.805940835417213	LAML	SCUBE1/AKAP7/MAL/GATA3/IL2RB/NTNG1/LYN/AFAP1L2/LYPD3/SHROOM2/B4GALT1/EFNA5/CROCC/ADAM10/PLAUR/GSTM3/PCSK9/CX3CL1
HALLMARK_MITOTIC_SPINDLE	1.01573421414583	0.805940835417213	LAML	ARHGAP29/ARAP3/ARHGEF11/ARHGEF12/BCL2L11/BCAR1/ARHGEF3/ARHGAP27/AKAP13
HALLMARK_REACTIVE_OXYGEN_SPECIES_PATHWAY	-0.977808419999206	0.805940835417213	LAML	PDLIM1/MGST1/MPO
HALLMARK_HEDGEHOG_SIGNALING	0.977249961641724	0.857489506820567	LAML	RTN1/DPYSL2/NRP2/ACHE/THY1/HEY2/SLIT1/NRP1/OPHN1/L1CAM/ETS2/MYH9/VLDLR/HEY1/GLI1
HALLMARK_ESTROGEN_RESPONSE_EARLY	0.940723386174266	0.938477580813347	LAML	CXCL12/BLVRB/CELSR2/BCL11B/CCND1/ABLIM1/ADD3/ABAT/CYP26B1/B4GALT1/AREG/CA12/ADCY9/CLIC3
HALLMARK_FATTY_ACID_METABOLISM	0.93290428899889	0.938477580813347	LAML	ALDH1A1/BLVRA/CBR1/ACSL1/CA2/ALDH3A2
HALLMARK_HYPOXIA	0.841367068689277	1	LAML	COL5A1/ADM/CHST2/ANXA2/ALDOC/CDKN1A/BGN/CA12/AKAP12/ATP7A/BTG1/CP/CDKN1B/BNIP3L
HALLMARK_PEROXISOME	0.817560906910223	1	LAML	ALDH1A1/ABCD2/CADM1/ACSL1/ATXN1/DHRS3/ABCB4/ABCD1
HALLMARK_ESTROGEN_RESPONSE_LATE	0.809405443489682	1	LAML	ACOX2/CDH1/BLVRB/CELSR2/CA2/CCND1/ADD3/ALDH3A2
HALLMARK_ANDROGEN_RESPONSE	0.771296636402575	1	LAML	HPGD/ARID5B/CCND1/CDC14B/CCND3/B4GALT1/ELL2/HOMER2/ALDH1A3/GSR/AKAP12/ACSL3/HERC3/B2M/FKBP5/FADS1/ABHD2/ELOVL5/ANKH
HALLMARK_WNT_BETA_CATENIN_SIGNALING	0.734053231714917	1	LAML	PPARD/LEF1/FZD1/FZD8/JAG2/GNAI1/HEY2/AXIN2/NOTCH4/TCF7/DLL1/NUMB/HDAC11/FRAT1/PSEN2/WNT1/NCOR2
HALLMARK_CHOLESTEROL_HOMEOSTASIS	0.718587938390188	1	LAML	CXCL16/ANXA5
HALLMARK_UV_RESPONSE_UP	0.702491628284439	1	LAML	BMP2/CDKN2B/BCL2L11/CA2/CCND3/ARRB2/C4BPB/CDO1
HALLMARK_PI3K_AKT_MTOR_SIGNALING	0.674027778685723	1	LAML	GNA14/FASLG/DAPP1/CAMK4/CDKN1A/ADCY2/CAB39/EGFR/CXCR4/ACTR3/CDKN1B/CLTC/ACTR2
HALLMARK_P53_PATHWAY	0.667591582492511	1	LAML	BMP2/CDKN2B/CASP1/CTSD/CDKN1A/CCND3/ABAT/AK1
HALLMARK_APOPTOSIS	0.679817589542376	1	LAML	CD14/BMP2/BCL2L11/CASP1/BIRC3
HALLMARK_UNFOLDED_PROTEIN_RESPONSE	0.585492712381001	1	LAML	BAG3/CEBPB/CCL2/DDIT4/ATP6V0D1/ERN1/CHAC1/DNAJA4
HALLMARK_G2M_CHECKPOINT	-0.668752345644457	1	LAML	CKS1B/AURKB/CHEK1/CDC7/CKS2/CDC45/ABL1/CDKN2C/CDC25A/CDK4
HALLMARK_MYOGENESIS	0.585677559368041	1	LAML	CD36/ACSL1/ACHE/ABLIM1/APOD/CDKN1A/AK1/APLNR
HALLMARK_DNA_REPAIR	0.530062231221008	1	LAML	CDA
HALLMARK_MTORC1_SIGNALING	-0.666637148652886	1	LAML	CTSC/CD9/CANX/CDC25A/CTH/ASNS/CALR
HALLMARK_PROTEIN_SECRETION	-0.537337824382039	1	LAML	ARFIP1/ADAM10/EGFR/ATP7A/CLTC/ATP6V1B1/ARCN1/ATP1A1/GBF1/AP1G1/CLN5/COPB2/CLTA/AP3B1/ARF1/AP2M1/AP2S1/BET1/ARFGAP3/GALC/COPB1/ATP6V1H/COG2/AP2B1/CD63/COPE/ANP32E/ARFGEF2/DNM1L/AP3S1/GLA/ERGIC3/ARFGEF1/CTSC/CAV2/BNIP3/DST
HALLMARK_G2M_CHECKPOINT	-2.68521610467595	5e-09	LGG	CDC7/BRCA2/ATRX/CKS2/CCNA2/CDKN2C/CHAF1A/CENPA/AURKA/CDC25A/AURKB/CCNB2/CCNF/CDKN3/BUB1/BIRC5/CENPE/CDC6/CDK1/CENPF/CDC45
HALLMARK_E2F_TARGETS	-2.36362451376078	3.0638516538454e-06	LGG	CHEK1/CCNE1/CDC20/ATAD2/CIT/BRCA2/CENPM/CDCA3/CDCA8/CKS2/CDKN2C/ASF1B/AURKA/CDC25A/AURKB/CCNB2/CDKN3/BIRC5/CENPE/CDK1/BUB1B
HALLMARK_IL6_JAK_STAT3_SIGNALING	2.09712075885573	3.90956823693656e-06	LGG	CCR1/CSF2RA/CD44/IL12RB1/CD14/EBI3/CSF3R/CSF2RB/CD38/CSF1/HMOX1/IL13RA1/CXCL3/IL15RA/A2M/IFNGR1/CD9/IL17RA
HALLMARK_SPERMATOGENESIS	-2.36391626168066	5.53563725090503e-06	LGG	ARL4A/DCC/DBF4/CLGN/CHRM4/CNIH2/ACRV1/AURKA/CCNB2/CDKN3/BUB1/ACE/CDK1/CLVS1/CAMK4/ADCYAP1/CCNA1
HALLMARK_INTERFERON_ALPHA_RESPONSE	2.01803889248895	7.16718261517544e-06	LGG	IFI44L/GBP2/CD74/CASP1/CSF1/IFI30/CCRL2/IFIT3/IFIT2/C1S/CASP8/BST2/B2M/CNP/EPSTI1/GMPR/IFIH1/ELF1/IFITM2/IL4R/IFITM1/HLA-C/IFI35/IL15/IFI44/CXCL10/DDX60/DHX58/HERC6
HALLMARK_INTERFERON_GAMMA_RESPONSE	1.95170675540899	3.92152572431072e-05	LGG	CD86/CIITA/CSF2RB/CD74/CD38/CASP1/CCL2/CD69/C1R/CCL5/C1S/APOL6/CMKLR1/CASP8/CASP4/BST2/CD40/B2M
HALLMARK_COAGULATION	1.91184179960929	9.84410557853599e-05	LGG	C3/C2/C1QA/APOC2/CTSH/CFI/C1R/APOC1/CFD/C1S/CLU/A2M/ANG/ACOX2/CD9/CTSB/CSRP1/ANXA1/CTSO/ADAM9
HALLMARK_ALLOGRAFT_REJECTION	1.86443698159818	0.000234246165800131	LGG	CCR1/CCR5/C2/CD4/CCL2/CAPG/CD7/CCL4/CCL22/CCL19/CCR2/CCL5/CD3E/CD1D/CD2/CD40/B2M/CD3D
HALLMARK_PANCREAS_BETA_CELLS	-2.07130082804025	0.00053368025801086	LGG	HNF1A/AKT3/DCX/NKX6-1/ABCC8/PDX1/NEUROD1/PKLR/INSM1/SCGN/G6PC2/STXBP1/CHGA/PAK3/SYT13/PCSK1/PCSK2
HALLMARK_TNFA_SIGNALING_VIA_NFKB	1.83140759345109	0.00053368025801086	LGG	CD44/BCL2A1/CSF1/CCL2/CD69/CCL4/CXCL2/CCRL2/B4GALT1/CCL5/ABCA1/CEBPD/CEBPB/BIRC3/CD80/CCL20/BMP2/ATF3/BCL6
HALLMARK_INFLAMMATORY_RESPONSE	1.76234635372181	0.00202774735631699	LGG	C3AR1/CD14/APLNR/C5AR1/CCL2/CD69/CD48/CCL22/CCRL2/CALCRL/CCL5/AXL/ABCA1/BST2/AHR/CD40/BEST1/CCR7
HALLMARK_COMPLEMENT	1.66744625287398	0.0163635468312936	LGG	C3/C1QC/C2/C1QA/CASP1/C1R/APOBEC3G/APOC1/CCL5/C1S/CASP5/ANG/CASP4/ADRA2B/APOBEC3F/CASP10/CD59/ADAM9/ANXA5/CASP9/ATOX1/CD40LG/CA2/CASP7
HALLMARK_KRAS_SIGNALING_DN	-1.71255323061327	0.0185089651190001	LGG	CLDN16/CACNG1/ARHGDIG/CNTFR/CACNA1F/CALCB/ATP4A/CLSTN3/ACTC1/ABCG4/ALOX12B/CCNA1
HALLMARK_MYC_TARGETS_V2	-1.55729270234285	0.0560702286508512	LGG	MRTO4/NIP7/PRMT3/GRWD1/AIMP2/CBX3/LAS1L/DDX18/PA2G4/IMP4/NPM1/PES1/PPRC1/NOP2/MPHOSPH10/MAP3K6/NOC4L/NOP56/NOP16/BYSL/FARSA/GNL3/CDK4/NDUFAF4/PPAN/MYBBP1A/DCTPP1/DUSP2/PLK1/MCM4/PLK4
HALLMARK_HEDGEHOG_SIGNALING	-1.46284202528297	0.0921133020091073	LGG	NKX6-1/CNTFR/CDK6/SHH/SLIT1/THY1/VEGFA/CDK5R1/SCG2/L1CAM
HALLMARK_UV_RESPONSE_DN	-1.39047578771366	0.139876001814608	LGG	AKT3/COL3A1/CDC42BPA/ARHGEF9/ATRX/CACNA1A/ATP2B1/CAP2/ADORA2B/COL5A2/AMPH/BDNF
HALLMARK_IL2_STAT5_SIGNALING	1.3933885124719	0.139876001814608	LGG	CD86/CD44/BATF/CDCP1/CAPG/CD48/CAPN3/AHNAK/AHR/CDKN1C/CISH/BATF3/CD81/BMP2/BCL2/ANXA4/APLP1/CD83/ALCAM
HALLMARK_MYC_TARGETS_V1	-1.36638609540895	0.154485804704217	LGG	C1QBP/DUT/DEK/DHX15/AIMP2/CCT3/CBX3/DDX18/EIF1AX/CCT4/AP3S1/CCT7/CDK2/CYC1/CSTF2/CUL1/EIF2S1/CCT2/ACP1/EIF3B/COX5A/CCT5/CDK4/CDC20/CCNA2/CDC45
HALLMARK_APOPTOSIS	1.29202740161417	0.270534550195567	LGG	CD44/CD14/CD38/CASP1/CASP8/CASP4/CD2/BIRC3/BMF/BMP2/ATF3/ANXA1/CASP6/CAV1/BCL2L11
HALLMARK_REACTIVE_OXYGEN_SPECIES_PATHWAY	1.30483515691123	0.270534550195567	LGG	MBP/MGST1/FTL/HHEX/GPX3/PRDX1/GCLC/FES/PRDX6/GLRX/CAT/JUNB/ATOX1/MSRA
HALLMARK_TGF_BETA_SIGNALING	1.22016892719445	0.416207614151059	LGG	LEFTY2/ID3/CDH1/CDKN1C/HIPK2/LTBP2/BMP2/BMPR1A/HDAC1/FNTA/BCAR3/JUNB
HALLMARK_BILE_ACID_METABOLISM	1.17179193887175	0.519981304043001	LGG	CH25H/AR/ABCA6/ABCA8/BBOX1/CYP27A1/ABCA1/ACSL1/DIO1/ABCA2/CYP8B1/CYP7B1/ALDH9A1/CAT/ALDH1A1/BCAR3
HALLMARK_P53_PATHWAY	1.14497725276585	0.586701434159061	LGG	CEBPA/CASP1/ALOX15B/CLCA2/CDKN2B/CDKN2A/CD81/BMP2/ATF3/ABHD4/CTSD
HALLMARK_ADIPOGENESIS	1.09278930657023	0.654058313632782	LGG	C3/APOE/ABCA1/CD302/ALDH2/ADIG/ACADS/ADIPOR2/BCL6/AK2/CAT/ANGPT1
HALLMARK_FATTY_ACID_METABOLISM	1.08521818684258	0.654058313632782	LGG	BMPR1B/ACSL1/ALAD/ACADS/ADIPOR2/ALDH9A1/CBR1/ALDH1A1/ACAA1/ACAA2/ALDH3A2/ACSL5/ACSM3/CA2/ACADM/BCKDHB/ACOT2/ACO2/ACADVL
HALLMARK_ESTROGEN_RESPONSE_EARLY	1.09312684981924	0.654058313632782	LGG	CD44/AR/B4GALT1/CXCL12/CLDN7/ALDH3B1/ADD3/BLVRB/CISH/CALCR/ABLIM1
HALLMARK_ANDROGEN_RESPONSE	-1.03634532404874	0.654058313632782	LGG	ABHD2/CDK6/HMGCS1/HPGD/HMGCR/CENPN/HOMER2/ALDH1A3/CAMKK2/AKAP12
HALLMARK_NOTCH_SIGNALING	1.00752109397088	0.799924712968191	LGG	FZD7/ST3GAL6/LFNG/DTX4/WNT5A/ARRB1/PSENEN/NOTCH2/DTX2/FZD5/SAP30/TCF7L2/MAML2
HALLMARK_ESTROGEN_RESPONSE_LATE	0.988643329652074	0.800232191724023	LGG	CD44/BATF/CDH1/ALDH3B1/ADD3/ACOX2/BLVRB/CD9/CISH/CALCR/CAV1/BCL2/AFF1/ALDH3A2/CA2/ANXA9/AMFR/CHPT1
HALLMARK_APICAL_JUNCTION	0.98875787808364	0.800232191724023	LGG	CD86/CD99/ALOX15B/B4GALT1/CDH1/CD209/ARHGEF6
HALLMARK_XENOBIOTIC_METABOLISM	0.987077089192998	0.800232191724023	LGG	AKR1C3/APOE/ACOX2/BLVRB/ALDH2/CASP6/ALDH9A1/CBR1/CAT/ABHD6/AKR1C2/ABCC2/CA2/ACSM1/ABCC3
HALLMARK_CHOLESTEROL_HOMEOSTASIS	0.954108645135945	0.873634318766067	LGG	ANXA13/CXCL16/CLU/FADS2/CD9/ABCA2/GSTM2/ANTXR2/ATF3/ANXA5/ALDOC/GNAI1/ALCAM/ETHE1/CBS
HALLMARK_MITOTIC_SPINDLE	-0.928897550779569	0.877792977656179	LGG	ARHGAP29/ARHGEF11/BRCA2/ARAP3/AURKA/CCNB2/BUB1/BIRC5
HALLMARK_KRAS_SIGNALING_UP	0.926265106824538	0.877792977656179	LGG	CD37/C3AR1/APOD/BIRC3/CCL20/CAB39L/BMP2/ALDH1A2
HALLMARK_APICAL_SURFACE	0.907637934268248	0.901184307920059	LGG	MAL/IL2RG/B4GALT1/GHRL/SLC2A4/LYN/IL2RB/PLAUR/LYPD3/ADIPOR2/GSTM3
HALLMARK_EPITHELIAL_MESENCHYMAL_TRANSITION	0.87573066063719	0.924131495836922	LGG	ABI3BP/CD44/COL8A2/CAPG
HALLMARK_DNA_REPAIR	-0.890386911034887	0.929347826086957	LGG	ERCC2/ERCC3/BCAM/ARL6IP1/FEN1/ADCY6/CCNO
HALLMARK_HYPOXIA	0.845051854015471	0.929347826086957	LGG	CP/AMPD3/CDKN1C/ANXA2/ATF3/CASP6/CAV1/ALDOB/BCL2/ALDOC
HALLMARK_ANGIOGENESIS	-0.865499767626202	0.929347826086957	LGG	PDGFA/THBD/CCND2/VTN/COL3A1/PRG2/JAG2/STC1/SLCO2A1/TIMP1/VEGFA/COL5A2/POSTN
HALLMARK_PI3K_AKT_MTOR_SIGNALING	-0.867987120533207	0.929347826086957	LGG	CDK4/ACACA/FGF22/ECSIT/GSK3B/EGFR/E2F1/CDK1/CAMK4
HALLMARK_HEME_METABOLISM	0.786308859333835	0.979387843794623	LGG	C3/BMP2K/BLVRB/ACP5/ALAD/CAT/CAST/ALDH1L1/BACH1/ALDH6A1/CA2/ADD1/BTG2/AGPAT4/ADIPOR1/ATG4A
HALLMARK_MTORC1_SIGNALING	0.775147012575916	0.979387843794623	LGG	DAPP1/CTSC/CXCR4/ADD3/CORO1A/CD9
HALLMARK_GLYCOLYSIS	-0.821086087751304	1	LGG	ARTN/CACNA1H/CENPA/AURKA/ADORA2B/CDK1
HALLMARK_PROTEIN_SECRETION	0.682333721566596	1	LGG	CTSC/ABCA1/GALC/CLN5/DST/ARFIP1/CLCN3/AP3B1/CD63
HALLMARK_PEROXISOME	-0.740037822292481	1	LGG	CEL/CADM1/ABCC5/ABCC8/CACNA1B/CRABP2/ABCB9/ABCD2/DLG4/CRABP1
HALLMARK_UNFOLDED_PROTEIN_RESPONSE	0.631088067433945	1	LGG	CCL2/BAG3/CEBPB
HALLMARK_UV_RESPONSE_UP	0.599239872159887	1	LGG	CDKN2B/CNP/CDKN1C/ARRB2/BMP2/ATF3/BCL2L11/ACAA1/CA2/APOM/BTG2/CDO1
HALLMARK_MYOGENESIS	0.597769696809356	1	LGG	APLNR/CFD/ACSL1/APOD/BIN1/ABLIM1/AEBP1/CASQ2
HALLMARK_OXIDATIVE_PHOSPHORYLATION	0.549671392571313	1	LGG	ATP6V0E1/ACAA1/ACAA2/ALDH6A1/ACADM/ACAT1/ABCB7/ACO2/ACADVL/ATP6V0B/BCKDHA/BAX/ATP6V1F/ACADSB/ATP6V1D/ATP6V1G1/AIFM1/ATP6V1E1/ALAS1/ATP1B1/ATP6V1C1/ATP6V1H/ATP6AP1/ATP6V0C/AFG3L2
HALLMARK_WNT_BETA_CATENIN_SIGNALING	-0.494619883882697	1	LGG	CUL1/NOTCH1/AXIN1/SKP2/TP53/PSEN2/JAG1/LEF1/CCND2/NOTCH4/KAT2A/JAG2/WNT1
HALLMARK_ALLOGRAFT_REJECTION	1.6032750516857	0.000170456013117421	LIHC	CCL19/CD3E/CD3G/CD2/CCR2/CCR5/CD3D/CCL22/CCL11/CD40LG/CCL2/CCL5/CCL4/CCR1/CCL13/CD247/CD4/CCND2/CAPG/BCAT1/CD28/CD7
HALLMARK_EPITHELIAL_MESENCHYMAL_TRANSITION	1.58070548668561	0.000280799686085391	LIHC	COL16A1/COMP/COL8A2/COL1A1/COL11A1/BASP1/COL3A1/ABI3BP/COL1A2/CDH11/COL5A1/ADAM12/BGN/COL6A2/CD44/COL6A3/COL12A1/CAPG/AREG/CDH6/COL4A2/COL4A1/APLP1/COL5A2/ACTA2
HALLMARK_IL6_JAK_STAT3_SIGNALING	1.45762605458055	0.00888467094164755	LIHC	CXCL1/IL12RB1/CXCL13/CD38/CSF2RB/CXCL9/CSF2RA/EBI3/CCR1/CSF3R/CD44/CXCL11/CXCL3/CXCL10/CSF1/A2M/HMOX1/IL15RA/CNTFR/ACVRL1
HALLMARK_TNFA_SIGNALING_VIA_NFKB	1.4645846237107	0.00888467094164755	LIHC	CXCL1/CD69/BCL2A1/CCL2/CD80/CCL5/CCL4/CD44/CXCL11/BIRC3/CXCL10/CSF1/CCL20/CCRL2/AREG/BTG2/CD83/CXCL2/CLCF1
HALLMARK_INTERFERON_GAMMA_RESPONSE	1.41309697941419	0.0272980385868482	LIHC	CD69/BANK1/CD38/CSF2RB/CXCL9/CD86/CMKLR1/CIITA/CCL2/CCL5/CD74/CXCL11/CASP1/CXCL10/CD274/ARID5B/CASP4/BATF2/B2M/BST2/CD40/DDX60/CMPK2
HALLMARK_ANGIOGENESIS	1.37513766339561	0.033503828153657	LIHC	LUM/POSTN/VCAN/CXCL6/COL3A1/SPP1/TIMP1/S100A4/THBD/FGFR1/FSTL1/SLCO2A1/CCND2/OLR1/TNFRSF21/JAG1/COL5A2/JAG2/ITGAV
HALLMARK_INTERFERON_ALPHA_RESPONSE	1.38561495712841	0.0367531244486306	LIHC	EPSTI1/CD74/CXCL11/IFI44L/CASP1/CXCL10/CSF1/GBP4/CCRL2/IL15/IFITM1/IFI27/IFI44/IFI30/BATF2/B2M/HERC6/BST2/IFITM2/DDX60/CMPK2/GMPR/IL4R/GBP2/HLA-C/CD47/IFIH1/IFIT3/ELF1/C1S
HALLMARK_INFLAMMATORY_RESPONSE	1.35715059137973	0.0539226194400935	LIHC	CD69/CCL22/CD48/CCR7/CCL2/CCL5/C3AR1/AXL/APLNR/CD70/CCL20/CCL17/CHST2/CCRL2/C5AR1/CALCRL/BTG2/CCL24/BEST1/BST2/CD40
HALLMARK_OXIDATIVE_PHOSPHORYLATION	-1.43651669747916	0.0766196573625251	LIHC	ACAT1/BAX/ATP6V1D/ATP6V1C1/ATP6V1E1/ATP6V0E1/ATP6V1F/ATP6V0B/ABCB7/ACO2/ATP6V0C/AIFM1/AFG3L2/ATP6AP1/BCKDHA/ATP1B1/ATP6V1G1/ACADVL/ACADM/ACAA2/ALDH6A1/ACADSB/ACAA1/ALAS1
HALLMARK_UV_RESPONSE_DN	1.32843053965657	0.0786637408291169	LIHC	COL1A1/COL11A1/COL3A1/COL1A2/CELF2/AMPH/DAB2/ABCC1/AKT3/COL5A2/BDNF/CACNA1A/CAV1/ANXA2/ATP2B4/ADORA2B/ANXA4
HALLMARK_APICAL_JUNCTION	1.24279593850938	0.232095046854083	LIHC	CADM3/CDH11/CD86/CD209/CDH3/ADAM23/ATP1A3/ARHGEF6/AMIGO2/ALOX15B/AKT3/ACTC1/CD274/ADAMTS5/ADAM9/CD34/CDH15
HALLMARK_IL2_STAT5_SIGNALING	1.23692154610728	0.232095046854083	LIHC	CD48/CDCP1/CD86/CD44/BATF/CCR4/CCND2/CAPG/BATF3/BCL2/COL6A1/CD79B/ADAM19/CD83/APLP1
HALLMARK_KRAS_SIGNALING_UP	1.15043390687432	0.593070972082072	LIHC	ADAMDEC1/CD37/ALDH1A3/C3AR1/BIRC3/CCND2/CCL20/ADAM8/ACE/ALDH1A2/APOD/BTC/CBL/ADAM17
HALLMARK_HYPOXIA	1.14633051995528	0.593070972082072	LIHC	COL5A1/BGN/AMPD3/CHST2/CA12/BCL2/CHST3/CAV1/ANXA2/CDKN1C/ADORA2B/BCAN/CCNG2/BNIP3L/ALDOA/AKAP12/ATP7A/BTG1/CITED2/CDKN1A/B4GALNT2
HALLMARK_HEDGEHOG_SIGNALING	1.13779192713237	0.593070972082072	LIHC	RTN1/SCG2/NRCAM/NRP2/CRMP1/GLI1/UNC5C/THY1/L1CAM/VLDLR/CNTFR/DPYSL2/TLE3/NRP1/ACHE/PML/OPHN1/SLIT1/PTCH1
HALLMARK_NOTCH_SIGNALING	1.13211290580509	0.629170879676441	LIHC	WNT2/HEYL/FZD7/MAML2/LFNG/FZD1/DLL1/JAG1/NOTCH3/ARRB1/NOTCH1/WNT5A/NOTCH2/DTX4
HALLMARK_APICAL_SURFACE	1.10499637402844	0.644753177652971	LIHC	GAS1/IL2RG/EFNA5/GATA3/IL2RB/MAL/PLAUR/MDGA1/AFAP1L2/LYN/GHRL/CD160/PKHD1/APP/SHROOM2
HALLMARK_MYOGENESIS	1.08531682792091	0.677208835341365	LIHC	AEBP1/ADAM12/APLNR/CFD/ACTC1/CACNA1H/BDKRB2/APOD/CKMT2/CHRNA1/ACHE/CASQ2/AGRN/APP/CKM/CAMK2B/CDH13/CASQ1
HALLMARK_APOPTOSIS	1.07596248596156	0.677208835341365	LIHC	CD2/CD38/BGN/CD44/BIRC3/ANXA1/CASP1/CCND2/BTG2/CASP4/CAV1/APP/AVPR1A/BMF/BNIP3L
HALLMARK_COMPLEMENT	1.07529409984761	0.677208835341365	LIHC	C9/C1QC/CD40LG/C1QA/CCL5/APOBEC3G/CASP1/ANXA5/CASP5/CASP4/ADAM9/APOA4/APOBEC3F/C1R/CD59/CDA/CBLB/CASP10/CDH13/C1S/CD55/CA2/CASP7/AKAP10/CALM1/CASP3
HALLMARK_ESTROGEN_RESPONSE_EARLY	1.05406701718556	0.747451543431443	LIHC	CXCL12/BCL11B/CD44/CA12/BCL2/AREG/CLIC3/CBFA2T3/CYP26B1/CALCR/CALB2/ALDH3B1
HALLMARK_TGF_BETA_SIGNALING	1.04328122801376	0.764786418400876	LIHC	LTBP2/RAB31/PMEPA1/ENG/ID3/JUNB/ID1/SERPINE1/CDKN1C/NOG/PPP1R15A/LEFTY2/IFNGR2/BMPR2/FURIN/SKIL/BCAR3/CDH1/FKBP1A/SMAD1/ACVR1/MAP3K7/BMP2/ID2/FNTA
HALLMARK_REACTIVE_OXYGEN_SPECIES_PATHWAY	1.02748129551886	0.775442429538999	LIHC	IPCEF1/LSP1/PFKP/ABCC1/NQO1/JUNB/PRNP/FES/MPO/G6PD
HALLMARK_KRAS_SIGNALING_DN	1.00265796162016	0.831408969210174	LIHC	CD40LG/CD80/BMPR1B/AKR1B10/CHST2/CCR8/CD207/ACTC1/BTG2/CNTFR/ABCG4/CAMK1D/CKM
HALLMARK_MTORC1_SIGNALING	0.93681791155854	0.976884422110553	LIHC	DAPP1/CORO1A/CXCR4/CFP/BCAT1/CTSC/BTG2/ASNS/DDIT4
HALLMARK_GLYCOLYSIS	0.873607922519769	0.976884422110553	LIHC	CHST4/CD44/CHST2/CACNA1H/CHST1/B3GAT1/B3GNT3
HALLMARK_ESTROGEN_RESPONSE_LATE	0.863149297545537	0.976884422110553	LIHC	CD44/BATF/CA12/BCL2/AREG/CLIC3/AGR2/CAV1/CALCR/ALDH3B1/ATP2B4/CHST8
HALLMARK_PI3K_AKT_MTOR_SIGNALING	0.858930361494661	0.976884422110553	LIHC	DAPP1/CXCR4/FASLG/CAMK4
HALLMARK_WNT_BETA_CATENIN_SIGNALING	0.828001670789572	0.976884422110553	LIHC	LEF1/CCND2/FZD1/DLL1/JAG1/DKK1/JAG2/WNT1/FZD8/NOTCH1/MYC/ADAM17/TP53/NOTCH4
HALLMARK_MITOTIC_SPINDLE	0.824196150381882	0.976884422110553	LIHC	ABR/ARHGEF3/ARHGAP4/ARHGAP10/ARAP3/ARHGAP27/ARHGEF2/ARHGAP29/CCDC88A/CDC42/CAPZB/BCAR1/ARF6/BUB1/BCL2L11/ARFGEF1/ABI1/ABL1/AKAP13/APC
HALLMARK_P53_PATHWAY	0.781317016496825	0.976884422110553	LIHC	CASP1/CCND2/ALOX15B/BTG2/ADA/APP/CLCA2/BAK1/CD82/CDH13/CCND3/ABCC5/CSRNP2/BTG1/CDKN1A/CDKN2B
HALLMARK_ANDROGEN_RESPONSE	0.777375821278225	0.976884422110553	LIHC	ALDH1A3/HPGD/BMPR1B/ADAMTS1/ABCC4/ARID5B/B2M/GPD1L/ACTN1/AKAP12/GSR/CCND3
HALLMARK_MYC_TARGETS_V2	0.768667004354942	0.976884422110553	LIHC	DUSP2/HK2/MAP3K6/MYC
HALLMARK_COAGULATION	0.763747781848663	0.976884422110553	LIHC	COMP/C9/C1QA/CTSK/ANXA1/CFD/CTSE/A2M/ADAM9/CRIP2/C1R/CTSB/CAPN2/CD9/C1S
HALLMARK_HEME_METABOLISM	0.697026416152531	0.976884422110553	LIHC	ADD2/ANK1/ACP5/BLVRA/BTG2/AGPAT4/ASNS/BMP2K
HALLMARK_SPERMATOGENESIS	0.666100955843509	0.976884422110553	LIHC	CFTR/CAMK4/ACE/ACRBP/ADCYAP1/DPEP3/CLGN/ART3/ALOX15
HALLMARK_UNFOLDED_PROTEIN_RESPONSE	0.625286050489389	0.976884422110553	LIHC	CCL2/ASNS/DNAJA4/DDIT4/BAG3/CNOT6/EIF4A1/EIF2AK3/ATP6V0D1/CHAC1/EIF2S1/ATF3/ALDH18A1/DCP1A/EIF4E/CALR/DCP2/DDX10/DNAJC3/DCTN1/DKC1/ATF4/CNOT2
HALLMARK_PROTEIN_SECRETION	0.587453461152016	0.976884422110553	LIHC	CTSC/GALC/CAV2/ATP7A/ATP6V1B1/ARFIP1/ADAM10/ATP6V1H/GLA/ATP1A1/ARFGEF1/DNM1L/CD63/ABCA1/ARFGAP3/ARCN1/COPB2/AP1G1/COPB1
HALLMARK_G2M_CHECKPOINT	-3.07142873257197	1.81489157549034e-08	LUAD	CKS2/BCL3/CCND1/CDC7/CDKN3/CDK1/CCNA2/CHAF1A/CKS1B/CHEK1/CCNF/BUB1/CENPE/CDC25A/CCNB2/CDC6/CENPA/BIRC5/AURKA/CDC20/AURKB/CDC45/CENPF
HALLMARK_E2F_TARGETS	-3.14247248618127	2.05566999552397e-08	LUAD	CKS2/BRCA1/CSE1L/CDKN3/CDK1/ASF1B/CENPM/CCNE1/ATAD2/CKS1B/CHEK1/CDCA8/CHEK2/CENPE/CDC25A/CIT/CCNB2/CDCA3/BIRC5/AURKA/CDC20/BUB1B/AURKB
HALLMARK_ALLOGRAFT_REJECTION	1.93647422984408	2.12619439386409e-07	LUAD	CCL19/CCR2/CD40LG/CD3G/CD28/CCL13/CD3E/CCL5/CD2/CCR5/CD4/CD247/CD3D/CCR1/CD40/CCL4/CD1D/CCL22/CCL2/CCL11/B2M/CCND2/BCAT1/CD7/C2
HALLMARK_MYC_TARGETS_V2	-2.83560596161981	5.76425471012078e-07	LUAD	MRTO4/PES1/PA2G4/IMP4/PPRC1/NOP16/CBX3/EXOSC5/NOLC1/NOC4L/MPHOSPH10/NOP56/PPAN/GNL3/MYBBP1A/AIMP2/HSPE1/IPO4/PLK4/MCM4/HSPD1/NOP2/BYSL/PLK1
HALLMARK_MYC_TARGETS_V1	-2.7587998073844	1.40717826511204e-06	LUAD	CLNS1A/CCT4/DUT/CDK4/DDX18/CDK2/CSTF2/DHX15/EIF2S2/CCT2/CCT7/APEX1/COPS5/EIF3J/C1QBP/COX5A/ACP1/CBX3/CCNA2/CYC1/EIF3B/CCT5/AIMP2/CAD/CCT3/CDC20/CDC45
HALLMARK_INTERFERON_GAMMA_RESPONSE	1.78204899638131	3.03655881109705e-05	LUAD	CXCL9/CXCL11/CD69/CXCL10/CMKLR1/CCL5/CD74/CIITA/CSF2RB/CD86/CASP1/CD274/CD40/C1S/BANK1/CFH/CCL2/C1R/B2M/CD38
HALLMARK_IL6_JAK_STAT3_SIGNALING	1.76117188353826	3.46544950205027e-05	LUAD	CXCL9/CXCL13/CXCL11/CXCL10/IL12RB1/CSF2RB/EBI3/FAS/CD36/CSF2RA/CCR1/A2M/CD14/CNTFR/CD44/CSF2/CD38/CSF1/IL15RA/ACVRL1/IFNGR1/CRLF2
HALLMARK_INFLAMMATORY_RESPONSE	1.72816395201082	0.000143802432508998	LUAD	CCL17/CD48/CD69/CCR7/CCL5/C3AR1/CD70/CD40/CD14/CCRL2/AXL/C5AR1/CCL22/CCL2/CALCRL/AQP9/CD82/BEST1/CHST2/APLNR/CCL24/ABCA1
HALLMARK_INTERFERON_ALPHA_RESPONSE	1.67706097008726	0.00084207594875063	LUAD	CXCL11/CXCL10/CD74/GBP4/CASP1/C1S/IFI44L/CCRL2/IL15/B2M/EPSTI1/CSF1/IFIT2/IFIT3/GBP2/IFI44/HLA-C/IFI30/DDX60/IFI27/IFIH1/BATF2/CMPK2/HERC6/IFI35/CD47
HALLMARK_COMPLEMENT	1.64117384237346	0.00084207594875063	LUAD	CD40LG/CCL5/C1QC/C1QA/APOBEC3G/CD36/CASP1/APOC1/C1S/ACTN2/CASP5/C1R/C3/CDH13/APOBEC3F/C2/CDA/CA2/CD59/CASP10/CASP4
HALLMARK_TNFA_SIGNALING_VIA_NFKB	1.64193123015467	0.00164303524087826	LUAD	CXCL11/CD69/CXCL10/CCL5/CD80/CCL4/CCRL2/BCL2A1/BIRC3/CD44/CD83/CCL2/CSF2/CSF1
HALLMARK_COAGULATION	1.57374785128823	0.00663363385006567	LUAD	APOC2/C1QA/A2M/APOC1/CTSE/C1S/CFH/CTSK/C1R/C3/CFD/CPB2/CTSO/CTSH/C2/COMP/CTSB/ANXA1/CLU
HALLMARK_BILE_ACID_METABOLISM	1.48483929978794	0.016849476280687	LUAD	ABCA6/ABCA8/ABCD2/ABCA9/CH25H/CYP27A1/AR/ABCA4/AQP9/CYP7B1/ALDH1A1/BBOX1/ABCA1/DIO1/CYP39A1/ACSL5/ABCA3/ATXN1/CROT/DIO2/CAT/CYP7A1/ACSL1/BCAR3
HALLMARK_GLYCOLYSIS	-1.69907771791217	0.0194195167331451	LUAD	AGRN/CASP6/B3GALT6/BPNT1/ALDOA/B3GNT3/CHPF/ANKZF1/CDK1/B4GALT2/ANGPTL4/BIK/CAPN5/ABCB6/CENPA/AURKA/ARTN
HALLMARK_IL2_STAT5_SIGNALING	1.45699840182856	0.0229834897183207	LUAD	CCR4/CD48/CD79B/CD86/AGER/ABCB1/CD44/CD83/CCND2/BCL2/ADAM19/AHNAK/CAPG/CA2/COL6A1/CAPN3/BATF/CISH/AHR/CDCP1/CD81/BATF3/CDC42SE2
HALLMARK_UNFOLDED_PROTEIN_RESPONSE	-1.63518507332254	0.0356367722530311	LUAD	EIF4A1/DCTN1/EDC4/CXXC1/BAG3/EIF4A3/CEBPG/BANF1/EIF4G1/ATF4/DKC1/ASNS/ALDH18A1/CKS1B/ARFGAP1/CHAC1/EIF4EBP1
HALLMARK_EPITHELIAL_MESENCHYMAL_TRANSITION	1.44238755963999	0.045542831955978	LUAD	ABI3BP/CD44/CDH11/COL8A2/ANPEP/COL6A3/COMP/CALD1/COL6A2/ACTA2/CAPG/BGN/CD59/ADAM12/CDH6/COL3A1/COL16A1/COL1A2/COL5A1/CADM1/CDH2/CAP2/COL5A2/COL12A1/AREG/COL1A1
HALLMARK_ANGIOGENESIS	1.40389041126979	0.0588028991280444	LUAD	OLR1/APOH/LUM/CXCL6/SERPINA5/CCND2/FSTL1/THBD/SLCO2A1/COL3A1/SPP1/S100A4/KCNJ8/POSTN/JAG1/LPL/ITGAV/VTN/TIMP1/NRP1/FGFR1/COL5A2/VCAN
HALLMARK_KRAS_SIGNALING_UP	1.37770469106236	0.0813052197951109	LUAD	ADAMDEC1/CD37/C3AR1/ABCB1/BIRC3/CFH/APOD/CCND2/ALDH1A3/ALDH1A2/ANO1/ADAM8/CA2/ACE
HALLMARK_APICAL_SURFACE	1.37591382703386	0.081799591002045	LUAD	NTNG1/IL2RG/GHRL/IL2RB/MDGA1/MAL/RTN4RL1/GAS1/CX3CL1/GATA3/AKAP7/SCUBE1/AFAP1L2/PKHD1
HALLMARK_DNA_REPAIR	-1.30865942600429	0.161501732047561	LUAD	DDB1/DUT/BRF2/ERCC3/ERCC2/APRT/CSTF3/EDF1/COX17/DGUOK/ADCY6/DGCR8/AAAS/BOLA2/ADRM1/BCAM/FEN1/CCNO
HALLMARK_HEDGEHOG_SIGNALING	1.31724446203439	0.161501732047561	LUAD	RTN1/L1CAM/UNC5C/CNTFR/GLI1/NRP2/NRCAM/DPYSL2/AMOT/THY1/SLIT1/PML/CDK6/NRP1/SHH/HEY2/PTCH1/CRMP1
HALLMARK_APICAL_JUNCTION	1.29884093746598	0.162431578478928	LUAD	CADM3/CD209/ARHGEF6/CD86/CD274/ACTN2/CDH11/ADAM23/CALB2/ATP1A3/AKT3/ACTG2/CD34/ACTC1/CDH3/AMIGO2/ACTN1/ADRA1B/ALOX15B/ARPC2/CAP1/ADAMTS5/CADM2
HALLMARK_OXIDATIVE_PHOSPHORYLATION	-1.34039865798737	0.197721110082981	LUAD	ACAA1/ALDH6A1/ATP6V0C/ACADM/ABCB7/ALAS1/ATP6V1F/ATP6V1E1/ATP6V1D/ACO2/ACAT1/ATP6AP1/ATP6V1C1/BAX/BCKDHA/ATP6V0B/ACADSB/ATP6V1G1/ATP6V1H/AFG3L2/AIFM1/ACADVL/ATP1B1
HALLMARK_P53_PATHWAY	1.26681787279423	0.212678936605317	LUAD	CASP1/CCND2/CLCA2/CEBPA/CD82/CDH13/BTG2/CTSD/CDKN2B/CD81/CCNG1/CTSF/CGRRF1/ALOX15B/ABAT/ADA/CDKN1A/CDKN2A/BMP2
HALLMARK_APOPTOSIS	1.21921643895134	0.285410597590741	LUAD	CD2/CASP1/CD14/BIRC3/CD44/CCNA1/CAV1/CD38/CCND2/ANXA1/BGN/BTG2/CASP4
HALLMARK_UV_RESPONSE_DN	1.22428342806605	0.285919866696963	LUAD	DAB2/CAV1/ADD3/AKT3/CELF2/COL3A1/COL1A2/CACNA1A/ATXN1/CAP2/COL5A2/CITED2/COL1A1/APBB2/ATP2C1/BDNF/ANXA2/ARHGEF9/ANXA4
HALLMARK_MYOGENESIS	1.20353696373093	0.296095920456207	LUAD	CASQ2/CD36/ACTN2/CHRNA1/APOD/CKMT2/CFD/CDH13/CAV3/APLNR/AEBP1/CASQ1/ADAM12
HALLMARK_CHOLESTEROL_HOMEOSTASIS	-1.2102688668308	0.367047761512502	LUAD	ANXA13/ATXN2/EBP/FDPS/GLDC/HMGCS1/ERRFI1/FADS2/CHKA/DHCR7/FASN/CBS
HALLMARK_KRAS_SIGNALING_DN	1.07208730530606	0.658478335039236	LUAD	CD40LG/CD80/CCR8/CNTFR/CD207/CCNA1/CLDN16/CAMK1D/CHST2
HALLMARK_MITOTIC_SPINDLE	-1.06451202917099	0.680473764321512	LUAD	BCAR1/ARFGEF1/ARL8A/ALS2/CD2AP/ARHGEF11/ATG4B/BCR/ARFIP2/ANLN/BUB1/CCNB2/BIRC5/AURKA
HALLMARK_UV_RESPONSE_UP	-1.12190948152239	0.764595440106702	LUAD	BSG/ASNS/CDC34/CCNE1/CHKA/CCK/CLCN2/CHRNA5
HALLMARK_ESTROGEN_RESPONSE_EARLY	0.967936548466529	0.86602218504059	LUAD	CXCL12/BCL11B/CD44/AR/CBFA2T3/BCL2/CALB2/ADD3/CYP26B1/CISH/ABCA3/CLIC3/AREG/ABAT/ADCY9/CALCR
HALLMARK_ADIPOGENESIS	0.949062243189352	0.872042068361087	LUAD	ANGPT1/CD36/ACADL/APOE/C3
HALLMARK_HEME_METABOLISM	0.94029708054366	0.872042068361087	LUAD	ACSL6/C3/ACP5/ABCG2/BMP2K/ADD2/ANK1/CA2/AGPAT4/BTG2/ALAS2/CCDC28A/BPGM/CAT/CA1/BACH1/CAST/BNIP3L
HALLMARK_PI3K_AKT_MTOR_SIGNALING	0.881069178766635	0.967096919782294	LUAD	CAMK4/FASLG/DAPP1/CXCR4/ADCY2
HALLMARK_PANCREAS_BETA_CELLS	-0.950027982298699	0.967096919782294	LUAD	ABCC8/HNF1A/NEUROD1/SST/PDX1/PCSK1
HALLMARK_ANDROGEN_RESPONSE	0.817326883366644	0.990119691684248	LUAD	AZGP1/B2M/ALDH1A3/HPGD/ADAMTS1/HERC3/FKBP5/CDK6/ARID5B/AKAP12/ANKH/DNAJB9/ACTN1
HALLMARK_NOTCH_SIGNALING	0.815419606415783	0.990119691684248	LUAD	WNT2/MAML2/ST3GAL6/FZD7/JAG1/NOTCH2/FZD1/DTX1/WNT5A/PRKCA/HEYL
HALLMARK_TGF_BETA_SIGNALING	0.782546858540924	0.990119691684248	LUAD	LTBP2/LEFTY2/SERPINE1/ENG/RAB31/ID2/NOG/KLF10/JUNB/BCAR3/BMPR2/BMP2/ID3/MAP3K7/RHOA/SKI/SKIL/APC
HALLMARK_PEROXISOME	0.770526631268637	0.990119691684248	LUAD	ABCD2/ABCB1/ALDH1A1/DIO1/ACSL5/DLG4/ACSL4/CRABP2/CADM1/ATXN1/CAT/ACSL1
HALLMARK_XENOBIOTIC_METABOLISM	0.765384658197116	0.990119691684248	LUAD	ABCD2/AOX1/APOE/AQP9/BCAT1/ADH1C/CA2/ACSM1/ABHD6
HALLMARK_FATTY_ACID_METABOLISM	0.733995951222252	0.990119691684248	LUAD	AOC3/ACADL/ALDH1A1/ADH1C/CA4/CA2/ACSL5/ACSL4/ADH7/ACSL1/ACSM3/ACSS1
HALLMARK_SPERMATOGENESIS	0.734166982229375	0.990119691684248	LUAD	CAMK4/CCNA1/ADCYAP1/DCC/ALOX15/ACRBP/ACE/ART3
HALLMARK_HYPOXIA	0.664684832231702	0.990119691684248	LUAD	CAV1/BCL2/CHST2/BGN/ALDOB/AMPD3/COL5A1/CHST3/AKAP12/CITED2/CDKN1A/BNIP3L/ANXA2/ALDOC/ATP7A/BTG1
HALLMARK_REACTIVE_OXYGEN_SPECIES_PATHWAY	0.649434896090165	0.990119691684248	LUAD	LSP1/IPCEF1/GPX3/MPO/PRNP/HHEX/GLRX/FTL/MBP/CAT/JUNB/MSRA
HALLMARK_ESTROGEN_RESPONSE_LATE	0.643519483275209	0.990119691684248	LUAD	CD44/CCNA1/CAV1/BCL2/CHST8/ADD3/CA2/BATF/CISH/ABCA3/CACNA2D2/CLIC3/AREG
HALLMARK_MTORC1_SIGNALING	0.602767558671654	0.990119691684248	LUAD	DAPP1/CORO1A/CXCR4/CFP/BCAT1/ADD3/CTSC/BTG2
HALLMARK_WNT_BETA_CATENIN_SIGNALING	0.58975723139631	0.990119691684248	LUAD	CCND2/TCF7/LEF1/DKK1/JAG1/FZD1/NKD1/HEY2/PTCH1/AXIN2/WNT1
HALLMARK_PROTEIN_SECRETION	-0.759291573442731	1	LUAD	ARFGEF2/COPE/ATP6V1H/DNM1L/COPB2/ARFGEF1/ERGIC3/ARCN1/COG2/ANP32E/ARF1/BNIP3/ATP6V1B1
HALLMARK_ALLOGRAFT_REJECTION	1.73900903893832	0.0312505143808745	LUSC	CCL19/CCND2/CD28/CD40LG/CD3G/CD3E/CD2/CD247/CCR2/CCR5/CD3D/CD4/CCL22/CD7/CD1D/CCL5/CCR1/CCL13/CCL4/CCL2/CCL11
HALLMARK_MYC_TARGETS_V2	-1.84597764121239	0.0312505143808745	LUSC	HSPE1/CBX3/NOP56/MAP3K6/NPM1/GNL3/NOP16/PPRC1/PA2G4/HSPD1/MCM4/GRWD1/MYBBP1A/PLK4/NOC4L/NIP7/EXOSC5/IMP4/NOLC1/BYSL/PLK1/MRTO4/IPO4
HALLMARK_HEDGEHOG_SIGNALING	1.57095851911192	0.0833175372106743	LUSC	NRCAM/CRMP1/GLI1/PTCH1/RTN1/CNTFR/VLDLR/HEY1/SCG2/SHH/CDK5R1/HEY2/NKX6-1/AMOT/SLIT1
HALLMARK_E2F_TARGETS	-1.57772373462333	0.0833175372106743	LUSC	BARD1/CKS1B/BIRC5/AURKB/CDCA3/CDKN3/ATAD2/CHEK1/CENPE/CSE1L/AK2/CDKN2A/CCNE1/CDC25B/CDCA8/AURKA/CDC20
HALLMARK_KRAS_SIGNALING_DN	1.56816084215897	0.0833175372106743	LUSC	AKR1B10/CLDN8/CHST2/ATP4A/ALOX12B/CLDN16/CNTFR/CD207/CD40LG/CALCB/CCR8/CAMK1D/ADRA2C/CD80/CALML5/BTG2/CDH16/CCNA1
HALLMARK_XENOBIOTIC_METABOLISM	1.53037962381554	0.116880756835278	LUSC	ADH7/AKR1C2/ALDH3A1/AKR1C3/ABCD2/CBR1/ARG1/AOX1/ABHD6/APOE/ADH1C
HALLMARK_MYC_TARGETS_V1	-1.55230917104514	0.129964963686753	LUSC	CANX/DDX18/CDK2/CCNA2/DDX21/ABCE1/EIF3B/CBX3/DEK/CLNS1A/EIF2S2/EIF2S1/DHX15/APEX1/BUB3/CAD/CSTF2/CCT3/CCT2/CCT5/CDC20
HALLMARK_TGF_BETA_SIGNALING	-1.5530364240645	0.129964963686753	LUSC	BMP2/PPP1R15A/NOG/NCOR2/SLC20A1/SKI/PPP1CA/ID1/KLF10/CDKN1C/SERPINE1/BCAR3/PMEPA1
HALLMARK_INFLAMMATORY_RESPONSE	1.46401863234241	0.142395166198833	LUSC	CHST2/ATP2B1/CD48/CCR7/APLNR/CCL17/CD69/BTG2/CCL22/ABCA1/C3AR1/CCL5/CALCRL/C5AR1/CD14/CCL2
HALLMARK_IL2_STAT5_SIGNALING	1.40895683093884	0.221590909090909	LUSC	COCH/CD79B/CCR4/BCL2/CCND2/CD48/ABCB1/ALCAM
HALLMARK_FATTY_ACID_METABOLISM	1.39765896209771	0.227272727272727	LUSC	ADH7/ALDH3A1/ALDH1A1/ACSS1/CBR3/CBR1
HALLMARK_P53_PATHWAY	1.40567659746746	0.229621125143513	LUSC	CLCA2/ABCC5/CDH13/CCND2/BTG1/CDK5R1/ABHD4/BTG2/CEBPA/ADA/ATF3/ANKRA2/CDKN2AIP/BAIAP2/CASP1
HALLMARK_BILE_ACID_METABOLISM	1.36898092281762	0.269347137264097	LUSC	ALDH1A1/ABCD2/ABCA9/CH25H/ABCA5/ABCA6/ALDH8A1/BMP6/ABCA8/DIO2/ACSL1/ABCA1/CYP27A1
HALLMARK_G2M_CHECKPOINT	-1.39051454173687	0.269347137264097	LUSC	BARD1/CKS1B/BIRC5/AURKB/CENPA/BUB1/BUB3/CDKN3/CCNF/CHEK1/CENPE/CHMP1A/CCND1/CDC25B/AURKA/CDC20
HALLMARK_INTERFERON_GAMMA_RESPONSE	1.31631842548919	0.353344999326962	LUSC	CD274/CSF2RB/CXCL9/CD38/CMKLR1/BTG1/BANK1/CD69/CD86/CIITA/CD74/CCL5
HALLMARK_ANGIOGENESIS	-1.23991321511934	0.353344999326962	LUSC	APP/TIMP1/TNFRSF21/LRPAP1/PRG2/APOH/STC1/VEGFA/PF4/PDGFA/VAV2/CXCL6
HALLMARK_APICAL_SURFACE	1.31051926625082	0.353344999326962	LUSC	RHCG/MAL/GSTM3/MDGA1/PCSK9/LYPD3/IL2RG/GHRL/AKAP7/HSPB1/IL2RB/ATP8B1
HALLMARK_PEROXISOME	1.28006690077373	0.389080239826508	LUSC	ALDH1A1/CACNA1B/ABCC5/ABCD2/CEL/ABCB1
HALLMARK_GLYCOLYSIS	-1.19541365209806	0.40625	LUSC	CENPA/ANG/ALDOA/ANKZF1/ADORA2B/CASP6/B3GALT6/CHST4/B4GALT2/CAPN5/CACNA1H/CHPF/AURKA/ANGPTL4/AGRN/B3GNT3/ALDH7A1
HALLMARK_IL6_JAK_STAT3_SIGNALING	1.23881461669677	0.40625	LUSC	CNTFR/CXCL13/CSF2RB/CXCL9/CD9/HMOX1/CD38/IL12RB1/CSF2RA/CD44/CCR1/EBI3/A2M/CD14/CD36/FAS
HALLMARK_ANDROGEN_RESPONSE	-1.09785410909449	0.560897435897436	LUSC	GNAI3/AKT1/ACSL3/CDK6/ANKH/ADRM1/CCND3/CCND1/AKAP12/ALDH1A3/ACTN1/HOMER2/AZGP1/BMPR1B
HALLMARK_COMPLEMENT	1.16510924670902	0.560897435897436	LUSC	ADRA2B/CDH13/CD40LG/APOC1/CDK5R1/C1QC/C1QA/CCL5/APOBEC3F/CD36/CASP5/CASP1/APOBEC3G
HALLMARK_UV_RESPONSE_UP	-1.11072601807814	0.560897435897436	LUSC	CDKN1C/CCNE1/BAK1/CHRNA5/CHKA/C4BPB/CCK/AQP3
HALLMARK_DNA_REPAIR	-1.11753733976223	0.560897435897436	LUSC	FEN1/ERCC1/DDB1/DAD1/DGCR8/CANT1/AK1/BOLA2/ADCY6/ARL6IP1/ADRM1/APRT/ERCC2/CDA/BCAM
HALLMARK_KRAS_SIGNALING_UP	1.13818946033478	0.603211009174312	LUSC	ADAMDEC1/CCND2/ANXA10/ABCB1/CD37/ARG1/APOD/C3AR1/ALDH1A2
HALLMARK_MITOTIC_SPINDLE	-1.0609733487449	0.646279949558638	LUSC	ATG4B/ACTN4/ARFIP2/CDC42/BIRC5/BUB1/ARHGAP4/CAPZB/ANLN/CD2AP/BCR/BCAR1/AURKA/ARHGAP29
HALLMARK_INTERFERON_ALPHA_RESPONSE	-1.03239514150027	0.706168831168831	LUSC	IFI27/IL4R/IFITM1/IFI44/BATF2/IFITM2/IFITM3/BST2
HALLMARK_PANCREAS_BETA_CELLS	1.06557308849295	0.706168831168831	LUSC	PCSK2/AKT3/PAX6/MAFB/FOXO1/INSM1/NKX6-1/PCSK1/DCX/IAPP/PAK3/SRPRB
HALLMARK_APICAL_JUNCTION	1.05299234889634	0.711825487944891	LUSC	ADAM23/CD274/AKT3/AMH/ARHGEF6/CALB2/CD86/ACTC1/CD209/CADM3/CDH11/AMIGO1/CD34/BAIAP2
HALLMARK_UV_RESPONSE_DN	1.05058603373325	0.711825487944891	LUSC	BDNF/ATP2B1/ABCC1/AKT3/ADD3/CELF2
HALLMARK_APOPTOSIS	1.01376291545774	0.758689839572192	LUSC	CCND2/CD2/CD38/AVPR1A/BTG2/ANXA1/CCNA1/CD44/ATF3/CD14/AIFM3/BIK/CASP1/BTG3/BIRC3
HALLMARK_REACTIVE_OXYGEN_SPECIES_PATHWAY	0.994279068200139	0.758689839572192	LUSC	HHEX/ABCC1/GCLC/GCLM/GSR/PRDX2/LSP1
HALLMARK_HEME_METABOLISM	0.992223073051992	0.758689839572192	LUSC	ADD2/ACSL6/ABCG2/ALDH1L1/BTG2/BMP2K/ACP5/ALAD/ATP6V0A1/BLVRA/ASNS/ALAS2/ABCB6
HALLMARK_MYOGENESIS	0.988733589202049	0.758689839572192	LUSC	CDH13/CASQ2/CHRNA1/APLNR/APOD/ACSL1/ANKRD2/ADAM12/CASQ1/CFD/ABLIM1/ACTC1
HALLMARK_ESTROGEN_RESPONSE_LATE	-0.932357082888592	0.765954741927282	LUSC	CAV1/ARL3/ANXA9/CKB/ALDH3B1/CHST8/CCND1/ACOX2/CLIC3/AREG/CDC20/AGR2
HALLMARK_PI3K_AKT_MTOR_SIGNALING	0.961093410741668	0.765954741927282	LUSC	ADCY2/FGF17/DAPP1/CXCR4/CAMK4/FASLG/ECSIT/AP2M1/EGFR/ACTR3/DUSP3/GNA14
HALLMARK_WNT_BETA_CATENIN_SIGNALING	0.935679580990413	0.783799533799534	LUSC	CCND2/PTCH1/LEF1/HEY1/HEY2/JAG1/DKK4/CUL1/ADAM17/WNT1/NOTCH1/MYC/FZD1
HALLMARK_SPERMATOGENESIS	0.916211474072964	0.783799533799534	LUSC	DCC/ALOX15/CCT6B/ADCYAP1/CAMK4/CCNA1/CLVS1
HALLMARK_CHOLESTEROL_HOMEOSTASIS	0.913705713672015	0.783799533799534	LUSC	GSTM2/ALCAM/CD9/CLU/AVPR1A/ALDOC/ATF3/CPEB2/HMGCS1/ATF5/FDFT1/ABCA2/DHCR7/FABP5
HALLMARK_MTORC1_SIGNALING	0.849389373819052	0.859774553804405	LUSC	CD9/DAPP1/CFP/ADD3/BTG2/CXCR4/CORO1A
HALLMARK_EPITHELIAL_MESENCHYMAL_TRANSITION	0.838793857923357	0.859774553804405	LUSC	BDNF/ABI3BP/ADAM12/CD44/CADM1/COL7A1/CDH11/ANPEP/COMP/COL8A2
HALLMARK_COAGULATION	0.832865582428537	0.859774553804405	LUSC	CD9/APOC1/APOC2/CLU/CTSK/ANXA1/C1QA/CFD/C8G/A2M
HALLMARK_NOTCH_SIGNALING	0.821447471750606	0.859774553804405	LUSC	WNT5A/FZD7/NOTCH3/WNT2/JAG1/MAML2/CUL1/DTX1/NOTCH1/FZD1
HALLMARK_TNFA_SIGNALING_VIA_NFKB	0.814912540334624	0.859774553804405	LUSC	ATP2B1/BTG1/CD80/CD69/BTG2/CD83/ABCA1/CCL5/CD44/BCL6/CCL4/ATF3/CCL2/CCRL2/BCL2A1/BTG3/BIRC3
HALLMARK_ESTROGEN_RESPONSE_EARLY	0.800920698913444	0.862354892205639	LUSC	BCL2/BCL11B/CXCL12/CALB2/ADD3/ABLIM1/CD44/CA12
HALLMARK_HYPOXIA	0.70734995541954	0.955706203170396	LUSC	CHST2/BCL2/BTG1/ALDOC/CA12/ATF3/ALDOB/CHST3/BCAN/ATP7A
HALLMARK_ADIPOGENESIS	0.632467947247443	0.983664772727273	LUSC	ATP1B3/ACADL/ABCA1/APOE/ANGPT1/BCL6/CD36/ADIPOQ/BCL2L13/CD302/ACO2/ARL4A
HALLMARK_UNFOLDED_PROTEIN_RESPONSE	0.634692797742676	0.983664772727273	LUSC	EIF4A2/CHAC1/ATF3/CEBPG/CCL2/DNAJB9/EIF2AK3/EIF4G1/DNAJA4/ERN1/ASNS/CNOT4/BAG3/EEF2
HALLMARK_OXIDATIVE_PHOSPHORYLATION	-0.5931334996513	1	LUSC	BAX/ATP6V0B/ATP6V1D/ACADM/ACAA2
HALLMARK_PROTEIN_SECRETION	-0.548145741368611	1	LUSC	AP1G1/BET1/AP2S1/ANP32E/ARF1/ATP6V1H/CD63/COPB1/ARCN1/AP2B1/GALC/BNIP3/ARFGEF2/ATP6V1B1/ERGIC3
HALLMARK_ALLOGRAFT_REJECTION	1.9411010200821	2.4786647611901e-06	MESO	CD3G/CD2/CD3D/CCR5/CCR2/CD3E/CD4/CD40LG/CCL5/CD247/CCR1/C2/CD28/CD1D/CCL19/CCL13/CCL4/CD40/ACHE/CD7/B2M
HALLMARK_INTERFERON_GAMMA_RESPONSE	1.9235968198249	2.4786647611901e-06	MESO	CXCL9/CXCL10/CXCL11/CD38/CSF2RB/CIITA/CMKLR1/CCL5/CD74/CD69/CD86/BATF2/BST2/CD40/APOL6/ARID5B/B2M/CASP1/CD274/CMPK2
HALLMARK_INTERFERON_ALPHA_RESPONSE	1.74528315546401	0.000598434838018862	MESO	CXCL10/CXCL11/GBP4/CD74/IFI44L/EPSTI1/IFI30/CCRL2/BATF2/GBP2/BST2/CSF1/HLA-C/B2M/CASP1/CMPK2/IFI44/IFI27
HALLMARK_IL6_JAK_STAT3_SIGNALING	1.67143095614055	0.00514201529679678	MESO	CXCL9/CXCL13/CXCL10/CXCL11/IL12RB1/CD38/EBI3/CSF2RB/CCR1/A2M/ACVRL1/CD14/CSF3R/CD36/IL15RA/CSF1
HALLMARK_ESTROGEN_RESPONSE_LATE	-1.86553362371055	0.00739011090578009	MESO	ABCA3/ASCL1/BAG1/CD9/CKB/CLIC3/ALDH3B1/ACOX2/ALDH3A2/AREG/CACNA2D2/CCNA1/CDH1/AGR2/ANXA9
HALLMARK_INFLAMMATORY_RESPONSE	1.55999158188095	0.0261854975317933	MESO	CD48/CCL5/CCR7/C3AR1/CD69/CCRL2/CD14/CHST2/BST2/CD40/APLNR/AXL/CALCRL/CD82/C5AR1/CD70
HALLMARK_E2F_TARGETS	1.54827549952234	0.0364997126246602	MESO	CCNE1/CDC20/CDCA8/BARD1/CDC25A/CENPM/CDKN2A/AURKA/AURKB/CDKN3/CENPE/CDKN2C/CDK1/CDCA3/BRCA2/BRCA1/ASF1B/BUB1B/CCNB2/BIRC5
HALLMARK_COMPLEMENT	1.50992853030771	0.0533888856730098	MESO	CASP5/C1QC/C1QA/CD40LG/CCL5/CDH13/C2/APOBEC3G/CDA/APOC1/CD36/CASP1/CA2/APOBEC3F
HALLMARK_EPITHELIAL_MESENCHYMAL_TRANSITION	1.44700783611905	0.114678928524858	MESO	ADAM12/COL5A2/COL1A2/COL1A1/COL5A1/COL3A1/COL4A1/COL7A1/COL6A3/COL5A3/CDH6/ABI3BP/COL4A2/CALU/BGN/COL16A1/CD44/BMP1/COL6A2/COMP/COL11A1/COL12A1
HALLMARK_G2M_CHECKPOINT	1.42325704004225	0.154838630532096	MESO	CDC20/BARD1/CDC25A/CCNA2/BUB1/AURKA/CENPA/AURKB/CENPF/CDKN3/CENPE/CCNF/CDKN2C/CDK1/BRCA2/CDC45/CCNB2/BIRC5/CDC7
HALLMARK_OXIDATIVE_PHOSPHORYLATION	-1.4214960541109	0.183632975326088	MESO	BCKDHA/ABCB7/ACAT1/ATP6V1G1/ATP6V1H/ATP6V1D/AFG3L2/ACADSB/ATP6V1E1/ACAA2/ACADVL/ATP1B1
HALLMARK_KRAS_SIGNALING_DN	-1.41120127242291	0.236217454621683	MESO	CNTFR/CACNA1F/CCNA1/ALOX12B/ATP6V1B1/BMPR1B/AKR1B10/ARHGDIG
HALLMARK_IL2_STAT5_SIGNALING	1.32481905476085	0.241506422555481	MESO	CD48/BATF/CCR4/CD79B/CD86/CCNE1/ADAM19/BCL2/BATF3/CD83/CA2/CD44/CDC42SE2/COL6A1/ABCB1/CISH/CAPN3/AHR
HALLMARK_ESTROGEN_RESPONSE_EARLY	-1.31396277445426	0.241506422555481	MESO	ABCA3/BAG1/AR/CLDN7/CLIC3/CALB2/ALDH3B1/AREG/ABLIM1/ANXA9
HALLMARK_TNFA_SIGNALING_VIA_NFKB	1.30037500521454	0.322234156820623	MESO	CXCL10/CXCL11/CCL5/CD69/CD80/CCRL2/CCL4/BCL2A1/CSF1/CD83/CSF2
HALLMARK_MTORC1_SIGNALING	1.23552962339504	0.510204081632653	MESO	DAPP1/CORO1A/CXCR4/CFP/CTSC/CDC25A/BUB1/AURKA/CCNF/CTH
HALLMARK_ANGIOGENESIS	1.12859163741113	0.839868219572178	MESO	SLCO2A1/COL5A2/POSTN/SERPINA5/SPP1/COL3A1/VCAN/FSTL1/NRP1/LUM/PF4/KCNJ8/S100A4/LPL/MSX1/ITGAV/JAG1
HALLMARK_PEROXISOME	1.12774576530775	0.839868219572178	MESO	ALDH1A1/ABCD2/ABCB4/ACSL5/EHHADH/DLG4/ABCC5/ABCD1/ABCD3/DIO1/ABCB1/CRABP1/CLN8/ACSL1/CACNA1B/BCL10/ACSL4/CRABP2
HALLMARK_MITOTIC_SPINDLE	1.08344121187635	0.839868219572178	MESO	ARAP3/ANLN/ARHGAP29/ARHGAP4/BUB1/ARHGAP10/AURKA/BRCA2/ARHGAP27/CCNB2/BIRC5/CCDC88A/ARHGEF3/APC/CAPZB/ARF6
HALLMARK_MYC_TARGETS_V2	-1.03651879781324	0.839868219572178	MESO	NOP2/PPRC1/HSPE1/IPO4/LAS1L/NOLC1/DDX18/MPHOSPH10/GRWD1/DCTPP1/NPM1/BYSL/MYBBP1A/NOP16/HSPD1/MYC/HK2
HALLMARK_HYPOXIA	1.08544333966785	0.839868219572178	MESO	AMPD3/CHST2/BCL2/COL5A1/CP/BGN/B4GALNT2/ADORA2B/CAV1/ALDOC
HALLMARK_FATTY_ACID_METABOLISM	-1.01030158794976	0.839868219572178	MESO	BCKDHB/ACOX1/CBR1/ADIPOR2/APEX1/ACSM3/AADAT/CA4/ALDOA/ACADL/ADH1C/ACAA2/ACADVL/ALDH3A2/ALDH3A1/BMPR1B
HALLMARK_APOPTOSIS	1.06945359915192	0.839868219572178	MESO	CD38/CD2/BMF/CD14/CASP1/BRCA1/BGN/CD44/BCL2L10/CAV1/AVPR1A
HALLMARK_PI3K_AKT_MTOR_SIGNALING	1.01947874608087	0.991639985770189	MESO	FASLG/DAPP1/CAMK4/CXCR4/GNGT1
HALLMARK_APICAL_SURFACE	0.964916935732797	1	MESO	IL2RG/GHRL/IL2RB/MAL/LYN/GATA3/CX3CL1/CD160/ATP8B1/DCBLD2/LYPD3/BRCA1/SCUBE1
HALLMARK_UV_RESPONSE_DN	0.956970397907612	1	MESO	COL5A2/COL1A2/COL1A1/AMPH/COL3A1/CELF2/ADORA2B/ATP2C1/CACNA1A/CAV1/COL11A1/DAB2/ADD3/AKT3
HALLMARK_APICAL_JUNCTION	0.944524888037193	1	MESO	CADM3/CD209/ARHGEF6/CD86/ADAMTS5/CD34/CDH15/CD274/ATP1A3/ACTN3/AMIGO2/BMP1/ACTC1/ACTA1/ADAM9/CD99/CAP1/AKT3/ADRA1B/ACTB
HALLMARK_HEDGEHOG_SIGNALING	0.940199802073687	1	MESO	THY1/HEY1/RTN1/ACHE/UNC5C/NRP1/HEY2/SLIT1/PML/NRP2/SCG2
HALLMARK_P53_PATHWAY	0.86653335699009	1	MESO	CDH13/CD82/CEBPA/ADA/CASP1/CDKN2A/ABCC5
HALLMARK_KRAS_SIGNALING_UP	0.862518834482025	1	MESO	ADAMDEC1/C3AR1/CD37/ACE
HALLMARK_REACTIVE_OXYGEN_SPECIES_PATHWAY	0.822641099496223	1	MESO	HHEX/GLRX/IPCEF1/LSP1/MPO/GPX3/FES/FTL/GCLM/G6PD/ATOX1/PRDX4/GCLC/PRNP/PDLIM1/CAT/CDKN2D
HALLMARK_GLYCOLYSIS	0.821746639104812	1	MESO	CHST2/CHST1/B3GNT3/AURKA/CENPA/CDK1/CHST12/CD44/ADORA2B/B3GAT1/CAPN5/CHPF2/CACNA1H/AGL
HALLMARK_WNT_BETA_CATENIN_SIGNALING	0.819054094022544	1	MESO	DKK1/HEY1/NOTCH4/WNT1/HEY2/NOTCH1/LEF1/FRAT1
HALLMARK_MYOGENESIS	0.817302032581199	1	MESO	CDH13/CKM/ADAM12/APLNR/CD36/ACHE/ACTN3/CHRNA1/ACTC1/BDKRB2/CASQ1/ACTA1/CACNA1H/AGL/ACSL1/ATP6AP1/BIN1/CFD
HALLMARK_SPERMATOGENESIS	0.814645867817472	1	MESO	CAMK4/ACRBP/ACE/DPEP3/BUB1/AURKA/CFTR/CDKN3/CDK1/DMC1
HALLMARK_UNFOLDED_PROTEIN_RESPONSE	-0.823765661393685	1	MESO	CKS1B/EIF2AK3/EIF4A3/ATF4/ATF3/ERN1/BAG3/EEF2/CCL2/EIF4A1/DDX10/CHAC1/DNAJB9
HALLMARK_NOTCH_SIGNALING	0.744641342868562	1	MESO	WNT2/LFNG/NOTCH3/HEYL/NOTCH1
HALLMARK_ADIPOGENESIS	-0.805219949700633	1	MESO	ALDOA/ALDH2/CD151/ACADL/APLP2/ACAA2/ATL2/BCL2L13/ADIPOQ/ANGPTL4
HALLMARK_COAGULATION	0.705992309343567	1	MESO	C1QA/C2/A2M/APOC2/APOC1/CTSB
HALLMARK_PANCREAS_BETA_CELLS	0.708481718042823	1	MESO	LMO2/ISL1/MAFB/NEUROG3/NKX2-2/VDR/PAK3/INSM1/GCK/PAX6/AKT3/FOXO1
HALLMARK_ANDROGEN_RESPONSE	0.674776907002796	1	MESO	ARID5B/B2M/FKBP5/ABCC4/ADAMTS1/CENPN/HPGD/ALDH1A3/GNAI3/CDC14B/CDK6/DBI/ANKH/ELOVL5/ELL2/HMGCR/ABHD2/ACTN1/ELK4
HALLMARK_BILE_ACID_METABOLISM	0.65979375720494	1	MESO	ALDH1A1/ABCD2/CYP7B1/CYP39A1/ACSL5/CH25H/CYP46A1/ABCA4/ABCD1/CYP27A1/ABCD3/DIO1/DIO2/BMP6/ACSL1/ABCA1
HALLMARK_PROTEIN_SECRETION	-0.750593620532444	1	MESO	ARF1/AP2B1/ARCN1/COG2/ATP6V1H/EGFR/BNIP3/ATP7A/ATP6V1B1
HALLMARK_XENOBIOTIC_METABOLISM	0.600168410204177	1	MESO	ABCD2/APOE/ASL/ATOH8/CA2/ACP2/AP4B1/ABCC3/ACOX3/BCAT1/ABHD6
HALLMARK_CHOLESTEROL_HOMEOSTASIS	-0.698923360051267	1	MESO	ATF3/ATXN2/ACTG1/DHCR7/CD9/ERRFI1/CLU
HALLMARK_TGF_BETA_SIGNALING	-0.701096880034407	1	MESO	NOG/CDK9/ARID4B/SMAD3/PPP1R15A/KLF10/PMEPA1/BMP2/ID2/ID1/CDH1
HALLMARK_DNA_REPAIR	-0.729822778705261	1	MESO	ERCC5/EIF1B/ERCC3/BRF2/EDF1/DDB2/AK1/DGUOK/CETN2/AK3/CCNO/BCAM
HALLMARK_HEME_METABOLISM	0.490692644397617	1	MESO	ACP5/ANK1/BMP2K/CA2
HALLMARK_MYC_TARGETS_V1	0.360591452178468	1	MESO	CDC20/CCNA2/CDC45
HALLMARK_UV_RESPONSE_UP	-0.513916774878171	1	MESO	ATF3/ALDOA/BSG/CCK/BMP2/CLTB/APOM
HALLMARK_ALLOGRAFT_REJECTION	1.79184176086362	1.18177103974857e-06	OV	CCL11/CD2/CCR2/CD3E/CD3D/CCR5/CCL5/CCL19/CD3G/CD247/CCL4/CCR1/CD40LG/CD7/CD4/CCL13/CCL22/CCL2/CD28/CD1D/CCL7/C2/B2M
HALLMARK_MYC_TARGETS_V2	-2.17602434336008	0.000165562790936835	OV	PES1/DDX18/IMP4/MPHOSPH10/NOLC1/NOC4L/PPRC1/MCM4/MRTO4/PLK1/GNL3/IPO4/PRMT3/EXOSC5/CBX3/BYSL/CDK4/HK2/MYBBP1A/NDUFAF4/NOP56/AIMP2/PA2G4/PLK4/NOP2/FARSA/NPM1/PPAN/HSPD1/HSPE1
HALLMARK_INTERFERON_GAMMA_RESPONSE	1.65734748649092	0.000262771890687813	OV	CXCL9/CSF2RB/CCL5/CD86/CXCL11/CXCL10/CMKLR1/CD38/CD69/C1S/CCL2/CD74/BANK1/CASP1/CIITA/C1R/APOL6/CFH/CCL7/CD274/B2M/BATF2/CFB/CD40/CDKN1A/CMPK2/DHX58
HALLMARK_IL6_JAK_STAT3_SIGNALING	1.629302487939	0.000324340881522481	OV	CXCL9/CXCL13/CSF2RB/IL12RB1/EBI3/CD14/CSF2RA/CCR1/CXCL11/CXCL10/CSF3R/CD38/CD36/HMOX1/CSF1/CXCL1/CD44/CCL7/IL15RA/A2M/FAS/ACVRL1
HALLMARK_MYC_TARGETS_V1	-2.04451757829328	0.000324340881522481	OV	CDK2/DDX18/COPS5/CCT5/EIF3D/BUB3/CUL1/CCT7/C1QBP/DUT/DHX15/CCT4/EIF3B/CDC20/CLNS1A/CBX3/EIF2S2/CCT3/EEF1B2/APEX1/CDK4/EIF1AX/AIMP2/ACP1/CAD/CCT2
HALLMARK_INFLAMMATORY_RESPONSE	1.62414545460626	0.000392532829934156	OV	C3AR1/CCL5/CD48/CD14/CCR7/C5AR1/CD69/CCRL2/CD70/CCL22/CCL2/CCL17/AXL/CCL7/APLNR/BDKRB1/AQP9/CD40/CALCRL/CDKN1A/ABCA1/ADM/CCL20/BEST1
HALLMARK_TNFA_SIGNALING_VIA_NFKB	1.5998960562074	0.0010493383452493	OV	CCL5/CCL4/CXCL11/CXCL10/CD80/CD69/CCRL2/BCL2A1/CCL2/CSF1/CXCL1/CD44/CXCL2/BIRC3/BMP2/AREG/CDKN1A/ABCA1/CEBPD/CD83/CCL20/BCL3/BHLHE40
HALLMARK_EPITHELIAL_MESENCHYMAL_TRANSITION	1.57522602772233	0.00289751660180442	OV	COL11A1/COMP/ADAM12/COL3A1/COL5A2/COL5A1/COL1A1/ACTA2/COL5A3/COL6A3/CDH11/COL16A1/CD44/COL1A2/ANPEP/COL6A2/BASP1/BGN/COL12A1/COL8A2/CALD1/AREG/CAPG/COL4A1/ABI3BP
HALLMARK_INTERFERON_ALPHA_RESPONSE	1.53376675656682	0.00438723355866486	OV	CXCL11/CXCL10/CCRL2/C1S/CD74/GBP4/GBP2/CASP1/IFI30/IL15/CSF1/EPSTI1/IL4R/B2M/HLA-C/BATF2/IFIT2/IFI35/IFIT3/IFI27/IFI44L/CMPK2/DHX58/IFIH1/DDX60/IFI44/IFITM2
HALLMARK_COMPLEMENT	1.50394809304775	0.00602697657256743	OV	CCL5/C1QC/C1QA/CD40LG/CD36/C1S/APOC1/CASP1/C3/CASP5/C1R/CDH13/C2/CA2/APOBEC3G
HALLMARK_SPERMATOGENESIS	-1.61717941031973	0.0176682816451911	OV	BUB1/COIL/DMRT1/CNIH2/ALOX15/DBF4/ARL4A/ACRV1/CCT6B/CFTR/CCNA1/CLVS1/DDX25
HALLMARK_ANGIOGENESIS	1.42263764605855	0.0360863853871022	OV	POSTN/OLR1/LUM/VCAN/COL3A1/COL5A2/SPP1/CXCL6/THBD/NRP1/LPL/VTN/KCNJ8/FSTL1/SLCO2A1/ITGAV/PRG2/TNFRSF21/S100A4
HALLMARK_DNA_REPAIR	-1.43232163324332	0.0652185449059242	OV	ADCY6/COX17/EDF1/AK1/ERCC5/DDB1/ARL6IP1/AK3/ERCC3/EIF1B/DUT/APRT/CSTF3/BOLA2/ADRM1/BRF2/DGUOK/AAAS/CETN2/BCAM/CCNO
HALLMARK_IL2_STAT5_SIGNALING	1.35479799366493	0.101419878296146	OV	CD48/CD86/CCR4/BATF/CD79B/ADAM19/CD44/BMP2/CA2/BATF3/COL6A1/ABCB1/ALCAM/CD83/CISH/CAPG/BHLHE40/CDCP1
HALLMARK_APICAL_JUNCTION	1.32973594723202	0.135226504394861	OV	CD86/CD209/ARHGEF6/ACTG2/CADM3/CALB2/CDH11/CD274/ATP1A3/AKT3/ALOX15B/ADAM23/CADM2/AMIGO2/ADAMTS5/ADRA1B/ADAM9/CD99
HALLMARK_PANCREAS_BETA_CELLS	-1.27852153012472	0.147229347910422	OV	NKX6-1/SST/HNF1A/PCSK2/SYT13/CHGA/GCK/FOXA2
HALLMARK_COAGULATION	1.31550537094186	0.152439024390244	OV	C1QA/COMP/APOC2/CTSK/CFD/C1S/APOC1/C3/C1R/CFH/C2/A2M/CFB/CTSH/CTSO/CTSB/CTSE
HALLMARK_G2M_CHECKPOINT	-1.23843526477021	0.171151208565896	OV	CENPE/CHEK1/CCNB2/ATRX/CASP8AP2/BUB3/ARID4A/CENPA/AMD1/CCND1/BARD1/CDK1/ABL1/CBX1/CCNF/CDC20/CKS2/BUB1/CHMP1A/BRCA2/AURKB/CDK4/CKS1B/CDC7/CDC25A/CENPF
HALLMARK_E2F_TARGETS	-1.26625028962053	0.176043497411865	OV	BARD1/CDK1/CDC20/CKS2/CHEK2/BUB1B/ANP32E/BRCA2/AURKB/CDK4/CDCA3/CKS1B/CIT/CSE1L/CDCA8/ASF1B/CDC25A/CBX5
HALLMARK_ADIPOGENESIS	1.25801278494154	0.251268540202966	OV	ADIPOQ/CD36/APOE/C3/ANGPT1/CD302/CDKN2C/ABCA1/ALDH2/ACADL
HALLMARK_KRAS_SIGNALING_UP	1.25785202598219	0.251268540202966	OV	ADAMDEC1/C3AR1/CD37/ALDH1A3/CFH/ADAM8/BIRC3/CIDEA/BMP2/CA2/CFB/ABCB1/CCL20/APOD/ANGPTL4/ANKH/BTC
HALLMARK_APOPTOSIS	1.19095419249849	0.407984510418588	OV	CD2/CD14/CD38/CASP1/CD44/BGN/BIRC3/BMP2/AVPR1A/CAV1/CASP4/ANXA1/ANKH/BID/BAX
HALLMARK_UV_RESPONSE_DN	1.15397627253858	0.513931888544892	OV	COL11A1/COL3A1/COL5A2/COL1A1/DAB2/COL1A2/CELF2/AKT3
HALLMARK_OXIDATIVE_PHOSPHORYLATION	-1.02672904201653	0.513931888544892	OV	ATP6V1E1/ATP6AP1/ATP6V0E1/ATP6V1C1/ATP6V1D/ATP6V0B/ACO2/ACAA2/ALDH6A1/ACADVL/ACAA1/ATP6V1F/ACADSB/ABCB7/ACAT1/ATP6V0C/ALAS1/BCKDHA/ATP6V1G1/ACADM/ATP6V1H/AFG3L2/AIFM1/ATP1B1
HALLMARK_HYPOXIA	1.15088295888754	0.513931888544892	OV	COL5A1/BGN/AMPD3/CDKN1A/ADM/CAV1/BHLHE40/ANGPTL4/CP/ANXA2/BCAN/ATP7A/CA12/CHST2/ALDOC/AKAP12/CITED2
HALLMARK_BILE_ACID_METABOLISM	1.12371730356705	0.565610859728507	OV	DIO2/CH25H/ABCA6/ABCD2/ABCA8/ACSL1/ABCA9/CYP7B1/AQP9/ACSL5/ABCA1/BBOX1/ALDH1A1/CYP27A1
HALLMARK_HEDGEHOG_SIGNALING	-1.0377399925435	0.583486990246156	OV	PTCH1/NKX6-1/GLI1/NRCAM/HEY2/SLIT1/SHH/CNTFR
HALLMARK_ESTROGEN_RESPONSE_EARLY	1.10776019109539	0.58431629532547	OV	CXCL12/CALB2/BCL11B/CD44/CBFA2T3/AREG/CISH/BHLHE40/CALCR/BLVRB/ADCY9/CA12/ABHD2/B4GALT1/AQP3/CLIC3/AFF1
HALLMARK_P53_PATHWAY	1.06172897512822	0.699497346128159	OV	CASP1/CDH13/CEBPA/CDKN2B/BMP2/ALOX15B/CDKN1A/CDKN2A/CTSD
HALLMARK_KRAS_SIGNALING_DN	-0.970883951206076	0.724670219428182	OV	CHRNG/CLPS/ATP4A/ALOX12B/BMPR1B/CCNA1/CNTFR/CAPN9
HALLMARK_MYOGENESIS	1.02363897077918	0.780278741084866	OV	ADAM12/CFD/CD36/AEBP1/CDH13/ACSL1/APLNR/BDKRB2/ACHE/CDKN1A/APOD/BHLHE40/CHRNA1/ANKRD2/ADCY9
HALLMARK_ESTROGEN_RESPONSE_LATE	-0.873747952330486	0.980500846909594	OV	ASCL1/AGR2/CCNA1/CKB/CACNA2D2
HALLMARK_TGF_BETA_SIGNALING	0.920997362611418	1	OV	SERPINE1/RAB31/BMP2/ID3/PMEPA1/LTBP2/ENG/ID2/KLF10/JUNB/NOG/SMAD1/ID1/IFNGR2/SLC20A1/ACVR1/RHOA/PPP1R15A
HALLMARK_XENOBIOTIC_METABOLISM	0.894104912504794	1	OV	APOE/ABCC3/ABCD2/AOX1/CA2/AKR1C2/AQP9/ALDH2/BLVRB/ACP2
HALLMARK_MTORC1_SIGNALING	0.866452299469916	1	OV	CORO1A/DAPP1/CDKN1A/DDIT4/CFP/CTSC/BHLHE40
HALLMARK_APICAL_SURFACE	0.853595850017738	1	OV	IL2RB/IL2RG/GATA3/PLAUR/GAS1/NTNG1/LYN/MDGA1/EFNA5/RTN4RL1/GHRL/B4GALT1/CX3CL1/LYPD3/ATP8B1
HALLMARK_REACTIVE_OXYGEN_SPECIES_PATHWAY	0.827909764486538	1	OV	LSP1/GPX3/GLRX/HHEX/FTL/SBNO2/MGST1/JUNB/MSRA/MBP/PRNP
HALLMARK_UV_RESPONSE_UP	0.792872667985179	1	OV	CDKN2B/BMP2/CA2/ABCB1/ARRB2/BID/AQP3/CDO1/CCND3/BAK1/ATP6V1C1/CLTB/CNP/BTG1/CASP3/CCNE1/AP2S1
HALLMARK_ANDROGEN_RESPONSE	0.739615839775206	1	OV	ALDH1A3/ELL2/B2M/FKBP5/HERC3/ANKH/ABHD2/HPGD/B4GALT1/AKAP12/ARID5B/DHCR24/DBI/ELOVL5/CCND3/DNAJB9
HALLMARK_GLYCOLYSIS	-0.574662575721499	1	OV	AK3/CENPA/ALDH7A1/AGL/B3GALT6/CDK1/CHST1/AGRN/ARTN/ALDOB/ANKZF1/ABCB6/CAPN5
HALLMARK_PEROXISOME	0.664256563653341	1	OV	ABCD2/ACSL1/ABCB4/ABCB1/ACSL5/CRAT/ALDH1A1/ALB/DHRS3
HALLMARK_PI3K_AKT_MTOR_SIGNALING	0.644676659559315	1	OV	FASLG/CAMK4/DAPP1/EGFR/CDKN1A/DUSP3/GNA14
HALLMARK_NOTCH_SIGNALING	-0.679552429475696	1	OV	PSENEN/DTX1/NOTCH3/HES1/FZD5
HALLMARK_FATTY_ACID_METABOLISM	0.609437536593221	1	OV	AOC3/CBR3/ACSL1/CA2/ACSL5/ACADL/ALDH1A1
HALLMARK_HEME_METABOLISM	0.60708916566899	1	OV	C3/CA2/ACP5/BMP2K/BLVRB/ATG4A/AQP3/CDR2/CCND3/BACH1/CCDC28A/CAST/BLVRA/BPGM/CDC27
HALLMARK_CHOLESTEROL_HOMEOSTASIS	0.580684939136726	1	OV	ANTXR2/AVPR1A/ALCAM/CXCL16/ANXA13/FBXO6/ANXA5/ALDOC/ETHE1/ADH4/ATF5/GPX8/CD9/ACAT2/ERRFI1/CPEB2/GUSB/ACTG1
HALLMARK_PROTEIN_SECRETION	0.537806357198512	1	OV	EGFR/ABCA1/CTSC/CAV2/GALC/DST/ATP7A/GLA/ARFGAP3/ADAM10/AP2S1/AP3S1/AP2M1/ARFIP1/CD63
HALLMARK_UNFOLDED_PROTEIN_RESPONSE	0.448339920316098	1	OV	CCL2/DDIT4/ERN1/EDEM1/CEBPB/ATP6V0D1/DNAJB9
HALLMARK_MITOTIC_SPINDLE	-0.653163431424986	1	OV	ARHGAP10/CCDC88A/ARHGAP4/ARHGAP27/CAPZB/AKAP13/ARHGDIA/CDC27/ARF6/CDC42/ARHGAP29/BCAR1/APC/ABI1/BIRC5/BCR/ARFGEF1/ACTN4/AURKA/ARHGEF7/ARHGEF3/BCL2L11/ANLN/CD2AP/CCNB2/ARFIP2/ARHGAP5/ARHGEF2/ARL8A/ARHGEF12/ARHGEF11/ABL1/BIN1/ALS2/BUB1/ATG4B/BRCA2/ALMS1/ARAP3
HALLMARK_WNT_BETA_CATENIN_SIGNALING	-0.64831163830622	1	OV	CSNK1E/CUL1/GNAI1/DLL1/KAT2A/AXIN1/PSEN2/JAG1/DKK4/LEF1/TCF7/HDAC2/SKP2/PTCH1/HEY2
HALLMARK_ALLOGRAFT_REJECTION	1.86285468516116	8.35919020525906e-07	PAAD	CCL19/CD28/CD3G/CCR2/CD40LG/CD3E/CCR5/CD2/CCL22/CD3D/CARTPT/CD247/CD1D/CCR1/CCL5/CCL11/CCL4/CD4/CCL2/CD7/CCL13
HALLMARK_E2F_TARGETS	-2.81359063075696	1.12099158525787e-06	PAAD	CCNE1/CHEK1/CDC25B/CIT/CDKN3/CDC25A/BUB1B/CENPE/AURKB/CENPM/AURKA/CCNB2/CDK1/ASF1B/CDCA8/BIRC5/CKS2/CDKN2A/CKS1B/CDCA3/CDC20
HALLMARK_G2M_CHECKPOINT	-2.49614501698726	2.09330293569915e-05	PAAD	CHMP1A/CDKN3/CCNF/CCND1/BUB1/CDC25A/CENPE/CDC6/AURKB/AURKA/CCNB2/CDK1/CCNA2/BIRC5/CKS2/CENPA/CKS1B/CENPF/CDC45/CDC20
HALLMARK_PANCREAS_BETA_CELLS	1.72009171445776	6.265997077635e-05	PAAD	IAPP/G6PC2/SST/NEUROD1/GCG/PCSK2/INS/SCGN/PCSK1/ABCC8/SLC2A2/CHGA/GCK/PAK3/DCX/INSM1/NKX2-2/MAFB/PAX6/LMO2/AKT3
HALLMARK_MYC_TARGETS_V1	-2.22043515583529	0.000702324366768622	PAAD	CBX3/CLNS1A/EIF2S2/AIMP2/BUB3/COPS5/ACP1/CCT5/CCT3/EIF3B/COX5A/CYC1/CCNA2/CDC45/CDC20
HALLMARK_IL6_JAK_STAT3_SIGNALING	1.62127780716543	0.00085328074139221	PAAD	CXCL13/CNTFR/CD38/CD36/CSF2RB/EBI3/CXCL9/CCR1/CSF2RA/A2M/CXCL10/CSF3R/IL12RB1/CD14/CSF1/HMOX1/ACVRL1/CXCL11
HALLMARK_EPITHELIAL_MESENCHYMAL_TRANSITION	1.61131868077082	0.00101422128328115	PAAD	ABI3BP/ADAM12/COL6A3/CALD1/COL3A1/CDH11/BASP1/COL5A2/ACTA2/COL1A2/CDH6/APLP1/CADM1/COL12A1/COMP/COL1A1/COL11A1/COL8A2/COL4A1/ANPEP/COL5A1/BGN/CAP2/COL6A2/COL4A2/CDH2/COL16A1/COL5A3
HALLMARK_INTERFERON_GAMMA_RESPONSE	1.62350885630346	0.00124312775822522	PAAD	CD38/CD69/CSF2RB/CMKLR1/CXCL9/CCL5/CD86/CCL2/C1S/CXCL10/CIITA/C1R/CFH/BANK1/ARID5B/CD274/CXCL11/CD74
HALLMARK_GLYCOLYSIS	-2.02486366312076	0.00229691924252048	PAAD	B4GALT4/ANGPTL4/B4GALT7/CHPF/BPNT1/CASP6/ABCB6/CAPN5/ANG/ANKZF1/AURKA/CDK1/AGRN/CENPA/ADORA2B/ALDOA/BIK/B3GNT3
HALLMARK_DNA_REPAIR	-1.9469657498543	0.00229691924252048	PAAD	DAD1/CETN2/CDA/ERCC2/ADCY6/AK1/FEN1/CANT1/EDF1/DGUOK/COX17/ARL6IP1/BCAP31/APRT/ADRM1/BOLA2/CCNO
HALLMARK_MYC_TARGETS_V2	-2.0129510227297	0.00229691924252048	PAAD	BYSL/LAS1L/GNL3/NOP2/DCTPP1/PA2G4/GRWD1/FARSA/CBX3/IMP4/IPO4/AIMP2/NOP16/MCM4/PPAN/HSPD1/EXOSC5/PLK4/NOC4L/HSPE1/PLK1/HK2
HALLMARK_INFLAMMATORY_RESPONSE	1.41347970701076	0.0641046790940021	PAAD	CCR7/CD48/CCL17/CD69/CCL22/C3AR1/CALCRL/APLNR/CCL5/CCL2/C5AR1/AQP9/BEST1/CD14/CHST2/ABCA1/BTG2/AXL/CD40/ATP2B1
HALLMARK_APICAL_JUNCTION	1.31879344459605	0.187046995557634	PAAD	CADM3/CD209/ADAM23/ARHGEF6/ACTC1/CD86/CDH11/ATP1A3/CD34/ACTG2/AKT3/CD274/AMIGO1/ADAMTS5/CADM2/ALOX15B/ACTN3/ACTN2
HALLMARK_BILE_ACID_METABOLISM	1.29396042394216	0.220726588507744	PAAD	ABCA8/ABCD2/ABCA9/ABCA6/AR/CH25H/AQP9/CYP7B1/BMP6/ABCA1/DIO2/CYP39A1/CYP27A1/CYP46A1/CYP8B1/ATXN1/ACSL1/ABCA3/ALDH1A1/ABCG4/CYP7A1/ALDH8A1/BBOX1
HALLMARK_MITOTIC_SPINDLE	-1.3017773774157	0.235452417340452	PAAD	CD2AP/BCR/ARFIP2/ATG4B/BUB1/AURKA/BCAR1/CCNB2/ARHGAP27/BIRC5/ANLN
HALLMARK_ANGIOGENESIS	1.25783161783062	0.336978636826043	PAAD	APOH/LPL/OLR1/LUM/SLCO2A1/VCAN/KCNJ8/COL3A1/FSTL1/COL5A2/FGFR1/THBD/POSTN/NRP1/VTN/CXCL6/SERPINA5/CCND2
HALLMARK_COAGULATION	1.23064106518886	0.337556644779432	PAAD	C1S/C3/C1QA/A2M/CLU/C1R/CTSK/CFH/C2/APOC2/APOC1/CFD/ACOX2/COMP/CTSO
HALLMARK_TNFA_SIGNALING_VIA_NFKB	1.22785184246504	0.337556644779432	PAAD	CD69/CCL5/CCL4/CCL2/CXCL10/CD83/CD80/BCL2A1/CSF1/CXCL11/ABCA1/BTG2/ATP2B1/CXCL2/BTG1/ATF3/CSF2
HALLMARK_HYPOXIA	-1.1156746501622	0.337556644779432	PAAD	CASP6/ANXA2/CA12/ANKZF1/ALDOC/ADORA2B/ALDOA/BCAN/CP/ADM
HALLMARK_KRAS_SIGNALING_UP	1.22582054195614	0.337556644779432	PAAD	ADAMDEC1/CIDEA/CD37/C3AR1/ABCB1/APOD/ALDH1A3/AKAP12/CFH
HALLMARK_SPERMATOGENESIS	1.2103768918935	0.337556644779432	PAAD	ADCYAP1/DDX25/CCNA1/CAMK4/CLGN/CFTR/ART3/ALOX15/DPEP3/DCC/ACRBP/CNIH2/CHRM4
HALLMARK_ADIPOGENESIS	1.22258143523085	0.337556644779432	PAAD	ADIPOQ/CD36/ANGPT1/C3/ACADL/CD302/ABCA1/APOE
HALLMARK_MYOGENESIS	1.18425590823409	0.40086339808819	PAAD	CD36/CASQ2/APLNR/APOD/ACTC1/ADAM12/CASQ1/CHRNA1/CAMK2B/CFD/CKMT2/AEBP1/ACTN3/ACTN2/CACNA1H/BDKRB2/ACSL1/AGL/CDH13/CKM/ADCY9
HALLMARK_IL2_STAT5_SIGNALING	1.17315099870671	0.420104743604235	PAAD	CCR4/CD79B/CD48/BCL2/ABCB1/CD86/CD83/APLP1/BATF3/ADAM19/COL6A1/CCND2/CD81/COCH
HALLMARK_COMPLEMENT	1.16405042808083	0.420104743604235	PAAD	CD40LG/CD36/CCL5/C1QC/C1S/C3/C1QA/C1R/C2/APOC1/APOBEC3G/CASP1/CDK5R1/ACTN2
HALLMARK_INTERFERON_ALPHA_RESPONSE	1.16979986110886	0.420104743604235	PAAD	C1S/CXCL10/CSF1/CXCL11/CD74/IFI44L/GBP4/IFI30/CASP1/IFIT2/EPSTI1/IFIT3/IFI44/IL15/CMPK2/HERC6/IFITM1/CCRL2/B2M/ELF1/IFIH1/BST2/GMPR/GBP2
HALLMARK_HEDGEHOG_SIGNALING	1.16516759930647	0.420104743604235	PAAD	CNTFR/RTN1/SCG2/NRCAM/GLI1/UNC5C/SLIT1/L1CAM/THY1/CRMP1/NRP1/NKX6-1/CDK5R1/HEY2/NRP2/PTCH1/VLDLR/DPYSL2/HEY1
HALLMARK_APICAL_SURFACE	1.15369573774221	0.436025474019395	PAAD	GHRL/MAL/IL2RB/NTNG1/GAS1/SLC2A4/MDGA1/SCUBE1/AKAP7/RTN4RL1
HALLMARK_UNFOLDED_PROTEIN_RESPONSE	-1.08610923578608	0.535835023664638	PAAD	EIF4G1/DKC1/ATF4/BAG3/EDC4/ALDH18A1/CALR/BANF1/ASNS/CEBPG/CEBPB/CHAC1/DDIT4/EIF4EBP1/ARFGAP1/DNAJA4/CKS1B
HALLMARK_UV_RESPONSE_DN	1.10751535505255	0.535835023664638	PAAD	CELF2/AMPH/COL3A1/CDON/COL5A2/AKT3/COL1A2/DAB2/CACNA1A/COL1A1/COL11A1/CAP2/CAV1/ATP2B1/ATXN1/CITED2/APBB2/ATRX/ADD3/ACVR2A/ARHGEF9/BDNF/AGGF1/CDKN1B/ATRN
HALLMARK_KRAS_SIGNALING_DN	1.09492835924401	0.550707585711017	PAAD	CLPS/CNTFR/CD40LG/CCR8/ACTC1/CCNA1/CD80/CAMK1D/ARHGDIG/CD207/CHST2/BMPR1B/BTG2/ARPP21
HALLMARK_ESTROGEN_RESPONSE_LATE	-1.18432309888994	0.732729374644566	PAAD	BLVRB/CCND1/COX6C/CDC6/ALDH3B1/CA12/ASS1/CDH1/CDC20/AGR2/CLIC3
HALLMARK_ANDROGEN_RESPONSE	0.987529693292311	0.825189009773188	PAAD	ADAMTS1/ALDH1A3/AKAP12/FKBP5/ABCC4/ARID5B/BMPR1B/HOMER2/ELOVL5/ANKH/FADS1/ELL2/APPBP2
HALLMARK_PEROXISOME	0.97344077435606	0.841188402338623	PAAD	CEL/ABCD2/ABCC8/ABCB1/CACNA1B/CADM1/CRABP1/ABCB4/DLG4/ATXN1/ELOVL5/ACSL1/ALDH1A1
HALLMARK_APOPTOSIS	0.888105543174305	0.976491392312893	PAAD	CD38/CD2/AVPR1A/CCNA1/CD14/BTG2/BGN/CAV1/CASP1/CCND2/BMF/ANKH/BCL2L11/ATF3
HALLMARK_NOTCH_SIGNALING	-0.911532982809395	0.976491392312893	PAAD	FZD5/PSENEN/APH1A/DTX4/CCND1/HES1/TCF7L2/KAT2A/DTX2/LFNG
HALLMARK_OXIDATIVE_PHOSPHORYLATION	-0.987512404197179	0.976491392312893	PAAD	ACAA1/ATP6V1D/AFG3L2/BAX/ATP6V0B/ACADVL/ATP6V0C/ATP1B1
HALLMARK_UV_RESPONSE_UP	-1.09719926508037	0.976491392312893	PAAD	CCNE1/BAK1/BID/ASNS/CHKA/CCK/CEBPG/APOM/CLCN2/CDC34/BSG/CHRNA5/CLTB/ALDOA/C4BPB
HALLMARK_P53_PATHWAY	0.838281826187734	0.976491392312893	PAAD	BTG2/ALOX15B/CTSF/CASP1/CCND2/ABAT/CDK5R1/CD81/ADA/CDKN2B/BTG1/CEBPA/ATF3/CLCA2/CDH13
HALLMARK_HEME_METABOLISM	0.773152740793767	1	PAAD	ADD2/ACSL6/C3/ABCG2/BMP2K/BTG2/ACP5
HALLMARK_XENOBIOTIC_METABOLISM	0.763854212705832	1	PAAD	ABCD2/AOX1/AQP9/ATOH8/ACOX2/APOE/ADH1C/ARG1/BCAT1
HALLMARK_ESTROGEN_RESPONSE_EARLY	0.760407562972034	1	PAAD	CXCL12/BCL2/AR/ADCY1/CBFA2T3/CYP26B1/CALCR/BCL11B
HALLMARK_WNT_BETA_CATENIN_SIGNALING	0.693035902735325	1	PAAD	LEF1/WNT1/TCF7/CCND2/NKD1/HEY2/PTCH1/NOTCH4/FZD8/FZD1/GNAI1/MYC/NOTCH1/HEY1/AXIN2/DLL1/FRAT1/ADAM17/JAG1/RBPJ/TP53/MAML1/CUL1
HALLMARK_REACTIVE_OXYGEN_SPECIES_PATHWAY	0.639247050170641	1	PAAD	GPX3/IPCEF1/MPO/LSP1/HHEX/FES/PRNP/MBP/GLRX/GCLM/FTL
HALLMARK_TGF_BETA_SIGNALING	0.623114811942786	1	PAAD	LEFTY2/SERPINE1/RAB31/LTBP2/ENG/BMPR2/KLF10/ID3/APC/HIPK2/MAP3K7/SKIL/SKI/SMAD1/ID2
HALLMARK_FATTY_ACID_METABOLISM	0.545272406250686	1	PAAD	AOC3/ACADL/ADH1C/BMPR1B/AQP7/CA4/ACSL1/ACADM/ALDH1A1
HALLMARK_CHOLESTEROL_HOMEOSTASIS	0.532595320476038	1	PAAD	AVPR1A/CLU/ADH4/ANXA13/GLDC/FADS2/GSTM2/GPX8/GNAI1/ATF3/ALCAM/CBS
HALLMARK_PI3K_AKT_MTOR_SIGNALING	0.521945546850976	1	PAAD	FASLG/CXCR4/CAMK4/ADCY2/GNA14/CAB39L
HALLMARK_MTORC1_SIGNALING	0.526527720013447	1	PAAD	CFP/CORO1A/CXCR4
HALLMARK_PROTEIN_SECRETION	-0.955354509141918	1	PAAD	BET1/CD63/COG2/AP2S1/ARFIP1/CLTA/COPE/ERGIC3/ARF1/ATP6V1B1
HALLMARK_INTERFERON_GAMMA_RESPONSE	1.70232135950104	6.13458532759449e-05	PCPG	BANK1/CFB/C1R/CD69/CFH/BST2/CXCL10/CCL5/CXCL9/CCL2/CASP4/C1S/ARID5B/CD86/CD38/CXCL11/CSF2RB/CMKLR1/CASP1/CIITA
HALLMARK_E2F_TARGETS	-2.3514472970454	6.13458532759449e-05	PCPG	CDC25B/CCNB2/ASF1A/CDK1/ASF1B/BRCA1/CBX5/BIRC5/AURKA/CKS2/CENPM/CDCA3/CENPE/CCNE1/BUB1B/ATAD2/CDKN3/CDC25A/CIT/CHEK1
HALLMARK_ALLOGRAFT_REJECTION	1.6874155249469	6.13458532759449e-05	PCPG	C2/CD3D/CCL4/CCL13/CCL5/CCL2/CCR1/CD3E/CCR5/CD2/CD4/BCAT1/CD1D/CAPG/CD28/CD247/CD7/CCR2/CCL19/CCL11/BCL3/CD40/CD40LG/CD3G/BCL10/CCL22
HALLMARK_G2M_CHECKPOINT	-2.31731225583357	0.000103380957134566	PCPG	CDC6/CDC45/CDC25B/CCNB2/CBX1/ARID4A/CDK1/CCNA2/CENPF/ATRX/BIRC5/CCNF/AURKA/CKS2/CENPE/CASP8AP2/BUB1/CDKN3/CDC25A/CHEK1
HALLMARK_SPERMATOGENESIS	-2.3031387922682	0.000103380957134566	PCPG	BRAF/DMRT1/COIL/CHFR/CCNB2/CLGN/CDK1/CSNK2A2/DBF4/CLVS1/CLPB/DMC1/AURKA/CAMK4/ACRV1/BUB1/CDKN3/CCNA1/DDX25/CNIH2/CHRM4
HALLMARK_COMPLEMENT	1.56438112372824	0.00119077753933907	PCPG	C3/C2/C1R/CA2/C1QA/CCL5/CD36/CASP4/C1QC/C1S/APOC1/ADRA2B/ACTN2/CASP1/CDH13/CASP10
HALLMARK_IL6_JAK_STAT3_SIGNALING	1.56452200079605	0.00119077753933907	PCPG	HMOX1/CXCL10/CXCL1/CD36/CXCL9/CCR1/CSF2RA/CXCL3/CD38/CXCL11/CXCL13/IL12RB1/CSF2RB/A2M/EBI3/IL15RA/CSF3R/CSF1
HALLMARK_EPITHELIAL_MESENCHYMAL_TRANSITION	1.54143766806996	0.00316081218837283	PCPG	AREG/ACTA2/ANPEP/COL6A2/COL4A2/CAPG/BGN/COL3A1/COL1A2/COL5A3/COL4A1/COL1A1/CDH11/COL5A1/COL6A3/CAP2/ABI3BP/COL12A1/COL5A2/BMP1/CALD1/ADAM12
HALLMARK_INTERFERON_ALPHA_RESPONSE	1.56123016088782	0.00321876208751926	PCPG	BST2/CXCL10/C1S/GBP2/CXCL11/IL4R/IFITM1/CCRL2/IFITM2/IFITM3/EPSTI1/CASP1/IFI44L/CSF1/IFI27/IFI44/CD74/IFI30/GBP4/GMPR/CASP8/IL15/IFI35/HLA-C/DHX58/B2M/ELF1/IFIT3
HALLMARK_COAGULATION	1.52702247875317	0.0034600741749512	PCPG	C3/C2/CFB/C1R/C1QA/CFH/CFI/C1S/APOC1/A2M/CFD/ANXA1/CD9/CTSH/BMP1/CLU/CTSK/CSRP1/ANG/CTSO/APOC2/CTSE/CTSB
HALLMARK_TNFA_SIGNALING_VIA_NFKB	1.53100412371389	0.00462845485773061	PCPG	CXCL2/AREG/CD69/BMP2/CXCL10/CXCL1/CCL4/CCL5/CCL2/ATF3/CEBPD/CXCL11/CCRL2/BCL2A1/CSF1/B4GALT1/CLCF1/BCL3/BHLHE40/CD80/BTG2/CFLAR/CEBPB/CDKN1A/BCL6/B4GALT5
HALLMARK_INFLAMMATORY_RESPONSE	1.51344967758948	0.00462845485773061	PCPG	CD69/BST2/APLNR/CCL5/C5AR1/CCL2/CD48/CHST2/CALCRL/CCR7/CCRL2/CD82/AXL/C3AR1/AQP9/AHR/CD14/CD40/BDKRB1/CD70/CCL22/BTG2
HALLMARK_ANGIOGENESIS	1.47789429306383	0.0117978687901743	PCPG	SERPINA5/POSTN/S100A4/LUM/VCAN/COL3A1/THBD/JAG1/SPP1/TIMP1/PF4/SLCO2A1/OLR1/COL5A2/FSTL1/VEGFA/ITGAV/APOH/KCNJ8/PDGFA/NRP1/MSX1/STC1/PRG2
HALLMARK_XENOBIOTIC_METABOLISM	1.32377060848239	0.114826072272881	PCPG	ABCC3/CA2/BCAT1/APOE/AQP9/AOX1/ATOH8/CAT/ALAS1/AKR1C3/BLVRB
HALLMARK_IL2_STAT5_SIGNALING	1.32027018323185	0.114826072272881	PCPG	CA2/BMP2/BATF/CD48/CD86/ADAM19/CD79B/BATF3/CAPG/CDCP1/AHR/COL6A1/BHLHE40/AHNAK/CCR4/CISH
HALLMARK_MYOGENESIS	1.30903955517635	0.136144883485309	PCPG	CKMT2/APLNR/CD36/AEBP1/ACTN2/CDH13/CFD/CACNA1H/CASQ2/BDKRB2/AGRN/BHLHE40/ADAM12/APOD/ANKRD2
HALLMARK_KRAS_SIGNALING_UP	1.29770925520483	0.184567754227197	PCPG	CFB/CA2/CFH/BMP2/ANGPTL4/CD37/C3AR1/ADAMDEC1/ALDH1A2/ANO1/APOD/AKAP12
HALLMARK_KRAS_SIGNALING_DN	-1.29456059683291	0.189116162900099	PCPG	C5/ATP6V1B1/CCNA1/ALOX12B/ABCG4/ARHGDIG
HALLMARK_MYC_TARGETS_V1	-1.34636225961433	0.189116162900099	PCPG	CDC20/EIF3D/CBX3/CCT7/CYC1/CCT5/DDX18/EIF2S1/CCT4/CNBP/APEX1/AIMP2/C1QBP/COX5A/DEK/DHX15/EIF2S2/EEF1B2/CCT2/CSTF2/COPS5/EIF3B/EIF1AX/CUL1/CCT3/CDK4/ACP1/DUT/CANX/EIF3J/AP3S1/ABCE1/BUB3/DDX21/CAD/CDC45/CLNS1A/CCNA2
HALLMARK_ESTROGEN_RESPONSE_EARLY	1.18494467984949	0.460060667340748	PCPG	AREG/CALB2/CXCL12/CA12/AR/B4GALT1/ALDH3B1/BHLHE40/BCL11B/CISH/BLVRB/CELSR1/CLDN7/CYP26B1/AQP3
HALLMARK_WNT_BETA_CATENIN_SIGNALING	1.16333509067195	0.465576301442563	PCPG	MYC/DKK1/LEF1/JAG1/NOTCH1/FZD8/HEY2/DLL1/NOTCH4/NKD1
HALLMARK_HYPOXIA	1.16297174601666	0.522680604816128	PCPG	ANGPTL4/CHST2/ATF3/BGN/CAV1/CA12/CP/COL5A1/CITED2/ANXA2/BHLHE40/AKAP12
HALLMARK_APICAL_JUNCTION	1.13744213170034	0.524822695035461	PCPG	ACTG2/CALB2/ADRA1B/CD86/ACTN2/CD34/CD209/CDH11/B4GALT1/BMP1/ADAMTS5/CDH3/CADM3/ALOX15B/AMIGO2/CAP1/ARPC2/ACTN4/ACTG1/ACTB/ADAM15/ACTA1/CD276
HALLMARK_REACTIVE_OXYGEN_SPECIES_PATHWAY	1.13887972652149	0.524822695035461	PCPG	LSP1/MGST1/PDLIM1/HHEX/FES/JUNB/GPX3/MPO/CAT/IPCEF1/PRDX4/NQO1/PRDX1/SBNO2/GLRX/ATOX1/FTL/GCLM
HALLMARK_APOPTOSIS	1.12886329238684	0.524822695035461	PCPG	BMP2/CASP4/ATF3/AVPR1A/CD38/CD2/CASP1/BGN/CAV1/ANXA1/CD14/CASP8/BID/BCL10/BTG2/BMF/BIK/BCL2L11
HALLMARK_APICAL_SURFACE	1.09839012532264	0.627386797599564	PCPG	SCUBE1/IL2RG/EPHB4/IL2RB/PLAUR/GAS1/B4GALT1/ATP8B1/CX3CL1/HSPB1/SLC2A4/AFAP1L2/RTN4RL1/LYPD3/PKHD1
HALLMARK_HEME_METABOLISM	1.08623897885099	0.629613547546678	PCPG	ALDH1L1/C3/CA2/ALAS2/ACP5/CA1/AHSP/CAT/ABCG2/BCAM/BLVRB/BTG2
HALLMARK_TGF_BETA_SIGNALING	1.0824381549449	0.629613547546678	PCPG	SERPINE1/BMP2/NOG/RAB31/ID3/ENG/LTBP2/JUNB/ID1/LEFTY2/CTNNB1/PPP1R15A/FKBP1A/FURIN/SKIL/HDAC1/BCAR3/PMEPA1/ID2
HALLMARK_ADIPOGENESIS	1.07742269069001	0.646433470507545	PCPG	C3/CD36/ANGPTL4/APOE/CAT/CD302/ADIPOQ/BCL6/ATP1B3/AK2/ARAF/CD151/ANGPT1/ACADM/ARL4A/ACADS
HALLMARK_NOTCH_SIGNALING	1.07567458076843	0.646433470507545	PCPG	HES1/NOTCH2/NOTCH3/JAG1/NOTCH1/FZD7/HEYL/WNT5A/DLL1/FZD1/ARRB1/LFNG
HALLMARK_BILE_ACID_METABOLISM	0.986788521090349	0.874268719155473	PCPG	DHCR24/AQP9/ACSL5/CYP39A1/AR/CH25H/ABCA4/BMP6/CYP7B1/CAT/ABCA8
HALLMARK_ESTROGEN_RESPONSE_LATE	0.935239936538616	0.956334791311439	PCPG	AREG/CA2/BATF/CAV1/CA12/ASS1/CD9/ALDH3B1/CISH/BLVRB
HALLMARK_DNA_REPAIR	-0.871594893345204	0.956334791311439	PCPG	CMPK2/ERCC2/DCTN4/ERCC8/CSTF3/ARL6IP1/ERCC4/FEN1/CCNO
HALLMARK_PANCREAS_BETA_CELLS	0.917314129645694	0.956334791311439	PCPG	SST/DPP4/SCGN/VDR/MAFB/FOXO1/LMO2/NEUROD1
HALLMARK_UV_RESPONSE_DN	0.894302166852846	0.956334791311439	PCPG	DAB2/COL3A1/COL1A2/CAV1/COL1A1/CAP2/CITED2/ANXA2/COL5A2/DDAH1/BHLHE40
HALLMARK_GLYCOLYSIS	0.882613097896034	0.956334791311439	PCPG	ANGPTL4/CHST2/CACNA1H/B4GALT1/AGRN/ANG/CHST4/BIK/AKR1A1/CHST1/ADORA2B/B4GALT2
HALLMARK_CHOLESTEROL_HOMEOSTASIS	0.874660641374527	0.956334791311439	PCPG	ATF3/AVPR1A/GPX8/ERRFI1/CD9/CLU/FDPS/CTNNB1/CXCL16/ACTG1/FABP5/ADH4/ETHE1/FDFT1/ACAT2/HMGCS1/GNAI1/EBP
HALLMARK_MITOTIC_SPINDLE	-0.914053267514311	0.956334791311439	PCPG	ARHGEF3/ARHGAP5/APC/BIRC5/AURKA/ANLN/BUB1
HALLMARK_P53_PATHWAY	0.839510530262426	0.956334791311439	PCPG	BMP2/ATF3/ADA/CD82/CASP1/CDH13
HALLMARK_FATTY_ACID_METABOLISM	0.851581082322658	0.956334791311439	PCPG	CA2/AOC3/ACSL5/ACSS1/ALDH1A1/ACSM3/AQP7/CA4/ADH1C/ACADM/ACAA1/ACADS/ACAT2/ALDH3A2/ACADVL/ADSL/ALDOA
HALLMARK_PI3K_AKT_MTOR_SIGNALING	0.839200661385035	0.956334791311439	PCPG	EGFR/CXCR4/GNA14/DAPP1/FASLG
HALLMARK_OXIDATIVE_PHOSPHORYLATION	-0.761436444981836	0.985257324814424	PCPG	ATP6V0B/BAX/ACADM/ACAA1/ACADVL/ATP6V1E1/AIFM1/BCKDHA/ACAA2/ATP6V0E1/ABCB7/ACO2/ALDH6A1/ATP6V1F/AFG3L2/ATP6AP1/ATP6V1H/ATP6V1G1/ATP6V1D/ATP6V1C1/ACADSB/ATP6V0C/ATP1B1/ACAT1
HALLMARK_MTORC1_SIGNALING	0.765178760097985	0.985257324814424	PCPG	CXCR4/BCAT1/DAPP1/CTSC/CD9/BHLHE40/BTG2/CORO1A/CFP/CDKN1A/DDIT4
HALLMARK_UV_RESPONSE_UP	0.707018980798832	0.985257324814424	PCPG	CA2/BMP2/ATF3/BID/ALAS1/BTG2/AQP3/BCL2L11/BAK1/CDK2/C4BPB/ACAA1/ABCB1/AP2S1/CDKN2B/CCND3/BTG1
HALLMARK_PEROXISOME	0.675703954304584	0.985257324814424	PCPG	DHCR24/DHRS3/ACSL5/CRABP1/CAT/BCL10/ALDH1A1/ABCB4
HALLMARK_MYC_TARGETS_V2	0.689977878535154	0.985257324814424	PCPG	HK2/MYC/DUSP2/MAP3K6/MRTO4/IPO4/BYSL/PES1/NOP16/EXOSC5/CBX3/MCM5/DCTPP1/HSPD1/PPAN
HALLMARK_ANDROGEN_RESPONSE	0.63993784339375	0.985257324814424	PCPG	ARID5B/DHCR24/ADAMTS1/B4GALT1/AKAP12/ALDH1A3/B2M/DBI/ELL2/CAMKK2/CCND1/CCND3/GNAI3/HMGCS1/ACSL3/ADRM1/FKBP5
HALLMARK_HEDGEHOG_SIGNALING	-0.850806100691165	0.985257324814424	PCPG	L1CAM/LDB1/CNTFR/UNC5C/CDK6/SLIT1/RASA1/CRMP1/VLDLR/NRCAM/RTN1/NF1/CDK5R1/NKX6-1
HALLMARK_UNFOLDED_PROTEIN_RESPONSE	0.635147792289741	0.985257324814424	PCPG	CCL2/ATF3
HALLMARK_PROTEIN_SECRETION	0.513255984158171	0.99290780141844	PCPG	EGFR/CAV2/CTSC
HALLMARK_MYC_TARGETS_V2	-2.72560376854851	1.15005667680823e-07	PRAD	GRWD1/PRMT3/DCTPP1/AIMP2/FARSA/IMP4/PES1/IPO4/NOLC1/NDUFAF4/NPM1/CDK4/HSPE1/LAS1L/MPHOSPH10/PA2G4/PPRC1/PLK4/MYBBP1A/GNL3/HSPD1/NOC4L/NOP56/CBX3/MRTO4/NOP2/EXOSC5/BYSL/PPAN/PLK1/MYC/NOP16
HALLMARK_E2F_TARGETS	-2.59384247701668	9.26225177639661e-07	PRAD	CHEK2/CDK4/CDC25A/CDKN2A/CHEK1/CCNB2/CKS2/CIT/CENPM/CDCA8/ASF1B/CENPE/CDK1/AURKA/CDC20/CDKN3/BUB1B/CDCA3/AURKB/BIRC5
HALLMARK_MYC_TARGETS_V1	-2.53122482161471	9.26225177639661e-07	PRAD	CCT4/CNBP/COX5A/AIMP2/CAD/EIF1AX/ABCE1/DUT/BUB3/C1QBP/CCT5/CCT3/CDK4/CCT2/CCT7/CDK2/EEF1B2/EIF3D/CLNS1A/APEX1/CDC45/CYC1/EIF3B/CBX3/CCNA2/CDC20
HALLMARK_G2M_CHECKPOINT	-2.47867298248691	1.47149149404618e-06	PRAD	CDK4/CDC25A/CHEK1/CCNB2/CDC45/CDC6/CKS2/CENPE/CCNF/ATF5/CDK1/AURKA/CCNA2/CDC20/CENPF/CDKN3/CENPA/AURKB/BIRC5
HALLMARK_INTERFERON_GAMMA_RESPONSE	1.9436605914544	4.50016376976493e-06	PRAD	CFB/CD38/CSF2RB/C1S/C1R/APOL6/CIITA/CASP1/CD86/CFH/CCL2/CD74/B2M/BANK1/BATF2/CXCL10/DDX60/CD274/CD69/CD40/CXCL9/CMPK2/BST2/CCL5/CXCL11/CDKN1A/CMKLR1
HALLMARK_INTERFERON_ALPHA_RESPONSE	1.91575425053058	7.29121537220461e-06	PRAD	C1S/EPSTI1/GBP4/GBP2/CASP1/CD74/B2M/IFIT3/IFIT2/IFITM1/CSF1/BATF2/CD47/CXCL10/IL4R/DDX60/IL15/IFI44L/CMPK2/IFI30/IFITM3/HLA-C/BST2/GMPR/IFI44/IFIH1/CXCL11/CCRL2/IFI35/ELF1
HALLMARK_ALLOGRAFT_REJECTION	1.91536881937202	8.46284912598644e-06	PRAD	CCL22/CCL19/CD3G/CD40LG/CCR2/ACHE/CCR5/CD4/CCR1/CCL2/B2M/CD2/CD3D/CD1D/CD3E/CD247/BCAT1/CD47/CCND2/CD40/CD7/CAPG/CD28/CCL5
HALLMARK_INFLAMMATORY_RESPONSE	1.74537483611256	0.000607372912464962	PRAD	CCL22/CCL20/CCR7/ADORA2B/AQP9/CCL2/CALCRL/AXL/C3AR1/CD48/CD55/CHST2/CD69/CD40/CD14/ADM/CCL24/BST2/C5AR1/CCL5/BEST1/CCRL2/CDKN1A/AHR/CD82/CCL17
HALLMARK_EPITHELIAL_MESENCHYMAL_TRANSITION	1.71189867728277	0.00126755802632761	PRAD	COMP/CDH11/COL8A2/CALD1/BDNF/ANPEP/COL6A3/ACTA2/ABI3BP/AREG/BASP1/COL3A1/CAPG/COL1A2/CD44/COL4A2/CDH6/CAP2/CD59/BGN/COL12A1/COL16A1/COL5A1/COL4A1/COL1A1
HALLMARK_IL6_JAK_STAT3_SIGNALING	1.67406121554075	0.00281687278421696	PRAD	CXCL1/CD38/CXCL3/CSF2RB/CXCL13/A2M/CCR1/IL12RB1/CSF2RA/CSF1/CXCL10/CSF3R/CXCL9/EBI3/CD14/CD44/FAS/CXCL11/ACVRL1/IL17RA/IL13RA1
HALLMARK_COAGULATION	1.58745021778647	0.0147746685896477	PRAD	CFB/COMP/C3/CFI/CTSE/C1S/C1R/A2M/CFH/CLU/CTSK/APOC2/ANXA1/CTSB/CTSH/C1QA/CSRP1/APOC1
HALLMARK_KRAS_SIGNALING_UP	1.57033550095268	0.016551169869876	PRAD	CFB/ADAMDEC1/ABCB1/CCL20/ALDH1A2/BIRC3/CFH/C3AR1/ANO1/CCND2/BTC/CD37
HALLMARK_TNFA_SIGNALING_VIA_NFKB	1.52680696776356	0.030608895062586	PRAD	CXCL1/CXCL2/CCL20/BIRC3/CCL2/BHLHE40/CSF1/BCL2A1/CXCL10/AREG/CD69/B4GALT1/CD80/CCL5/CD44/CXCL11/CCRL2/CDKN1A/ATF3/CCL4/BTG2/CEBPD/CEBPB
HALLMARK_HYPOXIA	1.44775265936886	0.100931677018634	PRAD	CP/ADORA2B/ANXA2/BHLHE40/CHST2/BCL2/CHST3/BCAN/ADM/AMPD3/CAV1/CDKN1A/BGN/ATF3/COL5A1
HALLMARK_APICAL_JUNCTION	1.41069194937841	0.105042016806723	PRAD	ALOX15B/CADM3/CDH3/ADAM23/ACTC1/CDH11/ACTG2/ADAMTS5/CD86/CD209/CD274/ACTN2/ACTA1/ARHGEF6/B4GALT1
HALLMARK_COMPLEMENT	1.38558092524915	0.115496304118268	PRAD	C3/CASP10/CD40LG/C1S/C1R/CASP1/APOBEC3G/CD55/C1QC/ACTN2/CCL5/C1QA/CD59/APOC1/CASP4/CDA/ANG/CASP7/CALM1/APOBEC3F
HALLMARK_IL2_STAT5_SIGNALING	1.3042213455784	0.222441917943648	PRAD	ABCB1/CCR4/CDCP1/CD86/COCH/BHLHE40/AHNAK/CD48/CCND2/BCL2/CD79B/ADAM19/CAPG/CD44/AHR
HALLMARK_ESTROGEN_RESPONSE_EARLY	1.26342014442021	0.324675324675325	PRAD	BHLHE40/BCL11B/AREG/BCL2/ALDH3B1/AQP3/B4GALT1/CD44/CYP26B1/CELSR1/ANXA9/ADCY9/CLIC3/CXCL12/AMFR/BLVRB/CELSR2/ABAT/AR
HALLMARK_PANCREAS_BETA_CELLS	-1.22734644777775	0.324675324675325	PRAD	PDX1/INSM1/SST/NKX6-1/NKX2-2/HNF1A
HALLMARK_APICAL_SURFACE	1.24399515109555	0.324675324675325	PRAD	EFNA5/GAS1/IL2RB/GATA3/IL2RG/CX3CL1/SLC2A4/ADAM10/B4GALT1/AFAP1L2/PLAUR/MAL/MDGA1/LYN/ATP6V0A4/RHCG/DCBLD2/RTN4RL1
HALLMARK_DNA_REPAIR	-1.20564793480997	0.324675324675325	PRAD	ERCC1/COX17/ERCC3/ARL6IP1/CANT1/BRF2/ADRM1/DUT/CSTF3/ERCC2/DGCR8/FEN1/ADCY6/AAAS/DGUOK/BOLA2/BCAM/APRT/EDF1
HALLMARK_MYOGENESIS	1.2427708877525	0.324675324675325	PRAD	CKM/ACHE/ACTC1/CASQ2/CASQ1/BHLHE40/CKMT2/CHRNA1/AEBP1/BDKRB2/ACTN2/ACTA1
HALLMARK_MITOTIC_SPINDLE	-1.11518922049321	0.387029943901656	PRAD	ARHGAP10/APC/ARHGEF3/ARHGEF2/ARFGEF1/ACTN4/ARHGAP5/CDC27/CDC42/AKAP13/ARHGEF12/BRCA2/ARHGAP27/ABR/ARHGAP29/ARHGAP4/ALMS1/ABI1/CAPZB/ARHGEF11/BIN1/BCL2L11/BCAR1/BCR/ALS2/ARL8A/ARF6/ARAP3/ABL1/ARFIP2/ANLN/BUB1/ARHGDIA/ARHGEF7/ATG4B/CD2AP/CCNB2/AURKA/BIRC5
HALLMARK_PEROXISOME	-1.11426339096847	0.466628959276018	PRAD	ACSL5/CACNA1B/ALDH1A1/CEL/ALB
HALLMARK_ANGIOGENESIS	1.16639692207105	0.466628959276018	PRAD	CXCL6/KCNJ8/POSTN/LPL/VCAN/SERPINA5/LUM/OLR1/CCND2/COL3A1/TIMP1/SPP1
HALLMARK_TGF_BETA_SIGNALING	1.1644219267299	0.466628959276018	PRAD	LTBP2/RAB31/LEFTY2/ID1/NOG/ENG/ACVR1/APC/SERPINE1/SKIL/KLF10/BCAR3/JUNB/BMP2/SMAD3/ID3/FURIN/CDH1/SMAD1/CTNNB1/ID2/RHOA/BMPR2
HALLMARK_UV_RESPONSE_DN	1.14084867366148	0.514184397163121	PRAD	ADORA2B/ANXA2/ATP2B4/BDNF/CELF2/BHLHE40/AMPH/COL3A1/COL1A2/CAV1/DAB2/CAP2
HALLMARK_APOPTOSIS	1.11195408341634	0.537086261515494	PRAD	CD38/CASP1/BIRC3/CD2/CCND2/ANXA1/CD14/AVPR1A/CD44/CAV1/BGN/ATF3/CASP4/BTG2/CASP7/ANKH/BMP2/CASP8/CCNA1/BTG3
HALLMARK_KRAS_SIGNALING_DN	1.11546832547454	0.537086261515494	PRAD	CD207/CKM/CD40LG/ACTC1/CLDN8/CAMK1D/ARPP21/CHST2/CCR8/CD80/CLDN16/ABCB11
HALLMARK_HEME_METABOLISM	1.09518343411705	0.563181978176698	PRAD	C3/ALDH1L1/ADD2/ANK1/ACP5/ABCG2/AGPAT4/AQP3/ACSL6/BMP2K/BTG2/ALDH6A1/BLVRB/CAT/CA2/CAST/CDR2/ALAD/ALAS2/BACH1/ATG4A/BNIP3L/CDC27/ARHGEF12/BLVRA/CCND3
HALLMARK_REACTIVE_OXYGEN_SPECIES_PATHWAY	1.07761343503474	0.596780903011104	PRAD	PDLIM1/GPX3/NQO1/LSP1/MGST1/HHEX/MPO/GLRX/PRNP/MSRA/GCLM/IPCEF1/JUNB/GSR/CAT/FES/PFKP/GCLC/GLRX2
HALLMARK_GLYCOLYSIS	-1.00783381744335	0.596780903011104	PRAD	ALDOB/ARTN/B4GALT2/ABCB6/B3GAT3/CDK1/AURKA/B3GALT6/CAPN5/ANKZF1/BIK/CENPA
HALLMARK_PROTEIN_SECRETION	1.06335998004334	0.596780903011104	PRAD	EGFR/DST/ADAM10/CTSC/CAV2/ARFGEF2/ANP32E/CLN5/AP1G1/AP3B1/COPB2/CLCN3/GALC/ARFGAP3/ABCA1/ATP6V1H/ARFGEF1/CLTC/CD63/COPB1/ATP1A1/ATP7A/COG2/ARCN1/ARFIP1
HALLMARK_P53_PATHWAY	1.05463648036078	0.614831038798498	PRAD	CLCA2/ALOX15B/CASP1/CCND2/CDKN2B/CDKN1A/ATF3/CD82/BTG2/CTSD/ABHD4/ABAT/BMP2/ADA
HALLMARK_ESTROGEN_RESPONSE_LATE	1.03050667276074	0.644139387539599	PRAD	ATP2B4/AREG/BCL2/ALDH3B1/CD44/ASS1/CAV1/BATF/ANXA9/CLIC3/ALDH3A2/AGR2/AMFR/BLVRB/CELSR2/CA2/CCNA1/CDH1/BTG3
HALLMARK_ADIPOGENESIS	0.958551755734205	0.805260047281324	PRAD	C3/ANGPT1/ACADL/ALDH2/ATL2/APOE/CD36/CAT/ABCA1
HALLMARK_WNT_BETA_CATENIN_SIGNALING	-0.902170816654544	0.886147578089633	PRAD	FZD8/AXIN1/CSNK1E/GNAI1/MYC/HEY2/KAT2A
HALLMARK_BILE_ACID_METABOLISM	0.89452706382059	0.886147578089633	PRAD	ABCD2/CYP27A1/CH25H/DIO2/AQP9/BBOX1/ABCA8/ABCA6/DIO1/ABCA4/ACSL1/ATXN1/ABCD3/CYP7B1/BCAR3/ABCG4/CAT/AR/ABCA1/CROT
HALLMARK_OXIDATIVE_PHOSPHORYLATION	-0.868098780757209	0.886147578089633	PRAD	ALDH6A1/ATP6V1D/ATP6V1H/ALAS1/ATP6V1E1/ACADSB/ATP6V1C1/ACAA1/ATP6V0E1/BCKDHA/ABCB7/ACO2/ACAT1/ATP6V0B/ATP6AP1/ACADVL/AFG3L2/BAX/ACADM/ATP6V0C/AIFM1/ATP6V1F/ACAA2/ATP6V1G1
HALLMARK_XENOBIOTIC_METABOLISM	0.865644248224309	0.886147578089633	PRAD	AOX1/ACSM1/ABCD2/AQP9/ALDH3A1/BCAT1/ABCC3/ALDH2/CBR1/ARG2/ADH1C/ABHD6/APOE/ATOH8/BLVRB/CAT/ATP2A2/CA2
HALLMARK_NOTCH_SIGNALING	0.824218791141659	0.886147578089633	PRAD	MAML2/WNT5A/FZD7/ST3GAL6/PRKCA/DLL1/NOTCH1/FZD1/HEYL/WNT2/DTX4
HALLMARK_MTORC1_SIGNALING	0.826877520289284	0.886147578089633	PRAD	DAPP1/BHLHE40/BCAT1/CORO1A/CTSC/CXCR4/CDKN1A/CFP
HALLMARK_FATTY_ACID_METABOLISM	-0.867043295929924	0.886147578089633	PRAD	ADSL/APEX1/BMPR1B/BPHL/ACSM3/ACSL5/AADAT/ALDH1A1
HALLMARK_HEDGEHOG_SIGNALING	0.787685397425554	0.886147578089633	PRAD	ACHE/AMOT/UNC5C/NRP2/L1CAM/ETS2/DPYSL2/CELSR1/GLI1/RTN1
HALLMARK_PI3K_AKT_MTOR_SIGNALING	0.778358921300264	0.886147578089633	PRAD	DAPP1/CAMK4/EGFR/ADCY2/CXCR4/FASLG/CDKN1A
HALLMARK_SPERMATOGENESIS	0.76783005797616	0.886147578089633	PRAD	CFTR/CAMK4
HALLMARK_ANDROGEN_RESPONSE	0.766149583417512	0.886147578089633	PRAD	B2M/AZGP1/B4GALT1/ADAMTS1/CDC14B/GPD1L/DNAJB9/ACTN1/ALDH1A3/AKAP12/ANKH/FADS1/GSR
HALLMARK_CHOLESTEROL_HOMEOSTASIS	-0.666891442100885	0.995776135163675	PRAD	FASN/ABCA2/ATF5/CHKA/GNAI1/GLDC
HALLMARK_UNFOLDED_PROTEIN_RESPONSE	0.533252490353641	0.995776135163675	PRAD	CCL2/CHAC1/ERN1/ATF3/DNAJB9/DNAJC3/ATF6/ATP6V0D1/CEBPB/EDEM1
HALLMARK_UV_RESPONSE_UP	0.492731998904177	0.995776135163675	PRAD	ABCB1/AQP3/CDKN2B/ATF3/BTG2/CHRNA5/BMP2/CA2/BTG3/ALAS1/CCK/APOM/ATP6V1C1/CDO1/CCND3
HALLMARK_EPITHELIAL_MESENCHYMAL_TRANSITION	1.63609832360568	2.62296393190829e-05	READ	COMP/COL11A1/ABI3BP/CDH2/ADAM12/COL8A2/CDH11/COL3A1/BGN/CALD1/ACTA2/BASP1/COL1A2/APLP1/COL6A2/COL1A1/COL6A3/COL5A2/CADM1/COL5A1/COL12A1/CAP2/COL16A1/COL5A3/COL4A2/CDH6/COL4A1/BDNF/COL7A1
HALLMARK_ALLOGRAFT_REJECTION	1.63743684128265	3.15203228524602e-05	READ	CCL13/CCL2/CCL19/CCR2/CCL11/CD4/CCR5/CD3G/CCR1/CD28/APBB1/BCAT1/CCL7/CCL5/CD2/CD3E/CCL4/CD247/CD7/CCL22/CD3D/CD40/CD40LG/CD1D/ACHE
HALLMARK_INFLAMMATORY_RESPONSE	1.51049941522429	0.00206566450615707	READ	AQP9/CCL2/C3AR1/CD69/C5AR1/AXL/CD48/CD14/CALCRL/CCL7/CCL5/CHST2/APLNR/CCL22/CCL17/CD40/CCR7/BEST1/BST2/ABCA1/BDKRB1
HALLMARK_ANGIOGENESIS	1.4447892831097	0.00785092699748841	READ	SPP1/OLR1/POSTN/LUM/COL3A1/VCAN/KCNJ8/FGFR1/NRP1/FSTL1/COL5A2/VTN/CXCL6/THBD/STC1/SLCO2A1/ITGAV/PGLYRP1/PRG2/TIMP1/LPL/S100A4/PDGFA/SERPINA5
HALLMARK_INTERFERON_GAMMA_RESPONSE	1.41491824624539	0.0184651118640763	READ	CCL2/C1S/CFH/CXCL9/CD38/CSF2RB/CD86/C1R/CXCL10/CD69/CMKLR1/CCL7/CCL5/CD74/CIITA/CD40/CXCL11/CD274/BST2/CMPK2
HALLMARK_IL6_JAK_STAT3_SIGNALING	1.42389469469676	0.0184651118640763	READ	CXCL9/CSF3R/CD38/CSF2RB/CD36/CXCL10/CSF2RA/CD14/CCR1/CSF1/A2M/CXCL13/IL12RB1/CCL7/EBI3/CXCL11/HMOX1/CNTFR/CSF2
HALLMARK_COAGULATION	1.35567705279122	0.0833195054099307	READ	COMP/C3/APOC1/C1S/CFH/C1R/C1QA/CTSK/CLU/A2M/CRIP2/APOC2/ANXA1/CFD/CTSO/CTSB/BMP1/CSRP1/CFI
HALLMARK_INTERFERON_ALPHA_RESPONSE	1.33745145813098	0.0833195054099307	READ	C1S/CXCL10/IFI44L/CSF1/GBP4/IFI30/CD74/CXCL11/IFIT2/IFIT3/BST2/GBP2/IFI44/CMPK2/B2M/DHX58/DDX60/IFIH1/IL15/EPSTI1/BATF2/HLA-C/IFI35/IFITM2/HERC6
HALLMARK_APICAL_JUNCTION	1.31908773789645	0.129	READ	CADM3/ADAM23/ACTG2/CD86/CD209/CDH11/ACTC1/AKT3/ARHGEF6/CALB2/ALOX15B/ATP1A3/CD274/ADAMTS5/CD34
HALLMARK_COMPLEMENT	1.31070084564624	0.146346346346346	READ	C3/APOC1/C1S/C1QC/CD36/C1R/C1QA/APOBEC3G/CCL5/CD40LG/CDH13/ACTN2/CA2/APOBEC3F/ANXA5/CD59/ADRA2B
HALLMARK_OXIDATIVE_PHOSPHORYLATION	-1.4661964280936	0.147491008872612	READ	ATP6V1E1/ACAT1/ATP6V0E1/ATP6V1C1/ATP6AP1/ACADM/ACAA2/ATP6V1H/BCKDHA/ATP6V1D/ABCB7/ATP6V1F/ATP6V1G1/ACADVL/ACADSB/ATP6V0C/ACO2/ACAA1/ALAS1/ATP6V0B/BAX/AIFM1/AFG3L2/ATP1B1
HALLMARK_HEDGEHOG_SIGNALING	1.27703439316637	0.212052825142093	READ	RTN1/SCG2/GLI1/UNC5C/NRP1/NRP2/THY1/L1CAM/CRMP1/HEY2/ACHE/SLIT1/CNTFR
HALLMARK_KRAS_SIGNALING_UP	1.26376607167449	0.243910577243911	READ	C3AR1/CFH/AKAP12/CD37/ADAMDEC1/APOD/ALDH1A3/ADAM8/ANGPTL4/ALDH1A2/BIRC3/CA2/ANO1/ABCB1/BTC/BMP2/ACE/BPGM/CAB39L
HALLMARK_TNFA_SIGNALING_VIA_NFKB	1.22802654381934	0.243910577243911	READ	CCL2/BCL2A1/CXCL10/CD69/CD80/CSF1/CCL5/CCL4/CXCL11/ABCA1/CLCF1/BIRC3/CSF2/BCL6/CD83/ATF3
HALLMARK_UV_RESPONSE_DN	1.22962561950166	0.243910577243911	READ	COL11A1/COL3A1/AKT3/AMPH/COL1A2/COL1A1/COL5A2/CAV1/CAP2/ATP2B4/BDNF/CITED2/CACNA1A/ATXN1/ATRN
HALLMARK_BILE_ACID_METABOLISM	1.2069045334499	0.295920920920921	READ	ABCA8/AQP9/ABCA6/CYP7B1/ABCA9/ABCA3/AR/ABCD2/DIO2/BMP6/CH25H/CYP46A1/ABCA1
HALLMARK_MYOGENESIS	1.10742312314301	0.671471471471471	READ	CASQ2/AEBP1/ADAM12/CD36/ACTC1/APOD/CACNA1H/APLNR/CFD/ACHE/CDH13/CAMK2B/ACTN2/CASQ1/BDKRB2/ADCY9/ACTA1
HALLMARK_HYPOXIA	1.10924872052325	0.671471471471471	READ	AKAP12/BGN/CP/COL5A1/CHST2/CAV1/CHST3/B4GALNT2/ANGPTL4/AMPD3/CITED2/BCL2/ATF3/ADM/BNIP3L/ALDOB
HALLMARK_IL2_STAT5_SIGNALING	1.10363361536152	0.671471471471471	READ	CD86/CCR4/CD48/APLP1/COL6A1/CD79B/BATF3/CA2/ADAM19/ABCB1/AHNAK/BATF/BCL2/CD83/BMPR2/CAPG/BMP2/CDKN1C
HALLMARK_HEME_METABOLISM	1.09734317274402	0.671471471471471	READ	C3/ADD2/ACP5/AGPAT4/ANK1/ABCG2/BLVRA/AQP3/CA2/BCAM/ALDH1L1/BNIP3L/BPGM/ALDH6A1/ACSL6/BACH1/ARL2BP/BTG2/ATG4A/ALAD/ADD1
HALLMARK_ADIPOGENESIS	1.08181521318309	0.712661794908535	READ	APOE/C3/CD36/ANGPT1
HALLMARK_KRAS_SIGNALING_DN	1.06150963748595	0.764566426552384	READ	ACTC1/BMPR1B/CD80/CCR8/CHST2/CD40LG/CLDN8/CD207/CAMK1D/CNTFR/C5/CCNA1/CCDC106/CACNA1F/ATP6V1B1/CLSTN3/ALOX12B/CAPN9
HALLMARK_APICAL_SURFACE	1.03633642353038	0.801676676676677	READ	GAS1/MDGA1/MAL/IL2RB/NTNG1/GATA3/EFNA5/RTN4RL1/CX3CL1/GHRL/GSTM3/RHCG/SCUBE1/DCBLD2/PLAUR/SLC2A4/IL2RG/CD160/AFAP1L2/ADAM10/LYPD3/HSPB1/FLOT2/CROCC/SLC34A3/APP
HALLMARK_XENOBIOTIC_METABOLISM	1.03448493223889	0.801676676676677	READ	APOE/AQP9/AOX1/ABCD2/BCAT1
HALLMARK_APOPTOSIS	0.954730431439581	0.994994994994995	READ	CD38/BGN/CD14/AVPR1A/CD2/CAV1/ANXA1/BIRC3/CCNA1/BMF/ATF3/BNIP3L/CASP4/BMP2
HALLMARK_ESTROGEN_RESPONSE_EARLY	0.939506749045884	0.994994994994995	READ	ABCA3/CALB2/AR/CXCL12/AQP3/CYP26B1/CBFA2T3/ADCY1/BCL2/ADCY9/CALCR
HALLMARK_NOTCH_SIGNALING	0.921925439158603	0.994994994994995	READ	WNT2/ST3GAL6/NOTCH3/HEYL/FZD1/WNT5A/DTX1/FZD7
HALLMARK_PANCREAS_BETA_CELLS	0.89435035554009	0.994994994994995	READ	MAFB/AKT3/CHGA/SST/LMO2/PCSK2/GCK/INSM1/PAK3
HALLMARK_TGF_BETA_SIGNALING	0.835201751637915	0.994994994994995	READ	RAB31/LTBP2/SERPINE1/ENG/NOG/LEFTY2/JUNB/BMPR2/KLF10/BMP2/ACVR1/CDKN1C/SMAD3/BCAR3
HALLMARK_REACTIVE_OXYGEN_SPECIES_PATHWAY	0.813415728616783	0.994994994994995	READ	LSP1/GPX3/FES/HHEX/IPCEF1/PRNP/MPO
HALLMARK_P53_PATHWAY	0.772436693310172	0.994994994994995	READ	CTSF/ALOX15B/CDKN2B/CDKN2A/CDH13/CGRRF1/ATF3/CTSD/CD82/ABHD4/BMP2/BAIAP2/CLCA2/BTG2/ABAT/APP/CDKN1A/CD81/BTG1/ADA/CDK5R1/CSRNP2
HALLMARK_PEROXISOME	0.770275011163355	0.994994994994995	READ	ABCD2/CADM1/DLG4/CRABP2/CRABP1/ABCB4/ABCB1/ALDH1A1/ATXN1
HALLMARK_ANDROGEN_RESPONSE	0.745598626116128	0.994994994994995	READ	AKAP12/BMPR1B/ADAMTS1/ALDH1A3/HPGD/HOMER2/B2M/DNAJB9/ACTN1/FADS1/ARID5B/HERC3/ELL2/APPBP2/FKBP5
HALLMARK_FATTY_ACID_METABOLISM	0.675346353333854	0.994994994994995	READ	AOC3/BMPR1B/BLVRA/CBR3/CA2/ADH1C/ALDH1A1
HALLMARK_SPERMATOGENESIS	0.591266533810611	0.994994994994995	READ	ADCYAP1/CAMK4/CHRM4/ALOX15/CCNA1/DPEP3/ACRBP
HALLMARK_PI3K_AKT_MTOR_SIGNALING	0.611101810718298	0.994994994994995	READ	ADCY2/CXCR4/CAMK4/DAPP1/FASLG
HALLMARK_GLYCOLYSIS	0.634991212577476	0.994994994994995	READ	CHST2/CACNA1H/CHST1/B3GAT1/ANGPTL4
HALLMARK_WNT_BETA_CATENIN_SIGNALING	0.61162798375456	0.994994994994995	READ	HEY2/FZD1/FZD8/DKK1/LEF1/NOTCH4/GNAI1/HDAC5/DLL1/HEY1/WNT1
HALLMARK_CHOLESTEROL_HOMEOSTASIS	0.575175251342564	0.994994994994995	READ	CLU/AVPR1A/GPX8/FBXO6/GNAI1/ANTXR2/ANXA5/GSTM2/ATF3/GLDC
HALLMARK_UNFOLDED_PROTEIN_RESPONSE	0.560318720065229	0.994994994994995	READ	CCL2
HALLMARK_MTORC1_SIGNALING	0.542944342520976	0.994994994994995	READ	CFP/BCAT1/CXCR4/DAPP1/CORO1A
HALLMARK_ESTROGEN_RESPONSE_LATE	0.54727180781002	0.994994994994995	READ	ABCA3/CAV1/ATP2B4/CCNA1/CA2/BATF/CHST8/BCL2/CALCR
HALLMARK_UV_RESPONSE_UP	0.487563292123525	0.994994994994995	READ	CDO1/CDKN2B/AQP3/CA2/ABCB1/ATF3/BMP2/ARRB2/CDKN1C/BCL2L11
HALLMARK_INTERFERON_GAMMA_RESPONSE	1.93978093925021	2.82405434676023e-07	SARC	CXCL9/CXCL10/CD38/CXCL11/CCL5/CD69/C1S/CFB/CD86/CD74/BATF2/C1R/CSF2RB/BST2/CASP1/CFH/CCL2/CMKLR1/CIITA/CD40/BANK1/APOL6/CASP4/B2M/DHX58/CMPK2
HALLMARK_ALLOGRAFT_REJECTION	1.88189464985966	2.22141631990071e-06	SARC	CD3E/CCL19/CD2/CCL5/CD3D/CCL13/CD40LG/CD247/CD4/CCR2/CD28/CD3G/CCR1/CCR5/CD7/CCL2/C2/CD1D/CCL4/CD40/CCL22/CCL11/B2M
HALLMARK_INTERFERON_ALPHA_RESPONSE	1.87321441352425	4.14198071685709e-06	SARC	CXCL10/CXCL11/C1S/IFI44L/GBP4/CD74/BATF2/BST2/CASP1/CSF1/CCRL2/IFIT2/IFI44/EPSTI1/IL15/IFI27/IFI30/IFIT3/IFITM1/B2M/HERC6/IFI35/IFIH1/DHX58/GBP2/HLA-C/CMPK2/IFITM2/DDX60
HALLMARK_E2F_TARGETS	-2.42256231774412	1.60738993631064e-05	SARC	ANP32E/CKS1B/ASF1B/CDKN3/CBX5/BARD1/CSE1L/CENPM/BRCA2/ATAD2/CCNE1/CDK1/AURKA/CHEK1/CDCA8/CENPE/CDCA3/AURKB/CDC25A/BIRC5/CKS2/CCNB2/BUB1B/CDC20
HALLMARK_G2M_CHECKPOINT	-2.33102900513851	0.000115058182625976	SARC	CBX1/BUB3/CDC7/CKS1B/CDKN3/CHAF1A/BARD1/CCNT1/CENPA/CCNA2/CDC6/BRCA2/CDC45/CDK1/AURKA/CHEK1/CENPE/CCNF/AURKB/CDC25A/BIRC5/CKS2/CCNB2/BUB1/CDC20/CENPF
HALLMARK_IL6_JAK_STAT3_SIGNALING	1.77523542121274	0.00012601500299831	SARC	CXCL9/CXCL10/CD36/CD38/CXCL11/EBI3/CD14/IL12RB1/ACVRL1/CSF3R/CXCL13/CSF2RB/CCR1/CXCL1/CSF2RA/CSF1/IL15RA
HALLMARK_INFLAMMATORY_RESPONSE	1.7255230536097	0.000246858635131213	SARC	CCL5/CD14/CD69/CD48/C3AR1/CCR7/BST2/CCL2/CCRL2/C5AR1/CD40/CCL22/BEST1/CCL17/APLNR/CD55/BTG2/CD70/ABCA1/AHR/BDKRB1
HALLMARK_COMPLEMENT	1.68735027862306	0.00108023660967616	SARC	C3/C1QA/CD36/C1QC/C4BPB/CCL5/CD40LG/C1S/C1R/CASP1/C2/CASP10/CASP5/ADRA2B/CASP4/APOBEC3G/CD55
HALLMARK_MYC_TARGETS_V1	-2.00418974567314	0.00364145643265072	SARC	DDX21/COPS5/CBX3/DDX18/EIF3B/CCT7/AIMP2/CLNS1A/EEF1B2/C1QBP/CCT5/CYC1/EIF3J/BUB3/DEK/CCT4/DHX15/ABCE1/EIF2S1/COX5A/APEX1/CCT3/CCNA2/CDK2/CAD/CDC45/CSTF2/CDC20
HALLMARK_MYC_TARGETS_V2	-1.98134188639262	0.00404842631838265	SARC	PPAN/DDX18/NOC4L/NIP7/NOLC1/NOP16/MCM5/AIMP2/MRTO4/LAS1L/PRMT3/PA2G4/HSPE1/FARSA/BYSL/NOP2/MYBBP1A/EXOSC5/HSPD1/PPRC1/GNL3/NOP56/NPM1/PLK4/IPO4/MCM4/PLK1/HK2
HALLMARK_TNFA_SIGNALING_VIA_NFKB	1.5944543416235	0.00552782568659391	SARC	CXCL10/CXCL11/CCL5/CD69/CXCL1/CSF1/CCL2/CCL4/CCRL2/CEBPD/BIRC3/CXCL2/BCL2A1/BTG2/CD80/ABCA1/CEBPB/AREG/CFLAR/CD44/BCL3/CCND1
HALLMARK_BILE_ACID_METABOLISM	1.566636245992	0.0138590057586164	SARC	ABCA9/ABCA8/ABCA6/ALDH1A1/ACSL5/CYP27A1/ABCD2/ABCA1/CH25H/CAT/CYP39A1/DIO2/AQP9/CYP7B1/ACSL1/BMP6/CYP8B1/BBOX1/CYP7A1/ABCA4/DIO1
HALLMARK_COAGULATION	1.48411609842409	0.0266423615042196	SARC	C3/CFD/C1QA/C1S/CFB/C1R/CFH/C2/CFI/ANXA1/CTSH/CTSO/CLU/APOC1/ACOX2/C9/CAPN5/CTSB/A2M/BMP1
HALLMARK_HEDGEHOG_SIGNALING	-1.54972920876814	0.0553900224745571	SARC	VEGFA/NRCAM/HEY2/MYH9/PTCH1/VLDLR/NRP2/NKX6-1/CDK5R1/GLI1/CELSR1/CRMP1
HALLMARK_KRAS_SIGNALING_UP	1.45559107140277	0.0611815973677519	SARC	ADAMDEC1/APOD/C3AR1/ALDH1A3/CFB/CD37/CFH/ANGPTL4/BIRC3/ABCB1/ACE/AKAP12/CCND2
HALLMARK_EPITHELIAL_MESENCHYMAL_TRANSITION	-1.44298784574041	0.116699975482567	SARC	CADM1/BDNF/APLP1/COL7A1/CAP2/COL11A1/CDH2
HALLMARK_SPERMATOGENESIS	-1.45029546391583	0.162301407784627	SARC	CDKN3/BRAF/CLPB/CLGN/CDK1/AURKA/CHRM4/DMRT1/DDX25/CCNB2/BUB1/CCNA1/CNIH2
HALLMARK_KRAS_SIGNALING_DN	-1.43652320926374	0.177974464980014	SARC	ARHGDIG/CELSR2/CCNA1/CALCB/ACTC1/BMPR1B
HALLMARK_ANGIOGENESIS	1.32183652149789	0.195552575706783	SARC	LUM/SERPINA5/S100A4/CXCL6/THBD/POSTN/FSTL1/CCND2/VCAN/COL3A1/PRG2/TIMP1/STC1/SLCO2A1/TNFRSF21/COL5A2/NRP1/APOH/VTN
HALLMARK_TGF_BETA_SIGNALING	-1.3946990736986	0.210283463334293	SARC	ID2/PMEPA1/PPM1A/BCAR3/HDAC1/NCOR2/BMP2/CTNNB1/SKIL/ID1/SLC20A1/LEFTY2/CDH1/NOG
HALLMARK_XENOBIOTIC_METABOLISM	1.27487562621526	0.242597038815526	SARC	ADH1C/AOX1/AKR1C2/AKR1C3/ABCC2/ABCD2/APOE/ATOH8/BLVRB/CAT/ACOX2/AQP9/ALDH2
HALLMARK_APICAL_JUNCTION	-1.31904984316103	0.333270148842697	SARC	ACTN3/ACTN4/AKT3/AMH/CDH15/ACTN2/CDH1/ACTG2/ACTA1/CDH3/ACTN1/ACTC1
HALLMARK_ADIPOGENESIS	1.23702542296242	0.34616449736915	SARC	C3/CD36/ANGPTL4/CD302/APOE/ABCA1/CAT/ACADS/ANGPT1/ALDH2/BCL6/ACADL/CCNG2/ACAA2/APLP2
HALLMARK_APOPTOSIS	1.18562316873693	0.437675070028011	SARC	CD38/CD2/CD14/CASP1/BIRC3/ANXA1/CASP4/BTG2/AIFM3/CCND2/CD44/CCND1/BIK/CASP7/ATF3
HALLMARK_P53_PATHWAY	1.15927583855984	0.487341260211923	SARC	CASP1/CLCA2/BTG2/CDKN2A/ADA/CCND2/CEBPA/CDKN2B/ALOX15B/ACVR1B/ATF3/CCND3/BTG1/CTSD/CD81/AK1/APAF1/ABHD4/ABAT/APP
HALLMARK_HEME_METABOLISM	1.15278992940327	0.487341260211923	SARC	C3/AQP3/BTG2/BLVRB/CAT/CCDC28A/ACSL6/BMP2K/ANK1/BCAM/BLVRA/CCND3/ABCG2
HALLMARK_REACTIVE_OXYGEN_SPECIES_PATHWAY	1.1459613253936	0.502561695803512	SARC	GPX3/MPO/LSP1/MBP/MGST1/IPCEF1/GLRX/HHEX/FTL/CAT/PDLIM1
HALLMARK_FATTY_ACID_METABOLISM	1.12979895041727	0.523334333733493	SARC	ADH1C/CA4/ALDH1A1/AQP7/ACSL5
HALLMARK_MITOTIC_SPINDLE	-1.18495807989261	0.575467115310183	SARC	ALMS1/BRCA2/ACTN4/AURKA/BIRC5/ANLN/CCNB2/BUB1
HALLMARK_IL2_STAT5_SIGNALING	1.08645922289485	0.609243697478992	SARC	BATF/CD48/CD86/CD79B/CCR4/ABCB1/AHR/CCND2/BATF3/COCH
HALLMARK_PANCREAS_BETA_CELLS	-1.12720761044847	0.664434822792626	SARC	FOXA2/INSM1/AKT3/PCSK2/NKX2-2/PAK3/NKX6-1/SYT13/DCX
HALLMARK_ANDROGEN_RESPONSE	-1.00799472982721	0.721832166495752	SARC	HMGCR/DHCR24/HMGCS1/FADS1/HOMER2/ACTN1/BMPR1B
HALLMARK_HYPOXIA	1.00271600909706	0.754338254338254	SARC	CP/ANGPTL4/AKAP12/AMPD3/CITED2/ALDOB/COL5A1/CHST2/ALDOC/ATF3/CCNG2/BTG1/BRS3/ADM
HALLMARK_OXIDATIVE_PHOSPHORYLATION	-0.942281308315678	0.789760348583878	SARC	ACADM/AIFM1/ALDH6A1/ACAT1/ALAS1/ACO2/ABCB7/ATP6V1H/AFG3L2/ATP6V1D/ATP1B1
HALLMARK_MTORC1_SIGNALING	0.968779487607008	0.789760348583878	SARC	DAPP1/CFP/CORO1A/ADD3/CTSC/CXCR4/BTG2
HALLMARK_ESTROGEN_RESPONSE_LATE	-0.949366346605043	0.789760348583878	SARC	AGR2/CKB/BTG3/CHST8/ATP2B4/CDC6/CD9/CELSR2/CDC20/CDH1/CA12/CCNA1
HALLMARK_PEROXISOME	0.945992562876184	0.795561458852178	SARC	ALDH1A1/ACSL5/ALB/ABCC8/DHRS3/ABCD2/ABCB1/CAT/ACSL1
HALLMARK_APICAL_SURFACE	0.941305896243688	0.795561458852178	SARC	IL2RG/GHRL/MAL/IL2RB/LYN/AFAP1L2/CD160/CX3CL1/LYPD3/PLAUR/GAS1
HALLMARK_ESTROGEN_RESPONSE_EARLY	0.928700928605923	0.800097473803915	SARC	AQP3/ABLIM1/CALCR/ADD3/CBFA2T3/CXCL12/BLVRB/CYP26B1/AREG/ALDH3B1/CD44/CCND1/CHPT1
HALLMARK_CHOLESTEROL_HOMEOSTASIS	-0.885630734453229	0.881846859764841	SARC	CHKA/ATXN2/CYP51A1/CTNNB1/FDFT1/ALCAM/ACAT2/HMGCR/HMGCS1/FADS2/ANXA13/CD9/FASN/DHCR7
HALLMARK_UV_RESPONSE_DN	-0.881441290165823	0.881846859764841	SARC	AKT3/BDNF/CAP2/COL11A1
HALLMARK_GLYCOLYSIS	-0.836862006729097	0.881846859764841	SARC	AGRN/ALDH7A1/ARTN/B4GALT2/CENPA/ARPP19/ALDOA/CDK1/AURKA/CACNA1H
HALLMARK_PI3K_AKT_MTOR_SIGNALING	0.810284872879436	0.881846859764841	SARC	DAPP1/FASLG/CXCR4/CDK4/GNA14
HALLMARK_UV_RESPONSE_UP	0.808239168300638	0.881846859764841	SARC	C4BPB/AQP3/BTG2/ABCB1/ARRB2/CDKN2B/CDO1/CCK/ATF3/CCND3/BTG1/CLTB/ACAA1/BID/CASP3
HALLMARK_MYOGENESIS	0.778861772218096	0.914893617021277	SARC	CFD/CD36/APOD/ABLIM1/APLNR/BDKRB2/ACHE/BIN1/ACSL1
HALLMARK_NOTCH_SIGNALING	0.73944496040652	0.914893617021277	SARC	ARRB1/WNT2/LFNG/DTX1/DLL1/CCND1/DTX2/ST3GAL6
HALLMARK_WNT_BETA_CATENIN_SIGNALING	-0.771682452516213	0.914893617021277	SARC	NCOR2/CTNNB1/DVL2/KAT2A/HEY2/TCF7/PTCH1/FZD1/SKP2/NKD1
HALLMARK_UNFOLDED_PROTEIN_RESPONSE	-0.673497026835634	1	SARC	ALDH18A1/DCP1A/EDC4/CNOT6/DKC1/EIF4G1/EIF4A1/CEBPG/BANF1/DDX10/EIF4A2/ASNS/EIF4EBP1/EEF2/CKS1B/EIF2S1/CHAC1
HALLMARK_PROTEIN_SECRETION	0.514741541368099	1	SARC	CTSC/GALC/ABCA1/CLN5/GLA/CD63
HALLMARK_DNA_REPAIR	-0.583674160375257	1	SARC	DUT/CETN2/ADRM1/ERCC3/ERCC4/BCAP31/ARL6IP1/ERCC8/AAAS/CSTF3/CCNO/DDB1/DCTN4/DGCR8/ADCY6/ERCC2/FEN1
HALLMARK_ALLOGRAFT_REJECTION	1.68783309583168	9.25547830425628e-07	SKCM	CCL19/CD3G/CD3D/CD2/CD3E/CD247/CCR2/CD7/CCR5/CCL5/CD40LG/CCL4/CD4/CCND2/CD28/CCL22/CD1D/CD40/C2/CCR1/CCL2/BCAT1/B2M/CCL13/CCL7/ACHE
HALLMARK_INTERFERON_GAMMA_RESPONSE	1.63437291654429	7.46019018198543e-06	SKCM	CXCL9/CD38/BANK1/CD69/CXCL10/CIITA/CXCL11/CCL5/CSF2RB/CD74/CD86/CMKLR1/CFB/C1S/CFH/CD40/CD274/C1R/CCL2/APOL6/CMPK2/B2M/DDX60/CCL7/CASP1/BST2/BATF2
HALLMARK_INTERFERON_ALPHA_RESPONSE	1.52725908182855	0.000755199069043846	SKCM	CXCL10/GBP4/CXCL11/CD74/EPSTI1/IL15/IFI44L/GBP2/C1S/CCRL2/IFI30/CMPK2/B2M/DDX60/IFI44/CSF1/IFIT2/IFIH1/IFI27/HLA-C/IFITM1/IFIT3/CASP1/HERC6/BST2/IL4R/BATF2
HALLMARK_IL6_JAK_STAT3_SIGNALING	1.49213219193761	0.00380077419036453	SKCM	CXCL13/CXCL9/CD38/CXCL10/CXCL11/CSF2RB/EBI3/IL12RB1/IL15RA/CSF3R/CD14/CCR1/CSF2RA/CSF1/FAS/CD36/CCL7/HMOX1/ACVRL1
HALLMARK_INFLAMMATORY_RESPONSE	1.46752421874279	0.00380077419036453	SKCM	CD69/CD48/CCR7/CCL5/CCL22/CCRL2/CD40/C3AR1/CD14/CCL2/AXL/C5AR1/CD70/BTG2/AQP9/CALCRL/CCL7/BST2/CD82/APLNR/CCL24/ABCA1/AHR
HALLMARK_KRAS_SIGNALING_UP	1.37063412390083	0.0469121720760935	SKCM	ADAMDEC1/BIRC3/CD37/CCND2/CFB/ABCB1/CFH/C3AR1/ADAM8/ACE/ALDH1A2/ANKH/CA2
HALLMARK_COAGULATION	1.3170102554423	0.089041129367844	SKCM	C3/C1QA/CLU/CFB/C1S/CFH/C2/C1R/CFD/CFI/ACOX2/COMP/APOC2/A2M/APOC1/CTSO
HALLMARK_COMPLEMENT	1.33371868129779	0.10920446014049	SKCM	C3/CCL5/CD40LG/C1QA/C1QC/APOBEC3G/C1S/C2/C1R/CASP5/CASP10/APOBEC3F/CD36/CASP1/CA2/APOC1/CASP7/CASP4/CDH13/C4BPB/CDA/CBLB/AKAP10/ADAM9
HALLMARK_TNFA_SIGNALING_VIA_NFKB	1.28453447542611	0.164221105527638	SKCM	CD69/CXCL10/CXCL11/CCL5/BIRC3/CCL4/CD80/CCRL2/CCL2/CSF1/BTG2/BCL3/CFLAR/ABCA1/BMP2/CXCL2/ATF3/CEBPD/BCL6/AREG/ATP2B1/CD83/CLCF1/CSF2/CEBPB/BTG1/BIRC2
HALLMARK_EPITHELIAL_MESENCHYMAL_TRANSITION	1.27790539190846	0.164221105527638	SKCM	ABI3BP/BASP1/CDH11/COMP/COL8A2/CDH2/COL3A1/ANPEP/COL6A3/COL1A2/COL12A1/CADM1/CAPG/COL5A2/CDH6/COL1A1/COL5A1/ADAM12/COL6A2/BGN/AREG/ACTA2/COL16A1/COL4A1
HALLMARK_IL2_STAT5_SIGNALING	1.24485720158274	0.246519246519247	SKCM	CD48/CCR4/CD86/CCND2/CD79B/ABCB1/BATF/ADAM19/CDCP1/COCH/BATF3/CA2/CDC42SE2/CAPG/BMP2/AHR/CISH/ALCAM
HALLMARK_ANGIOGENESIS	1.23758801378847	0.276177897830827	SKCM	CCND2/OLR1/LUM/SERPINA5/NRP1/VCAN/S100A4/COL3A1/SLCO2A1/POSTN/COL5A2/SPP1/KCNJ8/THBD/TIMP1/PDGFA/LPL/VTN/ITGAV/TNFRSF21/STC1/FSTL1/APP
HALLMARK_OXIDATIVE_PHOSPHORYLATION	-1.26456331717983	0.276177897830827	SKCM	ALDH6A1/ATP6AP1/BCKDHA/ATP6V1E1/ATP6V1D/ATP6V0B/ATP6V1G1/ATP6V0C/BAX/AIFM1/ATP6V1F/ACO2/AFG3L2
HALLMARK_APOPTOSIS	1.2114180063337	0.298226798226798	SKCM	CD38/CD2/BIRC3/CCND2/CD14/BTG2/CASP1/ANKH/CASP7/BMP2/AVPR1A/ATF3/BGN/CASP8/ANXA1/CASP4
HALLMARK_BILE_ACID_METABOLISM	1.1992553682829	0.338605271938605	SKCM	ABCD2/ACSL5/ABCA6/ABCA8/ABCA9/AQP9/ALDH1A1/CH25H/AR/DIO2/CYP7B1/ABCA1/BMP6/CYP46A1/CYP39A1/DIO1/ALDH8A1
HALLMARK_APICAL_JUNCTION	1.15214485338452	0.535347847847848	SKCM	CD86/CADM3/CD209/CD274/AMIGO2/ARHGEF6/ALOX15B/CDH11/ATP1A3
HALLMARK_ESTROGEN_RESPONSE_EARLY	1.123847155956	0.664699982299841	SKCM	BCL11B/CXCL12/CBFA2T3/CLIC3/AQP3/ABAT/ABLIM1/AR/CA12/CALCR/CISH/CYP26B1/AREG/ADD3/ABHD2/CALB2
HALLMARK_MTORC1_SIGNALING	1.06035848711083	0.951242616739106	SKCM	DAPP1/CORO1A/CFP/CXCR4/BCAT1/BTG2
HALLMARK_XENOBIOTIC_METABOLISM	1.02787295436832	1	SKCM	ABCD2/ABCC3/ALDH2/AOX1/BCAT1/AQP9/ACOX2/AKR1C3/CA2
HALLMARK_APICAL_SURFACE	1.00439016031391	1	SKCM	IL2RG/GATA3/IL2RB/LYN/GHRL/AFAP1L2/CD160/NTNG1/PLAUR/ATP8B1/MDGA1
HALLMARK_PEROXISOME	0.99436845978377	1	SKCM	ABCD2/ACSL5/ABCB1/DHRS3/ALDH1A1/ABCB4/CADM1
HALLMARK_HEME_METABOLISM	0.995068572072207	1	SKCM	C3/AQP3/ACSL6/ADD2/ANK1/BTG2/CA2/ABCG2
HALLMARK_PI3K_AKT_MTOR_SIGNALING	0.977030352344276	1	SKCM	DAPP1/FASLG/CXCR4/GNA14/CAMK4/EGFR
HALLMARK_MYOGENESIS	0.968190702995333	1	SKCM	CFD/CHRNA1/CD36/ABLIM1/ACHE/BIN1/APLNR/CASQ1/ADAM12/BDKRB2/CDH13/CKM/ANKRD2/APP/CKMT2/CAMK2B/CHRNB1/ACTC1
HALLMARK_KRAS_SIGNALING_DN	0.926772163197932	1	SKCM	CD40LG/CAMK1D/CD80/CCR8/BTG2/CLSTN3
HALLMARK_TGF_BETA_SIGNALING	0.925675427148916	1	SKCM	LTBP2/RAB31/ID2/ID3/SERPINE1/LEFTY2/BMP2/SKIL/SMAD1/JUNB/PMEPA1/NOG/ARID4B/ENG/KLF10/MAP3K7/APC/ID1/IFNGR2/SMAD3/SLC20A1
HALLMARK_ADIPOGENESIS	0.898893461549597	1	SKCM	C3/ALDH2/CD36/CD302/ANGPT1/ADIPOQ/ABCA1/BCL6
HALLMARK_ESTROGEN_RESPONSE_LATE	0.892215222758112	1	SKCM	CLIC3/BATF/ACOX2/CA2/CA12/CALCR/ASS1/CHST8/CISH/ASCL1/AREG/ADD3/ABHD2/AFF1/ALDH3A2
HALLMARK_P53_PATHWAY	0.878333327098309	1	SKCM	CCND2/CEBPA/ALOX15B/BTG2/ABAT/CASP1/CD82/BMP2/ATF3
HALLMARK_HYPOXIA	0.861779800914332	1	SKCM	CP/AMPD3/CA12/COL5A1/ATF3/AKAP12/BGN/CHST2/ALDOC/CITED2/CCNG2/BTG1/CDKN1B/CASP6
HALLMARK_SPERMATOGENESIS	0.846631330244199	1	SKCM	ACRBP/CAMK4/ACE/ART3/ALOX15/DPEP3/DCC/CLGN/DMC1
HALLMARK_REACTIVE_OXYGEN_SPECIES_PATHWAY	0.820393248512148	1	SKCM	IPCEF1/LSP1/GLRX/MPO/HHEX/GPX3/PDLIM1
HALLMARK_UV_RESPONSE_DN	0.807378630098004	1	SKCM	COL3A1/COL1A2/COL5A2/COL1A1/DDAH1/ADD3/ATP2B1/CITED2/ATRX/APBB2/ATXN1/CACNA1A/BDNF/CDKN1B/ACVR2A/ATP2B4/AGGF1/DBP/DAB2/BCKDHB/COL11A1/ARHGEF9/CAV1/BMPR1A/CDK13/BHLHE40/ABCC1
HALLMARK_NOTCH_SIGNALING	0.750466466245436	1	SKCM	DTX1/WNT5A/WNT2/DLL1/LFNG/PRKCA/MAML2/FZD1/FZD5/NOTCH3/FZD7/HEYL
HALLMARK_ANDROGEN_RESPONSE	0.746301891403184	1	SKCM	B2M/FKBP5/ANKH/ELL2/AKAP12/ALDH1A3/ADAMTS1/ABCC4/AZGP1/ABHD2/HERC3/DNAJB9
HALLMARK_UV_RESPONSE_UP	0.730130083796488	1	SKCM	ABCB1/AQP3/BTG2/CDO1/CA2/ARRB2/BMP2/ATF3
HALLMARK_CHOLESTEROL_HOMEOSTASIS	0.664407744417615	1	SKCM	CLU/ANTXR2/CXCL16/GLDC/AVPR1A/ATF3/FBXO6/ALCAM/ALDOC
HALLMARK_PANCREAS_BETA_CELLS	0.647870007885913	1	SKCM	MAFB/LMO2/DPP4/PCSK1/INSM1/VDR/NEUROG3/FOXO1/PAK3
HALLMARK_FATTY_ACID_METABOLISM	0.622332402877227	1	SKCM	ACSL5/ACSM3/ALDH1A1/CA2/AOC3/ADH1C/AQP7/ACSL4/CA6
HALLMARK_MITOTIC_SPINDLE	0.60898408798148	1	SKCM	ARHGAP27/ARHGEF3/ARHGAP4/BIN1/ARHGAP29/AKAP13/BCL2L11/CCDC88A/ARFGEF1/APC/ARHGAP10/ABI1/CDC42/ALMS1/BCR/CAPZB/CDC27/CD2AP
HALLMARK_HEDGEHOG_SIGNALING	0.595357683995101	1	SKCM	RTN1/ACHE/NRP1/THY1/SLIT1/UNC5C/ETS2/RASA1/NRCAM/CDK6/PML/DPYSL2/OPHN1/NKX6-1/TLE3/GLI1
HALLMARK_WNT_BETA_CATENIN_SIGNALING	0.484061439869742	1	SKCM	CCND2/TCF7/WNT1/DLL1
HALLMARK_PROTEIN_SECRETION	0.324826724360131	1	SKCM	EGFR/CTSC/ABCA1/GALC/ARFGEF1/ARFIP1/CAV2/DST/CLN5/ADAM10/AP1G1/COPB1/AP3B1/COPB2/AP3S1
HALLMARK_E2F_TARGETS	-3.59011107860224	1.25e-09	STAD	BRCA1/CDC25B/CDKN2A/CSE1L/BRCA2/ANP32E/CIT/CHEK1/CHEK2/ATAD2/CENPM/ASF1B/CCNB2/CDKN3/CKS1B/CDCA8/CDCA3/AURKB/BUB1B/CENPE/CKS2/BIRC5/CDK1/CDC20/CDC25A/AURKA/CCNE1
HALLMARK_G2M_CHECKPOINT	-3.31411124816715	1.25e-09	STAD	CDC25B/CHAF1A/BRCA2/CCND1/CDC7/CHEK1/CCNF/CCNB2/CCNA2/CDKN3/BUB1/CKS1B/AURKB/CENPE/CKS2/CDC45/CENPF/BIRC5/CDK1/CDC20/CDC25A/CENPA/AURKA/CDC6
HALLMARK_MYC_TARGETS_V1	-3.10927808433667	1.25e-09	STAD	CAD/CANX/CDK2/APEX1/EEF1B2/ABCE1/DHX15/CCT7/CSTF2/COPS5/CLNS1A/DEK/AIMP2/CDK4/EIF1AX/CCT4/DDX21/DDX18/EIF3J/C1QBP/ACP1/EIF3B/BUB3/CCT3/CCT5/CCT2/CBX3/COX5A/EIF2S2/CYC1/CCNA2/CDC45/CDC20
HALLMARK_MYC_TARGETS_V2	-3.13873224177417	1.25e-09	STAD	PPRC1/LAS1L/MPHOSPH10/MCM5/DCTPP1/NPM1/MYBBP1A/AIMP2/PES1/CDK4/FARSA/EXOSC5/NDUFAF4/NOLC1/DDX18/PPAN/NIP7/IPO4/NOC4L/IMP4/PA2G4/PRMT3/NOP2/NOP16/CBX3/NOP56/GNL3/MRTO4/HK2/BYSL/MCM4/PLK4/PLK1/HSPD1/HSPE1
HALLMARK_ALLOGRAFT_REJECTION	1.79568537953549	6.33098670456541e-06	STAD	CCR2/CD28/CD1D/CD40LG/CD3G/CCR5/CCL22/APBB1/CD2/CD3E/CD4/CCL13/CD3D/CCL2/CCL5/CD247/CCR1/CD40/CCND2
HALLMARK_EPITHELIAL_MESENCHYMAL_TRANSITION	1.55408143669457	0.0109457377556856	STAD	ABI3BP/COMP/ACTA2/COL8A2/CALD1/CDH11/ANPEP/CDH2/COL6A2/BASP1/CADM1/COL6A3/COL16A1/COL3A1/BGN/COL4A2/COL1A2/COL5A1/CDH6/CD44/COL12A1/COL5A2/ADAM12/COL4A1/COL1A1/CD59
HALLMARK_INTERFERON_GAMMA_RESPONSE	1.51920006923275	0.0144416783396611	STAD	CSF2RB/C1S/C1R/BANK1/CD69/CD38/CFH/CMKLR1/CCL2/CCL5/CD86/CXCL9/CIITA/CD40/CD74/CXCL10/CD274/ARID5B/CASP1/AUTS2/CXCL11
HALLMARK_COAGULATION	1.51716379538083	0.0244381863927151	STAD	COMP/C3/C1S/C1R/A2M/CFH/CLU/C1QA/CFD/CTSK/CTSO/CSRP1/ACOX2/CFI/APOC1/CTSE
HALLMARK_KRAS_SIGNALING_UP	1.52221009151643	0.0244381863927151	STAD	APOD/CD37/ALDH1A2/AKAP12/ABCB1/CFH/ALDH1A3/C3AR1/ADAMDEC1/CCND2
HALLMARK_DNA_REPAIR	-1.64279296372746	0.026688171914174	STAD	DAD1/AAAS/CETN2/BRF2/AK1/CSTF3/CANT1/EDF1/COX17/DGUOK/APRT/ARL6IP1/BOLA2/ADRM1/BCAP31/FEN1
HALLMARK_INFLAMMATORY_RESPONSE	1.47492888655257	0.0299865863004685	STAD	CCR7/CD48/CD69/C3AR1/CCL22/CCL2/CCL5/APLNR/C5AR1/AXL/CD40/ABCA1/CALCRL/CD14/CHST2
HALLMARK_BILE_ACID_METABOLISM	1.46555074119691	0.0360863853871022	STAD	ABCA8/ABCA9/ABCA6/AR/ABCD2/CH25H/CYP7B1/DIO2/ABCA3/ABCA1/CYP27A1/ATXN1/BMP6/CYP46A1
HALLMARK_APICAL_JUNCTION	1.45005862619323	0.045691127568124	STAD	CADM3/ADAM23/ACTN2/ALOX15B/ARHGEF6/CD209/AKT3/CDH11/CD86/CD34/AMIGO1/ATP1A3/CD274/ADAMTS5/ACTN1/ACTA1
HALLMARK_IL6_JAK_STAT3_SIGNALING	1.42193808930638	0.0494935402333375	STAD	CXCL13/CSF2RB/CD36/A2M/CD38/EBI3/CSF2RA/IL12RB1/CXCL9/CCR1/CD14/CSF3R/CSF1/FAS/ACVRL1/CXCL10/CRLF2/CD44/CXCL11
HALLMARK_APICAL_SURFACE	1.41125600074723	0.0522572067091014	STAD	MAL/SLC2A4/GAS1/SCUBE1/MDGA1/NTNG1/RTN4RL1/GHRL/IL2RB/GATA3/CX3CL1/IL2RG/DCBLD2/EFNA5/AFAP1L2/CD160/AKAP7/SHROOM2
HALLMARK_COMPLEMENT	1.40183736541709	0.0522572067091014	STAD	ACTN2/C3/CD36/C1S/CD40LG/C1R/C1QC/C1QA/CCL5/APOBEC3G
HALLMARK_INTERFERON_ALPHA_RESPONSE	1.38355568855346	0.0663292898342776	STAD	C1S/IFI44L/GBP4/CD74/IFIT2/CSF1/GBP2/CXCL10/IL15/GMPR/CASP1/IFIT3/CXCL11/IFI44/IFITM2/DHX58/BST2/HERC6/IL4R/B2M/DDX60/EPSTI1/IFITM1/IFIH1/CMPK2/CCRL2
HALLMARK_KRAS_SIGNALING_DN	1.42932698048228	0.071206492136329	STAD	CD40LG/CAMK1D/BMPR1B/CCR8/CHST2/CD80/CLSTN3/BTG2/CCDC106/CCNA1
HALLMARK_MYOGENESIS	1.39387361752963	0.0741838711945008	STAD	APOD/ACTN2/CD36/CACNA1H/CASQ1/CKMT2/APLNR/AEBP1/CFD
HALLMARK_OXIDATIVE_PHOSPHORYLATION	-1.51744885065755	0.0770811921891059	STAD	ACADVL/ATP6V1H/ACAA2/ATP6V1C1/ATP6V0C/ATP6V1G1/ATP6AP1/ATP6V1F/ALAS1/ACAA1/AFG3L2/AIFM1/ATP6V0B/ATP1B1
HALLMARK_ANGIOGENESIS	1.38602029967998	0.0770811921891059	STAD	FGFR1/KCNJ8/SLCO2A1/LPL/FSTL1/LUM/CCND2/VCAN/THBD/OLR1/VTN/COL3A1/NRP1/TIMP1
HALLMARK_HEDGEHOG_SIGNALING	1.38874907031126	0.0770811921891059	STAD	RTN1/GLI1/VLDLR/UNC5C/SCG2/L1CAM/NRP2/NRP1/PTCH1/CRMP1/THY1
HALLMARK_UNFOLDED_PROTEIN_RESPONSE	-1.3539685446358	0.0935625243706572	STAD	DNAJA4/ARFGAP1/EIF4A3/ALDH18A1/EIF4E/CEBPG/BANF1/DDX10/ASNS/CHAC1/DKC1/EIF4EBP1/CKS1B
HALLMARK_MITOTIC_SPINDLE	-1.25288197907794	0.154621562093056	STAD	CD2AP/BRCA2/CCNB2/BUB1/ANLN/BIRC5/AURKA
HALLMARK_GLYCOLYSIS	-1.19010092147299	0.200771526636749	STAD	CHPF/B4GALT4/CAPN5/B3GALT6/AGRN/ANKZF1/ALDOA/CASP6/ARTN/BPNT1/B3GNT3/ABCB6/ADORA2B/CDK1/CENPA/BIK/AURKA
HALLMARK_ADIPOGENESIS	1.25966742148309	0.216518384379183	STAD	C3/CD36/ANGPT1/APOE/ABCA1/CD302/BCL6
HALLMARK_UV_RESPONSE_DN	1.22142564071594	0.27205189540515	STAD	CELF2/AKT3/AMPH/CDON/ATP2B4/CAV1/DAB2/COL3A1/ATXN1/CITED2/COL1A2/CACNA1A/COL5A2/COL1A1/ARHGEF9/APBB2/BMPR1A/BDNF/ABCC1
HALLMARK_MTORC1_SIGNALING	-1.20275464763765	0.27205189540515	STAD	ALDOA/COPS5/ARPC5L/CYB5B/ASNS/DDIT3/CACYBP/CTH/CCT6A/CCNF/CYP51A1/BUB1/CDC25A/AURKA
HALLMARK_PANCREAS_BETA_CELLS	1.206878888029	0.377507324768988	STAD	PCSK1/AKT3/MAFB/CHGA/LMO2
HALLMARK_SPERMATOGENESIS	-1.11063815952081	0.522278402328249	STAD	ACRV1/DBF4/CCNB2/CDKN3/BUB1/CDK1/AURKA
HALLMARK_TNFA_SIGNALING_VIA_NFKB	1.0855932722263	0.558943089430894	STAD	CD69/CCL2/CCL5/ABCA1/CD80/CSF1/CCL4/BCL6/BCL2A1/CD83/CXCL10/BTG2/CD44/CXCL11
HALLMARK_IL2_STAT5_SIGNALING	1.08023169788551	0.558943089430894	STAD	CD79B/CCR4/CD48/ABCB1/BCL2/CD86/ADAM19/CCND2/AHNAK/CD83/COL6A1/BATF3/CD44/BMPR2/CD81/CAPN3
HALLMARK_PEROXISOME	1.07007862125095	0.57535436245774	STAD	ABCD2/ABCB1/ABCB4/DLG4/CADM1/CRABP1/ELOVL5/ATXN1
HALLMARK_HEME_METABOLISM	1.0623002872613	0.581952007659626	STAD	ADD2/C3/ACSL6/ABCG2/AGPAT4/BTG2/ANK1/BLVRA/BMP2K/ACP5/ALDH1L1/BCAM/ADD1/ARL2BP/AQP3/CAST/CA2/BACH1/ALDH6A1/CAT/BTRC
HALLMARK_HYPOXIA	1.03689958309482	0.65108759553204	STAD	AKAP12/BCL2/CAV1/CHST3/CHST2/BGN/CP/CITED2/AMPD3/COL5A1/ALDOB
HALLMARK_ESTROGEN_RESPONSE_EARLY	0.970353710013276	0.830903790087464	STAD	AR/CXCL12/CBFA2T3/BCL2/ABCA3/ADCY1/ADCY9/CD44/AFF1/BCL11B/CYP26B1/ABAT
HALLMARK_ANDROGEN_RESPONSE	0.938920988084228	0.830903790087464	STAD	AKAP12/ALDH1A3/ADAMTS1/BMPR1B/FKBP5/ELOVL5/ELL2/ARID5B/ACTN1/FADS1/HPGD/HOMER2/ANKH/B2M
HALLMARK_TGF_BETA_SIGNALING	0.936892625855613	0.830903790087464	STAD	LEFTY2/LTBP2/RAB31/NOG/ENG/SERPINE1/BMPR2/KLF10/APC/HIPK2/SKI/ID3/CDKN1C/BMPR1A/BCAR3/ACVR1/JUNB
HALLMARK_XENOBIOTIC_METABOLISM	0.934824953011317	0.830903790087464	STAD	AOX1/ABCD2/ATOH8/APOE/ACOX2
HALLMARK_WNT_BETA_CATENIN_SIGNALING	0.917916434056063	0.830903790087464	STAD	CCND2/PTCH1/LEF1/GNAI1/FZD8/FZD1/WNT1/HEY2/NOTCH4/HDAC5/NKD1/DLL1/HEY1/TCF7/NOTCH1/TP53/FRAT1
HALLMARK_APOPTOSIS	0.904012588479325	0.830903790087464	STAD	CD38/AVPR1A/CD2/CAV1/CCND2/CD14/BGN/BTG2/CASP1/CCNA1/BMF/CD44/ADD1/ANKH/ANXA1
HALLMARK_P53_PATHWAY	0.903865338567744	0.830903790087464	STAD	ALOX15B/CCND2/CTSF/BTG2/CASP1/CLCA2/CDKN2B/CD81/CDH13/ABAT/BTG1/ABCC5/CD82/ATF3/CGRRF1/CDK5R1/ABHD4/CSRNP2/CDKN1A/CTSD
HALLMARK_NOTCH_SIGNALING	0.864446176975139	0.833333333333333	STAD	DTX1/HEYL/FZD7/NOTCH2/FZD1/ST3GAL6/NOTCH3/MAML2
HALLMARK_PI3K_AKT_MTOR_SIGNALING	0.879272919814354	0.833333333333333	STAD	ADCY2/CAMK4/CXCR4/FASLG/GNA14/DAPP1/CAB39L
HALLMARK_ESTROGEN_RESPONSE_LATE	0.6729011899478	0.995726495726496	STAD	BCL2/ATP2B4/CAV1/ABCA3/ACOX2/CACNA2D2/CCNA1/CD44/CKB/AFF1
HALLMARK_CHOLESTEROL_HOMEOSTASIS	0.661497751434252	0.995726495726496	STAD	CLU/AVPR1A/ADH4/GSTM2/GNAI1/GPX8/ANTXR2/FADS2
HALLMARK_REACTIVE_OXYGEN_SPECIES_PATHWAY	0.62449096732208	0.995726495726496	STAD	GPX3/IPCEF1/LSP1/FES/PRNP/MPO
HALLMARK_FATTY_ACID_METABOLISM	0.625987004023802	0.995726495726496	STAD	AOC3/BMPR1B
HALLMARK_UV_RESPONSE_UP	0.549907115570038	1	STAD	CDO1/ABCB1
HALLMARK_PROTEIN_SECRETION	-0.569739808610602	1	STAD	DNM1L/GALC/ARFIP1/ARCN1/CLCN3/CLTC/ARFGAP3/ARFGEF1/COPE/GLA/ATP6V1H/BET1/COPB1/ATP6V1B1/COPB2/AP2S1/COG2/ARFGEF2/ATP1A1/ARF1/CLTA/ERGIC3/ANP32E
HALLMARK_MYC_TARGETS_V1	-3.08836936180869	5e-09	TGCT	BUB3/ACP1/EIF3J/CNBP/CUL1/CDK4/EEF1B2/EIF2S1/COPS5/CANX/CBX3/ABCE1/APEX1/EIF3D/DHX15/COX5A/CCT7/AIMP2/EIF3B/EIF2S2/EIF1AX/CCT3/CSTF2/DDX18/CCT5/CDC45/CCT4/CAD/CCT2/C1QBP/CDC20/CCNA2/DDX21
HALLMARK_MYC_TARGETS_V2	-2.99731715390853	1.35605976333763e-08	TGCT	CDK4/GRWD1/MPHOSPH10/FARSA/CBX3/IMP4/PPRC1/PPAN/PLK4/LAS1L/DCTPP1/NOC4L/BYSL/AIMP2/MCM5/MRTO4/PES1/PRMT3/NDUFAF4/NOLC1/IPO4/EXOSC5/NPM1/PA2G4/NOP56/GNL3/DDX18/MYBBP1A/NIP7/HSPE1/NOP16/NOP2/HSPD1/HK2/MCM4/PLK1
HALLMARK_INTERFERON_GAMMA_RESPONSE	2.04316202500087	2.60540703293037e-06	TGCT	C1R/C1S/BANK1/CFB/CFH/CD74/CASP4/CIITA/CD69/CASP1/B2M/CCL5/CD40/CSF2RB/DHX58/CXCL9/CMKLR1/CD86/APOL6/CDKN1A/BTG1/ARID5B/CCL2/BST2/BATF2/CXCL11/CD274/CXCL10/DDX60
HALLMARK_G2M_CHECKPOINT	-2.53017535859236	1.1508323871906e-05	TGCT	CDK4/CENPE/CASP8AP2/AMD1/BIRC5/CDC7/CDKN3/CBX1/CHEK1/CENPF/CHAF1A/CDK1/BRCA2/CKS2/CDC45/AURKB/CCNF/CCNB2/BUB1/CDC20/CKS1B/CCNT1/AURKA/CCNA2/CENPA/CDC6/CDC25A/BARD1
HALLMARK_E2F_TARGETS	-2.44170018350505	1.22013072300959e-05	TGCT	CTCF/CDK4/CENPE/CENPM/ANP32E/BIRC5/CDKN3/BUB1B/CHEK1/CDK1/BRCA2/CIT/BRMS1L/CKS2/BRCA1/CDCA3/AURKB/CCNB2/CDCA8/CDC20/CSE1L/CKS1B/AURKA/CHEK2/CDC25A/CCNE1/BARD1
HALLMARK_COAGULATION	1.96472477268541	2.03404273680371e-05	TGCT	C3/CTSK/C1R/C1S/CFB/CFH/CFI/CTSH/APOC2/C2/C1QA/CTSO/CLU/A2M/ANG/ACOX2/CAPN2/ANXA1/CTSB/CSRP1/BMP1/CFD/COMP
HALLMARK_ALLOGRAFT_REJECTION	1.86963341343209	0.000241723550522676	TGCT	CCL19/CD40LG/CCL11/CCR2/CCL22/C2/CD3E/CD4/B2M/CD2/CCL5/CD40/CD3D/CD247/CCL13/CD28/CCR5/CD3G/CD7/CD47
HALLMARK_INTERFERON_ALPHA_RESPONSE	1.85234954869506	0.000304269694686468	TGCT	C1S/CD74/GBP2/CASP1/B2M/CCRL2/IFI44/DHX58/GBP4/IFI44L/CSF1/CD47/IFIT2/IFI35/HLA-C/BST2/IFI30/BATF2/CXCL11/IFITM2/CXCL10/DDX60/IFIT3/CMPK2/IFIH1/ELF1/EPSTI1/IL15/IFI27/CNP
HALLMARK_BILE_ACID_METABOLISM	1.80133302033422	0.000463331119357502	TGCT	ABCA6/ABCA8/CH25H/ALDH1A1/ABCA9/CYP27A1/ACSL5/ABCA5/ABCD2/BMP6/ATXN1/ALDH8A1/ACSL1/CYP46A1/CYP39A1/CYP7B1/DIO1/ABCA2/CROT/CAT/CYP8B1/AQP9/DIO2
HALLMARK_TNFA_SIGNALING_VIA_NFKB	1.81293585615754	0.000616860749360386	TGCT	CXCL1/BCL6/CCL20/CD69/CD44/BIRC3/CXCL2/CCRL2/BCL2A1/CCL5/CLCF1/BTG2/CSF1/CSF2/CEBPD/CDKN1A/BTG1/CCND1/CCL2/BCL3/CXCL11/CXCL10/CD80/AREG/CCL4/BHLHE40/CEBPB/B4GALT1/BMP2
HALLMARK_IL6_JAK_STAT3_SIGNALING	1.72431873936265	0.00170763917702331	TGCT	CXCL1/IL13RA1/FAS/CD44/CD14/ACVRL1/IL15RA/EBI3/IL12RB1/CSF2RB/CXCL9/A2M/CSF1/CSF2/CSF3R/CXCL3/CSF2RA/IL10RB/IFNGR1/CCR1/CXCL11/CXCL10/IFNGR2/CXCL13/CNTFR/IFNAR1/CD38
HALLMARK_EPITHELIAL_MESENCHYMAL_TRANSITION	1.68533780377153	0.00295277007807409	TGCT	ABI3BP/COL8A2/CDH11/COL6A3/COL3A1/COL16A1/COL1A1/CD44/BGN/ADAM12/ACTA2/COL6A2/COL5A2/COL1A2/COL12A1/COL5A1/BMP1/ANPEP/COMP/COL5A3/AREG/COL11A1/CD59/CDH6/BASP1/CALD1/CAPG/COL4A2/CDH2
HALLMARK_UNFOLDED_PROTEIN_RESPONSE	-1.93998453966681	0.00373790047220233	TGCT	ATF3/DNAJB9/BANF1/DDIT4/CEBPG/DCP1A/EIF4EBP1/EIF2AK3/DCTN1/EEF2/DDX10/EIF2S1/EIF4E/EIF4A3/DCP2/EIF4A1/EIF4G1/DKC1/DNAJA4/ASNS/CKS1B/CHAC1
HALLMARK_INFLAMMATORY_RESPONSE	1.68601982402853	0.00480591303668509	TGCT	CCL17/CCL22/CCL20/CD48/CD69/CD14/CCRL2/CCL5/CD40/BTG2/AXL/BEST1/CD82/C3AR1/AHR/CCR7/CDKN1A/CALCRL/CCL2/BST2/C5AR1/APLNR/AQP9/BDKRB1
HALLMARK_SPERMATOGENESIS	-1.88447727249012	0.00564595241795915	TGCT	AGFG1/CLPB/DMC1/CDKN3/CHFR/CDK1/ADAD1/DDX4/DBF4/BRAF/CCNB2/BUB1/AURKA/CCNA1/DDX25/DPEP3
HALLMARK_ANGIOGENESIS	1.56857147134114	0.0120268402184944	TGCT	LUM/CXCL6/COL3A1/POSTN/S100A4/THBD/TIMP1/LPL/NRP1/APOH/MSX1/COL5A2
HALLMARK_MTORC1_SIGNALING	-1.57787209569902	0.0234557573417048	TGCT	ALDOA/ARPC5L/COPS5/CANX/ADIPOR2/DDIT3/ABCF2/ACACA/BCAT1/ATP2A2/CACYBP/CCT6A/ACSL3/CCNF/BUB1/ASNS/AURKA/CD9/CDC25A/CTH
HALLMARK_COMPLEMENT	1.49495203911114	0.0373179213583677	TGCT	C3/C1R/C1S/CD40LG/CASP4/C2/CASP1/C1QA/CCL5/C1QC/ANG
HALLMARK_KRAS_SIGNALING_UP	1.38903741200151	0.130867709815078	TGCT	ADAMDEC1/CFB/APOD/CFH/CD37/ABCB1/CCL20/BIRC3/ALDH1A2/C3AR1/ANO1/BTC
HALLMARK_ESTROGEN_RESPONSE_EARLY	1.34231711385286	0.191065662002153	TGCT	BCL2/ALDH3B1/CYP26B1/CLIC3/CD44/ASB13/CCND1/CISH/CA12/AQP3/CXCL12/AREG/ABAT/CBFA2T3/ANXA9/BCL11B/BHLHE40/BLVRB/ABLIM1/CALB2/B4GALT1
HALLMARK_IL2_STAT5_SIGNALING	1.3172282079454	0.220130560194322	TGCT	BCL2/ALCAM/ABCB1/CD48/CD44/CD79B/COL6A1/CD86/BATF/ANXA4/CAPN3/AHR/AHNAK/CISH
HALLMARK_APICAL_JUNCTION	1.25085398014702	0.311564100086948	TGCT	ALOX15B/ACTG2/CDH11/CD99/CD209/ACTC1/ARHGEF6/CD86/CD34/CADM3/ADAMTS5/BMP1/AMIGO2/ADAM15/CD274/ADRA1B
HALLMARK_APOPTOSIS	1.24092645861547	0.323430208381463	TGCT	CASP4/CD44/BIRC3/CD14/CASP1/BGN/CD2/BTG2/BMF/CCND1/ANXA1
HALLMARK_XENOBIOTIC_METABOLISM	1.22555191542538	0.354233085370174	TGCT	ADH1C/ABCC3/AKR1C2/AKR1C3/ABCD2/ATOH8/ACOX2/ACP2/ACSM1/ALDH2/CAT/AQP9/ACOX3/BLVRB
HALLMARK_PANCREAS_BETA_CELLS	1.19224875228877	0.394806766175107	TGCT	DCX/SST/SCGN/VDR/GCG/MAFB/LMO2/DPP4/NEUROD1/PCSK2/FOXO1/GCK/PAK3/PKLR/PAX6/IAPP/SLC2A2/AKT3/NKX2-2/INS/HNF1A
HALLMARK_MYOGENESIS	1.18945045045024	0.394806766175107	TGCT	APOD/CHRNA1/CASQ2/ADAM12/ACTC1/ACSL1/CDKN1A/BDKRB2/CAMK2B/CFD/AEBP1/APLNR/BHLHE40/ABLIM1/CAV3/AK1/CD36/CDH13/ATP6AP1/CHRNG/BAG1/CACNG1/CKM
HALLMARK_OXIDATIVE_PHOSPHORYLATION	-1.24066418049929	0.394806766175107	TGCT	ACAA1/ACAT1/ATP1B1/ACADVL/ATP6V0C/ALAS1/ATP6V0E1/ACADSB/BCKDHA/ATP6V1F/ACADM/ACO2/ATP6V1D/ACAA2/AIFM1/ATP6V1H/ATP6V0B/ATP6V1E1/ALDH6A1/ATP6V1C1/ABCB7/ATP6V1G1/BAX/AFG3L2
HALLMARK_MITOTIC_SPINDLE	-1.20629252421342	0.437515191499705	TGCT	BRCA2/CD2AP/ANLN/CCNB2/BUB1/ARFGEF1/AURKA
HALLMARK_DNA_REPAIR	-1.13235726854028	0.437515191499705	TGCT	AK1/ADCY6/ERCC1/ERCC5/ADA/DDB2/AK3/BCAM/CETN2/CANT1/EIF1B/EDF1/ELL/DAD1/DGUOK/APRT/DUT/ERCC4/DCTN4/BCAP31/ERCC8/DGCR8/DDB1/COX17/CCNO/CDA/ERCC2/BRF2/ERCC3/AAAS/CLP1/ARL6IP1/CSTF3/FEN1/ADRM1/BOLA2
HALLMARK_KRAS_SIGNALING_DN	-1.19954558194925	0.437515191499705	TGCT	CELSR2/CCR8/CALCB/ADRA2C/BARD1/CCNA1/ARHGDIG/BRDT
HALLMARK_PEROXISOME	1.15398089381792	0.437515191499705	TGCT	ALDH1A1/ACSL5/ABCB1/ABCD2/ATXN1/ACSL1/DIO1/ALB/DHRS3/CRAT/CAT
HALLMARK_P53_PATHWAY	1.1430857877237	0.442343918191604	TGCT	ALOX15B/CASP1/BTG2/CD82/CDKN2B/CDKN1A/BTG1/CDKN2A/CEBPA/CLCA2/ABAT/CTSF/AK1/BMP2/CDH13/CTSD/ADA/CCND3/ABHD4
HALLMARK_HYPOXIA	1.12659617193917	0.488013980941076	TGCT	CP/BCL2/BGN/ALDOB/AMPD3/CDKN1A/BTG1/COL5A1/CCNG2/CA12
HALLMARK_PROTEIN_SECRETION	-1.21657355234099	0.548245614035088	TGCT	EGFR/CD63/GALC/CLN5/ATP7A/ATP6V1B1/GLA/CAV2/GBF1/AP3S1/ARFGAP3/DST/ARCN1/ERGIC3/ARF1/AP1G1/CLCN3/ARFIP1/COPB1/COPE/AP3B1/AP2S1/COPB2/CLTA/COG2/ATP6V1H/ATP1A1/BET1/DNM1L/CLTC/AP2M1/ANP32E/ADAM10/ABCA1/ARFGEF2/AP2B1/ARFGEF1/BNIP3
HALLMARK_NOTCH_SIGNALING	1.07991845829411	0.548245614035088	TGCT	DLL1/MAML2/FZD1/WNT2/HES1/CCND1/DTX1/PRKCA/WNT5A/HEYL/NOTCH2/NOTCH3/ST3GAL6/JAG1/NOTCH1/FZD7/DTX4/TCF7L2
HALLMARK_UV_RESPONSE_DN	1.05485386383401	0.572598971414903	TGCT	COL3A1/COL1A1/ANXA4/ATXN1/DAB2/COL5A2/COL1A2/DBP/COL11A1/CELF2/BHLHE40/DDAH1/ATP2B4/CITED2/AKT3/ARHGEF9
HALLMARK_CHOLESTEROL_HOMEOSTASIS	-1.00745922757071	0.601753453772582	TGCT	HMGCR/ALDOC/FABP5/CD9/FASN/ERRFI1/CBS/GLDC
HALLMARK_ADIPOGENESIS	1.01940613665073	0.601753453772582	TGCT	C3/BCL6/CDKN2C/AGPAT3/CD302/CCNG2/ALDH2/CAT/ACADL/ADCY6/CD36/CD151
HALLMARK_APICAL_SURFACE	1.01828658874498	0.601753453772582	TGCT	IL2RG/MAL/GHRL/GSTM3/GAS1/CX3CL1/CD160/EFNA5/RHCG/AFAP1L2/GATA3/IL2RB/PLAUR/SCUBE1/MDGA1/B4GALT1/SLC34A3
HALLMARK_FATTY_ACID_METABOLISM	1.01554669818589	0.601753453772582	TGCT	ADH1C/ALDH1A1/ACSS1/ACSL5/ACSM3
HALLMARK_GLYCOLYSIS	-0.973485515661685	0.628810975609756	TGCT	ANGPTL4/CDK1/BIK/ADORA2B/AURKA/AGL/CENPA/CHST4
HALLMARK_REACTIVE_OXYGEN_SPECIES_PATHWAY	0.819075565045827	0.893177507816905	TGCT	IPCEF1/LSP1/JUNB/MSRA/GLRX2/FTL/MPO/CAT/GLRX/HHEX/ATOX1/CDKN2D/GPX3/FES
HALLMARK_ESTROGEN_RESPONSE_LATE	0.804817024694308	0.8987454752814	TGCT	AGR2/BCL2/ALDH3B1/CLIC3/CD44/BATF/ACOX2/CCND1/CISH
HALLMARK_ANDROGEN_RESPONSE	0.7428204990972	0.942149909609234	TGCT	AZGP1/B2M/ARID5B/CCND1/GPD1L/ALDH1A3/FKBP5/APPBP2/ADAMTS1/B4GALT1/FADS1/CAMKK2/ABHD2/CCND3/DBI/ANKH/AKT1
HALLMARK_PI3K_AKT_MTOR_SIGNALING	0.714300196536675	0.942149909609234	TGCT	DAPP1/GNA14/CDKN1A/FASLG/ADCY2/CXCR4/CAMK4/CAB39L
HALLMARK_TGF_BETA_SIGNALING	-0.752571895844285	0.942149909609234	TGCT	ID1/MAP3K7/HDAC1/BMPR1A/SKIL/LEFTY2/CDH1
HALLMARK_HEDGEHOG_SIGNALING	0.703522884712941	0.942149909609234	TGCT	RTN1/NRP1/UNC5C/NRP2/ETS2/SHH/OPHN1/NRCAM/CNTFR/AMOT/PML
HALLMARK_UV_RESPONSE_UP	0.632972447816455	0.991498405951116	TGCT	ABCB1/BTG2/APOM/CDKN2B/BTG1/C4BPB/AQP3/BID/BMP2/CLTB/CNP/CDO1/ACAA1
HALLMARK_HEME_METABOLISM	0.566645511347799	0.991498405951116	TGCT	C3/CAST/BTG2/AQP3/CAT/BLVRA/BLVRB/ACP5/BMP2K/CCND3/ALDH1L1/ARHGEF12/ADD1/ARL2BP/BNIP3L/ATP6V0A1/CCDC28A/CA1/BPGM
HALLMARK_WNT_BETA_CATENIN_SIGNALING	0.557319359445832	0.991498405951116	TGCT	LEF1/DLL1/FZD1/WNT1/NOTCH4
HALLMARK_OXIDATIVE_PHOSPHORYLATION	-2.80838679841666	2.90506938482742e-05	THCA	ATP6V0E1/ATP6V0B/ACADVL/ACAA1/ATP6V0C/ATP6V1G1/ACADM/ACADSB/ACO2/BCKDHA/AFG3L2/ATP6V1H/ATP6V1C1/ABCB7/ATP6AP1/ATP6V1D/ATP6V1E1/ALDH6A1/ACAT1
HALLMARK_ALLOGRAFT_REJECTION	1.51497531374322	0.00165084237712326	THCA	CCL19/CCL5/CD3D/CD3E/C2/CCL4/CD40LG/CD28/CD3G/CD247/CD2/CD7/CCR5/CD4/CCL2/BCAT1/CCR1/CD40/ACHE/CCR2/CD1D
HALLMARK_INTERFERON_GAMMA_RESPONSE	1.47079729106407	0.00486590178185632	THCA	CXCL9/CXCL10/CXCL11/CD38/C1S/C1R/CCL5/CMKLR1/BST2/CD69/CSF2RB/CASP1/CCL2/CASP4/CD86/ARID5B/BATF2/CD40/CFH/CIITA/CD74/APOL6/AUTS2/ARL4A/CFB/CASP8
HALLMARK_IL6_JAK_STAT3_SIGNALING	1.44514322686888	0.00516701395958963	THCA	CXCL13/CXCL9/CXCL10/CXCL11/CD38/CNTFR/IL12RB1/CSF2RA/CSF2RB/CD36/CCR1/A2M/CSF3R/ACVRL1/CD14/EBI3/HMOX1/CSF1
HALLMARK_COMPLEMENT	1.4163714529146	0.00928109654751738	THCA	APOC1/C1S/C1R/CCL5/C2/CD40LG/C1QC/C3/C1QA/CASP1/CD36/CASP4/CA2/CDK5R1/APOBEC3G/CDH13/ACTN2/CDA/CASP10/ADRA2B/CASP5
HALLMARK_EPITHELIAL_MESENCHYMAL_TRANSITION	1.41794652899603	0.00928109654751738	THCA	COL6A3/COL7A1/COL3A1/COL5A1/COL6A2/BGN/CDH11/COL12A1/ADAM12/COL5A3/COL1A2/ANPEP/COL1A1/COL5A2/COMP/COL4A1/CDH2/COL4A2/ACTA2
HALLMARK_INTERFERON_ALPHA_RESPONSE	1.36089178515876	0.0364783206998417	THCA	CXCL10/CXCL11/C1S/GBP4/BST2/CASP1/IFITM1/CCRL2/IFITM2/BATF2/IFITM3/GBP2/IFI27/EPSTI1/IFI44L/CD74/CSF1
HALLMARK_ANGIOGENESIS	1.30198053267086	0.0963445195561978	THCA	LUM/COL3A1/SERPINA5/VCAN/THBD/MSX1/COL5A2/KCNJ8/POSTN/NRP1/LPL/SLCO2A1/FSTL1/JAG1/S100A4/OLR1/STC1/PRG2/SPP1/VTN/TNFRSF21/VEGFA/PDGFA/CXCL6/JAG2
HALLMARK_COAGULATION	1.2821717138038	0.153486820153487	THCA	APOC1/C1S/C1R/C2/CTSE/C3/C1QA/APOC2/CTSK/A2M/COMP/CFD/CFH
HALLMARK_INFLAMMATORY_RESPONSE	1.22247619974391	0.340740740740741	THCA	CCL5/CD48/CCR7/BST2/CD69/C3AR1/CCL2/APLNR/CALCRL/CCRL2/CD40/C5AR1/CD14/BDKRB1/CHST2/CCL22/AXL/BTG2
HALLMARK_KRAS_SIGNALING_UP	1.2190211256888	0.373301723351874	THCA	ADAMDEC1/CD37/APOD/C3AR1/ALDH1A2/ABCB1/CA2/BIRC3/ACE/ADAM8/CFH
HALLMARK_TNFA_SIGNALING_VIA_NFKB	1.20589238460357	0.391391391391391	THCA	CXCL10/CXCL11/CCL5/CCL4/CD69/CCL2/CCRL2/BCL2A1/CD80/CXCL2/BIRC3/ATF3
HALLMARK_HEDGEHOG_SIGNALING	1.20456061282685	0.418794846076692	THCA	CNTFR/GLI1/SCG2/THY1/CDK5R1/RTN1/ACHE/SLIT1/DPYSL2/NRP1/CDK6/L1CAM/CRMP1/NRP2/HEY1/ETS2
HALLMARK_MYOGENESIS	1.15863285221827	0.538857142857143	THCA	APOD/CD36/ADAM12/APLNR/AEBP1/CHRNA1/CASQ2/BDKRB2/CFD/CDH13/ACHE/ACTN2/CKM/CASQ1/CACNA1H/ACTA1/ATP2A1
HALLMARK_APICAL_JUNCTION	1.10021003058693	0.877066666666667	THCA	CD209/ADAM23/ARHGEF6/CALB2/CDH11/CD86/ATP1A3/CD34/ACTN2/CADM2/ACTG2/AMIGO2/ACTA1/ADAMTS5/CDH15/AMH/ADRA1B/CDH3/CD99/ACTN3/ACTN1
HALLMARK_IL2_STAT5_SIGNALING	1.08842035781297	0.92	THCA	CD79B/CD48/ADAM19/BATF/CCR4/COCH/CD86/ABCB1/CA2/COL6A1/CAPN3/BATF3/ARL4A/CD83/CDKN1C/APLP1
HALLMARK_XENOBIOTIC_METABOLISM	1.08030615817812	0.92	THCA	APOE/AOX1/AKR1C2/ABCD2/BCAT1/CA2/AKR1C3/ADH1C
HALLMARK_APICAL_SURFACE	1.03498263616047	1	THCA	IL2RG/IL2RB/MDGA1/GAS1/RTN4RL1/CD160/GHRL/NTNG1/PLAUR/PKHD1/SCUBE1/EPHB4/CROCC/GATA3/EFNA5/ATP6V0A4/APP/CX3CL1/LYPD3/RHCG
HALLMARK_CHOLESTEROL_HOMEOSTASIS	1.02720101697462	1	THCA	GLDC/ANTXR2/ALDOC/FABP5/AVPR1A/FADS2/ATF3
HALLMARK_APOPTOSIS	1.02072014931854	1	THCA	CD38/CD2/CASP1/BGN/CASP4/AVPR1A/BIRC3/ATF3/CD14/BTG2/CASP8/AIFM3/BCL2L10/CD44/CASP7/BCL2L11/CAV1/BMP2/CASP3/APP/BIK
HALLMARK_BILE_ACID_METABOLISM	1.01127277961204	1	THCA	ABCA6/ABCA9/ABCA8/ABCD2/BMP6/ACSL5/AR/DIO1/ALDH8A1/CH25H/CYP27A1/ABCA4/CYP8B1/CYP7B1/CYP39A1
HALLMARK_HYPOXIA	1.00933768259265	1	THCA	CP/COL5A1/ALDOC/BGN/ATF3/AKAP12/CHST2/CDKN1C/ALDOB/BTG1/ADORA2B/CA12/BCAN/CAV1
HALLMARK_NOTCH_SIGNALING	0.997958145810991	1	THCA	HEYL/LFNG/DLL1/ST3GAL6/WNT2/NOTCH3/NOTCH1/JAG1/DTX1/ARRB1/PRKCA/WNT5A/TCF7L2/MAML2
HALLMARK_E2F_TARGETS	0.999662990059909	1	THCA	AURKB/CDKN3/BIRC5/CENPE/CDCA3/CCNB2/CDK1/BUB1B/CDKN2C/CDCA8/CDC20/CENPM/AURKA/CIT/CDC25B/BRCA2
HALLMARK_G2M_CHECKPOINT	0.987917191096606	1	THCA	AURKB/CDKN3/CENPA/BIRC5/CENPF/CCNA2/CENPE/CCNB2/CDK1/CDKN2C/CDC20/CCNF/AURKA/CDC7/CDC45/CDC25B/BRCA2
HALLMARK_P53_PATHWAY	0.946864413146217	1	THCA	CASP1/CDK5R1/ADA/CDH13/ATF3/ABCC5/BTG2/CEBPA/CLCA2/BTG1/ABAT/BAK1/CTSF/BMP2/APP/APAF1
HALLMARK_UV_RESPONSE_DN	0.934153830958366	1	THCA	CACNA1A/AMPH/COL3A1/DAB2/COL1A2/COL1A1/COL5A2
HALLMARK_ADIPOGENESIS	0.928932064090631	1	THCA	APOE/ANGPT1/C3/CD36/ADIPOQ
HALLMARK_PI3K_AKT_MTOR_SIGNALING	0.932975324026153	1	THCA	CXCR4/FASLG/CAMK4/DAPP1/ADCY2
HALLMARK_WNT_BETA_CATENIN_SIGNALING	0.919812262494136	1	THCA	LEF1/NKD1/DKK1/DLL1/NOTCH4/AXIN2/WNT1/MYC/NOTCH1/JAG1/TCF7/HEY1
HALLMARK_ESTROGEN_RESPONSE_EARLY	0.904359988449758	1	THCA	BCL11B/CXCL12/CBFA2T3/AQP3/CYP26B1/CALB2/AR/CALCR
HALLMARK_MTORC1_SIGNALING	0.903733546918164	1	THCA	CXCR4/CORO1A/DAPP1/CFP/BCAT1
HALLMARK_HEME_METABOLISM	0.893666563672828	1	THCA	ANK1/C3/AQP3/AGPAT4/CA2/ADD2/ACP5/ABCG2/ACSL6
HALLMARK_KRAS_SIGNALING_DN	0.880712172309231	1	THCA	CD40LG/CNTFR/CDH16/CD80/AKR1B10/CKM/CHST2/CCR8/CLSTN3/CAPN9/BTG2/BMPR1B/ALOX12B/CALML5/CAMK1D/ATP4A/ABCB11/CD207/ATP6V1B1
HALLMARK_UV_RESPONSE_UP	0.850534341728539	1	THCA	AQP3/ABCB1/CA2/CDO1/ATF3/ARRB2/BTG2/CDKN1C/BTG1/CHRNA5/C4BPB/BCL2L11/BAK1/BMP2/CASP3
HALLMARK_PANCREAS_BETA_CELLS	0.846318768870523	1	THCA	PCSK1/FOXA2/GCK/LMO2/MAFB/PAK3/INSM1/SCGN/CHGA/PCSK2/HNF1A/NKX6-1/ABCC8/PAX6/DCX/FOXO1
HALLMARK_MITOTIC_SPINDLE	0.813935927412744	1	THCA	ARHGAP4/BIRC5/CCDC88A/ARHGEF3/ARAP3/CCNB2/ANLN/AURKA/BCL2L11/BRCA2/ARHGAP29/ARHGEF7/ARHGAP27/BUB1/CAPZB
HALLMARK_SPERMATOGENESIS	0.786132271300874	1	THCA	ADCYAP1/CAMK4/CDKN3/ACE/DCC/ALOX15/CCNB2/CDK1/ARL4A/DPEP3/ART3/CNIH2
HALLMARK_PEROXISOME	0.779426874637844	1	THCA	ABCB4/ABCD2/ABCB1/ACSL5/DIO1/ABCC5/CEL/CRABP2/ACSL4/ABCD1/ABCC8
HALLMARK_FATTY_ACID_METABOLISM	0.730666578676801	1	THCA	AQP7/AOC3/CA4/CA2/ACSL5/ADH1C
HALLMARK_TGF_BETA_SIGNALING	0.668415370968254	1	THCA	NOG/SERPINE1/ENG/LEFTY2/RAB31/CDKN1C/PPP1R15A/PMEPA1
HALLMARK_GLYCOLYSIS	0.626231886141749	1	THCA	CENPA/CACNA1H/CHST2/CDK1/CAPN5/ALDOB/ADORA2B/CHST4/AURKA/CHST12/CD44/ABCB6
HALLMARK_ESTROGEN_RESPONSE_LATE	0.554431063641993	1	THCA	BATF/CA2/CHST8/CALCR/ASCL1/CACNA2D2/AGR2/CDC20/CA12/CD44
HALLMARK_ANDROGEN_RESPONSE	0.543408582668017	1	THCA	ARID5B/ADAMTS1/CDK6/AKAP12/BMPR1B/ABCC4/AZGP1/ACTN1/FADS1/B2M/ELK4/HPGD
HALLMARK_REACTIVE_OXYGEN_SPECIES_PATHWAY	0.365488625412076	1	THCA	LSP1/IPCEF1/GLRX
HALLMARK_UNFOLDED_PROTEIN_RESPONSE	0.274020473245084	1	THCA	CCL2/ATF3
HALLMARK_E2F_TARGETS	-2.69344305674448	2.90509956149751e-08	THYM	CCNE1/CDC25B/CIT/CKS1B/CENPE/AURKA/CHEK1/BUB1B/CDK1/CDKN2C/CDCA8/CDC25A/ASF1B/CKS2/CDKN3/CCNB2/CDCA3/CENPM/CDC20/AURKB/BIRC5
HALLMARK_G2M_CHECKPOINT	-2.63953442321736	8.15478224551882e-08	THYM	CDC7/CDC25B/CKS1B/CENPE/CHAF1A/CENPF/AURKA/CCNF/CHEK1/CDK1/BUB1/CDKN2C/CDC6/CCNA2/CDC25A/CKS2/CDKN3/CCNB2/CENPA/CDC45/CDC20/AURKB/BIRC5
HALLMARK_MYC_TARGETS_V2	-2.35563723045413	1.26458524335013e-05	THYM	IMP4/NIP7/MYC/LAS1L/PES1/FARSA/GRWD1/HSPE1/AIMP2/NOP2/CDK4/DCTPP1/NDUFAF4/CBX3/PA2G4/NOP16/EXOSC5/PPAN/MRTO4/NOP56/DUSP2/BYSL/NOC4L/MCM5/PLK4/PLK1
HALLMARK_MYC_TARGETS_V1	-2.04177059144154	0.00196120782840559	THYM	CSTF2/DEK/EIF2S1/EIF3D/COPS5/EIF3J/BUB3/APEX1/CCT4/ACP1/CCT3/CCT5/CDK2/EIF2S2/CCT2/AIMP2/CDK4/CCT7/C1QBP/EIF3B/CBX3/CYC1/EEF1B2/COX5A/DUT/CCNA2/CDC45/CDC20
HALLMARK_UV_RESPONSE_DN	1.80317890577827	0.00887465091336054	THYM	COL11A1/CDC42BPA/ADORA2B/CDON/COL1A2/BMPR1A/CITED2/BHLHE40/ANXA4/ATXN1/DDAH1/COL1A1/CAP2/AKT3/ATRN
HALLMARK_ALLOGRAFT_REJECTION	-1.87390984703612	0.00887465091336054	THYM	BRCA1/BCAT1/CD28/CD4/CCL19/CCND3/CD3G/CD1D/CD2/CD247/CD3E/CD7/CD3D
HALLMARK_TNFA_SIGNALING_VIA_NFKB	1.78884295159161	0.00887465091336054	THYM	CXCL1/CCL20/CSF1/CXCL11/CXCL10/CLCF1/BMP2/CCL4/BHLHE40/ATF3/B4GALT5/CD80/CCND1
HALLMARK_SPERMATOGENESIS	-1.89702004327409	0.00887465091336054	THYM	CFTR/CHFR/DBF4/DMC1/ACRV1/AURKA/CDK1/BUB1/CLVS1/CNIH2/CAMK4/CDKN3/CCNB2
HALLMARK_ANGIOGENESIS	1.75835868080149	0.0118032625324438	THYM	NRP1/OLR1/SPP1/VCAN/CXCL6/THBD/STC1/VEGFA/FSTL1/JAG1/TIMP1/APP/ITGAV/PTK2/POSTN
HALLMARK_KRAS_SIGNALING_UP	1.70407155509663	0.0118032625324438	THYM	CCL20/CFH/BTC/ADAM17/BMP2/ALDH1A3/C3AR1/ANKH/CFB/ACE/AKAP12/CA2/ARG1/ADAMDEC1/ABCB1/ANO1/BTBD3
HALLMARK_INTERFERON_ALPHA_RESPONSE	1.71173438768548	0.0144954941148318	THYM	CSF1/BATF2/CXCL11/GBP4/CXCL10/IFIT2/DDX60/IFIH1/IFIT3/HERC6/IFI44L/C1S/EIF2AK2/IFITM3/CMPK2/GMPR/GBP2/IL4R/ADAR/ELF1/IFI44/BST2/B2M/CASP1/HLA-C
HALLMARK_INTERFERON_GAMMA_RESPONSE	1.67973286669574	0.0231622263971267	THYM	CFH/CXCL9/BATF2/CXCL11/CXCL10/CD274/BANK1/DDX60/CFB/ARID5B/AUTS2/C1S/APOL6/CD86/CIITA/CSF2RB/CMPK2/CD40/C1R/CCL5/ADAR/CDKN1A/BST2/B2M/CCL7/CASP1
HALLMARK_EPITHELIAL_MESENCHYMAL_TRANSITION	1.57319560495374	0.0408689488951472	THYM	COL11A1/CDH11/ABI3BP/ADAM12/COL7A1/COL1A2/CADM1/CALD1/COL12A1/COL1A1/CAP2/CDH6/COL5A1/COL3A1/CALU/COPA/COL4A1/BGN/BASP1/COL6A2
HALLMARK_COAGULATION	1.45667035838228	0.141302596676913	THYM	C3/CLU/CFH/ADAM9/ANG/CFI/CFB/CAPN2/C1S/CTSO/APOC2
HALLMARK_COMPLEMENT	1.4064152813383	0.154142581888247	THYM	C3/ADAM9/ANG/AKAP10/CD46/CD55/C1S/CDH13/CA2/CBLB/C1QC/ANXA5/BRPF3/C1R/APOBEC3G/CCL5/CASP5/C2/CD36
HALLMARK_APICAL_JUNCTION	1.39255376987311	0.16257225433526	THYM	ADAMTS5/CDH11/ADAM9/CD274/AMIGO2/ALOX15B/AKT3/ADAM15/CADM3/CALB2/AMIGO1/CD86/CADM2/CD276/ACTN3
HALLMARK_TGF_BETA_SIGNALING	1.38204374009813	0.18701122067324	THYM	SKIL/HIPK2/BMP2/LTBP2/RAB31/BMPR1A/SKI/BMPR2/PMEPA1/BCAR3/ACVR1/CDKN1C/ID2/SMAD3/CTNNB1/IFNGR2/SMAD1/SERPINE1/NOG/FURIN/CDH1
HALLMARK_HEDGEHOG_SIGNALING	1.36224714471513	0.215868361029651	THYM	UNC5C/NRP1/VLDLR/CELSR1/VEGFA/OPHN1/TLE1/RTN1/PTCH1/RASA1/HEY2/LDB1/CRMP1/AMOT
HALLMARK_INFLAMMATORY_RESPONSE	1.34303894596487	0.224601332634574	THYM	CCL20/ADORA2B/C5AR1/CD70/AQP9/AHR/C3AR1/ADM/CD55/AXL/CALCRL/ATP2A2/ACVR1B/ATP2B1/CD40/CD82/CD14/ABCA1/CCL5/CCL24/ACVR2A/CDKN1A/BDKRB1/ATP2C1/BST2/CCL7
HALLMARK_DNA_REPAIR	-1.39616571589499	0.226302857881805	THYM	COX17/DGUOK/EDF1/BOLA2/APRT/DUT/FEN1/ADA
HALLMARK_MTORC1_SIGNALING	-1.31518089240936	0.226302857881805	THYM	CXCR4/AURKA/CCNF/CORO1A/BUB1/CFP/CDC25A
HALLMARK_HEME_METABOLISM	1.32105389392631	0.226302857881805	THYM	C3/ALDH1L1/ARHGEF12/ALDH6A1/CAST/ANK1/BACH1/CA2/BCAM
HALLMARK_HYPOXIA	1.3031407170165	0.252329192546584	THYM	ADORA2B/CITED2/ADM/BHLHE40/ATF3/AKAP12/ALDOB/CDKN1C/BCAN/COL5A1/ATP7A/CAV1/ANGPTL4/BNIP3L/BGN/CDKN1A/CCNG2/B4GALNT2
HALLMARK_NOTCH_SIGNALING	1.29442555308969	0.258493353028065	THYM	FZD7/MAML2/NOTCH2/FZD1/JAG1/FZD5/WNT5A/CCND1/DTX4/HEYL/PSEN2/LFNG
HALLMARK_UV_RESPONSE_UP	-1.23597386248925	0.267558528428094	THYM	ACAA1/ATP6V1F/CDK2/BAK1/CLTB/CDC34/ARRB2/CHRNA5/AQP3/CCNE1/AP2S1/BID/APOM/CCND3/C4BPB
HALLMARK_XENOBIOTIC_METABOLISM	1.25270199822239	0.277901289461983	THYM	AQP9/ARG2/AOX1/ADH1C/ABCD2/ABCC3/ATOH8/ATP2A2/CA2/ARG1/ADH7/ALDH2/AKR1C2/ALDH9A1
HALLMARK_CHOLESTEROL_HOMEOSTASIS	1.23596133341793	0.291693427531578	THYM	CLU/GPX8/ERRFI1/ALCAM/ATF3/CPEB2/GLDC/CXCL16/GNAI1/ANTXR2/CTNNB1/ANXA5/ACSS2/ANXA13/AVPR1A/CYP51A1/ABCA2/FASN
HALLMARK_PROTEIN_SECRETION	1.21746335068928	0.330217435480593	THYM	ATP6V1B1/EGFR/DST/CLCN3/ARFGEF2/ATP1A1/CAV2/ADAM10/ATP7A/ARFIP1/GALC/ABCA1/COPB2/ARFGAP3/GBF1/COPB1/AP3B1/CTSC/ARFGEF1/CLN5
HALLMARK_PI3K_AKT_MTOR_SIGNALING	-1.14606397356091	0.380493033226152	THYM	CDK2/ECSIT/CDK4/ARHGDIA/ARPC3/CSNK2B/CFL1/CXCR4/CDK1/FGF17/CAMK4/E2F1
HALLMARK_REACTIVE_OXYGEN_SPECIES_PATHWAY	-1.16651993959457	0.380493033226152	THYM	NDUFB4/G6PD/ABCC1/EGLN2/PDLIM1/MSRA/IPCEF1/HMOX2/GLRX/NDUFA6/PRDX2/LSP1/ATOX1/MPO/CDKN2D
HALLMARK_MITOTIC_SPINDLE	-1.13422155822576	0.390218522372529	THYM	BIN1/CAPZB/ARHGEF7/ATG4B/ARHGDIA/ANLN/ARHGAP4/AURKA/BUB1/CCNB2/BIRC5
HALLMARK_IL2_STAT5_SIGNALING	1.14925964314488	0.392882947976879	THYM	AHNAK/BMP2/ALCAM/CCR4/AHR/COCH/BHLHE40/ANXA4/CDCP1/BMPR2/CKAP4/CDKN1C/CA2/CD86
HALLMARK_MYOGENESIS	1.14123378700025	0.394114555964267	THYM	ADAM12/BHLHE40/ACSL1/APP/CKB/CDH13/AGRN/ABLIM1/ACTN3/BDKRB2/CHRNG/ADCY9/CAMK2B/CKM/ACTC1/CD36/ANKRD2/CASQ1/CDKN1A
HALLMARK_IL6_JAK_STAT3_SIGNALING	1.13129436730445	0.403774226453587	THYM	CXCL1/CXCL9/CSF1/CXCL11/CXCL10/CCR1/CXCL13/IFNGR1/IL13RA1/CSF3R/CSF2RA/ACVR1B/CSF2RB/FAS
HALLMARK_APICAL_SURFACE	1.11850005948169	0.412044992969848	THYM	ATP8B1/SCUBE1/SLC2A4/RHCG/NTNG1/GAS1/PKHD1/LYN/MDGA1/APP/IL2RB/ADAM10
HALLMARK_P53_PATHWAY	1.11913074059661	0.412044992969848	THYM	CLCA2/BMP2/ALOX15B/CDKN2B/ATF3/APP/ABAT/ABHD4/CTSF/CDH13/ANKRA2/ACVR1B/CDKN2AIP/CEBPA/CD82/CTSD/CCNG1/CD81/CDKN1A
HALLMARK_BILE_ACID_METABOLISM	1.10608214244484	0.412044992969848	THYM	BBOX1/CYP7B1/CH25H/CYP39A1/AQP9/BMP6/ACSL1/ALDH1A1/ATXN1/BCAR3/ABCD2/ABCA4/CYP8B1/ABCA5/CROT/ALDH9A1/ABCA1/DIO1/ABCA8
HALLMARK_KRAS_SIGNALING_DN	-1.05294009171425	0.437181663837012	THYM	CACNA1F/CNTFR/AKR1B10/ABCG4/BMPR1B/ARPP21
HALLMARK_PANCREAS_BETA_CELLS	1.02330074929167	0.552097228397807	THYM	PCSK2/SCGN/PAK3/VDR/AKT3/FOXO1/MAFB/NKX2-2/SYT13/INSM1/LMO2/IAPP
HALLMARK_ESTROGEN_RESPONSE_EARLY	0.918567732403306	0.734442836468886	THYM	CELSR1/CALCR/CELSR2/BHLHE40/ANXA9/ADCY1/ABAT/CCND1/CALB2/CLDN7/AKAP1/ABLIM1/ALDH3B1/ADCY9/CHPT1
HALLMARK_OXIDATIVE_PHOSPHORYLATION	-0.862730784544623	0.841042893187553	THYM	ATP6V0E1/ABCB7/BCKDHA/ATP6V1E1/ATP6V0C/ACADVL/ACAA2/ATP6V1D/ACAA1/ATP6V1F/ATP6V0B/AIFM1/BAX
HALLMARK_WNT_BETA_CATENIN_SIGNALING	-0.79410337502477	0.963901689708141	THYM	AXIN2/TP53/FRAT1/WNT1/HEY1/LEF1/TCF7
HALLMARK_ANDROGEN_RESPONSE	0.763177442931855	0.973312924264608	THYM	ALDH1A3/ABCC4/ANKH/ARID5B/HERC3/CCND1/CDC14B/AKAP12/GPD1L/AZGP1/ADAMTS1/ELL2/DNAJB9/GSR/ACTN1/ABHD2
HALLMARK_ADIPOGENESIS	0.751995997287398	0.973312924264608	THYM	C3/ADCY6/APLP2/CD151/ALDH2/ATL2/ANGPTL4/ABCA1/CD302/CD36/BAZ2A/CCNG2/BCL6
HALLMARK_UNFOLDED_PROTEIN_RESPONSE	-0.732459753727486	0.983277591973244	THYM	EIF4A3/ATP6V0D1/ARFGAP1/EDC4/DCP2/EDEM1/CXXC1/EIF4A1/EIF4EBP1/BANF1/CKS1B
HALLMARK_FATTY_ACID_METABOLISM	-0.730534702076429	0.983277591973244	THYM	ALDH3A1/ACADVL/APEX1/ACAA2/ALDOA/ACAA1/ADSL/ACADS/ACAT2/ACOT8/CA6/BMPR1B
HALLMARK_ESTROGEN_RESPONSE_LATE	-0.709184497006849	0.983277591973244	THYM	CA12/COX6C/CDC6/CLIC3/CDC20
HALLMARK_PEROXISOME	0.632408039004266	0.983277591973244	THYM	CADM1/ACSL1/ALDH1A1/ATXN1/DHRS3/ABCD2/EHHADH/ABCB1/CLN8
HALLMARK_APOPTOSIS	-0.674187224998953	0.983277591973244	THYM	BMF/BRCA1/BCL2L1/BAX/BID/CD2/CD38
HALLMARK_GLYCOLYSIS	-0.642904472324536	0.983277591973244	THYM	BIK/CHST2/B3GAT3/CACNA1H/B3GALT6/AURKA/CDK1/CENPA
HALLMARK_ALLOGRAFT_REJECTION	1.79082133943541	1.28877137175373e-08	UCEC	CCL19/CCR2/CD3E/CD3D/CD2/CD3G/CD40LG/CCR5/CCL5/CD247/CD7/CD4/CD28/CCL4/CCR1/CCND2/C2/CCL22/CD1D/CCL13/CCL2/B2M/CD40/ACHE/CCL11
HALLMARK_INTERFERON_GAMMA_RESPONSE	1.59134615734102	0.00038183475347042	UCEC	CXCL9/CD38/CSF2RB/CXCL11/CCL5/CD86/CMKLR1/CXCL10/C1S/CFH/CASP1/BATF2/C1R/CD74/CCL2/CIITA/CD69/B2M/CD40/APOL6/CD274/CMPK2/DDX60/CFB/BANK1/CCL7/CASP4/DHX58/BTG1
HALLMARK_INTERFERON_ALPHA_RESPONSE	1.55785089755565	0.000797161917408934	UCEC	CXCL11/CXCL10/GBP4/C1S/CCRL2/EPSTI1/CASP1/BATF2/CD74/GBP2/B2M/IFI44L/IL15/IFIT2/IFIT3/IFI35/IFI30/CSF1/CMPK2/HLA-C/IFI44/DDX60/IFITM2/IFI27/IL4R/IFITM3/IFIH1/DHX58/IFITM1
HALLMARK_IL6_JAK_STAT3_SIGNALING	1.52036738064232	0.00241516305916148	UCEC	CXCL9/CXCL13/CD38/IL12RB1/CSF2RB/CXCL11/CXCL10/EBI3/CSF2RA/CCR1/CD14/CSF3R/A2M/IL15RA/HMOX1/CD36/ACVRL1/CSF1/CD44
HALLMARK_COMPLEMENT	1.50414758360611	0.0029825819462719	UCEC	CD40LG/C1QA/CCL5/C1QC/C1S/APOC1/C2/APOBEC3G/CASP1/CDH13/C1R/CASP5/C3/CD36/CASP10/C4BPB
HALLMARK_INFLAMMATORY_RESPONSE	1.49257094223883	0.00417446502293547	UCEC	CD48/CCR7/CCL5/C3AR1/CD14/CCRL2/CCL22/AXL/CCL2/CD70/C5AR1/CD69/CD40/CALCRL/CHST2/AQP9/CCL17/APLNR/CCL20/BEST1/ABCA1/CCL7
HALLMARK_KRAS_SIGNALING_UP	1.4278166276109	0.0257367862936321	UCEC	ADAMDEC1/CD37/APOD/C3AR1/CFH/CCND2/ABCB1/ALDH1A2/BIRC3/ALDH1A3/ADAM8/CCL20/CFB/BMP2
HALLMARK_TNFA_SIGNALING_VIA_NFKB	1.3990148606404	0.0288888223471848	UCEC	CXCL11/CCL5/CXCL10/CCL4/CD80/CCRL2/BCL2A1/CCL2/CD69/BIRC3/CSF1/CD44/CCL20/ABCA1/BMP2/CD83/CXCL2/BTG1/CXCL1/CSF2/CFLAR/CEBPD
HALLMARK_EPITHELIAL_MESENCHYMAL_TRANSITION	1.37701698502914	0.037939829305629	UCEC	ABI3BP/ACTA2/COL3A1/COL6A3/CDH11/BGN/COL1A2/COL6A2/COL5A1/ADAM12/CALD1/CD44/COL1A1/COL5A2/COL11A1/COL5A3/COL8A2/COL16A1/ANPEP/COL4A1/COL12A1/CD59/COL4A2/CDH2/CAP2/COMP/BMP1/CAPG
HALLMARK_SPERMATOGENESIS	-1.54867189031807	0.0784422650188955	UCEC	CLGN/BRAF/CNIH2/ACRV1/COIL/ALOX15/CLVS1/DBF4/CDKN3/BUB1/CDK1/AURKA/CCNB2/DMRT1/CCNA1
HALLMARK_COAGULATION	1.36027913078622	0.0784422650188955	UCEC	C1QA/APOC2/C1S/APOC1/CFH/CTSK/CTSE/C2/C1R/A2M/C3/CLU/CFD/CTSO/CFB/ACOX2
HALLMARK_APICAL_JUNCTION	1.3012612127287	0.160905143620574	UCEC	CD86/ARHGEF6/CD209/ACTG2/ALOX15B/AKT3/CDH11/CD274/ATP1A3/CD34/CADM3
HALLMARK_ANGIOGENESIS	1.28885213978681	0.161817056183253	UCEC	OLR1/CCND2/LUM/COL3A1/POSTN/KCNJ8/NRP1/THBD/LPL/VCAN/VTN/SPP1/COL5A2/TIMP1/SERPINA5/SLCO2A1/CXCL6/PRG2/S100A4/FSTL1
HALLMARK_APOPTOSIS	1.25723023032822	0.190738620097337	UCEC	CD2/CD38/CD14/CCND2/CASP1/CAV1/BIRC3/BGN/CD44/AVPR1A/BMP2/CASP4/ANKH
HALLMARK_OXIDATIVE_PHOSPHORYLATION	-1.22988358423192	0.227791322066481	UCEC	ALDH6A1/ACAT1/ATP6V1E1/ACADM/ATP6V1D/ATP6V1F/ACADSB/ATP6V0C/ATP6AP1/ALAS1/ACAA1/ATP6V1C1/ACAA2/BCKDHA/BAX/ACO2/ATP6V1G1/ATP6V1H/ACADVL/ABCB7/ATP1B1/ATP6V0B/AIFM1/AFG3L2
HALLMARK_BILE_ACID_METABOLISM	1.23217618344512	0.254450852557673	UCEC	ABCD2/ABCA6/ABCA9/CYP7B1/ABCA8/DIO2/BMP6/CH25H/AQP9/CYP46A1/CYP27A1/ACSL5/ABCA1/ALDH1A1/ACSL1/ABCA3
HALLMARK_IL2_STAT5_SIGNALING	1.1957343386355	0.309324531415773	UCEC	CD48/CD79B/CD86/CCR4/BATF/CCND2/ABCB1/ADAM19/CD44/COL6A1/BMP2/CD83/BATF3/AHNAK/ALCAM
HALLMARK_UV_RESPONSE_DN	1.18827971966332	0.344979382592221	UCEC	COL3A1/CELF2/DAB2/AKT3/CAV1/COL1A2/COL1A1/COL5A2/COL11A1/AMPH
HALLMARK_MYOGENESIS	1.14857842738455	0.484822889721797	UCEC	APOD/CDH13/CACNA1H/ACHE/CD36/AEBP1/ADAM12/APLNR/CFD/ADCY9/CASQ2/ACTN2/ACSL1/BDKRB2/ANKRD2/CKMT2/BIN1
HALLMARK_ADIPOGENESIS	1.11437021387433	0.577727272727273	UCEC	APOE/C3/CD36/ANGPT1/CD302/ABCA1/ALDH2/CDKN2C
HALLMARK_P53_PATHWAY	1.03888860122681	0.889048096670965	UCEC	CCND2/CASP1/CDH13/ALOX15B/CEBPA/ABAT/BMP2/BTG1/ADA/CTSD/CD82
HALLMARK_APICAL_SURFACE	1.00056350773168	0.990972918756269	UCEC	IL2RG/IL2RB/GATA3/GAS1/AFAP1L2/SCUBE1/CX3CL1/ATP6V0A4/GHRL/MDGA1/CD160/LYN/PKHD1/AKAP7/PLAUR
HALLMARK_ESTROGEN_RESPONSE_EARLY	0.933466071068945	0.990972918756269	UCEC	CXCL12/BCL11B/CBFA2T3/ADCY9/CD44/ABAT/ALDH3B1/ABCA3/ADCY1/CA12/CLIC3/CYP26B1/AR/BCL2/CHPT1/CISH/CALCR/BLVRB/AMFR
HALLMARK_HEDGEHOG_SIGNALING	0.918696505780119	0.990972918756269	UCEC	GLI1/RTN1/ACHE/NRP1/THY1/SCG2/DPYSL2/CDK6/PTCH1/CRMP1/HEY2/PLG/UNC5C/NRP2/PML
HALLMARK_XENOBIOTIC_METABOLISM	0.907343589245132	0.990972918756269	UCEC	ABCD2/APOE/AOX1/AQP9/ATOH8/ACOX2/ALDH2/AKR1C3/ACSM1/ABCC3/ADH1C
HALLMARK_HYPOXIA	0.86816842981238	0.990972918756269	UCEC	CAV1/CHST2/BGN/BCAN/COL5A1/AMPD3/CITED2/BTG1/CA12
HALLMARK_PANCREAS_BETA_CELLS	0.84508954231858	0.990972918756269	UCEC	DPP4/AKT3/MAFB/DCX/PCSK1/ABCC8/VDR/INSM1/FOXO1/LMO2/HNF1A/PAK3/STXBP1/CHGA
HALLMARK_TGF_BETA_SIGNALING	0.851569359641596	0.990972918756269	UCEC	LEFTY2/RAB31/ENG/BMP2/SERPINE1/LTBP2/ID3/SMAD1/SMAD3/ID2/KLF10/BMPR2/IFNGR2/ARID4B/ACVR1/FKBP1A/JUNB/CTNNB1/PMEPA1
HALLMARK_NOTCH_SIGNALING	0.834786916851479	0.990972918756269	UCEC	WNT2/ARRB1/DTX1/HEYL/WNT5A/PRKCA/DLL1/ST3GAL6/NOTCH2
HALLMARK_KRAS_SIGNALING_DN	0.833576876003257	0.990972918756269	UCEC	CD40LG/CD80/CCR8/CDH16/CHST2
HALLMARK_REACTIVE_OXYGEN_SPECIES_PATHWAY	0.821696305496147	0.990972918756269	UCEC	LSP1/IPCEF1/HHEX/PRNP/GLRX/FTL/FES/MSRA/MPO/CAT/MBP/NQO1
HALLMARK_ANDROGEN_RESPONSE	0.795462292767333	0.990972918756269	UCEC	HPGD/B2M/ALDH1A3/ELL2/FKBP5/CDK6/ANKH/DNAJB9/HERC3/AKAP12/CCND3/ACTN1/AZGP1/ABHD2/ADAMTS1
HALLMARK_HEME_METABOLISM	0.78382706207278	0.990972918756269	UCEC	ABCG2/ACP5/C3/ACSL6/BACH1/BMP2K/ATG4A/CAT/ALAS2/BLVRB/CCDC28A/BLVRA/ALDH6A1/CCND3/CAST/AGPAT4/BTG2/ARL2BP
HALLMARK_PI3K_AKT_MTOR_SIGNALING	0.721076429204906	0.990972918756269	UCEC	FASLG/CAMK4/DAPP1/GNA14/ADCY2
HALLMARK_FATTY_ACID_METABOLISM	0.677471669647659	0.990972918756269	UCEC	AOC3/ACSL5/ALDH1A1/AQP7/ACSL1/CBR3/ADH1C/ACSM3/BLVRA/CA4/CBR1/ACSS1
HALLMARK_PEROXISOME	0.667798596584537	0.990972918756269	UCEC	ABCD2/ABCB1/ABCB4/ACSL5/ALDH1A1/ABCC8/ACSL1/DIO1/ATXN1/CRAT/CAT/DHRS3/ALB
HALLMARK_CHOLESTEROL_HOMEOSTASIS	0.660877990123185	0.990972918756269	UCEC	ANTXR2/CLU/AVPR1A/GPX8/GNAI1/CXCL16/ALCAM/ANXA5/FBXO6/ANXA13/CPEB2
HALLMARK_ESTROGEN_RESPONSE_LATE	0.668262771216097	0.990972918756269	UCEC	BATF/CAV1/CD44/ACOX2/ALDH3B1/ABCA3/CA12/CLIC3/BCL2/CHPT1/ASCL1/CHST8/CISH/CALCR/BLVRB/AMFR
HALLMARK_UV_RESPONSE_UP	0.580901032617013	0.990972918756269	UCEC	ABCB1/CDO1/C4BPB/BMP2/BTG1/ARRB2
HALLMARK_WNT_BETA_CATENIN_SIGNALING	0.579867545070656	0.990972918756269	UCEC	CCND2/WNT1/NOTCH4/DKK1/GNAI1/PTCH1/DLL1/HEY2/LEF1
HALLMARK_MTORC1_SIGNALING	0.503134779851855	0.990972918756269	UCEC	CORO1A/DAPP1/CFP
HALLMARK_INTERFERON_ALPHA_RESPONSE	1.90031507119447	2.62594879974064e-07	UCS	CXCL10/CXCL11/GBP4/IFI27/EPSTI1/CD74/CASP1/IFI35/IFIT2/IFI30/B2M/CCRL2/IFIT3/C1S/BATF2/IFI44L/HLA-C/IFIH1/IFI44/BST2/CSF1/CMPK2/DHX58/DDX60/IFITM1/GBP2/IFITM2/GMPR/IL15/IFITM3/CASP8
HALLMARK_ALLOGRAFT_REJECTION	1.89625328148816	3.60182184594269e-07	UCS	C2/CCL19/CD3E/CD3D/CD28/CD2/CCR2/CCL13/CCL5/CCR5/CCR1/CD3G/CD7/CD4/B2M/CD40LG/CD40/CD247/CCL11/CD1D/CCL22/CCL7/CCL4
HALLMARK_INTERFERON_GAMMA_RESPONSE	1.72971375193278	0.000180391816027157	UCS	CXCL9/CXCL10/CXCL11/CD86/CIITA/CCL5/APOL6/CD74/CD38/CMKLR1/CASP1/B2M/C1S/CSF2RB/BATF2/CD40/C1R/BST2/CMPK2/DHX58/DDX60/CCL7/CFB/CD69/CASP7/CASP8
HALLMARK_INFLAMMATORY_RESPONSE	1.71760201599952	0.000222160856961213	UCS	C3AR1/CCL5/CCR7/CD14/APLNR/CCRL2/C5AR1/CD40/CD48/AXL/CHST2/BST2/CCL17/ABCA1/BEST1/BDKRB1/CCL22/CCL7/AHR/CALCRL/CD70/CD82/CD69
HALLMARK_MYC_TARGETS_V2	-2.07125620465985	0.00220340567477094	UCS	MRTO4/CDK4/DDX18/PLK1/CBX3/NOP56/BYSL/GRWD1/IPO4/MCM4/PLK4/EXOSC5/PPRC1/NIP7/HSPE1/NOLC1/PA2G4/HSPD1/NPM1/NOP2/HK2
HALLMARK_EPITHELIAL_MESENCHYMAL_TRANSITION	1.59161339083404	0.0044735635185105	UCS	COMP/COL11A1/COL1A2/COL1A1/COL3A1/ADAM12/ABI3BP/CDH11/COL16A1/BGN/COL8A2/COL6A3/COL5A1/COL5A2/COL6A2/ANPEP/ACTA2/COL5A3/AREG/CADM1/APLP1/CD44/COL4A2/BDNF/CD59/COL4A1/BASP1/COL12A1
HALLMARK_COMPLEMENT	1.53467210410488	0.00562925230191136	UCS	C2/C1QA/C1QC/CCL5/CASP1/ACTN2/CD36/C1S/CD40LG/C1R/APOC1/CASP5/APOBEC3G/CA2/APOA4/ANG/CASP7/APOBEC3F/CD59/CDH13/ANXA5/CASP10/C3/C4BPB
HALLMARK_IL6_JAK_STAT3_SIGNALING	1.4810485989932	0.0189555699638758	UCS	CXCL13/CXCL9/CSF2RA/IL12RB1/CXCL10/CXCL11/CD14/CCR1/CD38/CD36/EBI3/CSF2RB/CSF1/HMOX1/CCL7/FAS/IL10RB/ACVRL1/IL17RA/CSF3R/A2M/CD44/IL15RA/CNTFR
HALLMARK_MYC_TARGETS_V1	-1.7345277172248	0.0288901208472381	UCS	CDK4/COPS5/APEX1/DDX18/BUB3/CYC1/CBX3/CCT2/DHX15/ABCE1/CCT4/CUL1/C1QBP/COX5A/CAD/CDK2/DDX21/CCNA2/CNBP/ACP1/CDC20/EEF1B2
HALLMARK_COAGULATION	1.37620171965192	0.137334689725331	UCS	COMP/C2/C1QA/CFD/C1S/CTSK/C1R/APOC1/APOC2/ACOX2/APOC3/CFB/CLU/ANG/CTSO
HALLMARK_UV_RESPONSE_DN	1.36184524337342	0.152129817444219	UCS	COL11A1/AMPH/COL1A2/COL1A1/COL3A1/DAB2
HALLMARK_E2F_TARGETS	-1.36996565122552	0.214480946970048	UCS	CDK1/BUB1B/CTCF/CKS2/CENPE/CSE1L/AK2/ANP32E/CDCA8/CIT/AURKB/CBX5/CDC20/CHEK1/CDCA3
HALLMARK_G2M_CHECKPOINT	-1.38622264415193	0.214480946970048	UCS	BIRC5/CHAF1A/CCNB2/CDKN3/AURKA/BCL3/CDK4/BUB3/ARID4A/CDK1/CENPA/CKS2/CENPE/CHMP1A/CENPF/CBX1/CCND1/CCNA2/CASP8AP2/AURKB/CCNF/CDC20/CHEK1/CDC7
HALLMARK_APICAL_JUNCTION	1.27915125606765	0.281451339437097	UCS	CD209/CD86/ACTN2/CDH11/ARHGEF6/CD99/CADM3/CD34/AMH/ADRA1B/ADAM23/CDH15/ACTN3/ATP1A3/CD274/ACTC1/ALOX15B/ACTA1/AKT3/ACTG2
HALLMARK_BILE_ACID_METABOLISM	1.27383854828301	0.281451339437097	UCS	ACSL5/AR/ALDH1A1/ACSL1/ABCD2/AGXT/CH25H/ABCA1/CYP46A1/CYP7B1/DIO2/CYP27A1/BMP6/ABCA8/ABCA6/ABCD1/CYP39A1/AMACR/AQP9/ABCA9/ABCA4/ABCG4/ATXN1/BBOX1/CAT/CYP8B1/DIO1/ABCA5/AKR1D1
HALLMARK_MYOGENESIS	1.25204983956435	0.340157680569685	UCS	APOD/ADAM12/APLNR/ACTN2/CD36/CFD/ACSL1/CACNA1H/CASQ2/CAV3/AEBP1/CKM/ACTN3/CKMT2/CDH13/ADCY9/BIN1/ACTC1/ACTA1
HALLMARK_IL2_STAT5_SIGNALING	1.23283489040183	0.362036981628867	UCS	CD86/BATF/ABCB1/CD48/COL6A1/CD79B/BMP2/BCL2/AHR/CA2/CCR4/AHNAK/APLP1/CD44/ANXA4/CKAP4/AMACR/CD81/CDCP1/CISH
HALLMARK_KRAS_SIGNALING_UP	1.23212684938046	0.390359809911745	UCS	C3AR1/APOD/ADAMDEC1/CD37/CIDEA/ABCB1/BMP2/BIRC3/CA2/CFB/ACE/BTC/ANO1
HALLMARK_UNFOLDED_PROTEIN_RESPONSE	-1.17381880259719	0.634050286389886	UCS	EDEM1/ATF3/DNAJC3/ATP6V0D1/ERN1/CALR/CEBPB/DNAJB9/ATF6/EIF4G1/EIF2AK3/EIF2S1/DCTN1/DCP1A/BAG3/ARFGAP1/CEBPG/DNAJA4/CKS1B/BANF1/CXXC1/ALDH18A1/ASNS/CNOT4/EIF4A3/CNOT2/CHAC1/ATF4/DDX10/EIF4A2/EDC4/DCP2/DKC1/EIF4EBP1/EIF4E/CNOT6/DDIT4/EIF4A1/EEF2
HALLMARK_MTORC1_SIGNALING	-1.0619063978363	0.787191784139902	UCS	ARPC5L/ACACA/ABCF2/CD9/CYB5B/CCT6A/ALDOA/CCNF/DDIT4/BCAT1/CCNG1/ADIPOR2
HALLMARK_APOPTOSIS	1.09997158306364	0.787191784139902	UCS	CD2/CD14/CD38/CASP1/AIFM3/BGN/BMP2/BIRC3/CAV1/CASP7/CASP8/AVPR1A/CD44
HALLMARK_ANGIOGENESIS	1.09104754677521	0.801627670396745	UCS	LUM/MSX1/COL3A1/VTN/LPL/POSTN/APOH/COL5A2/S100A4/THBD/TIMP1/OLR1
HALLMARK_MITOTIC_SPINDLE	-1.11017802414312	0.801627670396745	UCS	BIN1/BCL2L11/ARHGEF3/BRCA2/BCR/ARHGAP29/CCDC88A/ARHGEF11/AKAP13/CAPZB/CDC42/APC/CDC27/ABI1/ARHGEF7/ARHGAP27/ACTN4/ARHGEF2/BUB1/ARL8A/ALMS1/ARHGDIA/ABL1/ARFIP2/ARAP3/ARF6/BIRC5/CCNB2/ANLN/AURKA/ARHGEF12/BCAR1/ARFGEF1/ATG4B/ABR/CD2AP/ARHGAP5/ALS2/ARHGAP4
HALLMARK_FATTY_ACID_METABOLISM	1.0703424254971	0.801627670396745	UCS	ACSL5/ALDH1A1/ACSL1/ACADL/CBR3/CA2/AOC3/BLVRA/CBR1/ADH7/AQP7/ACAA1/ALDH3A1/ACSL4/ACADS/ALAD/BMPR1B
HALLMARK_PANCREAS_BETA_CELLS	1.06324835013559	0.801627670396745	UCS	DCX/PCSK2/MAFB/ISL1/GCG/VDR/INSM1/SST/LMO2/PAK3/NKX6-1/SCGN
HALLMARK_PEROXISOME	1.0507442821734	0.828912466843501	UCS	ACSL5/ALDH1A1/ACSL1/ABCB1/ABCD2/CRABP1/ABCB4
HALLMARK_TNFA_SIGNALING_VIA_NFKB	1.03911252589967	0.832018631207272	UCS	CXCL10/CXCL11/CCL5/CCRL2/CD80/CSF1/ABCA1/BMP2/BIRC3/CCL4/CD69
HALLMARK_XENOBIOTIC_METABOLISM	1.01475130452668	0.881049266095044	UCS	APOE/ABCD2/ABHD6/AKR1C3/ACOX2/ATOH8/BLVRB/CA2/ALDH2/CBR1/ADH7/ALDH3A1/ABCC2/AQP9
HALLMARK_ADIPOGENESIS	0.971647808653783	0.99023807851675	UCS	CDKN2C/CD36/APOE/ACADL/ADIPOQ/ABCA1/ANGPT1/CD302/ALDH2
HALLMARK_HEME_METABOLISM	0.921434180446891	1	UCS	ALDH1L1/ACSL6/ABCG2/BLVRB/CA2/ACP5/ANK1/BLVRA/ATG4A/BMP2K/ALAS2/C3/ALAD/BTG2/CAT/AQP3
HALLMARK_OXIDATIVE_PHOSPHORYLATION	-0.840223174071907	1	UCS	ACADSB/ATP6V1E1/ATP6V0E1/ATP6AP1/ALAS1/AIFM1/ACAA2/ATP6V1C1/ABCB7/ALDH6A1/ATP6V1H/ACO2/ACAT1/ATP6V0C/ATP6V1D/ATP1B1/AFG3L2/ATP6V1G1/BAX/ATP6V1F/ACADVL/BCKDHA/ACADM/ATP6V0B
HALLMARK_P53_PATHWAY	0.843917762909108	1	UCS	CASP1/CEBPA/BMP2/CD82/CTSF/CTSD/CDH13/ADA/CD81/ALOX15B/BTG2/BTG1/ATF3
HALLMARK_PI3K_AKT_MTOR_SIGNALING	0.82588793955801	1	UCS	ADCY2/FASLG/GNA14/DAPP1
HALLMARK_ESTROGEN_RESPONSE_LATE	0.80830880632031	1	UCS	BATF/ALDH3B1/ACOX2/BLVRB/BCL2/CA2/CAV1/CACNA2D2/AREG/CD44
HALLMARK_APICAL_SURFACE	0.759511942927658	1	UCS	GAS1/IL2RG/PKHD1/IL2RB/MDGA1/SCUBE1/RTN4RL1/PCSK9/AKAP7/SHROOM2/LYN
HALLMARK_HEDGEHOG_SIGNALING	0.73707604883378	1	UCS	NRP2/GLI1/NKX6-1/PLG/ETS2/NRCAM/AMOT/SCG2/PTCH1/CNTFR/MYH9/VLDLR/RTN1
HALLMARK_ANDROGEN_RESPONSE	0.747825922625142	1	UCS	B2M/FKBP5/ADAMTS1/GPD1L/ALDH1A3/ELL2/ARID5B/BMPR1B/ANKH/DBI/HPGD/AKAP12/HMGCS1/CDC14B/CCND3/DNAJB9/HERC3/APPBP2/B4GALT1/CAMKK2
HALLMARK_CHOLESTEROL_HOMEOSTASIS	0.750910974867556	1	UCS	CXCL16/FABP5/ANTXR2/CLU/GPX8/ADH4/AVPR1A/GLDC/FBXO6/CTNNB1/CPEB2/ANXA5/ECH1/EBP/ACSS2/ATF3/ANXA13
HALLMARK_UV_RESPONSE_UP	0.751968320888673	1	UCS	CDO1/ABCB1/BMP2/CA2/CCK/ACAA1/C4BPB/BCL2L11/BTG2/BTG1/ATF3/AQP3/ALAS1/CLTB/CDKN2B/CDKN1C/ATP6V1C1/ARRB2/CCND3
HALLMARK_ESTROGEN_RESPONSE_EARLY	0.642330727177026	1	UCS	AR/ALDH3B1/BLVRB/BCL2/CYP26B1/CXCL12/AREG/CD44/ADCY9/CISH/CLIC3/AQP3/CHPT1/CBFA2T3
HALLMARK_REACTIVE_OXYGEN_SPECIES_PATHWAY	0.627121924324616	1	UCS	MPO/LSP1/PRDX4/GPX3/GLRX/PRNP/FES/IPCEF1/HHEX/CDKN2D/ATOX1/CAT/GLRX2/MSRA/EGLN2
HALLMARK_NOTCH_SIGNALING	0.610923469074387	1	UCS	WNT2/FZD1/WNT5A/FZD5/LFNG/ARRB1/HEYL/PRKCA/ST3GAL6/DLL1
HALLMARK_HYPOXIA	0.615334204669634	1	UCS	ALDOB/BGN/COL5A1/CHST2/BCL2
HALLMARK_KRAS_SIGNALING_DN	0.605385611773723	1	UCS	CD40LG/CD80/AKR1B10/CHST2/ARPP21/BRDT/CKM/CNTFR/ACTC1/CCR8/ABCG4/CD207/BTG2/BMPR1B/CACNG1
HALLMARK_DNA_REPAIR	-0.75246861201629	1	UCS	DUT/AK1/EIF1B/FEN1/CDA/DDB2/CLP1/ELL/BCAP31/ERCC5/DDB1/CANT1/ERCC4/ADRM1/BRF2/DAD1/DGUOK/AAAS/ADCY6/CCNO/BOLA2/CETN2/COX17/DGCR8/ERCC1/APRT/ERCC3/DCTN4/ERCC8/CSTF3/EDF1/BCAM/ERCC2/AK3/ARL6IP1
HALLMARK_TGF_BETA_SIGNALING	0.511992124343884	1	UCS	LTBP2/BMP2/ID3/ENG/RAB31/CTNNB1/RHOA/LEFTY2/ID1/ACVR1/ID2
HALLMARK_SPERMATOGENESIS	0.505121339750998	1	UCS	DPEP3/CHRM4/DMC1/ACE/CAMK4/CCT6B/AKAP4/CRISP2/ARL4A/ACRBP
HALLMARK_WNT_BETA_CATENIN_SIGNALING	0.486997224550365	1	UCS	AXIN2/FZD1/FRAT1/PTCH1/CTNNB1/NKD1/TCF7/NOTCH4/HDAC5/MYC/DLL1/HDAC11
HALLMARK_GLYCOLYSIS	-0.660741044892029	1	UCS	BIK/B4GALT2/ANGPTL4/ALDOA/AK3/B3GNT3/ANKZF1/ARTN
HALLMARK_PROTEIN_SECRETION	-0.778822896682	1	UCS	COG2/CLCN3/ATP6V1B1/AP2S1/ARCN1/ARF1/ARFGEF1/ANP32E/DNM1L/AP1G1/BNIP3
HALLMARK_INTERFERON_GAMMA_RESPONSE	1.9642203249533	7.27475605471635e-09	UVM	CXCL9/CXCL10/CIITA/CCL5/CD86/C1S/CD69/CFH/BST2/CD74/CASP1/C1R/CD38/APOL6/CSF2RB/CXCL11/CMKLR1/CD274/CFB/CD40/CCL2/B2M/DDX60
HALLMARK_ALLOGRAFT_REJECTION	1.86523157568386	6.39406414253248e-07	UVM	CD2/CD3D/CD3E/CCR5/CD247/CCR2/CCL5/CD3G/CCL19/CCL4/CCR1/CD7/CD1D/CCL22/CCL13/CD40LG/CD40/CCL2/B2M/CD28/CD4/BCAT1
HALLMARK_MYC_TARGETS_V2	-2.48683547657723	4.56127989224776e-05	UVM	NOP16/LAS1L/PPAN/NOP2/PPRC1/DCTPP1/CDK4/PA2G4/IPO4/EXOSC5/MYC/MCM5/NOC4L/GRWD1/IMP4/PES1/FARSA/MYBBP1A/BYSL/AIMP2/PLK1
HALLMARK_E2F_TARGETS	-2.40422885198771	4.81448981542835e-05	UVM	CKS1B/CDK4/CDKN3/CDC25B/CKS2/AURKA/CDK1/CHEK2/CDKN2C/CIT/CCNB2/BUB1B/CHEK1/CENPM/CDC20/ASF1B/CDCA3/BIRC5/AURKB
HALLMARK_INTERFERON_ALPHA_RESPONSE	1.73210980883232	7.34272468244691e-05	UVM	CXCL10/EPSTI1/GBP2/GBP4/C1S/IL15/IFI44L/IFI27/BST2/CD74/IFI44/CASP1/CXCL11/IFIH1/B2M/DDX60/CCRL2/IFIT2/HLA-C/IFIT3/HERC6/CMPK2/CSF1/IFI30
HALLMARK_IL6_JAK_STAT3_SIGNALING	1.56769267540701	0.00292450255746763	UVM	CXCL9/CXCL10/IL12RB1/CXCL13/CCR1/FAS/CSF3R/CD38/CSF2RB/CXCL11/EBI3/CD14/IL15RA/HMOX1
HALLMARK_TNFA_SIGNALING_VIA_NFKB	1.48694002100473	0.0190915307412794	UVM	CXCL10/BCL2A1/BIRC3/CCL5/CD69/CCL4/CXCL11/CCL2/CCRL2/ABCA1/CD80/CSF1/CXCL2/BTG2/CCNL1/CXCL1/B4GALT1/CDKN1A/BCL3
HALLMARK_MYC_TARGETS_V1	-1.75046706765774	0.020350012580738	UVM	CDK2/CCNA2/CCT4/CCT3/C1QBP/CDK4/CCT7/EIF3B/CDC45/CAD/CYC1/CDC20/AIMP2
HALLMARK_INFLAMMATORY_RESPONSE	1.48703372632462	0.020350012580738	UVM	CCL5/CD69/CCR7/BST2/CD48/C3AR1/CCL22/CD14/CD40/CCL2/CHST2/AHR/CCRL2/ABCA1/C5AR1/CD70/CD82/AXL/BTG2
HALLMARK_COMPLEMENT	1.44981077605605	0.020350012580738	UVM	CCL5/C3/C1S/C1QC/CASP1/C1R/C1QA/CD40LG/CA2/CASP10/ACTN2/CASP5/APOBEC3G/CASP7/ADAM9/AKAP10/ANG/CASP3/C2/CASP4
HALLMARK_EPITHELIAL_MESENCHYMAL_TRANSITION	1.4394331180641	0.0385377519749325	UVM	ABI3BP/CDH11/APLP1/CDH2/CADM1/COL12A1/COL7A1/COMP/ANPEP/COL5A2/CDH6/ACTA2/COL1A1/COL8A2/BASP1/COL3A1/CAPG
HALLMARK_BILE_ACID_METABOLISM	1.37101070518523	0.108870967741935	UVM	ALDH1A1/DIO2/ABCD2/ACSL5/ABCA6/ABCA1/CH25H/BCAR3/ABCA4/CYP7A1/CYP39A1/ATXN1/CROT/ABCG4/ABCA5/ABCD3/ALDH8A1
HALLMARK_APICAL_JUNCTION	1.30041569818941	0.208436724565757	UVM	CADM3/CD86/CD209/ADAM23/CD274/CDH11/AMIGO2/ATP1A3/ARHGEF6/ACTC1/CADM2/ACTN2/CALB2
HALLMARK_COAGULATION	1.28724458650418	0.242424242424242	UVM	C3/C1S/CFH/APOC2/C1R/C1QA/CFB/ANXA1/CFI/COMP/CTSO
HALLMARK_ANGIOGENESIS	1.2674088842185	0.313852376137513	UVM	LUM/SPP1/SERPINA5/POSTN/OLR1/S100A4/VCAN/NRP1/COL5A2/JAG1/ITGAV/MSX1/PRG2/COL3A1
HALLMARK_PEROXISOME	1.24503500741759	0.32694248234107	UVM	ALDH1A1/CRABP1/ABCD2/ACSL5/DHRS3/CADM1/ATXN1/ACSL4/ABCB4/BCL10/ABCB1/ABCD3/ELOVL5/CACNA1B/CRABP2
HALLMARK_IL2_STAT5_SIGNALING	1.23091968831266	0.344402277039848	UVM	BATF/CD86/CD48/CDCP1/AHR/CA2/ADAM19/APLP1/CCR4/ALCAM/BATF3/CAPG/ABCB1/CCND2/AGER
HALLMARK_KRAS_SIGNALING_UP	1.20286970627618	0.468213925327952	UVM	BIRC3/ADAMDEC1/CFH/C3AR1/CD37/CFB/ADAM8/CA2/ACE/ABCB1/CCND2/AMMECR1/ANO1/CDADC1/BTBD3/AKAP12/CAB39L/ADAM17
HALLMARK_DNA_REPAIR	-1.12188359474527	0.514596638300163	UVM	ERCC1/CANT1/FEN1/BCAM/ADRM1/BCAP31/DDB1/APRT/ADCY6/AAAS/ERCC2
HALLMARK_HEDGEHOG_SIGNALING	1.09171653452717	0.811059907834101	UVM	RTN1/NRCAM/NRP1/SCG2/HEY2/DPYSL2/UNC5C/GLI1/THY1/SLIT1/CDK6/RASA1/OPHN1/CELSR1
HALLMARK_APOPTOSIS	1.09016218275444	0.811059907834101	UVM	CD2/BIRC3/CASP1/CD38/CD14/ANXA1/BCL2L11/BTG2/CASP7/BCL10/CCND2
HALLMARK_UV_RESPONSE_DN	1.07151713659366	0.852031923676727	UVM	CELF2/AMPH/COL5A2/COL1A1/ATXN1/COL3A1/ADD3/DDAH1/CACNA1A/BDNF/ACVR2A/APBB2/CDC42BPA/AGGF1/ATP2B1/ATRX/BMPR1A/ABCC1/ADORA2B/AKT3/ARHGEF9/COL1A2/ATP2B4/CDON/DAB2/CDKN1B/CDK13
HALLMARK_TGF_BETA_SIGNALING	1.04885206559547	0.894109396914446	UVM	BCAR3/LTBP2/ID3/RAB31/MAP3K7/PMEPA1/ID1/LEFTY2/SKIL/NOG/SERPINE1/ARID4B/ID2/SLC20A1/PPM1A/BMPR2/BMPR1A/JUNB/BMP2/APC/ACVR1/HDAC1/SMAD1
HALLMARK_PANCREAS_BETA_CELLS	1.01292184959922	0.969474439090251	UVM	PCSK2/MAFB/PAX6/NEUROD1/LMO2/SYT13/DPP4/GCK/VDR/ISL1/DCX/PCSK1
HALLMARK_GLYCOLYSIS	-0.915501620779748	0.969474439090251	UVM	AURKA/CDK1/CHPF/B3GAT3/ALDOA/CACNA1H/CENPA/BIK
HALLMARK_HEME_METABOLISM	0.955774031237138	0.988911290322581	UVM	C3/CA2/AQP3/ACSL6/AGPAT4/ABCG2/ANK1/BTG2/ATG4A/CDR2/BMP2K/CDC27/CAST/ASNS/BACH1
HALLMARK_APICAL_SURFACE	0.934238658378944	0.988911290322581	UVM	IL2RG/IL2RB/NTNG1/GATA3/AFAP1L2/CD160/PLAUR/LYPD3/LYN/EFNA5/B4GALT1/SCUBE1/PCSK9
HALLMARK_P53_PATHWAY	0.919592506173255	0.988911290322581	UVM	CASP1/ABAT/CD82/BTG2/CEBPA/CGRRF1/APAF1/CDKN2B/CCND2/CLCA2/ANKRA2/CDKN1A/CSRNP2/CDKN2A/AEN/CDKN2AIP/ALOX15B
HALLMARK_ESTROGEN_RESPONSE_EARLY	0.913630074613872	0.988911290322581	UVM	BCL11B/CXCL12/AQP3/CLIC3/ADCY1/ABAT/CALB2/B4GALT1/ADD3/AFF1/ABLIM1/ARL3/CELSR1
HALLMARK_XENOBIOTIC_METABOLISM	0.877680976190833	0.988911290322581	UVM	ABCD2/ABCC3/CA2/AKR1C2/BCAT1/AKR1C3/AP4B1/AOX1
HALLMARK_MTORC1_SIGNALING	0.855020508913586	0.988911290322581	UVM	DAPP1/CORO1A/CFP/BCAT1/BTG2/ADD3/CDKN1A/CTSC/ASNS
HALLMARK_HYPOXIA	0.841019334708454	0.988911290322581	UVM	CP/CHST2/AMPD3/BCAN/ATP7A/CDKN1A/AKAP12/BNIP3L/BCL2/ADORA2B/ATF3/COL5A1
HALLMARK_KRAS_SIGNALING_DN	0.84996891127302	0.988911290322581	UVM	CAMK1D/CD40LG/CHST2/CLSTN3/ACTC1/CD80/ATP4A/BTG2/ABCG4
HALLMARK_PROTEIN_SECRETION	0.779194052515939	0.988911290322581	UVM	DST/ABCA1/ATP7A/GALC/CTSC/ARFGEF1/DNM1L/CAV2/CLCN3/ARFIP1/AP3B1/ATP6V1B1/ANP32E/ARFGEF2/CLN5/ADAM10/COPB1/AP1G1/ATP6V1H/COPB2/GLA/AP3S1
HALLMARK_NOTCH_SIGNALING	0.740708689601337	0.988911290322581	UVM	WNT5A/DTX1/JAG1/FZD7/CUL1/WNT2/FZD5/DTX4/SAP30/HES1
HALLMARK_MYOGENESIS	0.739545632192281	0.988911290322581	UVM	BDKRB2/ACTC1/ACTN2/AGL/CDKN1A/ADAM12/CHRNA1/ABLIM1/CASQ1/CASQ2/CKMT2/CHRNB1/ACTA1/CFD
HALLMARK_REACTIVE_OXYGEN_SPECIES_PATHWAY	0.725910463305865	0.988911290322581	UVM	IPCEF1/GLRX/LSP1/HHEX/MGST1/GCLM
HALLMARK_CHOLESTEROL_HOMEOSTASIS	0.717727231867583	0.988911290322581	UVM	GLDC/ANTXR2/ALCAM/CXCL16/ERRFI1/CLU/GPX8/FABP5/CD9/FBXO6/AVPR1A/ACAT2/ANXA13/CPEB2/HMGCS1/GSTM2/ATF3
HALLMARK_UV_RESPONSE_UP	0.70661415384005	0.988911290322581	UVM	CA2/AQP3/BCL2L11/BTG2/ABCB1/CDKN2B/ARRB2/CLCN2/CASP3/ASNS/CHRNA5/CCK/BMP2/ATP6V1C1/CEBPG/ATF3
HALLMARK_ANDROGEN_RESPONSE	0.682382985820118	0.988911290322581	UVM	B2M/ABCC4/HPGD/HERC3/B4GALT1/ADAMTS1/ELOVL5/CDK6/GNAI3/AKAP12/FKBP5/APPBP2/HMGCS1/ABHD2/ALDH1A3/DNAJB9/CDC14B/FADS1
HALLMARK_PI3K_AKT_MTOR_SIGNALING	0.665442383444845	0.988911290322581	UVM	FASLG/DAPP1/GNGT1/GNA14/ADCY2/FGF17/CDKN1A/CAMK4
HALLMARK_ADIPOGENESIS	0.616024171196571	0.988911290322581	UVM	C3/ANGPT1/ABCA1/CD302/ACADM/ACADL/ALDH2
HALLMARK_OXIDATIVE_PHOSPHORYLATION	0.567780935814145	0.988911290322581	UVM	ATP1B1/ABCB7/ACADSB/ACADM
HALLMARK_WNT_BETA_CATENIN_SIGNALING	0.615707233043487	0.988911290322581	UVM	LEF1/DKK1/WNT1/JAG1/HEY2/AXIN2/CCND2
HALLMARK_FATTY_ACID_METABOLISM	0.601243069077023	0.988911290322581	UVM	ALDH1A1/ACSL5/CA2/AADAT/ACSL4/ACADM/AUH/ACADL/AOC3
HALLMARK_MITOTIC_SPINDLE	0.594385521708276	0.988911290322581	UVM	ARHGEF3/ARHGAP29/BCL2L11/ARHGAP27/ARAP3/CDC27/ARHGAP4/ARFGEF1/ALMS1/CDC42/ARHGAP5/CCDC88A/ARHGAP10/AKAP13/BRCA2
HALLMARK_ESTROGEN_RESPONSE_LATE	0.599007407909837	0.988911290322581	UVM	BATF/CA2/CLIC3/ASCL1/ASS1/ADD3/AFF1/CHST8/ARL3/CD9/BCL2/ABHD2/ALDH3A2/ATP2B4/CCNA1/CALCR
HALLMARK_UNFOLDED_PROTEIN_RESPONSE	0.491136270633536	0.988911290322581	UVM	CCL2/DNAJC3/EDEM1/ASNS/EIF4E/CEBPB/DCP1A/CEBPG/DDX10/CNOT4/CNOT6/EIF4A2/ATF3/DNAJB9/DCP2/EIF2AK3
