HALLMARK_P53_PATHWAY%MSIGDBHALLMARK%HALLMARK_P53_PATHWAY	HALLMARK_P53_PATHWAY	CYFIP2	RB1	APP	CCNK	STEAP3	CD82	HEL-S-130P	CD81	DGKA	RNF19B	CCP110	ABAT	TM7SF3	IFI30	RRP8	CCND3	CCND2	SESN1	RPL36	FDXR	FOXO3A	NUDT15	IER5	TP63	PHLDA3	RPS12	TSPYL2	TNLG5A	FBXW7	F2R	DNTTIP2	IRAG2	TRAFD1	TAP1	CGRRF1	PRKAB1	TM4SF1	PROCR	MAPKAPK3	DDIT3	DDIT4	NINJ1	TXNIP	S100A4	TRIB3	NUPR1	ANKRA2	ISCU	ATF3	EPHA2	POM121	NOTCH1	ABHD4	RETSAT	SLC35D1	RRAD	AK1	HSPA4L	TGFA	PDGFA	XPC	KLK8	CDKN2AIP	LDHB	NHLH2	SOCS1	IRAK1	ZMAT3	CLCA2	HMOX1	SFN	IP6K2	SLC19A2	S100A10	HEXIM1	JAG2	PLK3	JUN	ST14	TGFB1	PMM1	GADD45A	FUCA1	PLK2	ZBTB16	EPHX1	OSGIN1	LIF	INHBB	ALOX15B	H1-2	PTPRE	BMP2	H2AC25	TCN2	SP1	MDM2	SDC1	PLXNB2	MXD1	FGF13	ADA	MXD4	RAD9A	CSRNP2	BTG2	CDKN1A	BTG1	ITGB4	TCHH	IKBKAP	TRIAP1	SLC7A11	PITPNC1	PIDD1	SEC61A1	HINT1	GM2A	KIF13B	CTSF	WDR8	HRAS	ZNF365	GPX2	APAF1	PRMT2	ABCC5	SPHK1	DCXR	RHBDF2	VWA5A	AEN	FOS	SERPINB5	DDB2	VAMP8	IL1A	H2AJ	RAP2B	RAD51C	TRAF4	TAX1BP3	HBEGF	PPP1R15A	CEBPA	HDAC3	PCNA	GLS2	RGS16	EI24	NOL8	RPS27L	SLC3A2	ACVR1B	RCHY1	PPM1D	TOB1	SERTAD3	DRAM1	RXRA	RAB40C	PERP	TNNI1	STOM	EPS8L2	BAK1	RPL18	CDKN2B	NR1i1	CDKN2A	TPRKB	WWP1	BAIAP2	KLF4	TPD52L1	BLCAP	DEF6	CCNG1	BAX	FAS	ERCC5	COQ8A	CDK5R1	
HALLMARK_MITOTIC_SPINDLE%MSIGDBHALLMARK%HALLMARK_MITOTIC_SPINDLE	HALLMARK_MITOTIC_SPINDLE	HCTP4	CCNB2	RHOT2	BCL2L11	KIF3B	CEP72	STK38L	CEP192	KIF3C	ECT2	MARK4	MYH10	SPTBN1	SAC3D1	PLK1	TBCD	ARHGAP29	ARHGAP27	HOOK3	SSH2	CDC2	NET1	NF1	SASS6	TUBGCP5	TUBGCP6	CNTROB	MAP3K11	CEP57	TOP2A	DOCK4	NUMA1	KIF11	WASL	ARHGAP5	BRCA2	KIF15	ARHGAP4	SEPT9	PCM1	CAPZB	CNTRL	NCK2	TLK1	KIF1B	SPTAN1	DLGAP5	NCK1	ARHGEF11	PLEKHG2	ARHGEF12	DST	RFC1	SHROOM2	KIF23	SHROOM1	RHOF	SMC1A	CKAP5	DYNLL2	LATS1	ARHGAP10	ESPL1	INCENP	PALLD	CDC42EP4	RASA2	ARHGEF3	CDC42EP2	CDC42EP1	MYH9	BIRC5	ARHGEF2	ARHGEF7	MAPRE1	RAPGEF5	SOS1	DOCK2	RAPGEF6	PAFAH1B1	ARF6	KNS2	STAU1	ROCK1	KATNB1	TUBD1	NEDD9	TTK	HDAC6	AURKA	HEL-S-47e	CDC42	CYTH2	FGD4	FGD6	KATNA1	FLNA	RICTOR	FLNB	PCNT	WASF1	WASF2	CLASP1	ARFGEF1	DYNC1H1	FARP1	PCGF5	MID1IP1	RANBP9	MYO9B	CDC42BPA	LRPPRC	MYO1E	CENPE	MARCKS	CENPF	APC	PRC1	ALMS1	TAOK2	RAB3GAP1	HEL2	TRIO	HEL114	SMC3	SMC4	UXT	PREX1	PPP4R2	OPHN1	CDC27	NUSAP1	CEP250	NEK2	KNTC1	FBXO5	KIFAP3	SYNPO	CDK5RAP2	HEL-S-61	RALBP1	KNTC2	MAP1S	CEP131	CSNK1D	TSC1	ACTN4	MID1	TUBA4A	CD2AP	BCR	CLIP2	TIAM1	BIN1	KIF20B	EZR	ARL8A	LLGL1	NOTCH2	PIF1	CPAP	PXN	
HALLMARK_EPITHELIAL_MESENCHYMAL_TRANSITION%MSIGDBHALLMARK%HALLMARK_EPITHELIAL_MESENCHYMAL_TRANSITION	HALLMARK_EPITHELIAL_MESENCHYMAL_TRANSITION	NT5E	ABI3BP	GPC1	SPP1	SPOCK1	CD59	SLIT3	SLIT2	MSX1	PDLIM4	CAP2	CTHRC1	PRRX1	VEGFC	VEGFA	MFAP5	COL3A1	FAP	MGP	PMP22	PTX3	CRLF1	SNTB1	DST	FLNA	JUN	TGFB1	GADD45A	FUCA1	OXTR	COL16A1	SPARC	SERPINE2	WIPF1	COL12A1	TNC	HEL113	PLOD3	SDC1	PLOD2	PLOD1	HEL-S-273	ENO2	FGF2	LOXL1	CTGF	LOXL2	MYLK	COMP	CDH6	RGS4	DKFZp686P11128	GJA1	CDH2	BASP1	DPYSL3	PRSS2	POSTN	IGFBP4	APLP1	IGFBP2	TPM1	P3H1	PCOLCE	HEL-S-66	DKK1	GEM	SFRP4	SFRP1	LOX	COL4A2	COL4A1	ADAM12	COL8A2	PPIB	MXRA5	SCG2	PFN2	FBN2	COPA	NNMT	SDC4	NTM	HTRA1	TNFRSF11B	THY1	FBLN2	NID2	FBLN5	CALD1	QSCN6	VCAM1	CADM1	MAGEE1	GADD45B	BDNF	TFPI2	FZD8	INHBA	COL1A1	IL6	BMP1	COL1A2	CXCL12	SLC6A8	COL5A3	ID2	COL5A2	CALU	SNAI2	TGFBI	FERMT2	FBN1	ITGB1	CXCL6	CXCL8	ECM2	ITGB5	MCM7	ITGB3	TNFAIP3	FAS	LAMC2	CXCL1	LAMC1	AREG	CYR61	GLIPR1	SGCD	SGCB	TIMP3	ITGAV	HEL-S-108	TIMP1	COLGALT1	EDIL3	SGCG	TNFRSF12A	IL15	ITGA2	MMP2	MMP3	PLAUR	GPX7	EMP3	DCN	RHOB	ACTA2	GREM1	TGFBR3	VCAN	MMP14	CDH11	TMEPAI	GAS1	MATN3	CD44	FOXC2	PCOLCE2	LAMA1	LAMA3	THBS2	NOTCH2	THBS1	FSTL1	PTHLH	FSTL3	
HALLMARK_PI3K_AKT_MTOR_SIGNALING%MSIGDBHALLMARK%HALLMARK_PI3K_AKT_MTOR_SIGNALING	HALLMARK_PI3K_AKT_MTOR_SIGNALING	CDKN1A	CDC2	ATF1	HEL-S-71	GSK3B	HRAS	ARF1	CDKN1B	CLTC	UBE2D3	PRKAG1	PTEN	SLA	ECSIT	HEL-S-125m	GNGT1	RPTOR	RPS6KA3	TBK1	PPP2R1B	RPS6KA1	HEL-S-1	RAC1	MAP3K7	AP2M1	VAV3	MAP2K3	NCK1	ACTR3	ACTR2	PLA2G12A	DUSP3	PRKCB	TSC2	TRAF2	FGF7B	IRAK4	NGF	TNFRSF1A	LCK	AKT1S1	CSNK2B	PLCB1	PFN1	RAF1	SQSTM1	PRKAA2	RALB	CAB39	MAPKAP1	ITPR2	CXCR4	DDIT3	PIK3R3	DAPP1	NOD1	FGF6B	IL2RG	TRIB3	HEL-S-99n	EGFR	ACACA	HEL-S-15	GNA14	MAPK9	MAPK8	ADRBK1	MAPK1	RIPK1	PLCG1	EIF4E	FGF22	MAP2K6	HEL-S-47e	PAK4	SMAD2	STAT2	PTPN11	MAPK10	IL4	PIKFYVE	RIT1	TNFSF6	ARPC3	CDK4	CAMK4	SFN	CDK2	PIN1	GRB2	MYD88	NFKBIB	TIAM1	
HALLMARK_GLYCOLYSIS%MSIGDBHALLMARK%HALLMARK_GLYCOLYSIS	HALLMARK_GLYCOLYSIS	NT5E	PSMC4	CTH	GPC1	AGRN	POLR3K	PFKP	VEGFA	CDC2	CXCR4	DDIT4	EGFR	AURKA	TGFA	ERO1A	HEL-S-278	CHPF	HEL-S-75	ZNF292	XYLT2	ENO1	HS6ST2	HEL-S-89n	DPYSL4	CAPN5	NDST3	PDK3	SOX9	SLC16A3	IL13RA1	RARS1	HEL-S-304	GLCE	COG2	SDHC	ALG1	MIF	SDC1	PLOD2	PHKA2	PLOD1	SAP30	TPST1	ENO2	CLDN3	CLDN9	RRAGD	PKP2	KDELR3	RBCK1	KIF20A	FKBP4	ALDH7A1	DSC2	GNE	COPB2	PFKFB1	PAXIP1	ABCB6	GPR87	SDC2	SDC3	STC1	AK3	AK4	TXN	HMMR	ARPP19	CACNA1H	FUT8	CHST12	STC2	RAA1	NDUFV3	ANKZF1	LHPP	HOMER1	HEL-S-165mP	ECD	GFPT1	GOT2	SRD5A3	HEL-S-133P	B3GALT6	EXT1	ISG20	EXT2	EFNA3	GCLC	P4HA1	NASP	ARTN	QSCN6	P4HA2	HEL20	GALK2	LHX9	PYGB	B4GALT1	HEL-S-32	CITED2	HEL-S-30	PYGL	VLDLR	HK2	HS2ST1	HEL-S-69p	GMPPB	GYS2	GYS1	NANP	CASP6	ME1	TGFBI	PGM2	ME2	SLC37A4	GUSB	MIOX	CHST6	CHPF2	PGAM1	PGAM2	HEL-S-68p	HEL-S-26	HEL-S-19	HAX1	MED24	ELF3	ADORA2B	B3GNT3	TFF3	DEPDC1	CHST1	SLC25A10	ANGPTL4	ALDOB	CHST4	LCT	DLD	MET	B4GALT4	FBP2	SLC25A13	ALDH9A1	HEL-S-87p	IDUA	RPE	DCN	GLRX	NOL3	CENPA	CLN6	MXI1	VCAN	GPC3	GPC4	EGLN3	SLC35A3	B3GAT3	MDH2	CD44	BIK	AGL	TPBG	B3GAT1	SPAG4	HEL-S-44	MERTK	HEL-S-49	GNPDA1	PC	
HALLMARK_WNT_BETA_CATENIN_SIGNALING%MSIGDBHALLMARK%HALLMARK_WNT_BETA_CATENIN_SIGNALING	HALLMARK_WNT_BETA_CATENIN_SIGNALING	HDAC5	HDAC2	MAML1	HDAC11	LEF1	PSEN2	RBPJ	NR1C2	NKD1	GNAI1	FRAT1	MYC	HEY2	DVL2	NOTCH1	SKP2	WNT1	FZD1	WNT5B	PTCH1	AXIN1	AXIN2	CSNK1E	DKK4	DKK1	NCOR2	ADAM17	KAT2A	NUMB	CTNNB1	JAG2	CCND2	FZD8	
HALLMARK_SPERMATOGENESIS%MSIGDBHALLMARK%HALLMARK_SPERMATOGENESIS	HALLMARK_SPERMATOGENESIS	CCNB2	CDC2	CLPB	CHRM4	GFI1	ACRBP	CCT6B	TEKT2	PAPOLB	IL13RA2	AGFG1	TLE4	PRM2	CSNK2A2	PIAS2	ZPBP	ADAM2	ZC2HC1C	MTNR1A	SCG5	VDAC3	SCG3	HOXB1	STAM2	TSSK2	CFTR	DPEP3	DDX4	ALOX15	ART3	OAZ3	FLJ13057	PGS1	PCSK1N	NPHP1	IP6K1	ZC3H14	RPL39L	GSTM3	PDHA2	ODF1	BRAF	HSPA2	SNAP91	H1-6	TUBA2	RAD17	PSMG1	NF2	CNIH2	SPMAP2	EZH2	SYCP1	MAST2	HEL-S-34	IDE	COIL	TTK	SHE	HSPA4L	HEL162	AURKA	GRM8	GSG1	TOPBP1	NEFH	HBZ	PACRG	RFC4	NPY5R	DCC	PARP2	ELOVL3	SIRT1	CAMK4	MLF1	TSN	ARL4A	DBF4	MEP1B	DMC1	HEL-S-278	ACRV1	TULP2	CST8	AKAP4	ZNRF4	PHKG2	TNNI3	JAM3	CLVS1	SLC12A2	DMRT1	GAD1	NAA11	SEPTIN4	HTR5A	CHFR	MTOR	POMC	TNP2	LPIN1	TNP1	CDKN3	ACKR5	NEK2	
HALLMARK_APOPTOSIS%MSIGDBHALLMARK%HALLMARK_APOPTOSIS	HALLMARK_APOPTOSIS	CTH	RHOT2	BCL2L11	LEF1	PSEN2	CDKN1B	TOP2A	CTNNB1	APP	SPTAN1	CCND2	FDXR	F2R	SQSTM1	TAP1	DDIT3	TXNIP	ATF3	ROCK1	RETSAT	NEDD9	NEFH	TNFSF6	HMOX1	CDK2	JUN	GADD45A	BMP2	IFITM3	PRF1	PLAT	ENO2	CLU	TNF	CCND1	TNFSF10	BTG2	BNIP3L	CDKN1A	HGF	CDC25B	EREG	FEZ1	MADD	DAP3	DIABLO	PSEN1	BCL10	EBP	PPP3R1	BCL2L10	ANKH	PMAIP1	BMF	CD14	IGFBP6	MCL1	CREBBP	GSTM1	H1-0	IGF2R	CYLD	DAP	PPT1	BCL2L2	BCL2L1	BTG3	HMGB2	BRCA1	IL1A	CASP9	CASP8	CASP3	CASP4	CASP2	ISG20	PBR	HEL-S-102	DFFA	GPX1	ANXA1	GPX4	GPX3	IFNGR1	IL18	PPP2R5B	EMP1	GADD45B	AVPR1A	F2	DNAJC3	HEL-75	IRF1	IL1B	IL6	DPYD	RARA	ETF1	PLCB2	BIRC3	RNASEL	GUCY2D	SATB1	CASP6	SLC20A1	PLPPR4	RELA	ADD1	GNA15	PAK1	ERBB3	ERBB2	LMNA	SC5D	BCAP31	IFNB1	BAX	MGMT	FAS	CD2	WEE1	KRT18	CD69	TIMP3	TIMP1	TNFRSF12A	MMP2	DCN	RHOB	TGFBR3	CD44	BIK	HEL-S-44	
HALLMARK_COMPLEMENT%MSIGDBHALLMARK%HALLMARK_COMPLEMENT	HALLMARK_COMPLEMENT	MAFF	GNB4	CALM1	CPM	SERPINA1	DYRK2	CD59	ITGAM	CPQ	DOCK9	PLEK	PCSK9	CTSS	CTSO	AKAP10	GNGT2	PCLO	CASP5	CASP10	CTSL	KYNU	CTSH	KLNA1	OLR1	CD36	HEL-S-7	CTSC	DUSP5	CR2	SERPINB2	CR1	DOCK4	FCER1G	GP1BA	APOA4	SIRT6	F3	ADRA2B	F5	MMP12	HEL-S-130P	HEL-76	F7	F8	PLSCR1	PIK3CA	MMP15	IRF2	IRF7	LCP2	CD46	L3MBTL4	C1QA	USP14	CEBPB	SCG3	USP15	USP16	C1S	C1R	SERPINC1	TMPRSS6	LCK	SRC	WAS	GNAI3	PLG	PFN1	PRCP	RAF1	RNF4	PPM2C	GNG2	SPOCK2	CCL5	FYN	SH2B3	CD55	F10	GCA	HEL-S-62p	KCNIP3	GZMA	ATOX1	ARHG	GZMK	CD40LG	XPNPEP1	APOC1	KLKB1	C1QC	MSRB1	GRB2	HEL-S-89n	PLAT	CLU	PSEN1	COL4A2	RAA1	CASP9	CASP3	CASP4	F2	TFPI2	IRF1	IL6	ME1	TNFAIP3	CXCL1	CDK5R1	DGKG	FCN1	CDA	GMFB	C4BPB	LIPA	NR2A1	DOCK10	TIMP1	LAMP2	PIM1	ACTN2	HPCAL4	GPD2	FDX1	ADAM9	SERPING1	LAP3	PLAUR	S100A9	CFH	GATA3	PLA2G7	PIK3R5	C2	DPP4	VCPIP1	PPP4C	MMP14	C9	S100A13	S100A12	RCE1	STX4A	LYN	APOBEC3F	APOBEC3G	BRPF3	CP	MT3	EHD1	GP9	GNB2	
HALLMARK_E2F_TARGETS%MSIGDBHALLMARK%HALLMARK_E2F_TARGETS	HALLMARK_E2F_TARGETS	CCNB2	PLK1	MYC	CDC2	CDKN1B	TOP2A	BRCA2	CCP110	DLGAP5	RFC1	SMC1A	ESPL1	BIRC5	EZH2	DCLRE1B	JPT1	NUP107	POP7	TFRC	AURKA	DSCC1	BUB1B	SMC6	MKI67	CDC20	PNN	PTTG1	WDR90	CHEK2	CHEK1	NBN	CDK4	LIG1	HUS1	ILF3	DDX39A	MSH2	CCNE1	MTHFD2	ZW10	TIMELESS	ASF1A	ASF1B	SNRPB	SLBP	CENPE	NUP205	RNASEH2A	CDCA3	PRKDC	SHMT1	AK2	CDCA8	NOLC1	PDS5B	RAD51AP1	ORC6	UBR7	RAD21	ORC2	LYAR	BARD1	CDKN3	PLK4	HEL25	HMGA1	NUP153	PA2G4	EIF2S1	PAICS	PAN2	POLA2	CDKN1A	STAG1	CDC25B	KIF18B	UBE2S	UBE2T	ANP32E	HNRNPD	MXD3	H2AX	HEL-S-97n	SUV39H1	HMGB3	PSIP1	CTCF	CKS1B	CROP	ING3	HMMR	MYBL2	TK1	LBR	POLE	TCF19	HELLS	RFC3	RFC2	EED	TUBB	CTPS1	TUBG1	HMGB2	CIT	BRCA1	MMS22L	CKS2	MCM3	RAD51C	MCM5	NAA38	MCM6	DCTPP1	MCM2	PRIM2	AURKB	PCNA	UNG	NASP	POLD3	PSMC3IP	TRA2B	EXOSC8	POLD2	PPP1R8	USP1	PMS2	PPM1D	RBBP7	E2F8	GINS1	H2AZ1	NOP56	RANBP1	DUT	CDKN2C	RRM2	SPAG5	GINS3	ATAD2	GINS4	DONSON	CDKN2A	RPA1	MRE11A	SSRP1	DEK	POLE4	NUDT21	RAD50	PHF5A	MCM7	RPA3	BRMS1L	RQCD1	TACC3	WEE1	CENPM	RAD1	TRIP13	RAN	SPC24	SMC3	MAD2L1	SMC4	DEPDC1	SPC25	
HALLMARK_G2M_CHECKPOINT%MSIGDBHALLMARK%HALLMARK_G2M_CHECKPOINT	HALLMARK_G2M_CHECKPOINT	HCTP4	TNPO2	CCNB2	SS18	RBM14	HEL-S-72p	HEL164	H2BC12	CCNA2	SLC7A5	SFPQ	RBL1	TFDP1	DTYMK	DKFZp666G145	SLC7A1	PLK1	HIRA	PURA	MYC	WRN	CDC45	NSD2	E2F2	CDC2	DMD	E2F3	E2F4	SRSF10	GINS2	CASP8AP2	H2AZ2	CDKN1B	POLS	EGF	TOP2A	MAPK14	PML	NUMA1	CUL4A	KIF11	MEIS1	pk	BRCA2	KIF15	KIF23	SMC1A	ESPL1	INCENP	BIRC5	PAFAH1B1	EZH2	JPT1	TTK	AURKA	MKI67	CDC20	KATNA1	PTTG1	CHEK1	CDK4	HUS1	ILF3	DDX39A	DBF4	TGFB1	CENPE	MARCKS	CENPF	SLC12A2	PRC1	NOLC1	PDS5B	ORC6	RAD21	BARD1	CDKN3	PLK4	SAP30	HMGA1	CCND1	POLA2	STAG1	CDC25B	UBE2S	HNRNPD	H2AX	SUV39H1	HMGB3	CTCF	CKS1B	HMMR	MYBL2	LBR	POLE	CKS2	MCM3	MCM5	MCM6	MCM2	PRIM2	AURKB	NASP	TRA2B	H2AZ1	CDKN2C	TACC3	MAD2L1	SMC4	ARID4A	SMC2	MT2A	RPS6KA5	SNRPD1	CDC27	NUSAP1	HMGN2	TLE3	NEK2	SLC38A1	SMARCC1	FBXO5	PRP4K	KNL1	TRAIP	DKC1	HEL-S-61	EWSR1	NCL	KNTC2	NUP98	ATF5	CUL5	CENPA	YTHDC1	TROAP	EFNA5	HIF1A	STIL	UBE2C	CBX1	FANCC	CDC6	FOXN3	KIF20B	SQLE	UCK2	MNAT1	SETD8	NOTCH2	AMD1	HOXC10	CHAF1A	CHMP1A	
HALLMARK_FATTY_ACID_METABOLISM%MSIGDBHALLMARK%HALLMARK_FATTY_ACID_METABOLISM	HALLMARK_FATTY_ACID_METABOLISM	CD36	ACSM3	ECI2	AQP7	CPOX	UBE2L6	HEL-76	ENO3	IL4I1	TDO2	HEL-S-53e	UROD	MLYCD	PIG59	ACOT8	CPT1A	GABARAPL1	MIX23	ACSL1	ACSL5	SDHD	SDHA	ALDH3A2	ALDH3A1	GPD1	SMS	SUCLG2	SUCLG1	GCDH	IDI1	SLC22A5	MAOA	CD1D	ADH7	ADIPOR2	ACAT2	NTHL1	RDH11	HAO2	DECR1	PDHA1	NCAPH2	UROS	CIDEA	DHCR24	HEL-S-128m	VNN1	OSTC	FASN	CYP1A1	SERINC1	ACO2	REEP6	RETSAT	ACADVL	CYP4A22	HCCS	NR1C1	PTPRG	MCEE	ACADL	CPT2	CA4	IDH3B	HEL-S-107	ACADM	ACADS	ADSL	HSDL2	NBN	HMGCS1	ELOVL5	CYP4A11	FACL4	HEL-S-25	S100A10	INMT	HADHB	UGDH	HEL-S-278	ACOX1	EHHADH	MGLL	FH	ECHS1	ADH1C	HPGD	ETFDH	HSD17B4	EPHX1	LTC4S	HSD17B11	HSD17B7	BPHL	HSD17B10	PTS	CRYZ	HMGCL	TP53INP2	D2HGDH	SDHC	PCBD1	ACSS1	MIF	AADAT	G0S2	GAD2	FABP1	ENO2	GSTZ1	FABP2	SUCLA2	APEX1	CRAT	METAP1	HEL-S-133P	HEL-S-32	H2AZ1	ME1	HEL-S-26	DLD	GPD2	ALDH9A1	HEL-S-87p	MDH2	SETD8	
HALLMARK_TNFA_SIGNALING_VIA_NFKB%MSIGDBHALLMARK%HALLMARK_TNFA_SIGNALING_VIA_NFKB	HALLMARK_TNFA_SIGNALING_VIA_NFKB	MAFF	PLEK	VEGFA	MYC	KYNU	PTX3	OLR1	DUSP5	SERPINB2	F3	RNF19B	MAP2K3	CEBPB	IER5	TNLG5A	SQSTM1	TAP1	CCL5	NINJ1	ATF3	JUN	GADD45A	MARCKS	PLK2	LIF	PTPRE	BMP2	TNC	G0S2	MXD1	TNF	CCND1	BTG2	CDKN1A	CD83	BTG1	CSF2	CSF1	CD80	ETS2	IFIT2	ZFP36	ZC3H12A	CCRL2	NAMPT	SLC16A6	IL12B	MAP3K8	DENND5A	PHLDA2	CCNL1	PHLDA1	JUNB	MCL1	ICOSLG	GEM	IER2	IL15RA	SPHK1	IL23A	SIK1	PLPP3	TRIB1	IL6ST	FOS	BHLHB2	FUT4	BTG3	SOCS3	SNN	IL1A	MSC	ABCA1	EGR1	SDC4	EGR2	TIPARP	TNFRSF9	HBEGF	NFKB1	PPP1R15A	NFKB2	FOSL2	NFKBIA	EFNA1	FOSL1	RCAN1	YRDC	IL18	CXCL11	NR4A3	GADD45B	BCL6	GPR183	B4GALT1	REL	NFKBIE	INHBA	IL7R	IRF1	NFE2L2	IL1B	DRAM1	IL6	RIGI	TNFAIP6	TNFAIP2	SLC2A3	CXCL3	BIRC3	LITAF	ID2	SLC2A6	CXCL2	PANX1	IFIH1	PDE4B	RELA	KLF10	TGIF1	DUSP4	CXCL6	KDM6B	KLF4	EDN1	DUSP2	RIPK2	IFNGR2	TRAF1	TNFAIP3	SERPINB8	TUBB2A	CXCL1	SGK1	FJX1	AREG	BIRC2	CD69	CYR61	B4GALT5	PTGER4	NFAT5	BCL2A1	CEBPD	PTGS2	TANK	SUI1	RELB	NFIL3	DNAJB4	CCL4	CCL2	HES1	LDLR	LAMB3	PLAUR	CCL20	ATP2B1	KLF2	PNRC1	RHOB	PER1	SPSB1	KLF6	TNIP2	CLCF1	KLF9	TRIP10	TMEPAI	ACKR3	F2RL1	FOSB	CD44	EHD1	
HALLMARK_HEDGEHOG_SIGNALING%MSIGDBHALLMARK%HALLMARK_HEDGEHOG_SIGNALING	HALLMARK_HEDGEHOG_SIGNALING	SLIT1	NRCAM	NKX6-1	L1CAM	CDK6	MYH9	VEGFA	ETS2	HEY2	NF1	CDK5R1	PTCH1	PML	OPHN1	TLE3	SCG2	THY1	ACHE	CNTFR	NRP1	NRP2	RTN1	LDB1	CRMP1	PLG	CELSR1	AMOT	VLDLR	SHH	
HALLMARK_CHOLESTEROL_HOMEOSTASIS%MSIGDBHALLMARK%HALLMARK_CHOLESTEROL_HOMEOSTASIS	HALLMARK_CHOLESTEROL_HOMEOSTASIS	ERRFI1	GLDC	CLU	TMEM97	ANTXR2	ACTG1	CXCL16	TM7SF2	FADS2	FBXO6	HEL-S-4	GNAI1	STARD4	PCYT2	GPX8	SREBF2	ETHE1	PPARG	EBP	STX5A	MVD	ACSS2	HEL-S-7	MVK	SEMA3B	LPL	HMGCR	ATXN2	PMVK	TP53INP1	MAL2	FDFT1	CTNNB1	NIBAN1	FDPS	ABCA2	GSTM2	CHKA	HEL-S-43	CYP51A1	FABP5	PLSCR1	SCD	CD9	DHCR7	CPEB2	AVPR1A	IDI1	ACAT2	GUSB	TRIB3	ATF3	SC5D	FASN	NFIL3	TNFRSF12A	HMGCS1	LDLR	PLAUR	PNRC1	ATF5	PDK3	HSD17B7	SQLE	
HALLMARK_INFLAMMATORY_RESPONSE%MSIGDBHALLMARK%HALLMARK_INFLAMMATORY_RESPONSE	HALLMARK_INFLAMMATORY_RESPONSE	SLC7A1	MYC	OLR1	GP1BA	F3	CD82	KIF1B	NPFFR2	IRF7	CSF3	LCP2	IFITM1	CSF3R	AQP9	ICAM4	AHR	SLC4A4	IL18RAP	RGS1	LAMP3	CLEC5A	C3AR1	PROK2	LCK	ROS1	TNLG5A	SCN1B	GNAI3	CMKLR1	IL1R1	SLC11A2	RAF1	CYBB	IFNAR1	LY6E	CALCRL	CCL5	EBI3	C5AR1	FPR1	CD55	LPAR1	SLC1A2	MEFV	HRH1	IRAK2	NLRP3	NDP	ARHG	MSR1	FZD5	EIF2AK2	NMI	SELE	BST2	MARCO	SELL	NMUR1	SELS	RTP4	CD40	CXCL9	ATP2A2	ADM	CX3CL1	GPR132	STAB1	BDKRB1	ITGB8	CCR7	FFAR2	IL10	PTGIR	TNLG1B	TACR3	TACR1	TNFRSF1B	OSMR	TAPBP	TLR1	RNF144B	HEL-S-75	MEP1A	LTA	CD48	TLR3	PTGER2	KCNA3	CXCR6	NOD2	SGMS2	LIF	SRI	ATP2C1	SLC7A2	CCL7	PTPRE	P2RY2	PDPN	HAS2	CCL17	KCNJ2	CCL24	GABBR1	CCL22	MXD1	SEMA4D	SLC31A2	SLC31A1	PCDH7	IL10RA	ADRM1	TNFSF10	BTG2	OSM	CDKN1A	OPRK1	ACVR2A	P2RX7	CSF1	EREG	P2RX4	AXL	IL2RB	TNLG8A	VIP	PSEN1	IL18R1	CCRL2	NAMPT	IL12B	CD14	ICOSLG	IL15RA	SPHK1	IL1A	ABCA1	TNFRSF9	HBEGF	NFKB1	NFKBIA	RGS16	IL18	CXCL11	ACVR1B	GPR183	INHBA	IL7R	IRF1	IL1B	IL6	TNFAIP6	PDE4B	RELA	GNA15	CXCL6	CXCL8	EDN1	RIPK2	IFNGR2	ITGB3	CD69	ADORA2B	PTGER4	TIMP1	MET	IL15	CCL2	LDLR	PLAUR	CCL20	ATP2B1	EMP3	PIK3R5	KLF6	GPC3	HIF1A	MMP14	LYN	TPBG	
HALLMARK_TGF_BETA_SIGNALING%MSIGDBHALLMARK%HALLMARK_TGF_BETA_SIGNALING	HALLMARK_TGF_BETA_SIGNALING	ID2	SLC20A1	KLF10	TGIF1	SPTBN1	IFNGR2	CDKN1C	BMPR2	HDAC1	FURIN	ARID4B	LTBP2	FNTA	SKIL	LEFTY2	JUNB	ACVR1	NCOR2	UBE2D3	SMAD1	WWTR1	SMURF2	SMURF1	CTNNB1	NOG	SMAD6	TGFBR1	HIPK2	TJP1	CDK9	FKBP1A	SKI	RAB31	ARHA	MAP3K7	ID1	ID3	BMPR1A	ENG	PPP1R15A	TGFB1	TMEPAI	APC	THBS1	BMP2	
HALLMARK_INTERFERON_GAMMA_RESPONSE%MSIGDBHALLMARK%HALLMARK_INTERFERON_GAMMA_RESPONSE	HALLMARK_INTERFERON_GAMMA_RESPONSE	HLA-DMA	SLC25A28	PSMB2	STAT4	FCGR1A	PFKP	GBP4	PTPN1	CD74	STAT1	MX2	P2RY14	STAT3	MX1	LYSMD2	PSMB8	ZNFX1	PTPN6	PML	UBE2L6	PLSCR1	IRF2	IFI30	IRF7	LCP2	C1S	C1R	CMKLR1	TRAFD1	TAP1	LY6E	CCL5	FPR1	NOD1	TXNIP	GZMA	RAPGEF6	EIF2AK2	NMI	BST2	RIPK1	RTP4	CD40	CXCL9	STAT2	SOCS1	ARL4A	MYD88	MTHFD2	TAPBP	SRI	CCL7	IFITM3	IL10RA	TNFSF10	RBCK1	CDKN1A	BTG1	IL2RB	IFIT2	NAMPT	IL15RA	SOCS3	VAMP8	CASP8	CASP3	CASP4	ISG20	SAMD9L	NFKB1	IFITM2	SPPL2A	IFI35	NFKBIA	IFIT1	IFI44L	IFIT3	PNP	VCAM1	DHX58	CXCL11	EPSTI1	TRIM25	CMTR1	B2M	TRIM21	HERC6	IRF1	ZBP1	IFNAR2	IL6	RIGI	RSAD2	TNFAIP6	SP110	TNFAIP2	HLA-B	ARID5B	HLA-A	HLA-G	NUP93	IFI27	PSME2	IFIH1	CMPK2	PDE4B	TRIM14	IDO1	CSF2RB	HELZ2	KLRK1	RNF213	ST8SIA4	RIPK2	ISOC1	SLAMF7	ST3GAL5	TNFAIP3	FAS	HLA-DQA1	PNPT1	AUTS2	IFI44	CD69	ISG15	TDRD7	PARP14	TOR1B	MHC2TA	PARP12	PTGS2	MT2A	SELP	IL7	SSPN	PIM1	XAF1	GPR18	HLA-DRB1	LGALS3BP	IL15	CCL2	OGFR	EIF4E3	SERPING1	SECTM1	LAP3	ADAR	OASL	CFH	IL18BP	ITGB7	BATF2	ApoL6	TMT1B	LATS2	BANK1	HIF1A	OAS2	PSMA2	IRF4	OAS3	PELI1	XCL1	IRF8	VAMP5	IRF9	RNF31	MARCHF1	MVP	FGL2	USP18	PSMB10	
HALLMARK_UV_RESPONSE_DN%MSIGDBHALLMARK%HALLMARK_UV_RESPONSE_DN	HALLMARK_UV_RESPONSE_DN	CAP2	SLC7A1	MYC	COL3A1	IRS1	PRDM2	NR3C1	PMP22	IGF1R	PPARG	ZMIZ1	AKT3	CDON	IGFBP5	SFMBT1	PRKCE	DYRK1A	CDKN1B	POLS	PRKCA	RUNX1	MAPK14	INPP4B	MAP1B	PTEN	SCN8A	AMPH	MT1E	F3	PTGFR	INSIG1	CACNA1A	KALRN	LTBP1	ATXN1	GRK5	MAP2K5	DMAC2L	FZD2	RBPMS	NR1D2	PHF3	SLC67A1	CELF2	SCHIP1	FHL2	PIK3CD	PTPRM	PTPN21	SYNE1	NIPBL	DBP	SIPA1L1	ABCC1	WDR37	MIOS	ANXA2	ANXA4	VAV2	TGFBR2	ARHGEF9	RASA2	PLCB4	MMP16	FYN	KCNMA1	KIT	LPAR1	PIK3R3	GCNT1	MRPS31	TFPI	ADD3	SPOP	APBB2	ATP2B4	PEX14	FAM179B	NFIB	AGGF1	ADGRL2	MGLL	CDC42BPA	SRI	ATP2C1	HAS2	ACVR2A	RGS4	GJA1	SDC2	PLPP3	BHLHB2	TJP1	ID1	BMPR1A	NFKB1	FBLN5	BDNF	CITED2	COL1A1	VLDLR	RXRA	COL1A2	COL5A2	SNAI2	ERBB2	ITGB3	MGMT	LAMC1	CYR61	ADORA2B	MET	LDLR	ATP2B1	YTHDC1	TGFBR3	NRP1	NOTCH2	
HALLMARK_IL6_JAK_STAT3_SIGNALING%MSIGDBHALLMARK%HALLMARK_IL6_JAK_STAT3_SIGNALING	HALLMARK_IL6_JAK_STAT3_SIGNALING	PTPN1	TNF	STAT1	STAT3	CSF2	CSF1	IL18R1	MAP3K8	CD36	CD14	IL15RA	IL6ST	SOCS3	CD9	CSF3R	IFNGR1	STAM2	CXCL11	TNFRSF1A	ACVR1B	IRF1	IL1R1	IL1B	IL6	IFNAR1	CXCL3	EBI3	BAK1	IL2RG	CSF2RB	IFNGR2	ITGB3	ACVRL1	FAS	CXCL13	CXCL1	LEPR	HAX1	ITGA4	IL1R2	DNTT	TYK2	CXCL9	IL17RB	IL17RA	IL3RA	STAT2	LTB	PTPN11	TNFRSF21	IL9R	IL7	CBL	PIM1	CSF2RA	SOCS1	PDGFC	TNFRSF12A	IL12RB1	A2M	HMOX1	CCR1	IL10RB	PLA2G2A	INHBE	GRB2	TNFRSF1B	IL2RA	MYD88	OSMR	LTBR	CRLF2	PF4	PIK3R5	JUN	TGFB1	CD44	CNTFR	IRF9	IL13RA1	CCL7	
HALLMARK_DNA_REPAIR%MSIGDBHALLMARK%HALLMARK_DNA_REPAIR	HALLMARK_DNA_REPAIR	SAC3D1	POM121	AK1	XPC	RFC4	LIG1	ARL6IP1	MPG	GTF2B	CLP1	MPC2	HEL74	GTF2F1	RBX1	BCAM	HPRT1	GC20	SRSF6	VPS28	CCNO	TSG101	NPR2	CSTF3	COX17	SUPT4H1	AAAS	BOLA2B	SDCBP	DGUOK	ZNF707	SURF1	ADA	POLR3GL	ALYREF	UPF3B	ADRM1	SUPT5H	ZWINT	POLA2	POLA1	AGO4	STX3A	RNP24	FEN1	ELL	CETN2	SNAPC5	SEC61A1	MRPL40	ZNRD1	GUK1	SNAPC4	REV3L	AK3	DKFZp781O1323	DGCR8	ELOA	NELFB	POLL	NELFCD	NCBP2	NME3	VPS37D	RFC3	NME4	RFC2	EDF1	VPS37B	APRT	NT5C3A	DDB2	DDB1	RRM2B	NFX1	POLR1C	POLR1D	HCLS1	UMPS	RALA	CANT1	GTF3C5	RNMT	PRIM1	PCNA	USP11	GPX4	DCTN4	POLD3	GMPR2	TAF9	PNP	TYMS	ADCY6	POLD4	POLR2A	POLR2C	POLR2D	POLR2F	POLR2G	POLR2H	POLR2I	POLR2J	RAE1	DUT	POLR2K	BRF2	TAF12	PDE6G	TAF13	TAF10	GTF2H3	CMPK2	PDE4B	GTF2H5	TARBP2	SSRP1	RAD52	RAD51	POLE4	POLR3C	NUDT21	IMPDH2	ERCC1	ERCC2	BCAP31	RPA3	TAF6	DFNA5	ERCC5	CDA	
HALLMARK_ADIPOGENESIS%MSIGDBHALLMARK%HALLMARK_ADIPOGENESIS	HALLMARK_ADIPOGENESIS	EPHX2	CHCHD10	RMDN3	COQ9	DNAJC15	COQ5	CS	COQ3	UCK1	REEP5	UQCRQ	NMT1	NABP1	PEMT	SLC25A1	COX7B	ORM1	RNF11	SOWAHC	HSPB8	ETFB	PPARG	GPHN	AIFM1	ALDH2	CD36	NKIRAS1	DBT	LPL	DLAT	YWHAG	ADIG	COX8A	JAGN1	CHUK	ELMOD3	ELOVL6	MRAP	PPM1B	NDUFS3	ITGA7	CD302	PPP1R15B	NDUFB7	SLC66A3	LAMA4	DHCR7	PTGER3	UQCR11	RETN	UQCR10	AGPAT3	SAMM50	DDT	GPAT4	UCP2	UBQLN1	DNAJB9	SNCG	DRAM2	MAP4K3	PTCD3	ANGPT1	SUCLG1	CAVIN1	NDUFA5	CAVIN2	RIOK3	SQOR	VEGFB	CYP4B1	ADIPOR2	IMMT	DHRS7	PFKL	FABP4	GPAM	DECR1	CCNG2	LEP	HEL-S-62p	LPCAT3	NDUFAB1	CIDEA	ATP5PO	ESYT1	PEX14	ACO2	REEP6	RETSAT	ACADL	CPT2	ACADM	ACADS	ARL4A	ACOX1	MGLL	ECHS1	GADD45A	LTC4S	AK2	SDHC	CRAT	MYLK	COL4A1	ABCA1	GPX4	GPX3	IFNGR1	ADCY6	BCL6	TOB1	CDKN2C	STOM	ME1	SCARB1	HEL-S-26	MTCH2	SLC27A1	ARAF	GHITM	COX6A1	LIPE	ENPP2	PIM3	PHYH	DGAT1	SLC25A10	MCCC1	ANGPTL4	TANK	OMD	ATP1B3	SSPN	CMBL	SDHB	DLD	SLC5A6	ACLY	GPD2	POR	ADFP	RAB34	CMPK1	HEL-S-87p	UQCRC1	SPARCL1	PREB	RTN3	CD151	MTARC2	MGST3	ABCB8	BAZ2A	MRPL15	PRDX3	SULT1A1	GRPEL1	MDH2	DHRS7B	UBC	G3BP2	APOE	CYC1	RREB1	HEL-S-44	SLC19A1	ESRRA	FZD4	HEL107	
HALLMARK_ALLOGRAFT_REJECTION%MSIGDBHALLMARK%HALLMARK_ALLOGRAFT_REJECTION	HALLMARK_ALLOGRAFT_REJECTION	HLA-DMA	STAT4	CD74	STAT1	CTSS	PTPN6	HEL-S-71	MAP3K7	IRF7	LCP2	CCND3	NCK1	CCND2	PRKCB	IL18RAP	TRAF2	LCK	WAS	F2R	CD1D	TAP1	CCL5	GCNT1	IL2RG	GZMA	NLRP3	SPI1	EGFR	GPR65	NCF4	CD40LG	UBE2D1	RPL9	IL27RA	RPS19	CXCL13	SIT1	IL12A	HLA-DOA	HLA-DOB	RPL39	TPD52	CD40	CD96	CXCL9	RPS9	KRT1	TAP2	LTB	CARTPT	HLA-E	IL4	STAB1	CD8A	FLNA	AARS1	SOCS1	IGSF6	TNFSF6	CFP	IL12RB1	CD79A	IL10	ELANE	CCR1	SOCS5	FYB1	CRTAM	LY86	IL2RA	IL2	RPL3L	TAPBP	PTPRC	TLR1	PF4	IL9	HLA-DRA	TGFB1	DEGS1	KLRD1	ITK	TLR3	DYRK3	CD3G	CD3E	CD3D	IKBKB	LIF	MRPL3	INHBB	CCR5	CCR2	MBL2	CCL7	RARS1	EIF5A	MAP4K1	SRGN	IL11	IL13	CD8B1	IL16	RPS3A	CCL22	MMP9	PRF1	NCR1	ZAP70	IFNG	TNF	ELF4	CD47	BCAT1	CCL13	CCL11	ACVR2A	MTIF2	CSF1	EREG	HDAC9	CD80	HLA-DMB	CXCR3	IL2RB	CSK	CCL19	GBP2	BCL10	NPM1	NOS2	TRAT1	IL12B	GALNT1	c-fgr	CD7	EIF3J	ABCE1	HEL-S-66	FCGR2B	EIF3D	ICOSLG	EIF3A	BRCA1	HCLS1	THY1	IFNGR1	IL18	F2	B2M	INHBA	IL1B	IFNAR2	IL6	HLA-A	HLA-G	CDKN2A	ST8SIA4	RIPK2	IFNGR2	FAS	HLA-DQA1	CD2	IL7	TIMP1	CCL4	IL15	CCL2	C2	HIF1A	IRF4	ACHE	LYN	IRF8	PSMB10	
HALLMARK_INTERFERON_ALPHA_RESPONSE%MSIGDBHALLMARK%HALLMARK_INTERFERON_ALPHA_RESPONSE	HALLMARK_INTERFERON_ALPHA_RESPONSE	SLC25A28	IFITM3	GBP4	CD74	CD47	MX1	CSF1	PSMB8	IFIT2	GBP2	CCRL2	TMEM140	NUB1	TRIM5	HLA-C	TENT5A	ELF1	OAS1	NCOA7	UBE2L6	CNP	SAMD9	UBA7	PLSCR1	GMPR	CASP8	MVB12A	MOV10	IRF2	IFI30	IRF7	ISG20	IFITM1	SAMD9L	IFITM2	IFI35	IFI44L	IFIT3	C1S	LAMP3	DHX58	CXCL11	EPSTI1	TRIM25	CMTR1	B2M	TRIM21	HERC6	IRF1	RSAD2	TRAFD1	SP110	TAP1	LY6E	PROCR	IFI27	IFIH1	PSME2	CMPK2	TXNIP	TRIM14	HELZ2	RIPK2	EIF2AK2	NMI	BST2	PNPT1	SELL	IFI44	RTP4	ISG15	TDRD7	PARP14	STAT2	PARP12	IL7	LGALS3BP	IL15	OGFR	ADAR	LAP3	OASL	BATF2	IRF9	RNF31	USP18	
HALLMARK_ESTROGEN_RESPONSE_EARLY%MSIGDBHALLMARK%HALLMARK_ESTROGEN_RESPONSE_EARLY	HALLMARK_ESTROGEN_RESPONSE_EARLY	MPPED2	TFF1	FOXC1	SLC24A3	ATL1	TMPRSS3	ASB13	SLC7A5	ADCY1	PAPSS2	THSD4	TMEM164	ABLIM1	MUC1	PDLIM3	OLFML3	LRIG1	MYC	RBBP8	SH3BP5	EEIG1	HSPB8	MICB	IGF1R	CA12	SVIL	KDM4B	NHERF1	ZNF185	SEMA3B	AMFR	KRT13	SNX24	NCOR2	DHRS2	KLK10	DHRS3	TTC39A	FDFT1	KRT19	MLPH	MYBBP1A	CHPT1	RAB17	GLA	FRK	TJP3	ABAT	DHCR7	FHL2	SLC22A5	ADD3	FASN	IL17RB	FLNB	ELOVL5	SFN	SLC19A2	FARP1	INHBB	SLC7A2	P2RY2	CCND1	FKBP4	GJA1	IGFBP4	PMAIP1	STC2	ELF1	IL6ST	FOS	BHLHB2	RAB31	FCMR	WWC1	TIPARP	HR	CANT1	NADSYN1	AQP3	CELSR2	RAPGEFL1	SOX3	DEPTOR	RPS6KA2	MYB	TBC1D30	CCN5	SLC39A6	SYBU	B4GALT1	MREG	CISH	TOB1	NPY1R	KAZN	KCNK15	OVOL2	RARA	SULT2B1	OLFM1	CXCL12	ADCY9	CLDN7	SCNN1A	PPIF	PGR	NBL1	SLC27A2	PTGES	KLF10	FKBP5	SLC26A2	HEL-S-10	KLF4	MINDY1	TPD52L1	ARL3	ABHD2	SLC1A1	ENDOD1	SCARB1	ISG20L2	RHOBTB3	SLC1A4	UGCG	MED24	KRT18	SYNGR1	AREG	ELF3	CALCR	INPP5F	ALDH3B1	TFF3	BAG1	TFAP2C	XBP1	OPN3	SLC37A1	WFS1	SIAH2	ABCA3	GREB1	MED13L	REEP1	HES1	KCNK5b	BCL2	UNC119	RETREG1	RET	LAD1	CLIC3	NXT1	PRSS23	AFF1	CALB2	CYP26B1	ANXA9	MYBL1	MSMB	TGIF2	TIAM1	DYNLT3	CD44	ELOVL2	ITPK1	TPBG	MYOF	PLAAT3	GAB2	NAV2	CELSR1	CBFA2T3	RHOD	ESRP2	
HALLMARK_HYPOXIA%MSIGDBHALLMARK%HALLMARK_HYPOXIA	HALLMARK_HYPOXIA	MAFF	GPC1	PFKP	ERRFI1	RBPJ	SLC25A1	VEGFA	NR3C1	CA12	CDKN1B	PRKCA	MT1E	F3	ENO3	TES	RORA	KIF5A	HEL-S-162eP	IGFBP1	JMJD6	TPST2	BCAN	PPP1R3C	PKP1	LXN	HACL2	FOXO3A	PRDX5	LARGE	LYZG	PCK1	B4GALNT2	PPARGC1A	KLHL24	SRPX	CAVIN1	NCAN	HEXA	HEL-S-134P	ANXA2	PYGM	BRS3	AKAP12	CSRP2	STBD1	ATP7A	PFKL	EDN2	GAA	MYH9	CXCR4	DDIT3	AMPD3	CCNG2	DDIT4	FBP1	CHST3	TMEM45A	S100A4	KDM3A	DGIC	EGFR	HAS1	NOCT	GCNT2	ATF3	VHL	XPNPEP1	MAP3K1	PKLR	CAVIN3	GCK	HS3ST1	KLF7	NAGK	INHA	TPD52	ADM	HMOX1	ERO1A	HEL-S-278	JUN	HEL-S-75	ZNF292	ENO1	HEL-S-89n	DPYSL4	PDK3	MIF	SAP30	ENO2	RRAGD	CTGF	KDELR3	BNIP3L	CDKN1A	BTG1	ZFP36	CDKN1C	SDC2	SDC3	STC1	AK4	LOX	STC2	ANKZF1	FOS	BHLHB2	HEL-S-133P	SDC4	B3GALT6	TIPARP	EXT1	ISG20	PPP1R15A	EFNA3	FOSL2	P4HA1	EFNA1	P4HA2	CCN5	CITED2	IL6	VLDLR	HK2	SULT2B1	SLC2A3	GYS1	CASP6	TGFBI	PGM2	SLC37A4	PGAM2	HEL-S-68p	SCARB1	TNFAIP3	HEL-S-19	CYR61	ADORA2B	MT2A	ANGPTL4	ALDOB	PIM1	SIAH2	NFIL3	ADFP	BCL2	PLAUR	HEL-S-87p	DCN	GLRX	PNRC1	KLF6	MXI1	GPC3	GPC4	ACKR3	TPBG	CP	HEL-S-49	
HALLMARK_UNFOLDED_PROTEIN_RESPONSE%MSIGDBHALLMARK%HALLMARK_UNFOLDED_PROTEIN_RESPONSE	HALLMARK_UNFOLDED_PROTEIN_RESPONSE	SLC7A5	NABP1	VEGFA	HEL-S-125m	IGFBP1	CEBPB	DNAJB9	TSPYL2	DDIT4	HEL-S-99n	ATF3	EIF4E	EIF4A2	EIF4A1	POP4	EIF4A3	RRP9	EDC4	RPS14	TATDN2	KHSRP	BANF1	CHAC1	IMP3	SLC30A5	DDX10	PDIA5	ERN1	NHP2	ATP6V0D1	ERO1A	MTHFD2	TARS1	ATF4	SHC1	BAG3	EIF4EBP1	SSR1	SEC31A	FUS	HEL-S-89n	EDEM1	LSM1	ASNS	EEF2	LSM4	CNOT4	NOLC1	CNOT6	CNOT2	SRPRA	SRPRB	HYOU1	ALDH18A1	IARS	DCP1A	EIF4G1	FKBP14	SERP1	WIPI1	YWHAZ	SKIC3	EIF2S1	DCP2	EXOC2	KDELR3	SKIV2L2	DCTN1	GOSR2	CEBPG	CXXC1	SDAD1	EXOSC5	EXOSC10	EXOSC4	H2AX	SEC11A	EXOSC1	NPM1	PAIP1	NFYA	NFYB	SPCS3	CKS1B	SPCS1	XPOT	DNAJA4	PSAT1	STC2	IFIT1	DNAJC3	NOP56	TUBB2A	SLC1A4	XBP1	WFS1	CCL2	DKC1	HEL-S-61	PREB	
HALLMARK_APICAL_SURFACE%MSIGDBHALLMARK%HALLMARK_APICAL_SURFACE	HALLMARK_APICAL_SURFACE	ADIPOR2	GSTM3	PCSK9	IL2RG	IL2RB	AKAP7	LYPD3	CX3CL1	SLC2A4	PKHD1	SCUBE1	FLOT2	APP	ATP6V0A4	EPHB4	TMEM8B	NTNG1	SLC34A3	ATP8B1	BRCA1	CD160	PLAUR	NCOA6	ADAM10	GATA3	SULF2	RTN4RL1	CROCC	MAL	HEL-S-102	GHRL	THY1	EFNA5	RHCG	MDGA1	GAS1	SHROOM2	LYN	B4GALT1	SRPX	
HALLMARK_HEME_METABOLISM%MSIGDBHALLMARK%HALLMARK_HEME_METABOLISM	HALLMARK_HEME_METABOLISM	ERMAP	RBM5	HTATIP2	VEZF1	SPTB	TENT5C	KAT2B	ERAF	TFDP2	BMP2K	TRIM58	HAGH	KDM7A	MARCHF2	SLC66A2	MOSPD1	CLCN3	ADD2	AGPAT4	NR3C1	RHD	E2F2	TRAK2	FY	MARCHF8	CIRSR	DCAF10	SNCA	RBM38	DMTN	SMOX	MOCOS	FOXJ2	CTNS	XPO7	PDZK1IP1	KLF3	EPOR	KLF1	CPOX	SLC25A38	HEL-76	SLC25A37	TSPO2	XK	HEL-S-2a	RHAG	UROD	YPEL5	LPIN2	TNRC6B	MAP2K3	CCND3	ICAM4	ARHGEF12	UCP2	FOXO3A	USP15	HEL-S-134P	RIOK3	SLC11A2	HEL-S-62p	UROS	TFRC	HBZ	BCAM	ASNS	HEL-S-304	SDCBP	BTG2	BNIP3L	SLC7A11	ABCB6	H1-0	AQP3	GCLC	ISCA1	NARF	GDE1	SLC4A1	P4HA2	BACH1	CCDC28A	PPP2R5B	NUDT4	PSMD9	tal-1	RNF19A	BTRC	FBXO7	FBXO9	TNS1	CAST	LMO2	ACSL6	SLC30A1	SLC6A8	GAPVD1	MYL4	MINPP1	RNF123	KEL	hEMMPRIN	DAAM1	ADD1	HMBS	GLND1	RHCE	HEL-S-10	OPTN	ABCG2	OSBP2	SIDT2	SLC22A4	ENDOD1	EPB42	FECH	GYPC	IGSF3	GYPB	GYPE	DCUN1D1	HTRA2	HEL-S-11	ADIPOR1	SLC30A10	GATA1	RAP1GAP	LAMP2	CDC27	SPTA1	TSPAN5	CDR2	FN3K	NFE2	H4C9	EIF2AK1	SLC10A3	FBXO34	TYR	RCL1	MFHAS1	ARL2BP	SLC6A9	SYNJ1	MGST3	MKRN1	MXI1	RANBP10	TMCC2	LRP10	GCLM	EZH1	NFE2L1	TMEM9B	PICALM	ALAS2	HBB	HBD	FTCD	HEBP1	NNT	ACP5	CLIC2	PC	
HALLMARK_PROTEIN_SECRETION%MSIGDBHALLMARK%HALLMARK_PROTEIN_SECRETION	HALLMARK_PROTEIN_SECRETION	GOSR2	RNP24	ANP32E	COPB2	CLCN3	CTSC	ARF1	CLTC	IGF2R	PPT1	RPS6KA3	GLA	ADAM10	ABCA1	KIF1B	AP2M1	SNAP23	CLTA	RAB22A	GOLGA4	SCRN1	AP1G1	DST	AP3S1	SH3GL2	RAB2A	STX7	AP3B1	OCRL	ARFGAP3	SCAMP3	TOM1L1	VAMP7	RER1	TMX1	ERGIC3	SEC22B	VAMP4	ATP6V1B1	ATP7A	VAMP3	NAPA	CD63	STX12	TMED10	SGMS1	STX16	COPB1	VPS4B	USO1	EGFR	ATP1A1	NAPG	CLN5	LMAN1	SNX2	TSPAN8	AP2S1	MAPK1	YKT6	ARFGEF2	KRT18	MON2	CAV2	TPD52	BNIP3	GBF1	M6PR	ARCN1	RAB14	DOP1A	GNAS	LAMP2	SSPN	YIPF6	RAB9A	RAB5A	COPE	BET1	ARFGEF1	ZW10	SEC31A	TSG101	HEL-S-44	COG2	
HALLMARK_APICAL_JUNCTION%MSIGDBHALLMARK%HALLMARK_APICAL_JUNCTION	HALLMARK_APICAL_JUNCTION	SLIT2	ACTG1	MYH10	GNAI1	IRS1	AKT3	NF1	MVD	MAPK14	PTEN	WASL	pk	INSIG1	ICAM4	SHROOM2	RHOF	SRC	PFN1	VAV2	MYH9	PIK3R3	EGFR	NF2	PLCG1	CX3CL1	CTNND1	ICAM2	INPPL1	FYB1	LNIR	HEL-S-79	DMP1	ICAM5	ACTG2	PTPRC	CDH8	SHC1	TIAL1	CDH4	SIRPA	NRTN	HEL70	SCAP2	GTF2F1	JAM3	ACTN1	CLDN6	CLDN5	CLDN4	TAOK2	ADAM15	CERCAM	ALOX15B	COL16A1	DSC1	DSC3	COL17A1	GRB7	WNK4	MYL12B	CNN2	RRAS	TSPAN4	SYMPK	MMP9	RSU1	CD99	CLDN9	VASP	CADM3	CDSN	JUP	CRAT	CADM2	PARVA	CDH6	CDK8	ITGB4	ARPC2	CD209	CNTN1	COL9A1	PALS1	ADRA1B	PKD1	SGCE	TRO	SDC3	ADAMTS5	PS1TP5BP1	MDK	DHX16	HRAS	SPEG	MADCAM1	IKBKG	AMH	CD34	CAP1	MAP4K2	SYK	VWF	HEL-S-20	TMEM8B	KRT31	CLDN11	TJP1	TUBG1	ACTA1	CLDN15	CLDN14	CLDN19	EXOC4	PECAM1	EVL	CDH15	NLGN3	TNFRSF11B	NLGN2	THY1	AMIGO1	AMIGO2	NRXN2	PARD6G	THBS3	LIMA1	VCAM1	ADAM23	NRAP	CTNNA1	MPZL1	B4GALT1	MPZL2	NEGR1	NHERF4	SORBS3	MAPK13	MAPK11	BMP1	PPP2R2C	ZYX	NECTIN3	NECTIN2	CLDN7	CRB3	NECTIN1	TGFBI	FBN1	ITGB1	BAIAP2	TRAF1	LAMC2	HEL114	ACTN2	ITGA2	ADAM9	MMP2	LAMB3	TSC1	ACTN4	CALB2	VCAN	CDH11	STX4A	LAMA3	
HALLMARK_PANCREAS_BETA_CELLS%MSIGDBHALLMARK%HALLMARK_PANCREAS_BETA_CELLS	HALLMARK_PANCREAS_BETA_CELLS	LMO2	NKX6-1	PCSK2	PCSK1	STXBP1	NR1i1	SLC2A2	SRP14	FOXO1	INS	NEUROD1	SCGN	NKX2-2	ABCC8	PAX4	SEC11A	PKLR	PDX1	GCG	PAX6	GCK	ELP4	AKT3	HNF1A	SYT13	ISL1	SPCS1	SRP9	G6PC2	MAFB	SST	DCX	IAPP	INSM1	FOXA2	NEUROG3	DPP4	SRPRB	
HALLMARK_XENOBIOTIC_METABOLISM%MSIGDBHALLMARK%HALLMARK_XENOBIOTIC_METABOLISM	HALLMARK_XENOBIOTIC_METABOLISM	CYP2J2	GSTM4	GCKR	CYP4F2	IGF1	G6PC1	CYP26A1	TMEM97	LR8	CYP2S1	PAPSS2	CYP1A2	HRG	NMT1	GUGU	ABCD2	NR1C2	PEMT	ALAS1	LEAP2	CROT	AOX1	ACP2	MAN1A1	KYNU	HGFAC	ABCC3	ARG2	ABCC2	ALDH2	CD36	HEL-S-21	ARG1	DHPS	SSR3	PTGR1	NPC1	SMOX	ANGPTL3	TMBIM6	ACOX3	CYFIP2	CRP	ITIH4	DDC	KARS1	HEL-S-51e	CYP17A1	HEL-76	PGRMC1	SERTAD1	ATOH8	TDO2	HSD17B2	XDH	MARCHF6	IGFBP1	CCL25	LPIN2	MPP2	NQO1	PTGES3	GABARAPL1	F11	AQP9	DDT	AKR1C2	HEL-S-182mP	DHRS1	PINK1	GSTA3	CDO1	ALDH3A1	TNFRSF1A	PLG	IL1R1	MAOA	ADH7	DHRS7	F10	FBP1	NINJ1	VNN1	GCNT2	EPHA2	CYP1A1	ACO2	RETSAT	SLC35D1	ATP2A2	HMOX1	ELOVL5	UGDH	ACOX1	PMM1	ADH1C	ETFDH	EPHX1	HPRT1	GAD1	BPHL	MBL2	PTS	TPST1	FABP1	JUP	BCAT1	ETS2	IGFBP4	ARPP19	DCXR	GCLC	HEL-75	ID2	CASP6	PTGES	HEL-S-10	HEL-S-26	FAS	CDA	NR2A1	MT2A	RAP1GAP	HEL-S-277	SLC46A3	PROS1	SLC35B1	POR	CNDP2	PDK4	ALDH9A1	LONP1	HEL-S-64p	TYR	MCCC2	HES6	ENTPD5	SLC6A12	CYP27A1	RBP4	MTHFD1	CYP2E1	CES1	ENPEP	SAR1B	SLC22A1	GSTT2	ABHD6	IRF8	NDRG2	CYP2C18	APOE	ADH5	HSD11B1	VTN	pcap	TTPA	ASL	PSMB10	PC	
HALLMARK_ANGIOGENESIS%MSIGDBHALLMARK%HALLMARK_ANGIOGENESIS	HALLMARK_ANGIOGENESIS	VAV2	SPP1	COL5A2	MSX1	S100A4	CXCL6	VEGFA	COL3A1	POSTN	OLR1	STC1	LPL	PDGFA	ITGAV	TNFRSF21	TIMP1	APP	JAG2	PF4	CCND2	VCAN	LRPAP1	NRP1	THBD	APOH	PGLYRP1	KCNJ8	VTN	PRG2	FSTL1	SLCO2A1	FGFR1	
HALLMARK_MYOGENESIS%MSIGDBHALLMARK%HALLMARK_MYOGENESIS	HALLMARK_MYOGENESIS	AGRN	IGF1	HDAC5	PSEN2	ABLIM1	COL3A1	HSPB8	DMD	SVIL	CD36	RB1	APP	FDPS	ITGA7	ENO3	SCD	SPTAN1	NQO1	PPP1R3C	ACSL1	SCHIP1	TSC2	LARGE	COX6A2	PYGM	SLN	GJA5	MYOZ1	EPHB3	KCNH1	CHRNB1	GABARAPL2	GAA	MYH9	MEF2C	TPM3	DAPK2	FST	MYL11	IFRD1	MYL7	MYL1	MYL2	MYL3	PVALB	CFD	CHRNA1	NOTCH1	FLII	AEBP1	FOXO4	COX7A1	AK1	CNN3	EIF4A2	SYNGR2	IGFBP7	APOD	PRNP	CAV3	DMPK	OCEL1	GNAO1	PKIA	RIT1	FXYD1	HRC	MYF6	RYR1	MYOM1	FHL1	ATP2A1	LDB3	MYL6B	MYOM2	HSPB2-C11orf52	CSRP3	SGCA	TGFB1	MB	BDKRB2	ANKRD2	HEL-S-101	MYBPC3	MYOG	TEAD4	PTGIS	TNNC1	DENND2B	TNNC2	HEL-S-29	SPARC	SIRT2	MYH1	MYH2	PTP4A3	TNNT1	LPIN1	TNNT3	CASQ2	PLXNB2	MYH8	PICK1	HEL-S-273	MAPRE3	CASQ1	FGF2	CLU	KIFC3	MYH4	tmp_locus_29	MYH7	CRAT	MYLK	CDKN1A	CTF1	CKMT2	ITGB4	EFS	CHRNG	DKFZp686P11128	TNNI2	NCAM1	CACNG1	MEF2D	PDLIM7	SH3BGR	SH2B1	SPDEF	MYBPH	PDE4DIP	MAPK12	MYO1C	SPEG	KLF5	FKBP1B	TCAP	CACNA1H	PFKM	WWTR1	SPHK1	STC2	COL4A2	ADAM12	BHLHB2	ACTA1	HBEGF	GPX3	GADD45B	SORBS3	COL1A1	TNNI1	ADCY9	SLC6A8	MYL4	ITGB1	ERBB3	TPD52L1	ITGB5	PGAM2	SGCD	BAG1	SSPN	ACTN2	SGCG	REEP1	ACHE	BIN1	AGL	NAV2	PC	
HALLMARK_MTORC1_SIGNALING%MSIGDBHALLMARK%HALLMARK_MTORC1_SIGNALING	HALLMARK_MTORC1_SIGNALING	PSMC4	CTH	TMEM97	SLC7A5	TM7SF2	NMT1	FADS2	PLK1	STARD4	NHERF1	IGFBP5	GSK3B	CTSC	HMGCR	UBE2D3	SLA	NIBAN1	ELOVL6	HEL-S-125m	INSIG1	HEL-S-51e	GLA	TBK1	CYP51A1	TES	SCD	CD9	HEL-S-162eP	DHCR7	IFI30	MAP2K3	ACTR3	ACTR2	FDXR	IDI1	SQSTM1	ADIPOR2	IMMT	PFKL	RDH11	CXCR4	DDIT3	PIK3R3	DDIT4	DAPP1	ADD3	IFRD1	TRIB3	DHCR24	HEL-S-99n	NUPR1	USO1	ACACA	PSMG1	YKT6	TFRC	AURKA	M6PR	ATP2A2	RRP9	RIT1	CFP	HMGCS1	ELOVL5	DDX39A	NFKBIB	ERO1A	MTHFD2	SSR1	ENO1	NUP205	HEL-S-89n	SCAP2	EDEM1	ASNS	HPRT1	PLOD2	SERP1	BTG2	BCAT1	CDKN1A	SLC7A11	SEC11A	NAMPT	EBP	STC1	AK4	PSAT1	PITPNB	PSPH	FADS1	ACSL3	SYTL2	MTHFD2L	AF1Q	FKBP2	BHLHB2	PSMD12	TUBG1	PSMD13	RPN1	CORO1A	ATP6V1D	HEL-S-94n	HEL-S-133P	HEL-S-66p	SDF2L1	HSPA4	PNO1	MCM2	PPP1R15A	EIF2S2	HEL-S-283	GCLC	CCT6A	P4HA1	UNG	DHFR	COPS5	EPRS1	PNP	ATP5G1	PHGDH	SORD	CACYBP	UCHL5	PSMA4	HEL-75	CANX	EEF1E1	RAB1A	VLDLR	NUFIP1	HK2	TOMM40	ETF1	HSPD1	SLC2A3	HEL-S-69p	GGA2	ABCF2	RRM2	CYB5B	NFYC	PDAP1	UFM1	ME1	PSMC6	RPA1	POLR3G	HMBS	SLC37A4	SC5D	CCNG1	HEL-S-68p	HEL-S-26	SLC1A4	XBP1	NFIL3	ACLY	LDLR	HEL-S-87p	GLRX	TUBA4A	EGLN3	SQLE	FGL2	HEL-S-49	
HALLMARK_ESTROGEN_RESPONSE_LATE%MSIGDBHALLMARK%HALLMARK_ESTROGEN_RESPONSE_LATE	HALLMARK_ESTROGEN_RESPONSE_LATE	TFF1	FOXC1	SLC24A3	SERPINA1	TMPRSS3	SLC7A5	PAPSS2	PDLIM3	RBBP8	PTPN6	EEIG1	HSPB8	MICB	ETFB	CA12	NHERF1	GINS2	SEMA3B	AMFR	KRT13	NCOR2	DHRS2	TOP2A	KLK10	FDFT1	KRT19	CHPT1	GLA	HEL-76	FRK	TJP3	FABP5	CD9	DHCR7	PTGER3	LARGE	ALDH3A2	SLC22A5	ADD3	ATP2B4	HSPA4L	IL17RB	CDC20	FLNB	ELOVL5	SFN	FARP1	UGDH	ST14	RNASEH2A	HPRT1	TNNC1	HEL-S-29	PLK4	CCND1	KIF20A	FKBP4	ZFP36	IGFBP4	MDK	DCXR	IL6ST	FOS	BTG3	RAB31	HR	ISG20	CELSR2	RAPGEFL1	SOX3	RPS6KA2	MYB	CCN5	SORD	TFPI2	CISH	TOB1	NPY1R	MAPK13	OVOL2	SULT2B1	PERP	OLFM1	CXCL12	SCNN1A	ID2	PPIF	PGR	NBL1	SLC27A2	NAB2	PTGES	CXCL14	FKBP5	TRIM29	SLC26A2	UNC13B	HEL-S-10	KLF4	METTL3	TPD52L1	CACNA2D2	ARL3	DUSP2	PRLR	ABHD2	PCP4	PKP3	SCARB1	LLGL2	IGSF1	LAMC2	SLC1A4	PLAC1	SGK1	HOMER2	XRCC3	AREG	CALCR	CYP4F11	TH	ALDH3B1	GJB3	TFF3	BAG1	DLG5	TFAP2C	GPER	XBP1	NMU	OPN3	PLXNB1	FGFR3	WFS1	SERPINA3	SIAH2	MOCS2	ABCA3	ST6GALNAC2	SNX10	SLC2A8	IMPA2	KCNK5b	TPSAB1	BCL2	JAK1	CHST8	S100A9	EMP2	RET	LSR	DNAJC1	CLIC3	GAL	NXT1	JDP1	PRSS23	SLC29A1	AFF1	ASCL1	AGR2	CYP26B1	TM4SF13	STIL	ANXA9	ASS1	KLK11	BATF	TIAM1	CDC6	DYNLT3	CD44	ITPK1	TPBG	MYOF	PLAAT3	
HALLMARK_OXIDATIVE_PHOSPHORYLATION%MSIGDBHALLMARK%HALLMARK_OXIDATIVE_PHOSPHORYLATION	HALLMARK_OXIDATIVE_PHOSPHORYLATION	COX6B1	OXA1L	COX7A2L	RHOT2	COXFA4	UQCRC2	UQCRB	ABCB7	CS	ATP5MC2	ATP5MC3	ATP5J	COX7A2	UQCRQ	ATP5H	UQCRH	ACAT1	ALAS1	MRPL11	TIMM50	COX7B	CYB5R3	RHOT1	COX11	NDUFV2	ATP5MG	ETFB	ATP5MF	ATP6V1C1	AIFM1	COX10	ATP5ME	ATP6V1F	ACADSB	DLAT	GLUD1	OGDH	CYCS	COX8A	MRPS15	SLC25A3	COX4I1	MRPS11	MRPS12	ETFA	TCIRG1	NDUFS3	MRPL34	COX7C	MRPL35	OPA1	NDUFB7	TIMM17A	UQCRFS1	TOMM70	ATP6V0B	UQCR11	MRPS22	NDUFC2	UQCR10	CPT1A	NDUFC1	BDH2	NDUFS8	NDUFS6	VDAC3	NDUFS4	SDHD	NDUFS1	SDHA	SLC25A12	SLC25A5	ATP6V0C	FXN	SLC25A11	SLC25A4	SUCLG1	SLC25A6	NDUFB8	NDUFA5	NDUFB6	NDUFB5	NDUFB4	TIMM9	PPM2C	NDUFB3	NDUFB2	IMMT	TIMM13	NDUFB1	MRPS30	TIMM10	DECR1	HEL-S-123m	PDHA1	COX5A	MFN2	SLC25A20	NDUFAB1	MST065	ATP5PO	NDUFA9	TIMM8B	NDUFA7	ISCU	NQO2	NDUFA6	ATP5PB	MTX2	ACO2	ZNF183	NDUFA3	RETSAT	ACADVL	NDUFA2	ATP5F1D	HCCS	ATP5F1E	IDH3B	LDHB	ACADM	HADHB	FH	LRPPRC	ECHS1	ETFDH	HSD17B10	COX17	SDHC	SURF1	SUCLA2	GOT2	ATP6V1D	HEL-S-133P	ISCA1	GPX4	ATP5G1	HEL-S-32	POLR2F	BAX	HEL-S-26	COX6A1	HTRA2	PHYH	SDHB	DLD	POR	FDX1	PDK4	UQCRC1	MGST3	MRPL15	PRDX3	MTRR	GRPEL1	MDH2	PHB2	HEL-S-271	MTRF1	MPC1	PMPCA	CYC1	ATP6V1E1	PDHX	ATP6V1G1	NNT	ATP6V0E1	ATP1B1	
HALLMARK_ANDROGEN_RESPONSE%MSIGDBHALLMARK%HALLMARK_ANDROGEN_RESPONSE	HALLMARK_ANDROGEN_RESPONSE	CDK6	PA2G4	CCND1	ADRM1	ZMIZ1	SPDEF	ANKH	SPCS3	HMGCR	INPP4B	H1-0	FADS1	KRT19	ACSL3	INSIG1	RPS6KA3	SCD	CCND3	DNAJB9	PTPN21	SORD	SMS	B4GALT1	B2M	HEL-75	GNAI3	IDI1	AKAP12	ARID5B	FKBP5	SLC26A2	DHCR24	ABHD2	LMAN1	SGK1	HOMER2	SRP19	STEAP4	TPD52	NGLY1	DBI	CDC14B	HERC3	ITGAV	PGM3	SMP1	NKX3-1	PIAS1	ALDH1A3	MAF	HMGCS1	MAK	ELOVL5	SELENOP	PLPP1	STK39	TMPRSS2	KLK3	TARP	MYL12A	CAMKK2	UBE2J1	PTK2B	RAB4A	UBE2I	XRCC5	HPGD	APPBP2	TMEPAI	VAPA	ACTN1	CENPN	GPD1L	MERTK	
HALLMARK_KRAS_SIGNALING_UP%MSIGDBHALLMARK%HALLMARK_KRAS_SIGNALING_UP	HALLMARK_KRAS_SIGNALING_UP	SPP1	LR8	CTSS	PRRX1	PSMB8	CROT	ARG1	SEMA3B	ADAM17	FCER1G	HEL-76	RETN	CCND2	SCG5	SCG3	NGF	C3AR1	SCN1B	CMKLR1	PCSK1N	AKAP12	CXCR4	TFPI	SNAP91	CIDEA	IL2RG	DOCK2	MAP3K1	APOD	CBL	CSF2RA	ALDH1A3	TNFRSF1B	ERO1A	FUCA1	PLVAP	SPON1	LIF	HCA112	SOX9	F13A1	PRDM1	IKZF1	FGF9	BMP2	MAP4K1	FBXO4	EPHB2	ST6GAL1	ATG10	ANXA10	BTC	G0S2	CLEC4A	MMP9	SLPI	PLAT	MALL	ADAM8	TRIB2	IL10RA	ZNF277	TPH1	JUP	ABCB1	LY96	CSF2	TSPAN7	EREG	EPB41L3	HDAC9	PLEK2	KCNN4	TSPAN1	PRELID3B	CBX8	IGF2	AMMECR1	PPBP	NR0B2	ANKH	GNG11	GADD45G	CCSER2	STRN	AVL9	PIGR	SNAP25	MTMR10	FLT4	TMEM100	RBM4	CD37	VWA5A	TRIB1	TEM5	CDADC1	PEG3	MMD	PDCD1LG2	ETV4	MMP10	ETV5	WDR33	PECAM1	LAT2	MMP11	ZNF639	HBEGF	ENG	ALDH1A2	PPP1R15A	TLR8	LCP1	SDCCAG8	USP12	RGS16	USH1C	HOXD11	YRDC	IL1RL2	RELN	EMP1	GPNMB	CBR4	MPZL2	IL33	PTCD2	GALNT3	INHBA	IL7R	H2BC3	IL1B	GABRA3	NR1H4	LAPTM5	NAP1L2	WNT7A	BIRC3	TMEM158	CFHR2	ID2	SPRY2	SATB1	ADGRL4	KLF4	PCP4	TRAF1	TNFAIP3	GYPC	MAFB	PTGS2	ANGPTL4	SERPINA3	ITGA2	PLAUR	CCL20	SPARCL1	CFH	GLRX	RBP4	TM4SF13	F2RL1	IRF8	NRP1	HSD11B1	
HALLMARK_BILE_ACID_METABOLISM%MSIGDBHALLMARK%HALLMARK_BILE_ACID_METABOLISM	HALLMARK_BILE_ACID_METABOLISM	EPHX2	ALDH8A1	FADS2	ABCD2	CROT	NPC1	ABCA2	KLF1	ATXN1	HEL-S-53e	MLYCD	SLC67A1	AQP9	ACSL1	HEL-S-182mP	FDXR	ACSL5	PRDX5	LCK	IDI1	DHCR24	RETSAT	HSD17B4	HSD17B11	NR0B2	PFKM	FADS1	ABCA1	RXRA	NR1H4	SULT2B1	PECR	SLC23A2	SLC35B2	SLC27A2	SLC23A1	CYP46A1	HEL111	NR3C2	PEX26	OPTN	LONP2	NUDT12	ABCG8	ISOC1	DIO1	PIPOX	HEL-S-26	CH25H	GNPAT	SOAT2	RBP1	PEX11G	LIPE	ABCG4	SLC27A5	HAO1	PHYH	ABCA5	ABCA6	ABCA4	ABCA9	ABCA8	BMP6	ABCA3	SULT1B1	AMACR	PXMP2	SLCO1A2	ABCD3	TFCP2L1	ALDH9A1	LOC51064	ABCD1	CYP7B1	PEX7	PEX6	EFHC1	CYP27A1	AGXT	SLC29A1	PAOX	AKR1D1	HSD17B6	CYP7A1	GCLM	GC	RXRG	PEX16	HSD3B7	PEX19	PNPLA8	HSD3B1	NR1i2	BBOX1	HEL-S-44	PEX12	CYP8B1	PEX13	NEDD4	
HALLMARK_MYC_TARGETS_V1%MSIGDBHALLMARK%HALLMARK_MYC_TARGETS_V1	HALLMARK_MYC_TARGETS_V1	PSMC4	HEL-S-276	RPL34	PSMB2	PWP1	RPL6	UBE2L3	EEF1B2	CCNA2	HDAC2	FBL	PSMD7	SNRPD2	TRIM28	TFDP1	HNRPR	RUVBL2	PSMD3	PSMD1	SNRPD3	MYC	TXNL4A	RPS10	CDC45	EIF1AX	STARD7	RPS5	RPL22	RPS6	HEL-S-69	UBE2E1	TUFM	CLNS1A	SNRPG	ERH	SRSF7	SNRPA	SET	SLC25A3	GLO1	CSTF2	PCBP1	NOP16	KARS1	CBX3	MRPL23	SFRS3	LSM2	SRPK1	AIMP2	LSM7	UBA2	TOMM70	RNPS1	HNRNPC	HSP90AB1	RPLP0	PTGES3	YWHAQ	C1QBP	DHX15	VDAC3	HNRPA3	AP3S1	MRPL9	NCBP1	VBP1	PABPC4	CAD	GNL3	TCP1	SNRPA1	PABPC1	HEL-S-91n	DDX21	U2AF1	PPM1G	SRM	PSMB3	FAM120A	EIF4H	RPL14	RPS3	SNRPB2	COX5A	RPS2	CCT7	CCT4	NDUFAB1	RRM1	IFRD1	SF3A1	SSB	CNBP	HEL-S-100n	RSL1D1	AAG1	HNRNPA2B1	POLE3	PRPF31	SSBP1	TARDBP	EIF4E	EIF3B	EIF4A1	RRP9	CDC20	RFC4	CDK4	CDK2	NHP2	HPRT1	NOLC1	ORC2	IARS	PA2G4	EIF2S1	APEX1	HNRNPD	HEL-S-97n	NPM1	XPOT	EIF3J	ABCE1	EIF3D	NCBP2	CTPS1	GOT2	HEL-S-133P	MCM5	MCM6	MCM2	EIF2S2	PCNA	COPS5	EPRS1	TRA2B	TYMS	POLD2	USP1	PSMA4	CANX	H2AZ1	NOP56	RANBP1	ETF1	HSPD1	DUT	HEL-S-69p	RPL18	PSMC6	DEK	IMPDH2	MCM7	HEL-S-68p	HEL2	RAN	MAD2L1	SNRPD1	SMARCC1	PSMA2	PRDX3	PHB2	CYC1	
HALLMARK_KRAS_SIGNALING_DN%MSIGDBHALLMARK%HALLMARK_KRAS_SIGNALING_DN	HALLMARK_KRAS_SIGNALING_DN	TENT5C	MX1	KRT13	SERPINB2	EGF	GP1BA	PTGFR	ZC2HC1C	PKP1	ATP6V1B1	EDN2	MEFV	CD40LG	PNMT	FGF22	CLSTN3	ARHGDIG	IRS4	PARK2	KRT1	NUDT11	KLK8	TGM1	TCL1A	VPREB1	CAPN9	SLC16A7	DCC	PDK2	CPA2	KRT4	SELENOP	RYR1	ENTPD7	UGT2B17	CDKAL1	HEL-S-79	KRT5	SOX10	THNSL2	EDAR	SCN10A	HEL-S-75	CLPS	KCNQ2	SIDT1	CALCB	CPB1	TNNI3	KCNE2	SHOX2	ZBTB16	CACNA1F	MACROH2A2	SLC5A5	HSD11B2	FGGY	KCNMB1	KCNN1	PRODH	SLC38A3	SPTBN2	MLL2	TFAP2B	BARD1	DTNB	AMBN	HTR1D	HTR1B	FGF16	AKR1B10	IFNG	IL5	TG	GDNF	BTG2	MYH7	STAG3	ARPP-21	CYP11B2	KLHDC8A	CHRNG	CD80	PCDHB1	TLX1	CD207	CACNG1	CPEB3	ZFP112	GPR19	RYR2	TENM2	IL12B	MAST3	IGFBP2	SERPINA10	OXT	SLC6A3	SKIL	LFNG	CCR8	EFHD1	LYPD3	INSL5	TSHB	TAS2R4	GRID2	CAMK1D	KCND1	PROP1	HEL-S-20	SPHK2	FSHB	NGB	COPZ2	SNN	PAX3	TEX15	ADRA2C	UPK3B	WNT16	SSTR4	COL2A1	MYOT	GTF3C5	TFF2	CELSR2	CLDN16	ITGB1BP2	CDH16	IFI44L	GPRC5C	SLC29A3	SPRR3	ITIH3	SMPX	NPY4R	PLAG1	ALOX12B	CCDC106	ABCB11	NR1A2	P2RY4	RSAD2	VPS50	NRIP2	NTF3	SLC25A23	SNCB	RIBC2	LGALS7B	SLC12A3	TCF7L1	GPR3	DLK2	P2RX6	NR6A1	NPHS1	EDN1	MYO15A	SCGB1A1	YPEL1	PAX4	ASB7	MAGIX	PDCD1	RGS11	SGK1	COQ8A	BRDT	HNF1A	ABCG4	FGFR3	SYNPO	TFCP2L1	IDUA	CNTFR	
HALLMARK_PEROXISOME%MSIGDBHALLMARK%HALLMARK_PEROXISOME	HALLMARK_PEROXISOME	EPHX2	CRAT	ABCB1	ABCD2	BCL10	HRAS	TOP2A	ABCC5	DHRS3	FADS1	FDPS	ECI2	CTPS1	ATXN1	HEL-S-53e	MLYCD	PBR	ACOT8	ACSL1	ACSL5	PRDX5	CADM1	SLC25A4	PABPC1	IDI1	SULT2B1	RDH11	HAO2	SLC23A2	SLC35B2	SLC27A2	HEL111	VPS4B	DHCR24	CNBP	PEX14	LONP2	ERCC1	SCGB1A1	ABCC8	ISOC1	DIO1	HEL-S-26	GNPAT	RETSAT	DKFZp667O1614	IDE	STS	NUDT19	PEX2	NR3A2	SLC25A17	PEX5	CRABP2	SEMA3C	CTBP1	ABCB4	CRABP1	PEX11B	CACNA1B	SMARCC1	ABCB9	ELOVL5	CLN8	ABCD3	FIS1	FACL4	UGT2B17	ALDH9A1	SIAH1	LOC51064	CDK7	ABCD1	MSH2	DLG4	FABP6	ALB	ACOX1	PEX6	EHHADH	CLN6	HSD17B4	RXRG	HSD17B11	HSD3B7	HSD11B2	NR1i2	HEL-S-44	MVP	HMGCL	PEX13	
HALLMARK_MYC_TARGETS_V2%MSIGDBHALLMARK%HALLMARK_MYC_TARGETS_V2	HALLMARK_MYC_TARGETS_V2	HK2	MRTO4	HSPD1	SRM	MPHOSPH10	PLK4	PA2G4	TMEM97	PLK1	EXOSC5	DUSP2	MYC	NPM1	RRP9	MYBBP1A	NOP16	CBX3	CDK4	AIMP2	RCL1	MCM5	NIP7	NOP2	PPAN	DCTPP1	NOC4L	RABEPK	WDR43	UNG	TCOF1	PES1	UTP20	FARSLA	MAP3K6	PRMT3	WDR74	SORD	NOLC1	IMP4	GNL3	TFB2M	PPRC1	SLC19A1	BYSL	LAS1L	GRWD1	NOP56	NDUFAF4	
HALLMARK_NOTCH_SIGNALING%MSIGDBHALLMARK%HALLMARK_NOTCH_SIGNALING	HALLMARK_NOTCH_SIGNALING	PSENEN	NOTCH3	SAP30	TCF7L2	MAML2	HES1	FBXW11	FZD7	DTX1	CCND1	DTX2	PSEN2	DTX4	ST3GAL6	NR1C2	SKP1	FZD5	NOTCH1	RBX1	FZD1	LFNG	NOTCH2	PRKCA	KAT2A	
HALLMARK_REACTIVE_OXYGEN_SPECIES_PATHWAY%MSIGDBHALLMARK%HALLMARK_REACTIVE_OXYGEN_SPECIES_PATHWAY	HALLMARK_REACTIVE_OXYGEN_SPECIES_PATHWAY	PFKP	ATOX1	HEL-S-112	HEL-S-128m	SRXN1	MGST1	MPO	NDUFA6	ERCC2	PTPA	HHEX	HEL-S-97n	SBNO2	MBP	CDKN2D	EGLN2	TXNRD2	SELS	GLRX2	OXSR1	TXN	IPCEF1	SCAF4	JUNB	PRNP	MSRA	FES	FTL	LAMTOR5	HEL-S-2a	GLRX	NQO1	GCLC	GPX4	GCLM	GPX3	ABCC1	HEL-S-44	HEL-75	NDUFB4	
HALLMARK_UV_RESPONSE_UP%MSIGDBHALLMARK%HALLMARK_UV_RESPONSE_UP	HALLMARK_UV_RESPONSE_UP	BCL2L11	MSX1	ALAS1	PDLIM3	ATP6V1C1	ATP6V1F	TMBIM6	GLS	HTR7	STARD3	HLA-F	MAPK8IP2	CDC34	CHKA	MRPL23	POLG2	HEL-76	PRPF3	SELENOW	TYRO3	NPTXR	UROD	CHRNA5	CYB5R1	NKX2-5	NPTX2	CCND3	KLHDC3	GGH	RAB27A	EIF2S3	EIF5	NAT1	AGO2	FGF18	CDO1	ONECUT1	CLTB	ARRB2	SPR	SLC25A4	HYAL2	SIGMAR1	NUP58	TGFBRAP1	DDX21	MAOA	WIZ	SQSTM1	CLCN2	TAP1	RXRB	DNAJB1	PPP1R2	EPCAM	CREG1	MGAT1	E2F5	NTRK3	HSPA2	PLCL1	CDC5L	CCK	GRINA	ATF3	CYP1A1	POLE3	AP2S1	YKT6	RRAD	TFRC	RFC4	PARP2	HMOX1	CDK2	TACR3	CCNE1	TARS1	SHOX2	EPHX1	ASNS	BMP2	ENO2	BTG2	ABCB1	BTG1	FKBP4	CEBPG	TCHH	FEN1	H2AX	CDKN1C	FURIN	IGFBP2	JUNB	PPT1	IL6ST	FOS	CNP	BTG3	RPN1	HEL-S-94n	CASP3	COL2A1	AQP3	NFKBIA	GPX3	IRF1	POLR2H	IL6	OLFM1	SLC6A8	CYB5B	BAK1	PPIF	CXCL2	PDAP1	CDKN2B	hEMMPRIN	C4BPB	DGAT1	HEL-S-87p	DLG4	RET	RHOB	GAL	SLC6A12	MMP14	TUBA4A	SULT1A1	GRPEL1	FOSB	LYN	AMD1	
HALLMARK_IL2_STAT5_SIGNALING%MSIGDBHALLMARK%HALLMARK_IL2_STAT5_SIGNALING	HALLMARK_IL2_STAT5_SIGNALING	MAFF	NT5E	SPP1	GBP4	MUC1	LRIG1	MYC	IGF1R	PTCH1	HEL-S-21	DHRS3	HEL-76	CD81	ENO3	RORA	PLSCR1	CCND3	CCND2	GABARAPL1	AHR	SERPINC1	ANXA4	CYFIP1	GUCY1B1	GPR65	IKZF2	PDCD2L	IKZF4	SCN9A	TNFRSF8	TNFSF11	CAPN3	SELL	ENPP1	SLC39A8	IL1R2	TNFRSF4	SHE	WLS	SYNGR2	PRKCH	S100A1	SWAP70	PRNP	IL3RA	FLT3LG	LTB	ADAM19	TNFRSF21	TWSG1	MAPKAPK2	GPR83	SOCS1	AGER	SOCS2	CD79B	IL10	PENK	PLPP1	MAP6	SNX9	ICOS	ARL4A	POU2F1	TNFRSF1B	IL2RA	CCNE1	HOPX	DRC1	CDC42SE2	PHTF2	CTSZ	PTH1R	ITGAE	CD48	MYO1E	GLIPR2	NCS1	PTGER2	NFKBIZ	SH3BGRL2	CTLA4	SIAT4C	LIF	CCR4	BATF3	TNFRSF18	CKAP4	SERPINB6	BMP2	CDCP1	PTRH2	COL6A1	IL13	TLR7	ITGA6	IRF6	SMPDL3A	IFITM3	MXD1	PLEC	AHNAK	CST7	COCH	RRAGD	IL1RL1	IL10RA	PLAGL1	TNFSF10	LRRC8C	ABCB1	DCPS	CD83	PRAF2	CSF2	SPRY4	CSF1	HUWE1	P2RX4	ARHH	TTC39B	IL2RB	SYT11	SNX14	ETFBKMT	IL18R1	CDKN1C	F2RL2	BMPR2	EEF1AKMT1	APLP1	FURIN	MAP3K8	DENND5A	MYO1C	PHLDA1	HEL-S-66	IGF2R	HIPK2	BHLHB2	BCL2L1	ETV4	CASP3	UMPS	TNFRSF9	P4HA1	GPX4	RGS16	IFNGR1	PNP	EMP1	GADD45B	CISH	HK2	SLC2A3	TRAF1	XBP1	ITGAV	GATA1	SELP	PIM1	NFIL3	AMACR	ADFP	BCL2	RHOB	NOP2	KLF6	IRF4	BATF	TIAM1	CDC6	CD44	IRF8	NRP1	UCK2	FGL2	
HALLMARK_COAGULATION%MSIGDBHALLMARK%HALLMARK_COAGULATION	HALLMARK_COAGULATION	MAFF	SERPINA1	CPQ	PLEK	HRG	CTSO	CTSH	OLR1	SERPINB2	GP1BA	F3	F8	RAC1	CD9	MMP15	F11	C1QA	C1S	C1R	THBD	SERPINC1	TMPRSS6	PLG	FYN	F10	HEL-S-62p	ISCU	APOC1	CFD	KLKB1	KLF7	S100A1	KLK8	A2M	PF4	MEP1A	CAPN5	MBL2	SPARC	SIRT2	MMP9	PLAT	CLU	COMP	F2RL2	GDA	MASP2	FURIN	CPB2	PEF1	CFI	PROZ	GNG12	LEFTY2	TF	PROC	F13B	ARF4	C8A	RAA1	DUSP14	C8G	VWF	CTSK	FGA	MMP7	F9	DCT	HEL-S-52	CASP9	MMP10	CRIP2	CPN1	PECAM1	P2RY1	SH2B2	MMP11	HEL-S-41	HTRA1	APOC3	APOC2	MSRB2	ANXA1	USP11	F2	TFPI2	BMP1	FBN1	ITGB3	TIMP3	NR2A1	TIMP1	LAMP2	PROS1	ITGA2	ADAM9	MMP2	SERPING1	MMP3	CFH	C2	PRSS23	DPP4	MMP14	C9	S100A13	THBS1	GP9	GNB2	
