Table-S2:  The gene sets used in our work for marking each immune signature																												
aDCs	APC co inhibition	APC co stimulation	B cells	CCR	CD8+ T cells	Check-point	Cytolytic activity	DCs	HLA	iDCs	Inflammation-promoting	Macrophages	Mast cells	MHC class I	Neutrophils	NK cells	Parainflammation	pDCs	T cell co-inhibition	T cell co-stimulation	T helper cells	Tfh	Th1 cells	Th2 cells	TIL	Treg	Type I IFN Reponse	Type II IFN Reponse
CD83	C10orf54	CD40	BACH2	CCL16	CD8A	IDO1	PRF1	CCL17	HLA-E	CD1A	CCL5	C11orf45	CMA1	B2M	EVI2B	KLRC1	CXCL10	CLEC4C	BTLA	CD2	CD4	PDCD1	IFNG	PMCH	ITM2C	IL12RB2	DDX4	GPR146
LAMP3	CD274	CD58	BANK1	TPO		LAG3	GZMA	CCL22	HLA-DPB2	CD1E	CD19	CD68	MS4A2	HLA-A	HSD17B11	KLRF1	PLAT	CXCR3	C10orf54	CD226		CXCL13	TBX21	LAIR2	CD38	TMPRSS6	IFIT1	SELP
CCL1	LGALS9	CD70	BLK	TGFBR2		CTLA4		CD209	HLA-C		CD8B	CLEC5A	TPSAB1	TAP1	KDM6B		CCND1	GZMB	CD160	CD27		CXCR5	CTLA4	SMAD2	THEMIS2	CTSC	IFIT2	AHR
	PDCD1LG2	ICOSLG	BTLA	CXCL2		TNFRSF9		CCL13	HLA-J		CXCL10	CYBB			MEGF9		LGMN	IL3RA	CD244	CD28			STAT4	CXCR6	GLYR1	LAPTM4B	IFIT3	
	PVRL3	SLAMF1	CD79A	CCL14		ICOS			HLA-DQB1		CXCL13	FUCA1			MNDA		PLAUR	IRF7	CD274	CD40LG			CD38	GATA3	ICOS	TFRC	IRF7	
		TNFSF14	CD79B	TGFBR3		CD80			HLA-DQB2		CXCL9	GPNMB			NLRP12		AIM2	IRF8	CTLA4	ICOS			IL12RB2	IL26	F5	RNF145	ISG20	
		TNFSF15	FCRL1	IL11RA		PDCD1LG2			HLA-DQA2		GNLY	HS3ST2			PADI4		MMP7	LILRA4	HAVCR2	SLAMF1			LTA		TIGIT	NETO2	MX1	
		TNFSF18	FCRL3	CCL11		TIGIT			HLA-DQA1		GZMB	LGMN			SELL		ICAM1	PHEX	LAG3	TNFRSF18			CSF2		KLRD1	ADAT2	MX2	
		TNFSF4	HVCN1	IL4I1		CD70			HLA-A		IFNG	MMP9			TRANK1		MX2	PLD4	LAIR1	TNFRSF25					IRF4	CHST2	RSAD2	
		TNFSF8	RALGPS2	IL33		TNFSF9			HLA-DMA		IL12A	TM4SF19			VNN3		CXCL9	PTCRA	TIGIT	TNFRSF4					PRKCQ	CTLA4	TNFSF10	
		TNFSF9		CXCL12		ICOSLG			HLA-DOB		IL12B						ANXA1			TNFRSF8					FCRL5	NFE2L3		
				CXCL10		KIR3DL1			HLA-DRB1		IRF1						TLR2			TNFRSF9					SIRPG	LIMA1		
				BMPER		CD86			HLA-H		PRF1						PLA2G2D			TNFSF14					LPXN	IL1R2		
				BMP8A		PDCD1			HLA-B		STAT1						ITGA2								IL2RG	ICOS		
				CXCL11		LAIR1			HLA-DRB5		TBX21						MX1								CCL5	HSDL2		
				IL21R		TNFRSF8			HLA-DOA								HMOX1								LCK	HTATIP2		
				IL17B		TNFSF15			HLA-DPB1								CD276								TRAF3IP3	FKBP1A		
				TNFRSF9		TNFRSF14			HLA-DRA								TIRAP								CD86	TIGIT		
				ILF2		IDO2			HLA-DRB6								IL33								MAL	CCR8		
				CX3CR1		CD276			HLA-L								PTGES								LILRB1	LTA		
				CCR8		CD40			HLA-F								TNFRSF12A								DOK2	SLC35F2		
				TNFSF12		TNFRSF4			HLA-G								SCARB1								CD6	IL21R		
				CSF3		TNFSF14			HLA-DMB								CD14								PAG1	AHCYL1		
				TNFSF4		HHLA2			HLA-DPA1								BLNK								LAX1	SOCS2		
				BMP3		CD244											IFIT3								PLEK	ETV7		
				CX3CL1		CD274											RETNLB								PIK3CD	BCL2L1		
				BMP5		HAVCR2											IFIT2								SLAMF1	RRAGB		
				CXCR2		CD27											ISG15								XCL1	ACSL4		
				TNFRSF10D		BTLA											OAS2								GPR171	CHRNA6		
				BMP2		LGALS9											REL								XCL2	BATF		
				CXCL14		TMIGD2											OAS3								TBX21	LAX1		
				CCL28		CD28											CD44								CD2	ADPRH		
				CXCL3		CD48											PPARG								CD53	TNFRSF4		
				BMP6		TNFRSF25											BST2								KLHL6	ANKRD10		
				CCL21		CD40LG											OAS1								SLAMF6	CD274		
				CXCL9		ADORA2A											NOX1								CD40	CASP1		
				CCL23		VTCN1											PLA2G2A								SIT1	LY75		
				IL6		CD160											IFIT1								TNFRSF4	NPTN		
				TNFRSF18		CD44											IFITM3								CD79A	SSTR3		
				IL17RD		TNFSF18											IL1RN								CD247	GRSF1		
				IL17D		TNFRSF18																			LCP2	CSF2RB		
				IL27		BTNL2																			CD3D	TMEM184C		
				CCL7		C10orf54																			CD27	NDFIP2		
				IL1R1		CD200R1																			SH2D1A	ZBTB38		
				CXCR4		TNFSF4																			FYB	ERI1		
				CXCR2P1		CD200																			ARHGAP30	TRAF3		
				TGFB1I1		NRP1																			ACAP1	NAB1		
				IFNGR1																					CST7	HS3ST3B1		
				IL9R																					CD3G	LAYN		
				IL1RAPL1																					IL2RB	JAK1		
				IL11																					CD3E	VDR		
				CSF1																					FCRL3	LEPROT		
				IL20RA																					CORO1A	GCNT1		
				IL25																					ITK	PTPRJ		
				TNFRSF4																					TCL1A	IKZF2		
				IL18																					CYBB	CSF1		
				ILF3																					CSF2RB	ENTPD1		
				CCL20																					IKZF1	TNFRSF18		
				TNFRSF12A																					NCF4	METTL7A		
				IL6ST																					DOCK2	KSR1		
				CXCL13																					CCR2	SSH1		
				IL12B																					PTPRC	CADM1		
				TNFRSF8																					PLAC8	IL1R1		
				IL6R																					NCKAP1L	ACP5		
				BMPR2																					IL7R	CHST7		
				IFNE																					6-Sep	THADA		
				IL1RAPL2																					CD28	CD177		
				IL3RA																					STAT4	NFAT5		
				BMP4																					CD8A	ZNF282		
				CCL24																					LY9	MAGEH1		
				TNFSF13B																					CD48			
				CCR4																					HCST			
				IL2RA																					PTPRCAP			
				IL32																					SASH3			
				TNFRSF10C																					ARHGAP25			
				IL22RA1																					LAT			
				BMPR1A																					TRAT1			
				CXCR5																					IL10RA			
				CXCR3																					PAX5			
				IFNA8																					CCR7			
				IL17REL																					DOCK11			
				IFNB1																					PARVG			
				IFNAR1																					SPNS1			
				TNFRSF1B																					CD52			
				CCL17																					HCLS1			
				IFNL1																					ARHGAP9			
				IL16																					GIMAP6			
				IL1RL1																					PRKCB			
				ILK																					MS4A1			
				CCL25																					GPR18			
				ILDR2																					TBC1D10C			
				CXCR1																					GVINP1			
				IL36RN																					P2RY8			
				IL34																					EVI2B			
				TGFB1																					VAMP5			
				IFNG																					KLRK1			
				IL19																					SELL			
				ILKAP																					MPEG1			
				BMP2K																					MS4A6A			
				CCR10																					ARHGAP15			
				ILDR1																					MFNG			
				EPO																					GZMK			
				CCR7																					SELPLG			
				IL17C																					TARP			
				IL23A																					GIMAP7			
				CCR5																					FAM65B			
				IL7																					INPP5D			
				EPOR																					ITGA4			
				CCL13																					MZB1			
				IL2RG																					GPSM3			
				IL31RA																					STK10			
				TNFAIP6																					CLEC2D			
				IFNL2																					IL16			
				BMP1																					NLRC3			
				IL12RB1																					GIMAP5			
				TNFAIP8																					GIMAP4			
				IL4R																					IFFO1			
				TNFRSF6B																					CFH			
				TNFAIP8L1																					PVRIG			
				TNFRSF10B																					CFHR1			
				IFNL3																								
				CCL5																								
				CXCL6																								
				CXCL1																								
				CCR3																								
				TNFSF11																								
				CSF1R																								
				IL21																								
				IL1RAP																								
				IL12RB2																								
				CCL1																								
				IL17RA																								
				CCR1																								
				IL1RN																								
				TNFRSF11B																								
				TNFRSF14																								
				IL13																								
				IL2RB																								
				BMP8B																								
				CCL2																								
				IL24																								
				IL18RAP																								
				TGFBI																								
				TNFSF10																								
				TNFRSF11A																								
				CXCL5																								
				IL5RA																								
				TNFSF9																								
				IL1RL2																								
				TNFRSF13C																								
				IL36G																								
				IL15RA																								
				TNFRSF21																								
				CXCL8																								
				IL22RA2																								
				TNFAIP8L2																								
				IL18R1																								
				IFNLR1																								
				CXCR6																								
				CCL3L3																								
				TNFRSF1A																								
				IL17RE																								
				IFNGR2																								
				IL17RC																								
				TNFAIP8L3																								
				ILVBL																								
				TGFBRAP1																								
				CCL4L1																								
				CSF2RA																								
				CCRN4L																								
				CCL26																								
				TNFAIP1																								
				CCRL2																								
				IFNA10																								
				TNFRSF17																								
				IFNA13																								
				IL20																								
				IL18BP																								
				CCL3L1																								
				TNFSF12-TNFSF13																								
				IL5																								
				IL23R																								
				IL26																								
				TNF																								
				TGFA																								
				CSF2																								
				IL1F10																								
				CXCL17																								
				TNFSF13																								
				IFNA4																								
				IL37																								
				IL12A																								
				IL7R																								
				IFNA1																								
				IL1A																								
				IL4																								
				IL2																								
				CCL22																								
				CSF3R																								
				IL10																								
				IFNK																								
				TGFB2																								
				IL1R2																								
				IL1B																								
				IL17F																								
				IL27RA																								
				IL15																								
				TNFSF8																								
				IL36B																								
				XCL1																								
				CXCL16																								
				TNFRSF19																								
				IL3																								
				CCL3																								
				IFNA2																								
				BMPR1B																								
				IFNA21																								
				TNFSF18																								
				CCL8																								
				IL17RB																								
				TNFRSF25																								
				IL22																								
				IL10RB																								
				IFNAR2																								
				CCL18																								
				IFNA16																								
				CSF2RB																								
				IL36A																								
				TNFAIP3																								
				IL13RA2																								
				IL13RA1																								
				CCR9																								
				TNFRSF10A																								
				IFNA7																								
				IFNW1																								
				XCL2																								
				TNFSF14																								
				CCR2																								
				BMP15																								
				BMP10																								
				CCL15-CCL14																								
				TGFBR1																								
				IFNA5																								
				BMP7																								
				IFNA14																								
				IL20RB																								
				IL10RA																								
				IFNA17																								
				CCR6																								
				TGFB3																								
				CCL15																								
				CCL4																								
				CCL27																								
				TNFRSF13B																								
				TNFAIP2																								
				IL31																								
				IL17A																								
				TNFSF15																								
				CCL19																								
				IFNA6																								
				IL9																								