gene cell_type# cell_types stage SHMT2 1 B Adult DDX46 1 B Adult EAF2 1 B Adult PYURF 1 B Adult MIR1244-2 1 B Adult TIMM10 1 B Adult CCT6A 1 B Adult WARS 1 B Adult SPTSSA 1 B Adult NDUFA8 1 B Adult MRPS15 1 B Adult SLC25A4 1 B Adult PSMC6 1 B Adult PSMD14 1 B Adult TMEM106C 1 B Adult RP11-466H18.1 1 B Adult POLR2H 1 B Adult C17orf89 1 B Adult IER3IP1 1 B Adult PMVK 1 B Adult C11orf31 1 B Adult BCCIP 1 B Adult EIF3G 1 B Adult EIF4H 1 B Adult MCTS1 1 B Adult PCNP 1 B Adult RNF7 1 B Adult ITGAE 1 B Adult S100A10 1 B Adult CD320 1 B Adult CMC2 1 B Adult PSMD13 1 B Adult TIMM23 1 B Adult AP2S1 1 B Adult PCNA 1 B Adult NUDT5 1 B Adult MRPL36 1 B Adult MTCH2 1 B Adult NAA50 1 B Adult SEC61A1 1 B Adult SLC35B1 1 B Adult RFC3 1 B Adult CDK2AP2 1 B Adult LSM2 1 B Adult AUP1 1 B Adult ETFB 1 B Adult MCM7 1 B Adult CNIH1 1 B Adult RPL7P9 1 B Adult HMCES 1 B Adult SET 1 B Adult FKBP3 1 B Adult EIF4A3 1 B Adult SURF4 1 B Adult AKR1A1 1 B Adult UBE2T 1 B Adult HNRNPA0 1 B Adult CACYBP 1 B Adult IMP4 1 B Adult SNX5 1 B Adult TXNL1 1 B Adult MDH2 1 B Adult SEC11A 1 B Adult UQCRC1 1 B Adult MRPL3 1 B Adult POLR2I 1 B Adult KARS 1 B Adult DTYMK 1 B Adult MRPL41 1 B Adult EZR 1 B Adult LSM4 1 B Adult PSMB5 1 B Adult RPS3AP26 1 B Adult SAR1B 1 B Adult SEC13 1 B Adult MRPS7 1 B Adult PSMD12 1 B Adult MRPL39 1 B Adult BOLA3 1 B Adult MPHOSPH6 1 B Adult MRPL11 1 B Adult IFI16 1 B Adult CIB1 1 B Adult RNASEH2B 1 B Adult CHCHD1 1 B Adult PDCL3 1 B Adult HMGB3 1 B Adult NPM3 1 B Adult CDKN3 1 B Adult NDUFS7 1 B Adult RPL3P4 1 B Adult GARS 1 B Adult MARS 1 B Adult GMNN 1 B Adult RPS3AP6 1 B Adult NDUFA9 1 B Adult MRPL27 1 B Adult MEA1 1 B Adult GLRX3 1 B Adult ECHS1 1 B Adult RPA2 1 B Adult GGH 1 B Adult HAT1 1 B Adult TUFM 1 B Adult MRPL15 1 B Adult UBE2I 1 B Adult PPP2CA 1 B Adult RPS7P1 1 B Adult G3BP1 1 B Adult MAGOH 1 B Adult ATP1B3 1 B Adult TK1 1 B Adult RP11-234A1.1 1 B Adult RPA3 1 B Adult PQBP1 1 B Adult RUVBL2 1 B Adult MAD2L1 1 B Adult HDDC2 1 B Adult UQCRC2 1 B Adult CCT5 1 B Adult NUDC 1 B Adult DANCR 1 B Adult FEN1 1 B Adult NUP37 1 B Adult KPNA2 1 B Adult GLO1 1 B Adult MAGOHB 1 B Adult AC090498.1 1 B Adult AP2M1 1 B Adult IK 1 B Adult AC007969.5 1 B Adult VDAC2 1 B Adult STRA13 1 B Adult CD79A 1 B Adult FUNDC2 1 B Adult DDX39A 1 B Adult CCT3 1 B Adult TMX1 1 B Adult HSPB11 1 B Adult PSMC3 1 B Adult PSMA2 1 B Adult SRP54 1 B Adult DDT 1 B Adult PHF5A 1 B Adult NUSAP1 1 B Adult GINS2 1 B Adult VCP 1 B Adult BUB3 1 B Adult SRP72 1 B Adult CENPU 1 B Adult UCHL5 1 B Adult MESDC2 1 B Adult EWSR1 1 B Adult MRPL14 1 B Adult TYMS 1 B Adult PRELID3B 1 B Adult CMSS1 1 B Adult RAD23A 1 B Adult PARP1 1 B Adult MRPL18 1 B Adult UFD1L 1 B Adult PSMC4 1 B Adult CCND2 1 B Adult EMC6 1 B Adult CHCHD10 1 B Adult EBNA1BP2 1 B Adult PSMD11 1 B Adult RBMX 1 B Adult SF3B5 1 B Adult MORF4L2 1 B Adult CENPM 1 B Adult TXN2 1 B Adult ZFAND6 1 B Adult MRPL42 1 B Adult TXNDC12 1 B Adult SRSF10 1 B Adult SHCBP1 1 B Adult ZWINT 1 B Adult ANP32E 1 B Adult SRSF1 1 B Adult MRPL13 1 B Adult DARS 1 B Adult DHFR 1 B Adult PSMC2 1 B Adult FDFT1 1 B Adult SS18L2 1 B Adult EMC7 1 B Adult PTTG1 1 B Adult EIF1AX 1 B Adult TRAPPC2L 1 B Adult PDHB 1 B Adult DNMT1 1 B Adult DDX18 1 B Adult TUBA4A 1 B Adult MRPL2 1 B Adult CCNH 1 B Adult FAM46C 1 B Adult THYN1 1 B Adult FARSB 1 B Adult FAM32A 1 B Adult SF3A3 1 B Adult LRRC59 1 B Adult PSMD6 1 B Adult BAX 1 B Adult SNRPA1 1 B Adult DNAJC7 1 B Adult MRPS16 1 B Adult COX20 1 B Adult SIVA1 1 B Adult PGAM1 1 B Adult MRPS14 1 B Adult CENPW 1 B Adult BIRC5 1 B Adult TARS 1 B Adult CYTIP 1 B Adult HNRNPF 1 B Adult PSAT1 1 B Adult CENPN 1 B Adult SLC38A5 1 B Adult RAB8A 1 B Adult C19orf48 1 B Adult EEF1E1 1 B Adult GADD45GIP1 1 B Adult NDUFB10 1 B Adult RRM2 1 B Adult DNAJC8 1 B Adult CBWD1 1 B Adult THOC7 1 B Adult C12orf75 1 B Adult YPEL5 1 Centrocyte Adult GPR183 1 Centrocyte Adult CD52 1 Centrocyte Adult ICAM1 1 Endothelial Adult MCL1 1 Endothelial Adult PDLIM1 1 Endothelial Adult IL6ST 1 Endothelial Adult NTN4 1 Endothelial Adult HIF1A 1 Endothelial Adult TGFBR2 1 Endothelial Adult NFKBIA 1 Endothelial Adult LYVE1 1 Endothelial Adult ITGA1 1 Endothelial Adult ETS2 1 Endothelial Adult RNASE1 1 Endothelial Adult GNG11 1 Endothelial Adult SDPR 1 Endothelial Adult LIMCH1 1 Endothelial Adult PCAT19 1 Endothelial Adult IFI27 1 Endothelial Adult A2M 1 Endothelial Adult IGFBP4 1 Endothelial Adult CXCL2 1 Endothelial Adult SERPINA5 1 Endothelial Adult TM4SF1 1 Endothelial Adult ACKR3 1 Endothelial Adult HYAL2 1 Endothelial Adult ACKR1 1 Endothelial Adult PLVAP 1 Endothelial Adult CAV1 1 Endothelial Adult JUN 1 Endothelial Adult COTL1 1 Endothelial Adult APP 1 Endothelial Adult TGFBR3 1 Endothelial Adult CDH11 1 Endothelial Adult PCDH17 1 Endothelial Adult ICAM2 1 Endothelial Adult VWF 1 Endothelial Adult BEX3 1 Endothelial Adult TCEAL9 1 Endothelial Adult TFF3 1 Endothelial Adult HES1 1 Endothelial Adult TIMP3 1 Endothelial Adult ADGRL4 1 Endothelial Adult LAPTM4A 1 Endothelial Adult FOSB 1 Endothelial Adult IGFBP7 1 Endothelial Adult SEPW1 1 Endothelial Adult INSR 1 Endothelial Adult KLF4 1 Endothelial Adult SERPINA3 1 Endothelial Adult TMEM14C 1 Erytro Adult UROD 1 Erytro Adult RP11-620J15.3 1 Erytro Adult METTL5 1 Erytro Adult NASP 1 Erytro Adult NAE1 1 Erytro Adult LSM6 1 Erytro Adult CAT 1 Erytro Adult HBB 1 Erytro Adult FBXO7 1 Erytro Adult RHAG 1 Erytro Adult DSTN 1 Erytro Adult AHSP 1 Erytro Adult MGST2 1 Erytro Adult TFRC 1 Erytro Adult HPRT1 1 Erytro Adult HBD 1 Erytro Adult FAM178B 1 Erytro Adult SNHG3 1 Erytro Adult GRPEL1 1 Erytro Adult GGCT 1 Erytro Adult ESD 1 Erytro Adult CA1 1 Erytro Adult ALDH1A1 1 Erytro Adult BRIX1 1 Erytro Adult NIFK 1 Erytro Adult LYAR 1 Erytro Adult CA2 1 Erytro Adult GSTM3 1 Erytro Adult GAR1 1 Erytro Adult OAT 1 Erytro Adult CSF1R 1 Macro Adult HMOX1 1 Macro Adult CD163 1 Macro Adult S100B 1 Macro Adult MPEG1 1 Macro Adult LY96 1 Macro Adult C1QC 1 Macro Adult SOD2 1 Macro Adult NPL 1 Macro Adult GNG2 1 Macro Adult TIMP1 1 Macro Adult GPX1 1 Macro Adult ADI1 1 Macro Adult CREG1 1 Macro Adult LIPA 1 Macro Adult VCAM1 1 Macro Adult OAZ2 1 Macro Adult MFSD1 1 Macro Adult C1QA 1 Macro Adult SNX2 1 Macro Adult CCL4 1 Macro Adult CCL4L2 1 Macro Adult CPVL 1 Macro Adult SLC40A1 1 Macro Adult IDH1 1 Macro Adult MARCO 1 Macro Adult NCOA4 1 Macro Adult CTSL 1 Macro Adult LILRB1 1 Macro Adult FCGRT 1 Macro Adult MS4A7 1 Macro Adult CD4 1 Macro Adult HLA-DRB1 1 Macro Adult PLEK 1 Macro Adult TMSB4XP4 1 Macro Adult CXCL12 1 Macro Adult CNIH4 1 Macro Adult FAM49A 1 Macro Adult C1QB 1 Macro Adult NAMPT 1 Macro Adult CARD16 1 Macro Adult NAGK 1 Macro Adult SLC31A2 1 Macro Adult TSPAN4 1 Macro Adult PRNP 1 Macro Adult SAMSN1 1 Macro Adult SMPDL3A 1 Macro Adult HLA-DPA1 1 Macro Adult CTSB 1 Macro Adult FCGR3A 1 Macro Adult CNDP2 1 Macro Adult HLA-DPB1 1 Macro Adult CD5L 1 Macro Adult FAM26F 1 Macro Adult IGSF6 1 Macro Adult LGMN 1 Macro Adult ZFP36L1 1 Macro Adult BCL2A1 1 Macro Adult RNF130 1 Macro Adult TBXAS1 1 Macro Adult CD14 1 Macro Adult CCL3 1 Macro Adult SAT1 1 Macro Adult ENPP2 1 Macro Adult RGS2 1 Macro Adult MAFB 1 Macro Adult CLEC2B 1 Macro Adult FGL2 1 Macro Adult GADD45B 1 Macro Adult TMEM176B 1 Macro Adult TMEM37 1 Macro Adult ADGRE2 1 Macro Adult JAML 1 Neu Adult CD55 1 Neu Adult ARHGAP15 1 Neu Adult ANXA1 1 Neu Adult S100A12 1 Neu Adult LAMP2 1 Neu Adult FAM49B 1 Neu Adult APMAP 1 Neu Adult CKAP4 1 Neu Adult SLC2A3 1 Neu Adult NUP214 1 Neu Adult SDHC 1 Neu Adult LRG1 1 Neu Adult BID 1 Neu Adult VSTM1 1 Neu Adult LAT2 1 Neu Adult FCN1 1 Neu Adult ARG1 1 Neu Adult TKT 1 Neu Adult BST1 1 Neu Adult SQRDL 1 Neu Adult PGD 1 Neu Adult LITAF 1 Neu Adult ACAP1 1 Neu Adult NMI 1 Neu Adult HCST 1 Neu Adult PAPOLA 1 Neu Adult ANAPC15 1 Neu Adult RAB7A 1 Neu Adult S100P 1 Neu Adult AGTRAP 1 Neu Adult DYNLT1 1 Neu Adult TMEM167B 1 Neu Adult RAB5C 1 Neu Adult ATP6AP2 1 Neu Adult IL2RG 1 Neu Adult FAM65B 1 Neu Adult CHMP2A 1 Neu Adult NRBF2 1 Neu Adult RAB10 1 Neu Adult TMEM71 1 Neu Adult DBNL 1 Neu Adult LCN2 1 Neu Adult OSTF1 1 Neu Adult NCF4 1 Neu Adult BASP1 1 Neu Adult VAPA 1 Neu Adult ANXA3 1 Neu Adult BIN2 1 Neu Adult GPSM3 1 Neu Adult CARD19 1 Neu Adult LAMTOR3 1 Neu Adult MSRB1 1 Neu Adult NQO2 1 Neu Adult RIOK3 1 Neu Adult SLC16A3 1 Neu Adult FBXL5 1 Neu Adult ADD3 1 Neu Adult RHOG 1 Neu Adult ATP6V1C1 1 Neu Adult MOB1A 1 Neu Adult EMB 1 Neu Adult RTFDC1 1 Neu Adult LAMTOR4 1 Neu Adult UGP2 1 Neu Adult MXD1 1 Neu Adult ADGRE5 1 Neu Adult PGLYRP1 1 Neu Adult RAC1 1 Neu Adult IDI1 1 Neu Adult GABARAPL2 1 Neu Adult SLA 1 Neu Adult PADI4 1 Neu Adult CAPG 1 Neu Adult RALB 1 Neu Adult CDC37 1 Neu Adult MMP8 1 Neu Adult SELPLG 1 Neu Adult SUPT4H1 1 Neu Adult BLOC1S1 1 Neu Adult CST7 1 Neu Adult PLSCR1 1 Neu Adult QPCT 1 Neu Adult ADGRG3 1 Neu Adult GYG1 1 Neu Adult PRKAR1A 1 Neu Adult ALOX5AP 1 Neu Adult RAB27A 1 Neu Adult EVI2B 1 Neu Adult LRRFIP1 1 Neu Adult RAB18 1 Neu Adult IRF1 1 Neu Adult NKG7 1 Neu Adult STXBP2 1 Neu Adult AZIN1 1 Neu Adult TSPO 1 Neu Adult ATG3 1 Neu Adult FPR2 1 Neu Adult CD177 1 Neu Adult C14orf119 1 Neu Adult TSPAN2 1 Neu Adult ID2 1 Neu Adult TCN1 1 Neu Adult BNIP2 1 Neu Adult FOLR3 1 Neu Adult RILPL2 1 Neu Adult PYGL 1 Neu Adult TBCB 1 Neu Adult SPI1 1 Neu Adult RETN 1 Neu Adult LTA4H 1 Neu Adult LTF 1 Neu Adult CDKN2D 1 Neu Adult ACTN1 1 Neu Adult CAPZA1 1 Neu Adult TMSB4XP8 1 Neu Adult IER2 1 Neu Adult MIR223 1 Neu Adult BZW1 1 Neu Adult METTL9 1 Neu Adult ZYX 1 Neu Adult PRR13 1 Neu Adult MLF2 1 Neu Adult CLU 1 Neu Adult CD44 1 Neu Adult ACSL1 1 Neu Adult DECR1 1 Neu Adult KPNB1 1 Neu Adult UBE2B 1 Neu Adult WDR1 1 Neu Adult CD58 1 Neu Adult S100A8 1 Neu Adult ATP6V1B2 1 Neu Adult MNDA 1 Neu Adult CDC42SE1 1 Neu Adult CCNDBP1 1 Neu Adult CDA 1 Neu Adult PTK2B 1 Neu Adult CYSTM1 1 Neu Adult CSF3R 1 Neu Adult CD82 1 Neu Adult FLOT1 1 Neu Adult NCF2 1 Neu Adult AP3S1 1 Neu Adult CMTM6 1 Neu Adult IQGAP1 1 Neu Adult CCND3 1 Neu Adult PPP1R18 1 Neu Adult ITGB2 1 Neu Adult FAM107B 1 Neu Adult SCPEP1 1 Neu Adult CTDNEP1 1 Neu Adult DHRS9 1 Neu Adult MSN 1 Neu Adult GLIPR2 1 Neu Adult GNAI3 1 Neu Adult PTAFR 1 Neu Adult ARRB2 1 Neu Adult MCEMP1 1 Neu Adult FGR 1 Neu Adult CCPG1 1 Neu Adult ATP6V0D1 1 Neu Adult CYBB 1 Neu Adult DHRS7 1 Neu Adult HP 1 Neu Adult PLAC8 1 Neu Adult RAB31 1 Neu Adult GNAS 1 Neu Adult ALOX5 1 Neu Adult CXCR4 1 Neu Adult PLP2 1 Neu Adult LAMTOR1 1 Neu Adult RBPJ 1 Neu Adult FLOT2 1 Neu Adult CAP1 1 Neu Adult CNN2 1 Neu Adult SKAP2 1 Neu Adult RGL4 1 Neu Adult TUBA1A 1 Neu Adult S100A9 1 Neu Adult PPP1R12A 1 Neu Adult IL17RA 1 Neu Adult CD48 1 Neu Adult SEPT7 1 Neu Adult OCIAD2 1 Plasmocyte Adult DPM2 1 Plasmocyte Adult UFC1 1 Plasmocyte Adult WDR33 1 Plasmocyte Adult PSENEN 1 Plasmocyte Adult JCHAIN 1 Plasmocyte Adult CD99 1 Plasmocyte Adult OTUB1 1 Plasmocyte Adult ARPC5L 1 Plasmocyte Adult IGHG2 1 Plasmocyte Adult SRP19 1 Plasmocyte Adult HIST1H1C 1 Plasmocyte Adult COMMD3 1 Plasmocyte Adult FCGR2B 1 Plasmocyte Adult DUSP22 1 Plasmocyte Adult GNG7 1 Plasmocyte Adult NDUFB5 1 Plasmocyte Adult CCDC53 1 Plasmocyte Adult MRPL24 1 Plasmocyte Adult CIRBP 1 Plasmocyte Adult CD3D 1 T Adult IGKC 1 T Adult MALAT1 1 T Adult