Table 1 DEGs identified between the study groups.

From: Discovering molecular signatures in kidney transplant biopsies with borderline changes and isolated V-lesions: single-cell RNA-sequencing analysis of human blood and tissue Spatial transcriptomics

(A) Up- and down-regulated genes in tubulointerstitium in ST dataa

Comparison group

Direction

Gene

pre-TCMR(b) vs. TCMR(b)

Upregulated

LYZ, CXCL9, TRBC1, CCL19, LCP1, IGHG3, IGLL5, HLA-DPA1, IGHG1, HLA-DPB1, PTPRC, IGHG4, IGHG2, CD74, HLA-B, HLA-DRA, HLA-DQB1, TMSB4X, LAPTM5, LSP1, HLA-DQA1, VIM, LIMD2, B2M, C1QB, HLA-E, CTSS, ARHGDIB, CORO1A, CD4, CYBB, H3C7, ARPC1B, H3C2, C1S, HLA-F, C1QC, IGHA1, HLA-DRB1, TGFB1, H1-3, SAMHD1, PTPRCAP, RAC2, CD53, IL2RB, ZNF385A, TRAC, ITGAL, EVI2B, GIMAP4, AKNA, CD247, TMSB10, PLAAT4, LGALS1, STAT1, HCLS1, ITGA4, H3C10, HLA-A, CD8A, TIMP1, H4C12, PLEKHO1, H3C11, TYROBP, RPS19, HLA-C, FLNA, FYB1, RPL28, H1-5, TYMP, LCP2, DOCK2, H2AC11, WIPF1, CD2, GMFG, TAPBP, RPL27A, ITGB2, ANXA2, PTPN6, HLA-DMA, UBD, ADGRE5, H2AC14, MPEG1, NCKAP1L, C1R, TUBB, SH3BGRL3, NKG7, RPS2, HCST, EMB, FCER1G, FGD2, CCL5, IFITM1, ADCY7, H4C6, IL18BP, GPR132, CD3E, FCN1, CD48, SMAP2, CTSZ, FXYD5, PSMB8, ARHGEF1, RPL18A, H2BS1, SELL, COL3A1, CD44, CD68, FGL2, INPP5D, RPS8, WAS, GBP2, LTB, RESF1, GNAI2, RPLP0, RNF213, SRGN, PIK3CD, GBP5, NCF1, C16orf54, TNFAIP2, IL7R, RPS5, CD37, TAP2, TRIM22, GPR174, GIMAP7, H4C15, IRF1, HLA-DMB, CNN2, RPL13, IFI16, S100A11, SPIB, BIRC3, H3C13, MYO1F, VSIR, RPS12, FCMR, FERMT3, RPS27A, BIN2, H3C3, RPS27, RPL10A, ACTA2, ARL6IP5, RPL30, HLA-DOA, DOCK8, RPS13, SLA, H3C4, PPP1R18, KLRG1, C1QA, IFI30, RPS3, TMC8, RPLP1, MARCKSL1, RPLP2, TCF7, JAK3, KLRB1, COL1A1, IFITM3, RPL36A, IKZF1, SASH3, FKBP1A, TCIRG1, PRKCB, TGM2, RPS15A, SIPA1, TUBA1C, IL2RG, DEF6, ARHGAP25, LST1, RPL32, MSN, SNX20, FBLN1, RPS18, JAML, RPS14, RPL18, RPL27, CCND2, RPL38, PARP8, TPM4, H2AC17, RPS9, H2BC9, CLEC10A, UBE2L6, RPL4, BTN3A1, STK17B, PLEK, ANKRD44, RPS11, RPL15, ZYX, RPS21, RPL39, ANXA6, RPL13A, CST3, SPI1, FYN, BST2, COL6A3, GZMK, APOL3, H2AC12, FMNL1, PLCB2, PSME2, RPL35, RPS29, AP1S2, CIITA, EVL, H2AC19, CRIP1, DOCK10, UBA52, RASSF2, RCSD1, TRAT1, MGP, PFN1, SEPTIN9, RPL11, GLIPR2, CAP1, CLEC7A, ACTN1, PABPC1, IL27RA, STK10, MAN2B1, PPP1CA, PSMB10, TLN1, CSK, LILRB4, SCO2

Downregulated

SLC6A19, SHOX, CCN1, SLC5A2, ATF3, MT1HL1, VASH2, GSTA1, OR8U9, CYP4F3, AFM, REN, SLC34A1, SLC5A12, LGALS14, EGFL6, FAM151A, SLC8A2, SLC25A25, ALDOB, RNF152, SLC22A8, SPRR2F, PER1, CYP3A5, SLC25A19, APOM, ARG2, PDZK1IP1, UGT2B7, DCAF4L2, UGT2B28, TEX38, SLC47A2, FUT6, GIPC2, CEACAM18, PRSS35, PRODH2, SLC16A9, MT1F, C4BPB, TCIM, SLC17A3, ABHD12B, ZNF579, PDZK1, ALB, SLC27A2, MT1G, ALDH4A1, PCSK1N, SLC22A6, KCNRG, NUP62CL, PLG, LAMC2, GSTA2, RRH, C19orf81, SLC7A8, MAFF, ASB9, DIO1, SLC6A13, AGXT2, QPRT, OVCH2, FRRS1, ERRFI1, LRP2, FOXC1, FOS, AZGP1, APOE, PRKD1, PPP3CA, MTRNR2L8, ZFP36, NR4A1, UGT3A1, MICALCL, RIDA, AK4, ETNK2, UPB1, USP2, CLTRN, ALDH1L1, ACSM2B, PCK1, EGR1, GATM, PSAT1, FAM110C, SLC6A18, CCDC200, LARS2, GSTA3, CYP4A22, SLC39A5, GPX3, DDC, CYP27B1, BBOX1, TMEM88, OR9G1, SLC13A3, HPD, AMN, FAM89A, MME, CNIH2, NRSN2, DPEP1, ASS1, SLC4A4, GDF15, XPNPEP2, DUSP1, SMIM24, GPR20, FABP1, TNFRSF18, ACP4, PDK4, TINAG, GPD1, SLC17A1, KANK1, RHOB, SLC12A3, ANKS4B, MT1H, CMBL, ZNF517, ALPK2, CES3, BMX, TAS2R16, GLYAT, SPINK8, SLC13A5, MIOX, CLDN14, BHMT, CBLC, AGMAT, JUN, MAGEB2, NR1H4, PAH, CDHR5, ACSM2A, G6PC1, SIK1, LECT2, SLC36A2, TMEM150B, TRABD2B, MT1X, BHMT2, GADD45A, FZD9, CUBN, KLHL33, DPYS, ALDH5A1

(B) Up- and down-regulated genes in scRNA-seq datab

Comparison group

Direction

DEG

pre-TCMR(p) vs. TCMR(p)

Upregulated

LTB, STAT1, NFKBIA, UCP2, GBP5, PSME2, GZMK, UBE2L6, CTSW, CD74, CALR, RPS4Y1, RGCC

Downregulated

YPEL3, CX3CR1, XCL2, HLA-DQA2, CDKN2D, METRNL, RHOB, MALAT1, GIMAP7, CCL3, BRD2, TXNIP, TUBB4B, TRDC, GADD45B, IFNG, TRBV5-5, CCL4, CCL4L2

post-CTRL(p) vs. TCMR(p)

Upregulated

TRBV14, RPS4Y1, RPS26, TRAV38-2DV8, TRGV4, CD8B, TRBV5-1, COTL1, LTB, DDX3Y, GZMK, ARPC1B, KLRC2, HLA-DQA1, STAT1, CD27, FCRL6, CD8A, TIGIT, IFITM3, ZNF683, PSME2, TRAC, PSMB9, CCDC167, TRGV5, IFITM2, UBE2L6, XAF1, IFITM1, NUCB2, CD160, TRGV2, ANXA2, COL6A2, IRF1, IL7R, GSTM1, TMBIM6, HLA-DQB1, UTY, PFN1, UCP2, PRKY, S100A11, PYCARD, SAMHD1, DUSP2, SELENOH, CKLF, YBX3, TCF7, KLF2, HLA-A, RAC2, TNFAIP8, ANAPC16, GBP5, TAGLN2, USP9Y, RHOH, FLT3LG, PTGDR, CRIP1, PECAM1, ACTB, PRDX2, BST2, ISG20, TRADD, PLAAT4, NPC2, ITGB2-AS1, PLEK, THEMIS, IL32, FYB1, HLA-F, LINC02446, ANXA11, ORAI1, NUTM2B-AS1, PFKP, SLC9A3R1, WDR1, PTGER2, CMC1, H1FX, PARP9, INPP4B, AGTRAP, NSG1, PSMB10, APBA2, SMAGP, PIP4K2A, HOPX, NDUFAF3, NLRC5, CORO1A, GZMH

Downregulated

PLEKHF1, HSD17B11, RASGRP1, MT-ND4L, ATP6V1G1, IDI1, STK17A, GLIPR1, CSNK1D, EIF2S3, SMAD7, ARL4C, SEC14L1, HLA-DRA, NR1D2, BRD7, RGS1, RORA, RALGAPA1, SARAF, LDHA, RIOK3, TSEN54, DDX3X, VPS37B, GLRX, MTFP1, TUBB4B, ID2, LEPROTL1, SNHG5, SLC2A3, IL18RAP, DUSP10, TRDV1, JMJD6, RNF166, NR4A2, SPON2, PIK3R1, OXNAD1, CST3, DDIT4, SRSF3, DSTN, MAFF, ZBTB44, HPGD, ENC1, TRDC, CISH, CNOT2, PTS, AREG, ARID5A, SYAP1, CD55, ID1, KLRC1, LITAF, TNFRSF1B, ZNF331, BHLHE40, AC243829.1, KIR3DL2, HLA-DQA2, FOSL2, RPS10, TRGC1, YPEL3, IER5L, SLC7A5, EIF1AX, SATB1, TRGV10, SH2D2A, SPOCK2, CEBPD, SLA2, ERAP2, TNFAIP3, CD5, RPS4X, RBM38, DNAJB6, MAP3K8, GADD45B, FTH1, RAB5IF, SYNGR1, GTF3C1, IFNGR1, RGS2, PDE4D, AUTS2, GNLY, CREM, SELL, MT2A, CD247, GZMB, TRBC1, FCGR3A, FGFBP2, HLA-C, METRNL, TRBV28, HLA-DRB5, MYOM2, CCL4L2, TRGV9, TRDV2

  1. DEG differentially expressed gene, TCMR acute T cell-mediated rejection, ST spatial transcriptomics, scRNA-seq single-cell RNA sequencing.
  2. aDEGs with p-value < 0.05 and Log2 > 2 are presented in the table.
  3. bAll DEGs with minimum percentage of cells > 0.25 are presented in the table.