ClusterMarkersOfAllCells

Markers for clusters of all cells.

Cluster

seurat_clusters: c1

Markers

Showing top 100 markers ordered by p_val_adj ascendingly, then abs(avg_log2FC) descendingly. Use 'Download the entire data' button to download all significant markers by 'p_val_adj < 0.05 & avg_log2FC > 0'.
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0 2.704 0.775 0.179 0 LINC02446 c1
0 2.2037 0.731 0.192 0 CLIC3 c1
0 2.1306 0.998 0.583 0 CCL5 c1
0 2.1086 0.988 0.324 0 CD8A c1
0 1.9649 0.971 0.286 0 CD8B c1
0 1.9356 0.802 0.259 0 CD38 c1
0 1.931 0.957 0.365 0 GZMA c1
0 1.8156 0.859 0.368 0 CXCR6 c1
0 1.7703 0.9 0.343 0 LAG3 c1
0 1.7361 0.99 0.407 0 NKG7 c1
0 1.7192 0.788 0.264 0 DUSP4 c1
0 1.7172 0.996 0.856 0 RARRES3 c1
0 1.6784 0.876 0.205 0 GZMB c1
0 1.5764 0.939 0.468 0 CYTOR c1
0 1.5652 0.92 0.405 0 PRF1 c1
0 1.3972 0.987 0.636 0 CST7 c1
0 1.3298 0.994 0.865 0 COTL1 c1
0 1.2864 0.996 0.887 0 CD7 c1
0 1.1242 0.997 0.963 0 CD52 c1
0 1.122 1 0.975 0 PTPRCAP c1
1–20 of 100 items
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Enrichment Analysis

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Oxidative phosphorylation 78/133 2.062e-33 6.412e-31 9.0131 678.3453 ATP6V1E1;PPA1;SDHB;SDHC;SDHA;UQCRQ;UQCRC2;UQCRC1;ATP6V0D1;NDUFB11;NDUFB10;UQCR10;UQCR11;COX6A1;COX8A;ATP6V0C;ATP6V0B;ATP6AP1;COX7A2L;ATP6V1B2;ATP6V1A;ATP6V1D;UQCRB;ATP5MC3;COX7A2;ATP5MC2;UQCRH;COX15;ATP6V1F;CYC1;ATP6V1H;ATP6V0A2;COX10;ATP5F1D;ATP5F1E;COX6C;NDUFS8;NDUFS7;NDUFS6;NDUFS5;NDUFS4;NDUFS3;NDUFS2;ATP5ME;COX7C;COX7B;NDUFB7;NDUFB5;NDUFB4;NDUFB3;NDUFB1;UQCRFS1;COX4I1;ATP5MG;ATP5MF;NDUFA9;ATP5PF;NDUFA8;NDUFA7;ATP5PD;NDUFA6;NDUFA5;ATP5PB;NDUFA4;NDUFA3;NDUFA2;NDUFA1;COX6B1;NDUFAB1;COX5A;NDUFA12;NDUFA13;NDUFA11;TCIRG1;COX5B;ATP5F1A;ATP5F1B;ATP5F1C 1 KEGG_2021_Human
Parkinson disease 111/249 2.994e-32 4.656e-30 5.1502 373.8306 PSMC6;PSMC4;PSMC3;UQCRC2;BAX;PSMC1;UQCRC1;CALM3;UQCR10;UQCR11;UBE2L6;UBE2L3;PSMD9;PSMD7;PSMD8;PSMD6;PSMD4;COX8A;DAXX;COX7A2L;ATF4;UBE2J1;UBE2J2;PLCG1;PRKACB;ATP5F1D;ATP5F1E;COX6C;UBE2G1;COX7C;COX7B;ATP5PF;ATP5PD;ATP5PB;COX6B1;PSMA6;PSMA7;PSMA4;PSMA5;PSMA2;NDUFAB1;PSMA1;COX5A;NDUFA12;NDUFA13;NDUFA11;COX5B;GNAI2;PSMB7;ATP5F1A;ATP5F1B;ATP5F1C;PSMB6;PSMB3;PSMB4;PSMB1;PSMB2;SDHB;SDHC;SDHA;UQCRQ;PPIF;NDUFB11;NDUFB10;PARK7;COX6A1;SEM1;BCL2L1;GNAS;TXN2;UQCRB;ATP5MC3;COX7A2;ATP5MC2;UQCRH;UBB;CYC1;NDUFS8;NDUFS7;NDUFS6;ADORA2A;NDUFS5;NDUFS4;NDUFS3;NDUFS2;PSMD13;NDUFB7;UBA7;NDUFB5;NDUFB4;ITPR2;NDUFB3;NDUFB1;UQCRFS1;CASP3;COX4I1;NDUFA9;NDUFA8;NDUFA7;NDUFA6;NDUFA5;ADRM1;NDUFA4;NDUFA3;NDUFA2;NDUFA1;VDAC3;VDAC1;SLC25A6;SLC25A5;CAMK2D 2 KEGG_2021_Human
Huntington disease 122/306 1.114e-29 1.154e-27 4.2515 283.4374 POLR2J3;ATG13;PSMC6;PSMC4;PSMC3;UQCRC2;BAX;PSMC1;UQCRC1;STX1A;UQCR10;UQCR11;PSMD9;PSMD7;PSMD8;PSMD6;PSMD4;NRBF2;AP2S1;COX8A;CREBBP;COX7A2L;ATG2A;ATP5F1D;ATP5F1E;COX6C;COX7C;COX7B;CLTC;CLTB;CLTA;ACTR1A;ATP5PF;ATP5PD;ATP5PB;COX6B1;PSMA6;PSMA7;PSMA4;PSMA5;PSMA2;NDUFAB1;PSMA1;HIP1;COX5A;NDUFA12;NDUFA13;NDUFA11;AP2A1;COX5B;PSMB7;ATP5F1A;ATP5F1B;ATP5F1C;PSMB6;PSMB3;PSMB4;EP300;PSMB1;PSMB2;SDHB;SDHC;SDHA;UQCRQ;PPIF;NDUFB11;NDUFB10;COX6A1;SEM1;UQCRB;ATP5MC3;COX7A2;ATP5MC2;UQCRH;CYC1;AP2M1;MAP2K7;WIPI1;WIPI2;NDUFS8;NDUFS7;NDUFS6;NDUFS5;NDUFS4;NDUFS3;NDUFS2;PSMD13;NDUFB7;NDUFB5;NDUFB4;NDUFB3;NDUFB1;UQCRFS1;CASP3;COX4I1;NDUFA9;NDUFA8;NDUFA7;NDUFA6;NDUFA5;ADRM1;NDUFA4;NDUFA3;NDUFA2;NDUFA1;REST;VDAC3;VDAC1;SLC25A6;SLC25A5;BECN1;DCTN6;DCTN3;HDAC1;DCTN2;DCTN5;RB1CC1;AMBRA1;POLR2A;POLR2E;POLR2G;POLR2J 3 KEGG_2021_Human
Prion disease 108/273 4.456e-26 3.464e-24 4.1797 243.9805 BAD;MAPK12;PSMC6;PSMC4;PSMC3;UQCRC2;BAX;PSMC1;UQCRC1;ATF2;UQCR10;UQCR11;PSMD9;PSMD7;PSMD8;PSMD6;PSMD4;COX8A;COX7A2L;CSNK2B;ATF4;PRKACB;ATP5F1D;ATP5F1E;COX6C;COX7C;COX7B;ATP5PF;ATP5PD;ATP5PB;COX6B1;PSMA6;PSMA7;PSMA4;PSMA5;PSMA2;NDUFAB1;PSMA1;COX5A;NDUFA12;NDUFA13;NDUFA11;COX5B;PSMB7;ATP5F1A;ATP5F1B;ATP5F1C;PSMB6;PSMB3;PSMB4;PSMB1;PSMB2;RAC2;SDHB;SDHC;SDHA;UQCRQ;PPIF;NDUFB11;ATF6B;NDUFB10;COX6A1;CYBA;SEM1;NOTCH1;UQCRB;ATP5MC3;COX7A2;ATP5MC2;UQCRH;CYC1;NDUFS8;NDUFS7;NDUFS6;NDUFS5;NDUFS4;NDUFS3;NDUFS2;GSK3B;PSMD13;NDUFB7;NDUFB5;NDUFB4;ITPR2;NDUFB3;NDUFB1;PIK3R3;UQCRFS1;CASP3;COX4I1;NDUFA9;NDUFA8;NDUFA7;NDUFA6;NDUFA5;ADRM1;NDUFA4;NDUFA3;NDUFA2;NDUFA1;VDAC3;VDAC1;SLC25A6;SLC25A5;PIK3CD;CCL5;MAPK1;FYN 4 KEGG_2021_Human
Pathways of neurodegeneration 153/475 4.387e-25 2.729e-23 3.0577 171.4971 BAD;ATG13;PSMC6;CCS;PSMC4;PSMC3;UQCRC2;BAX;PSMC1;UQCRC1;PSMD9;PSMD7;PSMD8;PSMD6;PSMD4;NRBF2;GABARAPL2;DAXX;GABARAPL1;PRKCB;ATG2A;ATF4;GABARAP;TBK1;PLCG1;CSNK1A1;ATXN1;COX6B1;PSMA6;PSMA7;PSMA4;PSMA5;PSMA2;PSMA1;NDUFA12;NDUFA13;NDUFA11;PSMB7;PSMB6;PSMB3;PSMB4;PSMB1;PSMB2;BID;UQCRQ;PARK7;TANK;NRAS;MAP2K2;MAP2K3;BCL2L1;UQCRB;FASLG;UQCRH;MAP2K7;WIPI1;WIPI2;TNFRSF1A;TNFRSF1B;CDK5;NDUFB7;NDUFB5;NDUFB4;ITPR2;NDUFB3;NDUFB1;COX4I1;NDUFA9;NDUFA8;NDUFA7;NDUFA6;NDUFA5;ADRM1;NDUFA4;NDUFA3;NDUFA2;NDUFA1;SLC25A6;SLC25A5;BECN1;AMBRA1;HSD17B10;BAK1;MAPK12;CALM3;STX1A;UQCR10;UQCR11;UBE2L6;UBE2L3;COX8A;COX7A2L;CSNK2B;UBE2J1;UBE2J2;ATP5F1D;ATP5F1E;COX6C;UBE2G1;COX7C;COX7B;ACTR1A;ATP5PF;ATP5PD;ATP5PB;NDUFAB1;HIP1;COX5A;COX5B;ATP5F1A;ATP5F1B;ATP5F1C;RAB8A;SDHB;SDHC;SDHA;PPIF;NDUFB11;NDUFB10;COX6A1;CAPN1;SEM1;VCP;ATP5MC3;PSEN2;COX7A2;ATP5MC2;UBB;CYC1;NDUFS8;NDUFS7;NDUFS6;NDUFS5;NDUFS4;NDUFS3;NDUFS2;GSK3B;PSMD13;UBA7;CASP7;UQCRFS1;CASP3;CAT;VDAC3;KRAS;VDAC1;CAMK2D;DCTN6;DCTN3;DCTN2;DCTN5;RB1CC1;MAPK1 5 KEGG_2021_Human
Diabetic cardiomyopathy 87/203 4.347e-24 2.253e-22 4.7655 256.3485 MAPK12;UQCRC2;UQCRC1;PDHB;UQCR10;UQCR11;AKT1;AKT2;COX8A;PRKCB;COX7A2L;ATP5F1D;ATP5F1E;COX6C;COX7C;COX7B;CTSD;ATP5PF;PPARA;ATP5PD;ATP5PB;PARP1;COX6B1;NDUFAB1;COX5A;NDUFA12;NDUFA13;NDUFA11;COX5B;ATP5F1A;ATP5F1B;ATP5F1C;RAC2;G6PD;SDHB;SDHC;PPP1CA;SDHA;UQCRQ;PPIF;NDUFB11;NDUFB10;COX6A1;PPP1CC;PTPA;CYBA;UQCRB;ATP5MC3;COX7A2;ATP5MC2;UQCRH;MPC1;MPC2;CYC1;TGFBR2;NDUFS8;NDUFS7;NDUFS6;NDUFS5;NDUFS4;NDUFS3;NDUFS2;GSK3B;NDUFB7;NDUFB5;NDUFB4;NDUFB3;NDUFB1;PIK3R3;UQCRFS1;COX4I1;NDUFA9;NDUFA8;NDUFA7;NDUFA6;NDUFA5;NDUFA4;NDUFA3;NDUFA2;NDUFA1;VDAC3;VDAC1;SLC25A6;SLC25A5;GAPDH;CAMK2D;PIK3CD 6 KEGG_2021_Human
Amyotrophic lateral sclerosis 125/364 2.03e-23 9.019e-22 3.3466 174.863 BAD;ATG13;MAPK12;PSMC6;CCS;PSMC4;PSMC3;UQCRC2;BAX;PSMC1;UQCRC1;PFN1;UQCR10;UQCR11;PSMD9;ACTB;PSMD7;PSMD8;PSMD6;PSMD4;NRBF2;COX8A;GABARAPL2;DAXX;GABARAPL1;COX7A2L;SETX;ATG2A;ATF4;GABARAP;TBK1;ATP5F1D;ATP5F1E;COX6C;COX7C;COX7B;ACTR1A;ATP5PF;ATP5PD;ATP5PB;COX6B1;PSMA6;PSMA7;PSMA4;PSMA5;PSMA2;NDUFAB1;PSMA1;COX5A;NDUFA12;NDUFA13;NDUFA11;COX5B;PSMB7;ATP5F1A;ATP5F1B;ATP5F1C;PSMB6;PSMB3;PSMB4;PSMB1;PSMB2;RAB8A;BID;SDHB;SDHC;SDHA;UQCRQ;SRSF3;NDUFB11;NDUFB10;TANK;COX6A1;MAP2K3;SEM1;BCL2L1;VCP;UQCRB;ACTG1;ATP5MC3;COX7A2;ATP5MC2;UQCRH;CYC1;WIPI1;WIPI2;TNFRSF1A;TNFRSF1B;NDUFS8;NDUFS7;NDUFS6;NDUFS5;NDUFS4;NDUFS3;NDUFS2;PSMD13;NDUFB7;NDUFB5;NDUFB4;NDUFB3;NDUFB1;UQCRFS1;CASP3;COX4I1;CASP1;NDUFA9;NDUFA8;NDUFA7;NDUFA6;NDUFA5;ADRM1;NDUFA4;NDUFA3;NDUFA2;NDUFA1;CAT;VDAC1;BECN1;DCTN6;DCTN3;DCTN2;DCTN5;RB1CC1;AMBRA1;HNRNPA3 7 KEGG_2021_Human
Thermogenesis 91/232 7.166e-22 2.786e-20 4.1009 199.6632 ACSL5;ACSL4;MAPK12;UQCRC2;UQCRC1;ATF2;SMARCB1;UQCR10;UQCR11;ADCY7;ACTB;COX8A;COX7A2L;PRKACB;SIRT6;ATP5F1D;ATP5F1E;COX6C;ATP5ME;COX7C;COX7B;ATP5MG;ATP5MF;ATP5PF;ATP5PD;ATP5PB;COX6B1;NDUFAB1;COX5A;NDUFA12;NDUFA13;NDUFA11;PRKAG1;COX5B;ATP5F1A;ATP5F1B;ATP5F1C;SDHB;SDHC;SDHA;UQCRQ;NDUFB11;NDUFB10;COX6A1;NRAS;MAP2K3;GNAS;COX16;UQCRB;COX19;ACTG1;ATP5MC3;COX7A2;ATP5MC2;UQCRH;COX15;CYC1;COX10;COA5;COA3;SMARCE1;NDUFS8;NDUFS7;NDUFS6;NDUFS5;NDUFS4;NDUFS3;NDUFS2;NDUFB7;NDUFB5;NDUFB4;NDUFB3;NDUFB1;UQCRFS1;COX4I1;COA6;NDUFA9;NDUFA8;NDUFA7;NDUFA6;NDUFA5;NDUFA4;NDUFA3;NDUFA2;NDUFA1;ARID1A;ARID1B;KRAS;RPS6KA1;RPS6KA3;SLC25A20 8 KEGG_2021_Human
Alzheimer disease 123/369 8.446e-22 2.918e-20 3.1956 155.0605 BAD;ATG13;PSMC6;PSMC4;PSMC3;UQCRC2;PSMC1;UQCRC1;CALM3;UQCR10;UQCR11;PSMD9;PSMD7;PSMD8;PSMD6;PSMD4;AKT1;NRBF2;AKT2;COX8A;COX7A2L;CSNK2B;ATG2A;ATF4;PSENEN;CSNK1A1;ATP5F1D;ATP5F1E;COX6C;COX7C;COX7B;ATP5PF;ATP5PD;ATP5PB;COX6B1;PSMA6;PSMA7;PSMA4;PSMA5;PSMA2;NDUFAB1;PSMA1;COX5A;NDUFA12;NDUFA13;NDUFA11;COX5B;PSMB7;ATP5F1A;ATP5F1B;ATP5F1C;PSMB6;PSMB3;PSMB4;PSMB1;PSMB2;BID;SDHB;SDHC;SDHA;UQCRQ;PPIF;NDUFB11;NDUFB10;COX6A1;NRAS;CAPN1;MAP2K2;SEM1;UQCRB;ATP5MC3;PSEN2;COX7A2;ATP5MC2;UQCRH;CYC1;MAP2K7;WIPI1;WIPI2;TNFRSF1A;NDUFS8;CDK5;NDUFS7;NDUFS6;NDUFS5;NDUFS4;NDUFS3;NDUFS2;GSK3B;PSMD13;NDUFB7;NDUFB5;NDUFB4;ITPR2;NDUFB3;NDUFB1;PIK3R3;CASP7;UQCRFS1;CASP3;COX4I1;NDUFA9;NDUFA8;NDUFA7;NDUFA6;NDUFA5;ADRM1;NDUFA4;NDUFA3;NDUFA2;NDUFA1;VDAC3;KRAS;VDAC1;SLC25A6;SLC25A5;GAPDH;BECN1;RB1CC1;PIK3CD;AMBRA1;HSD17B10;MAPK1 9 KEGG_2021_Human
Non-alcoholic fatty liver disease 69/155 1.672e-20 5.201e-19 5.073 231.0117 SDHB;SDHC;SDHA;MAPK12;UQCRQ;UQCRC2;BAX;UQCRC1;NDUFB11;NDUFB10;UQCR10;UQCR11;COX6A1;BCL2L11;AKT1;AKT2;COX8A;COX7A2L;ATF4;UQCRB;FASLG;COX7A2;UQCRH;CYC1;COX6C;TNFRSF1A;NDUFS8;NDUFS7;NDUFS6;NDUFS5;NDUFS4;NDUFS3;NDUFS2;COX7C;GSK3B;COX7B;NDUFB7;NDUFB5;NDUFB4;NDUFB3;NDUFB1;PIK3R3;ADIPOR2;CASP7;UQCRFS1;CASP3;COX4I1;MLX;NDUFA9;NDUFA8;NDUFA7;PPARA;NDUFA6;NDUFA5;NDUFA4;NDUFA3;NDUFA2;NDUFA1;ITCH;COX6B1;NDUFAB1;COX5A;NDUFA12;NDUFA13;NDUFA11;PIK3CD;PRKAG1;COX5B;BID 10 KEGG_2021_Human
Proteasome 33/46 6.953e-19 1.966e-17 15.9074 665.0905 ADRM1;PSMB9;PSMA6;PSMA7;PSMA4;PSMC6;PSMA5;SEM1;PSMA2;PSMC4;PSME4;IFNG;PSMA1;PSMC3;PSME2;PSMC1;PSME1;PSMD13;POMP;PSMB10;PSMB7;PSMD9;PSMB8;PSMD7;PSMB6;PSMD8;PSMB3;PSMB4;PSMD6;PSMB1;PSMB2;PSMD4;PSMF1 11 KEGG_2021_Human
Epstein-Barr virus infection 75/202 1.07e-16 0 3.7333 137.287 ENTPD1;RUNX3;MAPK12;PSMC6;PSMC4;PSMC3;BAX;PSMC1;RB1;PSMD7;PSMD8;PSMD6;PSMD4;AKT1;AKT2;B2M;HLA-DRB5;HLA-C;HLA-A;HLA-B;HLA-E;HLA-F;HLA-DRB1;RBPJ;TBK1;PLCG2;TYK2;NCOR2;HLA-DQB1;CD3G;CD3E;CD3D;STAT1;HLA-DPB1;CDKN1B;HLA-DMB;HLA-DPA1;CD58;IKBKG;JAK3;BID;HLA-DMA;IKBKE;JAK1;USP7;TAP2;TAP1;BCL2L11;CIR1;MAP2K3;DDX58;ISG15;MYD88;MAVS;SEM1;TRAF5;MAP2K7;IRAK4;OAS1;TAPBP;NFKBIB;OAS2;IRF3;HLA-DRA;IRF9;IRF7;CD247;PSMD13;PIK3R3;CASP3;ADRM1;HDAC1;PIK3CD;ITGAL;BAK1 12 KEGG_2021_Human
Endocytosis 83/252 0 0 3.1063 100.7139 PML;VPS25;VPS28;ARPC5L;CBLB;IL2RG;PARD6G;AP2S1;IQSEC3;HLA-C;HLA-A;VPS37B;HLA-B;ARFGAP2;HLA-E;EHD1;HLA-F;BIN1;TFRC;VPS26B;PIP5K1A;RHOA;EPS15L1;RAB7A;ARF5;RAB5C;ARF3;ARF1;ARPC1B;CLTC;CLTB;CLTA;SNX4;SNX1;CCR5;GBF1;ITCH;RAB11B;AP2A1;RAB8A;GIT2;USP8;SH3GLB1;IST1;ACAP2;CAPZA2;RAB35;CAPZA1;STAMBP;CHMP4A;ACAP1;ASAP1;LDLR;ARPC5;ARPC3;ARPC4;ARPC2;CHMP2A;CHMP5;TSG101;CHMP1A;RAB4A;WASHC3;AP2M1;ACTR3;ACTR2;ARAP1;ARAP2;EPN1;TGFBR2;RABEP1;VPS4B;GRK2;GRK3;CAPZB;IL2RB;SPG21;WIPF1;ARRB2;CBL;CYTH4;PSD4;VPS36 13 KEGG_2021_Human
Yersinia infection 55/137 0 0 4.2201 131.6872 MAPK12;ROCK1;ARPC5L;ACTB;PYCARD;AKT1;AKT2;ARHGEF12;FYB1;MAP2K2;MAP2K3;ARPC5;MYD88;ARPC3;ARPC4;CD8B;CD8A;ARPC2;ACTG1;TBK1;PIP5K1A;PLCG1;MAP2K7;ACTR3;RHOA;ACTR2;LIMK1;ITGA4;NFATC3;IRAK4;NFATC2;RHOG;VAV1;IRF3;LCP2;ARHGEF7;LAT;GSK3B;ARHGEF1;ARPC1B;PIK3R3;CASP1;LCK;ZAP70;PKN1;WIPF1;WAS;PIK3CD;RPS6KA1;RPS6KA3;PTK2B;MAPK1;RAC2;IKBKG;GIT2 14 KEGG_2021_Human
Human immunodeficiency virus 1 infection 71/212 0 0 3.176 91.7416 BAD;AP1S1;MAPK12;BAX;CALM3;RNF7;GNG2;GNG5;AKT1;AKT2;B2M;APOBEC3D;APOBEC3F;APOBEC3G;APOBEC3H;HLA-C;HLA-A;PRKCB;HLA-B;HLA-E;HLA-F;APOBEC3C;GNG10;TBK1;PLCG1;PLCG2;NFATC3;NFATC2;BST2;CD3G;CD3E;CD3D;GNGT2;CCR5;GNAI2;ELOB;ELOC;RAC2;IKBKG;BID;TAP2;TAP1;RBX1;NRAS;PAK2;CFL1;MAP2K2;MAP2K3;MYD88;TRAF5;GNB2;BCL2L1;CUL5;FASLG;MAP2K7;LIMK1;IRAK4;TAPBP;TNFRSF1A;TNFRSF1B;IRF3;CD247;ITPR2;PIK3R3;CASP3;KRAS;PIK3CD;AP1G1;PTK2B;BAK1;MAPK1 15 KEGG_2021_Human
T cell receptor signaling pathway 41/104 0 0 4.0783 93.8049 MAPK12;PDCD1;PTPN6;CBLB;NRAS;PAK2;AKT1;AKT2;GRAP2;MAP3K8;MAP2K2;CD8B;CD8A;RASGRP1;PLCG1;MAP2K7;RHOA;NFATC3;NFATC2;VAV1;NFKBIB;PTPRC;IFNG;LCP2;CD247;ITK;LAT;GSK3B;PIK3R3;CD3G;CD3E;CD3D;CTLA4;LCK;ZAP70;KRAS;PIK3CD;MAPK1;FYN;IKBKG;NCK1 16 KEGG_2021_Human
Influenza A 56/172 0 0 3.0325 66.4251 PML;BAX;ACTB;PYCARD;PABPN1;AKT1;AKT2;FDPS;CREBBP;MAP2K2;HLA-DRB5;DDX58;PRKCB;MYD88;MAVS;HLA-DRB1;CALCOCO2;ACTG1;FASLG;TBK1;IRAK4;OAS1;TYK2;TNFRSF1A;NFKBIB;OAS2;IFNG;IRF3;HLA-DQB1;HLA-DRA;IRF9;IRF7;PIK3R3;ADAR;CASP3;CASP1;CIITA;STAT1;RAB11B;HLA-DPB1;VDAC1;SLC25A6;SLC25A5;PIK3CD;HLA-DMB;EP300;CCL5;HLA-DPA1;BAK1;MAPK1;IKBKG;BID;HLA-DMA;IKBKE;JAK1;JAK2 17 KEGG_2021_Human
Shigellosis 70/246 0 0 2.5025 50.5959 ACTN4;ATG12;MYL5;MAPK12;BAX;RBCK1;PFN1;TLN1;ARPC5L;MYL12B;ACTB;CAPNS1;AKT1;AKT2;GABARAPL2;GABARAPL1;GABARAP;TBK1;PLCG1;PLCG2;RHOA;ARF1;ARPC1B;HCLS1;UBE2V1;UBE2V2;IKBKG;RBX1;ATG16L1;UBE2N;ROCK1;UBE2D3;UBE2D1;UBE2D2;FOXO1;PYCARD;CAPN1;GLMN;ARPC5;DIAPH1;MYD88;ARPC3;TRAF5;ARPC4;ARPC2;BCL2L1;CALCOCO2;ACTG1;UBB;ACTR3;ACTR2;CBX3;WIPI1;WIPI2;TNFRSF1A;NFKBIB;IRF3;GSK3B;ITPR2;PIK3R3;HK1;U2AF1L4;CASP4;CASP1;VDAC1;BECN1;PIK3CD;CYTH4;CCL5;MAPK1 18 KEGG_2021_Human
Th1 and Th2 cell differentiation 36/92 0 0 4.0228 81.0642 NFATC3;NFATC2;TYK2;RUNX3;NFKBIB;MAPK12;IFNG;HLA-DQB1;HLA-DRA;CD247;LAT;CD3G;IL2RG;CD3E;CD3D;TBX21;IL12RB1;HLA-DRB5;STAT1;LCK;ZAP70;IL2RB;HLA-DPB1;HLA-DRB1;NOTCH1;RBPJ;HLA-DMB;HLA-DPA1;MAPK1;PLCG1;IKBKG;JAK3;HLA-DMA;JAK1;JAK2;STAT5A 19 KEGG_2021_Human
Antigen processing and presentation 32/78 0 0 4.3494 84.6736 CD74;KLRC3;KLRC4;TAP2;TAP1;TAPBP;RFX5;IFNG;HLA-DQB1;HLA-DRA;KLRD1;CTSS;B2M;CIITA;HLA-DRB5;NFYC;HLA-C;RFXANK;HLA-A;HLA-B;HLA-E;HLA-F;CD8B;CD8A;PSME2;HLA-DPB1;PSME1;HLA-DRB1;HLA-DMB;HLA-DPA1;KLRC1;HLA-DMA 20 KEGG_2021_Human
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seurat_clusters: c2

Markers

Showing top 100 markers ordered by p_val_adj ascendingly, then abs(avg_log2FC) descendingly. Use 'Download the entire data' button to download all significant markers by 'p_val_adj < 0.05 & avg_log2FC > 0'.
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6.359e-241 1.2643 0.991 0.62 2.133e-236 IL7R c2
5.688e-195 1.0347 0.984 0.605 1.908e-190 ANXA1 c2
6.279e-191 0.5074 1 0.999 2.106e-186 RPLP1 c2
1.678e-184 1.3133 0.758 0.309 5.628e-180 CD40LG c2
1.206e-182 1.0055 0.997 0.823 4.043e-178 FOS c2
2.625e-171 0.4353 1 0.999 8.804e-167 EEF1A1 c2
2.713e-160 0.4619 1 0.998 9.099e-156 TPT1 c2
3.3e-154 0.4301 1 0.998 1.107e-149 RPS14 c2
1.929e-149 0.4088 1 0.999 6.47e-145 RPL10 c2
3.882e-149 0.978 0.904 0.529 1.302e-144 KLRB1 c2
1.604e-147 0.7667 0.997 0.912 5.379e-143 VIM c2
1.35e-146 0.8221 0.99 0.84 4.528e-142 S100A4 c2
2.312e-132 0.3653 1 0.999 7.753e-128 RPS27A c2
3.223e-125 0.472 1 0.997 1.081e-120 RPLP0 c2
8.987e-124 0.8646 0.928 0.723 3.014e-119 S100A11 c2
7.74e-120 0.338 1 0.998 2.596e-115 RPS3 c2
5.334e-113 0.3508 1 0.998 1.789e-108 RPL32 c2
6.968e-109 1.123 0.689 0.375 2.337e-104 LGALS3 c2
9.451e-109 0.3772 1 0.998 3.17e-104 RPL34 c2
2.114e-107 0.3527 1 0.997 7.089e-103 RPS25 c2
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Enrichment Analysis

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Ribosome 72/158 3.352e-78 8.447e-76 45.8255 8174.8978 RPL22;RPS8;RPL21;RPS9;RPS6;RPS7;RPSA;FAU;RPL26;RPL28;RPL27;RPL29;RPL11;RPL10;RPL13;RPL12;RPL14;RPS5;RPL17;RPS2;RPS3;RPL19;RPL18;RPL41;RPS27;RPS29;RPS28;RPL27A;RPS21;RPS20;RPS23;RPS25;RPS24;RPL5;RPL6;RPL3;RPL31;RPL30;RPL4;RPL32;RPL35;RPL34;RPL9;RPL7;RPL8;RPS16;RPS18;RPS19;RPL37;RPL36;RPL39;RPS10;RPL38;RPS12;RPS14;RPS13;RPL13A;RPS3A;RPL37A;RPL36A;RPS15A;RPS27A;RPL35A;RPL23A;UBA52;RPLP0;RPLP2;RPLP1;RPL10A;RPS4X;RPL18A;RPL7A 1 KEGG_2021_Human
Coronavirus disease 78/232 3.077e-72 3.877e-70 28.1003 4627.047 RPL22;RPL21;RPL26;RPL28;RPL27;RPL29;RPL11;RPL10;RPL13;C3AR1;RPL12;RPL14;RPL17;RPL19;RPL18;RPL41;RPS27;RPS29;RPS28;RPL27A;RPS21;RPS20;RPS23;RPS25;RPS24;RPL5;RPL6;RPL3;RPL31;RPL30;RPL4;RPL32;RPL35;RPL34;RPL9;RPL7;RPL8;RPS16;RPS18;RPS19;RPL37;RPL36;RPL39;RPS10;RPL38;RPS12;RPS14;RPS13;JUN;RPS15A;RPS27A;FOS;RPLP0;RPLP2;RPLP1;RPL18A;RPS8;RPS9;RPS6;RPS7;RPSA;FAU;TNF;RPS5;RPS2;RPS3;RPL13A;RPS3A;IL2;NFKBIA;RPL37A;RPL36A;RPL35A;RPL23A;UBA52;RPL10A;RPS4X;RPL7A 2 KEGG_2021_Human
Th17 cell differentiation 13/107 0 0 6.491 94.4188 CD4;AHR;IL23R;RORC;GATA3;RORA;JUN;IL2;NFKBIA;RARA;IFNGR1;FOS;HSP90AB1 3 KEGG_2021_Human
Salmonella infection 19/249 0 0.0001 3.9066 51.4258 AHNAK;MYL12B;AKT3;MYC;S100A10;MYL12A;ANXA2;JUN;FOS;TUBA1A;TUBA1C;TNF;RPS3;M6PR;NFKBIA;BCL2;TRADD;DYNLT3;HSP90AB1 4 KEGG_2021_Human
Inflammatory bowel disease 9/65 0 0.0005 7.4857 86.5038 JUN;IL2;TNF;IFNGR1;STAT4;IL23R;RORC;GATA3;RORA 5 KEGG_2021_Human
Apoptosis 13/142 0 0.0005 4.7214 53.5886 ERN1;TNF;LMNA;AKT3;CTSB;JUN;NFKBIA;BCL2;TRADD;MCL1;FOS;TUBA1A;TUBA1C 6 KEGG_2021_Human
Lipid and atherosclerosis 16/215 0 0.0006 3.7807 41.5414 CALM1;AKT3;ABCA1;XBP1;JUN;FOS;CD40LG;PLCB1;ERN1;NCF1;TNF;NCF4;HSPA5;NFKBIA;BCL2;HSP90AB1 7 KEGG_2021_Human
JAK-STAT signaling pathway 13/162 0 0.0015 4.0834 40.6332 AKT3;MYC;CISH;IL7R;IL23R;IL5RA;IL2;BCL2;SOCS2;MCL1;IFNGR1;STAT4;FHL1 8 KEGG_2021_Human
Protein processing in endoplasmic reticulum 13/171 0.0001 0.0023 3.849 36.1592 ERN1;PPP1R15A;XBP1;HSPA5;SSR4;BCL2;TRAM1;SEC61B;BCAP31;SVIP;DAD1;HSP90AB1;UBQLN4 9 KEGG_2021_Human
IL-17 signaling pathway 9/94 0.0002 0.0047 4.9244 42.3336 JUN;NFKBIA;TRADD;TNFAIP3;TNF;JUND;FOS;FOSB;HSP90AB1 10 KEGG_2021_Human
Ferroptosis 6/41 0.0002 0.005 7.9365 66.8009 GPX4;PRNP;ACSL6;SLC40A1;FTH1;SLC39A8 11 KEGG_2021_Human
Leishmaniasis 8/77 0.0002 0.005 5.3839 44.9056 JUN;EEF1A1;NFKBIA;NCF1;TNF;IFNGR1;FOS;NCF4 12 KEGG_2021_Human
Kaposi sarcoma-associated herpesvirus infection 13/193 0.0003 0.0054 3.3748 27.6361 CALM1;AKT3;MYC;JUN;CD200R1;RPS27A;IFNGR1;FOS;ZFP36;NFKBIA;CDK6;TRADD;UBA52 13 KEGG_2021_Human
Chagas disease 9/102 0.0003 0.0062 4.499 35.8999 TNF;AKT3;JUN;IL2;NFKBIA;IFNGR1;FOS;PLCB1;PPP2R2B 14 KEGG_2021_Human
NF-kappa B signaling pathway 9/104 0.0004 0.0064 4.4038 34.5042 TNF;TNFSF14;NFKBIA;BCL2;TRADD;TNFAIP3;LTB;CD40LG;TNFSF13B 15 KEGG_2021_Human
Osteoclast differentiation 10/127 0.0004 0.0064 3.978 31.033 NCF1;TNF;AKT3;JUND;NCF4;JUN;NFKBIA;IFNGR1;FOS;FOSB 16 KEGG_2021_Human
Th1 and Th2 cell differentiation 8/92 0.0008 0.011 4.419 31.5155 JUN;IL2;NFKBIA;CD4;IFNGR1;STAT4;FOS;GATA3 17 KEGG_2021_Human
Fluid shear stress and atherosclerosis 10/139 0.0008 0.011 3.6058 25.5726 NCF1;CALM1;TNF;AKT3;MGST3;JUN;DUSP1;BCL2;FOS;HSP90AB1 18 KEGG_2021_Human
Measles 10/139 0.0008 0.011 3.6058 25.5726 SLAMF1;AKT3;JUN;IL2;NFKBIA;CDK6;BCL2;TRADD;TNFAIP3;FOS 18 KEGG_2021_Human
Pathways in cancer 23/531 0.0012 0.0148 2.1312 14.3817 AKT3;MYC;JUN;RARA;IFNGR1;STAT4;FOS;PLCB1;IL5RA;CDK6;BCL2;HSP90AB1;CALM1;FLT3LG;IL23R;MGST3;PTGER2;PTGER4;CXCR4;IL7R;AXIN2;IL2;NFKBIA 20 KEGG_2021_Human
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seurat_clusters: c3

Markers

Showing top 100 markers ordered by p_val_adj ascendingly, then abs(avg_log2FC) descendingly. Use 'Download the entire data' button to download all significant markers by 'p_val_adj < 0.05 & avg_log2FC > 0'.
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0 2.0202 0.978 0.597 0 FOSB c3
4.104e-296 1.5784 0.998 0.823 1.376e-291 FOS c3
5.305e-266 3.423 0.278 0.028 1.779e-261 IL23R c3
9.386e-261 3.4614 0.297 0.034 3.148e-256 IL4I1 c3
1.037e-260 1.3775 0.992 0.622 3.478e-256 IL7R c3
7.702e-241 1.9102 0.867 0.47 2.583e-236 NR4A1 c3
3.064e-240 1.4214 0.979 0.607 1.028e-235 ANXA1 c3
7.391e-240 1.6916 0.81 0.364 2.479e-235 LGALS3 c3
8.292e-240 1.2084 0.994 0.925 2.781e-235 DUSP1 c3
1.325e-234 1.8433 0.969 0.786 4.443e-230 JUN c3
2.324e-228 2.7461 0.623 0.201 7.796e-224 TNF c3
3.483e-218 2.4859 0.392 0.077 1.168e-213 TNFSF13B c3
1.061e-217 1.5932 0.779 0.309 3.56e-213 CD40LG c3
4.615e-211 2.3305 0.533 0.153 1.548e-206 AC020571.1 c3
5.18e-211 1.008 0.998 0.912 1.737e-206 VIM c3
1.37e-208 2.5947 0.606 0.221 4.594e-204 EGR1 c3
2.935e-206 0.529 1 0.999 9.844e-202 RPLP1 c3
4.336e-206 1.1528 0.958 0.525 1.454e-201 KLRB1 c3
4.765e-201 4.2664 0.153 0.008 1.598e-196 SLC4A10 c3
1.878e-198 1.273 0.989 0.866 6.297e-194 TNFAIP3 c3
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Enrichment Analysis

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Coronavirus disease 41/232 8.413e-19 2.297e-16 6.674 277.766 RPL22L1;RPL27;RPL10;RPL13;C3AR1;RPL17;RPL27A;RPS20;RPS25;RPL3;RPL32;RPL35;RPL34;RPL9;RPS18;RPS19;RPS10;RPL38;RPS12;RPS14;JUN;TLR2;RPS27A;FOS;HBEGF;RPLP0;RPLP2;RPLP1;RPS6;RPSA;CSF2;TNF;NLRP3;RPS5;RPS3;NFKB1;RPS3A;IL2;NFKBIA;RPL36A;RPL10A 1 KEGG_2021_Human
Ribosome 30/158 0 0 7.1826 235.5927 RPS6;RPSA;RPL22L1;RPL27;RPL10;RPL13;RPS5;RPL17;RPS3;RPL27A;RPS20;RPS25;RPL3;RPL32;RPL35;RPL34;RPL9;RPS18;RPS19;RPS10;RPL38;RPS12;RPS14;RPS3A;RPL36A;RPS27A;RPLP0;RPLP2;RPLP1;RPL10A 2 KEGG_2021_Human
Inflammatory bowel disease 17/65 0 0 10.6776 262.4486 TGFB1;JUN;IL2;TLR2;IL23A;IL18R1;TNF;SMAD3;IFNGR1;STAT4;NFKB1;IL17A;IL22;IL23R;RORC;RORA;IL18RAP 3 KEGG_2021_Human
Th17 cell differentiation 20/107 0 0 6.9492 153.2407 TGFB1;CD4;IL23A;AHR;SMAD3;NFKB1;IL23R;RORC;RORA;HSP90AA1;JUN;IL2;NFKBIA;RARA;PPP3CA;IFNGR1;FOS;IL17A;IL22;HSP90AB1 4 KEGG_2021_Human
Protein processing in endoplasmic reticulum 25/171 0 0 5.2012 112.6502 ERN1;HSPA1A;HSPA1B;PPP1R15A;HSP90B1;PDIA4;PDIA3;XBP1;HSP90AA1;HSPA5;HSPA8;SSR3;SSR4;BCL2;TRAM1;RPN2;DNAJB1;SEC61G;SEC61B;BCAP31;DNAJA1;DAD1;P4HB;HSP90AB1;SEC61A1 5 KEGG_2021_Human
Salmonella infection 30/249 0 0 4.1782 87.0929 CYFIP1;AHNAK;MYC;S100A10;MYL12A;TXN;ANXA2;JUN;TUBB2A;TLR2;FOS;TUBB4B;TUBA1A;TUBA1C;TNF;HSP90B1;KIF5C;NLRP3;FLNB;RPS3;M6PR;NFKB1;HSP90AA1;NFKBIA;BCL2;CYCS;TRADD;DYNLT3;HSP90AB1;CYTH3 6 KEGG_2021_Human
Lipid and atherosclerosis 27/215 0 0 4.3666 86.517 HSPA1A;CALM1;HSPA1B;ABCA1;XBP1;JUN;TLR2;VLDLR;PPP3CA;FOS;CD40LG;PLCB3;PLCB1;ERN1;NCF1;TNF;HSP90B1;NLRP3;NFKB1;NCF4;HSP90AA1;HSPA5;HSPA8;NFKBIA;BCL2;CYCS;HSP90AB1 7 KEGG_2021_Human
IL-17 signaling pathway 16/94 0 0 6.165 102.0172 HSP90AA1;JUN;CCL20;NFKBIA;CSF2;TRADD;TNFAIP3;TNF;HSP90B1;JUND;FOS;IL17RE;NFKB1;IL17A;FOSB;HSP90AB1 8 KEGG_2021_Human
MAPK signaling pathway 28/294 0 0 3.1925 46.2954 CACNA2D4;HSPA1A;HSPA1B;FLT3LG;MYC;JUND;GADD45B;DUSP6;JUN;DUSP1;AREG;PPP3CA;FOS;KIT;TGFB1;TNF;FLNB;MAP3K8;NFKB1;CACNB3;NR4A1;HSPA8;RASGRF2;TRADD;HSPB1;MKNK1;ERBB3;RPS6KA5 9 KEGG_2021_Human
Apoptosis 18/142 0 0 4.366 60.3792 ERN1;TNF;LMNA;GADD45B;NFKB1;CTSB;JUN;PTPN13;NFKBIA;BCL2;CYCS;BCL2A1;TRADD;CTSH;MCL1;FOS;TUBA1A;TUBA1C 10 KEGG_2021_Human
Pathways in cancer 40/531 0 0 2.4891 34.2695 MYC;GSTM2;JUN;RARA;EGLN3;IFNGR1;STAT4;FOS;PLCB3;PLCB1;CDKN1A;TPM3;ZBTB16;HSP90B1;NFKB1;IL5RA;HSP90AA1;CDK6;BCL2;HSP90AB1;IL23A;CALM1;EPAS1;FLT3LG;GADD45B;IL23R;MGST3;KIT;PTGER2;PTGER4;TGFB1;CCND2;SMAD3;IL7R;IL2;NFKBIA;CYCS;PLD1;WNT1;RPS6KA5 11 KEGG_2021_Human
JAK-STAT signaling pathway 19/162 0 0 3.9985 53.2577 OSM;IL23A;CSF2;CCND2;MYC;CISH;IL7R;IL23R;IL5RA;IL2;BCL2;IL9R;SOCS2;MCL1;IFNGR1;STAT4;IL22;CDKN1A;FHL1 12 KEGG_2021_Human
Cytokine-cytokine receptor interaction 26/295 0 0.0001 2.9217 35.4541 CD4;IL23A;TNFSF14;IL17RE;IL23R;TNFSF12;CCR2;CCL20;IL18R1;CCR6;IFNGR1;IL17A;CD40LG;IL22;TGFB1;OSM;CSF2;TNF;IL7R;IL5RA;IL18RAP;IL2;IL9R;TNFRSF25;LTB;TNFSF13B 13 KEGG_2021_Human
Protein export 7/23 0 0.0001 13.0086 156.0016 HSPA5;SPCS3;SPCS2;SEC61A1;SEC61G;SEC61B;SRPRB 14 KEGG_2021_Human
PI3K-Akt signaling pathway 29/354 0 0.0001 2.7022 32.2366 FLT3LG;MYC;TLR2;SGK3;AREG;KIT;CDKN1A;RPS6;OSM;HSP90B1;CCND2;NFKB1;COL6A1;IL7R;NR4A1;THEM4;HSP90AA1;ITGA5;IL2;RBL2;CDK6;BCL2;ERBB3;YWHAQ;MCL1;YWHAH;YWHAZ;HSP90AB1;PPP2R2B 15 KEGG_2021_Human
Hepatitis B 18/162 0 0.0001 3.7557 44.7813 TGFB1;TNF;MYC;SMAD3;EGR2;EGR3;NFKB1;JUN;TLR2;NFKBIA;BCL2;CYCS;DDX3X;YWHAQ;STAT4;FOS;YWHAZ;CDKN1A 16 KEGG_2021_Human
Parathyroid hormone synthesis, secretion and action 14/106 0 0.0002 4.556 52.6105 RUNX2;EGR1;JUND;NR4A2;CYP27B1;MMP25;BCL2;PLD1;PDE4D;FOS;HBEGF;PLCB3;PLCB1;CDKN1A 17 KEGG_2021_Human
Measles 16/139 0 0.0002 3.9004 43.6882 HSPA1A;HSPA1B;SLAMF1;CCND2;NFKB1;JUN;HSPA8;IL2;TLR2;NFKBIA;CDK6;BCL2;CYCS;TRADD;TNFAIP3;FOS 18 KEGG_2021_Human
Legionellosis 10/57 0 0.0002 6.3455 70.6393 HSPA8;TLR2;EEF1A1;NFKBIA;EEF1G;HSPA1A;CYCS;HSPA1B;TNF;NFKB1 19 KEGG_2021_Human
Pathogenic Escherichia coli infection 19/197 0 0.0004 3.2064 33.5711 CYFIP1;JUN;TUBB2A;TMED10;FOS;TUBB4B;TUBA1A;TUBA1C;TNF;NLRP3;RPS3;NFKB1;NCL;BAIAP2;NFKBIA;CYCS;TRADD;MYO1D;CYTH3 20 KEGG_2021_Human
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seurat_clusters: c4

Markers

Showing top 100 markers ordered by p_val_adj ascendingly, then abs(avg_log2FC) descendingly. Use 'Download the entire data' button to download all significant markers by 'p_val_adj < 0.05 & avg_log2FC > 0'.
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8.383e-263 1.6323 0.98 0.629 2.812e-258 IL7R c4
6.453e-210 1.404 0.998 0.826 2.164e-205 FOS c4
8.277e-147 0.431 1 0.998 2.776e-142 RPS3 c4
1.063e-141 0.4385 1 0.999 3.565e-137 RPS27A c4
4.382e-137 3.0572 0.212 0.031 1.47e-132 ADAM23 c4
3.3e-136 1.0198 0.99 0.926 1.107e-131 DUSP1 c4
1.864e-133 0.4446 1 0.999 6.252e-129 RPL10 c4
1.351e-132 0.4307 1 0.999 4.53e-128 EEF1A1 c4
1.035e-130 1.0911 0.953 0.615 3.47e-126 ANXA1 c4
1.56e-130 1.2341 0.9 0.61 5.233e-126 FOSB c4
9.397e-127 0.4502 1 0.998 3.152e-122 RPS14 c4
3.316e-123 0.4262 1 0.998 1.112e-118 RPL32 c4
3.146e-114 0.4591 1 0.999 1.055e-109 RPL34 c4
3.872e-114 0.4286 1 0.999 1.299e-109 RPS12 c4
1.268e-113 0.3968 1 0.998 4.253e-109 RPL30 c4
2.539e-105 0.3895 1 0.997 8.516e-101 RPS3A c4
1.057e-100 0.3987 1 0.999 3.545e-96 RPLP1 c4
7.126e-100 0.405 1 0.997 2.39e-95 RPL39 c4
6.673e-99 0.3475 1 0.998 2.238e-94 RPL11 c4
7.968e-99 0.5298 0.998 0.98 2.672e-94 EEF1B2 c4
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Enrichment Analysis

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Ribosome 75/158 1.761e-96 4.015e-94 80.2254 17688.2827 RPL22;RPS8;RPL21;RPS9;RPL24;RPS6;RPS7;RPSA;FAU;RPL26;RPL28;RPL27;RPL29;RPL11;RPL10;RPL13;RPL12;RPS4Y1;RPL14;RPS5;RPL17;RPS2;RPS3;RPL19;RPL18;RPL41;RPS27;RPS29;RPS28;RPL27A;RPS21;RPS20;RPS23;RPS25;RPS24;RPL5;RPL6;RPL3;RPL31;RPL30;RPL4;RPL32;RPL35;RPL34;RPL9;RPL7;RPL8;RPS16;RPS15;RPS18;RPS19;RPL37;RPL36;RPL39;RPS10;RPL38;RPS12;RPS14;RPS13;RPL13A;RPS3A;RPL37A;RPL36A;RPS15A;RPS27A;RPL35A;RPL23A;UBA52;RPLP0;RPLP2;RPLP1;RPL10A;RPS4X;RPL18A;RPL7A 1 KEGG_2021_Human
Coronavirus disease 81/232 6.621e-91 7.548e-89 48.7846 10129.8854 RPL22;RPL21;RPL24;RPL26;RPL28;RPL27;RPL29;RPL11;RPL10;RPL13;RPL12;RPS4Y1;RPL14;RPL17;RPL19;RPL18;RPL41;RPS27;RPS29;RPS28;RPL27A;RPS21;RPS20;RPS23;RPS25;RPS24;RPL5;RPL6;RPL3;RPL31;RPL30;RPL4;RPL32;RPL35;RPL34;RPL9;RPL7;RPL8;RPS16;RPS15;RPS18;RPS19;RPL37;RPL36;RPL39;RPS10;RPL38;RPS12;RPS14;RPS13;ACE;JUN;RPS15A;RPS27A;FOS;RPLP0;RPLP2;RPLP1;RPL18A;RPS8;RPS9;RPS6;RPS7;RPSA;FAU;TNF;RPS5;RPS2;RPS3;RPL13A;RPS3A;IL2;NFKBIA;RPL37A;RPL36A;RPL35A;RPL23A;UBA52;RPL10A;RPS4X;RPL7A 2 KEGG_2021_Human
Apoptosis 11/142 0 0.0006 5.7668 67.0815 ERN1;TNF;LMNA;AKT3;GADD45B;JUN;NFKBIA;TRADD;MCL1;FOS;TUBA1A 3 KEGG_2021_Human
IL-17 signaling pathway 9/94 0 0.0006 7.238 82.8562 JUN;NFKBIA;TRADD;TNFAIP3;TNF;JUND;FOS;FOSB;HSP90AB1 4 KEGG_2021_Human
Legionellosis 7/57 0 0.0008 9.521 102.8571 CLK1;EEF1A1;NFKBIA;EEF1G;HSPA1B;TNF;CR1 5 KEGG_2021_Human
Salmonella infection 14/249 0 0.0008 4.113 44.083 AHNAK;AKT3;MYC;S100A10;JUN;FOS;TUBA1A;TNF;RPS3;TCF7;NFKBIA;TRADD;DYNLT3;HSP90AB1 6 KEGG_2021_Human
Colorectal cancer 8/86 0 0.0013 6.9893 70.6245 JUN;TGFA;AREG;AKT3;MYC;GADD45B;FOS;TCF7 7 KEGG_2021_Human
MAPK signaling pathway 14/294 0.0001 0.003 3.444 30.7431 HSPA1B;AKT3;FLT3LG;MYC;JUND;GADD45B;JUN;DUSP1;TGFA;AREG;FOS;TNF;NR4A1;TRADD 8 KEGG_2021_Human
Pathways in cancer 20/531 0.0001 0.003 2.7217 24.2115 AKT3;MYC;JUN;FOS;WNT7A;PLCB1;IL5RA;HSP90AB1;IL23A;FLT3LG;GADD45B;MGST3;TGFA;PTGER2;PTGER4;CXCR4;TCF7;IL7R;IL2;NFKBIA 9 KEGG_2021_Human
Chagas disease 8/102 0.0001 0.003 5.7949 51.5138 TNF;AKT3;ACE;JUN;IL2;NFKBIA;FOS;PLCB1 10 KEGG_2021_Human
NF-kappa B signaling pathway 8/104 0.0002 0.003 5.6736 49.6669 TNF;GADD45B;NFKBIA;TRADD;TNFAIP3;LTB;CD40LG;TNFSF13B 11 KEGG_2021_Human
T cell receptor signaling pathway 8/104 0.0002 0.003 5.6736 49.6669 CD4;TNF;AKT3;JUN;IL2;NFKBIA;FOS;CD40LG 11 KEGG_2021_Human
Th17 cell differentiation 8/107 0.0002 0.0034 5.5008 47.0693 CD4;IL23A;RORA;JUN;IL2;NFKBIA;FOS;HSP90AB1 13 KEGG_2021_Human
TNF signaling pathway 8/112 0.0003 0.0043 5.235 43.1508 TNF;AKT3;JUNB;JUN;NFKBIA;TRADD;TNFAIP3;FOS 14 KEGG_2021_Human
Lipid and atherosclerosis 11/215 0.0004 0.0057 3.6894 29.0811 HSPA1B;AKT3;XBP1;JUN;FOS;CD40LG;PLCB1;ERN1;TNF;NFKBIA;HSP90AB1 15 KEGG_2021_Human
Osteoclast differentiation 8/127 0.0006 0.0084 4.5717 33.815 TNF;AKT3;JUND;JUNB;JUN;NFKBIA;FOS;FOSB 16 KEGG_2021_Human
Kaposi sarcoma-associated herpesvirus infection 10/193 0.0006 0.0084 3.7298 27.51 AKT3;MYC;JUN;RPS27A;FOS;ZFP36;TCF7;NFKBIA;TRADD;UBA52 17 KEGG_2021_Human
PI3K-Akt signaling pathway 14/354 0.0009 0.0109 2.8275 19.9621 AKT3;FLT3LG;MYC;TGFA;AREG;RPS6;IL7R;NR4A1;THEM4;IL2;EIF4B;MCL1;DDIT4;HSP90AB1 18 KEGG_2021_Human
C-type lectin receptor signaling pathway 7/104 0.0009 0.0109 4.896 34.3073 IL23A;TNF;AKT3;EGR3;JUN;IL2;NFKBIA 19 KEGG_2021_Human
Leishmaniasis 6/77 0.001 0.0112 5.7211 39.6241 JUN;EEF1A1;NFKBIA;TNF;CR1;FOS 20 KEGG_2021_Human
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seurat_clusters: c5

Markers

Showing top 100 markers ordered by p_val_adj ascendingly, then abs(avg_log2FC) descendingly. Use 'Download the entire data' button to download all significant markers by 'p_val_adj < 0.05 & avg_log2FC > 0'.
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5.673e-250 1.9327 0.7 0.198 1.903e-245 CCR7 c5
3.185e-206 0.5922 1 0.998 1.068e-201 RPL30 c5
4.693e-202 0.6197 1 0.998 1.574e-197 RPL32 c5
9.742e-187 0.5837 1 0.997 3.267e-182 RPS3A c5
2.369e-184 1.309 0.986 0.958 7.945e-180 JUNB c5
4.914e-165 0.5538 1 0.998 1.648e-160 RPS13 c5
8.398e-165 1.6815 0.702 0.297 2.817e-160 TCF7 c5
1.56e-164 0.4801 1 0.998 5.23e-160 RPS3 c5
1.724e-163 0.6412 0.998 0.994 5.782e-159 RPL9 c5
8.994e-160 0.5704 1 0.999 3.016e-155 RPS12 c5
1.703e-155 0.481 1 0.998 5.71e-151 RPL11 c5
3.055e-154 0.4812 1 0.999 1.025e-149 RPS27A c5
6.224e-154 2.5421 0.386 0.095 2.087e-149 LINC00402 c5
1.12e-149 0.7502 1 0.999 3.757e-145 MALAT1 c5
9.71e-146 0.4595 1 0.998 3.257e-141 RPL19 c5
3.309e-144 0.5164 1 0.999 1.11e-139 RPS8 c5
4.588e-133 0.4418 1 0.999 1.539e-128 RPL13 c5
8.682e-132 0.4796 0.999 0.998 2.912e-127 RPS14 c5
1.793e-131 2.2784 0.375 0.099 6.013e-127 C1orf162 c5
8.141e-128 0.5349 0.998 0.994 2.73e-123 RPL21 c5
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Enrichment Analysis

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Ribosome 71/158 1.415e-82 3.255e-80 55.8024 10516.7872 RPL22;RPS8;RPL21;RPS9;RPL24;RPS6;RPSA;FAU;RPL26;RPL28;RPL27;RPL29;RPL11;RPL10;RPL13;RPL12;RPS4Y1;RPL14;RPS5;RPL17;RPS2;RPS3;RPL19;RPL18;RPL41;RPS27;RPS29;RPS28;RPL27A;RPS21;RPS20;RPS23;RPS25;RPL5;RPL6;RPL3;RPL31;RPL30;RPL4;RPL32;RPL35;RPL34;RPL9;RPL7;RPL8;RPS16;RPS15;RPS18;RPL37;RPL36;RPL39;RPS10;RPL38;RPS12;RPS14;RPS13;RPL13A;RPS3A;RPL37A;RPL36A;RPS15A;RPS27A;RPL35A;RPL23A;UBA52;RPLP2;RPLP1;RPL10A;RPS4X;RPL18A;RPL7A 1 KEGG_2021_Human
Coronavirus disease 79/232 2.129e-80 2.448e-78 36.1995 6640.8427 RPL22;RPL21;RPL24;MX2;RPL26;RPL28;RPL27;RPL29;RPL11;RPL10;RPL13;RPL12;RPS4Y1;RPL14;RPL17;RPL19;RPL18;RPL41;PRKCA;RPS27;RPS29;RPS28;RPL27A;RPS21;RPS20;RPS23;RPS25;RPL5;RPL6;RPL3;RPL31;RPL30;RPL4;RPL32;RPL35;RPL34;RPL9;RPL7;RPL8;RPS16;RPS15;RPS18;RPL37;RPL36;RPL39;RPS10;RPL38;RPS12;RPS14;RPS13;JUN;RPS15A;RPS27A;STAT3;FOS;RPLP2;RPLP1;RPL18A;RPS8;RPS9;RPS6;RPSA;FAU;IL6ST;RPS5;RPS2;RPS3;IL6R;RPL13A;RPS3A;PIK3CB;RPL37A;RPL36A;RPL35A;RPL23A;UBA52;RPL10A;RPS4X;RPL7A 2 KEGG_2021_Human
Kaposi sarcoma-associated herpesvirus infection 12/193 0.0002 0.0146 3.74 32.039 LEF1;GNG7;JUN;RPS27A;CCR4;STAT3;FOS;IL6ST;TCF7;PIK3CB;CYCS;UBA52 3 KEGG_2021_Human
Cytokine-cytokine receptor interaction 15/295 0.0003 0.0152 3.0331 24.7042 CD4;IL16;CCR7;CCR4;IFNGR2;CD40LG;CXCR5;CXCR4;EDAR;GDF10;IL6ST;TNFRSF10A;IL7R;IL6R;LTB 4 KEGG_2021_Human
Proteoglycans in cancer 12/205 0.0003 0.0152 3.5053 28.0844 WNT10A;ANK3;PRKCA;PTK2;CTSL;STAT3;CD44;RPS6;DDX5;PIK3CB;EIF4B;TIAM1 5 KEGG_2021_Human
HIF-1 signaling pathway 8/109 0.0008 0.0287 4.4352 31.8727 RPS6;PRKCA;IL6R;PIK3CB;LDHB;IFNGR2;STAT3;CDKN1B 6 KEGG_2021_Human
Colorectal cancer 7/86 0.0009 0.0287 4.9529 34.8811 JUN;PIK3CB;CYCS;LEF1;AREG;FOS;TCF7 7 KEGG_2021_Human
PD-L1 expression and PD-1 checkpoint pathway in cancer 7/89 0.0011 0.0308 4.771 32.6301 JUN;CD4;PIK3CB;CD28;IFNGR2;STAT3;FOS 8 KEGG_2021_Human
Growth hormone synthesis, secretion and action 8/119 0.0013 0.0339 4.0336 26.6814 PRKCA;PTK2;JUNB;PIK3CB;SOCS3;SOCS1;STAT3;FOS 9 KEGG_2021_Human
Pathways in cancer 20/531 0.0015 0.0339 2.222 14.4893 LEF1;GNG7;WNT10A;PRKCA;GSTM3;JUN;IFNGR2;STAT3;FOS;CDKN1B;IL6ST;PIK3CB;FLT4;LPAR6;PTK2;CXCR4;TCF7;IL7R;IL6R;CYCS 10 KEGG_2021_Human
Osteoclast differentiation 8/127 0.002 0.0404 3.7609 23.3223 JUNB;JUN;PIK3CB;CAMK4;SOCS3;SOCS1;IFNGR2;FOS 11 KEGG_2021_Human
Viral protein interaction with cytokine and cytokine receptor 7/100 0.0021 0.0404 4.2043 25.9096 IL6ST;TNFRSF10A;IL6R;CCR7;CCR4;CXCR5;CXCR4 12 KEGG_2021_Human
T cell receptor signaling pathway 7/104 0.0026 0.0466 4.0301 23.9388 CD4;JUN;PIK3CB;CD28;ICOS;FOS;CD40LG 13 KEGG_2021_Human
Th17 cell differentiation 7/107 0.0031 0.0507 3.9086 22.5926 CD4;IL6ST;IL6R;JUN;IFNGR2;STAT3;FOS 14 KEGG_2021_Human
Measles 8/139 0.0035 0.0543 3.4142 19.2647 MX2;JUN;PIK3CB;CD28;CYCS;STAT3;FOS;CDKN1B 15 KEGG_2021_Human
Apoptosis 8/142 0.004 0.0562 3.3373 18.3983 TUBA4A;TNFRSF10A;JUN;PIK3CB;ATM;CYCS;CTSL;FOS 16 KEGG_2021_Human
ErbB signaling pathway 6/85 0.0042 0.0562 4.2333 23.2125 JUN;PIK3CB;AREG;PRKCA;PTK2;CDKN1B 17 KEGG_2021_Human
Primary immunodeficiency 4/38 0.0046 0.0567 6.5352 35.2199 CD4;CD40LG;IL7R;ICOS 18 KEGG_2021_Human
PI3K-Akt signaling pathway 14/354 0.0048 0.0567 2.3173 12.3798 LPAR6;GNG7;PRKCA;PTK2;SGK1;AREG;CDKN1B;RPS6;IL7R;IL6R;PIK3CB;EIF4B;DDIT4;FLT4 19 KEGG_2021_Human
Human immunodeficiency virus 1 infection 10/212 0.0049 0.0567 2.7736 14.7354 CD4;GNG7;PRKCA;PTK2;JUN;ATM;FOS;CXCR4;PIK3CB;CYCS 20 KEGG_2021_Human
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seurat_clusters: c6

Markers

Showing top 100 markers ordered by p_val_adj ascendingly, then abs(avg_log2FC) descendingly. Use 'Download the entire data' button to download all significant markers by 'p_val_adj < 0.05 & avg_log2FC > 0'.
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0 3.4138 0.358 0.034 0 SCML1 c6
0 3.3672 0.508 0.056 0 ACTN1 c6
0 2.9482 0.6 0.082 0 C1orf162 c6
0 2.7573 0.865 0.187 0 CCR7 c6
0 2.6812 0.821 0.19 0 SELL c6
0 2.5489 0.84 0.226 0 LEF1 c6
0 0.923 1 0.999 0 RPS12 c6
0 0.8906 0.999 0.998 0 RPS13 c6
0 0.8807 1 0.999 0 RPS8 c6
0 0.8758 0.999 0.997 0 RPS3A c6
0 0.8739 1 0.998 0 RPL32 c6
0 0.8496 1 0.998 0 RPS23 c6
0 0.8059 0.999 0.998 0 RPL30 c6
0 0.7528 0.999 0.998 0 RPL11 c6
0 0.7381 1 0.998 0 RPL19 c6
1.824e-304 2.2134 0.848 0.287 6.118e-300 TCF7 c6
3.022e-301 0.7199 1 0.999 1.013e-296 RPL13 c6
5.822e-289 0.7215 1 0.998 1.952e-284 RPL18A c6
7.4e-288 2.3166 0.847 0.305 2.482e-283 KLF2 c6
1.035e-286 0.8032 0.999 0.998 3.47e-282 RPS14 c6
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Enrichment Analysis

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Ribosome 79/158 4.345e-81 1.043e-78 41.307 7643.471 RPL22;RPS8;RPL21;RPS9;RPL24;RPS6;RPL23;RPS7;RPSA;FAU;RPL26;RPL28;RPL27;RPL29;RPL11;RPL10;RPL13;RPL12;RPS4Y1;RPL15;RPL14;RPS5;RPL17;RPS2;RPS3;RPL19;RPL18;RPL41;RPS27;RPS26;RPS29;RPS28;RPL27A;RPS21;RPS20;RPS23;RPS25;RPS24;RPL5;RPL6;RPL3;RPL31;RPL30;RPL4;RPL32;RPL35;RPL34;RPL9;RPL7;RPL8;RPS16;RPS15;RPS18;RPS17;RPS19;RPL37;RPL36;RPL39;RPS10;RPL38;RPS12;RPS11;RPS14;RPS13;RPL13A;RPS3A;RPL37A;RPL36A;RPS15A;RPS27A;RPL35A;RPL23A;UBA52;RPLP0;RPLP2;RPL10A;RPS4X;RPL18A;RPL7A 1 KEGG_2021_Human
Coronavirus disease 85/232 5.52e-73 6.624e-71 24.1096 4011.3683 RPL22;RPL21;RPL24;MX2;RPL23;RPL26;RPL28;RPL27;RPL29;RPL11;RPL10;RPL13;RPL12;RPS4Y1;RPL15;RPL14;RPL17;RPL19;RPL18;RPL41;PRKCA;RPS27;RPS26;RPS29;RPS28;RPL27A;RPS21;RPS20;RPS23;RPS25;RPS24;RPL5;RPL6;RPL3;RPL31;RPL30;RPL4;RPL32;RPL35;RPL34;RPL9;RPL7;RPL8;RPS16;RPS15;RPS18;RPS17;RPS19;RPL37;RPL36;RPL39;RPS10;RPL38;RPS12;RPS11;RPS14;RPS13;RPS15A;RPS27A;STAT3;RPLP0;RPLP2;RPL18A;RPS8;RPS9;RPS6;RPS7;RPSA;FAU;IL6ST;RPS5;RPS2;RPS3;NFKB1;IL6R;RPL13A;RPS3A;RPL37A;RPL36A;RPL35A;RPL23A;UBA52;RPL10A;RPS4X;RPL7A 2 KEGG_2021_Human
HIF-1 signaling pathway 9/109 0.0031 0.1959 3.2313 18.6926 RPS6;PRKCA;NFKB1;IGF1R;IL6R;PDK1;LDHB;IFNGR2;STAT3 3 KEGG_2021_Human
Adherens junction 7/71 0.0033 0.1959 3.9197 22.4389 ACTN1;LMO7;TGFBR2;LEF1;YES1;TCF7;IGF1R 4 KEGG_2021_Human
Chemokine signaling pathway 12/192 0.0068 0.3169 2.397 11.9533 NCF1;NFKB1;PTK2;PXN;RASGRP2;GRK6;CCR7;STAT3;TIAM1;GNAI1;CXCR4;JAK3 5 KEGG_2021_Human
PI3K-Akt signaling pathway 18/354 0.0092 0.3169 1.9322 9.0581 LPAR6;FLT3LG;PRKCA;PTK2;SGK1;TGFA;AREG;JAK3;RPS6;CCND3;NFKB1;EFNA1;IGF1R;THEM4;IL6R;ITGA6;EIF4B;DDIT4 6 KEGG_2021_Human
Mitophagy 6/68 0.0107 0.3169 3.4621 15.6973 ATG9B;TOMM7;PRKN;RPS27A;UBA52;BNIP3 7 KEGG_2021_Human
Proteoglycans in cancer 12/205 0.0112 0.3169 2.234 10.0388 ANK3;PRKCA;PTK2;TFAP4;CTSL;STAT3;WNT7A;RPS6;PXN;IGF1R;EIF4B;TIAM1 8 KEGG_2021_Human
Pathways in cancer 24/531 0.0119 0.3169 1.7115 7.5835 LEF1;PRKCA;GSTM3;IFNGR2;STAT3;WNT7A;JAK3;IL6ST;NFKB1;ITGA6;LPAR6;LRP6;FLT3LG;PTK2;TGFA;GNAI1;CXCR4;CCND3;ARHGEF11;TCF7;RASGRP2;IGF1R;IL6R;TGFBR2 9 KEGG_2021_Human
Leukocyte transendothelial migration 8/114 0.0132 0.3169 2.7038 11.7 ACTN1;NCF1;PRKCA;PTK2;PXN;TXK;GNAI1;CXCR4 10 KEGG_2021_Human
Hematopoietic cell lineage 7/99 0.0191 0.4013 2.7228 10.778 CD5;FLT3LG;IL6R;GP5;ITGA6;CD37;CD55 11 KEGG_2021_Human
Viral protein interaction with cytokine and cytokine receptor 7/100 0.0201 0.4013 2.6934 10.5281 IL6ST;TNFRSF10D;TNFRSF10A;IL6R;CCR7;LTA;CXCR4 12 KEGG_2021_Human
mTOR signaling pathway 9/154 0.0262 0.4467 2.2233 8.0947 RPS6;ULK2;LRP6;PRKCA;IGF1R;SGK1;EIF4B;WNT7A;DDIT4 13 KEGG_2021_Human
Th17 cell differentiation 7/107 0.0278 0.4467 2.504 8.9681 IL6ST;NFKB1;IL6R;TGFBR2;IFNGR2;STAT3;JAK3 14 KEGG_2021_Human
FoxO signaling pathway 8/131 0.0279 0.4467 2.3281 8.3311 S1PR1;IGF1R;TGFBR2;ATM;SGK1;STAT3;KLF2;BNIP3 15 KEGG_2021_Human
RNA transport 10/186 0.0327 0.473 2.0357 6.9647 EEF1A1;EIF2S3;EIF4EBP3;FUS;PABPC4;PABPC1;EIF4B;EIF3H;EIF3F;EIF3E 16 KEGG_2021_Human
Cytokine-cytokine receptor interaction 14/295 0.0335 0.473 1.7886 6.0746 IL17RA;IL16;CCR7;IFNGR2;CXCR4;EDAR;IL6ST;TNFRSF10D;TNFRSF10A;IL6R;TGFBR2;EDA;LTB;LTA 17 KEGG_2021_Human
Hepatocellular carcinoma 9/168 0.0422 0.5625 2.0261 6.414 LEF1;LRP6;PRKCA;TCF7;IGF1R;GSTM3;TGFBR2;TGFA;WNT7A 18 KEGG_2021_Human
Growth hormone synthesis, secretion and action 7/119 0.0455 0.5694 2.2343 6.9059 PRKCA;PTK2;JUNB;SSTR3;SOCS3;STAT3;GNAI1 19 KEGG_2021_Human
Non-small cell lung cancer 5/72 0.0474 0.5694 2.6642 8.1207 TGFA;FHIT;STAT3;PRKCA;JAK3 20 KEGG_2021_Human
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seurat_clusters: c7

Markers

Showing top 100 markers ordered by p_val_adj ascendingly, then abs(avg_log2FC) descendingly. Use 'Download the entire data' button to download all significant markers by 'p_val_adj < 0.05 & avg_log2FC > 0'.
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0 3.6553 0.652 0.074 0 XCL1 c7
0 3.5529 0.673 0.079 0 XCL2 c7
0 3.1674 0.587 0.071 0 CD160 c7
7.513e-249 3.0534 0.598 0.13 2.52e-244 CCL4L2 c7
1.374e-224 1.8049 0.773 0.224 4.607e-220 KLRD1 c7
8.878e-215 1.5924 0.913 0.329 2.978e-210 CD8B c7
9.567e-215 1.7687 0.876 0.339 3.208e-210 HOPX c7
1.938e-193 1.396 0.956 0.364 6.501e-189 CD8A c7
2.734e-192 1.8541 0.831 0.349 9.17e-188 CTSW c7
2.753e-147 1.0427 0.997 0.606 9.232e-143 CCL5 c7
2.598e-142 1.833 0.676 0.264 8.715e-138 CAPG c7
7.83e-134 1.5051 0.748 0.345 2.626e-129 ITM2C c7
1.273e-132 1.7618 0.773 0.334 4.27e-128 CCL4 c7
9.803e-129 1.5647 0.673 0.267 3.288e-124 AOAH c7
5.411e-126 2.3616 0.354 0.078 1.815e-121 SPINK2 c7
5.24e-123 2.134 0.513 0.167 1.757e-118 SPRY1 c7
9.29e-123 2.2599 0.363 0.086 3.116e-118 CD248 c7
4.438e-103 1.6412 0.535 0.2 1.488e-98 TMIGD2 c7
1.429e-96 1.8191 0.344 0.092 4.792e-92 CRTAM c7
1.638e-91 1.3126 0.66 0.318 5.494e-87 ITGA1 c7
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Enrichment Analysis

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Antigen processing and presentation 18/78 0 0 13.1306 387.2407 KLRC3;HSPA5;KLRC4;TAPBP;IFNG;HSPA1A;KLRD1;HSPA1B;TNF;PDIA3;HLA-C;CD8B2;KIR3DL2;CD8B;CD8A;HSP90AB1;KLRC1;KLRC2 1 KEGG_2021_Human
Natural killer cell mediated cytotoxicity 19/131 0 0 7.4219 166.1468 KLRC3;KLRD1;PTPN6;TNF;HLA-C;FASLG;KLRK1;KLRC1;KLRC2;IFNG;HCST;LCP2;CD244;KLRC4-KLRK1;PPP3CA;KIR3DL2;CD48;MAPK1;FYN 2 KEGG_2021_Human
T cell receptor signaling pathway 17/104 0 0 8.5215 188.2675 PTPN6;TNF;GRAP2;MAP3K8;CD8B2;CD8B;CD8A;JUN;IL2;IFNG;LCP2;CD3G;CD3E;PPP3CA;FOS;MAPK1;FYN 3 KEGG_2021_Human
Chagas disease 15/102 0 0 7.4854 135.9447 TNF;GNAS;FASLG;JUN;TGFBR1;IL2;GNAO1;IFNG;CCL3L1;CD3G;CD3E;FOS;PPP2R2B;CCL5;MAPK1 4 KEGG_2021_Human
Yersinia infection 15/137 0 0 5.3283 75.6026 SKAP2;TNF;NLRP3;CD8B2;CD8B;CD8A;JUN;LIMK1;BAIAP2;IL2;LCP2;ARHGEF7;FOS;ARF6;MAPK1 5 KEGG_2021_Human
Osteoclast differentiation 14/127 0 0.0001 5.3597 71.9122 TNF;CYBA;FOSL2;JUN;LILRB1;TGFBR1;IFNG;CAMK4;LCP2;PPP3CA;FOS;FOSB;MAPK1;FYN 6 KEGG_2021_Human
Pathogenic Escherichia coli infection 17/197 0 0.0001 4.099 51.3774 CYFIP2;LPAR5;JUN;FOS;ARF6;TUBA1A;PTPN6;TNF;NLRP3;SLC9A3R1;NCL;FASLG;BAIAP2;MYH9;MYO1G;MAPK1;FYN 7 KEGG_2021_Human
Graft-versus-host disease 8/42 0 0.0001 10.0856 123.9653 HLA-C;KIR3DL2;IL2;IFNG;KLRD1;TNF;FASLG;KLRC1 8 KEGG_2021_Human
Human cytomegalovirus infection 18/225 0 0.0001 3.7772 45.7738 CALM1;GNG2;HLA-C;PRKACB;PPP3CA;PTGER2;PTGER4;TNF;PDIA3;GNAS;CCL4L2;FASLG;TAPBP;GNAO1;CCL3L1;CCL5;CCL4;MAPK1 9 KEGG_2021_Human
Th1 and Th2 cell differentiation 11/92 0 0.0002 5.8455 67.888 JUN;RUNX3;IL2;IFNG;CD3G;CD3E;PPP3CA;IL12RB2;STAT4;FOS;MAPK1 10 KEGG_2021_Human
Hematopoietic cell lineage 11/99 0 0.0004 5.3786 58.6616 CD2;CD7;CD9;TNF;CD8B2;CD8B;CD8A;ITGA1;IL9R;CD3G;CD3E 11 KEGG_2021_Human
Lipid and atherosclerosis 16/215 0 0.0009 3.4783 34.9182 HSPA1A;CALM1;HSPA1B;JUN;PPP3CA;FOS;TNF;HSP90B1;NLRP3;CYBA;FASLG;HSPA5;CCL3L1;HSP90AB1;CCL5;MAPK1 12 KEGG_2021_Human
Pathways in cancer 28/531 0 0.0009 2.4357 24.128 GNG2;PRKACB;JUN;STAT4;FOS;GSTP1;TPM3;MSH3;HSP90B1;IL12RB2;FASLG;HSP90AB1;CALM1;EPAS1;GADD45B;MGST3;LPAR5;RASSF1;PTGER2;PTGER4;GSTA4;GNAS;TGFBR1;IL2;IFNG;WNT1;DAPK2;MAPK1 13 KEGG_2021_Human
Human T-cell leukemia virus 1 infection 16/219 0.0001 0.0009 3.4091 33.4684 TLN1;EGR1;EGR2;HLA-C;PRKACB;JUN;CD3G;CD3E;PPP3CA;FOS;TNF;ZFP36;TGFBR1;IL2;SLC25A4;MAPK1 14 KEGG_2021_Human
Fluid shear stress and atherosclerosis 12/139 0.0001 0.0016 4.0666 37.6082 GSTA4;CALM1;TNF;HSP90B1;CYBA;MGST3;JUN;IFNG;PECAM1;FOS;HSP90AB1;GSTP1 15 KEGG_2021_Human
Viral protein interaction with cytokine and cytokine receptor 10/100 0.0001 0.0016 4.7699 43.5589 TNF;TNFSF14;CCL4L2;XCL1;IL2;XCL2;CCL3L1;CCL5;CXCR3;CCL4 16 KEGG_2021_Human
Human immunodeficiency virus 1 infection 15/212 0.0001 0.0019 3.287 29.3536 CALM1;GNG2;HLA-C;JUN;CD3G;CD3E;PPP3CA;FOS;TNF;PDIA3;FASLG;LIMK1;TAPBP;GNAO1;MAPK1 17 KEGG_2021_Human
Malaria 7/50 0.0001 0.0019 6.9593 61.5669 IFNG;PECAM1;TNF;KLRC4-KLRK1;KLRB1;THBS1;KLRK1 18 KEGG_2021_Human
C-type lectin receptor signaling pathway 10/104 0.0002 0.0019 4.566 40.1963 CALM1;TNF;NLRP3;EGR2;JUN;IL2;PPP3CA;RRAS2;LSP1;MAPK1 19 KEGG_2021_Human
Parathyroid hormone synthesis, secretion and action 10/106 0.0002 0.002 4.4704 38.6477 EGR1;SLC9A3R1;NR4A2;GNAS;MMP25;PRKACB;PDE4A;FOS;ARRB2;MAPK1 20 KEGG_2021_Human
1–20 of 100 items
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seurat_clusters: c8

Markers

Showing top 100 markers ordered by p_val_adj ascendingly, then abs(avg_log2FC) descendingly. Use 'Download the entire data' button to download all significant markers by 'p_val_adj < 0.05 & avg_log2FC > 0'.
Right click and save as to download the entire data
0 3.5798 0.913 0.175 0 GZMK c8
1.194e-302 3.923 0.435 0.047 4.003e-298 EOMES c8
9.325e-213 1.8705 0.978 0.66 3.127e-208 CST7 c8
1.899e-212 3.0938 0.531 0.111 6.37e-208 PLEK c8
4.105e-209 2.3564 0.873 0.332 1.377e-204 CCL4 c8
2.669e-170 1.6835 0.932 0.449 8.951e-166 NKG7 c8
6.775e-148 1.6806 0.733 0.29 2.272e-143 HLA-DPB1 c8
2.466e-147 2.6054 0.524 0.139 8.27e-143 CCL4L2 c8
8.648e-147 4.3258 0.171 0.013 2.9e-142 IFNG-AS1 c8
1.019e-134 3.3524 0.219 0.025 3.419e-130 FCRL3 c8
1.68e-129 2.276 0.575 0.19 5.635e-125 GZMH c8
9.143e-128 2.2821 0.539 0.178 3.066e-123 SAMD3 c8
9.3e-125 4.3147 0.18 0.018 3.119e-120 ENC1 c8
1.476e-124 1.5595 0.712 0.316 4.951e-120 HLA-DPA1 c8
5.681e-122 1.2153 0.988 0.895 1.905e-117 CD74 c8
2.581e-120 5.0398 0.079 0.002 8.655e-116 LGR6 c8
7.076e-112 1.5548 0.913 0.742 2.373e-107 DUSP2 c8
1.983e-107 1.2012 0.714 0.313 6.651e-103 HLA-DRB1 c8
2.115e-104 0.383 1 0.999 7.095e-100 B2M c8
4.96e-104 2.8208 0.56 0.258 1.663e-99 CMC1 c8
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Enrichment Analysis

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Allograft rejection 17/38 1.008e-22 2.077e-20 66.2432 3355.122 HLA-DRB5;HLA-C;HLA-A;HLA-B;HLA-E;HLA-F;IFNG;HLA-DQB1;HLA-DRA;HLA-DPB1;HLA-DRB1;PRF1;TNF;HLA-DPA1;HLA-DMA;HLA-DOA;HLA-DQA1 1 KEGG_2021_Human
Antigen processing and presentation 21/78 2.627e-22 2.706e-20 30.6007 1520.576 CD74;IFNG;HLA-DQB1;HLA-DRA;TNF;B2M;HLA-DOA;HLA-DQA1;HLA-DRB5;HLA-C;HLA-A;HLA-B;HLA-E;HLA-F;CD8B;CD8A;HLA-DPB1;PSME1;HLA-DRB1;HLA-DPA1;HLA-DMA 2 KEGG_2021_Human
Graft-versus-host disease 17/42 8.523e-22 5.852e-20 55.633 2698.9887 HLA-DRB5;HLA-C;HLA-A;HLA-B;HLA-E;HLA-F;IFNG;HLA-DQB1;HLA-DRA;HLA-DPB1;HLA-DRB1;PRF1;TNF;HLA-DPA1;HLA-DMA;HLA-DOA;HLA-DQA1 3 KEGG_2021_Human
Type I diabetes mellitus 17/43 1.393e-21 7.176e-20 53.4906 2568.7515 HLA-DRB5;HLA-C;HLA-A;HLA-B;HLA-E;HLA-F;IFNG;HLA-DQB1;HLA-DRA;HLA-DPB1;HLA-DRB1;PRF1;TNF;HLA-DPA1;HLA-DMA;HLA-DOA;HLA-DQA1 4 KEGG_2021_Human
Viral myocarditis 18/60 3.074e-20 1.267e-18 35.1786 1580.5276 HLA-DQB1;HLA-DRA;HLA-DOA;HLA-DQA1;HLA-DRB5;HLA-C;HLA-A;HLA-B;HLA-E;HLA-F;HLA-DPB1;HLA-DRB1;ITGB2;PRF1;ITGAL;HLA-DPA1;FYN;HLA-DMA 5 KEGG_2021_Human
Cell adhesion molecules 24/148 1.018e-19 3.495e-18 16.2266 709.6138 VCAM1;PDCD1;HLA-DOA;HLA-DRB5;HLA-C;HLA-A;HLA-B;HLA-E;HLA-F;CD8B;CD8A;HLA-DRB1;CD99;PTPRC;HLA-DQB1;HLA-DRA;PECAM1;HLA-DQA1;HLA-DPB1;ITGB2;ITGAL;HLA-DPA1;HLA-DMA;TIGIT 6 KEGG_2021_Human
Autoimmune thyroid disease 15/53 1.224e-16 0 32.0078 1172.7496 HLA-DQB1;HLA-DRA;HLA-DOA;HLA-DQA1;HLA-DRB5;HLA-C;HLA-A;HLA-B;HLA-E;HLA-F;HLA-DPB1;HLA-DRB1;PRF1;HLA-DPA1;HLA-DMA 7 KEGG_2021_Human
Human T-cell leukemia virus 1 infection 24/219 0 0 10.2811 354.3815 E2F3;B2M;HLA-DRB5;HLA-C;HLA-A;HLA-B;HLA-E;HLA-F;PIK3R1;HLA-DRB1;NFATC2;HLA-DQB1;PPP3CC;HLA-DQA1;HLA-DPB1;HLA-DPA1;HLA-DMA;TNF;CCND3;HLA-DOA;MAD1L1;HLA-DRA;ITGB2;ITGAL 8 KEGG_2021_Human
Rheumatoid arthritis 16/93 0 0 16.8853 514.6445 IFNG;HLA-DQB1;HLA-DRA;CCL3L1;TNF;HLA-DOA;HLA-DQA1;HLA-DRB5;HLA-DPB1;HLA-DRB1;ITGB2;ITGAL;CCL5;HLA-DPA1;CCL3;HLA-DMA 9 KEGG_2021_Human
Epstein-Barr virus infection 21/202 0 0 9.576 279.9597 E2F3;B2M;HLA-DRB5;HLA-C;HLA-A;HLA-B;HLA-E;HLA-F;PIK3R1;HLA-DRB1;HLA-DQB1;HLA-DQA1;HLA-DPB1;CD44;HLA-DPA1;HLA-DMA;TNF;CCND3;HLA-DOA;HLA-DRA;ITGAL 10 KEGG_2021_Human
Leishmaniasis 14/77 0 0 17.9226 495.0095 IFNG;HLA-DQB1;HLA-DRA;TNF;HLA-DOA;HLA-DQA1;HLA-DRB5;PRKCB;CYBA;HLA-DPB1;HLA-DRB1;ITGB2;HLA-DPA1;HLA-DMA 11 KEGG_2021_Human
Asthma 10/31 0 0 37.8667 996.2751 HLA-DRB5;HLA-DQB1;HLA-DRA;HLA-DPB1;HLA-DRB1;TNF;HLA-DPA1;HLA-DMA;HLA-DOA;HLA-DQA1 12 KEGG_2021_Human
Phagosome 17/152 0 0 10.2449 256.8049 TUBA4A;HLA-DOA;HLA-DRB5;HLA-C;HLA-A;CYBA;HLA-B;HLA-E;HLA-F;HLA-DRB1;HLA-DQB1;HLA-DRA;HLA-DQA1;HLA-DPB1;ITGB2;HLA-DPA1;HLA-DMA 13 KEGG_2021_Human
Natural killer cell mediated cytotoxicity 16/131 0 0 11.2839 282.3122 TNF;SH2D1A;HLA-C;HLA-A;PRKCB;HLA-B;HLA-E;PIK3R1;PRF1;NFATC2;IFNG;HCST;PPP3CC;ITGB2;ITGAL;FYN 14 KEGG_2021_Human
Human cytomegalovirus infection 20/225 0 0 8.0086 200.0871 GNG2;E2F3;B2M;HLA-C;HLA-A;PRKCB;HLA-B;HLA-E;HLA-F;PIK3R1;IL10RA;NFATC2;PPP3CC;CXCR4;TNF;CCL4L2;CCL3L1;CCL5;CCL4;CCL3 15 KEGG_2021_Human
Hematopoietic cell lineage 14/99 0 0 13.2689 319.2419 TNF;HLA-DOA;HLA-DRB5;CD8B;CD8A;HLA-DRB1;HLA-DQB1;HLA-DRA;MS4A1;HLA-DQA1;HLA-DPB1;CD44;HLA-DPA1;HLA-DMA 16 KEGG_2021_Human
Intestinal immune network for IgA production 10/48 0 0 20.9083 449.7153 HLA-DRB5;HLA-DQB1;HLA-DRA;HLA-DPB1;HLA-DRB1;CXCR4;HLA-DPA1;HLA-DMA;HLA-DOA;HLA-DQA1 17 KEGG_2021_Human
Inflammatory bowel disease 11/65 0 0 16.2369 343.6312 IFNG;HLA-DQB1;HLA-DRA;TNF;HLA-DOA;HLA-DQA1;HLA-DRB5;HLA-DPB1;HLA-DRB1;HLA-DPA1;HLA-DMA 18 KEGG_2021_Human
Influenza A 16/172 0 0 8.3009 173.4687 TNF;CCND3;HLA-DOA;HLA-DRB5;PRKCB;PIK3R1;HLA-DRB1;IFNG;HLA-DQB1;HLA-DRA;DNAJB1;HLA-DQA1;HLA-DPB1;CCL5;HLA-DPA1;HLA-DMA 19 KEGG_2021_Human
Th1 and Th2 cell differentiation 12/92 0 0 11.989 237.9934 NFATC2;IFNG;HLA-DQB1;HLA-DRA;PPP3CC;HLA-DOA;HLA-DQA1;HLA-DRB5;HLA-DPB1;HLA-DRB1;HLA-DPA1;HLA-DMA 20 KEGG_2021_Human
1–20 of 100 items
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seurat_clusters: c9

Markers

Showing top 100 markers ordered by p_val_adj ascendingly, then abs(avg_log2FC) descendingly. Use 'Download the entire data' button to download all significant markers by 'p_val_adj < 0.05 & avg_log2FC > 0'.
Right click and save as to download the entire data
0 3.6199 0.568 0.059 0 FOXP3 c9
9.553e-171 2.9655 0.479 0.102 3.204e-166 TBC1D4 c9
4.415e-145 1.8704 0.833 0.38 1.481e-140 CTLA4 c9
2.366e-141 3.348 0.27 0.037 7.936e-137 ZC2HC1A c9
1.28e-126 1.6532 0.887 0.575 4.292e-122 PBXIP1 c9
2.706e-110 2.4334 0.354 0.078 9.075e-106 CCR4 c9
5.995e-94 1.756 0.53 0.192 2.011e-89 TNFRSF18 c9
1.296e-88 1.5152 0.719 0.357 4.346e-84 MIR4435-2HG c9
2.354e-88 1.6606 0.548 0.211 7.896e-84 TNFRSF4 c9
3.78e-83 1.5046 0.793 0.527 1.268e-78 PIM2 c9
6.677e-79 4.0091 0.103 0.009 2.239e-74 TNFRSF13B c9
9.307e-77 1.924 0.454 0.166 3.121e-72 MAF c9
4.722e-75 0.8647 0.989 0.961 1.584e-70 IL32 c9
4.924e-71 1.3883 0.664 0.37 1.651e-66 BATF c9
7.31e-71 1.8285 0.372 0.12 2.451e-66 TOX2 c9
1.968e-69 2.2499 0.292 0.079 6.6e-65 IL2RA c9
1.196e-68 2.137 0.348 0.111 4.012e-64 GK c9
1.544e-64 1.2068 0.762 0.506 5.177e-60 TNFRSF1B c9
1.644e-64 1.7621 0.397 0.142 5.515e-60 IL6R c9
7.726e-63 1.6517 0.619 0.363 2.591e-58 UGP2 c9
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Enrichment Analysis

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Th17 cell differentiation 18/107 0 0 8.8186 209.6303 IL1R1;RUNX1;FOXP3;CD4;IL6ST;AHR;RORC;RORA;IL6R;CD247;LAT;CD3D;LCK;IL2RA;IL2RB;IL17F;IL21;JAK1 1 KEGG_2021_Human
Cytokine-cytokine receptor interaction 29/295 0 0 4.8296 113.2624 IL1R1;IL1R2;CD4;IL10;IL16;CCL20;IL10RA;CD27;CCR8;CCR6;CCR4;IL32;IL17F;IL21;TNFRSF13B;CXCR5;FAS;IL6ST;CSF1;IFNAR2;IL6R;TNFRSF4;TNFRSF1B;IL7;TNFRSF18;TNFRSF14;IL2RA;IL2RB;LTB 2 KEGG_2021_Human
Hematopoietic cell lineage 14/99 0 0 7.1193 117.5295 IL1R1;IL1R2;CD2;CD5;CD4;CSF1;IL6R;ITGA4;IL7;CD3D;CD37;IL2RA;CD44;CD59 3 KEGG_2021_Human
Viral protein interaction with cytokine and cytokine receptor 14/100 0 0 7.0362 115.2444 IL6ST;CSF1;IL6R;IL10;CCL20;IL10RA;TNFRSF1B;CCR8;CCR6;TNFRSF14;CCR4;IL2RA;IL2RB;CXCR5 4 KEGG_2021_Human
T cell receptor signaling pathway 14/104 0 0 6.7221 106.7184 CD4;PAK2;RHOA;IL10;VAV3;PTPRC;CD28;LCP2;CD247;LAT;CD3D;CTLA4;ICOS;LCK 5 KEGG_2021_Human
p53 signaling pathway 11/73 0 0 7.6271 106.1157 SHISA5;FAS;CCNG2;BAX;BCL2;CD82;BBC3;CDKN2A;GADD45G;BCL2L1;SESN3 6 KEGG_2021_Human
Yersinia infection 14/137 0 0.0001 4.9102 61.306 CD4;ACTB;FYB1;RHOA;IL10;ITGA4;RHOG;VAV3;LCP2;LAT;ARPC1B;CASP1;LCK;RAC2 7 KEGG_2021_Human
Human T-cell leukemia virus 1 infection 18/219 0 0.0001 3.8823 48.4018 IL1R1;IL1R2;CD4;BAX;E2F3;B2M;HLA-A;HLA-E;CD3D;CDKN2A;JAK1;BCL2L1;MAD1L1;ETS1;LCK;IL2RA;IL2RB;ITGB2 8 KEGG_2021_Human
Measles 13/139 0 0.0006 4.4404 47.6478 FAS;HSPA1A;BAX;SLAMF1;BCL2L1;IFNAR2;BCL2;CD28;CD3D;BBC3;IL2RA;IL2RB;JAK1 9 KEGG_2021_Human
JAK-STAT signaling pathway 14/162 0 0.0006 4.0756 43.0198 PTPN2;IL6ST;STAM;BCL2L1;IFNAR2;IL6R;IL10;IL10RA;IL7;BCL2;IL2RA;IL2RB;IL21;JAK1 10 KEGG_2021_Human
Human immunodeficiency virus 1 infection 16/212 0 0.0008 3.5241 35.8851 CD4;BAX;CALM3;GNG8;B2M;HLA-A;HLA-E;CD3D;RAC2;FAS;PAK2;BCL2L1;TNFRSF1B;BCL2;CD247;SAMHD1 11 KEGG_2021_Human
Osteoclast differentiation 12/127 0 0.0008 4.4835 45.3238 IL1R1;SQSTM1;CSF1;IFNAR2;NCF4;SIRPG;JUNB;LCP2;SIRPB1;ACP5;LCK;JAK1 12 KEGG_2021_Human
Lysosome 12/128 0 0.0008 4.4446 44.5859 CD164;LAPTM4A;LGMN;TPP1;CTSB;CTSA;CLTB;PSAP;ACP5;CTSC;LAPTM5;CLN5 13 KEGG_2021_Human
Natural killer cell mediated cytotoxicity 12/131 0.0001 0.001 4.3319 42.4672 FAS;SH2D1A;HLA-A;HLA-E;IFNAR2;VAV3;LCP2;CD247;LAT;LCK;ITGB2;RAC2 14 KEGG_2021_Human
NOD-like receptor signaling pathway 14/181 0.0001 0.0014 3.6083 33.7004 ANTXR2;GBP2;GBP5;BCL2L1;CARD16;CARD17;IFNAR2;GABARAP;CTSB;RHOA;BCL2;CASP1;NAMPT;JAK1 15 KEGG_2021_Human
Apoptosis 12/142 0.0001 0.0018 3.9631 35.7607 FAS;BAX;ACTB;MAP3K5;GADD45G;BCL2L1;CTSB;BCL2;BBC3;CTSC;PARP1;SPTAN1 16 KEGG_2021_Human
Sphingolipid metabolism 7/49 0.0001 0.0018 7.1094 63.7307 CERK;SGMS1;UGCG;KDSR;PSAP;SGPP2;SGPP1 17 KEGG_2021_Human
Kaposi sarcoma-associated herpesvirus infection 14/193 0.0002 0.0023 3.3643 29.1339 BAX;CALM3;GNG8;E2F3;HLA-A;HLA-E;GABARAP;CCR8;CCR4;JAK1;FAS;IL6ST;IFNAR2;UBC 18 KEGG_2021_Human
Cell adhesion molecules 12/148 0.0002 0.0023 3.7871 32.6887 CD2;CD4;HLA-A;HLA-E;ICAM3;ITGA4;PTPRC;CD28;CTLA4;ICOS;ITGB2;TIGIT 19 KEGG_2021_Human
Autoimmune thyroid disease 7/53 0.0002 0.0024 6.4899 54.8998 IL10;FAS;CD28;CTLA4;HLA-A;HLA-E;TSHR 20 KEGG_2021_Human
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seurat_clusters: c10

Markers

Showing top 100 markers ordered by p_val_adj ascendingly, then abs(avg_log2FC) descendingly. Use 'Download the entire data' button to download all significant markers by 'p_val_adj < 0.05 & avg_log2FC > 0'.
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5.554e-160 3.8271 0.269 0.029 1.863e-155 CD200 c10
2.229e-147 3.4058 0.49 0.116 7.476e-143 TOX2 c10
2.263e-141 2.7725 0.384 0.067 7.589e-137 CXCR5 c10
1.604e-139 3.7845 0.184 0.014 5.38e-135 LINC01281 c10
1.25e-138 3.029 0.361 0.063 4.193e-134 ICA1 c10
6.298e-124 4.5357 0.131 0.007 2.112e-119 CPM c10
1.115e-114 2.6037 0.382 0.08 3.741e-110 TIAM1 c10
2.328e-111 2.2462 0.565 0.185 7.808e-107 TOX c10
3.737e-109 3.3776 0.222 0.029 1.253e-104 AC004585.1 c10
3.589e-108 5.3248 0.08 0.002 1.204e-103 KSR2 c10
3.159e-102 2.3373 0.59 0.215 1.059e-97 PASK c10
8.413e-92 2.2371 0.402 0.108 2.822e-87 TBC1D4 c10
1.735e-88 2.1802 0.465 0.148 5.818e-84 SESN3 c10
3.272e-83 3.0492 0.198 0.03 1.097e-78 IGFBP4 c10
1.414e-81 2.9091 0.284 0.062 4.741e-77 AC012645.3 c10
7.749e-80 2.0776 0.329 0.079 2.599e-75 ACTN1 c10
1.338e-79 1.9594 0.627 0.29 4.488e-75 IL6ST c10
6.925e-79 1.7884 0.449 0.141 2.323e-74 IL6R c10
6.209e-78 7.3207 0.041 0 2.082e-73 PVALB c10
4.764e-77 4.2254 0.098 0.007 1.598e-72 DRAIC c10
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Enrichment Analysis

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Ribosome 57/158 2.376e-52 5.204e-50 26.6152 3163.7125 RPL22;RPS8;RPL21;RPS9;RPL24;RPS6;RPL23;RPS7;FAU;RPL26;RPL28;RPL29;RPL11;RPL10;RPL13;RPL12;RPL15;RPL14;RPS5;RPL17;RPS3;RPL19;RPL18;RPS27;RPS29;RPS28;RPS21;RPS23;RPS25;RPL5;RPL6;RPL3;RPL30;RPL4;RPL32;RPL34;RPL9;RPL7;RPL8;RPS16;RPS15;RPS18;RPL37;RPL36;RPL39;RPS12;RPS14;RPS13;RPS3A;RPS15A;RPS27A;RPL35A;RPLP2;RPLP1;RPL10A;RPS4X;RPL18A 1 KEGG_2021_Human
Coronavirus disease 60/232 2.372e-45 2.597e-43 16.5113 1696.5833 RPL22;RPL21;RPL24;RPL23;RPL26;RPL28;RPL29;RPL11;RPL10;RPL13;RPL12;RPL15;RPL14;RPL17;RPL19;RPL18;RPS27;RPS29;RPS28;RPS21;RPS23;RPS25;RPL5;RPL6;RPL3;RPL30;RPL4;RPL32;RPL34;RPL9;RPL7;RPL8;RPS16;RPS15;RPS18;RPL37;RPL36;RPL39;RPS12;RPS14;RPS13;RPS15A;RPS27A;STAT3;RPLP2;RPLP1;RPL18A;RPS8;RPS9;RPS6;RPS7;FAU;IL6ST;RPS5;RPS3;IL6R;RPS3A;RPL35A;RPL10A;RPS4X 2 KEGG_2021_Human
Cytokine-cytokine receptor interaction 20/295 0 0.0017 3.119 33.226 CD4;TNFSF8;GDF7;IL16;LIF;CD27;EBI3;CCR7;CCR4;IFNGR2;CD40LG;IL21;CXCR5;CXCL13;IL6ST;TNFRSF10A;IL6R;TNFRSF4;LTB;LTA 3 KEGG_2021_Human
T cell receptor signaling pathway 10/104 0.0002 0.0086 4.5049 39.1888 CD4;PDCD1;NFATC1;VAV3;PTPRC;CD28;LAT;CTLA4;ICOS;CD40LG 4 KEGG_2021_Human
Cell adhesion molecules 12/148 0.0002 0.0086 3.7447 31.9533 CD4;PDCD1;CLDN1;CDH2;SELL;PTPRC;CD28;CTLA4;ICOS;CD40LG;ITGB8;TIGIT 5 KEGG_2021_Human
Inflammatory bowel disease 7/65 0.0008 0.0293 5.087 36.2563 NFATC1;FOXP3;TLR5;IFNGR2;STAT3;MAF;IL21 6 KEGG_2021_Human
Th17 cell differentiation 9/107 0.0009 0.0293 3.8797 27.0604 FOXP3;CD4;IL6ST;IL6R;NFATC1;LAT;IFNGR2;STAT3;IL21 7 KEGG_2021_Human
PD-L1 expression and PD-1 checkpoint pathway in cancer 8/89 0.0012 0.0317 4.167 28.1776 NFATC1;BATF;CD4;CD28;PDCD1;LAT;IFNGR2;STAT3 8 KEGG_2021_Human
Primary immunodeficiency 5/38 0.0018 0.0446 6.3669 40.0975 PTPRC;CD4;CD40LG;CD79A;ICOS 9 KEGG_2021_Human
Signaling pathways regulating pluripotency of stem cells 10/143 0.002 0.0446 3.1776 19.6906 IL6ST;FZD3;WNT10A;SMAD1;FGFR1;TCF7;FGFR2;LIF;ID3;STAT3 10 KEGG_2021_Human
Viral protein interaction with cytokine and cytokine receptor 8/100 0.0024 0.0486 3.6667 22.0585 CXCL13;IL6ST;TNFRSF10A;IL6R;CCR7;CCR4;LTA;CXCR5 11 KEGG_2021_Human
Chemokine signaling pathway 11/192 0.0058 0.1055 2.5676 13.232 CXCL13;ELMO1;GNG4;GNG8;VAV3;RAP1A;CCR7;CCR4;STAT3;TIAM1;CXCR5 12 KEGG_2021_Human
p53 signaling pathway 6/73 0.0073 0.1229 3.7647 18.5244 CCNG2;CD82;GADD45G;TNFRSF10A;SESN1;SESN3 13 KEGG_2021_Human
Proteoglycans in cancer 11/205 0.0093 0.1449 2.3939 11.2077 FZD3;WNT10A;VAV3;STAT3;CTTN;RPS6;PPP1CC;FGFR1;CAV1;EIF4B;TIAM1 14 KEGG_2021_Human
Thyroid cancer 4/37 0.0107 0.1544 5.0826 23.0639 GADD45G;TCF7;LEF1;TPR 15 KEGG_2021_Human
NF-kappa B signaling pathway 7/104 0.0113 0.1544 3.0356 13.6144 GADD45G;TRAF1;LAT;LY96;LTB;LTA;CD40LG 16 KEGG_2021_Human
Basal cell carcinoma 5/63 0.016 0.2064 3.6179 14.9561 LEF1;FZD3;WNT10A;GADD45G;TCF7 17 KEGG_2021_Human
Type I diabetes mellitus 4/43 0.0179 0.218 4.2993 17.2921 PTPRN2;CD28;LTA;ICA1 18 KEGG_2021_Human
Acute myeloid leukemia 5/67 0.0204 0.2316 3.3838 13.1681 DUSP6;LEF1;STAT3;TCF7;PIM2 19 KEGG_2021_Human
Th1 and Th2 cell differentiation 6/92 0.0212 0.2316 2.9301 11.2984 NFATC1;CD4;LAT;MAML2;IFNGR2;MAF 20 KEGG_2021_Human
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seurat_clusters: c11

Markers

Showing top 100 markers ordered by p_val_adj ascendingly, then abs(avg_log2FC) descendingly. Use 'Download the entire data' button to download all significant markers by 'p_val_adj < 0.05 & avg_log2FC > 0'.
Right click and save as to download the entire data
0 4.9331 0.408 0.023 0 FGFBP2 c11
0 3.8493 0.771 0.15 0 GNLY c11
0 3.6862 0.494 0.05 0 FCGR3A c11
0 2.8214 0.891 0.18 0 GZMH c11
1.959e-272 2.3849 0.934 0.254 6.569e-268 GZMB c11
6.305e-256 2.0762 0.848 0.186 2.115e-251 GZMK c11
1.427e-226 2.7499 0.816 0.229 4.784e-222 CLIC3 c11
7.395e-225 2.3739 1 0.452 2.48e-220 NKG7 c11
1.359e-210 3.0684 0.69 0.166 4.558e-206 CEBPD c11
1.129e-204 2.379 0.966 0.442 3.787e-200 PRF1 c11
1.346e-189 1.8717 0.949 0.339 4.514e-185 CD8B c11
7.435e-183 2.4084 0.686 0.175 2.494e-178 SAMD3 c11
1.246e-181 1.9554 0.927 0.336 4.178e-177 CCL4 c11
4.551e-167 1.9576 0.938 0.488 1.526e-162 LITAF c11
1.136e-164 1.3719 0.991 0.409 3.811e-160 GZMA c11
8.25e-163 2.5407 0.543 0.116 2.767e-158 PLEK c11
2.795e-157 2.7144 0.543 0.122 9.374e-153 ZNF683 c11
1.076e-153 1.508 0.966 0.376 3.608e-149 CD8A c11
3.686e-152 1.5052 0.991 0.663 1.236e-147 CST7 c11
7.515e-149 1.844 0.842 0.318 2.52e-144 C12orf75 c11
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Enrichment Analysis

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Th1 and Th2 cell differentiation 31/92 1.396e-16 0 8.7144 318.14 NFATC3;NFATC2;RUNX3;NFKBIB;IFNG;HLA-DQB1;HLA-DRA;CD247;CD3G;IL2RG;CD3E;CD3D;TBX21;IL12RB1;HLA-DQA1;JAG1;HLA-DRB5;STAT1;LCK;ZAP70;IL2RB;HLA-DPB1;HLA-DRB1;GATA3;HLA-DMB;HLA-DPA1;MAPK1;JAK3;HLA-DMA;JAK1;JAK2 1 KEGG_2021_Human
Graft-versus-host disease 21/42 8.627e-16 0 17.0289 590.6733 HLA-DRB5;GZMB;HLA-C;HLA-A;HLA-B;HLA-G;HLA-E;IFNG;HLA-DQB1;HLA-DRA;HLA-DPB1;KLRD1;HLA-DRB1;CD86;PRF1;FASLG;HLA-DMB;HLA-DPA1;KLRC1;HLA-DMA;HLA-DQA1 2 KEGG_2021_Human
Th17 cell differentiation 32/107 0 0 7.3176 246.811 TGFB1;IL21R;IL2RG;TBX21;IL12RB1;HLA-DRB5;HLA-DRB1;GATA3;NFATC3;NFATC2;NFKBIB;IRF4;IFNG;HLA-DQB1;HLA-DRA;CD247;CD3G;CD3E;CD3D;HLA-DQA1;STAT1;LCK;ZAP70;IL2RB;HLA-DPB1;HLA-DMB;HLA-DPA1;MAPK1;JAK3;HLA-DMA;JAK1;JAK2 3 KEGG_2021_Human
Antigen processing and presentation 27/78 0 0 9.05 296.4594 CD74;TAP2;TAP1;RFX5;IFNG;HLA-DQB1;HLA-DRA;KLRD1;CTSS;B2M;HLA-DQA1;HLA-DRB5;HLA-C;HLA-A;HLA-B;HLA-G;HLA-E;CD8B;CD8A;PSME2;HLA-DPB1;PSME1;HLA-DRB1;HLA-DMB;HLA-DPA1;KLRC1;HLA-DMA 4 KEGG_2021_Human
Allograft rejection 19/38 0 0 17 535.7409 HLA-DRB5;GZMB;HLA-C;HLA-A;HLA-B;HLA-G;HLA-E;IFNG;HLA-DQB1;HLA-DRA;HLA-DPB1;HLA-DRB1;CD86;PRF1;FASLG;HLA-DMB;HLA-DPA1;HLA-DMA;HLA-DQA1 5 KEGG_2021_Human
Pathways of neurodegeneration 71/475 0 0 3.0706 94.4336 ATG13;UQCRC2;OPTN;NRBF2;GABARAPL2;DAXX;GABARAPL1;PRKCB;ATG2A;GABARAP;ATXN1;COX6B1;PSMA4;PSMA5;PSMA1;NDUFA12;PSMB6;PSMB4;PSMB1;SQSTM1;MAP2K2;MAP2K3;UQCRB;FASLG;UQCRH;GPX7;TNFRSF1B;CDK5;NDUFB9;SLC25A4;NDUFB5;NDUFA2;SLC25A6;SLC25A5;BECN1;BAK1;UBE2L6;UBE2L3;FRAT2;XBP1;COX7A2L;CSNK2B;UBE2J2;ATP5F1D;UBE2G1;ATP5PD;COX5A;COX5B;ATP5F1A;ATP5F1B;ATP5F1C;ERN1;NDUFB10;COX6A1;CAPN2;SEM1;ATP5MC3;COX7A2;ATP5MC2;UBB;NDUFS8;NDUFS3;NDUFS2;CASP7;UQCRFS1;DNAI2;DDIT3;KRAS;DCTN3;RB1CC1;MAPK1 6 KEGG_2021_Human
Epstein-Barr virus infection 42/202 0 0 4.5229 134.1177 RUNX3;B2M;HLA-DRB5;HLA-C;HLA-A;HLA-B;HLA-G;HLA-E;HLA-DRB1;HLA-DQB1;CD3G;CD3E;CD3D;HLA-DQA1;STAT1;HLA-DPB1;CD44;HLA-DMB;HLA-DPA1;JAK3;HLA-DMA;JAK1;TAP2;TAP1;RELB;BCL2L11;CCND3;MAP2K3;DDX58;ISG15;MYD88;SEM1;OAS1;NFKBIB;OAS2;HLA-DRA;IRF9;IRF7;CD247;TRADD;TNFAIP3;BAK1 7 KEGG_2021_Human
Cell adhesion molecules 35/148 0 0 5.3159 153.7756 CD2;PDCD1;CD86;HLA-DRB5;HLA-C;HLA-A;HLA-B;HLA-G;HLA-E;CD8B;CD8A;SELL;HLA-DRB1;ICAM3;CD99;ITGA4;PTPRC;HLA-DQB1;HLA-DRA;PECAM1;GLG1;SPN;CTLA4;HLA-DQA1;HLA-DPB1;CD226;ITGB2;ITGB1;SELPLG;ITGAM;VSIR;HLA-DMB;HLA-DPA1;ITGB7;HLA-DMA 8 KEGG_2021_Human
Leishmaniasis 25/77 0 0 8.2032 235.992 TGFB1;ITGA4;NFKBIB;IFNG;HLA-DQB1;HLA-DRA;FCGR3A;FCGR3B;HLA-DQA1;HLA-DRB5;STAT1;PRKCB;CYBA;MYD88;HLA-DPB1;HLA-DRB1;ITGB2;ITGB1;ITGAM;HLA-DMB;HLA-DPA1;MAPK1;HLA-DMA;JAK1;JAK2 9 KEGG_2021_Human
Type I diabetes mellitus 19/43 0 0 13.4548 385.6727 HLA-DRB5;GZMB;HLA-C;HLA-A;HLA-B;HLA-G;HLA-E;IFNG;HLA-DQB1;HLA-DRA;HLA-DPB1;HLA-DRB1;CD86;PRF1;FASLG;HLA-DMB;HLA-DPA1;HLA-DMA;HLA-DQA1 10 KEGG_2021_Human
Viral myocarditis 21/60 0 0 9.1607 238.7055 HLA-DQB1;HLA-DRA;CD86;HLA-DQA1;HLA-DRB5;HLA-C;HLA-A;HLA-B;HLA-G;HLA-E;HLA-DPB1;HLA-DRB1;ITGB2;ACTG1;PRF1;HLA-DMB;HLA-DPA1;FYN;RAC2;HLA-DMA;CD55 11 KEGG_2021_Human
Parkinson disease 44/249 0 0 3.6961 92.8181 UQCRC2;UBE2L6;UBE2L3;DAXX;XBP1;COX7A2L;UBE2J2;ATP5F1D;UBE2G1;ATP5PD;COX6B1;PSMA4;PSMA5;PSMA1;COX5A;NDUFA12;COX5B;ATP5F1A;ATP5F1B;ATP5F1C;PSMB6;PSMB4;PSMB1;ERN1;NDUFB10;COX6A1;SEM1;UQCRB;ATP5MC3;COX7A2;ATP5MC2;UQCRH;UBB;NDUFS8;NDUFS3;NDUFS2;NDUFB9;SLC25A4;NDUFB5;UQCRFS1;NDUFA2;DDIT3;SLC25A6;SLC25A5 12 KEGG_2021_Human
Influenza A 35/172 0 0 4.3791 106.5041 PYCARD;CCND3;MAP2K2;HLA-DRB5;DDX58;PRKCB;MYD88;HLA-DRB1;CALCOCO2;ACTG1;FASLG;TNFSF10;OAS1;NFKBIB;OAS2;IFNG;HLA-DQB1;HLA-DRA;IRF9;IRF7;SLC25A4;TRADD;HLA-DQA1;STAT1;HLA-DPB1;SLC25A6;SLC25A5;HLA-DMB;CCL5;HLA-DPA1;BAK1;MAPK1;HLA-DMA;JAK1;JAK2 13 KEGG_2021_Human
Autoimmune thyroid disease 19/53 0 0 9.4924 229.7409 HLA-DQB1;HLA-DRA;CD86;CTLA4;HLA-DQA1;HLA-DRB5;GZMB;HLA-C;HLA-A;HLA-B;HLA-G;HLA-E;HLA-DPB1;HLA-DRB1;PRF1;FASLG;HLA-DMB;HLA-DPA1;HLA-DMA 14 KEGG_2021_Human
Amyotrophic lateral sclerosis 54/364 0 0 3.0106 70.4567 ATG13;UQCRC2;PFN1;OPTN;NRBF2;GABARAPL2;DAXX;GABARAPL1;XBP1;COX7A2L;ATG2A;GABARAP;ATP5F1D;ATP5PD;COX6B1;PSMA4;PSMA5;PSMA1;COX5A;NDUFA12;COX5B;ATP5F1A;ATP5F1B;ATP5F1C;PSMB6;PSMB4;PSMB1;ERN1;SRSF3;SQSTM1;NDUFB10;COX6A1;MAP2K3;SEM1;UQCRB;ACTG1;ATP5MC3;COX7A2;ATP5MC2;UQCRH;GPX7;TNFRSF1B;NDUFS8;NDUFS3;NDUFS2;NDUFB9;NDUFB5;UQCRFS1;DNAI2;NDUFA2;DDIT3;BECN1;DCTN3;RB1CC1 15 KEGG_2021_Human
Huntington disease 48/306 0 0 3.2065 73.4315 ATG13;UQCRC2;NRBF2;AP2S1;COX7A2L;ATG2A;ATP5F1D;CLTB;CLTA;ATP5PD;COX6B1;PSMA4;PSMA5;PSMA1;COX5A;NDUFA12;COX5B;ATP5F1A;ATP5F1B;ATP5F1C;PSMB6;PSMB4;PSMB1;ERN1;NDUFB10;COX6A1;SEM1;UQCRB;ATP5MC3;COX7A2;ATP5MC2;UQCRH;GPX7;NDUFS8;NDUFS3;NDUFS2;NDUFB9;SLC25A4;NDUFB5;UQCRFS1;DNAI2;NDUFA2;SLC25A6;SLC25A5;BECN1;DCTN3;RB1CC1;POLR2G 16 KEGG_2021_Human
Human T-cell leukemia virus 1 infection 39/219 0 0 3.7189 84.2998 IL2RG;ADCY7;B2M;HLA-DRB5;HLA-C;HLA-A;HLA-B;HLA-G;HLA-E;HLA-DRB1;NFATC3;NFATC2;HLA-DQB1;CD3G;CD3E;CD3D;HLA-DQA1;HLA-DPB1;HLA-DMB;HLA-DPA1;TSPO;JAK3;HLA-DMA;JAK1;TGFB1;RELB;CCND3;MAP2K2;MAD1L1;ETS1;HLA-DRA;SLC25A4;LCK;IL2RB;KRAS;SLC25A6;SLC25A5;ITGB2;MAPK1 17 KEGG_2021_Human
Natural killer cell mediated cytotoxicity 29/131 0 0 4.8558 109.3705 KLRD1;SH3BP2;MAP2K2;SH2D1A;HLA-C;HLA-A;PRKCB;HLA-B;HLA-G;HLA-E;PRF1;FASLG;KLRK1;KLRC1;TNFSF10;NFATC2;IFNG;HCST;CD247;FCGR3A;FCGR3B;GZMB;LCK;ZAP70;KRAS;ITGB2;MAPK1;FYN;RAC2 18 KEGG_2021_Human
Human immunodeficiency virus 1 infection 38/212 0 0 3.7463 83.6229 RNF7;GNG2;GNG5;B2M;APOBEC3F;APOBEC3G;APOBEC3H;HLA-C;HLA-A;PRKCB;HLA-B;HLA-G;HLA-E;APOBEC3C;NFATC3;NFATC2;BST2;CD3G;CD3E;CD3D;CCR5;ELOB;RAC2;TAP2;TAP1;CFL1;MAP2K2;MAP2K3;MYD88;GNB2;PXN;FASLG;TNFRSF1B;CD247;TRADD;KRAS;BAK1;MAPK1 19 KEGG_2021_Human
Diabetic cardiomyopathy 37/203 0 0 3.8216 85.0975 UQCRC2;PRKCB;COX7A2L;PDK2;ATP5F1D;CTSD;ATP5PD;COX6B1;COX5A;NDUFA12;COX5B;ATP5F1A;ATP5F1B;ATP5F1C;RAC2;TGFB1;PPP1CA;NDUFB10;COX6A1;CYBA;UQCRB;ATP5MC3;COX7A2;ATP5MC2;UQCRH;GFPT2;NDUFS8;NDUFS3;NDUFS2;NDUFB9;SLC25A4;NDUFB5;UQCRFS1;NDUFA2;SLC25A6;SLC25A5;GAPDH 20 KEGG_2021_Human
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seurat_clusters: c12

Markers

Showing top 100 markers ordered by p_val_adj ascendingly, then abs(avg_log2FC) descendingly. Use 'Download the entire data' button to download all significant markers by 'p_val_adj < 0.05 & avg_log2FC > 0'.
Right click and save as to download the entire data
0 8.1494 0.304 0.002 0 SH2D1B c12
0 7.3218 0.235 0.002 0 KIR2DL3 c12
0 6.6474 0.896 0.018 0 KIR2DL4 c12
0 5.8367 0.311 0.008 0 NCR1 c12
0 5.7405 0.864 0.038 0 KLRC2 c12
0 5.6493 0.252 0.005 0 ADRB1 c12
0 5.6406 0.63 0.022 0 AC068775.1 c12
0 5.5207 0.575 0.024 0 TRDV1 c12
0 5.4253 0.64 0.026 0 LAT2 c12
0 5.2789 0.674 0.02 0 TRDC c12
0 5.1561 0.479 0.012 0 FCER1G c12
0 5.0137 0.877 0.053 0 KLRC3 c12
0 4.9503 0.385 0.019 0 LYN c12
0 4.6256 0.363 0.007 0 TYROBP c12
0 4.4942 0.405 0.025 0 CXXC5 c12
0 4.3115 0.58 0.045 0 ATP8B4 c12
0 4.066 0.82 0.076 0 CD160 c12
0 3.4127 0.736 0.092 0 XCL2 c12
2.513e-306 4.6728 0.38 0.024 8.429e-302 FES c12
5.738e-306 3.0936 0.615 0.07 1.925e-301 IKZF2 c12
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Enrichment Analysis

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Natural killer cell mediated cytotoxicity 35/131 0 0 6.45 217.4106 KLRC3;TYROBP;KLRD1;PTPN6;SH2D1B;PRKCA;PIK3R1;PRF1;FASLG;ICAM1;KLRK1;KLRC2;PLCG2;VAV3;NCR2;NCR3;NCR1;HCST;LCP2;CD247;CD244;SOS1;PIK3R3;KIR2DL3;KLRC4-KLRK1;PPP3CA;FCER1G;KIR3DL1;KIR3DL2;KIR3DL3;LCK;PIK3CD;PTK2B;MAPK1;FYN 1 KEGG_2021_Human
Leukocyte transendothelial migration 25/114 0 0 4.925 98.3483 ACTN4;MAPK12;ROCK1;MYL12B;CYBA;PRKCA;VASP;PIK3R1;TXK;ICAM1;PLCG2;CD99;MSN;RHOH;VAV3;PECAM1;PIK3R3;CDC42;CLDN7;SIPA1;ITGB1;CTNNB1;PIK3CD;PTK2B;CTNNA1 2 KEGG_2021_Human
Antigen processing and presentation 19/78 0 0 5.6238 97.5195 HSP90AA1;HSPA6;KLRC3;HSPA5;KLRC4;HSPA4;HSPA1A;KLRD1;CALR;HSPA1B;KIR2DL3;KIR2DL4;PDIA3;KIR3DL1;KIR3DL2;KIR3DL3;CANX;HSP90AB1;KLRC2 3 KEGG_2021_Human
Human cytomegalovirus infection 33/225 0 0 3.0195 45.9591 MAPK12;BAX;ADCY9;GNG2;CREB3L2;PRKCA;PIK3R1;PRKACB;CALR;GNGT2;PPP3CA;PTGER1;PTGER2;CTNNB1;AKAP13;JAK1;ROCK1;PDIA3;GNB5;GNAS;CCL4L2;FASLG;MAP2K6;TNFRSF1A;SOS1;CCL3L1;PIK3R3;SRC;PIK3CD;CCL5;CCL4;PTK2B;MAPK1 4 KEGG_2021_Human
Platelet activation 23/124 0 0 3.9827 60.6092 PPP1CA;MAPK12;TLN1;ROCK1;ADCY9;MYL12B;VASP;PIK3R1;GNAS;PLCG2;PRKACB;LYN;PPP1R12A;APBB1IP;LCP2;PIK3R3;PIK3R6;FCER1G;ITGB1;SRC;PIK3CD;MAPK1;FYN 5 KEGG_2021_Human
Regulation of actin cytoskeleton 32/218 0 0 3.0206 44.7784 ACTN4;CYFIP2;MYL12B;PIK3R1;PDGFD;VAV3;ARHGEF7;IQGAP1;TMSB4X;PDGFRB;PPP1CA;ROCK1;SSH3;SSH1;ARPC2;ITGA1;ACTR3;PPP1R12A;LIMK1;MSN;BAIAP2;ITGAE;MYH9;SOS1;PIK3R3;WASF1;CDC42;ITGB1;SRC;PIK3CD;MAPK1;ITGB7 6 KEGG_2021_Human
Osteoclast differentiation 23/127 0 0 3.8672 57.1227 TYROBP;MAPK12;SQSTM1;CYBA;FOSL2;PIK3R1;SIRPG;PLCG2;MAP2K6;LILRB1;TGFBR1;TNFRSF1A;CAMK4;LCP2;PIK3R3;PPP3CA;SOCS1;ACP5;LCK;PIK3CD;MAPK1;FYN;JAK1 7 KEGG_2021_Human
Chemokine signaling pathway 28/192 0 0.0001 2.9899 38.9522 ROCK1;ADCY9;GNG2;PREX1;PIK3R1;GNB5;CCL4L2;PLCG2;PRKACB;LYN;XCL1;VAV3;XCL2;SOS1;CCL3L1;PIK3R3;PIK3R6;GNGT2;GRK5;CCR9;CDC42;SRC;PIK3CD;ARRB1;CCL5;CCL4;PTK2B;MAPK1 8 KEGG_2021_Human
Fc epsilon RI signaling pathway 15/68 0 0.0001 4.9258 62.3018 LYN;VAV3;MAPK12;LCP2;SOS1;PIK3R3;FCER1G;ALOX5AP;PRKCA;PIK3R1;PIK3CD;MAPK1;FYN;PLCG2;MAP2K6 9 KEGG_2021_Human
Rap1 signaling pathway 29/210 0 0.0001 2.8059 34.5886 MAPK12;SKAP1;TLN1;ADCY9;PRKCA;VASP;PIK3R1;PRKD3;PDGFD;VAV3;APBB1IP;RAPGEF5;SIPA1;CTNNB1;SIPA1L1;PDGFRB;GNAS;MAP2K6;ARAP3;LCP2;PIK3R3;RALGDS;CDC42;EVL;ITGB1;SRC;PIK3CD;THBS1;MAPK1 10 KEGG_2021_Human
Pathways in cancer 55/531 0 0.0001 2.0413 25.0704 BAX;ADCY9;DLL1;GNG2;JAG2;PRKCA;HMOX1;PLCG2;PRKACB;GSTM4;CDKN2B;STAT4;CKS2;GSTP1;APPL1;JAK1;TPM3;ZBTB16;MSH3;ROCK1;HSP90B1;IL12RB2;FASLG;PIM1;HSP90AA1;SOS1;RALGDS;CDC42;IL2RB;ITGB1;HSP90AB1;PIK3CD;EPAS1;GADD45B;PIK3R1;MGST2;RASSF1;IL15;GNGT2;PTGER1;PTGER2;CTNNB1;CTNNA1;PDGFRB;IL4R;RXRA;CCND2;GNB5;GNAS;TGFBR1;PIK3R3;DAPK2;DAPK3;CBL;MAPK1 11 KEGG_2021_Human
Fc gamma R-mediated phagocytosis 18/97 0 0.0001 3.9711 48.5936 PRKCA;VASP;PIK3R1;BIN1;ARPC2;PLPP2;PLPP1;PLCG2;ACTR3;LYN;LIMK1;VAV3;PIK3R3;WASF1;CDC42;ARF6;PIK3CD;MAPK1 12 KEGG_2021_Human
Shigellosis 32/246 0 0.0001 2.6215 31.8595 ACTN4;MAPK12;BAX;TLN1;MYL12B;GABARAPL1;PIK3R1;C3;PLCG2;RIPK2;HCLS1;ARF6;SQSTM1;PPID;ROCK1;ARPC2;UBC;UBB;ACTR3;WIPI1;TNFRSF1A;ILK;PIK3R3;WASF1;CDC42;VDAC1;ITGB1;SRC;PIK3CD;CYTH4;CCL5;MAPK1 13 KEGG_2021_Human
Focal adhesion 28/201 0 0.0001 2.833 34.3426 ACTN4;TLN1;MYL12B;PRKCA;VASP;PIK3R1;PDGFD;VAV3;CTNNB1;PDGFRB;PPP1CA;ZYX;ROCK1;CCND2;ITGA1;PPP1R12A;PARVB;SOS1;ILK;PIK3R3;CDC42;ITGB1;SRC;PIK3CD;THBS1;MAPK1;FYN;ITGB7 14 KEGG_2021_Human
Yersinia infection 22/137 0 0.0001 3.3402 40.4793 MAPK12;SKAP2;ROCK1;PIK3R1;ARPC2;MAP2K6;ACTR3;LIMK1;BAIAP2;VAV3;LCP2;ARHGEF7;PIK3R3;CDC42;LCK;ARF6;ITGB1;SRC;PIK3CD;RPS6KA1;PTK2B;MAPK1 15 KEGG_2021_Human
Pathogenic Escherichia coli infection 27/197 0 0.0002 2.7779 31.7739 MAPK12;BAX;CYFIP2;MYO6;TUBB4A;HCLS1;ARF6;PTPN6;ROCK1;SLC9A3R1;ARPC2;NCL;FASLG;ACTR3;BAIAP2;TNFRSF1A;MYH9;WASF1;CDC42;CLDN7;MYO1E;GAPDH;ITGB1;SRC;CYTH4;MAPK1;FYN 16 KEGG_2021_Human
Bacterial invasion of epithelial cells 15/77 0 0.0003 4.2087 46.4576 ACTR3;MAD2L2;ILK;PIK3R3;WASF1;CDC42;PIK3R1;ARPC2;HCLS1;ITGB1;SRC;CTNNB1;PIK3CD;CBL;CTNNA1 17 KEGG_2021_Human
Phospholipase D signaling pathway 22/148 0 0.0003 3.0468 33.0749 PDGFRB;DGKD;ADCY9;PRKCA;PIK3R1;GNAS;PLPP2;PLPP1;PDGFD;PLCG2;SOS1;PIK3R3;AGPAT2;PIK3R6;FCER1G;RALGDS;ARF6;PIK3CD;CYTH4;PTK2B;MAPK1;FYN 18 KEGG_2021_Human
Lipid and atherosclerosis 28/215 0 0.0003 2.6189 28.389 MAPK12;HSPA1A;BAX;HSPA1B;PRKCA;PIK3R1;ICAM1;LYN;VAV3;PPP3CA;HSP90B1;RXRA;CYBA;FASLG;MAP2K6;HSP90AA1;HSPA6;HSPA5;HSPA4;TNFRSF1A;CCL3L1;PIK3R3;CDC42;SRC;HSP90AB1;PIK3CD;CCL5;MAPK1 19 KEGG_2021_Human
Kaposi sarcoma-associated herpesvirus infection 26/193 0 0.0003 2.7209 29.283 MAPK12;BAX;GNG2;PREX1;GABARAPL1;PIK3R1;ICAM1;C3;PLCG2;LYN;GNGT2;PPP3CA;CTNNB1;JAK1;ZFP36;GNB5;UBC;UBB;MAP2K6;TNFRSF1A;PIK3R3;PIK3R6;CLEC2B;SRC;PIK3CD;MAPK1 20 KEGG_2021_Human
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seurat_clusters: c13

Markers

Showing top 100 markers ordered by p_val_adj ascendingly, then abs(avg_log2FC) descendingly. Use 'Download the entire data' button to download all significant markers by 'p_val_adj < 0.05 & avg_log2FC > 0'.
Right click and save as to download the entire data
1.131e-76 1.5642 0.748 0.33 3.793e-72 KLF2 c13
5.543e-71 4.0405 0.089 0.005 1.859e-66 ST6GALNAC1 c13
4.372e-50 0.6671 0.997 0.995 1.466e-45 TMSB10 c13
8.752e-46 2.0673 0.234 0.057 2.935e-41 LY96 c13
2.851e-44 0.309 1 0.999 9.561e-40 B2M c13
4.673e-44 0.6361 1 0.998 1.567e-39 FTH1 c13
2.509e-43 1.2272 0.674 0.374 8.413e-39 ARID5B c13
1.272e-41 1.5664 0.288 0.084 4.266e-37 CCR4 c13
8.001e-40 0.9237 0.888 0.715 2.683e-35 ISG20 c13
3.672e-38 1.7893 0.331 0.119 1.231e-33 S1PR1 c13
2.783e-37 1.3267 0.478 0.216 9.335e-33 RASA3 c13
1.454e-36 0.4306 0.997 0.991 4.877e-32 ARHGDIB c13
9.895e-35 2.0236 0.277 0.095 3.319e-30 NPDC1 c13
4.615e-34 1.1224 0.595 0.332 1.548e-29 LINC00861 c13
6.07e-34 1.1316 0.618 0.36 2.036e-29 RIPOR2 c13
1.097e-33 1.2793 0.611 0.369 3.68e-29 S1PR4 c13
1.522e-33 0.5816 0.959 0.913 5.103e-29 YWHAB c13
3.388e-33 1.553 0.313 0.114 1.136e-28 AC119396.1 c13
4.507e-32 1.2125 0.567 0.327 1.512e-27 PLSCR3 c13
6.184e-32 2.494 0.148 0.034 2.074e-27 AC004585.1 c13
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Enrichment Analysis

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Cell adhesion molecules 17/148 0 0 7.7007 161.1158 CD4;PDCD1;HLA-C;HLA-A;HLA-B;HLA-E;SELL;ICAM2;ITGA4;CD28;CTLA4;ICOS;HLA-DPB1;ITGB2;ITGB1;SELPLG;HLA-DPA1 1 KEGG_2021_Human
Viral myocarditis 11/60 0 0 13.1377 249.3878 CD28;ACTB;HLA-C;HLA-A;HLA-B;HLA-E;HLA-DPB1;ITGB2;ACTG1;HLA-DPA1;RAC2 2 KEGG_2021_Human
Antigen processing and presentation 12/78 0 0 10.663 197.226 CD74;TAP1;CD4;B2M;HLA-C;HLA-A;HLA-B;HLA-E;PSME2;HLA-DPB1;PSME1;HLA-DPA1 3 KEGG_2021_Human
Yersinia infection 15/137 0 0 7.2552 130.3016 CD4;ACTB;ARPC3;PXN;ACTG1;ITGA4;RHOG;LAT;ARHGEF1;ARPC1B;LCK;ITGB1;WIPF1;WAS;RAC2 4 KEGG_2021_Human
Allograft rejection 8/38 0 0 15.4824 236.6401 HLA-C;HLA-A;HLA-B;HLA-E;FAS;CD28;HLA-DPB1;HLA-DPA1 5 KEGG_2021_Human
Autoimmune thyroid disease 9/53 0 0 11.9025 179.4359 FAS;CD28;CTLA4;HLA-C;HLA-A;HLA-B;HLA-E;HLA-DPB1;HLA-DPA1 6 KEGG_2021_Human
Th17 cell differentiation 12/107 0 0 7.397 110.2208 FOXP3;CD4;IL2RG;IL27RA;STAT5B;IL6R;LAT;STAT1;LCK;HLA-DPB1;HLA-DPA1;JAK3 7 KEGG_2021_Human
Pathogenic Escherichia coli infection 16/197 0 0 5.2163 77.4974 ACTB;TNFSF10;ARHGEF1;ARPC1B;FAS;SLC9A3R1;ARPC3;ACTG1;TRADD;BRK1;CASP4;MYO1F;MYO1G;ITGB1;WIPF1;CYTH1 8 KEGG_2021_Human
Epstein-Barr virus infection 16/202 0 0 5.0747 73.6751 B2M;HLA-C;HLA-A;HLA-B;HLA-E;STAT1;HLA-DPB1;CD44;CDKN1B;HLA-DPA1;JAK3;TAP1;FAS;RELB;ISG15;TRADD 9 KEGG_2021_Human
Graft-versus-host disease 8/42 0 0 13.6582 197.5467 HLA-C;HLA-A;HLA-B;HLA-E;FAS;CD28;HLA-DPB1;HLA-DPA1 10 KEGG_2021_Human
Type I diabetes mellitus 8/43 0 0 13.2673 189.3614 HLA-C;HLA-A;HLA-B;HLA-E;FAS;CD28;HLA-DPB1;HLA-DPA1 11 KEGG_2021_Human
Phagosome 13/152 0 0 5.4809 70.684 TAP1;ACTB;HLA-C;HLA-A;CYBA;HLA-B;HLA-E;ACTG1;CORO1A;HLA-DPB1;ITGB2;ITGB1;HLA-DPA1 12 KEGG_2021_Human
Th1 and Th2 cell differentiation 10/92 0 0.0001 7.1037 87.7361 CD4;LAT;IL2RG;STAT5B;STAT1;MAF;LCK;HLA-DPB1;HLA-DPA1;JAK3 13 KEGG_2021_Human
Regulation of actin cytoskeleton 15/218 0 0.0001 4.3422 51.898 PFN1;ACTB;ARHGEF1;ARPC1B;IQGAP2;TMSB4X;RAC2;PPP1CC;ARPC3;PXN;ACTG1;ITGA4;BRK1;ITGB2;ITGB1 14 KEGG_2021_Human
Human T-cell leukemia virus 1 infection 15/219 0 0.0001 4.3207 51.4016 CD4;IL2RG;B2M;STAT5B;HLA-C;HLA-A;HLA-B;HLA-E;HLA-DPB1;HLA-DPA1;JAK3;RELB;LCK;SLC25A6;ITGB2 15 KEGG_2021_Human
Natural killer cell mediated cytotoxicity 11/131 0 0.0002 5.3451 58.4847 FAS;HLA-C;HLA-A;HLA-B;HLA-E;ICAM2;TNFSF10;LAT;LCK;ITGB2;RAC2 16 KEGG_2021_Human
Salmonella infection 15/249 0 0.0004 3.7609 39.0274 PFN1;LEF1;ACTB;S100A10;TNFSF10;RHOG;ARPC1B;FLNA;ARPC3;ACTG1;TRADD;BRK1;LY96;CASP4;CYTH1 17 KEGG_2021_Human
Human cytomegalovirus infection 14/225 0 0.0005 3.8857 39.3401 B2M;HLA-C;HLA-A;HLA-B;HLA-E;IL10RA;ARHGEF1;RAC2;TAP1;FAS;GNB2;PXN;IL6R;TRADD 18 KEGG_2021_Human
Primary immunodeficiency 6/38 0 0.0005 10.821 108.4475 TAP1;LCK;CD4;IL2RG;JAK3;ICOS 19 KEGG_2021_Human
Hematopoietic cell lineage 9/99 0.0001 0.0006 5.8053 56.9225 CD5;CD4;IL6R;ITGA4;IL7;CD37;HLA-DPB1;CD44;HLA-DPA1 20 KEGG_2021_Human
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seurat_clusters: c14

Markers

Showing top 100 markers ordered by p_val_adj ascendingly, then abs(avg_log2FC) descendingly. Use 'Download the entire data' button to download all significant markers by 'p_val_adj < 0.05 & avg_log2FC > 0'.
Right click and save as to download the entire data
0 4.3189 0.721 0.064 0 FOXP3 c14
1.035e-284 5.4288 0.253 0.008 3.471e-280 CCR8 c14
3.953e-277 4.4202 0.477 0.041 1.326e-272 AC017002.3 c14
1.39e-260 3.7439 0.86 0.188 4.661e-256 TNFRSF18 c14
1.452e-247 4.8814 0.267 0.012 4.87e-243 IL1R2 c14
2.297e-229 4.1758 0.86 0.208 7.704e-225 TNFRSF4 c14
3.29e-221 3.913 0.558 0.075 1.103e-216 IL2RA c14
5.55e-211 4.7568 0.238 0.011 1.861e-206 IL1R1 c14
6.003e-197 4.2482 0.299 0.021 2.013e-192 F5 c14
2.39e-196 3.0546 0.625 0.105 8.015e-192 TBC1D4 c14
1.86e-195 5.2737 0.189 0.007 6.24e-191 EBI3 c14
2.244e-189 3.5173 0.483 0.063 7.525e-185 ICA1 c14
2.976e-185 3.9332 0.375 0.038 9.981e-181 ZC2HC1A c14
1.994e-182 3.7506 0.573 0.099 6.689e-178 LINC01943 c14
3.419e-177 3.1107 0.599 0.107 1.147e-172 GK c14
3.396e-166 2.4726 0.942 0.385 1.139e-161 CTLA4 c14
4.983e-164 2.9045 0.913 0.368 1.671e-159 BATF c14
7.788e-148 4.0635 0.201 0.012 2.612e-143 CLEC7A c14
4.419e-137 4.2664 0.163 0.008 1.482e-132 FANK1 c14
2.149e-136 2.5294 0.93 0.506 7.208e-132 TNFRSF1B c14
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Enrichment Analysis

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Epstein-Barr virus infection 49/202 1.465e-17 0 5.2222 202.4221 ENTPD1;MAPK13;PSMC4;PSMC5;PSMC2;BAX;PSMD8;PSMD1;AKT2;E2F3;HES1;B2M;GADD45A;GADD45G;HLA-A;HLA-B;ICAM1;RBPJ;CALR;CD3D;STAT1;STAT3;CD44;CDKN1A;RAC1;CD58;HLA-DMA;JAK1;FAS;RELB;CCND2;MAP2K3;TRAF3;TRAF2;NFKB1;NFKB2;SEM1;TAB2;IFNAR2;OAS1;NFKBIB;NFKBIA;BCL2;CD247;NFKBIE;PSMD11;PIK3R3;ADRM1;BAK1 1 KEGG_2021_Human
Amyotrophic lateral sclerosis 64/364 0 0 3.497 115.3774 MAPK13;PSMC4;PSMC5;PSMC2;UQCRC2;BAX;PFN1;OPTN;ACTB;PSMD8;PSMD1;COX8A;GABARAP;NUP62;ATP5F1E;ATP5PF;PSMA6;PSMA7;PSMA5;HNRNPA2B1;PSMA2;PSMA3;NDUFAB1;COX5A;TOMM40;NDUFA13;COX5B;ATP5F1B;PSMB6;PSMB3;PSMB1;ANXA7;RAC1;SQSTM1;TANK;TUBA3D;KIF5B;NDUFV2;MAP3K5;MAP2K3;TRAF2;SEM1;BCL2L1;VCP;ATP5MC1;TPR;NDUFC2;NDUFC1;TNFRSF1B;NDUFS6;BCL2;NUP58;PSMD11;SEH1L;DNAH8;NDUFB2;UQCRFS1;CASP1;NDUFA6;ADRM1;NDUFA4;SOD1;VDAC1;HNRNPA3 2 KEGG_2021_Human
Th17 cell differentiation 31/107 0 0 6.5751 198.8221 IL1R1;RUNX1;FOXP3;MAPK13;CD4;IL6ST;IL21R;AHR;IL2RG;IL27RA;IL12RB1;NFKB1;RORA;IL6R;NFKBIB;IL4;NFKBIA;IRF4;CD247;NFKBIE;CD3D;STAT1;STAT3;IL17A;IL2RA;IL2RB;IL17F;IL21;HSP90AB1;HLA-DMA;JAK1 3 KEGG_2021_Human
Parkinson disease 46/249 0 0 3.6754 95.0942 PSMC4;PSMC5;PSMC2;UQCRC2;BAX;CALM3;PSMD8;PSMD1;COX8A;TXN;ATP5F1E;ATP5PF;PSMA6;PSMA7;PSMA5;PSMA2;PSMA3;NDUFAB1;COX5A;NDUFA13;COX5B;ATP5F1B;PSMB6;PSMB3;PSMB1;PARK7;TUBA3D;KIF5B;NDUFV2;MAP3K5;SEM1;BCL2L1;UBA1;ATP5MC1;UBC;UBB;NDUFC2;NDUFC1;NDUFS6;PSMD11;NDUFB2;UQCRFS1;NDUFA6;ADRM1;NDUFA4;VDAC1 4 KEGG_2021_Human
Prion disease 48/273 0 0 3.4621 86.854 MAPK13;PSMC4;PSMC5;PSMC2;HSPA1A;UQCRC2;BAX;PSMD8;CREB3L3;PSMD1;COX8A;ATP5F1E;ATP5PF;PSMA6;PSMA7;PSMA5;PSMA2;PSMA3;NDUFAB1;COX5A;RYR1;NDUFA13;COX5B;ATP5F1B;PSMB6;PSMB3;PSMB1;RAC1;RAC2;TUBA3D;KIF5B;NDUFV2;SEM1;NCF4;ATP5MC1;HSPA8;NDUFC2;NDUFC1;NDUFS6;PSMD11;NDUFB2;PIK3R3;UQCRFS1;NDUFA6;ADRM1;NDUFA4;SOD1;VDAC1 5 KEGG_2021_Human
Viral carcinogenesis 39/203 0 0 3.8418 89.8318 ACTN4;HNRNPK;BAX;CREB3L3;HLA-A;HLA-B;GRB2;RBPJ;RHOA;KAT2B;REL;CCR8;CCR4;CDKN2A;RANBP1;STAT3;CDKN1A;RAC1;JAK1;IL6ST;CCND2;TRAF1;TRAF3;TRAF2;NFKB1;NFKB2;PMAIP1;NFKBIA;YWHAE;YWHAB;PIK3R3;CHD4;YWHAQ;YWHAH;YWHAZ;PKM;HDAC9;HDAC7;BAK1 6 KEGG_2021_Human
Pathways of neurodegeneration 66/475 0 0 2.6343 60.2816 TPTEP2-CSNK1E;PSMC4;PSMC5;PSMC2;UQCRC2;BAX;OPTN;PSMD8;PSMD1;WNT10A;GABARAP;PSMA6;PSMA7;PSMA5;PSMA2;PSMA3;NDUFA13;PSMB6;PSMB3;PSMB1;SQSTM1;CSF1;PARK7;TANK;TUBA3D;MAP3K5;MAP2K3;TRAF2;NFKB1;BCL2L1;NDUFC2;NDUFC1;TNFRSF1B;BCL2;NDUFB2;NDUFA6;ADRM1;NDUFA4;BAK1;MAPK13;CALM3;COX8A;ATP5F1E;ATP5PF;NDUFAB1;COX5A;TOMM40;RYR1;COX5B;ATP5F1B;RAC1;FAS;KIF5B;NDUFV2;SEM1;UBA1;VCP;ATP5MC1;UBC;UBB;NDUFS6;PSMD11;DNAH8;UQCRFS1;SOD1;VDAC1 7 KEGG_2021_Human
Cytokine-cytokine receptor interaction 48/295 0 0 3.15 70.2347 IL1R1;IL1R2;CD4;IL21R;IL2RG;IL27RA;IL10;CCL20;IL13;LIF;CD27;CRLF2;EBI3;CCR8;CCR7;CCR6;CCR4;IL32;IL17A;IL17F;IL21;IL26;TNFRSF13B;CXCR6;CXCR5;CD70;CXCL13;FAS;IL6ST;CSF1;IL12RB1;IFNAR2;CSF2RB;TNFRSF8;TNFRSF9;IL6R;TNFRSF4;TNFRSF1B;IL4;IL7;TNFRSF25;TNFRSF18;TNFRSF14;IL2RA;IL2RB;LTB;LTA;IL1RL2 8 KEGG_2021_Human
Proteasome 17/46 0 0 9.3604 201.2442 ADRM1;PSMA6;PSMA7;PSMA5;SEM1;PSMA2;PSMC4;PSMA3;PSMC5;PSMC2;PSMD11;PSMB8;PSMB6;PSMD8;PSMB3;PSMB1;PSMD1 9 KEGG_2021_Human
Huntington disease 48/306 0 0 3.014 63.3651 PSMC4;PSMC5;PSMC2;UQCRC2;BAX;PSMD8;CREB3L3;PSMD1;COX8A;ATP5F1E;CLTB;CLTA;BBC3;ATP5PF;PSMA6;PSMA7;PSMA5;PSMA2;PSMA3;NDUFAB1;COX5A;NDUFA13;COX5B;ATP5F1B;PSMB6;PSMB3;PSMB1;TUBA3D;KIF5B;NDUFV2;MAP3K5;TRAF2;SEM1;ATP5MC1;AP2M1;NDUFC2;NDUFC1;NDUFS6;PSMD11;DNAH8;NDUFB2;UQCRFS1;NDUFA6;ADRM1;NDUFA4;SOD1;VDAC1;POLR2H 10 KEGG_2021_Human
JAK-STAT signaling pathway 32/162 0 0 3.9599 79.9267 PTPN2;IL6ST;IL21R;IL2RG;IL27RA;CCND2;AKT2;IL12RB1;STAM;BCL2L1;GRB2;IFNAR2;PDGFA;CSF2RB;IL6R;IL10;IL13;LIF;PTPN11;IL4;IL7;BCL2;CRLF2;PIK3R3;SOCS3;STAT1;STAT3;IL2RA;IL2RB;IL21;CDKN1A;JAK1 11 KEGG_2021_Human
Pathways in cancer 67/531 0 0 2.3523 44.9756 BAX;GNG4;GNG5;GNG8;AKT2;HES1;WNT10A;PDGFA;ELK1;HMOX1;BBC3;CDKN2A;STAT1;STAT3;CDKN1A;JAK1;TPM3;RBX1;IL6ST;IL12RB1;TRAF1;TRAF3;TRAF2;NFKB1;NFKB2;TRAF4;BCL2L1;BIRC3;IFNAR2;TPR;PIM2;BCL2;RALGDS;NTRK1;IL2RA;IL2RB;CEBPA;HSP90AB1;BAK1;RUNX1;CALM3;IL2RG;E2F3;GADD45A;GADD45G;GRB2;MGST2;GNG10;RASSF5;SKP1;NCOA3;RHOA;IL13;CTNNA1;RAC1;RAC2;FAS;CCND2;ARHGEF12;CSF2RB;RASGRP4;PMAIP1;IL6R;IL4;NFKBIA;IL7;PIK3R3 12 KEGG_2021_Human
NF-kappa B signaling pathway 24/104 0 0 4.8059 89.8458 UBE2I;IL1R1;TICAM1;RELB;GADD45A;GADD45G;TRAF1;TRAF3;TRAF2;NFKB1;NFKB2;BCL2L1;TAB2;BIRC3;ICAM1;CFLAR;NFKBIA;CYLD;BCL2;LY96;PARP1;LTB;LTA;MALT1 13 KEGG_2021_Human
Human T-cell leukemia virus 1 infection 37/219 0 0 3.2754 60.806 IL1R1;IL1R2;CD4;BAX;RAN;IL2RG;CREB3L3;AKT2;E2F3;B2M;HLA-A;HLA-B;FOSL1;ELK1;ICAM1;KAT2B;CALR;CD3D;CDKN2A;RANBP1;CDKN1A;HLA-DMA;JAK1;MAP3K1;RELB;ZFP36;CCND2;PTTG1;NFKB1;NFKB2;BCL2L1;NFKBIA;PIK3R3;IL2RA;IL2RB;LTA;VDAC1 14 KEGG_2021_Human
Measles 28/139 0 0 4.0482 74.1016 FAS;HSPA1A;BAX;SLAMF1;IL2RG;CCND2;AKT2;TRAF3;NFKB1;BCL2L1;TAB2;IFNAR2;HSPA8;OAS1;NFKBIB;NFKBIA;BCL2;CD28;PIK3R3;CD3D;BBC3;STAT1;STAT3;IL2RA;IL2RB;RAB9A;BAK1;JAK1 15 KEGG_2021_Human
Apoptosis 28/142 0 0 3.941 70.2046 FAS;BAX;LMNA;ACTB;TUBA3D;AKT2;MAP3K5;GADD45A;GADD45G;TRAF1;TRAF2;NFKB1;BCL2L1;BIRC3;CSF2RB;PMAIP1;CTSB;CFLAR;NFKBIA;BCL2;CTSZ;PIK3R3;BBC3;CTSC;NTRK1;PARP1;BAK1;SPTAN1 16 KEGG_2021_Human
Pathogenic Escherichia coli infection 34/197 0 0 3.3554 59.4921 IL1R1;MAPK13;BAX;ACTB;NCKAP1L;MYO5A;MYO5C;EZR;ACTR3C;RHOA;ARPC1B;CTTN;HCLS1;ARF6;RAC1;ABI1;FAS;PAK2;TUBA3D;PAK3;ARHGEF12;TRAF2;NFKB1;ARPC2;TAB2;ACTR3;PTPN11;NFKBIB;NFKBIA;TMBIM6;BRK1;CASP1;GAPDH;BAK1 17 KEGG_2021_Human
Shigellosis 39/246 0 0 3.0367 53.631 ACTN4;IL1R1;MAPK13;BAX;PFN1;TIFA;ACTB;AKT2;GABARAP;ACTR3C;SKP1;RHOA;ARPC1B;CTTN;HCLS1;ARF6;CD44;RAC1;RBX1;SQSTM1;UBE2N;UBE2D3;TRAF2;NFKB1;ARPC2;BCL2L1;TAB2;UBC;UBB;ACTR3;TNIP1;NFKBIB;NFKBIA;BCL2;PIK3R3;HK1;CASP1;VDAC1;MALT1 18 KEGG_2021_Human
Salmonella infection 39/249 0 0 2.9928 51.8406 MAPK13;BAX;PFN1;ACTB;AKT2;NCKAP1L;TXN;ACTR3C;SKP1;RHOA;RHOH;RHOG;ARPC1B;SNX9;DYNC1I2;DYNLL1;RAB9A;ARF6;RAC1;ABI1;TUBA3D;KIF5B;PAK3;MAP2K3;TRAF2;NFKB1;ARPC2;DYNLRB1;TAB2;BIRC3;ACTR3;NFKBIA;BCL2;BRK1;LY96;CASP1;GAPDH;HSP90AB1;BAK1 19 KEGG_2021_Human
Kaposi sarcoma-associated herpesvirus infection 33/193 0 0 3.3155 56.4307 MAPK13;BAX;CALM3;GNG4;GNG5;GNG8;AKT2;E2F3;HLA-A;HLA-B;GABARAP;ICAM1;GNG10;CCR8;CCR4;STAT1;STAT3;CDKN1A;RAC1;JAK1;TICAM1;FAS;IL6ST;ZFP36;TRAF3;TRAF2;NFKB1;IFNAR2;UBC;UBB;NFKBIA;PIK3R3;BAK1 20 KEGG_2021_Human
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seurat_clusters: c15

Markers

Showing top 100 markers ordered by p_val_adj ascendingly, then abs(avg_log2FC) descendingly. Use 'Download the entire data' button to download all significant markers by 'p_val_adj < 0.05 & avg_log2FC > 0'.
Right click and save as to download the entire data
0 8.923 0.599 0.002 0 KIF20A c15
0 8.8704 0.831 0.004 0 HJURP c15
0 8.7729 0.971 0.015 0 UBE2C c15
0 8.1453 0.538 0.002 0 KIF18B c15
0 8.1313 0.831 0.006 0 SPC25 c15
0 7.9945 0.898 0.006 0 CKAP2L c15
0 7.7299 0.971 0.02 0 TOP2A c15
0 7.6904 0.946 0.01 0 GTSE1 c15
0 7.6894 0.596 0.005 0 DEPDC1 c15
0 7.6622 0.847 0.01 0 PLK1 c15
0 7.6254 0.914 0.009 0 CENPA c15
0 7.6045 0.844 0.008 0 CDCA3 c15
0 7.5619 0.771 0.007 0 KIF14 c15
0 7.5029 0.685 0.005 0 PBK c15
0 7.4488 0.707 0.005 0 ANLN c15
0 7.4222 0.901 0.01 0 DLGAP5 c15
0 7.3585 0.898 0.01 0 CDCA2 c15
0 7.3385 0.939 0.015 0 ASPM c15
0 7.2357 0.653 0.007 0 HIST1H3B c15
0 7.2034 0.424 0.003 0 ESPL1 c15
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Enrichment Analysis

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Amyotrophic lateral sclerosis 192/364 2.062e-30 6.475e-28 3.4512 235.9018 BAD;NUP210;ATG13;MAPK11;NUP93;PSMC6;NUP98;PSMC4;PSMC5;PSMC2;PSMC3;UQCRC2;BAX;PSMC1;UQCRC1;PFN1;TP53;OPTN;NUP205;UQCR10;PSMD9;ACTB;PSMD7;PSMD8;PSMD6;NUP85;PSMD3;PSMD4;NRBF2;PSMD1;PSMD2;NUP88;SIGMAR1;COX8A;DAXX;GABARAPL1;ATF4;GABARAP;POM121;WDR41;GLE1;TBK1;NUP62;SEC13;NDC1;TUBB;ATP5F1D;COX6C;TOMM40L;COX7B;ACTR1A;PPP3CB;ATG101;ATP5PF;ATP5PD;ATP5PB;TUBB4B;COX6B1;PSMA6;PSMA7;PSMA4;PSMA5;HNRNPA2B1;PSMA2;PSMA3;NDUFAB1;PSMA1;COX5A;TOMM40;NDUFA12;NDUFA13;NDUFA10;NDUFA11;DERL1;NUP188;COX5B;PSMA8;PSMB7;ATP5F1A;ATP5F1B;PSMB5;TUBA1C;ATP5F1C;PSMB6;TUBA1B;PSMB3;PSMB4;PSMB1;PSMB2;RAB8A;RAC1;NEFH;BID;ALYREF;SDHD;SDHB;SDHC;SDHA;TUBA4A;TUBA8;UQCRQ;SRSF3;SRSF7;NDUFB11;NDUFB10;NUP160;COX6A1;TUBB6;TUBB3;KIF5B;RAE1;NDUFV2;NDUFV1;MAP2K3;NUP153;NUP155;TRAF2;EIF2S1;SEM1;DNAL1;DNAL4;ACTG1;ATP5MC3;COX7A2;ATP5MC1;ATP5MC2;UQCRH;TPR;CYC1;APAF1;GPX7;NCBP1;EIF2AK3;NDUFC2;WIPI2;NDUFC1;NUP133;NUP50;NDUFS8;NDUFS7;NUP54;NDUFS6;NDUFS5;NDUFS4;NDUFS3;NUP58;CYCS;NDUFS2;NDUFS1;PSMD11;NDUFB9;PSMD13;SEH1L;NDUFB8;PSMD12;NDUFB7;NDUFB6;PSMD14;NDUFB5;NDUFB4;NDUFB3;ITPR3;NDUFB2;NDUFB1;CASP9;NUP43;UQCRFS1;CASP3;DNAI2;NDUFA9;NDUFA8;NDUFA7;NDUFA6;ADRM1;NDUFA4;NDUFA2;NDUFA1;MTOR;UQCRHL;NUP35;VDAC1;NUP37;BECN1;DCTN6;HDAC6;NUP107;NXT2;DCTN3;DCTN2;DCTN5;HNRNPA3;HNRNPA1 1 KEGG_2021_Human
Parkinson disease 145/249 3.379e-29 5.305e-27 4.2883 281.1282 TRAP1;PSMC6;PSMC4;PSMC5;PSMC2;PSMC3;UQCRC2;BAX;PSMC1;UQCRC1;CALM2;CALM3;TP53;CALM1;UQCR10;CALML4;UBE2L6;UBE2L3;PSMD9;PSMD7;PSMD8;PSMD6;PSMD3;PSMD4;PSMD1;PSMD2;COX8A;DAXX;ATF4;TXN;UBE2J2;TUBB;ATP5F1D;COX6C;UBE2G1;COX7B;UCHL1;ATP5PF;ATP5PD;ATP5PB;TUBB4B;COX6B1;PSMA6;PSMA7;PSMA4;PSMA5;PSMA2;PSMA3;NDUFAB1;PSMA1;COX5A;NDUFA12;NDUFA13;NDUFA10;NDUFA11;COX5B;GNAI2;PSMA8;GNAI3;PSMB7;ATP5F1A;ATP5F1B;PSMB5;TUBA1C;ATP5F1C;PSMB6;TUBA1B;PSMB3;PSMB4;PSMB1;PSMB2;SDHD;SDHB;SDHC;SDHA;TUBA4A;TUBA8;UQCRQ;PPIF;NDUFB11;NDUFB10;PARK7;COX6A1;TUBB6;TUBB3;KIF5B;NDUFV2;NDUFV1;EIF2S1;SEM1;GNAS;UBA1;TXN2;ATP5MC3;HTRA2;COX7A2;ATP5MC1;ATP5MC2;UQCRH;UBB;CYC1;APAF1;EIF2AK3;NDUFC2;NDUFC1;NDUFS8;NDUFS7;NDUFS6;NDUFS5;NDUFS4;NDUFS3;CYCS;NDUFS2;NDUFS1;PSMD11;NDUFB9;PSMD13;NDUFB8;PSMD12;NDUFB7;NDUFB6;PSMD14;NDUFB5;NDUFB4;NDUFB3;ITPR3;NDUFB2;NDUFB1;CASP9;UQCRFS1;CASP3;NDUFA9;NDUFA8;NDUFA7;NDUFA6;ADRM1;NDUFA4;NDUFA2;NDUFA1;UQCRHL;VDAC3;VDAC2;VDAC1;SLC25A5;MAPK9 2 KEGG_2021_Human
Huntington disease 166/306 2.732e-28 2.86e-26 3.654 231.9074 ATG13;PSMC6;PSMC4;PSMC5;PSMC2;PSMC3;UQCRC2;BAX;PSMC1;UQCRC1;TFAM;TP53;UQCR10;PSMD9;PSMD7;PSMD8;CREB3L4;PSMD6;PSMD3;CREB3L3;PSMD4;NRBF2;PSMD1;AP2S1;PSMD2;COX8A;TUBB;ATP5F1D;COX6C;COX7B;CLTC;CLTB;CLTA;ACTR1A;ATG101;ATP5PF;ATP5PD;ATP5PB;AP2B1;TUBB4B;COX6B1;PSMA6;PSMA7;PSMA4;PSMA5;PSMA2;PSMA3;NDUFAB1;PSMA1;COX5A;NDUFA12;NDUFA13;NDUFA10;NDUFA11;AP2A1;COX5B;PSMA8;PSMB7;ATP5F1A;ATP5F1B;PSMB5;TUBA1C;ATP5F1C;PSMB6;TUBA1B;PSMB3;PSMB4;PSMB1;PSMB2;SDHD;SDHB;SDHC;SDHA;TUBA4A;TUBA8;UQCRQ;PPIF;NDUFB11;NDUFB10;COX6A1;TUBB6;TUBB3;KIF5B;NDUFV2;NDUFV1;TRAF2;CREB3;SEM1;DNAL1;DNAL4;ATP5MC3;COX7A2;ATP5MC1;ATP5MC2;UQCRH;CYC1;AP2M1;APAF1;GPX7;NDUFC2;WIPI2;NDUFC1;SP1;NDUFS8;NDUFS7;NDUFS6;NDUFS5;NDUFS4;NDUFS3;CYCS;NDUFS2;NDUFS1;PSMD11;NDUFB9;PSMD13;NDUFB8;PSMD12;NDUFB7;NDUFB6;PSMD14;NDUFB5;NDUFB4;NDUFB3;NDUFB2;NDUFB1;NRF1;CASP9;UQCRFS1;CASP3;DNAI2;TBP;NDUFA9;NDUFA8;NDUFA7;NDUFA6;ADRM1;NDUFA4;NDUFA2;NDUFA1;MTOR;UQCRHL;VDAC3;VDAC2;VDAC1;SLC25A5;TAF4;BECN1;DCTN6;DCTN3;HDAC1;DCTN2;HDAC2;DCTN5;MAPK9;POLR2A;POLR2C;POLR2D;SIN3A;POLR2E;POLR2F;POLR2G;POLR2H;POLR2I;POLR2J;POLR2K;POLR2L 3 KEGG_2021_Human
Spliceosome 100/150 4.325e-27 3.395e-25 6.1169 371.3312 PPIL1;ALYREF;CWC15;CHERP;WBP11;HNRNPM;PHF5A;SNRPA;HNRNPK;DDX39B;SRSF3;SRSF4;HNRNPC;SNRNP27;SNRPF;PPIH;SNRPG;SRSF6;SRSF7;SNRPE;PPIE;SNRPB;SRSF9;SNRPC;SF3B5;SF3B6;SF3B3;SF3B4;SRSF1;SRSF2;HNRNPU;EFTUD2;MAGOH;SNRPD3;SNRPD2;SNRPD1;DHX38;SF3B2;TXNL4A;PRPF38A;BUD31;LSM2;LSM6;LSM5;LSM4;LSM3;PRPF6;LSM8;SNW1;LSM7;PRPF4;PRPF3;TCERG1;PCBP1;ZMAT2;SNRNP70;DHX15;DHX16;CCDC12;RBM17;HSPA8;NCBP1;CDC5L;HSPA2;PRPF40A;MAGOHB;PRPF19;RBM25;RBM22;DHX8;USP39;DDX46;RBM8A;PQBP1;U2AF1L5;PLRG1;CTNNBL1;SF3A2;SF3A3;THOC3;U2SURP;SNRNP40;PRPF31;ACIN1;RP9;SNRPA1;RBMX;EIF4A3;ISY1;DDX23;U2AF2;U2AF1;SART1;PUF60;TRA2B;SNRPB2;SRSF10;HNRNPA3;SMNDC1;HNRNPA1 4 KEGG_2021_Human
Proteasome 43/46 6.893e-23 4.329e-21 43.4693 2218.1911 ADRM1;PSMB9;PSMA6;PSMA7;PSMA4;PSMC6;PSMA5;SEM1;PSMA2;PSMC4;PSMA3;PSMC5;PSMC2;IFNG;PSMA1;PSMC3;PSME2;PSMC1;PSME3;PSME1;PSMD11;PSMD13;PSMD12;POMP;PSMD14;PSMA8;PSMB10;PSMB7;PSMD9;PSMB8;PSMB5;PSMD7;PSMB6;PSMD8;PSMB3;PSMB4;PSMD6;PSMB1;PSMD3;PSMB2;PSMD4;PSMD1;PSMD2 5 KEGG_2021_Human
Prion disease 143/273 1.383e-22 7.237e-21 3.376 169.9236 BAD;MAPK11;PSMC6;PSMC4;PSMC5;PSMC2;PSMC3;UQCRC2;BAX;PSMC1;UQCRC1;ATF2;UQCR10;PSMD9;PSMD7;PSMD8;CREB3L4;PSMD6;PSMD3;CREB3L3;PSMD4;PSMD1;PSMD2;COX8A;CSNK2B;ATF4;TUBB;ATP5F1D;COX6C;COX7B;STIP1;PPP3CB;ATP5PF;ATP5PD;CSNK2A2;CSNK2A1;ATP5PB;TUBB4B;COX6B1;PSMA6;PSMA7;PSMA4;PSMA5;PSMA2;PSMA3;NDUFAB1;PSMA1;RYR2;COX5A;NDUFA12;NDUFA13;NDUFA10;NDUFA11;COX5B;PSMA8;PSMB7;ATP5F1A;ATP5F1B;PSMB5;TUBA1C;ATP5F1C;PSMB6;TUBA1B;PSMB3;PSMB4;PSMB1;PSMB2;RAC1;RAC2;SDHD;SDHB;SDHC;SDHA;TUBA4A;TUBA8;UQCRQ;PPIF;NDUFB11;NDUFB10;COX6A1;TUBB6;TUBB3;KIF5B;NDUFV2;NDUFV1;EIF2S1;CREB3;SEM1;NCF2;ATP5MC3;COX7A2;ATP5MC1;ATP5MC2;UQCRH;CYC1;APAF1;HSPA8;HSPA2;EIF2AK3;NDUFC2;NDUFC1;NDUFS8;NDUFS7;NDUFS6;NDUFS5;NDUFS4;NDUFS3;CYCS;NDUFS2;NDUFS1;PSMD11;NDUFB9;PSMD13;NDUFB8;PSMD12;NDUFB7;NDUFB6;PSMD14;NDUFB5;NDUFB4;NDUFB3;ITPR3;NDUFB2;NDUFB1;CASP9;UQCRFS1;CASP3;NDUFA9;NDUFA8;NDUFA7;NDUFA6;ADRM1;NDUFA4;NDUFA2;NDUFA1;UQCRHL;VDAC3;VDAC2;VDAC1;SLC25A5;MAPK9;MAPK3;MAPK1 6 KEGG_2021_Human
Cell cycle 79/124 7.396e-20 3.318e-18 5.3482 235.5903 CDC25A;CDC25B;RBX1;CDC20;CDC25C;BUB1B;MAD2L1;TP53;MAD2L2;PCNA;RB1;CDC23;FZR1;CHEK1;CDC27;CHEK2;E2F1;PTTG1;E2F2;E2F3;E2F4;PLK1;CCNA2;STAG1;STAG2;TFDP1;TFDP2;MDM2;PRKDC;PKMYT1;ANAPC11;SMC3;CCNB2;CCNB1;ABL1;SKP2;CDC7;CDC6;SMC1B;SMC1A;RBL1;CDK7;ESPL1;CDK4;CDK2;MCM4;CDK1;MCM5;MCM6;MCM7;MCM2;MCM3;YWHAE;YWHAB;ORC6;RAD21;ORC2;ORC1;ORC3;YWHAQ;YWHAH;CDKN2C;CDKN2D;CDKN2A;WEE1;DBF4;CCNE2;CCNE1;ANAPC5;ANAPC7;ANAPC1;ANAPC2;HDAC1;CDKN1A;HDAC2;TTK;CDC45;BUB3;BUB1 7 KEGG_2021_Human
Thermogenesis 121/232 4.012e-19 1.575e-17 3.3347 141.2587 ACSL5;ACSL4;PRKAB1;SMARCA4;MAPK11;UQCRC2;UQCRC1;ATF2;SMARCB1;UQCR10;ADCY3;ACTB;CREB3L4;CREB3L3;COX8A;ACTL6A;NDUFAF5;NDUFAF6;NDUFAF3;GRB2;LIPE;MLST8;DPF3;SIRT6;ATP5F1D;COX6C;ATP5ME;COX7B;ATP5MG;ATP5MF;ATP5PF;ATP5PD;ATP5PB;COX6B1;NDUFAB1;COX5A;NDUFA12;NDUFA13;NDUFA10;NDUFA11;PRKAG1;COX5B;ATP5F1A;ATP5F1B;ATP5F1C;HRAS;SDHD;SDHB;SDHC;SDHA;UQCRQ;COX20;KDM1A;NDUFB11;NDUFB10;COX6A1;NRAS;NDUFV2;NDUFV1;MAP2K3;CREB3;RHEB;FGFR1;GNAS;COX17;COX16;COX19;ACTG1;ATP5MC3;COX7A2;ATP5MC1;ATP5MC2;UQCRH;COX15;CYC1;COX10;COA5;COA4;COA3;COA1;SMARCE1;NDUFC2;NDUFC1;NDUFS8;NDUFS7;NDUFS6;NDUFS5;NDUFS4;NDUFS3;NDUFS2;NDUFS1;NDUFB9;NDUFB8;NDUFB7;NDUFB6;NDUFB5;NDUFB4;NDUFB3;NDUFB2;NDUFB1;UQCRFS1;COA7;COA6;NDUFA9;SMARCC1;CPT1B;NDUFA8;NDUFA7;NDUFA6;NDUFA4;NDUFA2;NDUFA1;ARID1A;MTOR;UQCRHL;RPS6KB2;KRAS;SMARCD1;SMARCD2;SLC25A29;SLC25A20 8 KEGG_2021_Human
DNA replication 34/36 1.062e-18 3.706e-17 51.4664 2129.9911 RFC4;RFC5;RFC2;LIG1;RFC3;RFC1;RPA2;RPA3;RPA1;RNASEH1;POLA1;POLA2;POLE2;POLE3;POLE4;MCM4;MCM5;DNA2;MCM6;SSBP1;MCM7;RNASEH2A;MCM2;MCM3;PCNA;FEN1;RNASEH2C;RNASEH2B;PRIM2;PRIM1;POLE;POLD1;POLD2;POLD3 9 KEGG_2021_Human
Oxidative phosphorylation 81/133 1.441e-18 4.524e-17 4.7451 194.9344 PPA1;SDHD;SDHB;SDHC;SDHA;UQCRQ;UQCRC2;UQCRC1;ATP6V0D1;NDUFB11;NDUFB10;UQCR10;COX6A1;NDUFV2;NDUFV1;COX8A;ATP6V0B;ATP6V1B2;ATP6V1A;ATP6V1D;COX17;ATP5MC3;COX7A2;ATP5MC1;ATP5MC2;UQCRH;COX15;ATP6V1F;CYC1;ATP6V1C1;ATP6V1H;COX10;NDUFC2;NDUFC1;ATP5F1D;COX6C;NDUFS8;NDUFS7;NDUFS6;NDUFS5;NDUFS4;NDUFS3;NDUFS2;NDUFS1;ATP5ME;NDUFB9;COX7B;NDUFB8;NDUFB7;NDUFB6;NDUFB5;NDUFB4;NDUFB3;NDUFB2;NDUFB1;LHPP;UQCRFS1;ATP5MG;ATP5MF;NDUFA9;ATP5PF;NDUFA8;NDUFA7;ATP5PD;NDUFA6;ATP5PB;NDUFA4;NDUFA2;NDUFA1;COX6B1;UQCRHL;NDUFAB1;COX5A;NDUFA12;NDUFA13;NDUFA10;NDUFA11;COX5B;ATP5F1A;ATP5F1B;ATP5F1C 10 KEGG_2021_Human
RNA transport 101/186 8.747e-18 2.497e-16 3.6264 142.438 UBE2I;EIF1AY;EIF1AX;ALYREF;UPF3B;NUP210;UPF3A;SRRM1;NUP93;DDX39B;NUP98;POP1;RPP25;RAN;NUP205;GEMIN2;GEMIN4;CASC3;NUP160;MAGOH;NUP85;TGS1;SAP18;NUP88;RAE1;RPP14;SNUPN;NUP153;PYM1;NUP155;EIF2S2;EIF2S1;EIF5;GEMIN6;RNPS1;GEMIN8;EIF4G3;POP7;POM121;POP5;EIF4EBP1;POP4;RPP30;AAAS;GLE1;TPR;NUP62;EIF4EBP2;EIF3CL;EIF2B2;EIF2B1;RPP38;EIF5B;UPF2;UPF1;SEC13;ELAC2;NCBP1;NDC1;ELAC1;NUP133;MAGOHB;DDX19B;NUP50;NUP54;NUP58;EIF4E2;SEH1L;STRAP;RBM8A;FXR1;NUP43;SMN2;EIF4E;EIF3A;PRMT5;THOC3;THOC6;THOC5;RANGAP1;THOC7;KPNB1;EIF3J;NUP35;EIF3I;ACIN1;PABPC1L;TACC3;EIF3B;NUP37;EIF3C;EIF4A3;EIF4A1;NUP107;NXT2;DDX20;NUP188;XPO1;SUMO2;SUMO1;SUMO3 11 KEGG_2021_Human
Alzheimer disease 166/369 2.579e-17 6.747e-16 2.5093 95.847 BAD;ATG13;PSMC6;PSMC4;PSMC5;PSMC2;PSMC3;UQCRC2;PSMC1;UQCRC1;CALM2;CALM3;CALM1;UQCR10;CALML4;PSMD9;PSMD7;PSMD8;PSMD6;PSMD3;PSMD4;AKT1;NRBF2;PSMD1;PSMD2;COX8A;CSNK2B;ATF4;PSENEN;TUBB;ATP5F1D;COX6C;COX7B;PPP3CB;ATG101;FADD;ATP5PF;ATP5PD;CSNK2A2;CSNK2A1;ATP5PB;TUBB4B;COX6B1;PSMA6;PSMA7;PSMA4;ADAM17;PSMA5;PSMA2;PSMA3;NDUFAB1;PSMA1;COX5A;NDUFA12;NDUFA13;NDUFA10;NDUFA11;COX5B;PSMA8;PSMB7;ATP5F1A;ATP5F1B;PSMB5;TUBA1C;ATP5F1C;PSMB6;TUBA1B;PSMB3;PSMB4;PSMB1;PSMB2;HRAS;BID;SDHD;SDHB;SDHC;SDHA;TUBA4A;TUBA8;UQCRQ;PPIF;PPID;NDUFB11;NDUFB10;COX6A1;NRAS;TUBB6;TUBB3;KIF5B;CAPN2;NDUFV2;NDUFV1;MAP2K2;MAP2K1;TRAF2;EIF2S1;SEM1;ATP5MC3;COX7A2;ATP5MC1;ATP5MC2;UQCRH;CYC1;APAF1;EIF2AK2;AXIN1;EIF2AK3;NDUFC2;WIPI2;NDUFC1;NDUFS8;CDK5;NDUFS7;NDUFS6;NDUFS5;NDUFS4;NDUFS3;CYCS;NDUFS2;NDUFS1;PSMD11;RTN3;NDUFB9;PSMD13;NDUFB8;PSMD12;NDUFB7;NDUFB6;PSMD14;NDUFB5;NDUFB4;NDUFB3;ITPR3;NDUFB2;NDUFB1;APH1A;CASP9;CASP7;DVL3;UQCRFS1;CASP3;NAE1;NDUFA9;NDUFA8;NDUFA7;NDUFA6;CHUK;ADRM1;NDUFA4;NDUFA2;NDUFA1;MTOR;UQCRHL;VDAC3;VDAC2;KRAS;VDAC1;SLC25A5;GAPDH;BECN1;ATP2A3;ATP2A2;HSD17B10;MAPK9;MAPK3;MAPK1 12 KEGG_2021_Human
Pathways of neurodegeneration 198/475 4.833e-16 0 2.197 77.4808 BAD;ATG13;PSMC6;PSMC4;PSMC5;PSMC2;PSMC3;UQCRC2;BAX;PSMC1;UQCRC1;OPTN;PSMD9;PSMD7;PSMD8;PSMD6;PSMD3;PSMD4;NRBF2;PSMD1;PSMD2;SIGMAR1;DAXX;GABARAPL1;PRKCB;ATF4;GABARAP;WDR41;TBK1;TOMM40L;ATG101;ATXN1;CSNK2A2;CSNK2A1;TUBB4B;COX6B1;PSMA6;PSMA7;PSMA4;PSMA5;PSMA2;PSMA3;PSMA1;NDUFA12;NDUFA13;NDUFA10;NDUFA11;PSMA8;PSMB7;PSMB5;TUBA1C;PSMB6;TUBA1B;PSMB3;PSMB4;PSMB1;PSMB2;NEFH;BID;TUBA4A;TUBA8;UQCRQ;PARK7;NRAS;TUBB6;TUBB3;MAP2K2;MAP2K3;MAP2K1;TRPC3;TRAF2;FASLG;UQCRH;APAF1;GPX7;EIF2AK3;NDUFC2;WIPI2;NDUFC1;CDK5;NDUFB9;NDUFB8;NDUFB7;NDUFB6;NDUFB5;NDUFB4;NDUFB3;ITPR3;NDUFB2;NDUFB1;DVL3;NDUFA9;NDUFA8;NDUFA7;NDUFA6;ADRM1;NDUFA4;NDUFA2;NDUFA1;MTOR;SLC25A5;BECN1;HSD17B10;BAK1;TRAP1;MAPK11;CALM2;CALM3;CALM1;UQCR10;CALML4;UBE2L6;UBE2L3;COX8A;CSNK2B;UBE2J2;TUBB;ATP5F1D;COX6C;UBE2G1;COX7B;ACTR1A;PPP3CB;UCHL1;FADD;ATP5PF;ATP5PD;ATP5PB;NDUFAB1;RYR2;COX5A;TOMM40;DERL1;COX5B;ATP5F1A;ATP5F1B;ATP5F1C;RAB8A;HRAS;RAC1;SDHD;SDHB;SDHC;SDHA;PPIF;PPID;NDUFB11;NDUFB10;COX6A1;KIF5B;CAPN2;NDUFV2;NDUFV1;EIF2S1;SEM1;DNAL1;UBA1;DNAL4;ATP5MC3;HTRA2;COX7A2;ATP5MC1;ATP5MC2;UBB;CYC1;AXIN1;NDUFS8;NDUFS7;NDUFS6;NDUFS5;NDUFS4;NDUFS3;CYCS;NDUFS2;NDUFS1;PSMD11;PSMD13;PSMD12;PSMD14;CASP9;CASP7;UQCRFS1;CASP3;DNAI2;UQCRHL;VDAC3;VDAC2;KRAS;VDAC1;DCTN6;DCTN3;DCTN2;DCTN5;ATP2A3;ATP2A2;MAPK9;MAPK3;MAPK1 13 KEGG_2021_Human
Fanconi anemia pathway 40/54 0 0 8.6534 265.7256 CENPX;RMI1;RMI2;RAD51C;UBE2T;FANCD2;SLX1B;SLX1A;CENPS;BRCA1;BRCA2;FAAP24;SLX4;USP1;ATRIP;PMS2;FANCI;FANCL;MLH1;FANCM;POLN;TOP3A;FANCB;RPA2;FANCA;RPA3;FANCC;RPA1;FANCE;FANCG;RAD51;TELO2;CENPS-CORT;WDR48;BLM;MUS81;BRIP1;EME1;POLH;REV3L 14 KEGG_2021_Human
Diabetic cardiomyopathy 95/203 0 0 2.6772 67.6407 MAPK11;UQCRC2;UQCRC1;PDHB;UQCR10;AKT1;COX8A;PRKCB;PDK2;PDHA1;ATP5F1D;COX6C;COX7B;ATP5PF;ATP5PD;ATP5PB;PARP1;COX6B1;NDUFAB1;RYR2;COX5A;NDUFA12;NDUFA13;NDUFA10;NDUFA11;COX5B;ATP5F1A;ATP5F1B;ATP5F1C;RAC1;RAC2;G6PD;SDHD;SDHB;SDHC;PPP1CA;SDHA;UQCRQ;PPIF;NDUFB11;NDUFB10;COX6A1;PPP1CC;PTPA;NDUFV2;NDUFV1;NCF2;ATP5MC3;COX7A2;ATP5MC1;ATP5MC2;UQCRH;MPC1;MPC2;CYC1;NDUFC2;NDUFC1;SP1;NDUFS8;NDUFS7;NDUFS6;NDUFS5;NDUFS4;NDUFS3;NDUFS2;NDUFS1;NDUFB9;NDUFB8;NDUFB7;NDUFB6;NDUFB5;NDUFB4;NDUFB3;NDUFB2;NDUFB1;UQCRFS1;NDUFA9;CPT1B;NDUFA8;NDUFA7;NDUFA6;NDUFA4;NDUFA2;NDUFA1;MTOR;UQCRHL;VDAC3;VDAC2;VDAC1;SLC25A5;GAPDH;ATP2A3;PTEN;ATP2A2;MAPK9 15 KEGG_2021_Human
Non-alcoholic fatty liver disease 77/155 0 0 2.9995 73.1533 SDHD;PRKAB1;SDHB;SDHC;SDHA;MAPK11;UQCRQ;UQCRC2;BAX;UQCRC1;NDUFB11;NDUFB10;UQCR10;COX6A1;AKT1;NDUFV2;NDUFV1;SREBF1;COX8A;TRAF2;EIF2S1;ATF4;FASLG;COX7A2;UQCRH;CYC1;EIF2AK3;NDUFC2;NDUFC1;COX6C;NDUFS8;NDUFS7;NDUFS6;NDUFS5;NDUFS4;NDUFS3;CYCS;NDUFS2;NDUFS1;NDUFB9;COX7B;GSK3A;NDUFB8;NDUFB7;NDUFB6;NDUFB5;NDUFB4;NDUFB3;NDUFB2;NDUFB1;ADIPOR1;ADIPOR2;CASP7;UQCRFS1;CASP3;MLX;NDUFA9;NDUFA8;NDUFA7;NDUFA6;NDUFA4;NR1H3;NDUFA2;NDUFA1;COX6B1;UQCRHL;NDUFAB1;COX5A;NDUFA12;NDUFA13;NDUFA10;NDUFA11;PRKAG1;COX5B;MAPK9;RAC1;BID 16 KEGG_2021_Human
Epstein-Barr virus infection 91/202 0 0 2.4926 54.22 ENTPD1;RUNX3;MAPK11;PSMC6;PSMC4;PSMC5;PSMC2;PSMC3;VIM;BAX;PSMC1;TP53;RB1;PSMD7;PSMD8;PSMD6;PSMD3;E2F1;PSMD4;AKT1;E2F2;PSMD1;E2F3;PSMD2;HLA-DRB5;HLA-G;SNW1;HLA-DRB1;RBPJ;TBK1;PLCG2;SKP2;LYN;HLA-DQB1;CALR;FADD;STAT1;STAT2;DDB2;CCNE2;CCNE1;HLA-DPB1;CDKN1A;HLA-DMB;HLA-DPA1;RAC1;CD58;IKBKG;BID;HLA-DMA;IKBKE;USP7;TAP1;SAP30;RELB;MAP3K7;HLA-DOA;MAP2K3;TRAF3;ISG15;TRAF2;NFKB2;CCNA2;MYD88;SEM1;MDM2;APAF1;EIF2AK2;OAS1;NFKBIB;OAS3;CDK4;CDK2;HLA-DRA;CYCS;NFKBIE;PSMD11;PSMD13;PSMD12;PSMD14;CASP9;IRAK1;CASP3;CHUK;ADRM1;HDAC1;HDAC2;MAPK9;SIN3A;SAP30L;BAK1 17 KEGG_2021_Human
Citrate cycle (TCA cycle) 24/30 0 0 12.0821 262.1318 IDH3G;MDH2;PDHA1;IDH2;SDHD;SDHB;SDHC;CS;SDHA;ACLY;PC;SUCLA2;ACO2;DLD;SUCLG1;OGDH;FH;DLST;PDHB;OGDHL;MDH1;PCK2;IDH3A;IDH3B 18 KEGG_2021_Human
Homologous recombination 29/41 0 0 7.3041 152.0358 TOP3A;XRCC3;RPA2;RPA3;XRCC2;RPA1;RAD51C;RAD51;RAD51D;SEM1;SSBP1;MRE11;BLM;MUS81;BRCA1;BRCC3;BRCA2;RAD54B;BRIP1;BABAM1;EME1;POLD1;POLD2;RAD54L;POLD3;NBN;TOPBP1;RBBP8;BARD1 19 KEGG_2021_Human
Mismatch repair 19/23 0 0 14.335 263.5964 PCNA;RFC4;MLH1;RFC5;RFC2;LIG1;RFC3;RFC1;RPA2;RPA3;MSH2;RPA1;EXO1;POLD1;POLD2;MSH6;POLD3;SSBP1;PMS2 20 KEGG_2021_Human
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seurat_clusters: c16

Markers

Showing top 100 markers ordered by p_val_adj ascendingly, then abs(avg_log2FC) descendingly. Use 'Download the entire data' button to download all significant markers by 'p_val_adj < 0.05 & avg_log2FC > 0'.
Right click and save as to download the entire data
0 5.9211 0.682 0.017 0 DTL c16
0 5.7765 0.918 0.03 0 GINS2 c16
0 5.7082 0.665 0.015 0 E2F1 c16
0 5.4808 0.722 0.025 0 UHRF1 c16
0 5.4097 0.624 0.018 0 CDC45 c16
0 5.4014 0.62 0.016 0 CDC6 c16
0 5.3223 0.498 0.015 0 MCM10 c16
0 5.0923 0.918 0.035 0 CDT1 c16
0 4.8203 0.878 0.039 0 MCM2 c16
0 4.8055 0.457 0.012 0 FAM111B c16
0 4.6684 0.829 0.035 0 CLSPN c16
0 4.6266 0.816 0.039 0 MCM4 c16
0 4.6076 0.449 0.014 0 CCNE1 c16
0 4.3099 0.62 0.026 0 CHEK1 c16
0 4.2817 0.927 0.044 0 TYMS c16
0 4.2359 0.392 0.016 0 E2F2 c16
0 4.222 0.69 0.04 0 TK1 c16
0 4.1316 0.559 0.021 0 CHAF1B c16
0 4.0945 0.898 0.062 0 PCLAF c16
0 4.0822 0.971 0.102 0 MCM7 c16
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Enrichment Analysis

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Amyotrophic lateral sclerosis 194/364 2.64e-31 8.395e-29 3.5146 247.4592 BAD;NUP210;ATG13;MAPK11;MAPK12;NUP93;PSMC6;PSMC4;PSMC5;PSMC2;PSMC3;UQCRC2;BAX;PSMC1;UQCRC1;PFN1;TP53;NUP205;UQCR10;PSMD9;ACTB;PSMD7;PSMD8;PSMD6;NUP85;PSMD3;PSMD4;PSMD1;PSMD2;SIGMAR1;COX8A;DAXX;RAB39B;POM121;WDR41;GLE1;NUP62;SEC13;NDC1;TUBB;ATP5F1D;ATP5F1E;COX6C;TOMM40L;COX7B;ACTR1A;ATG101;ATP5PF;ATP5PD;ATP5PB;TUBB4B;COX6B1;PSMA6;PSMA7;PSMA4;PSMA5;HNRNPA2B1;PSMA2;PSMA3;NDUFAB1;PSMA1;ATP5PO;COX5A;TOMM40;NDUFA12;NDUFA13;NDUFA10;NDUFA11;NUP188;COX5B;PSMA8;PSMB7;ATP5F1A;ATP5F1B;PSMB5;TUBA1C;ATP5F1C;PSMB6;TUBA1B;PSMB3;PSMB4;PSMB1;PSMB2;RAB8A;RAC1;NEFH;BID;ALYREF;SDHD;SDHB;SDHC;SDHA;TUBA8;UQCRQ;SRSF3;SRSF7;NDUFB11;NDUFB10;NUP160;COX6A1;TUBB6;KIF5C;TUBB3;RAE1;NDUFV2;NDUFV1;MAP2K3;CHCHD10;NUP153;NUP155;TRAF2;EIF2S1;SEM1;DNAL1;DNAL4;VCP;ACTG1;ATP5MC3;COX7A2;ATP5MC1;ATP5MC2;UQCRH;CYC1;APAF1;GPX7;NCBP1;EIF2AK3;WIPI1;NDUFC2;WIPI2;NDUFC1;NUP50;NDUFS8;NDUFS7;NUP54;NDUFS6;NDUFS5;NDUFS4;NDUFS3;NUP58;CYCS;NDUFS2;NDUFS1;MCU;PSMD11;NDUFB9;PSMD13;SEH1L;NDUFB8;PSMD12;NDUFB7;NDUFB6;PSMD14;NDUFB5;NDUFB4;NDUFB3;ITPR3;NDUFB2;PIK3R4;NDUFB1;KLC2;CASP9;NUP43;UQCRFS1;CASP3;DNAI2;NDUFA9;NDUFA8;NDUFA7;NDUFA6;NDUFA5;ADRM1;NDUFA4;NDUFA3;NDUFA2;NDUFA1;SOD1;UQCRHL;VAPB;ALS2;NUP35;MATR3;VDAC1;NUP37;BECN1;DCTN6;NUP107;NXT1;NXT2;DCTN3;DCTN2;DCTN5;HNRNPA3;HNRNPA1 1 KEGG_2021_Human
Parkinson disease 147/249 2.554e-30 4.061e-28 4.4158 300.8891 TRAP1;PSMC6;PSMC4;PSMC5;PSMC2;PSMC3;UQCRC2;BAX;PSMC1;UQCRC1;CALM3;TP53;CALM1;UQCR10;UBE2L6;UBE2L3;PSMD9;PSMD7;PSMD8;PSMD6;PSMD3;PSMD4;PSMD1;PSMD2;COX8A;DAXX;TXN;UBE2J2;PRKACA;TUBB;ATP5F1D;ATP5F1E;COX6C;UBE2G1;COX7B;UCHL1;ATP5PF;ATP5PD;ATP5PB;TUBB4B;COX6B1;PSMA6;PSMA7;PSMA4;PSMA5;PSMA2;PSMA3;NDUFAB1;PSMA1;ATP5PO;COX5A;NDUFA12;NDUFA13;NDUFA10;NDUFA11;COX5B;GNAI2;PSMA8;GNAI3;PSMB7;ATP5F1A;ATP5F1B;PSMB5;TUBA1C;ATP5F1C;PSMB6;TUBA1B;PSMB3;PSMB4;PSMB1;PSMB2;SDHD;SDHB;SDHC;SDHA;TUBA8;UQCRQ;PPIF;NDUFB11;NDUFB10;PARK7;COX6A1;TUBB6;KIF5C;TUBB3;NDUFV2;NDUFV1;EIF2S1;SEM1;UBA1;TXN2;ATP5MC3;HTRA2;COX7A2;ATP5MC1;ATP5MC2;UQCRH;CYC1;APAF1;EIF2AK3;NDUFC2;NDUFC1;NDUFS8;NDUFS7;NDUFS6;NDUFS5;NDUFS4;NDUFS3;CYCS;NDUFS2;NDUFS1;MCU;PSMD11;NDUFB9;PSMD13;SLC25A4;NDUFB8;PSMD12;NDUFB7;NDUFB6;PSMD14;NDUFB5;NDUFB4;NDUFB3;ITPR3;NDUFB2;NDUFB1;KLC2;CASP9;UQCRFS1;CASP3;NDUFA9;NDUFA8;NDUFA7;NDUFA6;NDUFA5;ADRM1;NDUFA4;NDUFA3;NDUFA2;NDUFA1;UQCRHL;VDAC3;VDAC2;VDAC1;SLC25A5;MAPK9 2 KEGG_2021_Human
Huntington disease 165/306 1.467e-27 1.555e-25 3.5894 221.7774 ATG13;PSMC6;PSMC4;PSMC5;PSMC2;PSMC3;UQCRC2;BAX;PSMC1;UQCRC1;TFAM;TP53;UQCR10;PSMD9;PSMD7;PSMD8;CREB3L4;PSMD6;PSMD3;PSMD4;PSMD1;AP2S1;PSMD2;COX8A;TUBB;ATP5F1D;ATP5F1E;COX6C;COX7B;CLTC;CLTB;CLTA;ACTR1A;ATG101;ATP5PF;ATP5PD;ATP5PB;TUBB4B;COX6B1;PSMA6;PSMA7;PSMA4;PSMA5;PSMA2;PSMA3;NDUFAB1;PSMA1;ATP5PO;COX5A;NDUFA12;NDUFA13;NDUFA10;NDUFA11;AP2A1;COX5B;PSMA8;PSMB7;ATP5F1A;ATP5F1B;PSMB5;TUBA1C;ATP5F1C;PSMB6;TUBA1B;PSMB3;PSMB4;PSMB1;PSMB2;SDHD;SDHB;SDHC;SDHA;TUBA8;UQCRQ;PPIF;NDUFB11;NDUFB10;COX6A1;TUBB6;KIF5C;TUBB3;NDUFV2;NDUFV1;TRAF2;CREB3;SEM1;DNAL1;DNAL4;ATP5MC3;COX7A2;ATP5MC1;ATP5MC2;UQCRH;CYC1;AP2M1;APAF1;GPX7;WIPI1;NDUFC2;WIPI2;NDUFC1;NDUFS8;NDUFS7;NDUFS6;NDUFS5;NDUFS4;NDUFS3;CYCS;NDUFS2;NDUFS1;PSMD11;NDUFB9;PSMD13;SLC25A4;NDUFB8;PSMD12;NDUFB7;NDUFB6;PSMD14;NDUFB5;NDUFB4;NDUFB3;NDUFB2;PIK3R4;NDUFB1;KLC2;CASP9;UQCRFS1;CASP3;DNAI2;TBP;NDUFA9;NDUFA8;NDUFA7;NDUFA6;NDUFA5;ADRM1;NDUFA4;NDUFA3;NDUFA2;NDUFA1;SOD1;UQCRHL;VDAC3;VDAC2;VDAC1;SLC25A5;BECN1;DCTN6;DCTN3;HDAC1;DCTN2;HDAC2;DCTN5;MAPK9;POLR2C;POLR2D;POLR2E;POLR2F;POLR2G;POLR2H;POLR2I;POLR2J;POLR2K;POLR2L 3 KEGG_2021_Human
Proteasome 44/46 1.767e-24 1.405e-22 66.4521 3634.4399 ADRM1;PSMB9;PSMA6;PSMA7;PSMA4;PSMC6;PSMA5;SEM1;PSMA2;PSMC4;PSMA3;PSMC5;PSMC2;PSME4;IFNG;PSMA1;PSMC3;PSME2;PSMC1;PSME3;PSME1;PSMD11;PSMD13;PSMD12;POMP;PSMD14;PSMA8;PSMB10;PSMB7;PSMD9;PSMB8;PSMB5;PSMD7;PSMB6;PSMD8;PSMB3;PSMB4;PSMD6;PSMB1;PSMD3;PSMB2;PSMD4;PSMD1;PSMD2 4 KEGG_2021_Human
Prion disease 146/273 4.644e-24 2.953e-22 3.5157 188.889 BAD;MAPK11;MAPK12;PSMC6;PSMC4;PSMC5;PSMC2;PSMC3;UQCRC2;BAX;PSMC1;UQCRC1;UQCR10;PSMD9;PSMD7;PSMD8;CREB3L4;PSMD6;PSMD3;PSMD4;PSMD1;PSMD2;COX8A;CSNK2B;PRKACA;TUBB;ATP5F1D;ATP5F1E;COX6C;COX7B;STIP1;ATP5PF;ATP5PD;CSNK2A2;CSNK2A1;ATP5PB;TUBB4B;COX6B1;PSMA6;PSMA7;PSMA4;PSMA5;PSMA2;PSMA3;NDUFAB1;PSMA1;ATP5PO;COX5A;NDUFA12;NDUFA13;NDUFA10;NDUFA11;COX5B;PSMA8;PSMB7;ATP5F1A;ATP5F1B;PSMB5;TUBA1C;ATP5F1C;PSMB6;TUBA1B;PSMB3;PSMB4;PSMB1;PSMB2;RAC1;RAC2;SDHD;SDHB;SDHC;SDHA;TUBA8;UQCRQ;PPIF;NDUFB11;NDUFB10;COX6A1;TUBB6;KIF5C;TUBB3;NDUFV2;NDUFV1;EIF2S1;CREB3;SEM1;NCF2;ATP5MC3;COX7A2;ATP5MC1;ATP5MC2;UQCRH;CYC1;APAF1;HSPA8;EIF2AK3;NDUFC2;NDUFC1;NDUFS8;NDUFS7;NDUFS6;NDUFS5;NDUFS4;NDUFS3;CYCS;NDUFS2;NDUFS1;MCU;PSMD11;NDUFB9;PSMD13;SLC25A4;NDUFB8;PSMD12;NDUFB7;NDUFB6;PSMD14;NDUFB5;NDUFB4;NDUFB3;ITPR3;NDUFB2;NDUFB1;KLC2;CASP9;UQCRFS1;CASP3;NDUFA9;NDUFA8;NDUFA7;NDUFA6;NDUFA5;ADRM1;NDUFA4;NDUFA3;NDUFA2;NDUFA1;SOD1;UQCRHL;VDAC3;VDAC2;VDAC1;SLC25A5;MAPK9;MAPK3;MAPK1 5 KEGG_2021_Human
Spliceosome 93/150 8.655e-22 4.587e-20 4.9592 240.5125 PPIL1;ALYREF;CWC15;CHERP;WBP11;HNRNPM;PHF5A;SNRPA;HNRNPK;SRSF3;SRSF4;HNRNPC;SNRNP27;SNRPF;PPIH;SNRPG;SRSF6;SRSF7;SNRPE;PPIE;SNRPB;SRSF9;SNRPC;SF3B5;SF3B6;SF3B3;SF3B4;SRSF1;SRSF2;HNRNPU;EFTUD2;MAGOH;SNRPD3;SNRPD2;SNRPD1;DHX38;SF3B2;TXNL4A;PRPF38A;BUD31;LSM2;LSM6;LSM5;LSM4;LSM3;LSM8;SNW1;LSM7;PRPF4;TCERG1;PCBP1;ZMAT2;SNRNP70;DHX15;CCDC12;RBM17;NCBP2;HSPA8;NCBP1;CDC5L;PRPF40A;MAGOHB;PRPF19;USP39;DDX46;RBM8A;DDX42;SNU13;U2AF1L5;PLRG1;CTNNBL1;SF3A2;SF3A3;THOC1;THOC3;U2SURP;SNRNP40;PRPF31;RP9;SNRPA1;EIF4A3;ISY1;DDX23;U2AF2;U2AF1;SART1;PUF60;TRA2B;SNRPB2;SRSF10;HNRNPA3;SMNDC1;HNRNPA1 6 KEGG_2021_Human
Oxidative phosphorylation 84/133 1.437e-20 6.529e-19 5.2038 237.7558 PPA1;SDHD;SDHB;SDHC;SDHA;PPA2;UQCRQ;UQCRC2;UQCRC1;ATP6V0D1;NDUFB11;NDUFB10;UQCR10;COX6A1;NDUFV2;NDUFV1;COX8A;ATP6V0B;ATP6V1B2;ATP6V1D;COX17;ATP5MC3;COX7A2;ATP5MC1;ATP5MC2;UQCRH;COX15;ATP6V1F;CYC1;ATP6V1C1;ATP6V0A2;COX10;NDUFC2;NDUFC1;ATP5F1D;ATP5F1E;COX6C;NDUFS8;NDUFS7;NDUFS6;NDUFS5;NDUFS4;NDUFS3;NDUFS2;NDUFS1;ATP5ME;NDUFB9;COX7B;NDUFB8;NDUFB7;NDUFB6;NDUFB5;NDUFB4;NDUFB3;NDUFB2;NDUFB1;UQCRFS1;ATP5MG;ATP5MF;NDUFA9;ATP5PF;NDUFA8;NDUFA7;ATP5PD;NDUFA6;NDUFA5;ATP5PB;NDUFA4;NDUFA3;NDUFA2;NDUFA1;COX6B1;UQCRHL;NDUFAB1;ATP5PO;COX5A;NDUFA12;NDUFA13;NDUFA10;NDUFA11;COX5B;ATP5F1A;ATP5F1B;ATP5F1C 7 KEGG_2021_Human
Thermogenesis 123/232 4.565e-20 1.815e-18 3.4389 153.1463 ACSL4;SMARCA4;MAPK11;MAPK12;UQCRC2;UQCRC1;SMARCB1;UQCR10;ADCY3;ACTB;CREB3L4;COX8A;ACTL6A;NDUFAF8;NDUFAF5;NDUFAF6;NDUFAF4;NDUFAF1;NDUFAF2;MLST8;DPF3;PRKACA;SIRT6;ATP5F1D;ATP5F1E;COX6C;ATP5ME;COX7B;ATP5MG;ATP5MF;ATP5PF;ATP5PD;ATP5PB;COX6B1;NDUFAB1;ATP5PO;COX5A;NDUFA12;NDUFA13;NDUFA10;NDUFA11;PRKAG1;COX5B;ATP5F1A;RPTOR;ATP5F1B;ATP5F1C;HRAS;SDHD;SDHB;SDHC;SDHA;UQCRQ;COX20;KDM1A;NDUFB11;NDUFB10;COX6A1;NRAS;NDUFV2;NDUFV1;MAP2K3;CREB3;RHEB;COX17;COX16;COX19;ACTG1;ATP5MC3;COX7A2;ATP5MC1;ATP5MC2;UQCRH;COX15;COX14;CYC1;COX10;COA5;COA4;COA3;COA1;SMARCE1;NDUFC2;NDUFC1;NDUFS8;NDUFS7;AKT1S1;NDUFS6;NDUFS5;NDUFS4;NDUFS3;NDUFS2;NDUFS1;NDUFB9;NDUFB8;NDUFB7;NDUFB6;NDUFB5;NDUFB4;NDUFB3;NDUFB2;NDUFB1;CPT2;UQCRFS1;COA7;COA6;NDUFA9;SMARCC1;NDUFA8;NDUFA7;NDUFA6;NDUFA5;NDUFA4;NDUFA3;NDUFA2;NDUFA1;UQCRHL;RPS6KB2;KRAS;SMARCD2;SLC25A29;RPS6KA1;SLC25A20 8 KEGG_2021_Human
RNA transport 104/186 2.092e-19 7.392e-18 3.8571 165.8989 UBE2I;EIF1AY;EIF1AX;ALYREF;UPF3B;NUP210;SRRM1;RPP25L;NUP93;CLNS1A;POP1;RPP25;RAN;NUP205;GEMIN2;GEMIN4;NUP160;MAGOH;NUP85;TGS1;RAE1;RPP14;EIF2B5;EIF2B3;RPP40;NUP153;PYM1;NUP155;EIF2S2;EIF2S1;EIF5;EIF4G1;GEMIN5;GEMIN6;RNPS1;GEMIN7;GEMIN8;EIF4G3;POP7;POM121;FMR1;POP5;EIF4EBP1;POP4;RPP30;PHAX;AAAS;GLE1;NUP62;EIF4EBP2;EIF2B2;EIF2B1;RPP38;EIF5B;UPF1;SEC13;NCBP2;ELAC2;NCBP1;NDC1;ELAC1;MAGOHB;DDX19A;DDX19B;NUP50;NUP54;NUP58;EIF4E2;SEH1L;STRAP;RBM8A;NUP43;SMN1;EIF4E;EIF3A;PRMT5;THOC1;TRNT1;THOC3;THOC6;THOC5;RANGAP1;THOC7;KPNB1;XPOT;EIF3J;NUP35;EIF3I;PABPC1L;EIF3B;NUP37;EIF3C;EIF4A3;EIF4A1;NUP107;NXT1;NXT2;DDX20;NUP188;XPO1;SUMO2;XPO5;SUMO1;SUMO3 9 KEGG_2021_Human
DNA replication 34/36 1.182e-18 3.76e-17 51.2461 2115.3845 RFC4;RFC5;RFC2;LIG1;RFC3;RFC1;RPA2;RPA3;RPA1;RNASEH1;POLA1;POLA2;POLE2;POLE3;POLE4;MCM4;MCM5;DNA2;MCM6;SSBP1;MCM7;RNASEH2A;MCM2;MCM3;PCNA;FEN1;RNASEH2C;RNASEH2B;PRIM2;PRIM1;POLE;POLD1;POLD2;POLD3 10 KEGG_2021_Human
Alzheimer disease 168/369 5.508e-18 1.592e-16 2.555 101.5351 BAD;ATG13;PSMC6;PSMC4;PSMC5;PSMC2;PSMC3;UQCRC2;PSMC1;UQCRC1;CALM3;CALM1;UQCR10;PSMD9;PSMD7;PSMD8;PSMD6;PSMD3;PSMD4;AKT1;PSMD1;PSMD2;COX8A;CSNK1E;CSNK2B;PSENEN;TUBB;ATP5F1D;ATP5F1E;COX6C;COX7B;ATG101;FADD;ATP5PF;ATP5PD;CSNK2A2;CSNK2A1;ATP5PB;TUBB4B;COX6B1;PSMA6;PSMA7;PSMA4;PSMA5;PSMA2;PSMA3;NDUFAB1;PSMA1;ATP5PO;COX5A;NDUFA12;NDUFA13;NDUFA10;NDUFA11;COX5B;PSMA8;PSMB7;ATP5F1A;ATP5F1B;PSMB5;TUBA1C;ATP5F1C;PSMB6;TUBA1B;PSMB3;PSMB4;PSMB1;PSMB2;HRAS;BID;SDHD;SDHB;SDHC;SDHA;TUBA8;UQCRQ;PPIF;PPID;NDUFB11;NDUFB10;COX6A1;NRAS;TUBB6;KIF5C;TUBB3;CAPN2;NDUFV2;NDUFV1;MAP2K2;MAP2K1;TRAF2;EIF2S1;SEM1;IRS1;ATP5MC3;COX7A2;ATP5MC1;ATP5MC2;UQCRH;CYC1;APAF1;EIF2AK2;EIF2AK3;WIPI1;NDUFC2;WIPI2;NDUFC1;NDUFS8;CDK5;NDUFS7;NDUFS6;NDUFS5;NDUFS4;NDUFS3;CYCS;NDUFS2;NDUFS1;MCU;PSMD11;RTN3;NDUFB9;PSMD13;SLC25A4;NDUFB8;PSMD12;NDUFB7;NDUFB6;PSMD14;NDUFB5;NDUFB4;NDUFB3;ITPR3;NDUFB2;PIK3R4;NDUFB1;KLC2;CASP9;CASP7;DVL2;DVL3;UQCRFS1;CASP3;NAE1;NDUFA9;NDUFA8;NDUFA7;NDUFA6;NDUFA5;ADRM1;NDUFA4;NDUFA3;NDUFA2;NDUFA1;UQCRHL;VDAC3;VDAC2;KRAS;VDAC1;SLC25A5;GAPDH;BECN1;ATP2A3;ATP2A2;ATP2A1;HSD17B10;MAPK9;MAPK3;MAPK1 11 KEGG_2021_Human
Pathways of neurodegeneration 200/475 1.389e-16 0 2.2268 81.3047 BAD;ATG13;PSMC6;PSMC4;PSMC5;PSMC2;PSMC3;UQCRC2;BAX;PSMC1;UQCRC1;PSMD9;PSMD7;PSMD8;PSMD6;PSMD3;PSMD4;PSMD1;PSMD2;SIGMAR1;DAXX;PRKCB;WDR41;TOMM40L;ATG101;ATXN1;CSNK2A2;CSNK2A1;TUBB4B;COX6B1;PSMA6;PSMA7;PSMA4;PSMA5;PSMA2;PSMA3;PSMA1;NDUFA12;NDUFA13;NDUFA10;NDUFA11;PSMA8;PSMB7;PSMB5;TUBA1C;PSMB6;TUBA1B;PSMB3;PSMB4;PSMB1;PSMB2;NEFH;BID;TUBA8;UQCRQ;PARK7;NRAS;TUBB6;TUBB3;MAP2K2;MAP2K3;MAP2K1;TRAF2;FASLG;UQCRH;APAF1;GPX7;EIF2AK3;WIPI1;NDUFC2;WIPI2;NDUFC1;CDK5;MCU;NDUFB9;SLC25A4;NDUFB8;NDUFB7;NDUFB6;NDUFB5;NDUFB4;NDUFB3;ITPR3;NDUFB2;NDUFB1;KLC2;DVL2;DVL3;NDUFA9;NDUFA8;NDUFA7;NDUFA6;NDUFA5;ADRM1;NDUFA4;NDUFA3;NDUFA2;NDUFA1;VAPB;SLC25A5;BECN1;HSD17B10;BAK1;TRAP1;MAPK11;MAPK12;CALM3;CALM1;UQCR10;UBE2L6;UBE2L3;COX8A;RAB39B;CSNK1E;CSNK2B;UBE2J2;TUBB;ATP5F1D;ATP5F1E;COX6C;UBE2G1;COX7B;ACTR1A;UCHL1;FADD;ATP5PF;ATP5PD;ATP5PB;NDUFAB1;ATP5PO;COX5A;TOMM40;COX5B;ATP5F1A;ATP5F1B;ATP5F1C;RAB8A;HRAS;RAC1;SDHD;SDHB;SDHC;SDHA;PPIF;PPID;NDUFB11;NDUFB10;COX6A1;KIF5C;CAPN2;NDUFV2;NDUFV1;EIF2S1;SEM1;DNAL1;UBA1;DNAL4;VCP;ATP5MC3;HTRA2;COX7A2;ATP5MC1;ATP5MC2;CYC1;NDUFS8;NDUFS7;NDUFS6;NDUFS5;NDUFS4;NDUFS3;CYCS;NDUFS2;NDUFS1;PSMD11;PSMD13;PSMD12;PSMD14;PIK3R4;CASP9;CASP7;UQCRFS1;CASP3;DNAI2;SOD1;UQCRHL;ALS2;VDAC3;VDAC2;KRAS;VDAC1;DCTN6;DCTN3;DCTN2;DCTN5;ATP2A3;ATP2A2;ATP2A1;MAPK9;MAPK3;MAPK1 12 KEGG_2021_Human
Cell cycle 73/124 0 0 4.3347 149.1224 ZBTB17;CDC25A;CDC25B;RBX1;CDC20;BUB1B;MAD2L1;TP53;MAD2L2;PCNA;RB1;CDC23;CHEK1;CHEK2;E2F1;PTTG1;E2F2;E2F3;E2F4;CCNA2;STAG1;TFDP1;TFDP2;MDM2;PRKDC;PKMYT1;ANAPC10;ANAPC11;SMC3;CCNB2;CCNB1;ABL1;SKP2;CDC7;CDC6;SMC1B;SMC1A;RBL1;ESPL1;CDK4;CDK2;MCM4;CDK1;MCM5;MCM6;MCM7;MCM2;MCM3;YWHAE;YWHAB;ORC6;ORC5;RAD21;ORC1;ORC3;YWHAQ;YWHAH;CDKN2C;CDKN2A;WEE1;DBF4;CCNE2;CCNE1;ANAPC4;ANAPC5;ANAPC1;ANAPC2;HDAC1;HDAC2;TTK;CDC45;BUB3;BUB1 13 KEGG_2021_Human
Fanconi anemia pathway 41/54 0 0 9.5136 311.8916 CENPX;RMI1;RMI2;PALB2;RAD51C;UBE2T;FANCD2;SLX1B;SLX1A;CENPS;BRCA1;BRCA2;FAAP24;SLX4;USP1;ATRIP;FAAP100;PMS2;FANCI;FANCL;MLH1;FANCM;TOP3A;FANCB;RPA2;FANCA;RPA3;FANCC;RPA1;FANCF;FANCE;FANCG;RAD51;TELO2;CENPS-CORT;BLM;MUS81;BRIP1;EME1;POLH;REV3L 14 KEGG_2021_Human
Diabetic cardiomyopathy 101/203 0 0 3.0055 94.3093 MAPK11;MAPK12;UQCRC2;UQCRC1;PDHB;UQCR10;AKT1;COX8A;PRKCB;PDK2;PDHA1;ATP5F1D;ATP5F1E;COX6C;COX7B;ATP5PF;ATP5PD;ATP5PB;PARP1;COX6B1;NDUFAB1;ATP5PO;COX5A;NDUFA12;NDUFA13;NDUFA10;NDUFA11;COX5B;GYS1;ATP5F1A;ATP5F1B;ATP5F1C;RAC1;RAC2;G6PD;GSR;SDHD;SDHB;SDHC;PPP1CA;SDHA;UQCRQ;PPIF;NDUFB11;NDUFB10;COX6A1;PTPA;NDUFV2;NDUFV1;IRS1;NCF2;SLC2A1;ATP5MC3;COX7A2;ATP5MC1;ATP5MC2;UQCRH;MPC1;MPC2;CYC1;NDUFC2;NDUFC1;NDUFS8;NDUFS7;NDUFS6;NDUFS5;NDUFS4;NDUFS3;NDUFS2;NDUFS1;NDUFB9;SLC25A4;NDUFB8;NDUFB7;NDUFB6;NDUFB5;NDUFB4;NDUFB3;NDUFB2;NDUFB1;CPT2;UQCRFS1;NDUFA9;NDUFA8;NDUFA7;NDUFA6;NDUFA5;NDUFA4;NDUFA3;NDUFA2;NDUFA1;UQCRHL;VDAC3;VDAC2;VDAC1;SLC25A5;GAPDH;ATP2A3;ATP2A2;ATP2A1;MAPK9 15 KEGG_2021_Human
Homologous recombination 33/41 0 0 12.4272 368.0683 TOP3A;XRCC3;RPA2;RPA3;XRCC2;RPA1;PALB2;RAD50;RAD51C;RAD51B;RAD51;RAD51D;RAD52;SEM1;SSBP1;MRE11;BLM;MUS81;BRCA1;BRCC3;BRCA2;RAD54B;BRIP1;BABAM1;EME1;POLD1;POLD2;RAD54L;POLD3;NBN;TOPBP1;RBBP8;BARD1 16 KEGG_2021_Human
Ribosome biogenesis in eukaryotes 60/108 0 0 3.7763 94.9337 IMP3;IMP4;WDR75;GTPBP4;RPP25L;DKC1;XRN2;POP1;RPP25;NHP2;RAN;FBL;NOL6;TCOF1;DROSHA;UTP15;UTP18;RPP40;EIF6;RCL1;TBL3;CSNK2B;NOP10;POP7;MPHOSPH10;POP5;POP4;RPP30;WDR43;AK6;PWP2;RPP38;GNL3;GNL2;WDR36;REXO5;GNL3L;LSG1;NAT10;NVL;SNU13;RRP7A;GAR1;UTP14A;UTP14C;NOP58;UTP6;CSNK2A2;CSNK2A1;EFL1;UTP4;NOP56;RBM28;NXT1;NXT2;NOB1;XPO1;BMS1;RIOK1;RIOK2 17 KEGG_2021_Human
Non-alcoholic fatty liver disease 76/155 0 0 2.9097 67.2943 SDHD;SDHB;SDHC;SDHA;MAPK11;MAPK12;UQCRQ;UQCRC2;BAX;UQCRC1;NDUFB11;NDUFB10;UQCR10;COX6A1;AKT1;NDUFV2;NDUFV1;COX8A;TRAF2;EIF2S1;IRS1;FASLG;COX7A2;UQCRH;CYC1;EIF2AK3;NDUFC2;NDUFC1;COX6C;NDUFS8;NDUFS7;NDUFS6;NDUFS5;NDUFS4;NDUFS3;CYCS;NDUFS2;NDUFS1;NDUFB9;COX7B;NDUFB8;NDUFB7;NDUFB6;NDUFB5;NDUFB4;NDUFB3;NDUFB2;NDUFB1;ADIPOR1;ADIPOR2;CASP7;UQCRFS1;CASP3;MLX;NDUFA9;NDUFA8;NDUFA7;NDUFA6;NDUFA5;NDUFA4;NDUFA3;NDUFA2;NDUFA1;COX6B1;UQCRHL;NDUFAB1;COX5A;NDUFA12;NDUFA13;NDUFA10;NDUFA11;PRKAG1;COX5B;MAPK9;RAC1;BID 18 KEGG_2021_Human
Citrate cycle (TCA cycle) 24/30 0 0 12.0305 260.1579 IDH1;IDH3G;MDH2;PDHA1;IDH2;SDHD;SDHB;SDHC;CS;SDHA;ACLY;SUCLA2;ACO2;DLD;SUCLG1;OGDH;FH;PDHB;OGDHL;DLAT;MDH1;PCK2;IDH3A;IDH3B 19 KEGG_2021_Human
Nucleotide excision repair 32/47 0 0 6.4227 136.0639 RFC4;RFC5;RFC2;LIG1;RFC3;RFC1;RPA2;GTF2H1;RPA3;GTF2H2;RAD23B;GTF2H3;RAD23A;RPA1;GTF2H4;GTF2H5;RBX1;DDB2;DDB1;POLE2;POLE3;ERCC3;POLE4;ERCC8;GTF2H2C;MNAT1;PCNA;CETN2;POLE;POLD1;POLD2;POLD3 20 KEGG_2021_Human
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seurat_clusters: c17

Markers

Showing top 100 markers ordered by p_val_adj ascendingly, then abs(avg_log2FC) descendingly. Use 'Download the entire data' button to download all significant markers by 'p_val_adj < 0.05 & avg_log2FC > 0'.
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1.577e-277 4.978 0.611 0.049 5.289e-273 TNFRSF9 c17
8.721e-227 3.8097 0.738 0.093 2.925e-222 SLC27A2 c17
1.041e-170 3.7807 0.977 0.269 3.49e-166 GZMB c17
3.974e-152 3.1861 0.638 0.097 1.333e-147 GEM c17
1.481e-146 4.2813 0.217 0.01 4.968e-142 FLT1 c17
1.574e-142 3.6799 0.448 0.05 5.28e-138 ZBTB32 c17
1.582e-141 2.8733 0.747 0.146 5.305e-137 ENTPD1 c17
4.144e-136 2.8506 0.977 0.396 1.39e-131 LAG3 c17
1.744e-134 2.6943 0.787 0.172 5.85e-130 HAVCR2 c17
2.077e-113 2.345 0.941 0.312 6.965e-109 DUSP4 c17
3.375e-113 2.412 0.923 0.293 1.132e-108 PTMS c17
5.684e-110 2.761 0.597 0.111 1.906e-105 TNIP3 c17
5.3e-108 2.0367 1 0.464 1.777e-103 NKG7 c17
3.264e-102 1.7601 1 0.388 1.095e-97 CD8A c17
2.485e-100 2.5317 0.633 0.138 8.334e-96 ZEB2 c17
1.043e-99 2.3047 0.977 0.454 3.5e-95 PRF1 c17
7.487e-97 1.74 1 0.898 2.511e-92 CD7 c17
1.181e-95 2.0326 0.819 0.236 3.961e-91 LINC02446 c17
2.668e-95 2.3074 0.968 0.422 8.947e-91 GZMA c17
3.435e-95 2.3537 0.638 0.139 1.152e-90 GPR34 c17
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Enrichment Analysis

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Parkinson disease 69/249 3.545e-20 1.071e-17 4.47 200.1946 PSMC4;UQCRC2;BAX;CALM3;UQCR11;UBE2L6;UBE2L3;PSMD8;COX8A;TXN;UBE2J2;ATP5F1D;ATP5F1E;COX6C;UBE2G1;COX7B;ATP5PD;COX6B1;PSMA7;PSMA4;PSMA5;PSMA2;NDUFAB1;PSMA1;COX5A;NDUFA12;NDUFA13;ATP5F1B;ATP5F1C;PSMB6;PSMB3;PSMB1;PSMB2;UQCRQ;PPIF;NDUFB11;PARK7;COX6A1;NDUFV2;EIF2S1;SEM1;UBA1;TXN2;ATP5MC3;COX7A2;ATP5MC2;UQCRH;UBC;UBB;HSPA5;NDUFS8;NDUFS6;ADORA2A;NDUFS5;PSMD13;NDUFB6;NDUFB4;NDUFB3;CASP9;UQCRFS1;CASP3;NDUFA7;NDUFA6;ADRM1;NDUFA3;NDUFA2;NDUFA1;VDAC1;SLC25A5 1 KEGG_2021_Human
Prion disease 69/273 8.021e-18 0 3.9389 155.0535 BAD;MAPK11;PSMC4;UQCRC2;BAX;UQCR11;PSMD8;CREB3L3;COX8A;CSNK2B;ATP5F1D;ATP5F1E;COX6C;COX7B;STIP1;ATP5PD;COX6B1;PSMA7;PSMA4;PSMA5;PSMA2;NDUFAB1;PSMA1;COX5A;NDUFA12;NDUFA13;ATP5F1B;ATP5F1C;PSMB6;PSMB3;PSMB1;PSMB2;RAC2;UQCRQ;PPIF;NDUFB11;COX6A1;NDUFV2;CYBA;EIF2S1;CREB3;SEM1;NOTCH1;ATP5MC3;COX7A2;ATP5MC2;UQCRH;HSPA5;NDUFS8;NDUFS6;NDUFS5;PSMD13;NDUFB6;NDUFB4;NDUFB3;CASP9;UQCRFS1;CASP3;NDUFA7;NDUFA6;ADRM1;NDUFA3;NDUFA2;NDUFA1;SOD1;VDAC1;SLC25A5;CCL5;FYN 2 KEGG_2021_Human
Amyotrophic lateral sclerosis 80/364 1.356e-16 0 3.2892 120.1758 BAD;MAPK11;PSMC4;UQCRC2;BAX;PFN1;UQCR11;ACTB;PSMD8;COX8A;GABARAPL1;SETX;ATG2A;GABARAP;ATP5F1D;ATP5F1E;COX6C;TOMM40L;COX7B;ATG101;ATP5PD;COX6B1;PSMA7;PSMA4;PSMA5;PSMA2;NDUFAB1;PSMA1;COX5A;TOMM40;NDUFA12;NDUFA13;ATP5F1B;ATP5F1C;PSMB6;PSMB3;PSMB1;PSMB2;UQCRQ;SRSF3;RAB1A;NDUFB11;TANK;COX6A1;NDUFV2;MAP2K3;EIF2S1;SEM1;VCP;ACTG1;ATP5MC3;COX7A2;ATP5MC2;UQCRH;HSPA5;NCBP1;TNFRSF1B;NDUFS8;NDUFS6;NDUFS5;PSMD13;NDUFB6;NDUFB4;NDUFB3;CASP9;UQCRFS1;CASP3;NDUFA7;NDUFA6;ADRM1;NDUFA3;NDUFA2;NDUFA1;SOD1;VDAC1;BECN1;DCTN6;DCTN5;HNRNPA3;HNRNPA1 3 KEGG_2021_Human
Oxidative phosphorylation 44/133 1.78e-16 0 5.7024 206.7966 PPA1;UQCRQ;UQCRC2;ATP6V0D1;NDUFB11;UQCR11;COX6A1;NDUFV2;COX8A;ATP6V0C;ATP6V0B;ATP5MC3;COX7A2;ATP5MC2;UQCRH;ATP6V1H;ATP6V0A2;ATP5F1D;ATP5F1E;COX6C;NDUFS8;NDUFS6;NDUFS5;ATP5ME;COX7B;NDUFB6;NDUFB4;NDUFB3;UQCRFS1;ATP5MG;ATP5MF;NDUFA7;ATP5PD;NDUFA6;NDUFA3;NDUFA2;NDUFA1;COX6B1;NDUFAB1;COX5A;NDUFA12;NDUFA13;ATP5F1B;ATP5F1C 4 KEGG_2021_Human
Huntington disease 71/306 3.632e-16 0 3.5169 125.0328 PSMC4;UQCRC2;BAX;STX1A;UQCR11;PSMD8;CREB3L3;AP2S1;COX8A;ATG2A;ATP5F1D;ATP5F1E;COX6C;COX7B;CLTC;CLTB;CLTA;ATG101;ATP5PD;COX6B1;PSMA7;PSMA4;PSMA5;PSMA2;NDUFAB1;PSMA1;COX5A;NDUFA12;NDUFA13;ATP5F1B;ATP5F1C;PSMB6;PSMB3;PSMB1;PSMB2;UQCRQ;PPIF;NDUFB11;COX6A1;NDUFV2;CREB3;SEM1;ATP5MC3;COX7A2;ATP5MC2;UQCRH;NDUFS8;NDUFS6;NDUFS5;PSMD13;NDUFB6;NDUFB4;NDUFB3;CASP9;UQCRFS1;CASP3;NDUFA7;NDUFA6;ADRM1;NDUFA3;NDUFA2;NDUFA1;SOD1;VDAC1;SLC25A5;BECN1;DCTN6;DCTN5;POLR2E;POLR2G;POLR2L 5 KEGG_2021_Human
Pathways of neurodegeneration 94/475 3.834e-16 0 2.8915 102.6412 BAD;PSMC4;UQCRC2;BAX;PSMD8;GABARAPL1;ATG2A;GABARAP;CSNK1A1;TOMM40L;ATG101;ATXN1;COX6B1;PSMA7;PSMA4;PSMA5;PSMA2;PSMA1;NDUFA12;NDUFA13;PSMB6;PSMB3;PSMB1;PSMB2;UQCRQ;RAB1A;PARK7;TANK;MAP2K3;FASLG;UQCRH;TNFRSF1B;CDK5;NDUFB6;NDUFB4;NDUFB3;NDUFA7;NDUFA6;ADRM1;NDUFA3;NDUFA2;NDUFA1;SLC25A5;BECN1;HSD17B10;BAK1;MAPK11;CALM3;STX1A;UQCR11;UBE2L6;UBE2L3;COX8A;CSNK2B;UBE2J2;ATP5F1D;ATP5F1E;COX6C;UBE2G1;COX7B;ATP5PD;NDUFAB1;COX5A;TOMM40;ATP5F1B;ATP5F1C;PPIF;NDUFB11;COX6A1;NDUFV2;EIF2S1;SEM1;UBA1;VCP;ATP5MC3;COX7A2;ATP5MC2;UBC;UBB;HSPA5;NDUFS8;NDUFS6;NDUFS5;PSMD13;CASP9;CASP7;UQCRFS1;CASP3;SOD1;KRAS;VDAC1;DCTN6;DCTN5;ATP2A2 6 KEGG_2021_Human
Epstein-Barr virus infection 50/202 0 0 3.7955 106.5376 ENTPD1;RUNX3;MAPK11;PSMC4;BAX;PSMD8;AKT2;B2M;HLA-DRB5;GADD45B;GADD45G;HLA-A;HLA-B;HLA-DRB1;RBPJ;PLCG2;HLA-DQB1;CALR;CD3G;CD3D;STAT1;STAT3;HLA-DPB1;HLA-DPA1;CD58;IKBKG;JAK3;HLA-DMA;TAP2;TAP1;RELB;BCL2L11;CCND2;MAP2K3;TRAF3;ISG15;NFKB2;MYD88;SEM1;TRAF5;MAP3K14;NFKBIB;HLA-DRA;IRF7;NFKBIE;PSMD13;CASP9;CASP3;ADRM1;BAK1 7 KEGG_2021_Human
Antigen processing and presentation 29/78 0 0 6.7773 188.4169 CD74;KLRC3;HSPA5;KLRC4;TAP2;HSPA4;TAP1;RFX5;IFNG;HLA-DQB1;HLA-DRA;KLRD1;CALR;B2M;HLA-DRB5;RFXANK;HLA-A;HLA-B;CD8B;CD8A;PSME2;HLA-DPB1;PSME1;HLA-DRB1;IFI30;HLA-DPA1;KLRC1;KLRC2;HLA-DMA 8 KEGG_2021_Human
Thermogenesis 53/232 0 0 3.4178 89.7695 ACSL5;ACSL4;MAPK11;UQCRC2;ADCY3;UQCR11;ACTB;CREB3L3;COX8A;ATP5F1D;ATP5F1E;COX6C;ATP5ME;COX7B;ATP5MG;ATP5MF;ATP5PD;COX6B1;NDUFAB1;COX5A;NDUFA12;NDUFA13;PRKAG1;ATP5F1B;ATP5F1C;UQCRQ;NDUFB11;COX6A1;NDUFV2;MAP2K3;CREB3;ACTG1;ATP5MC3;COX7A2;ATP5MC2;UQCRH;COA4;COA3;NDUFS8;NDUFS6;NDUFS5;NDUFB6;NDUFB4;NDUFB3;UQCRFS1;COA6;NDUFA7;NDUFA6;NDUFA3;NDUFA2;NDUFA1;KRAS;RPS6KA3 9 KEGG_2021_Human
Diabetic cardiomyopathy 48/203 0 0 3.568 90.0417 MAPK11;UQCRC2;UQCR11;AKT2;COX8A;ATP5F1D;ATP5F1E;COX6C;COX7B;CTSD;ATP5PD;PARP1;COX6B1;NDUFAB1;COX5A;NDUFA12;NDUFA13;ATP5F1B;ATP5F1C;RAC2;G6PD;PPP1CA;UQCRQ;PPIF;NDUFB11;COX6A1;NDUFV2;CYBA;ATP5MC3;COX7A2;ATP5MC2;UQCRH;NDUFS8;NDUFS6;NDUFS5;NDUFB6;NDUFB4;NDUFB3;UQCRFS1;NDUFA7;NDUFA6;NDUFA3;NDUFA2;NDUFA1;VDAC1;SLC25A5;GAPDH;ATP2A2 10 KEGG_2021_Human
Alzheimer disease 70/369 0 0 2.7139 67.0583 BAD;PSMC4;UQCRC2;CALM3;UQCR11;PSMD8;AKT2;COX8A;CSNK2B;ATG2A;PSENEN;CSNK1A1;ATP5F1D;ATP5F1E;COX6C;COX7B;ATG101;ATP5PD;COX6B1;PSMA7;PSMA4;PSMA5;PSMA2;NDUFAB1;PSMA1;COX5A;NDUFA12;NDUFA13;ATP5F1B;ATP5F1C;PSMB6;PSMB3;PSMB1;PSMB2;UQCRQ;PPIF;NDUFB11;COX6A1;NDUFV2;EIF2S1;SEM1;ATP5MC3;COX7A2;ATP5MC2;UQCRH;NDUFS8;CDK5;NDUFS6;NDUFS5;PSMD13;NDUFB6;NDUFB4;NDUFB3;CASP9;CASP7;UQCRFS1;CASP3;NDUFA7;NDUFA6;ADRM1;NDUFA3;NDUFA2;NDUFA1;KRAS;VDAC1;SLC25A5;GAPDH;BECN1;ATP2A2;HSD17B10 11 KEGG_2021_Human
Th1 and Th2 cell differentiation 29/92 0 0 5.2672 121.7025 NFATC3;RUNX3;MAPK11;NFKBIB;IFNG;HLA-DQB1;HLA-DRA;NFKBIE;CD3G;IL2RG;CD3D;TBX21;IL12RB2;IL12RB1;STAT5B;HLA-DRB5;STAT1;LCK;ZAP70;IL2RB;HLA-DPB1;HLA-DRB1;NOTCH1;RBPJ;HLA-DPA1;IKBKG;JAK3;HLA-DMA;STAT5A 12 KEGG_2021_Human
Proteasome 20/46 0 0 8.7704 201.528 ADRM1;PSMB9;PSMA7;PSMA4;PSMA5;SEM1;PSMA2;PSMC4;IFNG;PSMA1;PSME2;PSME1;PSMD13;POMP;PSMB8;PSMB6;PSMD8;PSMB3;PSMB1;PSMB2 13 KEGG_2021_Human
Non-alcoholic fatty liver disease 37/155 0 0 3.5951 72.246 MAPK11;UQCRQ;UQCRC2;BAX;NDUFB11;UQCR11;COX6A1;BCL2L11;AKT2;NDUFV2;COX8A;EIF2S1;FASLG;COX7A2;UQCRH;COX6C;NDUFS8;NDUFS6;NDUFS5;COX7B;NDUFB6;NDUFB4;NDUFB3;CASP7;UQCRFS1;CASP3;NDUFA7;NDUFA6;NDUFA3;NDUFA2;NDUFA1;COX6B1;NDUFAB1;COX5A;NDUFA12;NDUFA13;PRKAG1 14 KEGG_2021_Human
Human immunodeficiency virus 1 infection 45/212 0 0 3.0968 62.0123 BAD;AP1S1;MAPK11;BAX;CALM3;GNG2;GNG4;GNG5;AKT2;B2M;APOBEC3D;APOBEC3F;APOBEC3G;APOBEC3H;HLA-A;HLA-B;APOBEC3C;GNG10;PLCG2;NFATC3;BST2;CALR;CD3G;CD3D;GNGT2;CCR5;ELOB;RAC2;IKBKG;FBXW11;TAP2;TAP1;CFL1;MAP2K3;MYD88;TRAF5;GNB4;FASLG;TNFRSF1B;CASP9;CASP3;KRAS;AP1G1;PTK2B;BAK1 15 KEGG_2021_Human
Protein processing in endoplasmic reticulum 39/171 0 0 3.3892 66.7416 SELENOS;DNAJB11;BAX;PREB;UBE2D3;UBE2D1;RRBP1;HSP90B1;PDIA4;EIF2S1;PDIA6;HYOU1;VCP;HSPBP1;UBE2J2;SIL1;HSPA5;SSR4;UBE2G1;DNAJC3;CALR;SAR1A;SAR1B;RPN1;SEC61G;SEC61B;MAN1A2;MAN1A1;UBXN4;P4HB;SEC23B;DERL2;HERPUD1;LMAN1;LMAN2;MAN1C1;BAK1;UFD1;FBXO6 16 KEGG_2021_Human
Th17 cell differentiation 29/107 0 0 4.2508 81.4362 MAPK11;IL21R;IL2RG;TBX21;IL12RB1;STAT5B;HLA-DRB5;HLA-DRB1;HIF1A;STAT5A;NFATC3;NFKBIB;IRF4;IFNG;HLA-DQB1;HLA-DRA;NFKBIE;CD3G;CD3D;STAT1;STAT3;LCK;ZAP70;IL2RB;HLA-DPB1;HLA-DPA1;IKBKG;JAK3;HLA-DMA 17 KEGG_2021_Human
Primary immunodeficiency 16/38 0 0 8.2732 149.7481 RFXANK;TAP2;TAP1;LCK;PTPRC;ZAP70;CD8B;CD8A;RFX5;ADA;TNFRSF13C;IL2RG;CD3D;CD79A;IKBKG;JAK3 18 KEGG_2021_Human
Human T-cell leukemia virus 1 infection 42/219 0 0 2.7204 42.8475 BAX;ADCY3;IL2RG;CREB3L3;AKT2;B2M;STAT5B;EGR2;HLA-DRB5;HLA-A;HLA-B;HLA-DRB1;ELK1;STAT5A;NFATC3;HLA-DQB1;CALR;CD3G;CD3D;CDKN2A;RANBP1;HLA-DPB1;TNFRSF13C;HLA-DPA1;IKBKG;JAK3;HLA-DMA;RELB;CCND2;PTTG1;NFKB2;CREB3;MAP3K14;HLA-DRA;IL15RA;LCK;IL2RB;KRAS;VDAC1;SLC25A5;POLB;BUB3 19 KEGG_2021_Human
T cell receptor signaling pathway 26/104 0 0 3.8039 59.1996 MAPK11;PDCD1;PTPN6;CBLB;AKT2;MAP3K8;CD8B;CD8A;MAP3K14;RHOA;IL10;NFATC3;VAV1;NFKBIB;PTPRC;IFNG;LCP2;NFKBIE;CD3G;CD3D;CTLA4;LCK;ZAP70;KRAS;FYN;IKBKG 20 KEGG_2021_Human
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seurat_clusters: c18

Markers

Showing top 100 markers ordered by p_val_adj ascendingly, then abs(avg_log2FC) descendingly. Use 'Download the entire data' button to download all significant markers by 'p_val_adj < 0.05 & avg_log2FC > 0'.
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0 4.6105 0.83 0.039 0 BIRC5 c18
1.189e-306 4.6609 0.75 0.032 3.989e-302 CDC20 c18
3.061e-285 4.5961 0.75 0.034 1.026e-280 TROAP c18
1.633e-266 4.3389 0.75 0.037 5.477e-262 CCNB2 c18
2.1e-224 3.5207 0.88 0.062 7.042e-220 CENPF c18
7.584e-211 3.2482 0.91 0.07 2.543e-206 MKI67 c18
2.01e-209 3.8869 0.61 0.03 6.741e-205 DLGAP5 c18
2.449e-202 3.5214 0.65 0.036 8.213e-198 ASPM c18
1.2e-197 4.0705 0.79 0.058 4.025e-193 HMGB3 c18
6.61e-188 3.6029 0.73 0.05 2.217e-183 TPX2 c18
9.175e-186 3.9941 0.74 0.053 3.077e-181 CDKN3 c18
2.458e-133 2.8458 0.76 0.074 8.244e-129 PCLAF c18
9.03e-133 4.2617 0.51 0.035 3.028e-128 CEP55 c18
4.145e-132 3.9103 0.58 0.046 1.39e-127 CCNB1 c18
1.942e-114 2.9037 0.45 0.03 6.512e-110 PLK1 c18
1.724e-112 3.6165 0.46 0.033 5.782e-108 HMMR c18
1.007e-111 4.0685 0.39 0.024 3.378e-107 KIF4A c18
3.217e-108 2.9744 0.52 0.043 1.079e-103 CENPE c18
9.218e-108 3.7109 0.42 0.029 3.091e-103 PRR11 c18
4.563e-104 4.1837 0.37 0.023 1.53e-99 SPC24 c18
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Enrichment Analysis

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Parkinson disease 105/249 2.494e-34 7.707e-32 5.6773 439.2765 PSMC6;PSMC4;PSMC5;PSMC2;PSMC3;PSMC1;UQCRC1;CALM3;CALM1;UQCR10;UBE2L6;UBE2L3;PSMD9;PSMD8;PSMD6;PSMD3;PSMD4;PSMD1;PSMD2;COX8A;TXN;UBE2J2;TUBB;ATP5F1E;COX6C;COX7B;ATP5PF;ATP5PD;ATP5PB;COX6B1;PSMA6;PSMA7;PSMA4;PSMA5;PSMA2;PSMA3;NDUFAB1;PSMA1;COX5A;NDUFA12;COX5B;GNAI2;PSMA8;PSMB7;ATP5F1A;ATP5F1B;PSMB5;ATP5F1C;PSMB6;TUBA1B;PSMB3;PSMB4;PSMB1;PSMB2;SDHD;SDHB;UQCRQ;PPIF;NDUFB10;PARK7;COX6A1;TUBB6;TUBB3;NDUFV2;MFN1;EIF2S1;SEM1;UBA1;ATP5MC3;HTRA2;COX7A2;ATP5MC2;UQCRH;CYC1;HSPA5;NDUFC2;NDUFC1;NDUFS6;NDUFS5;NDUFS4;NDUFS3;PSMD11;NDUFB9;PSMD13;NDUFB8;NDUFB7;NDUFB6;PSMD14;NDUFB5;NDUFB4;NDUFB3;NDUFB1;UQCRFS1;CASP3;NDUFA9;NDUFA8;NDUFA7;NDUFA6;ADRM1;NDUFA4;NDUFA2;NDUFA1;VDAC3;SLC25A5;MAPK9 1 KEGG_2021_Human
Proteasome 41/46 4.328e-33 6.686e-31 62.5711 4662.8155 ADRM1;PSMB9;PSMA6;PSMA7;PSMA4;PSMC6;PSMA5;SEM1;PSMA2;PSMC4;PSMA3;PSMC5;PSMC2;IFNG;PSMA1;PSMC3;PSME2;PSMC1;PSME3;PSME1;PSMD11;PSMD13;POMP;PSMD14;PSMA8;PSMB10;PSMB7;PSMD9;PSMB8;PSMB5;PSMB6;PSMD8;PSMB3;PSMB4;PSMD6;PSMB1;PSMD3;PSMB2;PSMD4;PSMD1;PSMD2 2 KEGG_2021_Human
Huntington disease 114/306 3.126e-31 3.22e-29 4.6288 325.1293 PSMC6;PSMC4;PSMC5;PSMC2;PSMC3;PSMC1;UQCRC1;UQCR10;PSMD9;PSMD8;CREB3L4;PSMD6;PSMD3;PSMD4;NRBF2;PSMD1;AP2S1;PSMD2;COX8A;TUBB;ATP5F1E;COX6C;COX7B;CLTA;ATP5PF;ATP5PD;ATP5PB;COX6B1;PSMA6;PSMA7;PSMA4;PSMA5;PSMA2;PSMA3;NDUFAB1;PSMA1;COX5A;NDUFA12;COX5B;PSMA8;PSMB7;ATP5F1A;ATP5F1B;PSMB5;ATP5F1C;PSMB6;TUBA1B;PSMB3;PSMB4;PSMB1;PSMB2;SDHD;SDHB;UQCRQ;PPIF;NDUFB10;COX6A1;TUBB6;TUBB3;NDUFV2;SEM1;ATP5MC3;COX7A2;ATP5MC2;UQCRH;CYC1;AP2M1;NDUFC2;NDUFC1;NDUFS6;NDUFS5;NDUFS4;NDUFS3;PSMD11;NDUFB9;PSMD13;DNAH3;NDUFB8;NDUFB7;NDUFB6;PSMD14;NDUFB5;NDUFB4;NDUFB3;NDUFB1;CASP8;UQCRFS1;CASP3;NDUFA9;NDUFA8;NDUFA7;NDUFA6;ADRM1;NDUFA4;NDUFA2;NDUFA1;SOD1;VDAC3;SLC25A5;BECN1;DCTN6;DCTN3;HDAC1;DCTN2;DCTN5;RB1CC1;DCTN1;MAPK9;POLR2C;POLR2E;POLR2F;POLR2G;POLR2J;POLR2K 3 KEGG_2021_Human
Prion disease 100/273 7.39e-27 5.709e-25 4.4832 269.7509 PSMC6;PSMC4;PSMC5;PSMC2;PSMC3;PSMC1;UQCRC1;UQCR10;PSMD9;PSMD8;CREB3L4;PSMD6;PSMD3;PSMD4;PSMD1;PSMD2;COX8A;TUBB;ATP5F1E;COX6C;COX7B;STIP1;ATP5PF;ATP5PD;ATP5PB;COX6B1;PSMA6;PSMA7;PSMA4;PSMA5;PSMA2;PSMA3;NDUFAB1;PSMA1;COX5A;NDUFA12;COX5B;PSMA8;PSMB7;ATP5F1A;ATP5F1B;PSMB5;ATP5F1C;PSMB6;TUBA1B;PSMB3;PSMB4;PSMB1;PSMB2;RAC2;SDHD;SDHB;UQCRQ;PPIF;ATF6B;NDUFB10;COX6A1;TUBB6;TUBB3;NDUFV2;EIF2S1;SEM1;ATP5MC3;COX7A2;ATP5MC2;UQCRH;CYC1;HSPA5;NDUFC2;NDUFC1;NDUFS6;NDUFS5;NDUFS4;NDUFS3;PSMD11;NDUFB9;PSMD13;NDUFB8;NDUFB7;NDUFB6;PSMD14;NDUFB5;NDUFB4;NDUFB3;NDUFB1;UQCRFS1;CASP3;NDUFA9;NDUFA8;NDUFA7;NDUFA6;ADRM1;NDUFA4;NDUFA2;NDUFA1;SOD1;VDAC3;SLC25A5;MAPK9;CCL5 4 KEGG_2021_Human
Amyotrophic lateral sclerosis 119/364 1.425e-26 8.806e-25 3.7835 225.1693 NUP93;PSMC6;PSMC4;PSMC5;PSMC2;PSMC3;PSMC1;UQCRC1;PFN1;UQCR10;PSMD9;ACTB;PSMD8;PSMD6;PSMD3;PSMD4;NRBF2;PSMD1;PSMD2;COX8A;GABARAPL2;GABARAPL1;GLE1;SEC13;TUBB;ATP5F1E;COX6C;COX7B;ATP5PF;ATP5PD;ATP5PB;COX6B1;PSMA6;PSMA7;PSMA4;PSMA5;HNRNPA2B1;PSMA2;PSMA3;NDUFAB1;PSMA1;COX5A;NDUFA12;COX5B;PSMA8;PSMB7;ATP5F1A;ATP5F1B;PSMB5;ATP5F1C;PSMB6;TUBA1B;PSMB3;PSMB4;PSMB1;PSMB2;ALYREF;SDHD;SDHB;UQCRQ;SRSF3;RAB1A;NDUFB10;COX6A1;TUBB6;TUBB3;RAE1;NDUFV2;EIF2S1;SEM1;ACTG1;ATP5MC3;COX7A2;ATP5MC2;UQCRH;CYC1;HSPA5;NCBP1;NDUFC2;NDUFC1;NDUFS6;NDUFS5;NDUFS4;NDUFS3;PSMD11;NDUFB9;PSMD13;DNAH3;NDUFB8;NDUFB7;NDUFB6;PSMD14;NDUFB5;NDUFB4;NDUFB3;NDUFB1;UQCRFS1;CASP3;PRPH;NDUFA9;NDUFA8;NDUFA7;NDUFA6;ADRM1;NDUFA4;NDUFA2;NDUFA1;SOD1;NUP37;BECN1;DCTN6;NXT2;DCTN3;DCTN2;DCTN5;RB1CC1;DCTN1;HNRNPA3;HNRNPA1 5 KEGG_2021_Human
Alzheimer disease 110/369 4.627e-21 2.383e-19 3.2924 154.1584 PSMC6;PSMC4;PSMC5;PSMC2;PSMC3;PSMC1;UQCRC1;CALM3;CALM1;UQCR10;PSMD9;PSMD8;PSMD6;PSMD3;PSMD4;AKT1;NRBF2;PSMD1;PSMD2;COX8A;PSENEN;TUBB;ATP5F1E;COX6C;COX7B;ATP5PF;ATP5PD;ATP5PB;COX6B1;PSMA6;PSMA7;PSMA4;ADAM17;PSMA5;PSMA2;PSMA3;NDUFAB1;PSMA1;COX5A;NDUFA12;COX5B;PSMA8;PSMB7;ATP5F1A;ATP5F1B;PSMB5;ATP5F1C;PSMB6;TUBA1B;PSMB3;PSMB4;PSMB1;PSMB2;SDHD;SDHB;UQCRQ;PPIF;PPID;NDUFB10;COX6A1;NRAS;TUBB6;TUBB3;NDUFV2;EIF2S1;SEM1;ATP5MC3;COX7A2;ATP5MC2;UQCRH;CYC1;NDUFC2;NDUFC1;NDUFS6;NDUFS5;NDUFS4;NDUFS3;PSMD11;NDUFB9;PSMD13;NDUFB8;NDUFB7;NDUFB6;PSMD14;NDUFB5;NDUFB4;NDUFB3;NDUFB1;CASP8;CASP7;UQCRFS1;CASP3;NDUFA9;NDUFA8;NDUFA7;NDUFA6;CHUK;ADRM1;NDUFA4;NDUFA2;NDUFA1;VDAC3;KRAS;SLC25A5;GAPDH;BECN1;RB1CC1;ATP2A2;HSD17B10;MAPK9 6 KEGG_2021_Human
Pathways of neurodegeneration 128/475 4.291e-20 1.894e-18 2.8681 127.9039 PSMC6;PSMC4;PSMC5;PSMC2;PSMC3;PSMC1;UQCRC1;PSMD9;PSMD8;PSMD6;PSMD3;PSMD4;NRBF2;PSMD1;PSMD2;GABARAPL2;GABARAPL1;PRKCB;ATXN1;COX6B1;PSMA6;PSMA7;PSMA4;PSMA5;PSMA2;PSMA3;PSMA1;NDUFA12;PSMA8;PSMB7;PSMB5;PSMB6;TUBA1B;PSMB3;PSMB4;PSMB1;PSMB2;UQCRQ;RAB1A;PARK7;NRAS;TUBB6;TUBB3;MFN1;FASLG;UQCRH;NDUFC2;NDUFC1;NDUFB9;NDUFB8;NDUFB7;NDUFB6;NDUFB5;NDUFB4;NDUFB3;NDUFB1;NDUFA9;NDUFA8;NDUFA7;NDUFA6;ADRM1;NDUFA4;NDUFA2;NDUFA1;SLC25A5;BECN1;HSD17B10;BAK1;CALM3;CALM1;UQCR10;UBE2L6;UBE2L3;COX8A;UBE2J2;TUBB;ATP5F1E;COX6C;COX7B;ATP5PF;ATP5PD;ATP5PB;NDUFAB1;COX5A;COX5B;ATP5F1A;ATP5F1B;ATP5F1C;SDHD;SDHB;PPIF;PPID;NDUFB10;COX6A1;NDUFV2;EIF2S1;SEM1;UBA1;ATP5MC3;HTRA2;COX7A2;ATP5MC2;CYC1;HSPA5;NDUFS6;NDUFS5;NDUFS4;NDUFS3;PSMD11;PSMD13;DNAH3;PSMD14;CASP8;CASP7;UQCRFS1;CASP3;PRPH;SOD1;VDAC3;KRAS;DCTN6;DCTN3;DCTN2;DCTN5;RB1CC1;ATP2A2;DCTN1;MAPK9 7 KEGG_2021_Human
Oxidative phosphorylation 57/133 1.22e-19 4.714e-18 5.7397 249.9616 ATP6V1E1;PPA1;SDHD;SDHB;UQCRQ;UQCRC1;NDUFB10;UQCR10;COX6A1;NDUFV2;COX8A;COX17;ATP5MC3;COX7A2;ATP5MC2;UQCRH;COX15;CYC1;COX11;NDUFC2;NDUFC1;ATP5F1E;COX6C;NDUFS6;NDUFS5;NDUFS4;NDUFS3;NDUFB9;COX7B;NDUFB8;NDUFB7;NDUFB6;NDUFB5;NDUFB4;NDUFB3;NDUFB1;UQCRFS1;ATP5MG;ATP5MF;NDUFA9;ATP5PF;NDUFA8;NDUFA7;ATP5PD;NDUFA6;ATP5PB;NDUFA4;NDUFA2;NDUFA1;COX6B1;NDUFAB1;COX5A;NDUFA12;COX5B;ATP5F1A;ATP5F1B;ATP5F1C 8 KEGG_2021_Human
Thermogenesis 77/232 4.561e-18 1.566e-16 3.8179 152.4453 ACSL5;ACSL4;UQCRC1;SMARCB1;UQCR10;ACTB;CREB3L4;COX8A;ACTL6A;NDUFAF1;SIRT6;ATP5F1E;COX6C;COX7B;ATP5MG;ATP5MF;ATP5PF;ATP5PD;ATP5PB;COX6B1;NDUFAB1;COX5A;NDUFA12;PRKAG1;COX5B;ATP5F1A;ATP5F1B;ATP5F1C;SDHD;SDHB;UQCRQ;COX20;NDUFB10;COX6A1;NRAS;NDUFV2;COX17;COX16;COX19;ACTG1;ATP5MC3;COX7A2;ATP5MC2;UQCRH;COX15;CYC1;COX11;COA5;COA3;COA1;SMARCE1;NDUFC2;NDUFC1;NDUFS6;NDUFS5;NDUFS4;NDUFS3;NDUFB9;NDUFB8;NDUFB7;NDUFB6;NDUFB5;NDUFB4;NDUFB3;NDUFB1;CPT2;UQCRFS1;COA6;NDUFA9;NDUFA8;NDUFA7;NDUFA6;NDUFA4;NDUFA2;NDUFA1;KRAS;SLC25A20 9 KEGG_2021_Human
Diabetic cardiomyopathy 67/203 9.181e-16 0 3.7737 130.6622 UQCRC1;PDHB;UQCR10;AKT1;COX8A;PRKCB;PDHA1;ATP5F1E;COX6C;COX7B;ATP5PF;ATP5PD;ATP5PB;COX6B1;NDUFAB1;COX5A;NDUFA12;COX5B;ATP5F1A;ATP5F1B;ATP5F1C;RAC2;G6PD;SDHD;SDHB;PPP1CA;UQCRQ;PPIF;NDUFB10;COX6A1;PTPA;NDUFV2;SLC2A1;ATP5MC3;COX7A2;ATP5MC2;UQCRH;MPC1;CYC1;NDUFC2;NDUFC1;NDUFS6;NDUFS5;NDUFS4;NDUFS3;NDUFB9;NDUFB8;NDUFB7;NDUFB6;NDUFB5;NDUFB4;NDUFB3;NDUFB1;CPT2;UQCRFS1;NDUFA9;NDUFA8;NDUFA7;NDUFA6;NDUFA4;NDUFA2;NDUFA1;VDAC3;SLC25A5;GAPDH;ATP2A2;MAPK9 10 KEGG_2021_Human
Non-alcoholic fatty liver disease 50/155 0 0 3.6272 91.7217 SDHD;SDHB;UQCRQ;UQCRC1;NDUFB10;UQCR10;COX6A1;BCL2L11;AKT1;NDUFV2;COX8A;EIF2S1;FASLG;COX7A2;UQCRH;CYC1;NDUFC2;NDUFC1;COX6C;NDUFS6;NDUFS5;NDUFS4;NDUFS3;NDUFB9;COX7B;NDUFB8;NDUFB7;NDUFB6;NDUFB5;NDUFB4;NDUFB3;NDUFB1;CASP8;CASP7;UQCRFS1;CASP3;NDUFA9;NDUFA8;NDUFA7;NDUFA6;NDUFA4;NDUFA2;NDUFA1;COX6B1;NDUFAB1;COX5A;NDUFA12;PRKAG1;COX5B;MAPK9 11 KEGG_2021_Human
Spinocerebellar ataxia 44/143 0 0 3.3777 70.0922 PSMC6;PSMC4;PSMC5;PSMC2;PSMC3;PPIF;PSMC1;PSMD9;PSMD8;PSMD6;PSMD3;PSMD4;AKT1;NRBF2;PSMD1;PSMD2;PRKCB;SEM1;PSMD11;PSMD13;PSMD14;ATXN1;ADRM1;PSMA6;PSMA7;PSMA4;PSMA5;PSMA2;PSMA3;PSMA1;VDAC3;SLC25A5;BECN1;RB1CC1;ATP2A2;PSMA8;PSMB7;MAPK9;PSMB5;PSMB6;PSMB3;PSMB4;PSMB1;PSMB2 12 KEGG_2021_Human
Spliceosome 43/150 0 0 3.0514 54.7576 PPIL1;ALYREF;CWC15;CRNKL1;HNRNPM;PHF5A;SNRPA;HNRNPK;SRSF3;HNRNPC;SNRPF;PPIH;SNRPG;SNRPE;SNRPB;SNRPC;SF3B5;SF3B6;SF3B4;EFTUD2;MAGOH;SNRPD3;SNRPD2;SNRPD1;DHX38;PRPF38A;BUD31;LSM5;LSM4;LSM3;SNW1;LSM7;PRPF4;NCBP1;MAGOHB;DHX8;USP39;SNRPA1;ISY1;SNRPB2;HNRNPA3;SMNDC1;HNRNPA1 13 KEGG_2021_Human
Antigen processing and presentation 26/78 0 0 3.7806 55.2957 CD74;HSPA5;TAP1;RFX5;IFNG;HLA-DQB1;HLA-DRA;KLRD1;CALR;HLA-DQA2;HLA-DQA1;PDIA3;HLA-DRB5;HLA-B;CD8B;CD8A;CANX;PSME2;HLA-DPB1;PSME3;PSME1;HLA-DRB1;IFI30;HLA-DMB;HLA-DPA1;HLA-DMA 14 KEGG_2021_Human
Epstein-Barr virus infection 49/202 0 0 2.4317 35.1802 PSMC6;PSMC4;PSMC5;PSMC2;PSMC3;VIM;PSMC1;PSMD8;PSMD6;PSMD3;PSMD4;AKT1;PSMD1;PSMD2;HLA-DRB5;HLA-B;SNW1;HLA-DRB1;HLA-DQB1;CALR;HLA-DQA2;HLA-DQA1;HLA-DPB1;HLA-DMB;HLA-DPA1;HLA-DMA;TAP1;BCL2L11;PDIA3;ISG15;CCNA2;SEM1;OAS1;NFKBIB;OAS2;OAS3;CDK2;HLA-DRA;PSMD11;PSMD13;PSMD14;CASP8;IRAK1;CASP3;CHUK;ADRM1;HDAC1;MAPK9;BAK1 15 KEGG_2021_Human
Type I diabetes mellitus 17/43 0 0.0001 4.9321 62.5986 PTPRN2;HLA-DRB5;GZMB;HLA-B;IFNG;HLA-DQB1;HLA-DRA;HLA-DPB1;HLA-DRB1;PRF1;FASLG;HSPD1;HLA-DMB;HLA-DPA1;HLA-DMA;HLA-DQA2;HLA-DQA1 16 KEGG_2021_Human
Graft-versus-host disease 16/42 0 0.0002 4.64 53.1836 HLA-DRB5;GZMB;HLA-B;IFNG;HLA-DQB1;HLA-DRA;HLA-DPB1;KLRD1;HLA-DRB1;PRF1;FASLG;HLA-DMB;HLA-DPA1;HLA-DMA;HLA-DQA2;HLA-DQA1 17 KEGG_2021_Human
Allograft rejection 15/38 0 0.0002 4.9161 55.7227 HLA-DRB5;GZMB;HLA-B;IFNG;HLA-DQB1;HLA-DRA;HLA-DPB1;HLA-DRB1;PRF1;FASLG;HLA-DMB;HLA-DPA1;HLA-DMA;HLA-DQA2;HLA-DQA1 18 KEGG_2021_Human
RNA transport 41/186 0 0.0008 2.1405 21.2532 ALYREF;UPF3B;UPF3A;RPP25L;NUP93;RAN;MAGOH;RAE1;SNUPN;PYM1;EIF2S2;EIF2S1;GEMIN6;RNPS1;GEMIN7;EIF4G2;POP7;POP4;AAAS;GLE1;EIF2B2;EIF2B1;RPP38;EIF5B;SEC13;NCBP1;ELAC1;MAGOHB;DDX19B;EIF4E2;STRAP;FXR2;THOC5;RANGAP1;THOC7;EIF3J;EIF3I;NUP37;NXT2;SUMO2;SUMO1 19 KEGG_2021_Human
Viral myocarditis 18/60 0.0001 0.0019 3.2313 29.1026 HLA-DQB1;HLA-DRA;ACTB;CASP8;CASP3;HLA-DQA2;HLA-DQA1;HLA-DRB5;HLA-B;HLA-DPB1;EIF4G2;HLA-DRB1;ACTG1;PRF1;HLA-DMB;HLA-DPA1;RAC2;HLA-DMA 20 KEGG_2021_Human
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seurat_clusters: c19

Markers

Showing top 100 markers ordered by p_val_adj ascendingly, then abs(avg_log2FC) descendingly. Use 'Download the entire data' button to download all significant markers by 'p_val_adj < 0.05 & avg_log2FC > 0'.
Right click and save as to download the entire data
0 15.1182 0.174 0 0 SPARCL1 c19
0 14.1931 0.221 0 0 IGFBP7 c19
0 14.1795 0.151 0 0 COL3A1 c19
0 13.9729 0.209 0 0 CLEC10A c19
0 13.8696 0.151 0 0 COL1A2 c19
0 13.7531 0.221 0 0 CD163 c19
0 13.5626 0.186 0 0 TIMP3 c19
0 13.4166 0.151 0 0 GNG11 c19
0 13.4067 0.186 0 0 NNMT c19
0 13.378 0.279 0 0 HCK c19
0 13.2831 0.209 0 0 SLCO2B1 c19
0 13.2031 0.279 0 0 CSF1R c19
0 13.1403 0.186 0 0 COL4A2 c19
0 13.0375 0.14 0 0 VCAN c19
0 12.9675 0.198 0 0 CCL2 c19
0 12.8994 0.279 0 0 HNMT c19
0 12.8793 0.151 0 0 LGALS2 c19
0 12.8282 0.279 0 0 CXCL12 c19
0 12.8041 0.163 0 0 LAMA4 c19
0 12.7977 0.186 0 0 FPR3 c19
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Enrichment Analysis

Right click and save as to download the entire data
Hematopoietic cell lineage 42/99 0 0 4.6091 121.2574 IL1R1;CD9;CSF3R;HLA-DOB;HLA-DOA;HLA-DRB5;HLA-DRB1;CSF1R;CD1E;CD1D;CSF2RA;CD1C;CD1A;ANPEP;CD19;CD14;IL1B;IL7;IL6;KITLG;IL3RA;HLA-DQB1;HLA-DRA;CD24;FCER2;MS4A1;CD22;CD36;CD34;HLA-DQA2;CD33;HLA-DQA1;CR2;MME;IL11RA;HLA-DPB1;ITGB3;ITGAM;HLA-DMB;FCGR1A;HLA-DPA1;HLA-DMA 1 KEGG_2021_Human
Cell adhesion molecules 54/148 0 0 3.6014 93.7924 CADM3;VCAM1;CNTN2;CNTN1;CD86;PVR;CLDN3;CDH5;JAM2;HLA-DOB;JAM3;HLA-DOA;HLA-DRB5;ESAM;SDC2;HLA-DRB1;CD276;ICAM1;PTPRF;VCAN;SIGLEC1;HLA-DQB1;HLA-DRA;ITGA9;CD22;NLGN2;CD40;NCAM1;NLGN1;NRXN2;SDC3;NRXN1;NRXN3;MPZL1;CD34;HLA-DQA2;HLA-DQA1;NLGN4X;NLGN4Y;NEGR1;CLDN7;CLDN5;CLDN4;NFASC;HLA-DPB1;NECTIN2;ITGAM;ITGAL;CLDN23;HLA-DMB;HLA-DPA1;ITGB8;HLA-DMA;ICOSLG 2 KEGG_2021_Human
Complement and coagulation cascades 38/85 0 0 5.053 130.8438 F10;SERPINA1;MASP1;SERPINE1;PROS1;TFPI;SERPINA5;C4B;BDKRB1;BDKRB2;CR2;VWF;SERPINF2;PLAUR;F3;PROCR;SERPING1;F2RL3;CFB;C1QC;C1QB;CFD;C1QA;C1R;C5AR1;CFI;C1S;CFH;F13A1;PLAU;PLAT;ITGAM;C2;C3;THBD;ITGAX;VSIG4;A2M 3 KEGG_2021_Human
Rheumatoid arthritis 39/93 0 0 4.5135 108.8442 TGFB2;MMP1;ANGPT1;MMP3;IL18;VEGFA;TLR2;IL1B;CXCL12;IL6;HLA-DQB1;HLA-DRA;TEK;TLR4;CXCL8;CD86;TNFRSF11A;CXCL2;CXCL1;CXCL3;CXCL6;CTSL;CTSK;HLA-DOB;HLA-DQA2;HLA-DOA;HLA-DQA1;HLA-DRB5;TNFSF13;HLA-DPB1;ATP6V0D2;HLA-DRB1;ITGAL;ICAM1;HLA-DMB;HLA-DPA1;CCL2;HLA-DMA;ATP6V0A1 4 KEGG_2021_Human
Amoebiasis 40/102 0 0 4.0315 89.5957 TGFB2;IL1R1;COL1A2;COL1A1;PTK2;GNAQ;VCL;CD1E;CD1D;CD1C;CD1A;CD14;FN1;LAMB2;LAMB1;TLR2;IL1B;COL3A1;IL6;TLR4;RAB7B;CXCL8;LAMC1;CXCL2;LAMC3;CXCL1;LAMC2;CXCL3;SERPINB6;COL4A1;COL4A2;COL4A5;COL4A6;LAMA2;LAMA5;LAMA4;LAMA1;ITGAM;GNA14;GNA11 5 KEGG_2021_Human
ECM-receptor interaction 36/88 0 0 4.3223 93.1396 NPNT;FN1;LAMB2;LAMB1;COL1A2;COL1A1;ITGA11;ITGA9;AGRN;TNXB;LAMC1;TNC;LAMC3;LAMC2;RELN;SPP1;CD36;VWF;COL4A1;HSPG2;COL6A1;COL4A2;COL4A5;COL6A3;COL6A2;COL6A5;COL4A6;ITGB5;LAMA2;LAMA5;ITGB3;LAMA4;LAMA1;THBS1;THBS3;ITGB8 6 KEGG_2021_Human
Pathways in cancer 126/531 0 0 1.9668 41.8096 EML4;AGTR1;ADCY5;ADCY4;FZD10;ADCY2;DLL1;ADCY6;DLL4;GNG7;HES1;FZD2;FZD1;FZD4;JAG1;FZD5;FZD8;FZD7;AR;SPI1;CTBP2;HMOX1;GSTM5;JUP;FN1;RARB;MECOM;IFNGR2;HEYL;COL4A1;COL4A2;COL4A5;COL4A6;PPARG;GLI2;GLI1;GLI3;PTGS2;MITF;AGT;CXCL12;CSF3R;EGFR;PGF;CSF1R;NOTCH3;NOTCH4;FGF2;FGF7;IL13RA1;IL3RA;MET;CEBPA;EDNRA;EDNRB;MAPK10;LRP6;LRP5;CALML4;GSTT2B;IGF1;PTK2;HHIP;MGST2;MGST1;LPAR1;GNG11;EDN1;VEGFC;GNG12;VEGFA;KITLG;ARNT2;F2RL3;PTGER1;GNAI1;CTNNA2;CTNNA1;PDGFRB;PDGFRA;TGFB2;WNT5A;WNT5B;GSTA4;RXRA;CCND1;FGF20;RXRG;RUNX1T1;HGF;GNAQ;FGF10;GNB4;FGFR4;FGFR2;WNT2B;CSF2RA;CSF2RB;RASGRP4;MMP1;MMP2;LAMB2;LAMB1;MMP9;BMP4;IL7;BMP2;IL6;CXCL8;LAMC1;LAMC3;LAMC2;PLD2;PLD1;BDKRB1;ERBB2;BDKRB2;WNT4;TCF7L2;TCF7L1;DAPK1;LAMA2;LAMA5;LAMA4;LAMA1;GNA11 7 KEGG_2021_Human
Focal adhesion 61/201 0 0 2.7312 55.8762 COL1A2;COL1A1;MAPK10;MYL9;TLN2;KDR;IGF1;PTK2;PDGFC;MYLK;VEGFC;FN1;VAV2;VEGFA;COL4A1;COL4A2;COL4A5;COL4A6;PDGFRB;PDGFRA;ITGA11;TNXB;TNC;EGFR;RELN;PAK1;CCND1;FLNC;SPP1;HGF;PGF;COL6A1;COL6A3;COL6A2;COL6A5;VCL;CAV2;CAV1;LAMB2;LAMB1;PARVA;ITGA9;DOCK1;BCAR1;SHC2;LAMC1;LAMC3;LAMC2;ERBB2;VWF;MET;SRC;ITGB5;LAMA2;LAMA5;ITGB3;LAMA4;LAMA1;THBS1;THBS3;ITGB8 8 KEGG_2021_Human
Staphylococcus aureus infection 37/95 0 0 3.9829 81.4525 KRT14;FCGR2A;FCGR2B;HLA-DQB1;HLA-DRA;MASP1;FPR1;FPR3;KRT20;C4B;HLA-DOB;HLA-DQA2;HLA-DOA;HLA-DQA1;HLA-DRB5;HLA-DPB1;CFB;HLA-DRB1;C1QC;C1QB;CFD;C1QA;C1R;C5AR1;CFI;C1S;CFH;PTAFR;ITGAM;ITGAL;C2;ICAM1;C3;HLA-DMB;FCGR1A;HLA-DPA1;HLA-DMA 9 KEGG_2021_Human
Axon guidance 56/182 0 0 2.7831 54.1854 SEMA4A;EPHA7;SEMA4C;WNT5A;WNT5B;CXCL12;PLXNB3;PLXNB2;EPHA2;MYL9;EPHA3;SEMA5A;NTN1;NTN4;EFNB3;DPYSL2;EFNB2;ABLIM3;PAK1;EFNB1;SLIT2;SLIT3;SEMA6D;SEMA6A;TRPC6;SEMA6B;TRPC4;PARD3;PTK2;EFNA1;PLXNA2;SRGAP1;NFATC4;RGMA;ENAH;FES;BOC;WNT4;UNC5B;UNC5C;UNC5D;MET;NRP1;SRC;SEMA3D;SEMA3E;SEMA3B;SEMA3C;SEMA3F;SEMA3G;GNAI1;ROBO1;ROBO2;EPHB3;EPHB2;EPHB4 10 KEGG_2021_Human
Phagosome 49/152 0 0 2.9754 56.3205 MARCO;CD209;TUBAL3;TUBB6;TUBB3;STX7;HLA-DOB;RILP;HLA-DOA;MSR1;HLA-DRB5;CYBB;HLA-DRB1;NCF2;C3;CD14;ATP6V0A1;TLR2;FCGR2A;FCGR2B;TUBB2B;HLA-DQB1;HLA-DRA;TLR6;TLR4;RAB7B;CLEC7A;CTSL;CD36;HLA-DQA2;HLA-DQA1;HLA-DPB1;ATP6V0D2;COLEC12;C1R;COLEC11;ITGB5;ITGB3;THBS1;ITGAM;THBS3;HLA-DMB;FCGR1A;MRC1;MRC2;HLA-DPA1;HLA-DMA;OLR1;SCARB1 11 KEGG_2021_Human
Protein digestion and absorption 37/103 0 0 3.4985 62.5241 COL28A1;ATP1B2;COL1A2;COL1A1;COL5A2;COL5A1;COL16A1;COL12A1;ATP1A2;PRSS3;CPA3;PGA3;COL6A1;COL6A3;COL6A2;COL21A1;COL6A5;KCNE3;COL13A1;SLC7A7;COL3A1;SLC7A8;COL7A1;COL14A1;ELN;COL27A1;MME;COL23A1;COL4A1;COL4A2;COL4A5;COL8A1;COL4A6;COL8A2;COL19A1;COL15A1;SLC8A1 12 KEGG_2021_Human
Asthma 17/31 0 0 7.5459 121.6258 HLA-DRB5;HLA-DQB1;HLA-DRA;HLA-DPB1;MS4A2;HLA-DRB1;CD40;CCL11;HLA-DMB;HLA-DPA1;FCER1A;FCER1G;HLA-DOB;HLA-DMA;HLA-DQA2;HLA-DOA;HLA-DQA1 13 KEGG_2021_Human
PI3K-Akt signaling pathway 86/354 0 0 2.0149 32.402 COL1A2;COL1A1;TEK;EPHA2;PRKAA2;CREB3L1;GNG7;KDR;NGFR;INSR;IGF1;PTK2;PDGFC;LPAR1;GNG11;TCL1A;CD19;VEGFC;FN1;GNG12;OSMR;VEGFA;TLR2;KITLG;SGK2;TLR4;PCK1;SYK;COL4A1;COL4A2;COL4A5;COL4A6;PPP2CB;PDGFRB;PDGFRA;ITGA11;CSF3R;TNXB;TNC;EGFR;RELN;RXRA;CCND1;NTF3;FGF20;SPP1;HGF;PGF;EFNA1;COL6A1;COL6A3;COL6A2;COL6A5;FGF10;GNB4;FGFR4;CREB5;FGFR2;CSF1R;FGF2;FGF7;ANGPT1;BDNF;LAMB2;LAMB1;IL7;IL6;IL3RA;ITGA9;LAMC1;LAMC3;LAMC2;ERBB2;MAGI1;VWF;PPP2R3A;MET;ITGB5;LAMA2;LAMA5;ITGB3;LAMA4;LAMA1;THBS1;THBS3;ITGB8 14 KEGG_2021_Human
Proteoglycans in cancer 56/205 0 0 2.3503 35.0915 LUM;COL1A2;COL1A1;FZD10;HPSE2;KDR;FZD2;FZD1;FZD4;FZD5;FZD8;FZD7;IGF1;ANK2;PTK2;HSPG2;SDC2;TWIST2;FN1;GAB1;VAV2;VEGFA;TLR2;MRAS;TLR4;CTSL;TIMP3;CTTN;CD63;HOXD10;TGFB2;WNT5A;WNT5B;EGFR;PAK1;CCND1;GPC1;FLNC;HGF;WNT2B;PLAU;FGF2;MMP2;CAV2;CAV1;MMP9;HSPB2;ERBB2;WNT4;PLAUR;DCN;MET;SRC;ITGB5;ITGB3;THBS1 15 KEGG_2021_Human
Viral myocarditis 24/60 0 0 4.148 59.6479 CAV1;HLA-DQB1;HLA-DRA;CD86;CD40;CCND1;HLA-DOB;HLA-DQA2;HLA-DOA;HLA-DQA1;HLA-DRB5;HLA-DPB1;HLA-DRB1;LAMA2;LAMA1;ITGAL;ICAM1;HLA-DMB;SGCD;SGCB;SGCA;HLA-DPA1;DMD;HLA-DMA 16 KEGG_2021_Human
Rap1 signaling pathway 56/210 0 0 2.2734 32.0099 TEK;EPHA2;PFN2;TLN2;ADCY5;ADCY4;CALML4;ADCY2;ADCY6;KDR;NGFR;INSR;PARD3;IGF1;PDGFC;LPAR1;VEGFC;VAV2;VEGFA;ENAH;MRAS;KITLG;ID1;RAPGEF3;RAPGEF4;FPR1;F2RL3;GNAI1;SIPA1L2;PDGFRB;PDGFRA;CTNND1;EGFR;FGF20;HGF;PGF;EFNA1;GNAQ;FGF10;FGFR4;FGFR2;CSF1R;DOCK4;FGF2;FGF7;ANGPT1;ADORA2B;BCAR1;MAGI1;MET;SRC;ITGB3;THBS1;ITGAM;ITGAL;CNR1 17 KEGG_2021_Human
Intestinal immune network for IgA production 20/48 0 0 4.4399 57.6205 HLA-DRB5;TNFSF13;CXCL12;IL6;LTBR;HLA-DQB1;HLA-DRA;HLA-DPB1;HLA-DRB1;CD86;CD40;TNFRSF13C;HLA-DMB;HLA-DPA1;HLA-DOB;HLA-DMA;HLA-DQA2;HLA-DOA;HLA-DQA1;ICOSLG 18 KEGG_2021_Human
Malaria 20/50 0 0.0001 4.1435 50.641 TGFB2;IL18;VCAM1;TLR2;IL1B;IL6;TLR4;CXCL8;CD40;LRP1;CD81;CD36;HGF;SDC2;MET;THBS1;THBS3;ITGAL;ICAM1;CCL2 19 KEGG_2021_Human
Hippo signaling pathway 44/163 0 0.0001 2.3062 27.0644 TGFB2;WNT5A;WNT5B;DCHS1;YAP1;SERPINE1;FZD10;NKD2;PAK1;CCND1;FZD2;FZD1;FZD4;FZD5;FZD8;SMAD1;FZD7;PARD3;DLG2;FRMD6;SNAI2;FAT4;WNT2B;SOX2;RASSF4;RASSF6;BMP6;BMP5;BMP4;BMP2;ID1;STK3;TEAD1;TEAD2;TEAD3;WNT4;TEAD4;TCF7L2;TCF7L1;WTIP;GLI2;PPP2CB;CTNNA2;CTNNA1 20 KEGG_2021_Human
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seurat_clusters: c20

Markers

Showing top 100 markers ordered by p_val_adj ascendingly, then abs(avg_log2FC) descendingly. Use 'Download the entire data' button to download all significant markers by 'p_val_adj < 0.05 & avg_log2FC > 0'.
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0 19.6959 0.189 0 0 IGHV4-28 c20
0 15.2738 0.453 0.001 0 IGLV6-57 c20
0 14.0825 0.472 0.005 0 IGKV4-1 c20
0 13.3772 0.358 0 0 IGLJ2 c20
0 13.29 0.132 0 0 IGKV3D-11 c20
0 12.8242 0.906 0 0 SDC1 c20
0 12.8037 1 0.014 0 JCHAIN c20
0 12.6816 0.642 0.001 0 IGLC2 c20
0 12.6453 0.604 0.002 0 IGLV3-1 c20
0 12.3874 0.34 0 0 IGHJ4 c20
0 12.2303 0.943 0.005 0 IGHA1 c20
0 12.1908 1 0 0 TNFRSF17 c20
0 12.0925 0.189 0 0 IGLC3 c20
0 12.0705 0.453 0 0 AMPD1 c20
0 12.0245 0.906 0.001 0 IGLL5 c20
0 11.8794 0.132 0 0 IGHJ6 c20
0 11.8298 0.66 0.006 0 IGKC c20
0 11.5971 0.849 0.002 0 IGHA2 c20
0 11.0063 0.302 0 0 GJB2 c20
0 10.8333 0.34 0 0 SMOC1 c20
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Enrichment Analysis

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Protein processing in endoplasmic reticulum 37/171 0 0 4.2044 102.3735 SEC24A;SELENOS;DNAJB11;SEC24D;HSPA1B;RRBP1;HSP90B1;PDIA4;XBP1;WFS1;EDEM1;EDEM2;PDIA6;CKAP4;HYOU1;STT3A;UBE2J1;TXNDC5;SIL1;HSPA5;SSR3;SSR4;EIF2AK4;EIF2AK3;DNAJC3;RPN1;SEL1L;RPN2;ERLEC1;SEC61B;DNAJC5B;SYVN1;DERL3;HERPUD1;LMAN1;SEC61A1;UGGT2 1 KEGG_2021_Human
Protein export 8/23 0.0001 0.0073 7.9834 78.9984 HSPA5;SPCS3;SPCS2;SPCS1;SEC61A1;SEC61B;SRPRB;SEC11C 2 KEGG_2021_Human
B cell receptor signaling pathway 14/81 0.0005 0.0473 3.1342 23.8818 LYN;JUN;LILRB1;LILRB4;FCGR2B;BLNK;SYK;BTK;LILRA2;RASGRP3;CD79B;CD79A;CD19;PLCG2 3 KEGG_2021_Human
Glycine, serine and threonine metabolism 9/40 0.0007 0.0504 4.3455 31.5814 PGAM2;AMT;GATM;PSAT1;GLDC;MAOB;GCSH;CBS;PHGDH 4 KEGG_2021_Human
N-Glycan biosynthesis 10/50 0.001 0.0554 3.7432 26.0149 ALG14;DPM3;B4GALT2;RPN1;RPN2;ALG9;ALG5;ALG2;STT3A;MGAT3 5 KEGG_2021_Human
Sulfur metabolism 4/10 0.0024 0.0874 9.9522 59.9756 TST;PAPSS1;SUOX;PAPSS2 6 KEGG_2021_Human
Various types of N-glycan biosynthesis 8/39 0.0026 0.0874 3.8596 23.0128 ALG9;ALG14;ALG2;STT3A;B4GALT2;RPN1;HEXB;RPN2 7 KEGG_2021_Human
Amino sugar and nucleotide sugar metabolism 9/48 0.0027 0.0874 3.4527 20.3926 CHIT1;NAGK;UGDH;HEXB;UAP1;NANS;GMPPA;GMPPB;PGM3 8 KEGG_2021_Human
Intestinal immune network for IgA production 9/48 0.0027 0.0874 3.4527 20.3926 IL15;CD86;CD40;TNFRSF13B;TNFRSF17;HLA-DOB;HLA-DQA2;CCR10;HLA-DQA1 8 KEGG_2021_Human
Aldosterone-regulated sodium reabsorption 7/37 0.0075 0.2168 3.4871 17.0609 INSR;PRKCG;IGF1;SCNN1G;SCNN1B;IRS1;NEDD4L 10 KEGG_2021_Human
Glyoxylate and dicarboxylate metabolism 6/30 0.0099 0.2601 3.7344 17.235 AMT;GLDC;GCSH;MCEE;HYI;ACSS2 11 KEGG_2021_Human
Cell adhesion molecules 17/148 0.0119 0.2861 1.9445 8.6198 CADM1;CD86;HLA-DOB;SDC1;CDH15;CD276;ALCAM;CLDN14;ITGA8;ITGA6;CD40;CNTNAP1;NRXN1;MPZL1;HLA-DQA2;HLA-DQA1;NRCAM 12 KEGG_2021_Human
Lysosome 15/128 0.0147 0.3271 1.9877 8.3864 IDUA;LAMP2;ARSA;ATP6V0A1;FUCA2;NPC2;CTSZ;ABCB9;CTSH;CTSF;SCARB2;CD63;HEXB;NAGLU;GUSB 13 KEGG_2021_Human
Basal cell carcinoma 9/63 0.0166 0.3424 2.4916 10.2137 PTCH2;WNT5B;WNT6;WNT11;DVL3;FZD3;WNT10A;FZD6;CDKN1A 14 KEGG_2021_Human
Glycosaminoglycan degradation 4/19 0.0283 0.5115 3.979 14.1798 IDUA;HEXB;NAGLU;GUSB 15 KEGG_2021_Human
Protein digestion and absorption 12/103 0.0284 0.5115 1.9722 7.0271 COL24A1;COL9A2;COL9A3;SLC1A5;PRCP;COL13A1;SLC7A7;COL4A3;COL4A4;COL4A6;COL19A1;COL11A2 16 KEGG_2021_Human
Primary immunodeficiency 6/38 0.0301 0.5115 2.7996 9.8089 BTK;CD40;TNFRSF13B;CD79A;CD19;BLNK 17 KEGG_2021_Human
Vibrio cholerae infection 7/50 0.036 0.5714 2.4312 8.0814 KDELR2;SEC61B;PDIA4;KDELR3;SEC61A1;PLCG2;ATP6V0A1 18 KEGG_2021_Human
Ascorbate and aldarate metabolism 5/30 0.0376 0.5714 2.985 9.7958 UGT2B17;AKR1A1;UGDH;ALDH2;GUSB 19 KEGG_2021_Human
Fc gamma R-mediated phagocytosis 11/97 0.0413 0.5962 1.9119 6.095 MARCKS;CFL2;PRKCG;PRKCD;PLA2G4A;PIP5K1B;PLCG2;LYN;FCGR2B;SCIN;SYK 20 KEGG_2021_Human
1–20 of 100 items
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seurat_clusters: c21

Markers

Showing top 100 markers ordered by p_val_adj ascendingly, then abs(avg_log2FC) descendingly. Use 'Download the entire data' button to download all significant markers by 'p_val_adj < 0.05 & avg_log2FC > 0'.
Right click and save as to download the entire data
1.423e-119 4.918 0.38 0.011 4.772e-115 IL26 c21
1.625e-92 5.5619 0.22 0.005 5.449e-88 PPARG c21
2.504e-59 3.6277 0.66 0.071 8.399e-55 CTSH c21
6.205e-56 5.1383 0.38 0.025 2.081e-51 IL22 c21
2.152e-50 4.5402 0.34 0.022 7.216e-46 IL17A c21
3.081e-49 9.2153 0.02 0 1.033e-44 AC020651.1 c21
3.081e-49 8.9566 0.02 0 1.033e-44 LINC01106 c21
3.081e-49 8.9055 0.02 0 1.033e-44 AC024382.1 c21
3.081e-49 8.6822 0.02 0 1.033e-44 AP005717.1 c21
3.081e-49 8.6822 0.02 0 1.033e-44 SMCO2 c21
3.081e-49 8.6641 0.02 0 1.033e-44 FARP1-AS1 c21
6.793e-41 3.8989 0.24 0.013 2.278e-36 ADAM12 c21
3.862e-39 4.1021 0.3 0.022 1.295e-34 COL5A3 c21
2.271e-35 3.325 0.42 0.046 7.616e-31 RORC c21
1.075e-31 2.6025 0.84 0.219 3.604e-27 CCR6 c21
5.239e-31 3.3021 0.28 0.023 1.757e-26 IL17RE c21
2.164e-25 2.6957 0.38 0.05 7.259e-21 IL23R c21
2.955e-25 7.9879 0.02 0 9.91e-21 AC024581.1 c21
3.015e-25 7.4878 0.02 0 1.011e-20 GP1BA c21
3.015e-25 7.317 0.02 0 1.011e-20 AC005046.1 c21
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Enrichment Analysis

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Inflammatory bowel disease 7/65 0 0.0001 17.0647 247.9513 IL17A;MAF;IL17F;IL22;IL23R;RORC;RORA 1 KEGG_2021_Human
Cytokine-cytokine receptor interaction 12/295 0 0.0001 6.1468 80.8679 IL17RE;IL23R;CCL20;CCR6;IL17A;IL17F;CD40LG;IL22;IL26;CXCR6;TNFRSF25;LTB 2 KEGG_2021_Human
Th17 cell differentiation 7/107 0 0.0007 9.8765 110.2603 AHR;IL23R;RORC;RORA;IL17A;IL17F;IL22 3 KEGG_2021_Human
Circadian rhythm 4/31 0.0001 0.0029 20.5398 194.9416 PER1;RORC;NPAS2;RORA 4 KEGG_2021_Human
IL-17 signaling pathway 5/94 0.0007 0.0198 7.8193 57.3762 CCL20;TNFAIP3;IL17RE;IL17A;IL17F 5 KEGG_2021_Human
Platelet activation 5/124 0.0022 0.0543 5.8392 35.6297 ACTB;TBXAS1;RHOA;RAP1B;GP1BA 6 KEGG_2021_Human
Bacterial invasion of epithelial cells 4/77 0.0025 0.0543 7.5793 45.4055 RHOA;ARPC1B;ACTB;ARPC3 7 KEGG_2021_Human
Yersinia infection 5/137 0.0034 0.0654 5.2606 29.8346 ACTB;ARPC3;RHOA;ITGA4;ARPC1B 8 KEGG_2021_Human
Malaria 3/50 0.0059 0.085 8.7793 45.0274 HBA2;KLRB1;CD40LG 9 KEGG_2021_Human
MAPK signaling pathway 7/294 0.0061 0.085 3.4087 17.3658 GADD45G;RAP1B;MAP4K1;KIT;MAP3K4;EFNA5;NTRK2 10 KEGG_2021_Human
Hematopoietic cell lineage 4/99 0.0061 0.085 5.8176 29.6213 CD2;ITGA4;GP1BA;KIT 11 KEGG_2021_Human
NF-kappa B signaling pathway 4/104 0.0073 0.0925 5.5253 27.1828 GADD45G;TNFAIP3;LTB;CD40LG 12 KEGG_2021_Human
Leukocyte transendothelial migration 4/114 0.01 0.1171 5.0205 23.1111 ACTB;RHOA;ITGA4;RAP1B 13 KEGG_2021_Human
Neurotrophin signaling pathway 4/119 0.0116 0.1259 4.801 21.3998 RHOA;RAP1B;NTRK2;ARHGDIB 14 KEGG_2021_Human
Cell cycle 4/124 0.0133 0.1313 4.5998 19.8647 GADD45G;RBL2;YWHAQ;YWHAH 15 KEGG_2021_Human
Chemokine signaling pathway 5/192 0.0138 0.1313 3.703 15.8535 RHOA;CCL20;RAP1B;CCR6;CXCR6 16 KEGG_2021_Human
Pathogenic Escherichia coli infection 5/197 0.0153 0.1342 3.6057 15.0723 ACTB;RHOA;ARPC1B;ARPC3;CYTH3 17 KEGG_2021_Human
PI3K-Akt signaling pathway 7/354 0.0159 0.1342 2.8107 11.6421 KIT;EFNA5;ITGA4;RBL2;YWHAQ;YWHAH;NTRK2 18 KEGG_2021_Human
Rap1 signaling pathway 5/210 0.0196 0.1552 3.3748 13.2706 ACTB;RHOA;RAP1B;KIT;EFNA5 19 KEGG_2021_Human
Apoptosis 4/142 0.0208 0.1552 3.9961 15.4673 ERN1;ACTB;GADD45G;CTSH 20 KEGG_2021_Human
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seurat_clusters (All Markers)

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