Sample overview
| Project Name | TCGA-HNSC |
| GSE ID | GSE164690 |
| GSM ID | GSM5017064 |
| Cell Line | None |
| Tissue type | Tumor |
| Disease Type | None |
| PMID | 34921143 |
| Initial gene number | 33545 |
| Initial cell number | 4323 |
| Post-QC gene number | 2523 |
| Post-QC cell number | 3391 |
QC Metrics
Bulk-to-ScRNA-seq Label Transfer
Bulk phenotype-associated subpopulations
Reference-Based Annotation
Differentially expressed genes
Overall Survival : Cluster vs
There are no results of the analysis here
Overall Survival : Cluster vs ( + )
There are no results of the analysis here
Clinical Stage : Cluster vs
There are no results of the analysis here
Tumor Size : Cluster vs
There are no results of the analysis here
Lymph Node Involvement : Cluster vs
There are no results of the analysis here
Distant Metastasis : Cluster vs
There are no results of the analysis here
Cell-Cell communications ( Survival-Associated Subpopulations Across Cell Types )
Cell Population Signaling and Communication
Ligand-Receptor-Mediated Cell-Cell Interactions
| Sending Cell Type | Ligand | Receiving Cell Type | Receptor | Score | P-value | Pathway Name | Function | Evidence |
|---|---|---|---|---|---|---|---|---|
| B-cells(Nos)_source | MIF_ligand | B-cells(Nos)_target | CD74_CXCR4_receptor | 7.186e-03 | 0.0 | MIF | Secreted Signaling | PMID: 29637711; PMID: 24760155 |
| CD4+,T-cells(Nos)_source | MIF_ligand | B-cells(Nos)_target | CD74_CXCR4_receptor | 7.814e-03 | 0.0 | MIF | Secreted Signaling | PMID: 29637711; PMID: 24760155 |
| CD8+,T-cells(Nos)_source | MIF_ligand | B-cells(Nos)_target | CD74_CXCR4_receptor | 5.740e-03 | 0.0 | MIF | Secreted Signaling | PMID: 29637711; PMID: 24760155 |
| CD8+,T-cells(Poor)_source | MIF_ligand | B-cells(Nos)_target | CD74_CXCR4_receptor | 2.012e-04 | 0.0 | MIF | Secreted Signaling | PMID: 29637711; PMID: 24760155 |
| Macrophages(Good)_source | MIF_ligand | B-cells(Nos)_target | CD74_CXCR4_receptor | 1.490e-04 | 0.01 | MIF | Secreted Signaling | PMID: 29637711; PMID: 24760155 |
| Macrophages(Nos)_source | MIF_ligand | B-cells(Nos)_target | CD74_CXCR4_receptor | 8.063e-04 | 0.0 | MIF | Secreted Signaling | PMID: 29637711; PMID: 24760155 |
| CD8+,T-cells(Poor)_source | MIF_ligand | CD8+,T-cells(Nos)_target | CD74_CXCR4_receptor | 1.072e-04 | 0.0 | MIF | Secreted Signaling | PMID: 29637711; PMID: 24760155 |
| Macrophages(Nos)_source | MIF_ligand | CD8+,T-cells(Nos)_target | CD74_CXCR4_receptor | 4.277e-04 | 0.0 | MIF | Secreted Signaling | PMID: 29637711; PMID: 24760155 |
| CD8+,T-cells(Poor)_source | MIF_ligand | Macrophages(Nos)_target | CD74_CXCR4_receptor | 1.270e-05 | 0.0 | MIF | Secreted Signaling | PMID: 29637711; PMID: 24760155 |
| Macrophages(Nos)_source | MIF_ligand | Macrophages(Nos)_target | CD74_CXCR4_receptor | 5.072e-05 | 0.0 | MIF | Secreted Signaling | PMID: 29637711; PMID: 24760155 |
| CD8+,T-cells(Nos)_source | MIF_ligand | CD8+,T-cells(Nos)_target | CD74_CD44_receptor | 2.611e-03 | 0.0 | MIF | Secreted Signaling | PMID: 29637711; PMID: 26175090 |
| CD8+,T-cells(Poor)_source | MIF_ligand | CD8+,T-cells(Nos)_target | CD74_CD44_receptor | 9.271e-05 | 0.0 | MIF | Secreted Signaling | PMID: 29637711; PMID: 26175090 |
| Macrophages(Nos)_source | MIF_ligand | CD8+,T-cells(Nos)_target | CD74_CD44_receptor | 3.693e-04 | 0.0 | MIF | Secreted Signaling | PMID: 29637711; PMID: 26175090 |
| CD8+,T-cells(Poor)_source | MIF_ligand | CD8+,T-cells(Poor)_target | CD74_CD44_receptor | 2.071e-06 | 0.03 | MIF | Secreted Signaling | PMID: 29637711; PMID: 26175090 |
| Macrophages(Nos)_source | MIF_ligand | CD8+,T-cells(Poor)_target | CD74_CD44_receptor | 8.245e-06 | 0.03 | MIF | Secreted Signaling | PMID: 29637711; PMID: 26175090 |
| CD4+,T-cells(Nos)_source | MIF_ligand | Macrophages(Nos)_target | CD74_CD44_receptor | 4.425e-04 | 0.0 | MIF | Secreted Signaling | PMID: 29637711; PMID: 26175090 |
| CD8+,T-cells(Nos)_source | MIF_ligand | Macrophages(Nos)_target | CD74_CD44_receptor | 3.255e-04 | 0.0 | MIF | Secreted Signaling | PMID: 29637711; PMID: 26175090 |
| CD8+,T-cells(Poor)_source | MIF_ligand | Macrophages(Nos)_target | CD74_CD44_receptor | 1.153e-05 | 0.0 | MIF | Secreted Signaling | PMID: 29637711; PMID: 26175090 |
| Macrophages(Nos)_source | MIF_ligand | Macrophages(Nos)_target | CD74_CD44_receptor | 4.597e-05 | 0.0 | MIF | Secreted Signaling | PMID: 29637711; PMID: 26175090 |
| B-cells(Nos)_source | IL16_ligand | B-cells(Nos)_target | CD4_receptor | 1.023e-03 | 0.0 | IL16 | Secreted Signaling | KEGG: hsa04060 |
| CD8+,T-cells(Nos)_source | IL16_ligand | B-cells(Nos)_target | CD4_receptor | 6.875e-04 | 0.0 | IL16 | Secreted Signaling | KEGG: hsa04060 |
| CD8+,T-cells(Poor)_source | IL16_ligand | B-cells(Nos)_target | CD4_receptor | 5.278e-05 | 0.0 | IL16 | Secreted Signaling | KEGG: hsa04060 |
| CD8+,T-cells(Poor)_source | IL16_ligand | CD8+,T-cells(Nos)_target | CD4_receptor | 1.838e-05 | 0.03 | IL16 | Secreted Signaling | KEGG: hsa04060 |
| B-cells(Nos)_source | IL16_ligand | CD8+,T-cells(Poor)_target | CD4_receptor | 2.115e-05 | 0.0 | IL16 | Secreted Signaling | KEGG: hsa04060 |
| CD8+,T-cells(Nos)_source | IL16_ligand | CD8+,T-cells(Poor)_target | CD4_receptor | 1.422e-05 | 0.0 | IL16 | Secreted Signaling | KEGG: hsa04060 |
| CD8+,T-cells(Poor)_source | IL16_ligand | CD8+,T-cells(Poor)_target | CD4_receptor | 1.087e-06 | 0.0 | IL16 | Secreted Signaling | KEGG: hsa04060 |
| B-cells(Nos)_source | IL16_ligand | Macrophages(Nos)_target | CD4_receptor | 1.305e-04 | 0.0 | IL16 | Secreted Signaling | KEGG: hsa04060 |
| CD8+,T-cells(Nos)_source | IL16_ligand | Macrophages(Nos)_target | CD4_receptor | 8.774e-05 | 0.0 | IL16 | Secreted Signaling | KEGG: hsa04060 |
| CD8+,T-cells(Poor)_source | IL16_ligand | Macrophages(Nos)_target | CD4_receptor | 6.668e-06 | 0.0 | IL16 | Secreted Signaling | KEGG: hsa04060 |
| Macrophages(Nos)_source | IL16_ligand | Macrophages(Nos)_target | CD4_receptor | 5.917e-06 | 0.0 | IL16 | Secreted Signaling | KEGG: hsa04060 |
| CD8+,T-cells(Nos)_source | ADGRE5_ligand | Macrophages(Nos)_target | CD55_receptor | 1.241e-05 | 0.0 | ADGRE5 | Cell-Cell Contact | PMID: 11297558 |
| CD8+,T-cells(Poor)_source | ADGRE5_ligand | Macrophages(Nos)_target | CD55_receptor | 1.542e-07 | 0.0 | ADGRE5 | Cell-Cell Contact | PMID: 11297558 |
| Macrophages(Good)_source | ADGRE5_ligand | Macrophages(Nos)_target | CD55_receptor | 5.566e-08 | 0.0 | ADGRE5 | Cell-Cell Contact | PMID: 11297558 |
| Macrophages(Nos)_source | ADGRE5_ligand | Macrophages(Nos)_target | CD55_receptor | 9.789e-07 | 0.0 | ADGRE5 | Cell-Cell Contact | PMID: 11297558 |
| B-cells(Nos)_source | CD22_ligand | B-cells(Nos)_target | PTPRC_receptor | 6.514e-04 | 0.0 | CD22 | Cell-Cell Contact | KEGG: hsa04514 |
| B-cells(Nos)_source | CD22_ligand | CD4+,T-cells(Nos)_target | PTPRC_receptor | 2.290e-03 | 0.0 | CD22 | Cell-Cell Contact | KEGG: hsa04514 |
| CD8+,T-cells(Nos)_source | CD22_ligand | CD4+,T-cells(Nos)_target | PTPRC_receptor | 1.083e-05 | 0.0 | CD22 | Cell-Cell Contact | KEGG: hsa04514 |
| B-cells(Nos)_source | CD22_ligand | CD8+,T-cells(Nos)_target | PTPRC_receptor | 2.037e-03 | 0.0 | CD22 | Cell-Cell Contact | KEGG: hsa04514 |
| CD4+,T-cells(Nos)_source | CD22_ligand | CD8+,T-cells(Nos)_target | PTPRC_receptor | 1.034e-05 | 0.0 | CD22 | Cell-Cell Contact | KEGG: hsa04514 |
| CD8+,T-cells(Nos)_source | CD22_ligand | CD8+,T-cells(Nos)_target | PTPRC_receptor | 9.683e-06 | 0.0 | CD22 | Cell-Cell Contact | KEGG: hsa04514 |
| B-cells(Nos)_source | CD22_ligand | CD8+,T-cells(Poor)_target | PTPRC_receptor | 3.217e-05 | 0.0 | CD22 | Cell-Cell Contact | KEGG: hsa04514 |
| B-cells(Nos)_source | CD22_ligand | Macrophages(Good)_target | PTPRC_receptor | 4.748e-06 | 0.0 | CD22 | Cell-Cell Contact | KEGG: hsa04514 |
| B-cells(Nos)_source | CD22_ligand | Macrophages(Nos)_target | PTPRC_receptor | 1.272e-04 | 0.0 | CD22 | Cell-Cell Contact | KEGG: hsa04514 |
| B-cells(Nos)_source | PTPRC_ligand | B-cells(Nos)_target | CD22_receptor | 6.514e-04 | 0.0 | CD45 | Cell-Cell Contact | PMID: 12115612 |
| CD4+,T-cells(Nos)_source | PTPRC_ligand | B-cells(Nos)_target | CD22_receptor | 2.290e-03 | 0.0 | CD45 | Cell-Cell Contact | PMID: 12115612 |
| CD8+,T-cells(Nos)_source | PTPRC_ligand | B-cells(Nos)_target | CD22_receptor | 2.037e-03 | 0.0 | CD45 | Cell-Cell Contact | PMID: 12115612 |
| CD8+,T-cells(Poor)_source | PTPRC_ligand | B-cells(Nos)_target | CD22_receptor | 3.217e-05 | 0.0 | CD45 | Cell-Cell Contact | PMID: 12115612 |
| Macrophages(Good)_source | PTPRC_ligand | B-cells(Nos)_target | CD22_receptor | 4.748e-06 | 0.0 | CD45 | Cell-Cell Contact | PMID: 12115612 |
| Macrophages(Nos)_source | PTPRC_ligand | B-cells(Nos)_target | CD22_receptor | 1.272e-04 | 0.0 | CD45 | Cell-Cell Contact | PMID: 12115612 |
| CD8+,T-cells(Nos)_source | PTPRC_ligand | CD4+,T-cells(Nos)_target | CD22_receptor | 1.034e-05 | 0.0 | CD45 | Cell-Cell Contact | PMID: 12115612 |
| CD4+,T-cells(Nos)_source | PTPRC_ligand | CD8+,T-cells(Nos)_target | CD22_receptor | 1.083e-05 | 0.0 | CD45 | Cell-Cell Contact | PMID: 12115612 |
| CD8+,T-cells(Nos)_source | PTPRC_ligand | CD8+,T-cells(Nos)_target | CD22_receptor | 9.683e-06 | 0.0 | CD45 | Cell-Cell Contact | PMID: 12115612 |
| CD8+,T-cells(Nos)_source | CD99_ligand | B-cells(Nos)_target | CD99_receptor | 2.335e-03 | 0.0 | CD99 | Cell-Cell Contact | KEGG: hsa04514 |
| CD8+,T-cells(Nos)_source | CD99_ligand | CD4+,T-cells(Nos)_target | CD99_receptor | 2.815e-03 | 0.0 | CD99 | Cell-Cell Contact | KEGG: hsa04514 |
| CD8+,T-cells(Poor)_source | CD99_ligand | CD4+,T-cells(Nos)_target | CD99_receptor | 8.240e-05 | 0.03 | CD99 | Cell-Cell Contact | KEGG: hsa04514 |
| B-cells(Nos)_source | CD99_ligand | CD8+,T-cells(Nos)_target | CD99_receptor | 2.335e-03 | 0.0 | CD99 | Cell-Cell Contact | KEGG: hsa04514 |
| CD4+,T-cells(Nos)_source | CD99_ligand | CD8+,T-cells(Nos)_target | CD99_receptor | 2.815e-03 | 0.0 | CD99 | Cell-Cell Contact | KEGG: hsa04514 |
| CD8+,T-cells(Nos)_source | CD99_ligand | CD8+,T-cells(Nos)_target | CD99_receptor | 5.070e-03 | 0.0 | CD99 | Cell-Cell Contact | KEGG: hsa04514 |
| CD8+,T-cells(Poor)_source | CD99_ligand | CD8+,T-cells(Nos)_target | CD99_receptor | 1.466e-04 | 0.0 | CD99 | Cell-Cell Contact | KEGG: hsa04514 |
| Macrophages(Nos)_source | CD99_ligand | CD8+,T-cells(Nos)_target | CD99_receptor | 3.776e-04 | 0.0 | CD99 | Cell-Cell Contact | KEGG: hsa04514 |
| CD4+,T-cells(Nos)_source | CD99_ligand | CD8+,T-cells(Poor)_target | CD99_receptor | 8.240e-05 | 0.03 | CD99 | Cell-Cell Contact | KEGG: hsa04514 |
| CD8+,T-cells(Nos)_source | CD99_ligand | CD8+,T-cells(Poor)_target | CD99_receptor | 1.466e-04 | 0.0 | CD99 | Cell-Cell Contact | KEGG: hsa04514 |
| CD8+,T-cells(Poor)_source | CD99_ligand | CD8+,T-cells(Poor)_target | CD99_receptor | 4.223e-06 | 0.0 | CD99 | Cell-Cell Contact | KEGG: hsa04514 |
| CD8+,T-cells(Nos)_source | CD99_ligand | Macrophages(Nos)_target | CD99_receptor | 3.776e-04 | 0.0 | CD99 | Cell-Cell Contact | KEGG: hsa04514 |
| B-cells(Nos)_source | CLEC2D_ligand | CD4+,T-cells(Nos)_target | KLRB1_receptor | 1.062e-03 | 0.0 | CLEC | Cell-Cell Contact | PMID: 24223577 |
| CD4+,T-cells(Nos)_source | CLEC2D_ligand | CD4+,T-cells(Nos)_target | KLRB1_receptor | 1.277e-03 | 0.0 | CLEC | Cell-Cell Contact | PMID: 24223577 |
| CD8+,T-cells(Nos)_source | CLEC2D_ligand | CD4+,T-cells(Nos)_target | KLRB1_receptor | 8.631e-04 | 0.0 | CLEC | Cell-Cell Contact | PMID: 24223577 |
| CD8+,T-cells(Poor)_source | CLEC2D_ligand | CD4+,T-cells(Nos)_target | KLRB1_receptor | 3.216e-05 | 0.0 | CLEC | Cell-Cell Contact | PMID: 24223577 |
| Macrophages(Good)_source | CLEC2D_ligand | CD4+,T-cells(Nos)_target | KLRB1_receptor | 8.756e-06 | 0.0 | CLEC | Cell-Cell Contact | PMID: 24223577 |
| CD8+,T-cells(Poor)_source | CLEC2D_ligand | CD8+,T-cells(Poor)_target | KLRB1_receptor | 2.909e-07 | 0.04 | CLEC | Cell-Cell Contact | PMID: 24223577 |
| CD8+,T-cells(Nos)_source | CLEC2B_ligand | CD4+,T-cells(Nos)_target | KLRB1_receptor | 7.489e-04 | 0.0 | CLEC | Cell-Cell Contact | PMID: 24223577 |
| CD8+,T-cells(Poor)_source | CLEC2B_ligand | CD4+,T-cells(Nos)_target | KLRB1_receptor | 1.250e-05 | 0.0 | CLEC | Cell-Cell Contact | PMID: 24223577 |
| Macrophages(Nos)_source | CLEC2B_ligand | CD4+,T-cells(Nos)_target | KLRB1_receptor | 4.733e-05 | 0.0 | CLEC | Cell-Cell Contact | PMID: 24223577 |
| CD8+,T-cells(Nos)_source | CLEC2B_ligand | CD8+,T-cells(Poor)_target | KLRB1_receptor | 6.751e-06 | 0.0 | CLEC | Cell-Cell Contact | PMID: 24223577 |
| CD8+,T-cells(Poor)_source | CLEC2B_ligand | CD8+,T-cells(Poor)_target | KLRB1_receptor | 1.125e-07 | 0.01 | CLEC | Cell-Cell Contact | PMID: 24223577 |
| Macrophages(Nos)_source | CLEC2B_ligand | CD8+,T-cells(Poor)_target | KLRB1_receptor | 4.260e-07 | 0.0 | CLEC | Cell-Cell Contact | PMID: 24223577 |
| B-cells(Nos)_source | CD69_ligand | CD4+,T-cells(Nos)_target | KLRB1_receptor | 3.265e-03 | 0.0 | CLEC | Cell-Cell Contact | PMID: 24223577 |
| CD4+,T-cells(Nos)_source | CD69_ligand | CD4+,T-cells(Nos)_target | KLRB1_receptor | 4.551e-03 | 0.0 | CLEC | Cell-Cell Contact | PMID: 24223577 |
| CD8+,T-cells(Nos)_source | CD69_ligand | CD4+,T-cells(Nos)_target | KLRB1_receptor | 3.176e-03 | 0.0 | CLEC | Cell-Cell Contact | PMID: 24223577 |
| CD8+,T-cells(Poor)_source | CD69_ligand | CD4+,T-cells(Nos)_target | KLRB1_receptor | 1.931e-05 | 0.0 | CLEC | Cell-Cell Contact | PMID: 24223577 |
| Macrophages(Nos)_source | CD69_ligand | CD4+,T-cells(Nos)_target | KLRB1_receptor | 6.146e-05 | 0.0 | CLEC | Cell-Cell Contact | PMID: 24223577 |
| CD8+,T-cells(Poor)_source | ICAM2_ligand | B-cells(Nos)_target | ITGAL_ITGB2_receptor | 7.551e-07 | 0.02 | ICAM | Cell-Cell Contact | KEGG: hsa04514 |
| Macrophages(Good)_source | ICAM2_ligand | B-cells(Nos)_target | ITGAL_ITGB2_receptor | 1.064e-06 | 0.02 | ICAM | Cell-Cell Contact | KEGG: hsa04514 |
| CD8+,T-cells(Poor)_source | ICAM2_ligand | CD4+,T-cells(Nos)_target | ITGAL_ITGB2_receptor | 1.021e-06 | 0.02 | ICAM | Cell-Cell Contact | KEGG: hsa04514 |
| Macrophages(Good)_source | ICAM2_ligand | CD4+,T-cells(Nos)_target | ITGAL_ITGB2_receptor | 1.438e-06 | 0.01 | ICAM | Cell-Cell Contact | KEGG: hsa04514 |
| CD8+,T-cells(Poor)_source | ICAM2_ligand | CD8+,T-cells(Nos)_target | ITGAL_ITGB2_receptor | 1.829e-06 | 0.0 | ICAM | Cell-Cell Contact | KEGG: hsa04514 |
| Macrophages(Good)_source | ICAM2_ligand | CD8+,T-cells(Nos)_target | ITGAL_ITGB2_receptor | 2.576e-06 | 0.0 | ICAM | Cell-Cell Contact | KEGG: hsa04514 |
| CD8+,T-cells(Poor)_source | ICAM2_ligand | CD8+,T-cells(Poor)_target | ITGAL_ITGB2_receptor | 1.029e-07 | 0.0 | ICAM | Cell-Cell Contact | KEGG: hsa04514 |
| Macrophages(Good)_source | ICAM2_ligand | CD8+,T-cells(Poor)_target | ITGAL_ITGB2_receptor | 1.449e-07 | 0.0 | ICAM | Cell-Cell Contact | KEGG: hsa04514 |
| CD8+,T-cells(Poor)_source | ICAM2_ligand | Macrophages(Nos)_target | ITGAL_ITGB2_receptor | 2.755e-07 | 0.0 | ICAM | Cell-Cell Contact | KEGG: hsa04514 |
| Macrophages(Good)_source | ICAM2_ligand | Macrophages(Nos)_target | ITGAL_ITGB2_receptor | 3.880e-07 | 0.0 | ICAM | Cell-Cell Contact | KEGG: hsa04514 |
| B-cells(Nos)_source | ITGB2_ligand | CD8+,T-cells(Poor)_target | ICAM2_receptor | 3.777e-06 | 0.02 | ITGB2 | Cell-Cell Contact | KEGG: hsa04514 |
| CD4+,T-cells(Nos)_source | ITGB2_ligand | CD8+,T-cells(Poor)_target | ICAM2_receptor | 5.090e-06 | 0.02 | ITGB2 | Cell-Cell Contact | KEGG: hsa04514 |
| CD8+,T-cells(Nos)_source | ITGB2_ligand | CD8+,T-cells(Poor)_target | ICAM2_receptor | 8.616e-06 | 0.0 | ITGB2 | Cell-Cell Contact | KEGG: hsa04514 |
| CD8+,T-cells(Poor)_source | ITGB2_ligand | CD8+,T-cells(Poor)_target | ICAM2_receptor | 2.261e-07 | 0.0 | ITGB2 | Cell-Cell Contact | KEGG: hsa04514 |
| Macrophages(Nos)_source | ITGB2_ligand | CD8+,T-cells(Poor)_target | ICAM2_receptor | 1.319e-06 | 0.0 | ITGB2 | Cell-Cell Contact | KEGG: hsa04514 |
| B-cells(Nos)_source | ITGB2_ligand | Macrophages(Good)_target | ICAM2_receptor | 5.319e-06 | 0.02 | ITGB2 | Cell-Cell Contact | KEGG: hsa04514 |
| CD4+,T-cells(Nos)_source | ITGB2_ligand | Macrophages(Good)_target | ICAM2_receptor | 7.167e-06 | 0.01 | ITGB2 | Cell-Cell Contact | KEGG: hsa04514 |
| CD8+,T-cells(Nos)_source | ITGB2_ligand | Macrophages(Good)_target | ICAM2_receptor | 1.212e-05 | 0.0 | ITGB2 | Cell-Cell Contact | KEGG: hsa04514 |
| CD8+,T-cells(Poor)_source | ITGB2_ligand | Macrophages(Good)_target | ICAM2_receptor | 3.181e-07 | 0.0 | ITGB2 | Cell-Cell Contact | KEGG: hsa04514 |
| Macrophages(Nos)_source | ITGB2_ligand | Macrophages(Good)_target | ICAM2_receptor | 1.855e-06 | 0.0 | ITGB2 | Cell-Cell Contact | KEGG: hsa04514 |
| B-cells(Nos)_source | HLA-DPA1_ligand | B-cells(Nos)_target | CD4_receptor | 9.362e-03 | 0.0 | MHC-II | Cell-Cell Contact | KEGG: hsa04514 |
| Macrophages(Nos)_source | HLA-DPA1_ligand | B-cells(Nos)_target | CD4_receptor | 8.560e-04 | 0.0 | MHC-II | Cell-Cell Contact | KEGG: hsa04514 |
| B-cells(Nos)_source | HLA-DPA1_ligand | CD8+,T-cells(Nos)_target | CD4_receptor | 3.355e-03 | 0.0 | MHC-II | Cell-Cell Contact | KEGG: hsa04514 |
| Macrophages(Nos)_source | HLA-DPA1_ligand | CD8+,T-cells(Nos)_target | CD4_receptor | 3.084e-04 | 0.0 | MHC-II | Cell-Cell Contact | KEGG: hsa04514 |
| B-cells(Nos)_source | HLA-DPA1_ligand | CD8+,T-cells(Poor)_target | CD4_receptor | 1.908e-04 | 0.0 | MHC-II | Cell-Cell Contact | KEGG: hsa04514 |
| Macrophages(Nos)_source | HLA-DPA1_ligand | CD8+,T-cells(Poor)_target | CD4_receptor | 1.741e-05 | 0.0 | MHC-II | Cell-Cell Contact | KEGG: hsa04514 |
| B-cells(Nos)_source | HLA-DPA1_ligand | Macrophages(Nos)_target | CD4_receptor | 1.148e-03 | 0.0 | MHC-II | Cell-Cell Contact | KEGG: hsa04514 |
| Macrophages(Nos)_source | HLA-DPA1_ligand | Macrophages(Nos)_target | CD4_receptor | 1.044e-04 | 0.0 | MHC-II | Cell-Cell Contact | KEGG: hsa04514 |
| B-cells(Nos)_source | HLA-DPB1_ligand | B-cells(Nos)_target | CD4_receptor | 8.903e-03 | 0.0 | MHC-II | Cell-Cell Contact | KEGG: hsa04514 |
| Macrophages(Nos)_source | HLA-DPB1_ligand | B-cells(Nos)_target | CD4_receptor | 8.368e-04 | 0.0 | MHC-II | Cell-Cell Contact | KEGG: hsa04514 |
| B-cells(Nos)_source | HLA-DPB1_ligand | CD8+,T-cells(Nos)_target | CD4_receptor | 3.184e-03 | 0.0 | MHC-II | Cell-Cell Contact | KEGG: hsa04514 |
| Macrophages(Nos)_source | HLA-DPB1_ligand | CD8+,T-cells(Nos)_target | CD4_receptor | 3.011e-04 | 0.0 | MHC-II | Cell-Cell Contact | KEGG: hsa04514 |
| B-cells(Nos)_source | HLA-DPB1_ligand | CD8+,T-cells(Poor)_target | CD4_receptor | 1.816e-04 | 0.0 | MHC-II | Cell-Cell Contact | KEGG: hsa04514 |
| Macrophages(Nos)_source | HLA-DPB1_ligand | CD8+,T-cells(Poor)_target | CD4_receptor | 1.703e-05 | 0.0 | MHC-II | Cell-Cell Contact | KEGG: hsa04514 |
| B-cells(Nos)_source | HLA-DPB1_ligand | Macrophages(Nos)_target | CD4_receptor | 1.094e-03 | 0.0 | MHC-II | Cell-Cell Contact | KEGG: hsa04514 |
| Macrophages(Nos)_source | HLA-DPB1_ligand | Macrophages(Nos)_target | CD4_receptor | 1.022e-04 | 0.0 | MHC-II | Cell-Cell Contact | KEGG: hsa04514 |
| B-cells(Nos)_source | HLA-DQA1_ligand | B-cells(Nos)_target | CD4_receptor | 7.229e-03 | 0.0 | MHC-II | Cell-Cell Contact | KEGG: hsa04514 |
| Macrophages(Nos)_source | HLA-DQA1_ligand | B-cells(Nos)_target | CD4_receptor | 6.631e-04 | 0.0 | MHC-II | Cell-Cell Contact | KEGG: hsa04514 |
| B-cells(Nos)_source | HLA-DQA1_ligand | CD8+,T-cells(Nos)_target | CD4_receptor | 2.565e-03 | 0.0 | MHC-II | Cell-Cell Contact | KEGG: hsa04514 |
| Macrophages(Nos)_source | HLA-DQA1_ligand | CD8+,T-cells(Nos)_target | CD4_receptor | 2.363e-04 | 0.0 | MHC-II | Cell-Cell Contact | KEGG: hsa04514 |
| B-cells(Nos)_source | HLA-DQA1_ligand | CD8+,T-cells(Poor)_target | CD4_receptor | 1.479e-04 | 0.0 | MHC-II | Cell-Cell Contact | KEGG: hsa04514 |
| Macrophages(Nos)_source | HLA-DQA1_ligand | CD8+,T-cells(Poor)_target | CD4_receptor | 1.354e-05 | 0.0 | MHC-II | Cell-Cell Contact | KEGG: hsa04514 |
| B-cells(Nos)_source | HLA-DQA1_ligand | Macrophages(Nos)_target | CD4_receptor | 8.955e-04 | 0.0 | MHC-II | Cell-Cell Contact | KEGG: hsa04514 |
| Macrophages(Nos)_source | HLA-DQA1_ligand | Macrophages(Nos)_target | CD4_receptor | 8.180e-05 | 0.0 | MHC-II | Cell-Cell Contact | KEGG: hsa04514 |
| B-cells(Nos)_source | HLA-DMA_ligand | B-cells(Nos)_target | CD4_receptor | 4.518e-03 | 0.0 | MHC-II | Cell-Cell Contact | KEGG: hsa04514 |
| Macrophages(Nos)_source | HLA-DMA_ligand | B-cells(Nos)_target | CD4_receptor | 5.155e-04 | 0.0 | MHC-II | Cell-Cell Contact | KEGG: hsa04514 |
| B-cells(Nos)_source | HLA-DMA_ligand | CD8+,T-cells(Nos)_target | CD4_receptor | 1.583e-03 | 0.0 | MHC-II | Cell-Cell Contact | KEGG: hsa04514 |
| Macrophages(Nos)_source | HLA-DMA_ligand | CD8+,T-cells(Nos)_target | CD4_receptor | 1.821e-04 | 0.0 | MHC-II | Cell-Cell Contact | KEGG: hsa04514 |
| B-cells(Nos)_source | HLA-DMA_ligand | CD8+,T-cells(Poor)_target | CD4_receptor | 9.285e-05 | 0.0 | MHC-II | Cell-Cell Contact | KEGG: hsa04514 |
| Macrophages(Nos)_source | HLA-DMA_ligand | CD8+,T-cells(Poor)_target | CD4_receptor | 1.056e-05 | 0.0 | MHC-II | Cell-Cell Contact | KEGG: hsa04514 |
| B-cells(Nos)_source | HLA-DMA_ligand | Macrophages(Nos)_target | CD4_receptor | 5.669e-04 | 0.0 | MHC-II | Cell-Cell Contact | KEGG: hsa04514 |
| Macrophages(Good)_source | HLA-DMA_ligand | Macrophages(Nos)_target | CD4_receptor | 2.494e-06 | 0.04 | MHC-II | Cell-Cell Contact | KEGG: hsa04514 |
| Macrophages(Nos)_source | HLA-DMA_ligand | Macrophages(Nos)_target | CD4_receptor | 6.413e-05 | 0.0 | MHC-II | Cell-Cell Contact | KEGG: hsa04514 |
| B-cells(Nos)_source | HLA-DMB_ligand | B-cells(Nos)_target | CD4_receptor | 3.828e-03 | 0.0 | MHC-II | Cell-Cell Contact | KEGG: hsa04514 |
| Macrophages(Nos)_source | HLA-DMB_ligand | B-cells(Nos)_target | CD4_receptor | 3.304e-04 | 0.0 | MHC-II | Cell-Cell Contact | KEGG: hsa04514 |
| B-cells(Nos)_source | HLA-DMB_ligand | CD8+,T-cells(Nos)_target | CD4_receptor | 1.337e-03 | 0.0 | MHC-II | Cell-Cell Contact | KEGG: hsa04514 |
| Macrophages(Nos)_source | HLA-DMB_ligand | CD8+,T-cells(Nos)_target | CD4_receptor | 1.155e-04 | 0.0 | MHC-II | Cell-Cell Contact | KEGG: hsa04514 |
| B-cells(Nos)_source | HLA-DMB_ligand | CD8+,T-cells(Poor)_target | CD4_receptor | 7.877e-05 | 0.0 | MHC-II | Cell-Cell Contact | KEGG: hsa04514 |
| Macrophages(Nos)_source | HLA-DMB_ligand | CD8+,T-cells(Poor)_target | CD4_receptor | 6.794e-06 | 0.0 | MHC-II | Cell-Cell Contact | KEGG: hsa04514 |
| B-cells(Nos)_source | HLA-DMB_ligand | Macrophages(Nos)_target | CD4_receptor | 4.819e-04 | 0.0 | MHC-II | Cell-Cell Contact | KEGG: hsa04514 |
| Macrophages(Nos)_source | HLA-DMB_ligand | Macrophages(Nos)_target | CD4_receptor | 4.154e-05 | 0.0 | MHC-II | Cell-Cell Contact | KEGG: hsa04514 |
| B-cells(Nos)_source | HLA-DOB_ligand | B-cells(Nos)_target | CD4_receptor | 7.198e-04 | 0.0 | MHC-II | Cell-Cell Contact | KEGG: hsa04514 |
| Macrophages(Good)_source | HLA-DOB_ligand | B-cells(Nos)_target | CD4_receptor | 9.429e-06 | 0.0 | MHC-II | Cell-Cell Contact | KEGG: hsa04514 |
| B-cells(Nos)_source | HLA-DOB_ligand | CD4+,T-cells(Nos)_target | CD4_receptor | 8.255e-05 | 0.0 | MHC-II | Cell-Cell Contact | KEGG: hsa04514 |
| Macrophages(Good)_source | HLA-DOB_ligand | CD4+,T-cells(Nos)_target | CD4_receptor | 1.079e-06 | 0.03 | MHC-II | Cell-Cell Contact | KEGG: hsa04514 |
| B-cells(Nos)_source | HLA-DOB_ligand | CD8+,T-cells(Nos)_target | CD4_receptor | 2.479e-04 | 0.0 | MHC-II | Cell-Cell Contact | KEGG: hsa04514 |
| Macrophages(Good)_source | HLA-DOB_ligand | CD8+,T-cells(Nos)_target | CD4_receptor | 3.245e-06 | 0.0 | MHC-II | Cell-Cell Contact | KEGG: hsa04514 |
| B-cells(Nos)_source | HLA-DOB_ligand | CD8+,T-cells(Poor)_target | CD4_receptor | 1.489e-05 | 0.0 | MHC-II | Cell-Cell Contact | KEGG: hsa04514 |
| Macrophages(Good)_source | HLA-DOB_ligand | CD8+,T-cells(Poor)_target | CD4_receptor | 1.951e-07 | 0.0 | MHC-II | Cell-Cell Contact | KEGG: hsa04514 |
| B-cells(Nos)_source | HLA-DOB_ligand | Macrophages(Good)_target | CD4_receptor | 1.894e-06 | 0.0 | MHC-II | Cell-Cell Contact | KEGG: hsa04514 |
| Macrophages(Good)_source | HLA-DOB_ligand | Macrophages(Good)_target | CD4_receptor | 2.476e-08 | 0.03 | MHC-II | Cell-Cell Contact | KEGG: hsa04514 |
| B-cells(Nos)_source | HLA-DOB_ligand | Macrophages(Nos)_target | CD4_receptor | 9.197e-05 | 0.0 | MHC-II | Cell-Cell Contact | KEGG: hsa04514 |
| Macrophages(Good)_source | HLA-DOB_ligand | Macrophages(Nos)_target | CD4_receptor | 1.206e-06 | 0.0 | MHC-II | Cell-Cell Contact | KEGG: hsa04514 |
| B-cells(Nos)_source | HLA-DQB1_ligand | B-cells(Nos)_target | CD4_receptor | 7.688e-03 | 0.0 | MHC-II | Cell-Cell Contact | KEGG: hsa04514 |
| Macrophages(Nos)_source | HLA-DQB1_ligand | B-cells(Nos)_target | CD4_receptor | 7.153e-04 | 0.0 | MHC-II | Cell-Cell Contact | KEGG: hsa04514 |
| B-cells(Nos)_source | HLA-DQB1_ligand | CD8+,T-cells(Nos)_target | CD4_receptor | 2.733e-03 | 0.0 | MHC-II | Cell-Cell Contact | KEGG: hsa04514 |
| Macrophages(Nos)_source | HLA-DQB1_ligand | CD8+,T-cells(Nos)_target | CD4_receptor | 2.556e-04 | 0.0 | MHC-II | Cell-Cell Contact | KEGG: hsa04514 |
| B-cells(Nos)_source | HLA-DQB1_ligand | CD8+,T-cells(Poor)_target | CD4_receptor | 1.571e-04 | 0.0 | MHC-II | Cell-Cell Contact | KEGG: hsa04514 |
| Macrophages(Nos)_source | HLA-DQB1_ligand | CD8+,T-cells(Poor)_target | CD4_receptor | 1.459e-05 | 0.0 | MHC-II | Cell-Cell Contact | KEGG: hsa04514 |
| B-cells(Nos)_source | HLA-DQB1_ligand | Macrophages(Nos)_target | CD4_receptor | 9.503e-04 | 0.0 | MHC-II | Cell-Cell Contact | KEGG: hsa04514 |
| Macrophages(Nos)_source | HLA-DQB1_ligand | Macrophages(Nos)_target | CD4_receptor | 8.797e-05 | 0.0 | MHC-II | Cell-Cell Contact | KEGG: hsa04514 |
| B-cells(Nos)_source | HLA-DRA_ligand | B-cells(Nos)_target | CD4_receptor | 1.214e-02 | 0.0 | MHC-II | Cell-Cell Contact | KEGG: hsa04514 |
| Macrophages(Nos)_source | HLA-DRA_ligand | B-cells(Nos)_target | CD4_receptor | 1.060e-03 | 0.0 | MHC-II | Cell-Cell Contact | KEGG: hsa04514 |
| B-cells(Nos)_source | HLA-DRA_ligand | CD8+,T-cells(Nos)_target | CD4_receptor | 4.408e-03 | 0.0 | MHC-II | Cell-Cell Contact | KEGG: hsa04514 |
| Macrophages(Nos)_source | HLA-DRA_ligand | CD8+,T-cells(Nos)_target | CD4_receptor | 3.863e-04 | 0.0 | MHC-II | Cell-Cell Contact | KEGG: hsa04514 |
| B-cells(Nos)_source | HLA-DRA_ligand | CD8+,T-cells(Poor)_target | CD4_receptor | 2.463e-04 | 0.0 | MHC-II | Cell-Cell Contact | KEGG: hsa04514 |
| Macrophages(Nos)_source | HLA-DRA_ligand | CD8+,T-cells(Poor)_target | CD4_receptor | 2.146e-05 | 0.0 | MHC-II | Cell-Cell Contact | KEGG: hsa04514 |
| B-cells(Nos)_source | HLA-DRA_ligand | Macrophages(Nos)_target | CD4_receptor | 1.470e-03 | 0.0 | MHC-II | Cell-Cell Contact | KEGG: hsa04514 |
| Macrophages(Nos)_source | HLA-DRA_ligand | Macrophages(Nos)_target | CD4_receptor | 1.278e-04 | 0.0 | MHC-II | Cell-Cell Contact | KEGG: hsa04514 |
| B-cells(Nos)_source | HLA-DRB1_ligand | B-cells(Nos)_target | CD4_receptor | 6.334e-03 | 0.0 | MHC-II | Cell-Cell Contact | KEGG: hsa04514 |
| Macrophages(Nos)_source | HLA-DRB1_ligand | B-cells(Nos)_target | CD4_receptor | 6.247e-04 | 0.0 | MHC-II | Cell-Cell Contact | KEGG: hsa04514 |
| B-cells(Nos)_source | HLA-DRB1_ligand | CD8+,T-cells(Nos)_target | CD4_receptor | 2.238e-03 | 0.0 | MHC-II | Cell-Cell Contact | KEGG: hsa04514 |
| Macrophages(Nos)_source | HLA-DRB1_ligand | CD8+,T-cells(Nos)_target | CD4_receptor | 2.221e-04 | 0.0 | MHC-II | Cell-Cell Contact | KEGG: hsa04514 |
| B-cells(Nos)_source | HLA-DRB1_ligand | CD8+,T-cells(Poor)_target | CD4_receptor | 1.297e-04 | 0.0 | MHC-II | Cell-Cell Contact | KEGG: hsa04514 |
| Macrophages(Nos)_source | HLA-DRB1_ligand | CD8+,T-cells(Poor)_target | CD4_receptor | 1.277e-05 | 0.0 | MHC-II | Cell-Cell Contact | KEGG: hsa04514 |
| B-cells(Nos)_source | HLA-DRB1_ligand | Macrophages(Nos)_target | CD4_receptor | 7.879e-04 | 0.0 | MHC-II | Cell-Cell Contact | KEGG: hsa04514 |
| CD8+,T-cells(Nos)_source | HLA-DRB1_ligand | Macrophages(Nos)_target | CD4_receptor | 1.904e-04 | 0.0 | MHC-II | Cell-Cell Contact | KEGG: hsa04514 |
| CD8+,T-cells(Poor)_source | HLA-DRB1_ligand | Macrophages(Nos)_target | CD4_receptor | 4.786e-06 | 0.01 | MHC-II | Cell-Cell Contact | KEGG: hsa04514 |
| Macrophages(Nos)_source | HLA-DRB1_ligand | Macrophages(Nos)_target | CD4_receptor | 7.722e-05 | 0.0 | MHC-II | Cell-Cell Contact | KEGG: hsa04514 |