Disease Clusters?
Groups of diseases that share a large number of curated genes with each other, computed via label propagation over the shared-gene similarity graph. See also Shared-Gene Disease Pairs for pairwise comparisons.
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Cluster 176
9
Diseases
12
Unique genes
0.283
Avg. similarity score
Combined cellular and humoral immune defects with granulomas
Most-connected disease (6 links)
Disease
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Combined cellular and humoral immune defects with granulomas
Combined immunodeficiency with granulomatosis
Combined immunodeficiency with skin granulomas
Omenn syndrome
Salla disease
recombinase activating gene 2 deficiency
recombinase activating gene 1 deficiency
free sialic acid storage disease
severe combined immunodeficiency due to DCLRE1C deficiency
Member diseases (most connected first ‐ the cluster's core)
| Disease ⇵ | Connections in cluster ⇵ | Significant partners ⇵ | Curated genes ⇵ |
|---|---|---|---|
| Combined cellular and humoral immune defects with granulomas | 6 | 6 | 2 |
| Combined immunodeficiency with granulomatosis | 6 | 6 | 3 |
| Combined immunodeficiency with skin granulomas | 6 | 6 | 2 |
| Omenn syndrome | 6 | 6 | 10 |
| Salla disease | 5 | 5 | 2 |
| recombinase activating gene 2 deficiency | 5 | 5 | 1 |
| recombinase activating gene 1 deficiency | 4 | 4 | 1 |
| free sialic acid storage disease | 1 | 1 | 1 |
| severe combined immunodeficiency due to DCLRE1C deficiency | 1 | 1 | 1 |
Top shared genes (genes linked to 2+ member diseases)
| Gene ⇵ | Member diseases ⇵ | Linked diseases |
|---|---|---|
| RAG2 | 6 / 9 | Combined cellular and humoral immune defects with granulomas, Combined immunodeficiency with granulomatosis, Combined immunodeficiency with skin granulomas, Omenn syndrome and 2 more |
| RAG1 | 5 / 9 | Combined cellular and humoral immune defects with granulomas, Combined immunodeficiency with granulomatosis, Combined immunodeficiency with skin granulomas, Omenn syndrome and 1 more |
| DCLRE1C | 2 / 9 | Omenn syndrome, severe combined immunodeficiency due to DCLRE1C deficiency |
| SLC17A5 | 2 / 9 | free sialic acid storage disease, Salla disease |
What do these columns mean?
- Connections in cluster
- How many other members this disease has a shared-gene link to (the node size in the network above). The most-connected diseases are the cluster's core.
- Significant partners
- How many of those links are statistically significant (FDR q < 0.05).
- Curated genes
- Distinct curated genes linked to that disease in GeDiPNet.
- Member diseases (Top shared genes)
- How many of this cluster's diseases are linked to the gene, out of the cluster's total. Genes shared by many members are the most direct explanation of why they group together.
- Overlap genes (x / y)
- x = genes shared between this cluster and the pathway/GO term; y = that pathway/GO term's total gene count. A higher x relative to y (and to the cluster's own size) means a tighter biological match.
- Cluster gene count
- Total distinct genes across every disease in this cluster -- the "n" used in the significance test below.
- Fold enrichment
- Observed overlap divided by the overlap expected by chance, given the cluster's gene count, the pathway/term's size and the gene universe tested. 5× means five times more shared genes than random. Tells strong hits apart when q-values are all vanishingly small.
- P-value / FDR q-value
- Is this pathway/GO term's overlap with the cluster more than chance? Upper-tail hypergeometric test, Benjamini-Hochberg corrected across every tested pathway/term (prefer the q-value -- it accounts for testing many at once).
- Shared genes (Pairs within this cluster)
- Number of curated genes the two diseases in that row have in common.
- Similarity score (Pairs within this cluster)
- Jaccard-based gene overlap between the two specific diseases in that row -- same metric as the main Shared-Gene Disease Pairs page.
Enriched Pathways (why this cluster is grouped, biologically)
| Pathway ⇵ | Source ⇵ | Overlap genes ⇵ | Fold enrichment ⇵ | P-value ⇵ | FDR q-value ⇵ |
|---|---|---|---|---|---|
| Primary immunodeficiency | KEGG | 6 / 38 | 158× | 6.04e-13 | 1.37e-10 ✓ sig. |
| Non-homologous end-joining | KEGG | 2 / 13 | 154× | 7.10e-5 | 1.70e-3 ✓ sig. |
| MAPK6/MAPK4 signaling | Reactome | 3 / 89 | 33.7× | 8.25e-5 | 1.92e-3 ✓ sig. |
| FoxO signaling pathway | KEGG | 3 / 133 | 22.6× | 2.72e-4 | 4.96e-3 ✓ sig. |
| Interleukin-7 signaling | Reactome | 2 / 33 | 60.7× | 4.75e-4 | 7.66e-3 ✓ sig. |
| Defective SLC17A5 causes Salla disease (SD) and ISSD | Reactome | 1 / 1 | 1,001× | 9.99e-4 | 1.35e-2 ✓ sig. |
| Nonhomologous End-Joining (NHEJ) | Reactome | 2 / 69 | 29.0× | 2.07e-3 | 2.34e-2 ✓ sig. |
| UCH proteinases | Reactome | 2 / 97 | 20.6× | 4.04e-3 | 3.80e-2 ✓ sig. |
| 2-LTR circle formation | Reactome | 1 / 7 | 143× | 6.97e-3 | 5.45e-2 |
| Interleukin-9 signaling | Reactome | 1 / 9 | 111× | 8.96e-3 | 6.42e-2 |
| Organic anion transporters | Reactome | 1 / 10 | 100× | 9.95e-3 | 6.82e-2 |
| Interleukin-21 signaling | Reactome | 1 / 10 | 100× | 9.95e-3 | 6.82e-2 |
| JAK-STAT signaling pathway | KEGG | 2 / 168 | 11.9× | 1.17e-2 | 7.54e-2 |
| Interleukin-2 signaling | Reactome | 1 / 12 | 83.4× | 1.19e-2 | 7.61e-2 |
| Purine salvage | Reactome | 1 / 13 | 77.0× | 1.29e-2 | 7.95e-2 |
Enriched GO Terms (Biological Process, a second line of biological evidence)
| GO term ⇵ | GO ID ⇵ | Overlap genes ⇵ | Fold enrichment ⇵ | P-value ⇵ | FDR q-value ⇵ |
|---|---|---|---|---|---|
| T cell differentiation in thymus | GO:0033077 | 6 / 41 | 228× | 6.96e-14 | 3.92e-11 ✓ sig. |
| V(D)J recombination | GO:0033151 | 4 / 11 | 566× | 3.21e-11 | 1.03e-8 ✓ sig. |
| DNA recombination | GO:0006310 | 5 / 110 | 70.8× | 4.94e-9 | 9.23e-7 ✓ sig. |
| T cell differentiation | GO:0030217 | 4 / 54 | 115× | 3.03e-8 | 4.43e-6 ✓ sig. |
| positive regulation of T cell differentiation in thymus | GO:0033089 | 3 / 11 | 425× | 3.33e-8 | 4.80e-6 ✓ sig. |
| B cell differentiation | GO:0030183 | 4 / 80 | 77.9× | 1.50e-7 | 1.71e-5 ✓ sig. |
| DN2 thymocyte differentiation | GO:1904155 | 2 / 4 | 779× | 2.27e-6 | 1.59e-4 ✓ sig. |
| pre-B cell allelic exclusion | GO:0002331 | 2 / 4 | 779× | 2.27e-6 | 1.59e-4 ✓ sig. |
| chromosome organization | GO:0051276 | 3 / 51 | 91.6× | 4.14e-6 | 2.58e-4 ✓ sig. |
| interleukin-7-mediated signaling pathway | GO:0038111 | 2 / 8 | 389× | 1.06e-5 | 5.43e-4 ✓ sig. |
| negative regulation of thymocyte apoptotic process | GO:0070244 | 2 / 10 | 311× | 1.70e-5 | 7.89e-4 ✓ sig. |
| double-strand break repair | GO:0006302 | 3 / 87 | 53.7× | 2.08e-5 | 9.26e-4 ✓ sig. |
| negative regulation of T cell apoptotic process | GO:0070233 | 2 / 12 | 260× | 2.49e-5 | 1.06e-3 ✓ sig. |
| regulation of T cell differentiation | GO:0045580 | 2 / 17 | 183× | 5.11e-5 | 1.83e-3 ✓ sig. |
| cellular homeostasis | GO:0019725 | 2 / 23 | 135× | 9.49e-5 | 2.91e-3 ✓ sig. |