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 526
5
Diseases
9
Unique genes
0.186
Avg. similarity score
Respiratory system neoplasm
Most-connected disease (3 links)
Disease
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Respiratory system neoplasm
Wernicke-korsakoff syndrome
Acid-base disorder
Amed syndrome
Blepharitis
Member diseases (most connected first ‐ the cluster's core)
| Disease ⇵ | Connections in cluster ⇵ | Significant partners ⇵ | Curated genes ⇵ |
|---|---|---|---|
| Respiratory system neoplasm | 3 | 3 | 5 |
| Wernicke-korsakoff syndrome | 3 | 3 | 2 |
| Acid-base disorder | 2 | 2 | 2 |
| Amed syndrome | 1 | 1 | 2 |
| Blepharitis | 1 | 1 | 2 |
Top shared genes (genes linked to 2+ member diseases)
| Gene ⇵ | Member diseases ⇵ | Linked diseases |
|---|---|---|
| ADH1B | 3 / 5 | Acid-base disorder, Respiratory system neoplasm, Wernicke-korsakoff syndrome |
| ALDH2 | 2 / 5 | Amed syndrome, Wernicke-korsakoff syndrome |
| MC1R | 2 / 5 | Blepharitis, Respiratory system neoplasm |
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 ⇵ |
|---|---|---|---|---|---|
| Ethanol oxidation | Reactome | 3 / 12 | 334× | 6.38e-8 | 3.77e-6 ✓ sig. |
| Fatty acid degradation | KEGG | 3 / 43 | 93.1× | 3.54e-6 | 1.23e-4 ✓ sig. |
| Pyruvate metabolism | KEGG | 3 / 47 | 85.2× | 4.64e-6 | 1.55e-4 ✓ sig. |
| Glycolysis / Gluconeogenesis | KEGG | 3 / 67 | 59.8× | 1.36e-5 | 3.76e-4 ✓ sig. |
| Alcoholic liver disease | KEGG | 3 / 144 | 27.8× | 1.35e-4 | 2.39e-3 ✓ sig. |
| Tyrosine metabolism | KEGG | 2 / 36 | 74.1× | 3.10e-4 | 4.62e-3 ✓ sig. |
| Retinol metabolism | KEGG | 2 / 68 | 39.2× | 1.11e-3 | 1.22e-2 ✓ sig. |
| Drug metabolism - cytochrome P450 | KEGG | 2 / 73 | 36.6× | 1.28e-3 | 1.37e-2 ✓ sig. |
| Metabolism of xenobiotics by cytochrome P450 | KEGG | 2 / 79 | 33.8× | 1.49e-3 | 1.53e-2 ✓ sig. |
| Metabolism of serotonin | Reactome | 1 / 2 | 667× | 1.50e-3 | 1.54e-2 ✓ sig. |
| Interferon gamma signaling | Reactome | 2 / 87 | 30.7× | 1.81e-3 | 1.77e-2 ✓ sig. |
| Th17 cell differentiation | KEGG | 2 / 109 | 24.5× | 2.82e-3 | 2.44e-2 ✓ sig. |
| Translocation of ZAP-70 to Immunological synapse | Reactome | 1 / 19 | 70.2× | 1.42e-2 | 7.00e-2 |
| Pantothenate and CoA biosynthesis | KEGG | 1 / 21 | 63.5× | 1.56e-2 | 7.44e-2 |
| Histidine metabolism | KEGG | 1 / 22 | 60.7× | 1.64e-2 | 7.63e-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 ⇵ |
|---|---|---|---|---|---|
| retinoid metabolic process | GO:0001523 | 2 / 38 | 109× | 1.44e-4 | 4.01e-3 ✓ sig. |
| nitroglycerin metabolic process | GO:0018937 | 1 / 1 | 2,076× | 4.82e-4 | 9.24e-3 ✓ sig. |
| regulation of dopamine biosynthetic process | GO:1903179 | 1 / 1 | 2,076× | 4.82e-4 | 9.24e-3 ✓ sig. |
| regulation of serotonin biosynthetic process | GO:1905627 | 1 / 1 | 2,076× | 4.82e-4 | 9.24e-3 ✓ sig. |
| ethanol metabolic process | GO:0006067 | 1 / 2 | 1,038× | 9.63e-4 | 1.42e-2 ✓ sig. |
| formaldehyde catabolic process | GO:0046294 | 1 / 3 | 692× | 1.44e-3 | 1.79e-2 ✓ sig. |
| aldehyde catabolic process | GO:0046185 | 1 / 3 | 692× | 1.44e-3 | 1.79e-2 ✓ sig. |
| response to nitrosative stress | GO:0051409 | 1 / 4 | 519× | 1.93e-3 | 2.07e-2 ✓ sig. |
| regulation of T-helper cell differentiation | GO:0045622 | 1 / 5 | 415× | 2.41e-3 | 2.32e-2 ✓ sig. |
| fatty acid omega-oxidation | GO:0010430 | 1 / 6 | 346× | 2.89e-3 | 2.55e-2 ✓ sig. |
| cellular detoxification of aldehyde | GO:0110095 | 1 / 7 | 297× | 3.37e-3 | 2.76e-2 ✓ sig. |
| positive regulation of feeding behavior | GO:2000253 | 1 / 8 | 260× | 3.85e-3 | 2.94e-2 ✓ sig. |
| response to redox state | GO:0051775 | 1 / 11 | 189× | 5.29e-3 | 3.43e-2 ✓ sig. |
| UV-damage excision repair | GO:0070914 | 1 / 11 | 189× | 5.29e-3 | 3.43e-2 ✓ sig. |
| UV protection | GO:0009650 | 1 / 12 | 173× | 5.77e-3 | 3.56e-2 ✓ sig. |
Pairs within this cluster, by significance
| Disease A ⇵ | Disease B ⇵ | Similarity score ⇵ | Shared genes ⇵ | P-value ⇵ | FDR q-value ⇵ |
|---|---|---|---|---|---|
| Acid-base disorder | Wernicke-korsakoff syndrome | 0.250 | 1 | 2.58e-4 | 5.38e-4 ✓ sig. |
| Amed syndrome | Wernicke-korsakoff syndrome | 0.250 | 1 | 2.58e-4 | 5.38e-4 ✓ sig. |
| Acid-base disorder | Respiratory system neoplasm | 0.143 | 1 | 6.46e-4 | 1.09e-3 ✓ sig. |
| Blepharitis | Respiratory system neoplasm | 0.143 | 1 | 6.46e-4 | 1.09e-3 ✓ sig. |
| Respiratory system neoplasm | Wernicke-korsakoff syndrome | 0.143 | 1 | 6.46e-4 | 1.09e-3 ✓ sig. |