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 396
5
Diseases
23
Unique genes
0.229
Avg. similarity score
Congenital skin anomaly
Most-connected disease (4 links)
Disease
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Congenital skin anomaly
Skin abnormalities
Brittle cornea syndrome
Congenital anomaly of limb
geroderma osteodysplastica
Member diseases (most connected first ‐ the cluster's core)
| Disease ⇵ | Connections in cluster ⇵ | Significant partners ⇵ | Curated genes ⇵ |
|---|---|---|---|
| Congenital skin anomaly | 4 | 4 | 10 |
| Skin abnormalities | 4 | 4 | 10 |
| Brittle cornea syndrome | 2 | 2 | 2 |
| Congenital anomaly of limb | 2 | 2 | 16 |
| geroderma osteodysplastica | 2 | 2 | 1 |
Top shared genes (genes linked to 2+ member diseases)
| Gene ⇵ | Member diseases ⇵ | Linked diseases |
|---|---|---|
| CHUK | 3 / 5 | Congenital anomaly of limb, Congenital skin anomaly, Skin abnormalities |
| FGFR2 | 3 / 5 | Congenital anomaly of limb, Congenital skin anomaly, Skin abnormalities |
| GORAB | 3 / 5 | Congenital skin anomaly, geroderma osteodysplastica, Skin abnormalities |
| IRF6 | 3 / 5 | Congenital anomaly of limb, Congenital skin anomaly, Skin abnormalities |
| TP63 | 3 / 5 | Congenital anomaly of limb, Congenital skin anomaly, Skin abnormalities |
| ZNF469 | 3 / 5 | Brittle cornea syndrome, Congenital skin anomaly, Skin abnormalities |
| APAF1 | 2 / 5 | Congenital skin anomaly, Skin abnormalities |
| ERCC2 | 2 / 5 | Congenital skin anomaly, Skin abnormalities |
| SOD2 | 2 / 5 | Congenital skin anomaly, Skin abnormalities |
| SUPV3L1 | 2 / 5 | Congenital skin anomaly, Skin abnormalities |
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 ⇵ |
|---|---|---|---|---|---|
| TP53 Regulates Transcription of Caspase Activators and Caspases | Reactome | 2 / 12 | 87.0× | 2.29e-4 | 4.35e-3 ✓ sig. |
| POU5F1 (OCT4), SOX2, NANOG activate genes related to proliferation | Reactome | 2 / 13 | 80.3× | 2.70e-4 | 4.95e-3 ✓ sig. |
| Signaling by FGFR2 amplification mutants | Reactome | 1 / 1 | 522× | 1.92e-3 | 2.20e-2 ✓ sig. |
| Signaling by FGFR2 fusions | Reactome | 1 / 1 | 522× | 1.92e-3 | 2.20e-2 ✓ sig. |
| FoxO signaling pathway | KEGG | 3 / 133 | 11.8× | 2.00e-3 | 2.28e-2 ✓ sig. |
| MAPK signaling pathway | KEGG | 4 / 299 | 7.0× | 2.29e-3 | 2.53e-2 ✓ sig. |
| Hepatitis B | KEGG | 3 / 163 | 9.6× | 3.56e-3 | 3.47e-2 ✓ sig. |
| IKBKB deficiency causes SCID | Reactome | 1 / 3 | 174× | 5.73e-3 | 4.80e-2 ✓ sig. |
| IKBKG deficiency causes anhidrotic ectodermal dysplasia with immunodeficiency (EDA-ID) (via TLR) | Reactome | 1 / 3 | 174× | 5.73e-3 | 4.80e-2 ✓ sig. |
| Lipid and atherosclerosis | KEGG | 3 / 216 | 7.3× | 7.79e-3 | 5.87e-2 |
| p53 signaling pathway | KEGG | 2 / 75 | 13.9× | 8.94e-3 | 6.42e-2 |
| Pancreatic cancer | KEGG | 2 / 77 | 13.6× | 9.41e-3 | 6.62e-2 |
| Chronic myeloid leukemia | KEGG | 2 / 77 | 13.6× | 9.41e-3 | 6.62e-2 |
| Formation of apoptosome | Reactome | 1 / 6 | 87.0× | 1.14e-2 | 7.44e-2 |
| Activation of caspases through apoptosome-mediated cleavage | Reactome | 1 / 6 | 87.0× | 1.14e-2 | 7.44e-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 ⇵ |
|---|---|---|---|---|---|
| skeletal system development | GO:0001501 | 8 / 151 | 43.0× | 6.67e-12 | 2.56e-9 ✓ sig. |
| cranial skeletal system development | GO:1904888 | 4 / 18 | 181× | 5.27e-9 | 9.78e-7 ✓ sig. |
| embryonic digit morphogenesis | GO:0042733 | 5 / 57 | 71.3× | 7.12e-9 | 1.28e-6 ✓ sig. |
| embryonic limb morphogenesis | GO:0030326 | 5 / 59 | 68.9× | 8.50e-9 | 1.49e-6 ✓ sig. |
| embryonic forelimb morphogenesis | GO:0035115 | 4 / 33 | 98.5× | 6.97e-8 | 8.94e-6 ✓ sig. |
| hair follicle morphogenesis | GO:0031069 | 4 / 34 | 95.6× | 7.89e-8 | 9.86e-6 ✓ sig. |
| regulation of extracellular matrix organization | GO:1903053 | 3 / 12 | 203× | 3.56e-7 | 3.51e-5 ✓ sig. |
| prostate gland development | GO:0030850 | 3 / 16 | 152× | 9.03e-7 | 7.62e-5 ✓ sig. |
| regulation of transcription by RNA polymerase II | GO:0006357 | 11 / 1,602 | 5.6× | 9.11e-7 | 7.69e-5 ✓ sig. |
| squamous basal epithelial stem cell differentiation involved in prostate gland acinus development | GO:0060529 | 2 / 2 | 812× | 1.45e-6 | 1.11e-4 ✓ sig. |
| positive regulation of transcription by RNA polymerase II | GO:0045944 | 9 / 1,208 | 6.1× | 6.83e-6 | 3.85e-4 ✓ sig. |
| heart development | GO:0007507 | 5 / 273 | 14.9× | 1.74e-5 | 8.04e-4 ✓ sig. |
| positive regulation of cell cycle | GO:0045787 | 3 / 44 | 55.4× | 2.09e-5 | 9.29e-4 ✓ sig. |
| branching involved in ureteric bud morphogenesis | GO:0001658 | 3 / 45 | 54.2× | 2.23e-5 | 9.79e-4 ✓ sig. |
| prostate epithelial cord arborization involved in prostate glandular acinus morphogenesis | GO:0060527 | 2 / 7 | 232× | 3.03e-5 | 1.23e-3 ✓ sig. |
Pairs within this cluster, by significance
| Disease A ⇵ | Disease B ⇵ | Similarity score ⇵ | Shared genes ⇵ | P-value ⇵ | FDR q-value ⇵ |
|---|---|---|---|---|---|
| Congenital skin anomaly | Skin abnormalities | 0.909 | 10 | 4.86e-36 | 1.94e-34 ✓ sig. |
| Congenital anomaly of limb | Congenital skin anomaly | 0.174 | 4 | 1.63e-10 | 1.68e-9 ✓ sig. |
| Congenital anomaly of limb | Skin abnormalities | 0.174 | 4 | 1.63e-10 | 1.68e-9 ✓ sig. |
| Congenital skin anomaly | geroderma osteodysplastica | 0.091 | 1 | 6.49e-4 | 1.22e-3 ✓ sig. |
| geroderma osteodysplastica | Skin abnormalities | 0.091 | 1 | 6.49e-4 | 1.22e-3 ✓ sig. |
| Brittle cornea syndrome | Congenital skin anomaly | 0.083 | 1 | 1.30e-3 | 2.04e-3 ✓ sig. |
| Brittle cornea syndrome | Skin abnormalities | 0.083 | 1 | 1.30e-3 | 2.04e-3 ✓ sig. |