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 451
6
Diseases
9
Unique genes
0.317
Avg. similarity score
Autosomal recessive spinocerebellar ataxia 2
Most-connected disease (4 links)
Disease
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Node size = connections within this cluster · edge thickness = similarity strength · hover an edge for its details ·
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Autosomal recessive spinocerebellar ataxia 2
Cerebelloparenchymal disorder
Normal pressure hydrocephalus
Spinocerebellar ataxia, autosomal recessive 2 ar
Ptosis
Spermatogenic failure 19
Member diseases (most connected first ‐ the cluster's core)
| Disease ⇵ | Connections in cluster ⇵ | Significant partners ⇵ | Curated genes ⇵ |
|---|---|---|---|
| Autosomal recessive spinocerebellar ataxia 2 | 4 | 4 | 1 |
| Cerebelloparenchymal disorder | 4 | 4 | 1 |
| Normal pressure hydrocephalus | 4 | 4 | 2 |
| Spinocerebellar ataxia, autosomal recessive 2 ar | 4 | 4 | 1 |
| Ptosis | 3 | 3 | 8 |
| Spermatogenic failure 19 | 1 | 1 | 1 |
Top shared genes (genes linked to 2+ member diseases)
| Gene ⇵ | Member diseases ⇵ | Linked diseases |
|---|---|---|
| PMPCA | 5 / 6 | Autosomal recessive spinocerebellar ataxia 2, Cerebelloparenchymal disorder, Normal pressure hydrocephalus, Ptosis and 1 more |
| CFAP43 | 2 / 6 | Normal pressure hydrocephalus, Spermatogenic failure 19 |
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)
None of these pathways reaches significance (all FDR q ≥ 0.05). They’re the best candidates found, but treat them as weak evidence for why this cluster groups together.
| Pathway ⇵ | Source ⇵ | Overlap genes ⇵ | Fold enrichment ⇵ | P-value ⇵ | FDR q-value ⇵ |
|---|---|---|---|---|---|
| Formation of annular gap junctions | Reactome | 1 / 11 | 121× | 8.22e-3 | 5.04e-2 |
| Cell-extracellular matrix interactions | Reactome | 1 / 12 | 111× | 8.96e-3 | 5.31e-2 |
| Gap junction degradation | Reactome | 1 / 12 | 111× | 8.96e-3 | 5.31e-2 |
| Interaction between L1 and Ankyrins | Reactome | 1 / 13 | 103× | 9.70e-3 | 5.59e-2 |
| Processing of SMDT1 | Reactome | 1 / 16 | 83.4× | 1.19e-2 | 6.32e-2 |
| Adherens junctions interactions | Reactome | 1 / 32 | 41.7× | 2.37e-2 | 9.46e-2 |
| RHO GTPases activate IQGAPs | Reactome | 1 / 32 | 41.7× | 2.37e-2 | 9.46e-2 |
| RHO GTPases Activate WASPs and WAVEs | Reactome | 1 / 36 | 37.1× | 2.67e-2 | 1.01e-1 |
| Signaling by high-kinase activity BRAF mutants | Reactome | 1 / 36 | 37.1× | 2.67e-2 | 1.01e-1 |
| EPHB-mediated forward signaling | Reactome | 1 / 39 | 34.2× | 2.89e-2 | 1.06e-1 |
| MAP2K and MAPK activation | Reactome | 1 / 40 | 33.4× | 2.96e-2 | 1.07e-1 |
| Recycling pathway of L1 | Reactome | 1 / 40 | 33.4× | 2.96e-2 | 1.07e-1 |
| Signaling by moderate kinase activity BRAF mutants | Reactome | 1 / 47 | 28.4× | 3.47e-2 | 1.17e-1 |
| Paradoxical activation of RAF signaling by kinase inactive BRAF | Reactome | 1 / 47 | 28.4× | 3.47e-2 | 1.17e-1 |
| Signaling downstream of RAS mutants | Reactome | 1 / 47 | 28.4× | 3.47e-2 | 1.17e-1 |
Enriched GO Terms (Biological Process, a second line of biological evidence)
| GO term ⇵ | GO ID ⇵ | Overlap genes ⇵ | Fold enrichment ⇵ | P-value ⇵ | FDR q-value ⇵ |
|---|---|---|---|---|---|
| establishment of epithelial cell apical/basal polarity involved in camera-type eye morphogenesis | GO:0003412 | 1 / 1 | 2,076× | 4.82e-4 | 9.24e-3 ✓ sig. |
| positive regulation of protein geranylgeranylation | GO:2000541 | 1 / 1 | 2,076× | 4.82e-4 | 9.24e-3 ✓ sig. |
| negative regulation of DNA methylation-dependent heterochromatin formation | GO:0090310 | 1 / 2 | 1,038× | 9.63e-4 | 1.42e-2 ✓ sig. |
| positive regulation of gene expression | GO:0010628 | 3 / 504 | 12.4× | 1.45e-3 | 1.80e-2 ✓ sig. |
| regulation of transepithelial transport | GO:0150111 | 1 / 4 | 519× | 1.93e-3 | 2.07e-2 ✓ sig. |
| protein processing involved in protein targeting to mitochondrion | GO:0006627 | 1 / 5 | 415× | 2.41e-3 | 2.32e-2 ✓ sig. |
| cardiolipin biosynthetic process | GO:0032049 | 1 / 5 | 415× | 2.41e-3 | 2.32e-2 ✓ sig. |
| morphogenesis of a polarized epithelium | GO:0001738 | 1 / 6 | 346× | 2.89e-3 | 2.55e-2 ✓ sig. |
| protein localization to bicellular tight junction | GO:1902396 | 1 / 6 | 346× | 2.89e-3 | 2.55e-2 ✓ sig. |
| response to potassium ion | GO:0035864 | 1 / 8 | 260× | 3.85e-3 | 2.94e-2 ✓ sig. |
| tight junction assembly | GO:0120192 | 1 / 8 | 260× | 3.85e-3 | 2.94e-2 ✓ sig. |
| mitochondrial transcription | GO:0006390 | 1 / 8 | 260× | 3.85e-3 | 2.94e-2 ✓ sig. |
| regulation of cilium beat frequency | GO:0003356 | 1 / 8 | 260× | 3.85e-3 | 2.94e-2 ✓ sig. |
| T-helper 2 cell differentiation | GO:0045064 | 1 / 9 | 231× | 4.33e-3 | 3.11e-2 ✓ sig. |
| skeletal muscle acetylcholine-gated channel clustering | GO:0071340 | 1 / 9 | 231× | 4.33e-3 | 3.11e-2 ✓ sig. |