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 221
7
Diseases
19
Unique genes
0.327
Avg. similarity score
Visceral amyloidosis
Most-connected disease (6 links)
Disease
Searched: hypoproteinemia, hypercatabolic
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hypoproteinemia, hypercatabolic
Visceral amyloidosis
Beta2-microglobulinic amyloidosis
Hypergammaglobulinemia
amyloidosis, hereditary systemic 6
Alys amyloidosis
Amyloidosis
Member diseases (most connected first ‐ the cluster's core)
| Disease ⇵ | Connections in cluster ⇵ | Significant partners ⇵ | Curated genes ⇵ |
|---|---|---|---|
| Visceral amyloidosis | 6 | 6 | 4 |
| Beta2-microglobulinic amyloidosis | 4 | 4 | 1 |
| Hypergammaglobulinemia | 4 | 4 | 1 |
| amyloidosis, hereditary systemic 6 | 4 | 4 | 1 |
| hypoproteinemia, hypercatabolic | 4 | 4 | 1 |
| Alys amyloidosis | 2 | 2 | 1 |
| Amyloidosis | 2 | 2 | 19 |
Top shared genes (genes linked to 2+ member diseases)
| Gene ⇵ | Member diseases ⇵ | Linked diseases |
|---|---|---|
| B2M | 6 / 7 | Amyloidosis, amyloidosis, hereditary systemic 6, Beta2-microglobulinic amyloidosis, Hypergammaglobulinemia and 2 more |
| LYZ | 3 / 7 | Alys amyloidosis, Amyloidosis, Visceral amyloidosis |
| APOA1 | 2 / 7 | Amyloidosis, Visceral amyloidosis |
| FGA | 2 / 7 | Amyloidosis, Visceral amyloidosis |
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 ⇵ |
|---|---|---|---|---|---|
| Amyloid fiber formation | Reactome | 8 / 109 | 46.4× | 2.47e-12 | 4.67e-10 ✓ sig. |
| Post-translational protein phosphorylation | Reactome | 4 / 108 | 23.4× | 2.16e-5 | 6.50e-4 ✓ sig. |
| Retinoid metabolism and transport | Reactome | 3 / 41 | 46.3× | 3.45e-5 | 9.52e-4 ✓ sig. |
| Platelet degranulation | Reactome | 4 / 123 | 20.6× | 3.60e-5 | 9.87e-4 ✓ sig. |
| Regulation of Insulin-like Growth Factor (IGF) transport and uptake by Insulin-like Growth Factor Binding Proteins (IGFBPs) | Reactome | 4 / 125 | 20.2× | 3.84e-5 | 1.04e-3 ✓ sig. |
| Neutrophil degranulation | Reactome | 6 / 480 | 7.9× | 6.87e-5 | 1.67e-3 ✓ sig. |
| Chylomicron remodeling | Reactome | 2 / 9 | 140× | 8.48e-5 | 1.98e-3 ✓ sig. |
| Chylomicron assembly | Reactome | 2 / 9 | 140× | 8.48e-5 | 1.98e-3 ✓ sig. |
| HDL remodeling | Reactome | 2 / 10 | 126× | 1.06e-4 | 2.38e-3 ✓ sig. |
| Scavenging by Class A Receptors | Reactome | 2 / 11 | 115× | 1.29e-4 | 2.79e-3 ✓ sig. |
| IL-6-type cytokine receptor ligand interactions | Reactome | 2 / 17 | 74.4× | 3.18e-4 | 5.70e-3 ✓ sig. |
| Nuclear signaling by ERBB4 | Reactome | 2 / 24 | 52.7× | 6.41e-4 | 9.88e-3 ✓ sig. |
| Cholesterol metabolism | KEGG | 2 / 51 | 24.8× | 2.89e-3 | 3.04e-2 ✓ sig. |
| ECM proteoglycans | Reactome | 2 / 51 | 24.8× | 2.89e-3 | 3.04e-2 ✓ sig. |
| Defective ABCA1 causes Tangier disease | Reactome | 1 / 2 | 316× | 3.16e-3 | 3.24e-2 ✓ sig. |
Enriched GO Terms (Biological Process, a second line of biological evidence)
| GO term ⇵ | GO ID ⇵ | Overlap genes ⇵ | Fold enrichment ⇵ | P-value ⇵ | FDR q-value ⇵ |
|---|---|---|---|---|---|
| positive regulation of amyloid fibril formation | GO:1905908 | 3 / 5 | 590× | 8.90e-9 | 1.51e-6 ✓ sig. |
| amyloid precursor protein metabolic process | GO:0042982 | 3 / 12 | 246× | 1.95e-7 | 2.15e-5 ✓ sig. |
| cellular response to amyloid-beta | GO:1904646 | 4 / 53 | 74.2× | 2.17e-7 | 2.35e-5 ✓ sig. |
| lipoprotein metabolic process | GO:0042157 | 3 / 26 | 113× | 2.28e-6 | 1.63e-4 ✓ sig. |
| regulation of amyloid-beta clearance | GO:1900221 | 2 / 3 | 656× | 2.94e-6 | 2.00e-4 ✓ sig. |
| regulation of amyloid fibril formation | GO:1905906 | 2 / 3 | 656× | 2.94e-6 | 2.00e-4 ✓ sig. |
| amyloid fibril formation | GO:1990000 | 3 / 29 | 102× | 3.20e-6 | 2.15e-4 ✓ sig. |
| defense response to Gram-negative bacterium | GO:0050829 | 4 / 106 | 37.1× | 3.55e-6 | 2.33e-4 ✓ sig. |
| positive regulation of phospholipid efflux | GO:1902995 | 2 / 4 | 492× | 5.87e-6 | 3.48e-4 ✓ sig. |
| astrocyte activation involved in immune response | GO:0002265 | 2 / 4 | 492× | 5.87e-6 | 3.48e-4 ✓ sig. |
| acylglycerol homeostasis | GO:0055090 | 2 / 5 | 393× | 9.78e-6 | 5.21e-4 ✓ sig. |
| cellular response to lipoprotein particle stimulus | GO:0071402 | 2 / 5 | 393× | 9.78e-6 | 5.21e-4 ✓ sig. |
| lipoprotein biosynthetic process | GO:0042158 | 2 / 6 | 328× | 1.47e-5 | 7.15e-4 ✓ sig. |
| positive regulation of coagulation | GO:0050820 | 2 / 6 | 328× | 1.47e-5 | 7.15e-4 ✓ sig. |
| positive regulation of cholesterol metabolic process | GO:0090205 | 2 / 7 | 281× | 2.05e-5 | 9.30e-4 ✓ sig. |