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 425
5
Diseases
10
Unique genes
0.169
Avg. similarity score
Pulmonary alveolar proteinosis
Most-connected disease (4 links)
Disease
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Pulmonary alveolar proteinosis
Pulmonary surfactant metabolism dysfunction
surfactant metabolism dysfunction, pulmonary, 1
surfactant metabolism dysfunction, pulmonary, 4
surfactant metabolism dysfunction, pulmonary, 5
Member diseases (most connected first ‐ the cluster's core)
| Disease ⇵ | Connections in cluster ⇵ | Significant partners ⇵ | Curated genes ⇵ |
|---|---|---|---|
| Pulmonary alveolar proteinosis | 4 | 4 | 9 |
| Pulmonary surfactant metabolism dysfunction | 4 | 4 | 6 |
| surfactant metabolism dysfunction, pulmonary, 1 | 2 | 2 | 1 |
| surfactant metabolism dysfunction, pulmonary, 4 | 2 | 2 | 1 |
| surfactant metabolism dysfunction, pulmonary, 5 | 2 | 2 | 1 |
Top shared genes (genes linked to 2+ member diseases)
| Gene ⇵ | Member diseases ⇵ | Linked diseases |
|---|---|---|
| CSF2RA | 3 / 5 | Pulmonary alveolar proteinosis, Pulmonary surfactant metabolism dysfunction, surfactant metabolism dysfunction, pulmonary, 4 |
| CSF2RB | 3 / 5 | Pulmonary alveolar proteinosis, Pulmonary surfactant metabolism dysfunction, surfactant metabolism dysfunction, pulmonary, 5 |
| SFTPB | 3 / 5 | Pulmonary alveolar proteinosis, Pulmonary surfactant metabolism dysfunction, surfactant metabolism dysfunction, pulmonary, 1 |
| ABCA3 | 2 / 5 | Pulmonary alveolar proteinosis, Pulmonary surfactant metabolism dysfunction |
| SFTPC | 2 / 5 | Pulmonary alveolar proteinosis, Pulmonary surfactant metabolism dysfunction |
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 ⇵ |
|---|---|---|---|---|---|
| Defective CSF2RB causes pulmonary surfactant metabolism dysfunction 5 (SMDP5) | Reactome | 4 / 7 | 686× | 8.47e-12 | 1.54e-9 ✓ sig. |
| Defective CSF2RA causes pulmonary surfactant metabolism dysfunction 4 (SMDP4) | Reactome | 4 / 7 | 686× | 8.47e-12 | 1.54e-9 ✓ sig. |
| Surfactant metabolism | Reactome | 5 / 29 | 207× | 1.43e-11 | 2.46e-9 ✓ sig. |
| Interleukin-3, Interleukin-5 and GM-CSF signaling | Reactome | 3 / 23 | 157× | 7.30e-7 | 3.71e-5 ✓ sig. |
| Hematopoietic cell lineage | KEGG | 4 / 100 | 48.0× | 9.14e-7 | 4.51e-5 ✓ sig. |
| Interleukin receptor SHC signaling | Reactome | 3 / 27 | 133× | 1.20e-6 | 5.74e-5 ✓ sig. |
| Interferon gamma signaling | Reactome | 3 / 87 | 41.4× | 4.25e-5 | 1.12e-3 ✓ sig. |
| Rheumatoid arthritis | KEGG | 3 / 95 | 37.9× | 5.53e-5 | 1.39e-3 ✓ sig. |
| Translocation of ZAP-70 to Immunological synapse | Reactome | 2 / 19 | 126× | 1.06e-4 | 2.36e-3 ✓ sig. |
| RAF/MAP kinase cascade | Reactome | 3 / 124 | 29.1× | 1.22e-4 | 2.64e-3 ✓ sig. |
| Phosphorylation of CD3 and TCR zeta chains | Reactome | 2 / 22 | 109× | 1.43e-4 | 2.99e-3 ✓ sig. |
| PD-1 signaling | Reactome | 2 / 23 | 104× | 1.56e-4 | 3.21e-3 ✓ sig. |
| Generation of second messenger molecules | Reactome | 2 / 31 | 77.5× | 2.86e-4 | 5.18e-3 ✓ sig. |
| JAK-STAT signaling pathway | KEGG | 3 / 168 | 21.4× | 3.00e-4 | 5.37e-3 ✓ sig. |
| Asthma | KEGG | 2 / 32 | 75.1× | 3.05e-4 | 5.44e-3 ✓ 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 ⇵ |
|---|---|---|---|---|---|
| granulocyte-macrophage colony-stimulating factor signaling pathway | GO:0038157 | 3 / 4 | 1,402× | 4.41e-10 | 1.07e-7 ✓ sig. |
| positive regulation of leukocyte proliferation | GO:0070665 | 3 / 6 | 934× | 2.21e-9 | 4.50e-7 ✓ sig. |
| respiratory gaseous exchange by respiratory system | GO:0007585 | 3 / 31 | 181× | 4.92e-7 | 4.62e-5 ✓ sig. |
| cell surface receptor signaling pathway via JAK-STAT | GO:0007259 | 3 / 67 | 83.7× | 5.19e-6 | 3.10e-4 ✓ sig. |
| antigen processing and presentation of peptide or polysaccharide antigen via MHC class II | GO:0002504 | 2 / 15 | 249× | 2.70e-5 | 1.13e-3 ✓ sig. |
| peptide antigen assembly with MHC class II protein complex | GO:0002503 | 2 / 16 | 234× | 3.08e-5 | 1.25e-3 ✓ sig. |
| surfactant homeostasis | GO:0043129 | 2 / 18 | 208× | 3.93e-5 | 1.50e-3 ✓ sig. |
| antigen processing and presentation of exogenous peptide antigen via MHC class II | GO:0019886 | 2 / 31 | 121× | 1.19e-4 | 3.45e-3 ✓ sig. |
| macrophage differentiation | GO:0030225 | 2 / 37 | 101× | 1.70e-4 | 4.50e-3 ✓ sig. |
| positive regulation of immune response | GO:0050778 | 2 / 40 | 93.4× | 1.99e-4 | 5.03e-3 ✓ sig. |
| positive regulation of T cell activation | GO:0050870 | 2 / 45 | 83.1× | 2.52e-4 | 5.96e-3 ✓ sig. |
| antigen processing and presentation | GO:0019882 | 2 / 48 | 77.9× | 2.87e-4 | 6.50e-3 ✓ sig. |
| positive regulation of protein homooligomerization | GO:0032464 | 1 / 1 | 1,869× | 5.35e-4 | 9.98e-3 ✓ sig. |
| antigen processing and presentation of endogenous peptide antigen via MHC class II | GO:0002491 | 1 / 2 | 934× | 1.07e-3 | 1.57e-2 ✓ sig. |
| regulation of interleukin-10 production | GO:0032653 | 1 / 2 | 934× | 1.07e-3 | 1.57e-2 ✓ sig. |
Pairs within this cluster, by significance
| Disease A ⇵ | Disease B ⇵ | Similarity score ⇵ | Shared genes ⇵ | P-value ⇵ | FDR q-value ⇵ |
|---|---|---|---|---|---|
| Pulmonary alveolar proteinosis | Pulmonary surfactant metabolism dysfunction | 0.455 | 5 | 1.05e-16 | 1.78e-15 ✓ sig. |
| Pulmonary surfactant metabolism dysfunction | surfactant metabolism dysfunction, pulmonary, 5 | 0.143 | 1 | 3.90e-4 | 8.52e-4 ✓ sig. |
| Pulmonary surfactant metabolism dysfunction | surfactant metabolism dysfunction, pulmonary, 1 | 0.143 | 1 | 3.90e-4 | 8.52e-4 ✓ sig. |
| Pulmonary surfactant metabolism dysfunction | surfactant metabolism dysfunction, pulmonary, 4 | 0.143 | 1 | 3.90e-4 | 8.52e-4 ✓ sig. |
| Pulmonary alveolar proteinosis | surfactant metabolism dysfunction, pulmonary, 1 | 0.100 | 1 | 5.84e-4 | 1.14e-3 ✓ sig. |
| Pulmonary alveolar proteinosis | surfactant metabolism dysfunction, pulmonary, 4 | 0.100 | 1 | 5.84e-4 | 1.14e-3 ✓ sig. |
| Pulmonary alveolar proteinosis | surfactant metabolism dysfunction, pulmonary, 5 | 0.100 | 1 | 5.84e-4 | 1.14e-3 ✓ sig. |