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 583
5
Diseases
36
Unique genes
0.446
Avg. similarity score
Pfeiffer syndrome
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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Pfeiffer syndrome
Beare-stevenson cutis gyrata syndrome
Crouzon syndrome
Jackson-weiss syndrome
Triple negative breast cancer
Member diseases (most connected first ‐ the cluster's core)
| Disease ⇵ | Connections in cluster ⇵ | Significant partners ⇵ | Curated genes ⇵ |
|---|---|---|---|
| Pfeiffer syndrome | 4 | 4 | 3 |
| Beare-stevenson cutis gyrata syndrome | 3 | 3 | 2 |
| Crouzon syndrome | 3 | 3 | 3 |
| Jackson-weiss syndrome | 3 | 3 | 2 |
| Triple negative breast cancer | 1 | 1 | 34 |
Top shared genes (genes linked to 2+ member diseases)
| Gene ⇵ | Member diseases ⇵ | Linked diseases |
|---|---|---|
| FGFR2 | 5 / 5 | Beare-stevenson cutis gyrata syndrome, Crouzon syndrome, Jackson-weiss syndrome, Pfeiffer syndrome and 1 more |
| FGFR1 | 4 / 5 | Beare-stevenson cutis gyrata syndrome, Crouzon syndrome, Jackson-weiss syndrome, Pfeiffer syndrome |
| MDM4 | 2 / 5 | Pfeiffer syndrome, Triple negative breast cancer |
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 ⇵ |
|---|---|---|---|---|---|
| Oncogene Induced Senescence | Reactome | 3 / 33 | 30.3× | 1.27e-4 | 2.29e-3 ✓ sig. |
| Stabilization of p53 | Reactome | 2 / 11 | 60.7× | 4.72e-4 | 6.40e-3 ✓ sig. |
| Central carbon metabolism in cancer | KEGG | 3 / 71 | 14.1× | 1.23e-3 | 1.33e-2 ✓ sig. |
| Regulation of TP53 Activity through Methylation | Reactome | 2 / 19 | 35.1× | 1.45e-3 | 1.50e-2 ✓ sig. |
| Signaling by FGFR1 amplification mutants | Reactome | 1 / 1 | 334× | 3.00e-3 | 2.54e-2 ✓ sig. |
| Signaling by FGFR2 amplification mutants | Reactome | 1 / 1 | 334× | 3.00e-3 | 2.54e-2 ✓ sig. |
| Signaling by FGFR2 fusions | Reactome | 1 / 1 | 334× | 3.00e-3 | 2.54e-2 ✓ sig. |
| Defective SLC6A18 may confer susceptibility to iminoglycinuria and/or hyperglycinuria | Reactome | 1 / 1 | 334× | 3.00e-3 | 2.54e-2 ✓ sig. |
| Prostate cancer | KEGG | 3 / 98 | 10.2× | 3.09e-3 | 2.60e-2 ✓ sig. |
| Regulation of TP53 Degradation | Reactome | 2 / 36 | 18.5× | 5.16e-3 | 3.73e-2 ✓ sig. |
| Regulation of TP53 Expression | Reactome | 1 / 2 | 167× | 5.99e-3 | 4.10e-2 ✓ sig. |
| PI3K Cascade | Reactome | 2 / 39 | 17.1× | 6.04e-3 | 4.12e-2 ✓ sig. |
| Signaling by plasma membrane FGFR1 fusions | Reactome | 1 / 3 | 111× | 8.97e-3 | 5.31e-2 |
| FGFR1c and Klotho ligand binding and activation | Reactome | 1 / 3 | 111× | 8.97e-3 | 5.31e-2 |
| Gastric cancer | KEGG | 3 / 150 | 6.7× | 1.01e-2 | 5.71e-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 ⇵ |
|---|---|---|---|---|---|
| fibroblast growth factor receptor signaling pathway involved in orbitofrontal cortex development | GO:0035607 | 2 / 2 | 519× | 3.61e-6 | 2.44e-4 ✓ sig. |
| orbitofrontal cortex development | GO:0021769 | 2 / 3 | 346× | 1.08e-5 | 5.78e-4 ✓ sig. |
| ventricular zone neuroblast division | GO:0021847 | 2 / 3 | 346× | 1.08e-5 | 5.78e-4 ✓ sig. |
| positive regulation of phospholipase activity | GO:0010518 | 2 / 4 | 260× | 2.16e-5 | 9.80e-4 ✓ sig. |
| cementum mineralization | GO:0071529 | 2 / 6 | 173× | 5.39e-5 | 1.95e-3 ✓ sig. |
| positive regulation of Wnt signaling pathway | GO:0030177 | 3 / 48 | 32.4× | 1.07e-4 | 3.25e-3 ✓ sig. |
| lung-associated mesenchyme development | GO:0060484 | 2 / 9 | 115× | 1.29e-4 | 3.71e-3 ✓ sig. |
| cellular response to hypoxia | GO:0071456 | 4 / 139 | 14.9× | 1.44e-4 | 4.00e-3 ✓ sig. |
| chordate embryonic development | GO:0043009 | 2 / 11 | 94.4× | 1.96e-4 | 5.02e-3 ✓ sig. |
| epithelial to mesenchymal transition | GO:0001837 | 3 / 61 | 25.5× | 2.19e-4 | 5.40e-3 ✓ sig. |
| branching involved in salivary gland morphogenesis | GO:0060445 | 2 / 12 | 86.5× | 2.35e-4 | 5.69e-3 ✓ sig. |
| inner ear morphogenesis | GO:0042472 | 3 / 65 | 24.0× | 2.64e-4 | 6.20e-3 ✓ sig. |
| mesenchymal cell differentiation | GO:0048762 | 2 / 13 | 79.9× | 2.78e-4 | 6.42e-3 ✓ sig. |
| replicative senescence | GO:0090399 | 2 / 16 | 64.9× | 4.26e-4 | 8.53e-3 ✓ sig. |
| entrainment of circadian clock by photoperiod | GO:0043153 | 2 / 24 | 43.3× | 9.70e-4 | 1.43e-2 ✓ sig. |
Pairs within this cluster, by significance
| Disease A ⇵ | Disease B ⇵ | Similarity score ⇵ | Shared genes ⇵ | P-value ⇵ | FDR q-value ⇵ |
|---|---|---|---|---|---|
| Beare-stevenson cutis gyrata syndrome | Jackson-weiss syndrome | 0.667 | 2 | 8.34e-9 | 6.60e-8 ✓ sig. |
| Beare-stevenson cutis gyrata syndrome | Crouzon syndrome | 0.500 | 2 | 2.50e-8 | 1.87e-7 ✓ sig. |
| Beare-stevenson cutis gyrata syndrome | Pfeiffer syndrome | 0.500 | 2 | 2.50e-8 | 1.87e-7 ✓ sig. |
| Crouzon syndrome | Jackson-weiss syndrome | 0.500 | 2 | 2.50e-8 | 1.87e-7 ✓ sig. |
| Jackson-weiss syndrome | Pfeiffer syndrome | 0.500 | 2 | 2.50e-8 | 1.87e-7 ✓ sig. |
| Crouzon syndrome | Pfeiffer syndrome | 0.400 | 2 | 7.50e-8 | 5.34e-7 ✓ sig. |
| Pfeiffer syndrome | Triple negative breast cancer | 0.057 | 2 | 1.32e-5 | 7.04e-5 ✓ sig. |