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 4
41
Diseases
2,438
Unique genes
0.062
Avg. similarity score
Lung neoplasms
Most-connected disease (12 links)
Disease
Pinned (dragged)
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Lung neoplasms
Breast neoplasms
Urinary bladder neoplasms
Ovarian neoplasms
Stomach neoplasms
Colonic neoplasms
Non-small-cell lung carcinoma
Pancreatic neoplasms
Colorectal neoplasms
Liver neoplasms
Renal cell carcinoma
Carcinoma
Esophageal neoplasms
Esophageal squamous cell carcinoma
Hemangiosarcoma
Prostatic neoplasms
Thyroid neoplasms
Transitional cell carcinoma
Lymphatic metastasis
Neuroblastoma
extraoral halitosis due to methanethiol oxidase deficiency
Mesothelioma
Mouth neoplasms
Osteosarcoma
Uterine neoplasms
Anus neoplasms
Cholangiocarcinoma
Pulmonary agenesis
Sarcoma
Acantholytic blistering of oral and laryngeal mucosa
Cerebellar ataxia, brain abnormalities, and cardiac conduction defects
Colobomatous macrophthalmia microcornea syndrome
Diffuse lymphatic malformation
Hypotrichosis and recurrent skin vesicles
Intellectual developmental disorder seizures polymicrogyria
Isobutyryl-coa dehydrogenase deficiency
Retinitis pigmentosa, hearing loss, premature aging, short stature, facial dysmorphism syndrome
amyotrophic lateral sclerosis type 18
hereditary sclerosing poikiloderma with tendon and pulmonary involvement
immune dysregulation, autoimmunity, and autoinflammation
neurodevelopmental disorder with hypotonia, neuropathy, and deafness
Member diseases (most connected first ‐ the cluster's core)
Top shared genes (genes linked to 2+ member diseases ‐ top 100 shown, download for all)
| Gene ⇵ | Member diseases ⇵ | Linked diseases |
|---|---|---|
| TP53 | 24 / 41 | Breast neoplasms, Carcinoma, Cholangiocarcinoma, Colonic neoplasms and 20 more |
| KRAS | 18 / 41 | Breast neoplasms, Carcinoma, Cholangiocarcinoma, Colonic neoplasms and 14 more |
| EGFR | 17 / 41 | Breast neoplasms, Carcinoma, Cholangiocarcinoma, Colonic neoplasms and 13 more |
| SOD2 | 16 / 41 | Breast neoplasms, Carcinoma, Colonic neoplasms, Colorectal neoplasms and 12 more |
| CCND1 | 15 / 41 | Breast neoplasms, Carcinoma, Colonic neoplasms, Colorectal neoplasms and 11 more |
| MYC | 15 / 41 | Carcinoma, Colonic neoplasms, Colorectal neoplasms, Hemangiosarcoma and 11 more |
| PTGS2 | 15 / 41 | Breast neoplasms, Carcinoma, Cholangiocarcinoma, Colonic neoplasms and 11 more |
| CDKN2A | 14 / 41 | Breast neoplasms, Colorectal neoplasms, Esophageal neoplasms, Esophageal squamous cell carcinoma and 10 more |
| BAP1 | 13 / 41 | Breast neoplasms, Cholangiocarcinoma, Colonic neoplasms, Liver neoplasms and 9 more |
| STAT3 | 13 / 41 | Breast neoplasms, Carcinoma, Colonic neoplasms, Liver neoplasms and 9 more |
| CTNNB1 | 12 / 41 | Breast neoplasms, Colonic neoplasms, Colorectal neoplasms, Hemangiosarcoma and 8 more |
| HRAS | 12 / 41 | Breast neoplasms, Carcinoma, Hemangiosarcoma, Liver neoplasms and 8 more |
| MET | 12 / 41 | Carcinoma, Esophageal neoplasms, Lung neoplasms, Lymphatic metastasis and 8 more |
| TNF | 12 / 41 | Breast neoplasms, Colonic neoplasms, Colorectal neoplasms, Liver neoplasms and 8 more |
| ERBB2 | 11 / 41 | Breast neoplasms, Cholangiocarcinoma, Colonic neoplasms, Esophageal neoplasms and 7 more |
| TERT | 11 / 41 | Breast neoplasms, Liver neoplasms, Lung neoplasms, Neuroblastoma and 7 more |
| BIRC5 | 10 / 41 | Breast neoplasms, Colonic neoplasms, Colorectal neoplasms, Lung neoplasms and 6 more |
| CXCL8 | 10 / 41 | Breast neoplasms, Colorectal neoplasms, Mesothelioma, Non-small-cell lung carcinoma and 6 more |
| GSTP1 | 10 / 41 | Breast neoplasms, Carcinoma, Lung neoplasms, Non-small-cell lung carcinoma and 6 more |
| IL6 | 10 / 41 | Breast neoplasms, Cholangiocarcinoma, Lung neoplasms, Mesothelioma and 6 more |
| MTOR | 10 / 41 | Breast neoplasms, Colonic neoplasms, Lymphatic metastasis, Mesothelioma and 6 more |
| APC | 9 / 41 | Colonic neoplasms, Colorectal neoplasms, Liver neoplasms, Lung neoplasms and 5 more |
| BCL2 | 9 / 41 | Breast neoplasms, Carcinoma, Colonic neoplasms, Colorectal neoplasms and 5 more |
| CCNH | 9 / 41 | Breast neoplasms, Carcinoma, Colonic neoplasms, Esophageal neoplasms and 5 more |
| CDH1 | 9 / 41 | Breast neoplasms, Carcinoma, Colorectal neoplasms, Mesothelioma and 5 more |
| CDKN1A | 9 / 41 | Colonic neoplasms, Esophageal squamous cell carcinoma, Liver neoplasms, Lung neoplasms and 5 more |
| CSF3 | 9 / 41 | Breast neoplasms, Carcinoma, Esophageal neoplasms, Hemangiosarcoma and 5 more |
| HNF1B | 9 / 41 | Cholangiocarcinoma, Colonic neoplasms, Lung neoplasms, Pancreatic neoplasms and 5 more |
| PIK3CA | 9 / 41 | Breast neoplasms, Colorectal neoplasms, Lung neoplasms, Mouth neoplasms and 5 more |
| TNFSF10 | 9 / 41 | Breast neoplasms, Colonic neoplasms, Colorectal neoplasms, Liver neoplasms and 5 more |
| ARID1A | 8 / 41 | Breast neoplasms, Cholangiocarcinoma, Colorectal neoplasms, Neuroblastoma and 4 more |
| CASP8 | 8 / 41 | Breast neoplasms, Colorectal neoplasms, Esophageal neoplasms, Esophageal squamous cell carcinoma and 4 more |
| CDKN1B | 8 / 41 | Breast neoplasms, Liver neoplasms, Lung neoplasms, Mesothelioma and 4 more |
| CHEK2 | 8 / 41 | Breast neoplasms, Colorectal neoplasms, Esophageal squamous cell carcinoma, Lung neoplasms and 4 more |
| ESR1 | 8 / 41 | Breast neoplasms, Carcinoma, Liver neoplasms, Lung neoplasms and 4 more |
| FHIT | 8 / 41 | Carcinoma, Liver neoplasms, Lung neoplasms, Mesothelioma and 4 more |
| HIF1A | 8 / 41 | Breast neoplasms, Carcinoma, Esophageal squamous cell carcinoma, Non-small-cell lung carcinoma and 4 more |
| MACIR | 8 / 41 | Breast neoplasms, Colonic neoplasms, Esophageal neoplasms, Liver neoplasms and 4 more |
| MTHFR | 8 / 41 | Breast neoplasms, Colonic neoplasms, Colorectal neoplasms, Lung neoplasms and 4 more |
| PTEN | 8 / 41 | Breast neoplasms, Carcinoma, Cholangiocarcinoma, Lung neoplasms and 4 more |
| RB1 | 8 / 41 | Breast neoplasms, Carcinoma, Esophageal squamous cell carcinoma, Non-small-cell lung carcinoma and 4 more |
| TYMS | 8 / 41 | Breast neoplasms, Colonic neoplasms, Colorectal neoplasms, Lung neoplasms and 4 more |
| ATP7B | 7 / 41 | Breast neoplasms, Carcinoma, Colorectal neoplasms, Liver neoplasms and 3 more |
| BRCA2 | 7 / 41 | Breast neoplasms, Cholangiocarcinoma, Lung neoplasms, Ovarian neoplasms and 3 more |
| GRIK2 | 7 / 41 | Breast neoplasms, Colonic neoplasms, Esophageal neoplasms, Liver neoplasms and 3 more |
| GSTM1 | 7 / 41 | Colorectal neoplasms, Liver neoplasms, Lung neoplasms, Mesothelioma and 3 more |
| JUN | 7 / 41 | Breast neoplasms, Colonic neoplasms, Hemangiosarcoma, Liver neoplasms and 3 more |
| KDR | 7 / 41 | Breast neoplasms, Colorectal neoplasms, Esophageal neoplasms, Hemangiosarcoma and 3 more |
| MMP9 | 7 / 41 | Breast neoplasms, Colonic neoplasms, Neuroblastoma, Non-small-cell lung carcinoma and 3 more |
| TRMT11 | 7 / 41 | Breast neoplasms, Colonic neoplasms, Esophageal neoplasms, Liver neoplasms and 3 more |
| TYMP | 7 / 41 | Carcinoma, Colonic neoplasms, Colorectal neoplasms, Esophageal squamous cell carcinoma and 3 more |
| VEGFA | 7 / 41 | Colonic neoplasms, Hemangiosarcoma, Non-small-cell lung carcinoma, Osteosarcoma and 3 more |
| ABCB1 | 6 / 41 | Breast neoplasms, Carcinoma, Colorectal neoplasms, Esophageal neoplasms and 2 more |
| AKT1 | 6 / 41 | Breast neoplasms, Colorectal neoplasms, Lung neoplasms, Ovarian neoplasms and 2 more |
| ALOX5 | 6 / 41 | Colonic neoplasms, Ovarian neoplasms, Pancreatic neoplasms, Prostatic neoplasms and 2 more |
| ATM | 6 / 41 | Breast neoplasms, Pancreatic neoplasms, Prostatic neoplasms, Sarcoma and 2 more |
| BRAF | 6 / 41 | Colorectal neoplasms, Liver neoplasms, Lung neoplasms, Lymphatic metastasis and 2 more |
| BRCA1 | 6 / 41 | Breast neoplasms, Carcinoma, Cholangiocarcinoma, Ovarian neoplasms and 2 more |
| CLPTM1L | 6 / 41 | Lung neoplasms, Mouth neoplasms, Non-small-cell lung carcinoma, Prostatic neoplasms and 2 more |
| CSF2 | 6 / 41 | Breast neoplasms, Carcinoma, Colorectal neoplasms, Liver neoplasms and 2 more |
| CYP1B1 | 6 / 41 | Breast neoplasms, Colorectal neoplasms, Lung neoplasms, Mouth neoplasms and 2 more |
| DNMT1 | 6 / 41 | Breast neoplasms, Carcinoma, Colonic neoplasms, Prostatic neoplasms and 2 more |
| DPYD | 6 / 41 | Breast neoplasms, Colonic neoplasms, Colorectal neoplasms, Lung neoplasms and 2 more |
| EFEMP1 | 6 / 41 | Breast neoplasms, Carcinoma, Colorectal neoplasms, Lung neoplasms and 2 more |
| ENO1 | 6 / 41 | Breast neoplasms, Carcinoma, Esophageal neoplasms, Mouth neoplasms and 2 more |
| ESR2 | 6 / 41 | Breast neoplasms, Carcinoma, Colorectal neoplasms, Prostatic neoplasms and 2 more |
| IFNA2 | 6 / 41 | Colorectal neoplasms, Pancreatic neoplasms, Renal cell carcinoma, Thyroid neoplasms and 2 more |
| IL1B | 6 / 41 | Breast neoplasms, Colonic neoplasms, Lung neoplasms, Neuroblastoma and 2 more |
| KMT2C | 6 / 41 | Cholangiocarcinoma, Esophageal squamous cell carcinoma, Prostatic neoplasms, Stomach neoplasms and 2 more |
| MSLN | 6 / 41 | Cholangiocarcinoma, Lymphatic metastasis, Mesothelioma, Ovarian neoplasms and 2 more |
| NDRG1 | 6 / 41 | Breast neoplasms, Liver neoplasms, Mouth neoplasms, Non-small-cell lung carcinoma and 2 more |
| NFE2L2 | 6 / 41 | Breast neoplasms, Esophageal squamous cell carcinoma, Liver neoplasms, Lung neoplasms and 2 more |
| PPARG | 6 / 41 | Colonic neoplasms, Colorectal neoplasms, Liver neoplasms, Pancreatic neoplasms and 2 more |
| RAF1 | 6 / 41 | Breast neoplasms, Liver neoplasms, Lung neoplasms, Mesothelioma and 2 more |
| SLC2A1 | 6 / 41 | Breast neoplasms, Colonic neoplasms, Liver neoplasms, Mesothelioma and 2 more |
| SOX2 | 6 / 41 | Esophageal squamous cell carcinoma, Lung neoplasms, Osteosarcoma, Prostatic neoplasms and 2 more |
| TGFBR2 | 6 / 41 | Carcinoma, Colonic neoplasms, Colorectal neoplasms, Esophageal neoplasms and 2 more |
| UMPS | 6 / 41 | Breast neoplasms, Colonic neoplasms, Colorectal neoplasms, Mouth neoplasms and 2 more |
| WT1 | 6 / 41 | Breast neoplasms, Colonic neoplasms, Lung neoplasms, Mesothelioma and 2 more |
| ACHE | 5 / 41 | Breast neoplasms, Colorectal neoplasms, Prostatic neoplasms, Renal cell carcinoma and 1 more |
| AHR | 5 / 41 | Breast neoplasms, Liver neoplasms, Pancreatic neoplasms, Prostatic neoplasms and 1 more |
| ALOX12B | 5 / 41 | Colonic neoplasms, Ovarian neoplasms, Pancreatic neoplasms, Prostatic neoplasms and 1 more |
| ANXA1 | 5 / 41 | Carcinoma, Esophageal squamous cell carcinoma, Lymphatic metastasis, Mouth neoplasms and 1 more |
| AQP3 | 5 / 41 | Esophageal neoplasms, Lymphatic metastasis, Neuroblastoma, Ovarian neoplasms and 1 more |
| BAX | 5 / 41 | Breast neoplasms, Colonic neoplasms, Colorectal neoplasms, Esophageal neoplasms and 1 more |
| CAT | 5 / 41 | Breast neoplasms, Mesothelioma, Non-small-cell lung carcinoma, Renal cell carcinoma and 1 more |
| CAV1 | 5 / 41 | Breast neoplasms, Lung neoplasms, Ovarian neoplasms, Prostatic neoplasms and 1 more |
| CRYAB | 5 / 41 | Colonic neoplasms, Esophageal neoplasms, Mouth neoplasms, Prostatic neoplasms and 1 more |
| CYP2A6 | 5 / 41 | Colorectal neoplasms, Esophageal squamous cell carcinoma, Lung neoplasms, Prostatic neoplasms and 1 more |
| EP300 | 5 / 41 | Breast neoplasms, Colorectal neoplasms, Esophageal squamous cell carcinoma, Transitional cell carcinoma and 1 more |
| EPCAM | 5 / 41 | Carcinoma, Colorectal neoplasms, Ovarian neoplasms, Pancreatic neoplasms and 1 more |
| ERCC2 | 5 / 41 | Colorectal neoplasms, Prostatic neoplasms, Sarcoma, Stomach neoplasms and 1 more |
| FGFR2 | 5 / 41 | Breast neoplasms, Cholangiocarcinoma, Esophageal neoplasms, Lung neoplasms and 1 more |
| GPX1 | 5 / 41 | Breast neoplasms, Lung neoplasms, Renal cell carcinoma, Transitional cell carcinoma and 1 more |
| GSTT1 | 5 / 41 | Carcinoma, Esophageal squamous cell carcinoma, Lung neoplasms, Prostatic neoplasms and 1 more |
| HES1 | 5 / 41 | Breast neoplasms, Colonic neoplasms, Lung neoplasms, Non-small-cell lung carcinoma and 1 more |
| HMOX1 | 5 / 41 | Breast neoplasms, Liver neoplasms, Lung neoplasms, Prostatic neoplasms and 1 more |
| IFNB1 | 5 / 41 | Anus neoplasms, Breast neoplasms, Neuroblastoma, Transitional cell carcinoma and 1 more |
| IFNG | 5 / 41 | Breast neoplasms, Colonic neoplasms, Lung neoplasms, Mesothelioma and 1 more |
| IGFBP3 | 5 / 41 | Colorectal neoplasms, Prostatic neoplasms, Stomach neoplasms, Transitional cell carcinoma and 1 more |
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 ⇵ |
|---|---|---|---|---|---|
| Pathways in cancer | KEGG | 269 / 533 | 2.5× | 2.65e-57 | 5.85e-53 ✓ sig. |
| Prostate cancer | KEGG | 74 / 98 | 3.7× | 4.59e-32 | 1.59e-28 ✓ sig. |
| PI3K-Akt signaling pathway | KEGG | 160 / 361 | 2.2× | 6.41e-26 | 1.31e-22 ✓ sig. |
| Breast cancer | KEGG | 87 / 148 | 2.9× | 5.41e-25 | 9.79e-22 ✓ sig. |
| Endocrine resistance | KEGG | 67 / 99 | 3.3× | 1.45e-24 | 2.54e-21 ✓ sig. |
| Non-small cell lung cancer | KEGG | 55 / 73 | 3.7× | 4.61e-24 | 7.71e-21 ✓ sig. |
| Colorectal cancer | KEGG | 61 / 87 | 3.5× | 9.30e-24 | 1.36e-20 ✓ sig. |
| Proteoglycans in cancer | KEGG | 105 / 204 | 2.5× | 1.55e-23 | 2.22e-20 ✓ sig. |
| Lipid and atherosclerosis | KEGG | 109 / 216 | 2.5× | 1.76e-23 | 2.49e-20 ✓ sig. |
| Hepatocellular carcinoma | KEGG | 92 / 170 | 2.7× | 8.70e-23 | 1.16e-19 ✓ sig. |
| Pancreatic cancer | KEGG | 55 / 77 | 3.5× | 3.58e-22 | 4.25e-19 ✓ sig. |
| Bladder cancer | KEGG | 37 / 41 | 4.5× | 7.22e-22 | 7.97e-19 ✓ sig. |
| Platinum drug resistance | KEGG | 53 / 75 | 3.5× | 4.60e-21 | 4.35e-18 ✓ sig. |
| Melanoma | KEGG | 52 / 73 | 3.5× | 6.03e-21 | 5.51e-18 ✓ sig. |
| Gastric cancer | KEGG | 82 / 150 | 2.7× | 8.05e-21 | 7.23e-18 ✓ 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 transcription by RNA polymerase II | GO:0045944 | 357 / 1,208 | 2.3× | 6.26e-56 | 1.69e-51 ✓ sig. |
| negative regulation of apoptotic process | GO:0043066 | 199 / 524 | 2.9× | 9.49e-49 | 1.75e-44 ✓ sig. |
| positive regulation of gene expression | GO:0010628 | 185 / 504 | 2.8× | 7.33e-43 | 9.86e-39 ✓ sig. |
| positive regulation of cell population proliferation | GO:0008284 | 188 / 532 | 2.7× | 7.72e-41 | 8.72e-37 ✓ sig. |
| apoptotic process | GO:0006915 | 229 / 747 | 2.4× | 3.32e-38 | 3.13e-34 ✓ sig. |
| positive regulation of DNA-templated transcription | GO:0045893 | 234 / 778 | 2.3× | 1.45e-37 | 1.30e-33 ✓ sig. |
| negative regulation of transcription by RNA polymerase II | GO:0000122 | 271 / 1,002 | 2.1× | 1.55e-34 | 1.13e-30 ✓ sig. |
| negative regulation of cell population proliferation | GO:0008285 | 155 / 444 | 2.7× | 4.68e-33 | 3.15e-29 ✓ sig. |
| response to xenobiotic stimulus | GO:0009410 | 108 / 248 | 3.3× | 6.43e-33 | 4.24e-29 ✓ sig. |
| positive regulation of apoptotic process | GO:0043065 | 126 / 326 | 3.0× | 5.87e-32 | 3.60e-28 ✓ sig. |
| response to hypoxia | GO:0001666 | 86 / 176 | 3.8× | 5.84e-31 | 3.29e-27 ✓ sig. |
| positive regulation of cell migration | GO:0030335 | 116 / 292 | 3.1× | 8.71e-31 | 4.84e-27 ✓ sig. |
| positive regulation of MAPK cascade | GO:0043410 | 95 / 224 | 3.3× | 5.20e-28 | 2.39e-24 ✓ sig. |
| angiogenesis | GO:0001525 | 108 / 284 | 2.9× | 7.48e-27 | 2.87e-23 ✓ sig. |
| regulation of cell population proliferation | GO:0042127 | 83 / 201 | 3.2× | 1.07e-23 | 2.97e-20 ✓ sig. |