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 12
24
Diseases
476
Unique genes
0.149
Avg. similarity score
Marfan syndrome
Most-connected disease (10 links)
Disease
Searched: loeys-dietz syndrome 6
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loeys-dietz syndrome 6
Marfan syndrome
Thoracic aortic aneurysm and aortic dissection
Congenital contractural arachnodactyly
Ehlers-danlos syndrome
Aortic aneurysm
Loeys-dietz syndrome
Connective tissue disease
Myopia
familial thoracic aortic aneurysm and aortic dissection
Congenital aneurysm of ascending aorta
Aneurysm
Keratoconus
Boudin-mortier syndrome
Mitral valve prolapse
Mixed connective tissue disease
Vitreous body disease
neonatal/infantile epilepsy syndrome
Bone marrow failure and diabetes mellitus syndrome
Cerebrocostomandibular syndrome
cardiomyopathy, dilated, 2j
ehlers-danlos syndrome, musculocontractural type 2
neurodevelopmental disorder with or without seizures and gait abnormalities
schneckenbecken dysplasia
Member diseases (most connected first ‐ the cluster's core)
| Disease ⇵ | Connections in cluster ⇵ | Significant partners ⇵ | Curated genes ⇵ |
|---|---|---|---|
| Marfan syndrome | 10 | 10 | 43 |
| Thoracic aortic aneurysm and aortic dissection | 9 | 9 | 41 |
| Congenital contractural arachnodactyly | 8 | 8 | 29 |
| Ehlers-danlos syndrome | 8 | 8 | 44 |
| Aortic aneurysm | 7 | 7 | 62 |
| Loeys-dietz syndrome | 7 | 7 | 16 |
| Connective tissue disease | 5 | 5 | 117 |
| Myopia | 5 | 5 | 133 |
| familial thoracic aortic aneurysm and aortic dissection | 5 | 5 | 12 |
| Congenital aneurysm of ascending aorta | 4 | 4 | 12 |
| Aneurysm | 3 | 3 | 27 |
| Keratoconus | 3 | 3 | 111 |
| Boudin-mortier syndrome | 2 | 2 | 1 |
| Mitral valve prolapse | 2 | 2 | 47 |
| Mixed connective tissue disease | 2 | 2 | 24 |
| Vitreous body disease | 2 | 2 | 2 |
| loeys-dietz syndrome 6 | 2 | 2 | 1 |
| neonatal/infantile epilepsy syndrome | 2 | 2 | 1 |
| Bone marrow failure and diabetes mellitus syndrome | 1 | 1 | 1 |
| Cerebrocostomandibular syndrome | 1 | 1 | 1 |
| cardiomyopathy, dilated, 2j | 1 | 1 | 1 |
| ehlers-danlos syndrome, musculocontractural type 2 | 1 | 1 | 1 |
| neurodevelopmental disorder with or without seizures and gait abnormalities | 1 | 1 | 1 |
| schneckenbecken dysplasia | 1 | 1 | 1 |
Top shared genes (genes linked to 2+ member diseases ‐ top 100 shown, download for all)
| Gene ⇵ | Member diseases ⇵ | Linked diseases |
|---|---|---|
| FBN1 | 13 / 24 | Aneurysm, Aortic aneurysm, Congenital aneurysm of ascending aorta, Congenital contractural arachnodactyly and 9 more |
| SMAD3 | 10 / 24 | Aneurysm, Aortic aneurysm, Congenital aneurysm of ascending aorta, Congenital contractural arachnodactyly and 6 more |
| LOX | 9 / 24 | Aortic aneurysm, Congenital aneurysm of ascending aorta, Congenital contractural arachnodactyly, Connective tissue disease and 5 more |
| MYH11 | 9 / 24 | Aortic aneurysm, Congenital aneurysm of ascending aorta, Connective tissue disease, Ehlers-danlos syndrome and 5 more |
| COL3A1 | 8 / 24 | Aortic aneurysm, Congenital aneurysm of ascending aorta, Congenital contractural arachnodactyly, Connective tissue disease and 4 more |
| FBN2 | 8 / 24 | Aortic aneurysm, Congenital contractural arachnodactyly, Connective tissue disease, Ehlers-danlos syndrome and 4 more |
| FLNA | 8 / 24 | Aortic aneurysm, Connective tissue disease, Ehlers-danlos syndrome, familial thoracic aortic aneurysm and aortic dissection and 4 more |
| TGFBR2 | 8 / 24 | Aortic aneurysm, Congenital aneurysm of ascending aorta, Congenital contractural arachnodactyly, Connective tissue disease and 4 more |
| COL5A1 | 7 / 24 | Connective tissue disease, Ehlers-danlos syndrome, Keratoconus, Loeys-dietz syndrome and 3 more |
| MYLK | 7 / 24 | Aortic aneurysm, Congenital aneurysm of ascending aorta, Connective tissue disease, familial thoracic aortic aneurysm and aortic dissection and 3 more |
| TGFB2 | 7 / 24 | Aortic aneurysm, Congenital contractural arachnodactyly, Ehlers-danlos syndrome, familial thoracic aortic aneurysm and aortic dissection and 3 more |
| COL5A2 | 6 / 24 | Connective tissue disease, Ehlers-danlos syndrome, Keratoconus, Loeys-dietz syndrome and 2 more |
| MFAP5 | 6 / 24 | Aortic aneurysm, Congenital contractural arachnodactyly, Connective tissue disease, familial thoracic aortic aneurysm and aortic dissection and 2 more |
| TGFBR1 | 6 / 24 | Aortic aneurysm, Congenital contractural arachnodactyly, Ehlers-danlos syndrome, Loeys-dietz syndrome and 2 more |
| ACTA2 | 5 / 24 | Aneurysm, Aortic aneurysm, Connective tissue disease, Marfan syndrome and 1 more |
| COL1A1 | 5 / 24 | Connective tissue disease, Ehlers-danlos syndrome, Keratoconus, Marfan syndrome and 1 more |
| NDE1 | 5 / 24 | Aortic aneurysm, Congenital aneurysm of ascending aorta, Connective tissue disease, Myopia and 1 more |
| PLOD1 | 5 / 24 | Congenital contractural arachnodactyly, Ehlers-danlos syndrome, Keratoconus, Mitral valve prolapse and 1 more |
| PRKG1 | 5 / 24 | Aortic aneurysm, Connective tissue disease, familial thoracic aortic aneurysm and aortic dissection, Marfan syndrome and 1 more |
| SLC2A10 | 5 / 24 | Aortic aneurysm, Congenital contractural arachnodactyly, Ehlers-danlos syndrome, Marfan syndrome and 1 more |
| SMAD2 | 5 / 24 | Congenital contractural arachnodactyly, Loeys-dietz syndrome, loeys-dietz syndrome 6, Marfan syndrome and 1 more |
| TGFB3 | 5 / 24 | Congenital contractural arachnodactyly, familial thoracic aortic aneurysm and aortic dissection, Loeys-dietz syndrome, Marfan syndrome and 1 more |
| BGN | 4 / 24 | Congenital contractural arachnodactyly, familial thoracic aortic aneurysm and aortic dissection, Marfan syndrome, Thoracic aortic aneurysm and aortic dissection |
| COL2A1 | 4 / 24 | Congenital aneurysm of ascending aorta, Connective tissue disease, Marfan syndrome, Myopia |
| FOXE3 | 4 / 24 | Aortic aneurysm, Congenital aneurysm of ascending aorta, familial thoracic aortic aneurysm and aortic dissection, Thoracic aortic aneurysm and aortic dissection |
| NOTCH1 | 4 / 24 | Connective tissue disease, Ehlers-danlos syndrome, Marfan syndrome, Thoracic aortic aneurysm and aortic dissection |
| SLC39A13 | 4 / 24 | Connective tissue disease, Ehlers-danlos syndrome, Mitral valve prolapse, Myopia |
| SRFBP1 | 4 / 24 | Aortic aneurysm, Congenital aneurysm of ascending aorta, Connective tissue disease, Thoracic aortic aneurysm and aortic dissection |
| THSD4 | 4 / 24 | Aortic aneurysm, Congenital contractural arachnodactyly, Marfan syndrome, Thoracic aortic aneurysm and aortic dissection |
| ZNF469 | 4 / 24 | Connective tissue disease, Ehlers-danlos syndrome, Keratoconus, Myopia |
| AEBP1 | 3 / 24 | Congenital contractural arachnodactyly, Ehlers-danlos syndrome, Myopia |
| CBS | 3 / 24 | Congenital contractural arachnodactyly, Connective tissue disease, Thoracic aortic aneurysm and aortic dissection |
| DAB2IP | 3 / 24 | Aneurysm, Aortic aneurysm, Keratoconus |
| EFEMP1 | 3 / 24 | Congenital contractural arachnodactyly, Connective tissue disease, Myopia |
| EFEMP2 | 3 / 24 | Aortic aneurysm, Congenital contractural arachnodactyly, Thoracic aortic aneurysm and aortic dissection |
| IPO8 | 3 / 24 | Congenital contractural arachnodactyly, Loeys-dietz syndrome, Marfan syndrome |
| KCNH5 | 3 / 24 | Aneurysm, Aortic aneurysm, neonatal/infantile epilepsy syndrome |
| LTBP3 | 3 / 24 | Congenital contractural arachnodactyly, Marfan syndrome, Mitral valve prolapse |
| MAT2A | 3 / 24 | familial thoracic aortic aneurysm and aortic dissection, Marfan syndrome, Thoracic aortic aneurysm and aortic dissection |
| MMP2 | 3 / 24 | Aortic aneurysm, Marfan syndrome, Myopia |
| NCKAP5 | 3 / 24 | Aneurysm, Aortic aneurysm, Vitreous body disease |
| NPR3 | 3 / 24 | Boudin-mortier syndrome, Congenital contractural arachnodactyly, Marfan syndrome |
| SKI | 3 / 24 | Aortic aneurysm, Congenital contractural arachnodactyly, Thoracic aortic aneurysm and aortic dissection |
| ABL1 | 2 / 24 | Congenital contractural arachnodactyly, Connective tissue disease |
| ADAMTS8 | 2 / 24 | Aneurysm, Aortic aneurysm |
| AGT | 2 / 24 | Aortic aneurysm, Mitral valve prolapse |
| APOE | 2 / 24 | Aneurysm, Aortic aneurysm |
| ARIH1 | 2 / 24 | Aortic aneurysm, Marfan syndrome |
| BASP1 | 2 / 24 | Connective tissue disease, Mixed connective tissue disease |
| CAST | 2 / 24 | Aneurysm, Aortic aneurysm |
| CDH4 | 2 / 24 | Connective tissue disease, Mixed connective tissue disease |
| CDKN1A | 2 / 24 | Aneurysm, Aortic aneurysm |
| CDYL | 2 / 24 | Connective tissue disease, Mixed connective tissue disease |
| CELSR2 | 2 / 24 | Aneurysm, Aortic aneurysm |
| COL11A1 | 2 / 24 | Connective tissue disease, Myopia |
| COL12A1 | 2 / 24 | Ehlers-danlos syndrome, Keratoconus |
| COL1A2 | 2 / 24 | Connective tissue disease, Ehlers-danlos syndrome |
| COL9A1 | 2 / 24 | Connective tissue disease, Myopia |
| CSMD1 | 2 / 24 | Aneurysm, Aortic aneurysm |
| DOT1L | 2 / 24 | Aneurysm, Aortic aneurysm |
| DSE | 2 / 24 | Ehlers-danlos syndrome, ehlers-danlos syndrome, musculocontractural type 2 |
| DUT | 2 / 24 | Bone marrow failure and diabetes mellitus syndrome, Myopia |
| ELN | 2 / 24 | Aortic aneurysm, Thoracic aortic aneurysm and aortic dissection |
| EML6 | 2 / 24 | Keratoconus, Myopia |
| FKBP14 | 2 / 24 | Congenital contractural arachnodactyly, Ehlers-danlos syndrome |
| FLII | 2 / 24 | cardiomyopathy, dilated, 2j, Myopia |
| GDF7 | 2 / 24 | Aneurysm, Aortic aneurysm |
| GRIA4 | 2 / 24 | Myopia, neurodevelopmental disorder with or without seizures and gait abnormalities |
| HCN4 | 2 / 24 | Marfan syndrome, Thoracic aortic aneurysm and aortic dissection |
| HDAC4 | 2 / 24 | Connective tissue disease, Mixed connective tissue disease |
| HEY2 | 2 / 24 | Marfan syndrome, Thoracic aortic aneurysm and aortic dissection |
| HGF | 2 / 24 | Keratoconus, Myopia |
| HHEX | 2 / 24 | Connective tissue disease, Mixed connective tissue disease |
| HLA-B | 2 / 24 | Connective tissue disease, Mitral valve prolapse |
| JAG1 | 2 / 24 | Marfan syndrome, Thoracic aortic aneurysm and aortic dissection |
| KCNMB2 | 2 / 24 | Connective tissue disease, Mixed connective tissue disease |
| LPA | 2 / 24 | Aneurysm, Aortic aneurysm |
| LPAR3 | 2 / 24 | Connective tissue disease, Mixed connective tissue disease |
| LRP1 | 2 / 24 | Aneurysm, Aortic aneurysm |
| LRP11 | 2 / 24 | Connective tissue disease, Mixed connective tissue disease |
| LRP1B | 2 / 24 | Keratoconus, Myopia |
| LRP6 | 2 / 24 | Keratoconus, Myopia |
| LTBP2 | 2 / 24 | Marfan syndrome, Mitral valve prolapse |
| MED12 | 2 / 24 | Ehlers-danlos syndrome, Thoracic aortic aneurysm and aortic dissection |
| MMP13 | 2 / 24 | Aneurysm, Aortic aneurysm |
| MMP9 | 2 / 24 | Aortic aneurysm, Marfan syndrome |
| MRC2 | 2 / 24 | Aneurysm, Aortic aneurysm |
| MYRIP | 2 / 24 | Connective tissue disease, Mixed connective tissue disease |
| NSDHL | 2 / 24 | Connective tissue disease, Mitral valve prolapse |
| PBLD | 2 / 24 | Connective tissue disease, Mixed connective tissue disease |
| PCLO | 2 / 24 | Connective tissue disease, Mixed connective tissue disease |
| PFKP | 2 / 24 | Connective tissue disease, Mixed connective tissue disease |
| PLCE1 | 2 / 24 | Aneurysm, Aortic aneurysm |
| PMEPA1 | 2 / 24 | Congenital contractural arachnodactyly, Marfan syndrome |
| PRDM5 | 2 / 24 | Connective tissue disease, Ehlers-danlos syndrome |
| PSRC1 | 2 / 24 | Aneurysm, Aortic aneurysm |
| PTGIS | 2 / 24 | Connective tissue disease, Mixed connective tissue disease |
| PTPRN2 | 2 / 24 | Connective tissue disease, Mixed connective tissue disease |
| ROBO4 | 2 / 24 | Aortic aneurysm, Thoracic aortic aneurysm and aortic dissection |
| SLC35D1 | 2 / 24 | Connective tissue disease, schneckenbecken dysplasia |
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 ⇵ |
|---|---|---|---|---|---|
| Collagen biosynthesis and modifying enzymes | Reactome | 26 / 67 | 9.8× | 1.08e-19 | 7.58e-17 ✓ sig. |
| Assembly of collagen fibrils and other multimeric structures | Reactome | 22 / 51 | 10.9× | 4.79e-18 | 2.73e-15 ✓ sig. |
| Collagen chain trimerization | Reactome | 20 / 44 | 11.5× | 4.50e-17 | 2.10e-14 ✓ sig. |
| Collagen degradation | Reactome | 21 / 52 | 10.2× | 1.44e-16 | 6.14e-14 ✓ sig. |
| Non-integrin membrane-ECM interactions | Reactome | 14 / 24 | 14.7× | 2.67e-14 | 7.64e-12 ✓ sig. |
| ECM proteoglycans | Reactome | 18 / 51 | 8.9× | 3.52e-13 | 8.20e-11 ✓ sig. |
| NCAM1 interactions | Reactome | 12 / 21 | 14.4× | 2.78e-12 | 5.56e-10 ✓ sig. |
| Integrin cell surface interactions | Reactome | 21 / 81 | 6.5× | 3.51e-12 | 6.88e-10 ✓ sig. |
| Protein digestion and absorption | KEGG | 23 / 103 | 5.6× | 9.47e-12 | 1.74e-9 ✓ sig. |
| Extracellular matrix organization | Reactome | 10 / 15 | 16.8× | 2.19e-11 | 3.69e-9 ✓ sig. |
| MET activates PTK2 signaling | Reactome | 13 / 30 | 10.9× | 3.27e-11 | 5.36e-9 ✓ sig. |
| AGE-RAGE signaling pathway in diabetic complications | KEGG | 22 / 101 | 5.5× | 4.55e-11 | 7.17e-9 ✓ sig. |
| Signaling by PDGF | Reactome | 13 / 33 | 9.9× | 1.40e-10 | 2.00e-8 ✓ sig. |
| Molecules associated with elastic fibres | Reactome | 13 / 38 | 8.6× | 1.11e-9 | 1.28e-7 ✓ sig. |
| Focal adhesion | KEGG | 28 / 203 | 3.5× | 7.66e-9 | 7.27e-7 ✓ 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 ⇵ |
|---|---|---|---|---|---|
| skeletal system development | GO:0001501 | 38 / 151 | 9.9× | 3.30e-27 | 1.34e-23 ✓ sig. |
| collagen fibril organization | GO:0030199 | 24 / 65 | 14.5× | 4.74e-22 | 9.92e-19 ✓ sig. |
| heart development | GO:0007507 | 34 / 273 | 4.9× | 1.98e-14 | 1.24e-11 ✓ sig. |
| blood vessel remodeling | GO:0001974 | 14 / 42 | 13.1× | 1.10e-12 | 5.07e-10 ✓ sig. |
| cartilage development | GO:0051216 | 18 / 89 | 7.9× | 8.48e-12 | 3.18e-9 ✓ sig. |
| positive regulation of epithelial to mesenchymal transition | GO:0010718 | 15 / 59 | 10.0× | 1.41e-11 | 5.06e-9 ✓ sig. |
| elastic fiber assembly | GO:0048251 | 8 / 11 | 28.6× | 2.58e-11 | 8.72e-9 ✓ sig. |
| extracellular matrix organization | GO:0030198 | 21 / 145 | 5.7× | 1.23e-10 | 3.52e-8 ✓ sig. |
| positive regulation of SMAD protein signal transduction | GO:0060391 | 12 / 42 | 11.2× | 3.59e-10 | 9.08e-8 ✓ sig. |
| lung development | GO:0030324 | 17 / 108 | 6.2× | 1.97e-9 | 4.11e-7 ✓ sig. |
| blood vessel development | GO:0001568 | 14 / 70 | 7.9× | 2.10e-9 | 4.34e-7 ✓ sig. |
| endochondral ossification | GO:0001958 | 10 / 31 | 12.7× | 2.87e-9 | 5.69e-7 ✓ sig. |
| regulation of cell population proliferation | GO:0042127 | 22 / 201 | 4.3× | 9.92e-9 | 1.69e-6 ✓ sig. |
| skin development | GO:0043588 | 12 / 55 | 8.6× | 1.06e-8 | 1.78e-6 ✓ sig. |
| bone mineralization | GO:0030282 | 12 / 56 | 8.4× | 1.31e-8 | 2.16e-6 ✓ sig. |