Systemic sclerosis
diseaseOn this page
Also known as diffuse Sclerodermadiffuse sclerosisSclerodermaScleroderma, diffuseScleroderma, systemicSScSSc, diffuse sclerosisSystemic Scleroderma
Summary
Systemic sclerosis (MONDO:0005100) is a disease (an umbrella term covering 6 Mondo subtypes) with 75 cohort genes (201 GWAS associations across 25 studies) and 606 clinical trials. The dominant Reactome pathway is Phosphorylation of CD3 and TCR zeta chains (8 cohort genes). Top therapeutic interventions include bosentan, 2-mercaptoethanesulfonic acid, and ambrisentan.
At a glance
- Prevalence: 1-5 / 10 000 (Europe) [Orphanet-validated]
- Umbrella term: 6 Mondo subtypes
- Cohort genes: 75
- GWAS associations: 201
- Phenotypes (HPO): 86
- Clinical trials: 606
Clinical features
Epidemiology
Prevalence records
17 prevalence record(s), Orphanet:
| Type | Class | Value | Geography | Validation |
|---|---|---|---|---|
| Point prevalence | 1-5 / 10 000 | 15.4 | Europe | Validated |
| Annual incidence | >1 / 1000 | 230 | Spain | Validated |
| Annual incidence | >1 / 1000 | 110 | Greece | Validated |
| Annual incidence | 6-9 / 10 000 | 72 | Japan | Validated |
| Annual incidence | >1 / 1000 | 204 | Australia | Validated |
| Annual incidence | 1-9 / 100 000 | 1.09 | Taiwan, Province of China | Validated |
| Annual incidence | 1-9 / 100 000 | 1.7 | Italy | Validated |
| Point prevalence | 1-5 / 10 000 | 27.7 | Spain | Validated |
| Point prevalence | 1-9 / 100 000 | 8.8 | United Kingdom | Validated |
| Point prevalence | 1-5 / 10 000 | 17.3 | France | Validated |
| Point prevalence | 1-5 / 10 000 | 15.4 | Greece | Validated |
| Point prevalence | 1-5 / 10 000 | 30 | United States | Validated |
| Point prevalence | 1-5 / 10 000 | 44.3 | Canada | Validated |
| Point prevalence | 1-5 / 10 000 | 23.3 | Australia | Validated |
| Point prevalence | 1-9 / 100 000 | 5.63 | Taiwan, Province of China | Validated |
| Point prevalence | 1-5 / 10 000 | 22.2 | Italy | Validated |
| Point prevalence | 1-9 / 100 000 | 4.6 | Japan | Not yet validated |
Signs & symptoms
Clinical features (HPO)
86 HPO clinical features (Orphanet curated; top 50 by frequency):
| HPO ID | Term | Frequency |
|---|---|---|
| HP:0001072 | Thickened skin | Very frequent (80-99%) |
| HP:0002829 | Arthralgia | Very frequent (80-99%) |
| HP:0003326 | Myalgia | Very frequent (80-99%) |
| HP:0003493 | Antinuclear antibody positivity | Very frequent (80-99%) |
| HP:0011024 | Abnormality of the gastrointestinal tract | Very frequent (80-99%) |
| HP:0030880 | Raynaud phenomenon | Very frequent (80-99%) |
| HP:0031359 | Cutaneous sclerotic plaque | Very frequent (80-99%) |
| HP:0000077 | Abnormality of the kidney | Frequent (30-79%) |
| HP:0000160 | Narrow mouth | Frequent (30-79%) |
| HP:0001009 | Telangiectasia | Frequent (30-79%) |
| HP:0001232 | Nail bed telangiectasia | Frequent (30-79%) |
| HP:0001324 | Muscle weakness | Frequent (30-79%) |
| HP:0001386 | Joint swelling | Frequent (30-79%) |
| HP:0002031 | Abnormal esophagus morphology | Frequent (30-79%) |
| HP:0002206 | Pulmonary fibrosis | Frequent (30-79%) |
| HP:0003236 | Elevated circulating creatine kinase concentration | Frequent (30-79%) |
| HP:0005590 | Spotty hypopigmentation | Frequent (30-79%) |
| HP:0006121 | Acral ulceration | Frequent (30-79%) |
| HP:0006261 | Abnormal phalangeal joint morphology of the hand | Frequent (30-79%) |
| HP:0006530 | Abnormal pulmonary interstitial morphology | Frequent (30-79%) |
| HP:0007400 | Irregular hyperpigmentation | Frequent (30-79%) |
| HP:0011838 | Sclerodactyly | Frequent (30-79%) |
| HP:0012531 | Pain | Frequent (30-79%) |
| HP:0025131 | Finger swelling | Frequent (30-79%) |
| HP:0025520 | Calcinosis cutis | Frequent (30-79%) |
| HP:0030859 | Anti-topoisomerase I antibody positivity | Frequent (30-79%) |
| HP:0030873 | Anticentromere antibody positivity | Frequent (30-79%) |
| HP:0031293 | Digital pitting scar | Frequent (30-79%) |
| HP:0031917 | Digital ulcer | Frequent (30-79%) |
| HP:0033038 | Anti-RNA-polymerase-III-autoantibody positivity | Frequent (30-79%) |
| HP:0033394 | Anti-carbonic anhydrase II antibody positivity | Frequent (30-79%) |
| HP:0033560 | Anti-PM-Scl antibody positivity | Frequent (30-79%) |
| HP:0034078 | Anti-centromere protein A antibody positivity | Frequent (30-79%) |
| HP:0034079 | Anti-centromere protein B antibody positivity | Frequent (30-79%) |
| HP:0034080 | Anti-U3 RNP antibody positivity | Frequent (30-79%) |
| HP:0034081 | Anti-Th/To antibody positivity | Frequent (30-79%) |
| HP:0034082 | Anti-bicaudal D2 antibody positivity | Frequent (30-79%) |
| HP:0034083 | Anti-nucleolus-organizing region antibody positivity | Frequent (30-79%) |
| HP:0034085 | Anti-PM-Scl100 antibody positivity | Frequent (30-79%) |
| HP:0034086 | Anti-PM-Scl75 antibody positivity | Frequent (30-79%) |
| HP:0034087 | Anti-U11/U12 RNP antibody positivity | Frequent (30-79%) |
| HP:0034088 | Anti-Ku antibody positivity | Frequent (30-79%) |
| HP:0034089 | Anti-B23 antibody positivity | Frequent (30-79%) |
| HP:0034090 | Anti-RuvBL1/2 antibody positivity | Frequent (30-79%) |
| HP:0034091 | Anti-platelet derived growth factor receptor | Frequent (30-79%) |
| HP:0034093 | Anti-Ro52/TRIM21 antibody positivity | Frequent (30-79%) |
| HP:0034094 | Anti-angiotensin receptor type-1 antibody positivity | Frequent (30-79%) |
| HP:0034095 | Anti-endothelin-1 type A receptor antibody positivity | Frequent (30-79%) |
| HP:0034117 | Anti-angiotensin-converting enzyme 2 antibody positivity | Frequent (30-79%) |
| HP:4000170 | Anti-platelet antigen antibody positivity | Frequent (30-79%) |
Identifiers
Disease identifiers
| Field | Value |
|---|---|
| Canonical name | systemic sclerosis |
| Mondo ID | MONDO:0005100 |
| EFO | EFO:0000717 |
| MeSH | D012595 |
| Orphanet | 90291 |
| DOID | DOID:418 |
| ICD-10-CM | M34 |
| ICD-11 | 1084365812 |
| NCIT | C72070 |
| SNOMED CT | 89155008 |
| UMLS | C0036421 |
| MedGen | 19897 |
| GARD | 0009748 |
| MedDRA | 10042953 |
| NORD | 2007 |
| Is cancer (heuristic) | no |
Also known as: diffuse Scleroderma · diffuse sclerosis · Scleroderma · Scleroderma, diffuse · Scleroderma, systemic · SSc · SSc, diffuse sclerosis · Systemic Scleroderma · systemic Scleroderma · systemic scleroderma · systemic sclerosis
Data availability: 201 GWAS associations (25 studies) · 31 cell lines.
Disease family
An umbrella term covering 6 Mondo subtypes.
Classification path: disease › human disease › disease by body system or component › integumentary system disorder › skin disorder › systemic sclerosis
Related subtypes (71): dermatitis, cutaneous mucinosis, skin neoplasm, pyoderma, chronic ulcer of skin, sunburn, severe cutaneous adverse reaction, paronychia, Achenbach syndrome, erythema multiforme, erythematosquamous dermatosis, exanthem, facial dermatosis, hand dermatosis, keratosis, leg dermatosis, lichen disease, lipodystrophy, mongolian spot, reactive cutaneous fibrous lesion, rosacea, scalp dermatosis, sebaceous gland disorder, skin atrophy, skin sarcoidosis, sweat gland disorder, vesiculobullous skin disease, hyperglobulinemic purpura, ainhum, cheilitis glandularis, erythema palmare hereditarium, multiple benign circumferential skin creases on limbs, actinic prurigo, congenital lethal erythroderma, Parana hard-skin syndrome, Bazex-Dupre-Christol syndrome, nephrogenic systemic fibrosis, erosive pustular dermatosis of the scalp, pseudoxanthoma elasticum-like papillary dermal elastolysis, toxic dermatosis, oral erosive lichen, chronic actinic dermatitis, Jessner lymphocytic infiltration of the skin, acquired kinky hair syndrome, primary cutaneous plasmacytosis, cutaneous pseudolymphoma, corticosteroid-sensitive aseptic abscess syndrome, interstitial granulomatous dermatitis with arthritis, epidermal disease, skin pigmentation disorder, skin vascular disease, Wells syndrome, solar urticaria, pellagra, hereditary epidermal appendage anomaly, keratosis pilaris, dermis disorder, aquagenic pruritus, Boudhina Yedes Khiari syndrome, non-neoplastic nevus, cutaneous sclerosis, pityriasis rotunda, hematohidrosis, skin disorder caused by infection, livedoid vasculopathy, prurigo nodularis, granuloma faciale, sclerema neonatorum, hereditary skin disorder, hand-foot syndrome, Nicolau syndrome
Subtypes (6): pulmonary systemic sclerosis, diffuse scleroderma, scleroderma, familial progressive, diffuse cutaneous systemic sclerosis, limited cutaneous systemic sclerosis, limited systemic sclerosis
Genetics & variants
GWAS landscape
201 GWAS associations across 25 studies. Top hits map to 31 distinct genes (as reported by GWAS).
Top associations by p-value
| rsID | p-value | Gene | Risk allele | Odds ratio |
|---|---|---|---|---|
| rs2021408 | 2e-62 | HLA-DPB1, HLA-DPA1 | C | 2.68 |
| rs9275390 | 3e-54 | HLA-DQB1 - MTCO3P1 | ? | 2.38 |
| rs10174238 | 3e-42 | STAT4 | ? | 1.37 |
| rs13238352 | 1e-38 | TNPO3 | T | 1.44 |
| rs6457617 | 2e-37 | HLA-DQB1 - MTCO3P1 | T | 1.61 |
| rs4853458 | 2e-35 | STAT4 | A | 0.14 |
| rs35677470 | 4e-31 | DNASE1L3 | A | 2.03 |
| rs13239597 | 1e-29 | TPI1P2, TPI1P2 | ? | 1.66 |
| rs6679677 | 2e-28 | PHTF1 - RSBN1 | A | 1.34 |
| rs2476601 | 2e-28 | AP4B1-AS1, PTPN22 | ? | 1.33 |
| rs3129882 | 2e-27 | HLA-DRA | ? | 2.17 |
| rs2736340 | 1e-26 | FAM167A - BLK | C | 0.1 |
| HLA-DRB1*11:04 | 2e-24 | ? | 3.14 | |
| rs3821236 | 2e-23 | STAT4 | A | 1.31 |
| rs58721818 | 5e-23 | TNFAIP3 - LINC02865 | T | 1.64 |
| rs2736337 | 5e-22 | FAM167A - BLK | C | 1.23 |
| rs36073657 | 3e-21 | TNPO3 | T | 1.4 |
| rs443198 | 9e-21 | NOTCH4 | ? | 1.82 |
| rs987870 | 2e-20 | HLA-DPB1, HLA-DPA1 | ? | 2.09 |
| rs11889341 | 3e-20 | STAT4 | T | 0.16 |
| rs11117420 | 1e-17 | LINC02132 - LINC01082 | C | 0.09 |
| rs13389408 | 3e-17 | STAT4 | C | 1.27 |
| rs10954214 | 7e-17 | IRF5 | T | 1.18 |
| rs4728142 | 2e-15 | IRF5 | A | 0.09 |
| rs17849502 | 4e-15 | NCF2, SMG7 | T | 1.36 |
| rs1378942 | 9e-15 | CSK | A | 0.07 |
| rs5754467 | 1e-13 | YDJC - CCDC116 | G | 1.2 |
| rs10488631 | 2e-13 | IRF5 - TNPO3 | C | 1.5 |
| rs7574865 | 2e-13 | STAT4 | T | 1.38 |
| rs5029937 | 2e-13 | TNFAIP3 | T | 0.16 |
Top studies (by case count)
| Study | Lead author | Year | Cases | Controls | Title |
|---|---|---|---|---|---|
| GCST90319682 | Ishikawa Y | 2024 | 9,095 | 17,584 | GWAS for systemic sclerosis identifies six novel susceptibility loci including one in the Fcγ receptor region. |
| GCST90428834 | Yu X | 2024 | 9,095 | 34,250 | Shared genetic architecture between autoimmune disorders and B-cell acute lymphoblastic leukemia: insights from large-scale genome-wide cross-trait analysis. |
| GCST009131 | Lopez-Isac E | 2019 | 9,095 | 17,584 | GWAS for systemic sclerosis identifies multiple risk loci and highlights fibrotic and vasculopathy pathways. |
| GCST007278 | Acosta-Herrera M | 2018 | 4,595 | 19,704 | Genome-wide meta-analysis reveals shared new loci in systemic seropositive rheumatic diseases. |
| GCST009876 | Marquez A | 2018 | 3,477 | 22,308 | Meta-analysis of Immunochip data of four autoimmune diseases reveals novel single-disease and cross-phenotype associations. |
| GCST002069 | Martin JE | 2013 | 2,761 | 7,381 | A systemic sclerosis and systemic lupus erythematosus pan-meta-GWAS reveals new shared susceptibility loci. |
| GCST001156 | Gorlova O | 2011 | 2,296 | 5,172 | Identification of novel genetic markers associated with clinical phenotypes of systemic sclerosis through a genome-wide association strategy. |
| GCST001160 | Gorlova O | 2011 | 2,296 | 5,172 | Identification of novel genetic markers associated with clinical phenotypes of systemic sclerosis through a genome-wide association strategy. |
| GCST000650 | Radstake TR | 2010 | 2,296 | 5,171 | Genome-wide association study of systemic sclerosis identifies CD247 as a new susceptibility locus. |
| GCST010124 | Gonzalez-Serna D | 2020 | 2,281 | 7,388 | A cross-disease meta-GWAS identifies four new susceptibility loci shared between systemic sclerosis and Crohn’s disease. |
Variant details and genetic-evidence tiers
Tier distribution (top 50 variants)
| Tier | Variants |
|---|---|
| Tier 1: coding | 4 |
| Tier 2: splice/UTR | 2 |
| Tier 3: regulatory | 1 |
| Tier 4: intronic/intergenic | 43 |
MAF distribution
| Bucket | Variants |
|---|---|
| common (>=0.05) | 47 |
| low_freq (0.01-0.05) | 0 |
| rare (<0.01) | 2 |
| unknown | 1 |
Functional consequences
| Consequence | Count |
|---|---|
| intron_variant | 27 |
| intergenic_variant | 13 |
| missense_variant | 4 |
| non_coding_transcript_exon_variant | 1 |
| unknown | 1 |
| synonymous_variant | 1 |
| 3_prime_UTR_variant | 1 |
| regulatory_region_variant | 1 |
| splice_donor_region_variant | 1 |
Top variants
| rsID | Chr | Pos | Alleles | MAF | Consequence | Gene | p-value | Tier |
|---|---|---|---|---|---|---|---|---|
| rs2021408 | 6 | 33078949 | T>C | 0.178 | intron_variant | HLA-DPB1, HLA-DPA1 | 2e-62 | Tier 4: intronic/intergenic |
| rs9275390 | 6 | 32701379 | T>A,C | 0.25 | intergenic_variant | HLA-DQB1 - MTCO3P1 | 3e-54 | Tier 4: intronic/intergenic |
| rs10174238 | 2 | 191108308 | G>A,T | 0.05 | intron_variant | STAT4 | 3e-42 | Tier 4: intronic/intergenic |
| rs13238352 | 7 | 129007888 | C>A,T | 0.05 | intron_variant | TNPO3 | 1e-38 | Tier 4: intronic/intergenic |
| rs6457617 | 6 | 32696074 | C>A,T | 0.5 | intergenic_variant | HLA-DQB1 - MTCO3P1 | 2e-37 | Tier 4: intronic/intergenic |
| rs4853458 | 2 | 191094763 | A>C,G,T | 0.05 | intron_variant | STAT4 | 2e-35 | Tier 4: intronic/intergenic |
| rs35677470 | 3 | 58197909 | G>A,C | 0.059 | missense_variant | DNASE1L3 | 4e-31 | Tier 1: coding |
| rs13239597 | 7 | 129055929 | C>A | 0.05 | non_coding_transcript_exon_variant | TPI1P2, TPI1P2 | 1e-29 | Tier 4: intronic/intergenic |
| rs6679677 | 1 | 113761186 | C>A,T | 0.05 | intergenic_variant | PHTF1 - RSBN1 | 2e-28 | Tier 4: intronic/intergenic |
| rs2476601 | 1 | 113834946 | A>G,T | 0.05 | missense_variant | AP4B1-AS1, PTPN22 | 2e-28 | Tier 1: coding |
| rs3129882 | 6 | 32441753 | G>A,C | 0.44 | intron_variant | HLA-DRA | 2e-27 | Tier 4: intronic/intergenic |
| rs2736340 | 8 | 11486464 | C>A,G,T | 0.05 | intergenic_variant | FAM167A - BLK | 1e-26 | Tier 4: intronic/intergenic |
| HLA-DRB1*11:04 | 2e-24 | Tier 4: intronic/intergenic | ||||||
| rs3821236 | 2 | 191038032 | G>A | 0.2 | intron_variant | STAT4 | 2e-23 | Tier 4: intronic/intergenic |
| rs58721818 | 6 | 137922602 | C>G,T | 0.05 | intergenic_variant | TNFAIP3 - LINC02865 | 5e-23 | Tier 4: intronic/intergenic |
| rs2736337 | 8 | 11484371 | T>A,C,G | 0.05 | intergenic_variant | FAM167A - BLK | 5e-22 | Tier 4: intronic/intergenic |
| rs36073657 | 7 | 129011468 | C>T | 0.1 | intron_variant | TNPO3 | 3e-21 | Tier 4: intronic/intergenic |
| rs443198 | 6 | 32222629 | A>C,G,T | 0.37 | synonymous_variant | NOTCH4 | 9e-21 | Tier 4: intronic/intergenic |
| rs987870 | 6 | 33075103 | A>C,G,T | 0.15 | intron_variant | HLA-DPB1, HLA-DPA1 | 2e-20 | Tier 4: intronic/intergenic |
| rs11889341 | 2 | 191079016 | C>T | 0.299 | intron_variant | STAT4 | 3e-20 | Tier 4: intronic/intergenic |
| rs11117420 | 16 | 85938316 | G>C,T | 0.05 | intron_variant | LINC02132 - LINC01082 | 1e-17 | Tier 4: intronic/intergenic |
| rs13389408 | 2 | 191068557 | T>C | 0.05 | intron_variant | STAT4 | 3e-17 | Tier 4: intronic/intergenic |
| rs10954214 | 7 | 128949579 | C>T | 0.05 | 3_prime_UTR_variant | IRF5 | 7e-17 | Tier 2: splice/UTR |
| rs4728142 | 7 | 128933913 | G>A | 0.05 | intergenic_variant | IRF5 | 2e-15 | Tier 4: intronic/intergenic |
| rs17849502 | 1 | 183563445 | G>A,C,T | 0.05 | missense_variant | NCF2, SMG7 | 4e-15 | Tier 1: coding |
| rs1378942 | 15 | 74785026 | C>A,G,T | 0.05 | intron_variant | CSK | 9e-15 | Tier 4: intronic/intergenic |
| rs5754467 | 22 | 21630805 | A>G,T | 0.05 | intergenic_variant | YDJC - CCDC116 | 1e-13 | Tier 4: intronic/intergenic |
| rs10488631 | 7 | 128954129 | T>C | 0.05 | intergenic_variant | IRF5 - TNPO3 | 2e-13 | Tier 4: intronic/intergenic |
| rs7574865 | 2 | 191099907 | T>A,G | 0.22 | intron_variant | STAT4 | 2e-13 | Tier 4: intronic/intergenic |
| rs5029937 | 6 | 137874014 | G>A,T | 0.05 | intron_variant | TNFAIP3 | 2e-13 | Tier 4: intronic/intergenic |
Genes & proteins
Mendelian disease overlap and somatic drivers
GenCC: 0 · Orphanet: 105 · OMIM-shared: 0 · Dual-evidence (GWAS+Mendelian): 12
Dual-evidence genes (GWAS + Mendelian — highest-confidence targets)
| Gene | HGNC | Evidence routes |
|---|---|---|
| BLK | BLK | GWAS, Orphanet |
| STAT4 | STAT4 | GWAS, Orphanet |
| TNFAIP3 | TNFAIP3 | GWAS, Orphanet |
| TNFSF4 | TNFSF4 | GWAS, Orphanet |
| TNIP1 | TNIP1 | GWAS, Orphanet |
| PXK | PXK | GWAS, Orphanet |
| CR2 | CR2 | GWAS, Orphanet |
| JAZF1 | JAZF1 | GWAS, Orphanet |
| DNASE1L3 | DNASE1L3 | GWAS, Orphanet |
| KIAA0319L | KIAA0319L | GWAS, Orphanet |
| HLA-DQB1 | HLA-DQB1 | GWAS, Orphanet |
| HLA-DRB1 | HLA-DRB1 | GWAS, Orphanet |
Orphanet rare-disease linkage (cohort genes)
| Gene | Orphanet ID | Rare disease |
|---|---|---|
| BLK | Orphanet:536 | Systemic lupus erythematosus |
| BLK | Orphanet:552 | MODY |
| SOX5 | Orphanet:313884 | 12p12.1 microdeletion syndrome |
| SOX5 | Orphanet:313892 | Developmental and speech delay due to SOX5 deficiency |
| SOX5 | Orphanet:626 | Large/giant congenital melanocytic nevus |
| SPINK2 | Orphanet:399805 | Male infertility with azoospermia or oligozoospermia due to single gene mutation |
| STAT1 | Orphanet:319595 | Mendelian susceptibility to mycobacterial diseases due to partial STAT1 deficiency |
| STAT1 | Orphanet:391311 | Susceptibility to viral and mycobacterial infections due to STAT1 deficiency |
| STAT1 | Orphanet:391487 | STAT1-related autoimmune enteropathy and endocrinopathy-susceptibility to chronic infections syndrome |
| STAT3 | Orphanet:2314 | Autosomal dominant hyper-IgE syndrome due to STAT3 deficiency |
| STAT3 | Orphanet:438159 | STAT3-related early-onset multisystem autoimmune disease |
| STAT3 | Orphanet:512017 | Chronic lymphoproliferative disorder of natural killer cells |
| STAT3 | Orphanet:520 | Acute promyelocytic leukemia |
| STAT3 | Orphanet:667662 | Breast implant-associated anaplastic large cell lymphoma |
| STAT3 | Orphanet:86872 | T-cell large granular lymphocyte leukemia |
| STAT3 | Orphanet:99885 | Isolated permanent neonatal diabetes mellitus |
| STAT4 | Orphanet:117 | Behçet disease |
| STAT4 | Orphanet:536 | Systemic lupus erythematosus |
| STAT4 | Orphanet:85408 | Rheumatoid factor-negative polyarticular juvenile idiopathic arthritis |
| STAT4 | Orphanet:85410 | Oligoarticular juvenile idiopathic arthritis |
| STAT4 | Orphanet:93552 | Pediatric systemic lupus erythematosus |
| TNFAIP3 | Orphanet:536 | Systemic lupus erythematosus |
| TNFAIP3 | Orphanet:674762 | Early-onset autoinflammatory syndrome due to A20 haploinsufficiency |
| TNFSF4 | Orphanet:2073 | Narcolepsy type 1 |
| TNFSF4 | Orphanet:536 | Systemic lupus erythematosus |
| TREH | Orphanet:103909 | Trehalase deficiency |
| TYK2 | Orphanet:300865 | Primary cutaneous anaplastic large cell lymphoma |
| TYK2 | Orphanet:331226 | Susceptibility to infection due to TYK2 deficiency |
| TYK2 | Orphanet:98842 | Lymphomatoid papulosis |
| IKZF2 | Orphanet:697389 | Combined immunodeficiency due to HELIOS deficiency |
| IKZF2 | Orphanet:699599 | ICHAD syndrome |
| IKZF3 | Orphanet:67038 | B-cell chronic lymphocytic leukemia |
| IKZF3 | Orphanet:699590 | Immune dysregulation with immunodeficiency due to AIOLOS haploinsufficiency |
| IKZF3 | Orphanet:699593 | Combined immunodeficiency-lymphopenia-cancer predisposing syndrome due to AIOLOS deficiency |
| TIMMDC1 | Orphanet:2609 | Isolated complex I deficiency |
| SAMD9L | Orphanet:2585 | Ataxia-pancytopenia syndrome |
| SAMD9L | Orphanet:619367 | SAMD9L-associated autoinflammatory syndrome |
| SAMD9L | Orphanet:631106 | Spinocerebellar ataxia type 49 |
| SLC12A5 | Orphanet:293181 | Epilepsy of infancy with migrating focal seizures |
| UNC45B | Orphanet:441447 | Early-onset posterior subcapsular cataract |
| UNC45B | Orphanet:98991 | Early-onset nuclear cataract |
| PXDN | Orphanet:289499 | Congenital cataract microcornea with corneal opacity |
| PXDN | Orphanet:699850 | 2p25.3 microduplication syndrome |
| FCGR2C | Orphanet:3002 | Immune thrombocytopenia |
| CD247 | Orphanet:169160 | T-B+ severe combined immunodeficiency due to CD3delta/CD3epsilon/CD3zeta |
| CD247 | Orphanet:85408 | Rheumatoid factor-negative polyarticular juvenile idiopathic arthritis |
| CD247 | Orphanet:85410 | Oligoarticular juvenile idiopathic arthritis |
| TNIP1 | Orphanet:536 | Systemic lupus erythematosus |
| TNPO3 | Orphanet:186 | Primary biliary cholangitis |
| TNPO3 | Orphanet:55595 | TNP03-related limb-girdle muscular dystrophy D2 |
Cohort genes → proteins
75 cohort genes, 74 distinct canonical proteins.
Evidence partition
| Subset | Genes |
|---|---|
| gwas_only | 75 |
Cohort genes (full)
| Symbol | HGNC | Ensembl | UniProt | Name | Evidence |
|---|---|---|---|---|---|
| RPL41 | HGNC:10354 | ENSG00000229117 | P62945 | Small ribosomal subunit protein eS32 | gwas |
| BLK | HGNC:1057 | ENSG00000136573 | P51451 | Tyrosine-protein kinase Blk | gwas |
| SLC26A1 | HGNC:10993 | ENSG00000145217 | Q9H2B4 | Sulfate anion transporter 1 | gwas |
| SOX5 | HGNC:11201 | ENSG00000134532 | P35711 | Transcription factor SOX-5 | gwas |
| SPINK2 | HGNC:11245 | ENSG00000128040 | P20155 | Serine protease inhibitor Kazal-type 2 | gwas |
| STAT1 | HGNC:11362 | ENSG00000115415 | P42224 | Signal transducer and activator of transcription 1-alpha/beta | gwas |
| STAT3 | HGNC:11364 | ENSG00000168610 | P40763 | Signal transducer and activator of transcription 3 | gwas |
| STAT4 | HGNC:11365 | ENSG00000138378 | Q14765 | Signal transducer and activator of transcription 4 | gwas |
| TNFAIP3 | HGNC:11896 | ENSG00000118503 | P21580 | Tumor necrosis factor alpha-induced protein 3 | gwas |
| TNFSF4 | HGNC:11934 | ENSG00000117586 | P23510 | Tumor necrosis factor ligand superfamily member 4 | gwas |
| TREH | HGNC:12266 | ENSG00000118094 | O43280 | Trehalase | gwas |
| TYK2 | HGNC:12440 | ENSG00000105397 | P29597 | Non-receptor tyrosine-protein kinase TYK2 | gwas |
| IKZF2 | HGNC:13177 | ENSG00000030419 | Q9UKS7 | Zinc finger protein Helios | gwas |
| IKZF3 | HGNC:13178 | ENSG00000161405 | Q9UKT9 | Zinc finger protein Aiolos | gwas |
| TIMMDC1 | HGNC:1321 | ENSG00000113845 | Q9NPL8 | Complex I assembly factor TIMMDC1, mitochondrial | gwas |
| GSDMA | HGNC:13311 | ENSG00000167914 | Q96QA5 | Gasdermin-A | gwas |
| TSPAN32 | HGNC:13410 | ENSG00000064201 | Q96QS1 | Tetraspanin-32 | gwas |
| SAMD9L | HGNC:1349 | ENSG00000177409 | Q8IVG5 | Sterile alpha motif domain-containing protein 9-like | gwas |
| SLC12A5 | HGNC:13818 | ENSG00000124140 | Q9H2X9 | Solute carrier family 12 member 5 | gwas |
| UNC45B | HGNC:14304 | ENSG00000141161 | Q8IWX7 | Protein unc-45 homolog B | gwas |
| PXDN | HGNC:14966 | ENSG00000130508 | Q92626 | Peroxidasin homolog | gwas |
| FAM167A | HGNC:15549 | ENSG00000154319 | Q96KS9 | Protein FAM167A | gwas |
| FCGR2C | HGNC:15626 | ENSG00000244682 | P31995 | Low affinity immunoglobulin gamma Fc region receptor II-c | gwas |
| SCHIP1 | HGNC:15678 | ENSG00000151967 | P0DPB3 | Schwannomin-interacting protein 1 | gwas |
| ORMDL3 | HGNC:16038 | ENSG00000172057 | Q8N138 | ORM1-like protein 3 | gwas |
| ELMO1 | HGNC:16286 | ENSG00000155849 | Q92556 | Engulfment and cell motility protein 1 | gwas |
| CD247 | HGNC:1677 | ENSG00000198821 | P20963 | T-cell surface glycoprotein CD3 zeta chain | gwas |
| NMNAT2 | HGNC:16789 | ENSG00000157064 | Q9BZQ4 | Nicotinamide/nicotinic acid mononucleotide adenylyltransferase 2 | gwas |
| TNIP1 | HGNC:16903 | ENSG00000145901 | Q15025 | TNFAIP3-interacting protein 1 | gwas |
| CD80 | HGNC:1700 | ENSG00000121594 | P33681 | T-lymphocyte activation antigen CD80 | gwas |
| TNPO3 | HGNC:17103 | ENSG00000064419 | Q9Y5L0 | Transportin-3 | gwas |
| PSORS1C1 | HGNC:17202 | ENSG00000204540 | Q9UIG5 | Psoriasis susceptibility 1 candidate gene 1 protein | gwas |
| ANGPTL5 | HGNC:19705 | ENSG00000187151 | Q86XS5 | Angiopoietin-related protein 5 | gwas |
| CHD7 | HGNC:20626 | ENSG00000171316 | Q9P2D1 | ATP-dependent chromatin remodeler CHD7 | gwas |
| ZPBP2 | HGNC:20678 | ENSG00000186075 | Q6X784 | Zona pellucida-binding protein 2 | gwas |
| SERAC1 | HGNC:21061 | ENSG00000122335 | Q96JX3 | Protein SERAC1 | gwas |
| GTF2H5 | HGNC:21157 | ENSG00000272047 | Q6ZYL4 | General transcription factor IIH subunit 5 | gwas |
| BLTP3A | HGNC:21216 | ENSG00000065060 | Q6BDS2 | Bridge-like lipid transfer protein family member 3A | gwas |
| POGLUT1 | HGNC:22954 | ENSG00000163389 | Q8NBL1 | Protein O-glucosyltransferase 1 | gwas |
| PXK | HGNC:23326 | ENSG00000168297 | Q7Z7A4 | PX domain-containing protein kinase-like protein | gwas |
| CR1 | HGNC:2334 | ENSG00000203710 | P17927 | Complement receptor type 1 | gwas |
| CR2 | HGNC:2336 | ENSG00000117322 | P20023 | Complement receptor type 2 | gwas |
| GSDMB | HGNC:23690 | ENSG00000073605 | Q8TAX9 | Gasdermin-B | gwas |
| CSK | HGNC:2444 | ENSG00000103653 | P41240 | Tyrosine-protein kinase CSK | gwas |
| OLFML2B | HGNC:24558 | ENSG00000162745 | Q68BL8 | Olfactomedin-like protein 2B | gwas |
| RBM43 | HGNC:24790 | ENSG00000184898 | Q6ZSC3 | RNA-binding protein 43 | gwas |
| HOPX | HGNC:24961 | ENSG00000171476 | Q9BPY8 | Homeodomain-only protein | gwas |
| LRP2BP | HGNC:25434 | ENSG00000109771 | Q9P2M1 | LRP2-binding protein | gwas |
| YDJC | HGNC:27158 | ENSG00000161179 | A8MPS7 | Carbohydrate deacetylase | gwas |
| DDX6 | HGNC:2747 | ENSG00000110367 | P26196 | Probable ATP-dependent RNA helicase DDX6 | gwas |
Cohort function summary
Lead sentence per gene, UniProt-curated.
| Symbol | Protein name | Function (lead sentence) |
|---|---|---|
| RPL41 | Small ribosomal subunit protein eS32 | Component of the small ribosomal subunit (Ref.8). |
| BLK | Tyrosine-protein kinase Blk | Non-receptor tyrosine kinase involved in B-lymphocyte development, differentiation and signaling. |
| SLC26A1 | Sulfate anion transporter 1 | Sodium-independent sulfate anion transporter. |
| SOX5 | Transcription factor SOX-5 | Transcription factor involved in chondrocytes differentiation and cartilage formation. |
| SPINK2 | Serine protease inhibitor Kazal-type 2 | As a strong inhibitor of acrosin, it is required for normal spermiogenesis. |
| STAT1 | Signal transducer and activator of transcription 1-alpha/beta | Signal transducer and transcription activator that mediates cellular responses to interferons (IFNs), cytokine KITLG/SCF and other cytokines and other growth factors. |
| STAT3 | Signal transducer and activator of transcription 3 | Signal transducer and transcription activator that mediates cellular responses to interleukins, KITLG/SCF, LEP and other growth factors. |
| STAT4 | Signal transducer and activator of transcription 4 | Transcriptional regulator mainly expressed in hematopoietic cells that plays a critical role in cellular growth, differentiation and immune response. |
| TNFAIP3 | Tumor necrosis factor alpha-induced protein 3 | Ubiquitin-editing enzyme that contains both ubiquitin ligase and deubiquitinase activities. |
| TNFSF4 | Tumor necrosis factor ligand superfamily member 4 | Cytokine that binds to TNFRSF4. |
| TREH | Trehalase | Intestinal trehalase is probably involved in the hydrolysis of ingested trehalose. |
| TYK2 | Non-receptor tyrosine-protein kinase TYK2 | Tyrosine kinase of the non-receptor type involved in numerous cytokines and interferons signaling, which regulates cell growth, development, cell migration, innate and adaptive immunity. |
| IKZF2 | Zinc finger protein Helios | Transcription factor, which stabilizes the noninflammatory phenotype of regulatory T cells (Tregs). |
| IKZF3 | Zinc finger protein Aiolos | Transcription factor that plays an important role in the regulation of lymphocyte differentiation. |
| TIMMDC1 | Complex I assembly factor TIMMDC1, mitochondrial | Chaperone protein involved in the assembly of the mitochondrial NADH:ubiquinone oxidoreductase complex (complex I). |
| GSDMA | Gasdermin-A | This form constitutes the precursor of the pore-forming protein and acts as a sensor of infection: upon infection by S.pyogenes, specifically cleaved by S.pyogenes effector protein SpeB in epithelial cells, releasing the N-terminal moiety… |
| SAMD9L | Sterile alpha motif domain-containing protein 9-like | May be involved in endosome fusion. |
| SLC12A5 | Solute carrier family 12 member 5 | Mediates electroneutral potassium-chloride cotransport in mature neurons and is required for neuronal Cl(-) homeostasis. |
| UNC45B | Protein unc-45 homolog B | Acts as a co-chaperone for HSP90 and is required for proper folding of the myosin motor domain. |
| PXDN | Peroxidasin homolog | Catalyzes the two-electron oxidation of bromide by hydrogen peroxide and generates hypobromite as a reactive intermediate which mediates the formation of sulfilimine cross-links between methionine and hydroxylysine residues within an uncro… |
| FCGR2C | Low affinity immunoglobulin gamma Fc region receptor II-c | Receptor for the Fc region of complexed immunoglobulins gamma. |
| ORMDL3 | ORM1-like protein 3 | Plays an essential role in the homeostatic regulation of sphingolipid de novo biosynthesis by modulating the activity of the serine palmitoyltransferase (SPT) in response to ceramide levels. |
| ELMO1 | Engulfment and cell motility protein 1 | Involved in cytoskeletal rearrangements required for phagocytosis of apoptotic cells and cell motility. |
| CD247 | T-cell surface glycoprotein CD3 zeta chain | Part of the TCR-CD3 complex present on T-lymphocyte cell surface that plays an essential role in adaptive immune response. |
| NMNAT2 | Nicotinamide/nicotinic acid mononucleotide adenylyltransferase 2 | Nicotinamide/nicotinate-nucleotide adenylyltransferase that acts as an axon maintenance factor. |
| TNIP1 | TNFAIP3-interacting protein 1 | Inhibits NF-kappa-B activation and TNF-induced NF-kappa-B-dependent gene expression by regulating TAX1BP1 and A20/TNFAIP3-mediated deubiquitination of IKBKG; proposed to link A20/TNFAIP3 to ubiquitinated IKBKG. |
| CD80 | T-lymphocyte activation antigen CD80 | Costimulatory molecule that belongs to the immunoglobulin superfamily that plays an important role in T-lymphocyte activation. |
| TNPO3 | Transportin-3 | Importin, which transports target proteins into the nucleus. |
| CHD7 | ATP-dependent chromatin remodeler CHD7 | ATP-dependent chromatin-remodeling factor, slides nucleosomes along DNA; nucleosome sliding requires ATP. |
| ZPBP2 | Zona pellucida-binding protein 2 | Is implicated in sperm-oocyte interaction during fertilization. |
| SERAC1 | Protein SERAC1 | Facilitates the transport of serine from the cytosol to the mitochondria by interacting with and stabilizing Sideroflexin-1 (SFXN1), a mitochondrial serine transporter, playing a fundamental role in the one-carbon cycle responsible for the… |
| GTF2H5 | General transcription factor IIH subunit 5 | Component of the general transcription and DNA repair factor IIH (TFIIH) core complex, which is involved in general and transcription-coupled nucleotide excision repair (NER) of damaged DNA and, when complexed to CAK, in RNA transcription… |
| BLTP3A | Bridge-like lipid transfer protein family member 3A | Tube-forming lipid transport protein which probably mediates the transfer of lipids between membranes at organelle contact sites. |
| POGLUT1 | Protein O-glucosyltransferase 1 | Dual specificity glycosyltransferase that catalyzes the transfer of glucose and xylose from UDP-glucose and UDP-xylose, respectively, to a serine residue found in the consensus sequence of C-X-S-X-P-C. |
| PXK | PX domain-containing protein kinase-like protein | Binds to and modulates brain Na,K-ATPase subunits ATP1B1 and ATP1B3 and may thereby participate in the regulation of electrical excitability and synaptic transmission. |
| CR1 | Complement receptor type 1 | Membrane immune adherence receptor that plays a critical role in the capture and clearance of complement-opsonized pathogens by erythrocytes and monocytes/macrophages. |
| CR2 | Complement receptor type 2 | Serves as a receptor for various ligands including complement component CD3d, HNRNPU OR IFNA1. |
| GSDMB | Gasdermin-B | Precursor of a pore-forming protein that acts as a downstream mediator of granzyme-mediated cell death. |
| CSK | Tyrosine-protein kinase CSK | Non-receptor tyrosine-protein kinase that plays an important role in the regulation of cell growth, differentiation, migration and immune response. |
| HOPX | Homeodomain-only protein | Atypical homeodomain protein which does not bind DNA and is required to modulate cardiac growth and development. |
| LRP2BP | LRP2-binding protein | May act as an adapter that regulates LRP2 function. |
| YDJC | Carbohydrate deacetylase | Probably catalyzes the deacetylation of acetylated carbohydrates an important step in the degradation of oligosaccharides. |
| DDX6 | Probable ATP-dependent RNA helicase DDX6 | Essential for the formation of P-bodies, cytosolic membrane-less ribonucleoprotein granules involved in RNA metabolism through the coordinated storage of mRNAs encoding regulatory functions. |
| ZBTB9 | Zinc finger and BTB domain-containing protein 9 | May be involved in transcriptional regulation. |
| DGKQ | Diacylglycerol kinase theta | Diacylglycerol kinase that converts diacylglycerol/DAG into phosphatidic acid/phosphatidate/PA and regulates the respective levels of these two bioactive lipids. |
| TMEM175 | Endosomal/lysosomal proton channel TMEM175 | Proton-activated proton channel that catalyzes proton efflux from endosomes and lysosomes to maintain a steady-state pH. |
| JAZF1 | Juxtaposed with another zinc finger protein 1 | Acts as a transcriptional corepressor of orphan nuclear receptor NR2C2. |
| ARHGAP31 | Rho GTPase-activating protein 31 | Functions as a GTPase-activating protein (GAP) for RAC1 and CDC42. |
| PRR12 | Proline-rich protein 12 | May play a role in the regulation of cohesin complex loading onto chromatin, probably acting in coordination with NIPBL and MAU2. |
| CEP126 | Centrosomal protein of 126 kDa | Participates in cytokinesis. |
Protein-family classification
Druggable: 28 · Difficult: 13 · Unknown: 34 · Druggable fraction: 0.37
Family distribution
Cohort families vs a genome-wide background (hypergeometric, BH-FDR; fold = observed/expected). Counts kept; sorted by enrichment, so the catch-all Other/Unknown bucket no longer leads.
| Family | Genes | Fold | FDR |
|---|---|---|---|
| Antibody/Immunoglobulin | 12 | 4.7× | 9e-05 |
| Complement | 2 | 7.2× | 0.176 |
| Kinase | 5 | 1.9× | 0.491 |
| Phosphatase | 1 | 1.1× | 0.974 |
| Transcription factor | 10 | 1.1× | 0.974 |
| Transporter | 1 | 1.0× | 0.974 |
| Other/Unknown | 34 | 0.8× | 0.974 |
| Enzyme (other) | 5 | 0.8× | 0.974 |
| Scaffold/PPI | 3 | 0.7× | 0.974 |
| Protease | 1 | 0.5× | 0.974 |
| GPCR | 1 | 0.3× | 0.974 |
Per-gene assignment
| Symbol | Family | Druggable? | EC | InterPro (top 3) |
|---|---|---|---|---|
| RPL41 | Other/Unknown | no | Ribosomal_eS32 | |
| BLK | Kinase | yes | 2.7.10.2 | Prot_kinase_dom, SH2, Ser-Thr/Tyr_kinase_cat_dom |
| SLC26A1 | Transporter | yes | SLC26A/SulP_fam, STAS_dom, SLC26A/SulP_dom | |
| SOX5 | Transcription factor | no | HMG_box_dom, HMG_box_dom_sf, SOX/SOX-like_TF | |
| SPINK2 | Other/Unknown | no | Kazal_dom, Kazal_dom_sf, SPINK2 | |
| STAT1 | Transcription factor | no | SH2, STAT, p53-like_TF_DNA-bd_sf | |
| STAT3 | Transcription factor | no | SH2, STAT, p53-like_TF_DNA-bd_sf | |
| STAT4 | Transcription factor | no | SH2, STAT, p53-like_TF_DNA-bd_sf | |
| TNFAIP3 | Transcription factor | no | Znf_A20, OTU_dom, OTU_Deubiquitinase | |
| TNFSF4 | Other/Unknown | no | TNF_dom, Tumour_necrosis_fac-like_dom, TNF_CS | |
| TREH | Enzyme (other) | yes | 3.2.1.28 | Glyco_hydro_37, 6-hairpin_glycosidase_sf, 6hp_glycosidase-like_sf |
| TYK2 | Kinase | yes | 2.7.10.2 | FERM_domain, Prot_kinase_dom, SH2 |
| IKZF2 | Transcription factor | no | Znf_C2H2_type, Znf_C2H2_sf, Ikaros_C2H2-ZF | |
| IKZF3 | Transcription factor | no | Znf_C2H2_type, Znf_C2H2_sf, Ikaros_C2H2-ZF | |
| TIMMDC1 | Other/Unknown | no | TIMMDC1 | |
| GSDMA | Other/Unknown | no | Gasdermin, Gasdermin_pore, Gasdermin_PUB | |
| TSPAN32 | Other/Unknown | no | Tetraspanin_EC2_sf, Tetraspanin/Peripherin, PHEMX_LEL | |
| SAMD9L | Other/Unknown | no | SAM, SAM/pointed_sf | |
| SLC12A5 | Other/Unknown | no | KCL_cotranspt, AA-permease/SLC12A_dom, SLC12A_fam | |
| UNC45B | Other/Unknown | no | Armadillo, ARM-like, TPR-like_helical_dom_sf | |
| PXDN | Antibody/Immunoglobulin | yes | 1.11.1.7 | Cys-rich_flank_reg_C, VWF_dom, Leu-rich_rpt |
| FAM167A | Other/Unknown | no | FAM167, FAM167_domain | |
| FCGR2C | Antibody/Immunoglobulin | yes | Ig_sub2, Ig_sub, Ig-like_dom | |
| SCHIP1 | Other/Unknown | no | SCHIP_1_C, SCHIP_1 | |
| ORMDL3 | Other/Unknown | no | ORMDL | |
| ELMO1 | Scaffold/PPI | no | PH_domain, ELMO_dom, ARM-like | |
| CD247 | Other/Unknown | no | Phos_immunorcpt_sig_ITAM, CD3_zeta/IgE_Fc_rcpt_gamma, T-cell_CD3_zeta | |
| NMNAT2 | Enzyme (other) | yes | 2.7.7.1 | Cyt_trans-like, Rossmann-like_a/b/a_fold, NMNAT_euk |
| TNIP1 | Other/Unknown | no | ||
| CD80 | Antibody/Immunoglobulin | yes | Ig_sub, Ig-like_dom, Ig_V-set | |
| TNPO3 | Other/Unknown | no | ARM-like, Exportin-1/Importin-b-like, ARM-type_fold | |
| PSORS1C1 | Other/Unknown | no | SEEK1 | |
| ANGPTL5 | Other/Unknown | no | Fibrinogen_a/b/g_C_dom, Fibrinogen_a/b/g_C_1, Fibrinogen_CS | |
| CHD7 | Other/Unknown | no | SNF2_N, Chromo/chromo_shadow_dom, Helicase_C-like | |
| ZPBP2 | Antibody/Immunoglobulin | yes | Ig-like_dom, Sp38-bd, Ig-like_fold | |
| SERAC1 | Other/Unknown | no | ARM-like, ARM-type_fold, AB_hydrolase_fold | |
| GTF2H5 | Other/Unknown | no | TFIIH_TTDA/Tfb5, TFB5-like_sf | |
| BLTP3A | Other/Unknown | no | BLTP3A/B | |
| POGLUT1 | Enzyme (other) | yes | 2.4.1.376 | CAP10, O-Glucosyltr/Glycosyltrsf_90 |
| PXK | Kinase | yes | Prot_kinase_dom, PX_dom, WH2_dom | |
| CR1 | Complement | yes | Sushi_SCR_CCP_dom, Sushi/SCR/CCP_sf, SEZ6_CSMD_C4BPB_Regulators | |
| CR2 | Complement | yes | Sushi_SCR_CCP_dom, Sushi/SCR/CCP_sf, SEZ6_CSMD_C4BPB_Regulators | |
| GSDMB | Other/Unknown | no | Gasdermin, Gasdermin_pore, Gasdermin_PUB | |
| CSK | Kinase | yes | 2.7.10.2 | Prot_kinase_dom, SH2, Ser-Thr/Tyr_kinase_cat_dom |
| OLFML2B | Other/Unknown | no | Olfac-like_dom, Olfactomedin-like_domain | |
| RBM43 | Other/Unknown | no | RRM_dom, Nucleotide-bd_a/b_plait_sf, RBD_domain_sf | |
| HOPX | Transcription factor | no | HD, Homeodomain-like_sf, HOPX | |
| LRP2BP | Other/Unknown | no | Sel1-like, TPR-like_helical_dom_sf, TPR_rpt | |
| YDJC | Enzyme (other) | yes | 3.5.1.105 | YdjC-like, Glyco_hydro/deAcase_b/a-brl |
| DDX6 | Enzyme (other) | yes | 3.6.4.13 | RNA-helicase_DEAD-box_CS, Helicase_C-like, DEAD/DEAH_box_helicase_dom |
Expression context
Cohort genes with no expression data: 0.
64 cohort genes are a single-cell marker in ≥1 SCXA experiment.
Breadth distribution (Bgee present_calls)
| Bucket | Genes |
|---|---|
| narrow (1-5 tissues) | 0 |
| moderate (6-20) | 0 |
| broad (>20) | 75 |
| unknown | 0 |
Top tissues across cohort
| Tissue | Cohort genes |
|---|---|
| granulocyte | 13 |
| monocyte | 10 |
| mononuclear cell | 5 |
| vermiform appendix | 5 |
| leukocyte | 5 |
| spleen | 4 |
| calcaneal tendon | 4 |
| sperm | 4 |
| left ventricle myocardium | 4 |
| stromal cell of endometrium | 4 |
| secondary oocyte | 4 |
| lymph node | 3 |
| male germ line stem cell (sensu Vertebrata) in testis | 3 |
| right lobe of liver | 3 |
| seminal vesicle | 3 |
| middle temporal gyrus | 3 |
| right hemisphere of cerebellum | 3 |
| cardiac muscle of right atrium | 3 |
| pancreatic ductal cell | 3 |
| bone marrow cell | 3 |
Per-gene tissue summary (top 30)
| Symbol | Bgee breadth | FANTOM5 breadth | SCXA | Top tissues |
|---|---|---|---|---|
| RPL41 | 134 | ubiquitous | marker | ovary, right ovary, left ovary |
| BLK | 145 | tissue_specific | marker | spleen, male germ line stem cell (sensu Vertebrata) in testis, lymph node |
| SLC26A1 | 156 | tissue_specific | yes | right adrenal gland cortex, left adrenal gland cortex, right lobe of liver |
| SOX5 | 221 | ubiquitous | marker | cortical plate, calcaneal tendon, synovial joint |
| SPINK2 | 177 | broad | marker | corpus epididymis, cauda epididymis, seminal vesicle |
| STAT1 | 294 | ubiquitous | marker | epithelium of nasopharynx, vermiform appendix, mononuclear cell |
| STAT3 | 301 | ubiquitous | marker | type B pancreatic cell, pericardium, lower lobe of lung |
| STAT4 | 201 | broad | marker | granulocyte, sperm, middle temporal gyrus |
| TNFAIP3 | 274 | ubiquitous | marker | vena cava, mucosa of paranasal sinus, vermiform appendix |
| TNFSF4 | 181 | broad | marker | primordial germ cell in gonad, monocyte, mononuclear cell |
| TREH | 162 | tissue_specific | marker | jejunal mucosa, duodenum, small intestine |
| TYK2 | 288 | ubiquitous | marker | granulocyte, right hemisphere of cerebellum, adenohypophysis |
| IKZF2 | 232 | ubiquitous | marker | thymus, palpebral conjunctiva, amniotic fluid |
| IKZF3 | 155 | broad | marker | granulocyte, lymph node, epithelium of nasopharynx |
| TIMMDC1 | 259 | ubiquitous | marker | left ventricle myocardium, cardiac muscle of right atrium, myocardium |
| GSDMA | 108 | tissue_specific | yes | skin of leg, zone of skin, skin of abdomen |
| TSPAN32 | 166 | broad | marker | granulocyte, apex of heart, monocyte |
| SAMD9L | 231 | ubiquitous | marker | pancreatic ductal cell, buccal mucosa cell, leukocyte |
| SLC12A5 | 205 | ubiquitous | marker | right hemisphere of cerebellum, cerebellar hemisphere, cerebellar cortex |
| UNC45B | 111 | tissue_specific | yes | left ventricle myocardium, cardiac muscle of right atrium, tibialis anterior |
| PXDN | 265 | ubiquitous | marker | stromal cell of endometrium, hair follicle, tendon of biceps brachii |
| FAM167A | 207 | broad | marker | stromal cell of endometrium, islet of Langerhans, secondary oocyte |
| FCGR2C | 169 | marker | granulocyte, monocyte, mononuclear cell | |
| SCHIP1 | 133 | ubiquitous | marker | ventricular zone, prefrontal cortex, Brodmann (1909) area 9 |
| ORMDL3 | 256 | ubiquitous | marker | right lobe of liver, bone marrow cell, granulocyte |
| ELMO1 | 248 | ubiquitous | marker | prefrontal cortex, C1 segment of cervical spinal cord, corpus callosum |
| CD247 | 179 | broad | marker | granulocyte, thymus, blood |
| NMNAT2 | 208 | broad | marker | middle temporal gyrus, cortical plate, frontal pole |
| TNIP1 | 298 | ubiquitous | marker | lower esophagus mucosa, blood, hindlimb stylopod muscle |
| CD80 | 143 | broad | marker | male germ line stem cell (sensu Vertebrata) in testis, lower lobe of lung, pancreatic ductal cell |
Protein interactions among cohort
Intra-cohort edges: 60.
Hub genes (top 10 by interactor count)
| Symbol | Interactor count |
|---|---|
| STAT3 | 10,108 |
| PXDN | 9,915 |
| STAT1 | 6,459 |
| DDX6 | 5,922 |
| CHD7 | 4,819 |
| CSK | 4,059 |
| TYK2 | 3,932 |
| TNFAIP3 | 3,716 |
| CD80 | 3,664 |
| HLA-DRB1 | 3,448 |
Intra-cohort edges
| A | B | Sources |
|---|---|---|
| ANGPTL5 | CEP126 | string_interaction |
| ARHGAP31 | POGLUT1 | string_interaction |
| BLK | FAM167A | string_interaction |
| BLK | PXK | string_interaction |
| BLK | STAT3 | biogrid_interaction, intact |
| BLK | STAT4 | string_interaction |
| BLK | TNFAIP3 | string_interaction |
| BLTP3A | JAZF1 | string_interaction |
| BLTP3A | PXK | string_interaction |
| BLTP3A | TNIP1 | string_interaction |
| CD247 | DNASE1L3 | intact |
| CD80 | ZPBP2 | intact |
| CR1 | CR2 | biogrid_interaction |
| DGKQ | TMEM175 | string_interaction |
| DNASE1L3 | PXK | string_interaction |
| FAM167A | PXK | string_interaction |
| FAM167A | STAT4 | string_interaction |
| FAM167A | TNFSF4 | string_interaction |
| FAM167A | TNIP1 | string_interaction |
| FAM167A | TNPO3 | string_interaction |
| FCGR2C | GRB2 | intact |
| FLNB | GRB2 | intact |
| GRB10 | ZPBP2 | string_interaction |
| GRB2 | IKZF3 | biogrid_interaction, intact |
| GSDMA | LRRC3C | string_interaction |
| GSDMA | ORMDL3 | string_interaction |
| GSDMA | ZPBP2 | string_interaction |
| GSDMB | IKZF3 | string_interaction |
| GSDMB | LRRC3C | string_interaction |
| GSDMB | ORMDL3 | string_interaction |
| GSDMB | STAT3 | biogrid_interaction |
| GSDMB | ZPBP2 | string_interaction |
| GTF2H5 | SERAC1 | string_interaction |
| HLA-DPA1 | HLA-DPB1 | intact |
| HLA-DPA1 | HLA-DQB1 | intact |
| HLA-DPA1 | SLC12A5 | biogrid_interaction, intact |
| HLA-DQA1 | HLA-DQB1 | biogrid_interaction, intact |
| HLA-DRA | HLA-DRB1 | biogrid_interaction, intact, string_interaction |
| HLA-DRA | SERAC1 | intact |
| HLA-DRA | STAT1 | string_interaction |
| HLA-DRB1 | KIAA0319L | biogrid_interaction |
| IKZF2 | IKZF3 | biogrid_interaction |
| IKZF3 | LRRC3C | string_interaction |
| IKZF3 | ORMDL3 | string_interaction |
| IKZF3 | ZPBP2 | string_interaction |
| KIAA0319L | PXK | string_interaction |
| LRRC3C | ORMDL3 | string_interaction |
| LRRC3C | ZPBP2 | string_interaction |
| ORMDL3 | ZPBP2 | string_interaction |
| POGLUT1 | TIMMDC1 | string_interaction |
Structural data
PDB: 40 · AlphaFold-only: 34 · No structure: 1
Cohort genes with PDB structures (top 30)
| Symbol | UniProt | PDB entries |
|---|---|---|
| RPL41 | P62945 | 185 |
| HLA-DRA | P01903 | 140 |
| HLA-DRB1 | P01911 | 108 |
| GRB2 | P62993 | 58 |
| GTF2H5 | Q6ZYL4 | 53 |
| TYK2 | P29597 | 52 |
| CD247 | P20963 | 38 |
| HLA-DQA1 | P01909 | 28 |
| FLNB | O75369 | 23 |
| ELMO1 | Q92556 | 18 |
| TMEM175 | Q9BSA9 | 18 |
| TNFAIP3 | P21580 | 17 |
| ORMDL3 | Q8N138 | 13 |
| GSDMB | Q8TAX9 | 11 |
| STAT1 | P42224 | 10 |
| HLA-DPA1 | P20036 | 10 |
| HLA-DPB1 | P04440 | 10 |
| HLA-DQB1 | P01920 | 10 |
| CR2 | P20023 | 9 |
| DDX6 | P26196 | 9 |
| KIAA0319L | Q8IZA0 | 9 |
| TNIP1 | Q15025 | 8 |
| IKZF2 | Q9UKS7 | 7 |
| CR1 | P17927 | 7 |
| STAT3 | P40763 | 6 |
| CD80 | P33681 | 6 |
| TNPO3 | Q9Y5L0 | 6 |
| POGLUT1 | Q8NBL1 | 6 |
| CSK | P41240 | 6 |
| GRM7 | Q14831 | 6 |
AlphaFold-only cohort genes (top 30 by pLDDT)
| Symbol | UniProt | pLDDT |
|---|---|---|
| TREH | O43280 | 92.80 |
| LRP2BP | Q9P2M1 | 92.51 |
| YDJC | A8MPS7 | 91.77 |
| UNC45B | Q8IWX7 | 88.38 |
| STAT4 | Q14765 | 86.87 |
| ZPBP2 | Q6X784 | 86.81 |
| PXK | Q7Z7A4 | 86.42 |
| SAMD9L | Q8IVG5 | 83.85 |
| HOPX | Q9BPY8 | 83.57 |
| SLC26A1 | Q9H2B4 | 83.13 |
| DGKQ | P52824 | 82.56 |
| BLK | P51451 | 81.89 |
| ANGPTL5 | Q86XS5 | 81.80 |
| GSDMA | Q96QA5 | 80.60 |
| PXDN | Q92626 | 80.43 |
| NMNAT2 | Q9BZQ4 | 80.34 |
| LRRC3C | A6NJW4 | 79.40 |
| SERAC1 | Q96JX3 | 78.66 |
| ESYT1 | Q9BSJ8 | 78.29 |
| RBM43 | Q6ZSC3 | 77.12 |
| TSPAN32 | Q96QS1 | 72.74 |
| TIMMDC1 | Q9NPL8 | 72.08 |
| FAM167A | Q96KS9 | 71.98 |
| JAZF1 | Q86VZ6 | 70.25 |
| BLTP3A | Q6BDS2 | 67.37 |
| OLFML2B | Q68BL8 | 63.26 |
| SCHIP1 | P0DPB3 | 61.13 |
| SOX5 | P35711 | 58.95 |
| PSORS1C1 | Q9UIG5 | 55.10 |
| CEP126 | Q9P2H0 | 49.44 |
Function
Pathway analysis
Distinct Reactome pathways touched by cohort: 510. Enrichment computed across 105 evidence-associated genes (71 with Reactome annotation).
Pathways by enrichment
Over-representation of cohort genes vs the genome-wide background (hypergeometric test, Benjamini-Hochberg FDR; fold = observed/expected over 71 annotated cohort genes). Counts and members are kept as ground-truth; sorted by enrichment.
| Pathway | Cohort genes | Fold | FDR | Sample cohort genes |
|---|---|---|---|---|
| Phosphorylation of CD3 and TCR zeta chains | 8 | 61.3× | 1e-10 | CD247, CSK, HLA-DPA1, HLA-DPB1, HLA-DQA1, HLA-DRA, HLA-DRB1, PTPN22 |
| Co-inhibition by PD-1 | 8 | 58.5× | 1e-10 | CD247, CSK, HLA-DPA1, HLA-DPB1, HLA-DQA1, HLA-DRA, HLA-DRB1, PTPN11 |
| Translocation of ZAP-70 to Immunological synapse | 7 | 62.5× | 1e-09 | CD247, HLA-DPA1, HLA-DPB1, HLA-DQA1, HLA-DRA, HLA-DRB1, PTPN22 |
| Interferon gamma signaling | 11 | 19.4× | 1e-09 | STAT1, HLA-DPA1, HLA-DPB1, HLA-DQA1, HLA-DQB1, HLA-DRA, HLA-DRB1, IRF8 (+3 more) |
| Interleukin-35 Signalling | 6 | 80.4× | 4e-09 | STAT1, STAT3, STAT4, TYK2, IL12A, IL12RB2 |
| Generation of second messenger molecules | 6 | 29.2× | 4e-06 | CD247, HLA-DPA1, HLA-DPB1, HLA-DQA1, HLA-DRA, HLA-DRB1 |
| Signaling by CSF3 (G-CSF) | 5 | 40.2× | 8e-06 | STAT1, STAT3, TYK2, GRB2, PTPN11 |
| Interleukin-23 signaling | 4 | 71.5× | 1e-05 | STAT3, STAT4, TYK2, IL12RB1 |
| Signaling by SCF-KIT | 6 | 21.0× | 2e-05 | STAT1, STAT3, GRB10, GRB2, MMP9, PTPN11 |
| Interferon alpha/beta signaling | 7 | 15.0× | 2e-05 | STAT1, TYK2, IRF8, IRF1, IRF5, IRF7, PTPN11 |
| Interleukin-20 family signaling | 5 | 29.8× | 3e-05 | STAT1, STAT3, STAT4, TYK2, PTPN11 |
| Interleukin-6 signaling | 4 | 53.6× | 3e-05 | STAT1, STAT3, TYK2, PTPN11 |
| Interleukin-12 signaling | 5 | 28.7× | 3e-05 | STAT4, TYK2, IL12A, IL12RB1, IL12RB2 |
| Cytokine Signaling in Immune system | 11 | 6.3× | 4e-05 | STAT1, STAT3, STAT4, CD80, IRF8, IRF1, IRF5, IRF7 (+3 more) |
| Downstream TCR signaling | 7 | 12.7× | 4e-05 | CD247, HLA-DPA1, HLA-DPB1, HLA-DQA1, HLA-DRA, HLA-DRB1, NFKB1 |
| Interferon Signaling | 7 | 11.8× | 6e-05 | STAT1, STAT3, IRF8, IRF1, IRF5, IRF7, ATF6 |
| Interleukin-21 signaling | 3 | 48.2× | 8e-04 | STAT1, STAT3, STAT4 |
| Downstream signal transduction | 4 | 21.4× | 9e-04 | STAT1, STAT3, GRB2, PTPN11 |
| Interleukin-27 signaling | 3 | 43.9× | 1e-03 | STAT1, STAT3, TYK2 |
| Signaling by CSF1 (M-CSF) in myeloid cells | 4 | 19.5× | 0.001 | STAT1, STAT3, GRB2, PTPN11 |
| Signaling by PDGFRA transmembrane, juxtamembrane and kinase domain mutants | 3 | 37.1× | 0.001 | STAT1, STAT3, GRB2 |
| Signaling by PDGFRA extracellular domain mutants | 3 | 37.1× | 0.001 | STAT1, STAT3, GRB2 |
| Differentiation of naive CD4+ T cells to T helper 1 cells (Th1 cells) | 3 | 37.1× | 0.001 | STAT1, STAT4, IL12RB2 |
| Interleukin-4 and Interleukin-13 signaling | 6 | 8.7× | 0.001 | STAT1, STAT3, TYK2, IL12A, ITGAM, MMP9 |
| GAB1 signalosome | 3 | 26.8× | 0.003 | CSK, GRB2, PTPN11 |
| Signaling by cytosolic FGFR1 fusion mutants | 3 | 26.8× | 0.003 | STAT1, STAT3, GRB2 |
| Interleukin-2 family signaling | 3 | 26.8× | 0.003 | STAT1, STAT3, STAT4 |
| Interleukin-10 signaling | 4 | 13.1× | 0.004 | STAT3, TYK2, CD80, IL12A |
| Immune System | 15 | 2.7× | 0.005 | BLK, STAT1, STAT3, STAT4, CD80, IRF8, ATG5, IRF1 (+7 more) |
| Signaling by phosphorylated juxtamembrane, extracellular and kinase domain KIT mutants | 3 | 21.9× | 0.006 | STAT1, STAT3, GRB2 |
GO biological processes by enrichment
Over-representation of cohort genes vs the genome-wide background (hypergeometric test, Benjamini-Hochberg FDR; fold = observed/expected over 96 annotated cohort genes). Counts and members are kept as ground-truth; sorted by enrichment.
| GO term | Cohort genes | Fold | FDR | Sample cohort genes |
|---|---|---|---|---|
| peptide antigen assembly with MHC class II protein complex | 6 | 65.8× | 2e-07 | HLA-DPA1, HLA-DPB1, HLA-DQA1, HLA-DQB1, HLA-DRA, HLA-DRB1 |
| positive regulation of type II interferon production | 9 | 21.1× | 2e-07 | TNFSF4, TYK2, HLA-DPA1, HLA-DPB1, IRF8, IL12A, IL12RB1, IL12RB2 (+1 more) |
| interleukin-12-mediated signaling pathway | 5 | 97.5× | 2e-07 | STAT4, TYK2, IL12A, IL12RB1, IL12RB2 |
| antigen processing and presentation of exogenous peptide antigen via MHC class II | 6 | 34.0× | 4e-06 | HLA-DPA1, HLA-DPB1, HLA-DQA1, HLA-DQB1, HLA-DRA, HLA-DRB1 |
| positive regulation of immune response | 6 | 30.1× | 8e-06 | HLA-DPA1, HLA-DPB1, HLA-DQA1, HLA-DQB1, HLA-DRA, HLA-DRB1 |
| positive regulation of T cell activation | 6 | 27.7× | 1e-05 | HLA-DPA1, HLA-DPB1, HLA-DQA1, HLA-DQB1, HLA-DRA, HLA-DRB1 |
| positive regulation of memory T cell differentiation | 4 | 78.0× | 1e-05 | TNFSF4, HLA-DRA, HLA-DRB1, IL12RB1 |
| immune response | 13 | 6.4× | 1e-05 | TNFSF4, TYK2, PXDN, FCGR2C, CD80, CR2, HLA-DPA1, HLA-DQA1 (+5 more) |
| adaptive immune response | 9 | 7.9× | 2e-04 | CD247, CSK, HLA-DPA1, HLA-DPB1, HLA-DQA1, HLA-DQB1, HLA-DRA, IGHM (+1 more) |
| interleukin-23-mediated signaling pathway | 3 | 87.8× | 3e-04 | STAT3, TYK2, IL12RB1 |
| cytokine-mediated signaling pathway | 7 | 9.5× | 7e-04 | STAT3, STAT4, TYK2, IL12RB1, IL12RB2, IRF5, PTPN11 |
| negative regulation of T cell proliferation | 5 | 17.2× | 8e-04 | TSPAN32, CD80, CR1, HLA-DRB1, PTPN11 |
| regulation of adaptive immune response | 3 | 58.5× | 0.001 | TNFSF4, IRF1, IRF7 |
| antigen processing and presentation of endogenous peptide antigen via MHC class II | 2 | 175.5× | 0.002 | HLA-DRA, HLA-DRB1 |
| regulation of MyD88-dependent toll-like receptor signaling pathway | 2 | 175.5× | 0.002 | IRF1, IRF7 |
| negative regulation of T cell activation | 4 | 21.9× | 0.002 | CD80, CSK, PTPN11, PTPN22 |
| positive regulation of T cell mediated cytotoxicity | 4 | 21.3× | 0.002 | HLA-DRA, HLA-DRB1, IL12A, IL12RB1 |
| positive regulation of T cell proliferation | 5 | 13.5× | 0.002 | TNFSF4, TYK2, CD80, HLA-DPA1, HLA-DPB1 |
| T cell receptor signaling pathway | 6 | 9.5× | 0.002 | CD247, CSK, HLA-DPB1, HLA-DQB1, HLA-DRB1, PTPN22 |
| cellular response to lipopolysaccharide | 7 | 7.1× | 0.003 | TNFAIP3, TNFSF4, TNIP1, CD80, IRF8, MMP9, NFKB1 |
| type II interferon-mediated signaling pathway | 3 | 37.6× | 0.003 | STAT1, TYK2, IRF1 |
| positive regulation of type I interferon production | 4 | 17.6× | 0.003 | IRF1, IRF5, IRF7, PTPN22 |
| myeloid dendritic cell antigen processing and presentation | 2 | 117.0× | 0.003 | HLA-DRA, HLA-DRB1 |
| B cell receptor signaling pathway | 4 | 16.7× | 0.003 | BLK, GRB2, IGHM, NFKB1 |
| immune system process | 4 | 16.3× | 0.003 | IRF8, IRF1, IRF5, IRF7 |
| positive regulation of interferon-beta production | 4 | 16.3× | 0.003 | IRF1, IRF5, IRF7, PTPN11 |
| positive regulation of interleukin-12 production | 4 | 16.3× | 0.003 | TNFSF4, IRF8, IRF1, IRF5 |
| cellular response to type II interferon | 5 | 10.8× | 0.003 | STAT1, FLNB, HLA-DPA1, IRF8, IL12RB1 |
| negative regulation of T cell receptor signaling pathway | 4 | 15.3× | 0.004 | CD80, CSK, PTPN11, PTPN22 |
| response to fungus | 2 | 87.8× | 0.005 | ATG5, BAK1 |
Therapeutics
Drugs indicated for this disease
2 approved, 10 in late-stage (phase 3) trials. Disease-direct ChEMBL indications, not inferred from the associated-gene cohort below.
| Drug | Development status |
|---|---|
| Bosentan | Approved (phase 4) |
| Tocilizumab | Approved (phase 4) |
| Divozilimab | Phase 3 (in late-stage trials) |
| Filgrastim | Phase 3 (in late-stage trials) |
| Fludarabine | Phase 3 (in late-stage trials) |
| Inebilizumab | Phase 3 (in late-stage trials) |
| Macitentan | Phase 3 (in late-stage trials) |
| Methylprednisolone | Phase 3 (in late-stage trials) |
| Nintedanib | Phase 3 (in late-stage trials) |
| Relaxin | Phase 3 (in late-stage trials) |
| Rosuvastatin | Phase 3 (in late-stage trials) |
| Sildenafil | Phase 3 (in late-stage trials) |
Earlier-phase candidates (phase 2, investigational — efficacy not yet established): Albumin Human, Belimumab, Bermekimab, Clopidogrel, Fludarabine Phosphate, Guselkumab, Human Immunoglobulin G, Iloprost, Imatinib, Itacitinib, Mycophenolate Mofetil, Nemolizumab, Pirfenidone, Plerixafor, Pomalidomide, Prednisolone, Riociguat, Rituximab, Sirolimus, Sodium Chloride, Tacrolimus Anhydrous, Tadalafil, Tofacitinib, Ziritaxestat.
Drug target analysis
Approved (phase 4): 8 · Phase ≥3: 9 · Phased (≥1): 13 · Undrugged: 62
Druggability breadth: 46 of 105 evidence-associated genes (44%) have a ChEMBL target (buckets above are over the deeply-mined display cohort).
Genes with an approved drug
The molecule shown is one approved compound that hits the gene — not necessarily a drug of choice or one indicated for this disease.
| Symbol | Example approved molecule |
|---|---|
| RPL41 | GENTAMICIN SULFATE |
| BLK | AFATINIB |
| STAT1 | FILGOTINIB |
| STAT3 | MOMELOTINIB |
| TYK2 | FEDRATINIB |
| IKZF3 | POMALIDOMIDE |
| CSK | PONATINIB |
| GRB2 | DACTINOMYCIN |
Top cohort targets by molecule count
| Symbol | Molecules | Max phase |
|---|---|---|
| TYK2 | 72 | 4 |
| BLK | 62 | 4 |
| CSK | 34 | 4 |
| STAT3 | 18 | 4 |
| STAT1 | 5 | 4 |
| IKZF3 | 5 | 4 |
| RPL41 | 1 | 4 |
| TREH | 1 | 2 |
| ELMO1 | 1 | 2 |
| DDX6 | 1 | 2 |
Drugs targeting cohort genes (top 30)
| Molecule | Max phase | Targets in cohort |
|---|---|---|
| GENTAMICIN SULFATE | 4 | RPL41 |
| AFATINIB | 4 | BLK |
| FEDRATINIB | 4 | BLK, CSK, TYK2 |
| AXITINIB | 4 | BLK, CSK, TYK2 |
| SORAFENIB | 4 | BLK, CSK |
| NERATINIB | 4 | BLK, CSK |
| IBRUTINIB | 4 | BLK, CSK |
| ENTRECTINIB | 4 | BLK |
| BELUMOSUDIL | 4 | BLK |
| AFATINIB DIMALEATE | 4 | BLK |
| VANDETANIB | 4 | BLK, CSK |
| NILOTINIB | 4 | BLK, CSK |
| BOSUTINIB | 4 | BLK, CSK, TYK2 |
| BRIGATINIB | 4 | BLK, CSK |
| ACALABRUTINIB | 4 | BLK |
| ZANUBRUTINIB | 4 | BLK |
| TIRABRUTINIB | 4 | BLK |
| RITLECITINIB | 4 | BLK |
| PAZOPANIB | 4 | BLK, TYK2 |
| NINTEDANIB | 4 | BLK, TYK2 |
| SUNITINIB | 4 | BLK, TYK2 |
| DASATINIB | 4 | BLK, CSK, TYK2 |
| ERLOTINIB | 4 | BLK, CSK, TYK2 |
| QUIZARTINIB | 4 | BLK |
| CRIZOTINIB | 4 | BLK, TYK2 |
| MIDOSTAURIN | 4 | BLK, CSK, TYK2 |
| GEFITINIB | 4 | BLK |
| IMATINIB | 4 | BLK, TYK2 |
| FILGOTINIB | 4 | STAT1, TYK2 |
| DEUCRAVACITINIB | 4 | STAT1, STAT3, TYK2 |
Bioactivity and enzyme data
Enzyme cohort genes (≥1 EC): 11.
Cohort genes with ChEMBL bioactivity (full, sorted by assay count)
| Symbol | Assays | Type breakdown |
|---|---|---|
| STAT3 | 1,319 | Binding:1304, Functional:12, Unclassified:2, ADMET:1 |
| TYK2 | 1,083 | Binding:1043, Functional:39, ADMET:1 |
| CSK | 535 | Binding:531, ADMET:2, Functional:2 |
| BLK | 483 | Binding:477, ADMET:4, Functional:2 |
| STAT1 | 147 | Binding:137, Functional:8, Unclassified:2 |
| GRB2 | 134 | Binding:132, Functional:2 |
| GRM7 | 110 | Binding:56, Functional:54 |
| IKZF3 | 101 | Binding:100, Functional:1 |
| RPL41 | 89 | Binding:89 |
| IKZF2 | 26 | Binding:26 |
| STAT4 | 20 | Binding:20 |
| HLA-DRB1 | 17 | Binding:17 |
| DNPEP | 11 | Binding:10, ADMET:1 |
| GRB10 | 9 | Binding:9 |
| SLC12A5 | 6 | Functional:4, Binding:2 |
| ELMO1 | 6 | Binding:6 |
| PRR12 | 6 | Binding:6 |
| FLG2 | 6 | Binding:6 |
| DNASE1L3 | 5 | Binding:5 |
| TREH | 4 | Binding:4 |
| DDX6 | 4 | Binding:4 |
| ZBTB9 | 3 | Binding:3 |
| ESYT1 | 3 | Binding:3 |
| FLNB | 2 | Binding:2 |
| HLA-DQA1 | 2 | Binding:2 |
| TNFAIP3 | 1 | Binding:1 |
| ORMDL3 | 1 | Binding:1 |
| TNPO3 | 1 | Binding:1 |
Cohort enzymes (BRENDA EC)
| Symbol | EC numbers | Names |
|---|---|---|
| BLK | 2.7.10.2 | non-specific protein-tyrosine kinase |
| TREH | 3.2.1.28 | alpha,alpha-trehalase |
| TYK2 | 2.7.10.2 | non-specific protein-tyrosine kinase |
| PXDN | 1.11.1.7 | peroxidase |
| NMNAT2 | 2.7.7.1, 2.7.7.18 | nicotinamide-nucleotide adenylyltransferase, nicotinate-nucleotide adenylyltransferase |
| POGLUT1 | 2.4.1.376, 2.4.2.63 | EGF-domain serine glucosyltransferase, EGF-domain serine xylosyltransferase |
| CSK | 2.7.10.2 | non-specific protein-tyrosine kinase |
| YDJC | 3.5.1.105 | chitin disaccharide deacetylase |
| DDX6 | 3.6.4.13 | RNA helicase |
| DGKQ | 2.7.1.107 | diacylglycerol kinase (ATP) |
| DNPEP | 3.4.11.21 | aspartyl aminopeptidase |
Cohort genes with high screening signal
≥100 ChEMBL assays — a studied-ness signal; see Therapeutics for approved-drug status.
| Symbol | ChEMBL assays |
|---|---|
| BLK | 483 |
| STAT1 | 147 |
| STAT3 | 1,319 |
| TYK2 | 1,083 |
| IKZF3 | 101 |
| CSK | 535 |
| GRB2 | 134 |
| GRM7 | 110 |
Pharmacogenomics
Cohort genes with a PharmGKB record: 74; with CPIC/DPWG dosing guidelines: 0.
No cohort gene has a CPIC/DPWG genotype-guided dosing guideline (PharmGKB).
Chemical tractability of cohort targets
29 approved/phased compounds have measured bioactivity against a cohort gene (and aren’t yet in disease-level trials). This is a research / tractability signal, NOT a therapeutic recommendation — a bioactivity row often reflects off-target or screening binding (e.g. promiscuous kinase inhibitors against a cohort kinase), implying no disease mechanism.
| Compound | Max phase | Cohort target (bioactivity) |
|---|---|---|
| GENTAMICIN SULFATE | 4 | RPL41 |
| AFATINIB | 4 | BLK |
| FEDRATINIB | 4 | BLK, CSK, TYK2 |
| AXITINIB | 4 | BLK, CSK, TYK2 |
| SORAFENIB | 4 | BLK, CSK |
| NERATINIB | 4 | BLK, CSK |
| IBRUTINIB | 4 | BLK, CSK |
| ENTRECTINIB | 4 | BLK |
| BELUMOSUDIL | 4 | BLK |
| AFATINIB DIMALEATE | 4 | BLK |
| VANDETANIB | 4 | BLK, CSK |
| NILOTINIB | 4 | BLK, CSK |
| BOSUTINIB | 4 | BLK, CSK, TYK2 |
| BRIGATINIB | 4 | BLK, CSK |
| ACALABRUTINIB | 4 | BLK |
| ZANUBRUTINIB | 4 | BLK |
| TIRABRUTINIB | 4 | BLK |
| RITLECITINIB | 4 | BLK |
| PAZOPANIB | 4 | BLK, TYK2 |
| SUNITINIB | 4 | BLK, TYK2 |
| DASATINIB | 4 | BLK, CSK, TYK2 |
| ERLOTINIB | 4 | BLK, CSK, TYK2 |
| QUIZARTINIB | 4 | BLK |
| CRIZOTINIB | 4 | BLK, TYK2 |
| MIDOSTAURIN | 4 | BLK, CSK, TYK2 |
| GEFITINIB | 4 | BLK |
| IMATINIB | 4 | BLK, TYK2 |
| FILGOTINIB | 4 | STAT1, TYK2 |
| DEUCRAVACITINIB | 4 | STAT1, STAT3, TYK2 |
Druggability pyramid
Cohort genes binned by druggability tier (high → low):
| Tier | Definition | Genes | Symbols |
|---|---|---|---|
| A | Approved (phase 4 drug) | 8 | RPL41, BLK, STAT1, STAT3, TYK2, IKZF3, CSK, GRB2 |
| B | Phased (≥1) drug, not yet approved | 5 | TREH, ELMO1, DDX6, PRR12, GRM7 |
| C | Druggable family + PDB, no drug | 15 | FCGR2C, CD80, POGLUT1, CR1, CR2, DNASE1L3, DNPEP, KIAA0319L, FLNB, HLA-DPA1 (+5 more) |
| D | Druggable family + AlphaFold only, no drug | 7 | SLC26A1, PXDN, NMNAT2, ZPBP2, PXK, YDJC, DGKQ |
| E | Difficult family or no structure, no drug | 40 | SOX5, SPINK2, STAT4, TNFAIP3, TNFSF4, IKZF2, TIMMDC1, GSDMA, TSPAN32, SAMD9L (+30 more) |
Undrugged target profiles
62 cohort genes are undrugged. Ranked by ‘starting-point quality’ (assay depth + drugged-partner adjacency).
| Symbol | ChEMBL assays | Drugged partners (top 3) |
|---|---|---|
| STAT4 | 20 | TYK2, STAT1 |
| FAM167A | 0 | BLK |
| FCGR2C | 0 | GRB2 |
| ZPBP2 | 0 | IKZF3 |
| GSDMB | 0 | IKZF3 |
| SLC26A1 | 0 | — |
| SOX5 | 0 | — |
| SPINK2 | 0 | — |
| TNFAIP3 | 1 | — |
| TNFSF4 | 0 | — |
| IKZF2 | 26 | — |
| TIMMDC1 | 0 | — |
| GSDMA | 0 | — |
| TSPAN32 | 0 | — |
| SAMD9L | 0 | — |
| SLC12A5 | 6 | — |
| UNC45B | 0 | — |
| PXDN | 0 | — |
| SCHIP1 | 0 | — |
| ORMDL3 | 1 | — |
| CD247 | 0 | — |
| NMNAT2 | 0 | — |
| TNIP1 | 0 | — |
| CD80 | 0 | — |
| TNPO3 | 1 | — |
| PSORS1C1 | 0 | — |
| ANGPTL5 | 0 | — |
| CHD7 | 0 | — |
| SERAC1 | 0 | — |
| GTF2H5 | 0 | — |
Clinical trials & evidence
Clinical trials
Clinical trials: 606.
Phase distribution (across all retrieved trials)
| Phase | Trials |
|---|---|
| Not specified | 333 |
| PHASE2 | 81 |
| PHASE1 | 60 |
| PHASE1/PHASE2 | 38 |
| PHASE3 | 31 |
| EARLY_PHASE1 | 28 |
| PHASE2/PHASE3 | 18 |
| PHASE4 | 17 |
Top trials by phase / activity
| NCT | Phase | Status | Title |
|---|---|---|---|
| NCT05300932 | PHASE4 | ACTIVE_NOT_RECRUITING | A Study Evaluating the Efficacy and Safety of Baricitinib in Systemic Sclerosis |
| NCT05879419 | PHASE4 | ACTIVE_NOT_RECRUITING | Recombinant Herpes Zoster Vaccine in Patients With Autoimmune Rheumatic Diseases |
| NCT06546540 | PHASE4 | RECRUITING | The Safety and Efficacy of Telitacicept in the Treatment of Systemic Sclerosis |
| NCT06763783 | PHASE4 | ENROLLING_BY_INVITATION | Vaccination Against Herpes Zoster in Patients With Inflammatory Rheumatic Diseases |
| NCT07087912 | PHASE4 | RECRUITING | Safety and Immunogenicity of the Live Attenuated Tetravalent Butantan-Dengue Vaccine in Autoimmune Rheumatic Diseases |
| NCT00204763 | PHASE4 | TERMINATED | Comparison of Esophageal and Anorectal Manometry Catheters |
| NCT01042158 | PHASE4 | COMPLETED | A Clinical Trial of Ambrisentan and Tadalafil in Pulmonary Arterial Hypertension Associated With Systemic Sclerosis |
| NCT01051960 | PHASE4 | COMPLETED | Exercise Induced Pulmonary Hypertension in Systemic Sclerosis and Treatment With Ambrisentan |
| NCT01151644 | PHASE4 | UNKNOWN | Safety and Efficacy of Anti-Pandemic H1N1 Vaccination in Rheumatic Diseases |
| NCT01395732 | PHASE4 | COMPLETED | Bosentan in Systemic Sclerosis |
| NCT01497743 | PHASE4 | WITHDRAWN | Probiotics in Patients With Moderate-to-severe Distention/ Bloating From Systemic Sclerosis |
| NCT02480335 | PHASE4 | COMPLETED | The Clinical And Subclinical Effects on Arterial Stiffness of Bosentan in Patients With Systemic Sclerosis |
| NCT03155464 | PHASE4 | WITHDRAWN | Intraoperative ICG for Systemic Sclerosis |
| NCT03558854 | PHASE4 | COMPLETED | Evaluation of Effectiveness of Acetylsalicylic Acid on Markers of Vascular Dysfunction in Scleroderma Patients |
| NCT03692299 | PHASE4 | COMPLETED | Effectiveness of Saccharomyces Boulardii for Gastrointestinal Bacterial-overgrowth in Systemic Sclerosis |
| NCT04464434 | PHASE4 | COMPLETED | Upfront Autologous HSCT Versus Immunosuppression in Early Diffuse Cutaneous Systemic Sclerosis |
| NCT07472166 | PHASE4 | COMPLETED | Efficacy of Tofacitinib on Skin Thickening in Diffuse Cutaneous Systemic Sclerosis: A Comparative Study With Methotrexate |
| NCT05098704 | PHASE2/PHASE3 | RECRUITING | Preventive Effect of Clopidogrel on the Systemic Sclerosis Development Risk |
| NCT05198557 | PHASE3 | ACTIVE_NOT_RECRUITING | A Study of MT-0551 in Patients With Systemic Sclerosis |
| NCT05726630 | PHASE3 | ACTIVE_NOT_RECRUITING | Clinical Study of Divozilimab in Patients With Systemic Scleroderma |
| NCT05878717 | PHASE2/PHASE3 | RECRUITING | A Study of the Efficacy and Safety of Belimumab in Adults With Systemic Sclerosis Associated Interstitial Lung Disease |
| NCT05925803 | PHASE3 | ACTIVE_NOT_RECRUITING | Determine Effectiveness of Anifrolumab In SYstemic Sclerosis (DAISY) |
| NCT06297096 | PHASE3 | RECRUITING | Study of the Efficacy of Nintedanib+Tocilizumab in Patients With Systemic Sclerosis and Interstitial Lung Disease |
| NCT07245238 | PHASE3 | RECRUITING | Topical Cannabidiol Lotion for Pruritus Relief in Scleroderma |
| NCT07335562 | PHASE3 | RECRUITING | A Study to Compare the Efficacy and Safety of BMS-986353 (Zolacabtagene- Autoleucel / Zola-cel), CD19-CAR T Cells, Versus Standard of Care in Participants With Active Systemic Sclerosis |
| NCT07497087 | PHASE3 | NOT_YET_RECRUITING | A Study to Test Whether Nerandomilast Helps People With Systemic Sclerosis |
| NCT00004563 | PHASE3 | COMPLETED | Scleroderma Lung Disease |
| NCT00004786 | PHASE3 | COMPLETED | Phase III Randomized, Double-Blind, Placebo-Controlled Study of Oral Iloprost for Raynaud’s Phenomenon Secondary to Systemic Sclerosis |
| NCT00025818 | PHASE3 | COMPLETED | Six Month Clinical Research Study for Patients With Moderate or Severe Dry Eye Syndrome |
| NCT00070590 | PHASE2/PHASE3 | COMPLETED | Efficacy and Safety of Oral Bosentan in Pulmonary Fibrosis Associated With Scleroderma |
| NCT00077584 | PHASE3 | COMPLETED | Efficacy and Safety of Oral Bosentan on Healing/Prevention of Digital (Finger) Ulcers in Patients With Scleroderma |
| NCT00114530 | PHASE2/PHASE3 | COMPLETED | Scleroderma: Cyclophosphamide or Transplantation |
| NCT00319033 | PHASE2/PHASE3 | COMPLETED | Open-label Study With Bosentan in Interstitial Lung Disease |
| NCT00348296 | PHASE3 | COMPLETED | Efficacy and Safety Study of GB-0998 for Treatment of Systemic Sclerosis |
| NCT00419419 | PHASE3 | COMPLETED | Phase III Study of a Topical Gel Formulation for Treatment and Prevention of Raynaud’s Phenomenon |
| NCT00428883 | PHASE2/PHASE3 | UNKNOWN | High Dose Intravenous N-Acetylcysteine Versus Iloprost for Early, Rapidly Progressive Diffuse Systemic Sclerosis |
| NCT00463125 | PHASE2/PHASE3 | UNKNOWN | Platelet Gel in Systemic Sclerosis |
| NCT00498615 | PHASE3 | COMPLETED | A Rho-kinase Inhibitor (Fasudil) in the Treatment of Raynaud’s Phenomenon |
| NCT00501995 | PHASE3 | COMPLETED | High Dose Cyclophosphamide for Treatment of Scleroderma |
| NCT00704665 | PHASE3 | COMPLETED | Recombinant Human Relaxin in the Treatment of Diffuse Scleroderma |
Drugs tested across these trials (top 30)
Related Atlas pages
- Cohort genes: RPL41, BLK, SLC26A1, SOX5, SPINK2, STAT1, STAT3, STAT4, TNFAIP3, TNFSF4, TREH, TYK2, IKZF2, IKZF3, TIMMDC1, GSDMA, TSPAN32, SAMD9L, SLC12A5, UNC45B, PXDN, FAM167A, FCGR2C, SCHIP1, ORMDL3, ELMO1, CD247, NMNAT2, TNIP1, CD80, TNPO3, PSORS1C1, ANGPTL5, CHD7, ZPBP2, SERAC1, GTF2H5, BLTP3A, POGLUT1, PXK, CR1, CR2, GSDMB, CSK, OLFML2B, RBM43, HOPX, LRP2BP, YDJC, DDX6, ZBTB9, DGKQ, TMEM175, JAZF1, ARHGAP31, PRR12, CEP126, ESYT1, DNASE1L3, DNPEP, KIAA0319L, EHF, FLG2, FLNB, LRRC3C, GRB10, GRB2, GRM7, HLA-DPA1, CD81-AS1, HLA-DPB1, HLA-DQA1, HLA-DQB1, HLA-DRA, HLA-DRB1
- Drugs: Bosentan, 2-MERCAPTOETHANESULFONIC ACID, Ambrisentan, Tofacitinib, Belimumab, Cyclophosphamide, Nintedanib, Pirfenidone, Treprostinil Diolamine, Anifrolumab, Dasatinib, Fludarabine Phosphate, Iloprost, Indocyanine Green Acid Form, Inebilizumab, Lactic Acid, Mycophenolic Acid, Nemolizumab, Plerixafor, Riociguat, Tadalafil, Abatacept, Acetylcysteine, Albumin Human, Baricitinib, Brentuximab Vedotin, Brodalumab, Buspirone, Calcipotriene, Cholecalciferol