Multiple sclerosis
diseaseOn this page
Also known as generalised multiple sclerosisgeneralized multiple sclerosis
Summary
Multiple sclerosis (MONDO:0005301) is a disease with 75 cohort genes (1,039 GWAS associations across 83 studies) and 2,743 clinical trials. The dominant Reactome pathway is Signaling by Interleukins (11 cohort genes). Top therapeutic interventions include fingolimod, teriflunomide, and ocrelizumab.
At a glance
- Cohort genes: 75
- GWAS associations: 1,039
- ClinVar variants: 24
- Clinical trials: 2,743
Clinical features
No curated clinical features (Orphanet) for this disease.
Identifiers
Disease identifiers
| Field | Value |
|---|---|
| Canonical name | multiple sclerosis |
| Mondo ID | MONDO:0005301 |
| MeSH | D009103 |
| Orphanet | 802 |
| DOID | DOID:2377 |
| ICD-10-CM | G35 |
| ICD-11 | 1298865187 |
| NCIT | C3243 |
| SNOMED CT | 24700007 |
| UMLS | C0026769 |
| MedGen | 10123 |
| Is cancer (heuristic) | no |
Also known as: generalised multiple sclerosis · generalized multiple sclerosis
Data availability: 24 ClinVar variants · 1,039 GWAS associations (83 studies) · 111 cell lines.
Disease family
An umbrella term covering 4 Mondo subtypes.
Classification path: disease › human disease › disease by body system or component › nervous system disorder › central nervous system disorder › autoimmune disorder of central nervous system › multiple sclerosis
Related subtypes (7): Miller Fisher syndrome, autoimmune encephalopathy with parasomnia and obstructive sleep apnea, lymphocytic hypophysitis, autoimmune encephalitis, autoimmune optic neuritis, central nervous system lupus, autoimmune epilepsy
Subtypes (4): chronic progressive multiple sclerosis, relapsing-remitting multiple sclerosis, Marburg acute multiple sclerosis, pediatric multiple sclerosis
Genetics & variants
GWAS landscape
1,039 GWAS associations across 83 studies. Top hits map to 26 distinct genes (as reported by GWAS).
Top associations by p-value
| rsID | p-value | Gene | Risk allele | Odds ratio |
|---|---|---|---|---|
| rs3104373 | 1e-234 | HLA-DQA1 | T | 2.9 |
| rs3135388 | 4e-225 | HLA-DRA - HLA-DRB9 | A | 2.75 |
| rs3129889 | 1e-206 | HLA-DRA - HLA-DRB9 | G | 2.97 |
| rs9271366 | 7e-184 | HLA-DRB1 - HLA-DQA1 | G | 2.78 |
| DRB*15:01 | 1e-132 | ? | 3.08 | |
| chr6:32620082 | 2e-109 | T | 2.34 | |
| rs9268925 | 1e-95 | HLA-DRB9 | A | 0.82 |
| chr6:32513714 | 1e-89 | A | 0.86 | |
| chr16:11213951 | 4e-71 | C | 1.2 | |
| rs10801908 | 5e-70 | CD58 | C | 1.3 |
| rs11256593 | 3e-65 | RPL32P23 - RBM17 | T | 1.21 |
| rs4640926 | 7e-62 | HLA-DRB9 - HLA-DRB5 | T | 0.96 |
| rs438613 | 2e-49 | LINC01967 | C | 1.15 |
| rs2104286 | 2e-47 | IL2RA | A | 1.22 |
| rs1800693 | 2e-47 | TNFRSF1A | C | 1.15 |
| rs12927355 | 6e-46 | CLEC16A | G | 1.2 |
| chr3:121765368 | 7e-43 | C | 1.14 | |
| rs6677309 | 5e-42 | CD58 | A | 1.29 |
| chr6:31610048 | 1e-40 | A | 1.67 | |
| rs6670198 | 2e-36 | PRXL2B | T | 1.14 |
| rs62420820 | 9e-36 | IL20RA - IL22RA2 | A | 1.14 |
| rs1738074 | 3e-35 | TAGAP-AS1, TAGAP | C | 1.13 |
| rs35540610 | 3e-33 | SP140 | C | 1.14 |
| rs1323292 | 4e-33 | RGS2-AS1 | A | 1.16 |
| rs1077667 | 8e-33 | TNFSF14 | C | 1.15 |
| rs1813375 | 2e-32 | LINC01967 | A | 1.15 |
| rs35486093 | 2e-31 | C1orf52 - Y_RNA | G | 1.21 |
| rs2150879 | 4e-31 | VMP1 | G | 1.12 |
| rs701006 | 1e-30 | OS9-AS1, OS9 | G | 1.12 |
| chr14:88523488 | 2e-30 | C | 1.33 |
Top studies (by case count)
| Study | Lead author | Year | Cases | Controls | Title |
|---|---|---|---|---|---|
| GCST009597 | International Multiple Sclerosis Genetics Consortium | 2019 | 14,802 | 26,703 | Multiple sclerosis genomic map implicates peripheral immune cells and microglia in susceptibility. |
| GCST005531 | Beecham AH | 2013 | 14,498 | 24,091 | Analysis of immune-related loci identifies 48 new susceptibility variants for multiple sclerosis. |
| GCST001198 | Sawcer S | 2011 | 9,772 | 16,849 | Genetic risk and a primary role for cell-mediated immune mechanisms in multiple sclerosis. |
| GCST003340 | Zhou Y | 2016 | 5,545 | 12,153 | Genetic loci for Epstein-Barr virus nuclear antigen-1 are associated with risk of multiple sclerosis. |
| GCST001341 | Patsopoulos NA | 2011 | 5,545 | 12,153 | Genome-wide meta-analysis identifies novel multiple sclerosis susceptibility loci. |
| GCST003566 | Andlauer TF | 2016 | 4,888 | 10,395 | Novel multiple sclerosis susceptibility loci implicated in epigenetic regulation. |
| GCST002274 | Goris A | 2013 | 4,088 | 12,030 | No evidence for shared genetic basis of common variants in multiple sclerosis and amyotrophic lateral sclerosis. |
| GCST008722 | Din L | 2019 | 3,617 | 24,813 | Genetic overlap between autoimmune diseases and non-Hodgkin lymphoma subtypes. |
| GCST008718 | Din L | 2019 | 2,686 | 25,256 | Genetic overlap between autoimmune diseases and non-Hodgkin lymphoma subtypes. |
| GCST000424 | De Jager PL | 2009 | 2,624 | 7,220 | Meta-analysis of genome scans and replication identify CD6, IRF8 and TNFRSF1A as new multiple sclerosis susceptibility loci. |
Variant details and genetic-evidence tiers
Tier distribution (top 50 variants)
| Tier | Variants |
|---|---|
| Tier 1: coding | 0 |
| Tier 2: splice/UTR | 3 |
| Tier 3: regulatory | 1 |
| Tier 4: intronic/intergenic | 46 |
MAF distribution
| Bucket | Variants |
|---|---|
| common (>=0.05) | 42 |
| low_freq (0.01-0.05) | 0 |
| rare (<0.01) | 0 |
| unknown | 8 |
Functional consequences
| Consequence | Count |
|---|---|
| intron_variant | 29 |
| unknown | 9 |
| intergenic_variant | 8 |
| 3_prime_UTR_variant | 2 |
| 5_prime_UTR_variant | 1 |
| regulatory_region_variant | 1 |
Top variants
| rsID | Chr | Pos | Alleles | MAF | Consequence | Gene | p-value | Tier |
|---|---|---|---|---|---|---|---|---|
| rs3104373 | 6 | 32632598 | T>A,C,G | 0.05 | intergenic_variant | HLA-DQA1 | 1e-234 | Tier 4: intronic/intergenic |
| rs3135388 | 6 | 32445274 | A>C,G,T | 0.22 | intron_variant | HLA-DRA - HLA-DRB9 | 4e-225 | Tier 4: intronic/intergenic |
| rs3129889 | 6 | 32445768 | G>A,C,T | 0.2 | intron_variant | HLA-DRA - HLA-DRB9 | 1e-206 | Tier 4: intronic/intergenic |
| rs9271366 | 6 | 32619077 | G>A,C,T | 0.15 | intergenic_variant | HLA-DRB1 - HLA-DQA1 | 7e-184 | Tier 4: intronic/intergenic |
| DRB*15:01 | 1e-132 | Tier 4: intronic/intergenic | ||||||
| chr6:32620082 | 2e-109 | Tier 4: intronic/intergenic | ||||||
| rs9268925 | 6 | 32465192 | A>C,G,T | 0.109 | intron_variant | HLA-DRB9 | 1e-95 | Tier 4: intronic/intergenic |
| chr6:32513714 | 0.144 | 1e-89 | Tier 4: intronic/intergenic | |||||
| chr16:11213951 | 4e-71 | Tier 4: intronic/intergenic | ||||||
| rs10801908 | 1 | 116547871 | C>G,T | 0.05 | intron_variant | CD58 | 5e-70 | Tier 4: intronic/intergenic |
| rs11256593 | 10 | 6075359 | C>T | 0.05 | intergenic_variant | RPL32P23 - RBM17 | 3e-65 | Tier 4: intronic/intergenic |
| rs4640926 | 6 | 32479216 | T>A,C,G | 0.117 | intron_variant | HLA-DRB9 - HLA-DRB5 | 7e-62 | Tier 4: intronic/intergenic |
| rs438613 | 3 | 28030595 | T>A,C,G | 0.05 | intron_variant | LINC01967 | 2e-49 | Tier 4: intronic/intergenic |
| rs2104286 | 10 | 6057082 | T>A,C,G | 0.27 | intron_variant | IL2RA | 2e-47 | Tier 4: intronic/intergenic |
| rs1800693 | 12 | 6330843 | T>A,C,G | 0.05 | intron_variant | TNFRSF1A | 2e-47 | Tier 4: intronic/intergenic |
| rs12927355 | 16 | 11100914 | C>A,T | 0.31 | intron_variant | CLEC16A | 6e-46 | Tier 4: intronic/intergenic |
| chr3:121765368 | 7e-43 | Tier 4: intronic/intergenic | ||||||
| rs6677309 | 1 | 116537544 | A>C,T | 0.12 | intron_variant | CD58 | 5e-42 | Tier 4: intronic/intergenic |
| chr6:31610048 | 1e-40 | Tier 4: intronic/intergenic | ||||||
| rs6670198 | 1 | 2589088 | T>A,C | 0.05 | intron_variant | PRXL2B | 2e-36 | Tier 4: intronic/intergenic |
| rs62420820 | 6 | 137116920 | G>A | 0.05 | intergenic_variant | IL20RA - IL22RA2 | 9e-36 | Tier 4: intronic/intergenic |
| rs1738074 | 6 | 159044945 | T>A,C,G | 0.05 | 5_prime_UTR_variant | TAGAP-AS1, TAGAP | 3e-35 | Tier 2: splice/UTR |
| rs35540610 | 2 | 230257114 | T>C | 0.05 | intron_variant | SP140 | 3e-33 | Tier 4: intronic/intergenic |
| rs1323292 | 1 | 192571891 | G>A,C,T | 0.05 | intron_variant | RGS2-AS1 | 4e-33 | Tier 4: intronic/intergenic |
| rs1077667 | 19 | 6668961 | C>G,T | 0.05 | intron_variant | TNFSF14 | 8e-33 | Tier 4: intronic/intergenic |
| rs1813375 | 3 | 28037080 | G>T | 0.49 | intron_variant | LINC01967 | 2e-32 | Tier 4: intronic/intergenic |
| rs35486093 | 1 | 85264137 | A>G | 0.05 | intergenic_variant | C1orf52 - Y_RNA | 2e-31 | Tier 4: intronic/intergenic |
| rs2150879 | 17 | 59781849 | G>A,C,T | 0.05 | intron_variant | VMP1 | 4e-31 | Tier 4: intronic/intergenic |
| rs701006 | 12 | 57713053 | A>G | 0.05 | intron_variant | OS9-AS1, OS9 | 1e-30 | Tier 4: intronic/intergenic |
| chr14:88523488 | 2e-30 | Tier 4: intronic/intergenic |
ClinVar germline variants
24 retrieved; paginated sample, class counts are floors:
6 uncertain significance, 6 benign/likely benign, 4 conflicting classifications of pathogenicity, 4 likely pathogenic, 2 pathogenic, 2 likely benign
| ClinVar | Variant (HGVS) | Gene | Classification | Review |
|---|---|---|---|---|
| 226296 | NM_005693.4(NR1H3):c.1244G>A (p.Arg415Gln) | NR1H3 | Pathogenic | no assertion criteria provided |
| 12336 | NM_001065.4(TNFRSF1A):c.236C>T (p.Thr79Met) | TNFRSF1A | Pathogenic | criteria provided, multiple submitters, no conflicts |
| 3600999 | NM_001374736.1(DST):c.4322A>G (p.His1441Arg) | DST | Likely pathogenic | no assertion criteria provided |
| 3601001 | NM_002291.3(LAMB1):c.2383C>T (p.Arg795Trp) | LAMB1 | Likely pathogenic | no assertion criteria provided |
| 3600998 | NM_201384.3(PLEC):c.3160C>A (p.Pro1054Thr) | PLEC | Likely pathogenic | no assertion criteria provided |
| 3601002 | NM_201384.3(PLEC):c.934G>T (p.Glu312Ter) | PLEC | Likely pathogenic | no assertion criteria provided |
| 357589 | NM_001723.7(DST):c.3336G>C (p.Glu1112Asp) | DST | Conflicting classifications of pathogenicity | criteria provided, conflicting classifications |
| 809956 | NM_001374736.1(DST):c.14495A>G (p.Glu4832Gly) | DST | Conflicting classifications of pathogenicity | criteria provided, conflicting classifications |
| 252602 | NM_002291.3(LAMB1):c.476C>G (p.Thr159Ser) | LAMB1 | Conflicting classifications of pathogenicity | criteria provided, conflicting classifications |
| 436328 | NM_201384.3(PLEC):c.13247C>T (p.Thr4416Met) | PLEC | Conflicting classifications of pathogenicity | criteria provided, conflicting classifications |
| 1027084 | NM_001374736.1(DST):c.15406T>G (p.Leu5136Val) | DST | Uncertain significance | criteria provided, multiple submitters, no conflicts |
| 809958 | NM_001374736.1(DST):c.13499T>C (p.Leu4500Pro) | DST | Uncertain significance | criteria provided, multiple submitters, no conflicts |
| 1442403 | NM_005560.6(LAMA5):c.5512C>T (p.Arg1838Trp) | LAMA5 | Uncertain significance | criteria provided, multiple submitters, no conflicts |
| 3601000 | NM_005560.6(LAMA5):c.4106G>A (p.Arg1369Gln) | LAMA5 | Uncertain significance | criteria provided, single submitter |
| 196854 | NM_201384.3(PLEC):c.12992C>T (p.Pro4331Leu) | PLEC | Uncertain significance | criteria provided, multiple submitters, no conflicts |
| 2063149 | NM_201384.3(PLEC):c.12736C>T (p.Arg4246Cys) | PLEC | Uncertain significance | criteria provided, multiple submitters, no conflicts |
| 3257589 | NM_133493.5(CD109):c.1709C>T (p.Pro570Leu) | CD109 | Likely benign | criteria provided, single submitter |
| 357584 | NM_001723.7(DST):c.3809A>G (p.Lys1270Arg) | DST | Benign/Likely benign | criteria provided, multiple submitters, no conflicts |
| 357622 | NM_001723.7(DST):c.25C>T (p.Arg9Cys) | DST | Benign/Likely benign | criteria provided, multiple submitters, no conflicts |
| 714023 | NM_000213.5(ITGB4):c.1924G>A (p.Glu642Lys) | ITGB4 | Benign/Likely benign | criteria provided, multiple submitters, no conflicts |
| 289396 | NM_001378452.1(ITPR1):c.5621T>G (p.Val1874Gly) | ITPR1 | Benign/Likely benign | criteria provided, multiple submitters, no conflicts |
| 196717 | NM_201384.3(PLEC):c.4651C>T (p.Arg1551Cys) | PLEC | Likely benign | criteria provided, multiple submitters, no conflicts |
| 287621 | NM_201384.3(PLEC):c.7951C>T (p.Arg2651Trp) | PLEC | Benign/Likely benign | criteria provided, multiple submitters, no conflicts |
| 471582 | NM_201384.3(PLEC):c.3869A>G (p.Lys1290Arg) | PLEC | Benign/Likely benign | criteria provided, multiple submitters, no conflicts |
Genes & proteins
Mendelian disease overlap and somatic drivers
GenCC: 0 · Orphanet: 88 · OMIM-shared: 0 · Dual-evidence (GWAS+Mendelian): 2
Dual-evidence genes (GWAS + Mendelian — highest-confidence targets)
| Gene | HGNC | Evidence routes |
|---|---|---|
| TNFRSF1A | TNFRSF1A | GWAS, Orphanet |
| ITPR1 | ITPR1 | GWAS, Orphanet |
Orphanet rare-disease linkage (cohort genes)
| Gene | Orphanet ID | Rare disease |
|---|---|---|
| TNFRSF1A | Orphanet:32960 | Tumor necrosis factor receptor 1 associated periodic syndrome |
| TNFRSF1A | Orphanet:329967 | Intermittent hydrarthrosis |
| ITPR1 | Orphanet:1065 | Aniridia-cerebellar ataxia-intellectual disability syndrome |
| ITPR1 | Orphanet:208513 | Spinocerebellar ataxia type 29 |
| ITPR1 | Orphanet:98769 | Spinocerebellar ataxia type 15/16 |
| BCL6 | Orphanet:480541 | High grade B-cell lymphoma with MYC and/ or BCL2 and/or BCL6 rearrangement |
| BCL6 | Orphanet:545 | Follicular lymphoma |
| BCL6 | Orphanet:98838 | Primary mediastinal large B-cell lymphoma |
| BCL6 | Orphanet:98839 | Intravascular large B-cell lymphoma |
| RNASEL | Orphanet:1331 | Familial prostate cancer |
| RORA | Orphanet:528084 | Non-specific syndromic intellectual disability |
| RPL5 | Orphanet:124 | Diamond-Blackfan anemia |
| RREB1 | Orphanet:567 | 22q11.2 deletion syndrome |
| ATXN1 | Orphanet:98755 | Spinocerebellar ataxia type 1 |
| SCO2 | Orphanet:1561 | Fatal infantile cytochrome C oxidase deficiency |
| SCO2 | Orphanet:521411 | Autosomal recessive axonal Charcot-Marie-Tooth disease due to copper metabolism defect |
| SCO2 | Orphanet:98619 | Rare isolated myopia |
| SGCD | Orphanet:154 | Familial isolated dilated cardiomyopathy |
| SGCD | Orphanet:219 | Delta-sarcoglycan-related limb-girdle muscular dystrophy R6 |
| SH3BP2 | Orphanet:184 | Cherubism |
| DST | Orphanet:314381 | Hereditary sensory and autonomic neuropathy type 6 |
| DST | Orphanet:412181 | Epidermolysis bullosa simplex due to BP230 deficiency |
| SMARCA4 | Orphanet:1465 | Coffin-Siris syndrome |
| SMARCA4 | Orphanet:231108 | Rhabdoid tumor predisposition syndrome |
| SMARCA4 | Orphanet:370396 | Small cell carcinoma of the ovary |
| SMARCA4 | Orphanet:466962 | SMARCA4-deficient sarcoma of thorax |
| 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 |
| BTNL2 | Orphanet:797 | Sarcoidosis |
| SYK | Orphanet:695807 | Immunodeficiency-systemic inflammation-lymphoma predisposition syndrome |
| TBX6 | Orphanet:1797 | Autosomal dominant spondylocostal dysostosis |
| TBX6 | Orphanet:2311 | Autosomal recessive spondylocostal dysostosis |
| TERT | Orphanet:146 | Differentiated thyroid carcinoma |
| TERT | Orphanet:1501 | Adrenocortical carcinoma |
| TERT | Orphanet:1775 | Dyskeratosis congenita |
| TERT | Orphanet:2032 | Idiopathic pulmonary fibrosis |
| TERT | Orphanet:2495 | Meningioma |
| TERT | Orphanet:3322 | Hoyeraal-Hreidarsson syndrome |
| TERT | Orphanet:457246 | Clear cell sarcoma of kidney |
| TERT | Orphanet:618 | Familial melanoma |
Cohort genes → proteins
75 cohort genes, 75 distinct canonical proteins.
Evidence partition
| Subset | Genes |
|---|---|
| gwas_only | 72 |
| gwas_and_clinvar | 2 |
| multi_evidence | 1 |
Cohort genes (full)
| Symbol | HGNC | Ensembl | UniProt | Name | Evidence |
|---|---|---|---|---|---|
| TNFRSF1A | HGNC:11916 | ENSG00000067182 | P19438 | Tumor necrosis factor receptor superfamily member 1A | gwas,clinvar |
| ITPR1 | HGNC:6180 | ENSG00000150995 | Q14643 | Inositol 1,4,5-trisphosphate-gated calcium channel ITPR1 | gwas,clinvar |
| BCL6 | HGNC:1001 | ENSG00000113916 | P41182 | B-cell lymphoma 6 protein | gwas |
| RNASEL | HGNC:10050 | ENSG00000135828 | Q05823 | 2-5A-dependent ribonuclease | gwas |
| RORA | HGNC:10258 | ENSG00000069667 | P35398 | Nuclear receptor ROR-alpha | gwas |
| RPL5 | HGNC:10360 | ENSG00000122406 | P46777 | Large ribosomal subunit protein uL18 | gwas |
| RPS6KA5 | HGNC:10434 | ENSG00000100784 | O75582 | Ribosomal protein S6 kinase alpha-5 | gwas |
| RPS6KB1 | HGNC:10436 | ENSG00000108443 | P23443 | Ribosomal protein S6 kinase beta-1 | gwas |
| RREB1 | HGNC:10449 | ENSG00000124782 | Q92766 | Ras-responsive element-binding protein 1 | gwas |
| BHLHE40 | HGNC:1046 | ENSG00000134107 | O14503 | Class E basic helix-loop-helix protein 40 | gwas |
| RUNX3 | HGNC:10473 | ENSG00000020633 | Q13761 | Runt-related transcription factor 3 | gwas |
| BICD1 | HGNC:1049 | ENSG00000151746 | Q96G01 | Protein bicaudal D homolog 1 | gwas |
| ATXN1 | HGNC:10548 | ENSG00000124788 | P54253 | Ataxin-1 | gwas |
| SCAMP2 | HGNC:10564 | ENSG00000140497 | O15127 | Secretory carrier-associated membrane protein 2 | gwas |
| CXCR5 | HGNC:1060 | ENSG00000160683 | P32302 | C-X-C chemokine receptor type 5 | gwas |
| SCO2 | HGNC:10604 | ENSG00000284194 | O43819 | Cytochrome c oxidase assembly factor SCO2 | gwas |
| CCL22 | HGNC:10621 | ENSG00000102962 | O00626 | C-C motif chemokine 22 | gwas |
| SCAF11 | HGNC:10784 | ENSG00000139218 | Q99590 | Protein SCAF11 | gwas |
| SGCD | HGNC:10807 | ENSG00000170624 | Q92629 | Delta-sarcoglycan | gwas |
| SH3BP2 | HGNC:10825 | ENSG00000087266 | P78314 | SH3 domain-binding protein 2 | gwas |
| SH3GL2 | HGNC:10831 | ENSG00000107295 | Q99962 | Endophilin-A1 | gwas |
| SHMT1 | HGNC:10850 | ENSG00000176974 | P34896 | Serine hydroxymethyltransferase, cytosolic | gwas |
| DST | HGNC:1090 | ENSG00000151914 | Q03001 | Dystonin | clinvar |
| SLAMF1 | HGNC:10903 | ENSG00000117090 | Q13291 | Signaling lymphocytic activation molecule | gwas |
| SLC15A2 | HGNC:10921 | ENSG00000163406 | Q16348 | Solute carrier family 15 member 2 | gwas |
| SLC7A10 | HGNC:11058 | ENSG00000130876 | Q9NS82 | Asc-type amino acid transporter 1 | gwas |
| ZFP36L1 | HGNC:1107 | ENSG00000185650 | Q07352 | mRNA decay activator protein ZFP36L1 | gwas |
| SMARCA4 | HGNC:11100 | ENSG00000127616 | P51532 | SWI/SNF-related matrix-associated actin-dependent regulator of chromatin subfamily A member 4 | gwas |
| SOX8 | HGNC:11203 | ENSG00000005513 | P57073 | Transcription factor SOX-8 | 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 |
| BTNL2 | HGNC:1142 | ENSG00000204290 | Q9UIR0 | Butyrophilin-like protein 2 | gwas |
| SVIL | HGNC:11480 | ENSG00000197321 | O95425 | Supervillin | gwas |
| SYK | HGNC:11491 | ENSG00000165025 | P43405 | Tyrosine-protein kinase SYK | gwas |
| TBX21 | HGNC:11599 | ENSG00000073861 | Q9UL17 | T-box transcription factor TBX21 | gwas |
| TBX6 | HGNC:11605 | ENSG00000149922 | O95947 | T-box transcription factor TBX6 | gwas |
| TCF7 | HGNC:11639 | ENSG00000081059 | P36402 | Transcription factor 7 | gwas |
| TEF | HGNC:11722 | ENSG00000167074 | Q10587 | Thyrotroph embryonic factor | gwas |
| TERT | HGNC:11730 | ENSG00000164362 | O14746 | Telomerase reverse transcriptase | gwas |
| TG | HGNC:11764 | ENSG00000042832 | P01266 | Thyroglobulin | gwas |
| TGFBR3 | HGNC:11774 | ENSG00000069702 | Q03167 | Transforming growth factor beta receptor type 3 | gwas |
| TLL1 | HGNC:11843 | ENSG00000038295 | O43897 | Tolloid-like protein 1 | gwas |
| TNFAIP3 | HGNC:11896 | ENSG00000118503 | P21580 | Tumor necrosis factor alpha-induced protein 3 | gwas |
| TNFRSF14 | HGNC:11912 | ENSG00000157873 | Q92956 | Tumor necrosis factor receptor superfamily member 14 | gwas |
| CD40 | HGNC:11919 | ENSG00000101017 | P25942 | Tumor necrosis factor receptor superfamily member 5 | gwas |
| TNFSF14 | HGNC:11930 | ENSG00000125735 | O43557 | Tumor necrosis factor ligand superfamily member 14 | gwas |
| TNP2 | HGNC:11952 | ENSG00000178279 | Q05952 | Nuclear transition protein 2 | gwas |
| TRAF3 | HGNC:12033 | ENSG00000131323 | Q13114 | TNF receptor-associated factor 3 | gwas |
| TREH | HGNC:12266 | ENSG00000118094 | O43280 | Trehalase | gwas |
| ZNHIT3 | HGNC:12309 | ENSG00000273611 | Q15649 | Zinc finger HIT domain-containing protein 3 | gwas |
Cohort function summary
Lead sentence per gene, UniProt-curated.
| Symbol | Protein name | Function (lead sentence) |
|---|---|---|
| TNFRSF1A | Tumor necrosis factor receptor superfamily member 1A | Receptor for TNFSF2/TNF and homotrimeric TNFSF1/lymphotoxin-alpha. |
| ITPR1 | Inositol 1,4,5-trisphosphate-gated calcium channel ITPR1 | Inositol 1,4,5-trisphosphate-gated calcium channel that, upon inositol 1,4,5-trisphosphate binding, mediates calcium release from the endoplasmic reticulum (ER). |
| BCL6 | B-cell lymphoma 6 protein | Transcriptional repressor mainly required for germinal center (GC) formation and antibody affinity maturation which has different mechanisms of action specific to the lineage and biological functions. |
| RNASEL | 2-5A-dependent ribonuclease | Endoribonuclease that functions in the interferon (IFN) antiviral response. |
| RORA | Nuclear receptor ROR-alpha | Nuclear receptor that binds DNA as a monomer to ROR response elements (RORE) containing a single core motif half-site 5’-AGGTCA-3’ preceded by a short A-T-rich sequence. |
| RPL5 | Large ribosomal subunit protein uL18 | Component of the ribosome, a large ribonucleoprotein complex responsible for the synthesis of proteins in the cell. |
| RPS6KA5 | Ribosomal protein S6 kinase alpha-5 | Serine/threonine-protein kinase that is required for the mitogen or stress-induced phosphorylation of the transcription factors CREB1 and ATF1 and for the regulation of the transcription factors RELA, STAT3 and ETV1/ER81, and that contribu… |
| RPS6KB1 | Ribosomal protein S6 kinase beta-1 | Serine/threonine-protein kinase that acts downstream of mTOR signaling in response to growth factors and nutrients to promote cell proliferation, cell growth and cell cycle progression. |
| RREB1 | Ras-responsive element-binding protein 1 | Transcription factor that binds specifically to the RAS-responsive elements (RRE) of gene promoters. |
| BHLHE40 | Class E basic helix-loop-helix protein 40 | Transcriptional repressor involved in the regulation of the circadian rhythm by negatively regulating the activity of the clock genes and clock-controlled genes. |
| RUNX3 | Runt-related transcription factor 3 | Forms the heterodimeric complex core-binding factor (CBF) with CBFB. |
| BICD1 | Protein bicaudal D homolog 1 | Regulates coat complex coatomer protein I (COPI)-independent Golgi-endoplasmic reticulum transport by recruiting the dynein-dynactin motor complex. |
| ATXN1 | Ataxin-1 | Chromatin-binding factor that repress Notch signaling in the absence of Notch intracellular domain by acting as a CBF1 corepressor. |
| SCAMP2 | Secretory carrier-associated membrane protein 2 | Functions in post-Golgi recycling pathways. |
| CXCR5 | C-X-C chemokine receptor type 5 | Cytokine receptor that binds to B-lymphocyte chemoattractant (BLC). |
| SCO2 | Cytochrome c oxidase assembly factor SCO2 | Copper metallochaperone essential for the synthesis and maturation of cytochrome c oxidase subunit II (MT-CO2/COX2); together with SCO1, facilitates the incorporation of copper into the Cu(A) site of MT-CO2/COX2. |
| CCL22 | C-C motif chemokine 22 | May play a role in the trafficking of activated/effector T-lymphocytes to inflammatory sites and other aspects of activated T-lymphocyte physiology. |
| SCAF11 | Protein SCAF11 | Plays a role in pre-mRNA alternative splicing by regulating spliceosome assembly. |
| SGCD | Delta-sarcoglycan | Component of the sarcoglycan complex, a subcomplex of the dystrophin-glycoprotein complex which forms a link between the F-actin cytoskeleton and the extracellular matrix. |
| SH3BP2 | SH3 domain-binding protein 2 | Binds differentially to the SH3 domains of certain proteins of signal transduction pathways. |
| SH3GL2 | Endophilin-A1 | Implicated in synaptic vesicle endocytosis. |
| SHMT1 | Serine hydroxymethyltransferase, cytosolic | Pyridoxal phosphate (PLP)-dependent enzyme that catalyzes the reversible conversion of serine and tetrahydrofolate (THF) to glycine and 5,10-methylene THF, serving as a critical component of the folate cycle and facilitating one-carbon bio… |
| DST | Dystonin | Cytoskeletal linker protein. |
| SLAMF1 | Signaling lymphocytic activation molecule | Self-ligand receptor of the signaling lymphocytic activation molecule (SLAM) family. |
| SLC15A2 | Solute carrier family 15 member 2 | Proton-coupled amino-acid transporter that transports oligopeptides of 2 to 4 amino acids with a preference for dipeptides. |
| SLC7A10 | Asc-type amino acid transporter 1 | Associates with SLC3A2/4F2hc to form a functional heterodimeric complex that translocates small neutral L- and D-amino acids across the plasma membrane. |
| ZFP36L1 | mRNA decay activator protein ZFP36L1 | Zinc-finger RNA-binding protein that destabilizes several cytoplasmic AU-rich element (ARE)-containing mRNA transcripts by promoting their poly(A) tail removal or deadenylation, and hence provide a mechanism for attenuating protein synthes… |
| SMARCA4 | SWI/SNF-related matrix-associated actin-dependent regulator of chromatin subfamily A member 4 | ATPase involved in transcriptional activation and repression of select genes by chromatin remodeling (alteration of DNA-nucleosome topology). |
| SOX8 | Transcription factor SOX-8 | Transcription factor that may play a role in central nervous system, limb and facial development. |
| 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. |
| BTNL2 | Butyrophilin-like protein 2 | Negative regulator of T-cell proliferation. |
| SVIL | Supervillin | Forms a high-affinity link between the actin cytoskeleton and the membrane. |
| SYK | Tyrosine-protein kinase SYK | Non-receptor tyrosine kinase which mediates signal transduction downstream of a variety of transmembrane receptors including classical immunoreceptors like the B-cell receptor (BCR). |
| TBX21 | T-box transcription factor TBX21 | Lineage-defining transcription factor which initiates Th1 lineage development from naive Th precursor cells both by activating Th1 genetic programs and by repressing the opposing Th2 and Th17 genetic programs. |
| TBX6 | T-box transcription factor TBX6 | T-box transcription factor that plays an essential role in the determination of the fate of axial stem cells: neural vs mesodermal. |
| TCF7 | Transcription factor 7 | Transcriptional activator involved in T-cell lymphocyte differentiation. |
| TEF | Thyrotroph embryonic factor | Transcription factor that binds to and transactivates the TSHB promoter. |
| TERT | Telomerase reverse transcriptase | Telomerase is a ribonucleoprotein enzyme essential for the replication of chromosome termini in most eukaryotes. |
| TG | Thyroglobulin | Acts as a substrate for the production of iodinated thyroid hormones thyroxine (T4) and triiodothyronine (T3). |
| TGFBR3 | Transforming growth factor beta receptor type 3 | Cell surface receptor that regulates diverse cellular processes including cell proliferation, differentiation, migration, and apoptosis. |
| TLL1 | Tolloid-like protein 1 | Protease which processes procollagen C-propeptides, such as chordin, pro-biglycan and pro-lysyl oxidase. |
| TNFAIP3 | Tumor necrosis factor alpha-induced protein 3 | Ubiquitin-editing enzyme that contains both ubiquitin ligase and deubiquitinase activities. |
| TNFRSF14 | Tumor necrosis factor receptor superfamily member 14 | Receptor for four distinct ligands: The TNF superfamily members TNFSF14/LIGHT and homotrimeric LTA/lymphotoxin-alpha and the immunoglobulin superfamily members BTLA and CD160, altogether defining a complex stimulatory and inhibitory signal… |
| CD40 | Tumor necrosis factor receptor superfamily member 5 | Receptor for TNFSF5/CD40LG. |
| TNFSF14 | Tumor necrosis factor ligand superfamily member 14 | Cytokine that binds to TNFRSF3/LTBR. |
| TNP2 | Nuclear transition protein 2 | Plays a key role in the replacement of histones to protamine in the elongating spermatids of mammals. |
| TRAF3 | TNF receptor-associated factor 3 | Cytoplasmic E3 ubiquitin ligase that regulates various signaling pathways, such as the NF-kappa-B, mitogen-activated protein kinase (MAPK) and interferon regulatory factor (IRF) pathways, and thus controls a lot of biological processes in… |
| TREH | Trehalase | Intestinal trehalase is probably involved in the hydrolysis of ingested trehalose. |
| TSFM | Elongation factor Ts, mitochondrial | Associates with the EF-Tu.GDP complex and induces the exchange of GDP to GTP. |
Protein-family classification
Druggable: 20 · Difficult: 26 · Unknown: 29 · Druggable fraction: 0.27
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 |
|---|---|---|---|
| Transcription factor | 19 | 2.1× | 0.014 |
| Kinase | 7 | 2.6× | 0.101 |
| Nuclear receptor | 1 | 5.2× | 0.487 |
| Scaffold/PPI | 7 | 1.6× | 0.487 |
| Transporter | 2 | 2.1× | 0.552 |
| Ion channel | 1 | 1.5× | 0.773 |
| Antibody/Immunoglobulin | 3 | 1.2× | 0.773 |
| Other/Unknown | 29 | 0.7× | 0.999 |
| Enzyme (other) | 4 | 0.6× | 0.999 |
| Protease | 1 | 0.5× | 0.999 |
| GPCR | 1 | 0.3× | 0.999 |
Per-gene assignment
| Symbol | Family | Druggable? | EC | InterPro (top 3) |
|---|---|---|---|---|
| TNFRSF1A | Other/Unknown | no | Death_dom, TNFR/NGFR_Cys_rich_reg, DEATH-like_dom_sf | |
| ITPR1 | Ion channel | yes | InsP3_rcpt, RIH_dom, Ion_trans_dom | |
| BCL6 | Transcription factor | no | BTB/POZ_dom, SKP1/BTB/POZ_sf, Znf_C2H2_type | |
| RNASEL | Kinase | yes | 4.6.1.19 | Prot_kinase_dom, Ankyrin_rpt, KEN_dom |
| RORA | Nuclear receptor | yes | Nucl_hrmn_rcpt_lig-bd, Znf_hrmn_rcpt, Nuclear_hrmn_rcpt | |
| RPL5 | Other/Unknown | no | Rbsml_uL18_euk_arc, Ribosomal_uL18_C_euk, Ribosomal_L18 | |
| RPS6KA5 | Kinase | yes | Prot_kinase_dom, AGC-kinase_C, Ser/Thr_kinase_AS | |
| RPS6KB1 | Kinase | yes | 2.7.11.1 | Prot_kinase_dom, AGC-kinase_C, Ser/Thr_kinase_AS |
| RREB1 | Transcription factor | no | Znf_C2H2_type, Znf_C2H2_sf, RREB1 | |
| BHLHE40 | Transcription factor | no | Orange_dom, bHLH_dom, HLH_DNA-bd_sf | |
| RUNX3 | Transcription factor | no | AML1_Runt, p53-like_TF_DNA-bd_sf, p53/RUNT-type_TF_DNA-bd_sf | |
| BICD1 | Other/Unknown | no | BICD | |
| ATXN1 | Other/Unknown | no | Ataxin_AXH_dom, Ataxin-1_N, Ataxin_AXH_dom_sf | |
| SCAMP2 | Other/Unknown | no | SCAMP | |
| CXCR5 | GPCR | yes | GPCR_Rhodpsn, Chemokine_CXCR5, GPCR_Rhodpsn_7TM | |
| SCO2 | Other/Unknown | no | SCO1/SenC, Thioredoxin_domain, Synth_of_cyt-c-oxidase_Sco1/2 | |
| CCL22 | Other/Unknown | no | Chemokine_CC_CS, Chemokine_IL8-like_dom, Interleukin_8-like_sf | |
| SCAF11 | Transcription factor | no | Znf_RING, Znf_RING/FYVE/PHD, Znf_RING_CS | |
| SGCD | Other/Unknown | no | Sarcoglycan, Sarcoglycan_gamma/delta/zeta | |
| SH3BP2 | Scaffold/PPI | no | SH2, PH_domain, PH-like_dom_sf | |
| SH3GL2 | Scaffold/PPI | no | SH3_domain, BAR_dom, AH/BAR_dom_sf | |
| SHMT1 | Enzyme (other) | yes | 2.1.2.1 | Ser_HO-MeTrfase, PyrdxlP-dep_Trfase_major, PyrdxlP-dep_Trfase_small |
| DST | Scaffold/PPI | no | Plectin_repeat, SH3_domain, Actinin_actin-bd_CS | |
| SLAMF1 | Antibody/Immunoglobulin | yes | Ig-like_dom, Sig_lymph_act_molc_N, Ig-like_fold | |
| SLC15A2 | Transporter | yes | POT_fam, Oligopep_transport, PTR2_symporter_CS | |
| SLC7A10 | Transporter | yes | AA/rel_permease1, AminoAcid_Transporter | |
| ZFP36L1 | Transcription factor | no | Znf_CCCH, Tis11B_N, Znf_CCCH_sf | |
| SMARCA4 | Other/Unknown | no | SNF2_N, Bromodomain, Helicase_C-like | |
| SOX8 | Transcription factor | no | HMG_box_dom, Sox_N, HMG_box_dom_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 | |
| BTNL2 | Antibody/Immunoglobulin | yes | Ig_C1-set, Ig_sub, Ig-like_dom | |
| SVIL | Other/Unknown | no | Villin_headpiece, Villin/Gelsolin, Gelsolin-like_dom | |
| SYK | Kinase | yes | 2.7.10.2 | Prot_kinase_dom, SH2, Ser-Thr/Tyr_kinase_cat_dom |
| TBX21 | Transcription factor | no | TF_T-box, p53-like_TF_DNA-bd_sf, TF_T-box_CS | |
| TBX6 | Transcription factor | no | TF_T-box, TF_Brachyury, p53-like_TF_DNA-bd_sf | |
| TCF7 | Other/Unknown | no | HMG_box_dom, CTNNB1-bd_N, TCF/LEF | |
| TEF | Other/Unknown | no | bZIP, PAR_bZIP, bZIP_sf | |
| TERT | Other/Unknown | no | RT_dom, Telomerase_RT, Telomerase_RBD | |
| TG | Other/Unknown | no | Thyroglobulin_1, CarbesteraseB, Tyr-kin_ephrin_A/B_rcpt-like | |
| TGFBR3 | Other/Unknown | no | ZP_dom, ZP_dom_CS, ZP-C_dom | |
| TLL1 | Protease | yes | EGF-type_Asp/Asn_hydroxyl_site, EGF, CUB_dom | |
| TNFAIP3 | Transcription factor | no | Znf_A20, OTU_dom, OTU_Deubiquitinase | |
| TNFRSF14 | Other/Unknown | no | TNFR/NGFR_Cys_rich_reg, TNFR_14, TNFRSF14/UL144_N | |
| CD40 | Other/Unknown | no | TNFR/NGFR_Cys_rich_reg, TNFR_5, TNFRSF5_N | |
| TNFSF14 | Other/Unknown | no | TNF_dom, TNF, Tumour_necrosis_fac-like_dom | |
| TNP2 | Other/Unknown | no | TP2 | |
| TRAF3 | Transcription factor | no | Znf_TRAF, Znf_RING, MATH/TRAF_dom | |
| TREH | Enzyme (other) | yes | 3.2.1.28 | Glyco_hydro_37, 6-hairpin_glycosidase_sf, 6hp_glycosidase-like_sf |
| ZNHIT3 | Transcription factor | no | Znf_HIT, ZNHIT3_C, BCD1 |
Expression context
Cohort genes with no expression data: 0.
67 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 | 11 |
| Brodmann (1909) area 23 | 5 |
| primordial germ cell in gonad | 5 |
| buccal mucosa cell | 5 |
| lymph node | 5 |
| ganglionic eminence | 5 |
| ventricular zone | 5 |
| left testis | 5 |
| blood | 4 |
| endothelial cell | 4 |
| monocyte | 4 |
| male germ line stem cell (sensu Vertebrata) in testis | 4 |
| right testis | 4 |
| germinal epithelium of ovary | 3 |
| palpebral conjunctiva | 3 |
| lower esophagus mucosa | 3 |
| sural nerve | 3 |
| skeletal muscle tissue of rectus abdominis | 3 |
| mucosa of transverse colon | 3 |
| spleen | 3 |
Per-gene tissue summary (top 30)
| Symbol | Bgee breadth | FANTOM5 breadth | SCXA | Top tissues |
|---|---|---|---|---|
| TNFRSF1A | 292 | ubiquitous | marker | tendon of biceps brachii, gall bladder, left uterine tube |
| ITPR1 | 284 | ubiquitous | marker | cauda epididymis, Brodmann (1909) area 23, primary visual cortex |
| BCL6 | 300 | ubiquitous | marker | gastrocnemius, mucosa of stomach, blood |
| RNASEL | 249 | ubiquitous | marker | amniotic fluid, palpebral conjunctiva, germinal epithelium of ovary |
| RORA | 284 | ubiquitous | marker | upper leg skin, lateral nuclear group of thalamus, skin of hip |
| RPL5 | 292 | ubiquitous | marker | germinal epithelium of ovary, primordial germ cell in gonad, parietal pleura |
| RPS6KA5 | 283 | ubiquitous | marker | secondary oocyte, cauda epididymis, nipple |
| RPS6KB1 | 275 | ubiquitous | marker | endothelial cell, Brodmann (1909) area 23, calcaneal tendon |
| RREB1 | 278 | ubiquitous | marker | buccal mucosa cell, epithelium of nasopharynx, oral cavity |
| BHLHE40 | 302 | ubiquitous | marker | saphenous vein, vena cava, lower esophagus mucosa |
| RUNX3 | 220 | broad | marker | granulocyte, buccal mucosa cell, lymph node |
| BICD1 | 259 | ubiquitous | marker | ventricular zone, sural nerve, ganglionic eminence |
| ATXN1 | 295 | ubiquitous | marker | endothelial cell, Brodmann (1909) area 23, skeletal muscle tissue of rectus abdominis |
| SCAMP2 | 288 | ubiquitous | marker | rectum, mucosa of transverse colon, lower esophagus mucosa |
| CXCR5 | 172 | tissue_specific | marker | granulocyte, spleen, lymph node |
| SCO2 | 260 | ubiquitous | yes | right uterine tube, granulocyte, mucosa of transverse colon |
| CCL22 | 131 | broad | marker | type B pancreatic cell, olfactory bulb, vermiform appendix |
| SCAF11 | 295 | ubiquitous | marker | buccal mucosa cell, colonic epithelium, tendon of biceps brachii |
| SGCD | 247 | broad | marker | left ventricle myocardium, skeletal muscle tissue of rectus abdominis, heart right ventricle |
| SH3BP2 | 213 | ubiquitous | marker | granulocyte, sural nerve, monocyte |
| SH3GL2 | 193 | broad | marker | Brodmann (1909) area 23, middle temporal gyrus, endothelial cell |
| SHMT1 | 134 | ubiquitous | marker | right lobe of liver, liver, adult mammalian kidney |
| DST | 305 | ubiquitous | marker | corpus callosum, calcaneal tendon, medial globus pallidus |
| SLAMF1 | 159 | broad | marker | thymus, lymph node, granulocyte |
| SLC15A2 | 245 | broad | marker | nasal cavity epithelium, bronchial epithelial cell, epithelium of bronchus |
| SLC7A10 | 138 | broad | yes | omental fat pad, peritoneum, adipose tissue of abdominal region |
| ZFP36L1 | 289 | ubiquitous | marker | mucosa of paranasal sinus, endocervix, mucosa of stomach |
| SMARCA4 | 295 | ubiquitous | marker | ganglionic eminence, cortical plate, cervix squamous epithelium |
| SOX8 | 194 | broad | marker | inferior vagus X ganglion, lateral globus pallidus, subthalamic nucleus |
| STAT3 | 301 | ubiquitous | marker | type B pancreatic cell, pericardium, lower lobe of lung |
Protein interactions among cohort
Intra-cohort edges: 41.
Hub genes (top 10 by interactor count)
| Symbol | Interactor count |
|---|---|
| STAT3 | 10,108 |
| SMARCA4 | 8,138 |
| RNASEL | 6,889 |
| RPL5 | 6,028 |
| WWOX | 5,892 |
| TERT | 5,717 |
| RPS6KB1 | 5,474 |
| SYK | 5,172 |
| VCAM1 | 5,031 |
| TNFRSF1A | 4,523 |
Intra-cohort edges
| A | B | Sources |
|---|---|---|
| BCL6 | CXCR5 | string_interaction |
| BCL6 | TBX21 | string_interaction |
| BICD1 | STAT3 | intact |
| BTNL2 | TSBP1 | string_interaction |
| CD40 | TRAF3 | biogrid_interaction, string_interaction |
| DLEU1 | SHMT1 | intact |
| DST | YWHAG | intact |
| IKZF1 | IKZF2 | biogrid_interaction, intact |
| IKZF1 | RUNX3 | string_interaction |
| IKZF1 | SH3BP2 | biogrid_interaction |
| IKZF1 | TXK | biogrid_interaction, intact |
| IKZF2 | IKZF3 | biogrid_interaction |
| IKZF2 | TBX21 | string_interaction |
| IKZF3 | RUNX3 | string_interaction |
| PRM3 | TNP2 | string_interaction |
| RPS6KA5 | SMARCA4 | string_interaction |
| RUNX3 | TBX21 | string_interaction |
| RUNX3 | TCF7 | intact |
| SCAF11 | STAT3 | intact |
| SH3BP2 | SYK | intact, string_interaction |
| SH3BP2 | VAV2 | intact |
| SLC15A2 | WWOX | biogrid_interaction, intact |
| SMARCA4 | SOX8 | string_interaction |
| SMARCA4 | TERT | intact, string_interaction |
| STAT3 | SYK | biogrid_interaction, intact |
| STAT3 | TYK2 | string_interaction |
| STAT4 | TBX21 | string_interaction |
| STAT4 | TYK2 | string_interaction |
| SVIL | YWHAG | intact |
| SYK | TNFRSF1A | biogrid_interaction |
| SYK | VAV2 | string_interaction |
| TBX21 | TCF7 | string_interaction |
| TBX21 | TXK | string_interaction |
| TBX6 | ZIC1 | string_interaction |
| TNFAIP3 | TNFRSF1A | biogrid_interaction |
| TNFAIP3 | TRAF3 | string_interaction |
| TNFAIP3 | YWHAG | intact |
| TNFRSF14 | TNFSF14 | biogrid_interaction, intact, string_interaction |
| TNFRSF14 | TRAF3 | biogrid_interaction, intact |
| TNFSF14 | TRAF3 | biogrid_interaction |
| YWHAG | ZFP36L1 | intact |
Structural data
PDB: 46 · AlphaFold-only: 29 · No structure: 0
Cohort genes with PDB structures (top 30)
| Symbol | UniProt | PDB entries |
|---|---|---|
| BCL6 | P41182 | 246 |
| RPL5 | P46777 | 184 |
| SYK | P43405 | 93 |
| TYK2 | P29597 | 52 |
| SMARCA4 | P51532 | 31 |
| TERT | O14746 | 23 |
| RPS6KB1 | P23443 | 22 |
| YWHAG | P61981 | 22 |
| TNFAIP3 | P21580 | 17 |
| CD40 | P25942 | 14 |
| TNFRSF1A | P19438 | 13 |
| UCK2 | Q9BZX2 | 11 |
| TRAF3 | Q13114 | 10 |
| IKZF1 | Q13422 | 10 |
| RPS6KA5 | O75582 | 8 |
| SHMT1 | P34896 | 8 |
| TNFRSF14 | Q92956 | 8 |
| ATXN1 | P54253 | 7 |
| TNFSF14 | O43557 | 7 |
| VAV2 | P52735 | 7 |
| IKZF2 | Q9UKS7 | 7 |
| SLAMF1 | Q13291 | 6 |
| STAT3 | P40763 | 6 |
| RNASEL | Q05823 | 5 |
| SH3GL2 | Q99962 | 4 |
| SLC7A10 | Q9NS82 | 4 |
| ZNF217 | O75362 | 4 |
| RORA | P35398 | 3 |
| SLC15A2 | Q16348 | 3 |
| TG | P01266 | 3 |
AlphaFold-only cohort genes (top 30 by pLDDT)
| Symbol | UniProt | pLDDT |
|---|---|---|
| TREH | O43280 | 92.80 |
| CCL22 | O00626 | 88.21 |
| STAT4 | Q14765 | 86.87 |
| BTNL2 | Q9UIR0 | 85.97 |
| WNT9B | O14905 | 84.50 |
| SGCD | Q92629 | 81.43 |
| CXCR5 | P32302 | 80.85 |
| SLC6A16 | Q9GZN6 | 80.51 |
| SCAMP2 | O15127 | 77.30 |
| WDR7 | Q9Y4E6 | 74.31 |
| GCFC2 | P16383 | 74.12 |
| BICD1 | Q96G01 | 72.36 |
| TIMMDC1 | Q9NPL8 | 72.08 |
| SMIM29 | Q86T20 | 71.70 |
| ESPN | B1AK53 | 68.76 |
| TBX6 | O95947 | 66.18 |
| TBX21 | Q9UL17 | 61.95 |
| BHLHE40 | O14503 | 60.60 |
| SOX8 | P57073 | 59.57 |
| TNP2 | Q05952 | 59.17 |
| PRM3 | Q9NNZ6 | 58.43 |
| TCF7 | P36402 | 58.11 |
| ZIC1 | Q15915 | 55.77 |
| DLEU1 | O43261 | 55.08 |
| RREB1 | Q92766 | 48.28 |
| IKZF3 | Q9UKT9 | 48.06 |
| TSBP1 | Q5SRN2 | 45.58 |
| SCAF11 | Q99590 | 42.56 |
| ITPR1 | Q14643 |
Function
Pathway analysis
Distinct Reactome pathways touched by cohort: 713. Enrichment computed across 250 evidence-associated genes (151 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 151 annotated cohort genes). Counts and members are kept as ground-truth; sorted by enrichment.
| Pathway | Cohort genes | Fold | FDR | Sample cohort genes |
|---|---|---|---|---|
| Signaling by Interleukins | 11 | 4.7× | 0.017 | BCL6, RORA, RPS6KA5, CCL22, SMARCA4, STAT3, STAT4, SYK (+3 more) |
| Signaling by CSF3 (G-CSF) | 4 | 15.1× | 0.029 | STAT3, SYK, TYK2, SOCS1 |
| Cytokine Signaling in Immune system | 13 | 3.5× | 0.029 | BCL6, RNASEL, RORA, RPS6KA5, CCL22, SMARCA4, STAT3, STAT4 (+5 more) |
| Interleukin-23 signaling | 3 | 25.2× | 0.030 | STAT3, STAT4, TYK2 |
| Immune System | 25 | 2.1× | 0.030 | ITPR1, BCL6, RNASEL, RORA, RPS6KA5, CCL22, SH3GL2, SMARCA4 (+17 more) |
| Interleukin-35 Signalling | 3 | 18.9× | 0.033 | STAT3, STAT4, TYK2 |
| Inactivation of CSF3 (G-CSF) signaling | 4 | 11.6× | 0.033 | STAT3, SYK, TYK2, SOCS1 |
| Interleukin-20 family signaling | 4 | 11.2× | 0.033 | STAT3, STAT4, TYK2, IL22RA2 |
| C-type lectin receptors (CLRs) | 5 | 7.9× | 0.033 | ITPR1, RPS6KA5, SYK, CASP8, CARD11 |
| Interleukin-10 signaling | 5 | 7.7× | 0.033 | TNFRSF1A, CCL22, STAT3, TYK2, CD86 |
| Differentiation of naive CD4+ T cells to T helper 1 cells (Th1 cells) | 3 | 17.4× | 0.038 | RUNX3, STAT4, TBX21 |
| Interleukin-4 and Interleukin-13 signaling | 7 | 4.8× | 0.039 | BCL6, RORA, CCL22, STAT3, TYK2, VCAM1, SOCS1 |
| FCERI mediated Ca+2 mobilization | 4 | 9.4× | 0.043 | ITPR1, SYK, TXK, VAV2 |
| TNF receptor superfamily (TNFSF) members mediating non-canonical NF-kB pathway | 3 | 13.3× | 0.068 | CD40, TNFSF14, TRAF3 |
| Interleukin-2 family signaling | 3 | 12.6× | 0.069 | STAT3, STAT4, SYK |
| Immunoregulatory interactions between a Lymphoid and a non-Lymphoid cell | 7 | 4.0× | 0.069 | CD40, VCAM1, CLEC2D, CD226, SLAMF6, SLAMF7, CD200R1 |
| Adaptive Immune System | 13 | 2.6× | 0.069 | ITPR1, SH3GL2, BTNL2, SYK, CARD11, CD28, CD226, CD86 (+5 more) |
| Signal Transduction | 27 | 1.8× | 0.069 | ITPR1, RPS6KA5, RPS6KB1, RUNX3, CCL22, SH3GL2, SMARCA4, STAT3 (+19 more) |
| Ovarian tumor domain proteases | 4 | 7.4× | 0.076 | TNFAIP3, TRAF3, TNIP2, TNIP3 |
| Signaling by WNT | 6 | 4.5× | 0.082 | ITPR1, RUNX3, SMARCA4, TCF7, TERT, BCL9L |
| TNFR1-induced proapoptotic signaling | 3 | 8.7× | 0.160 | TNFRSF1A, TNFAIP3, CASP8 |
| Binding of TCF/LEF:CTNNB1 to target gene promoters | 2 | 15.1× | 0.173 | RUNX3, TCF7 |
| RUNX3 regulates WNT signaling | 2 | 15.1× | 0.173 | RUNX3, TCF7 |
| Interleukin-21 signaling | 2 | 15.1× | 0.173 | STAT3, STAT4 |
| Synthesis of PC | 3 | 8.1× | 0.173 | LPIN3, SLC44A2, LPCAT1 |
| TNFs bind their physiological receptors | 3 | 7.8× | 0.173 | TNFRSF1A, TNFRSF14, TNFSF14 |
| Anti-inflammatory response favouring Leishmania parasite infection | 3 | 7.8× | 0.173 | ITPR1, SYK, ADCY3 |
| Leishmania parasite growth and survival | 3 | 7.8× | 0.173 | ITPR1, SYK, ADCY3 |
| Co-stimulation by CD28 | 3 | 7.6× | 0.173 | CD28, CD86, CTLA4 |
| Interferon gamma signaling | 5 | 4.2× | 0.173 | VCAM1, CAMK2G, TRIM2, TRIM14, SOCS1 |
GO biological processes by enrichment
Over-representation of cohort genes vs the genome-wide background (hypergeometric test, Benjamini-Hochberg FDR; fold = observed/expected over 232 annotated cohort genes). Counts and members are kept as ground-truth; sorted by enrichment.
| GO term | Cohort genes | Fold | FDR | Sample cohort genes |
|---|---|---|---|---|
| immune response | 20 | 4.1× | 2e-04 | CXCR5, CCL22, SLAMF1, TCF7, TGFBR3, TNFRSF14, TNFSF14, TYK2 (+12 more) |
| regulation of B cell differentiation | 4 | 22.4× | 0.008 | ZFP36L1, IKZF3, CARD11, FCRL3 |
| T cell costimulation | 6 | 9.7× | 0.008 | TNFRSF14, TNFSF14, CARD11, CD28, CD5, CD86 |
| cell surface receptor signaling pathway via JAK-STAT | 7 | 8.8× | 0.008 | TNFRSF1A, STAT3, STAT4, CD40, TYK2, SOCS1, CSF2RB |
| positive regulation of T cell proliferation | 7 | 7.8× | 0.008 | BTNL2, TYK2, VCAM1, CD28, CD6, CD86, CLECL1 |
| T cell activation | 7 | 7.8× | 0.008 | TNFSF14, CASP8, CD2, CD28, CD86, SLAMF6, SLAMF7 |
| negative regulation of canonical NF-kappaB signal transduction | 8 | 5.9× | 0.013 | TNFRSF1A, RORA, STAT3, TGFBR3, TNFAIP3, CASP8, TNIP2, TNIP3 |
| negative regulation of CD40 signaling pathway | 2 | 72.6× | 0.025 | SLAMF1, TNFAIP3 |
| CD4-positive, alpha-beta T cell proliferation | 3 | 24.2× | 0.025 | CARD11, CD28, NDFIP1 |
| positive regulation of T cell receptor signaling pathway | 4 | 13.2× | 0.025 | CARD11, CD28, CD226, CD86 |
| B cell activation | 5 | 9.8× | 0.025 | CXCR5, CD40, CASP8, CD86, FCRL1 |
| positive regulation of transcription by RNA polymerase II | 31 | 2.0× | 0.025 | TNFRSF1A, RNASEL, RORA, RPS6KA5, RREB1, ATXN1, SMARCA4, SOX8 (+23 more) |
| regulation of tumor necrosis factor-mediated signaling pathway | 4 | 12.1× | 0.033 | TNFRSF1A, SYK, TNFAIP3, CASP8 |
| positive regulation of isotype switching to IgG isotypes | 3 | 19.8× | 0.035 | TBX21, CD40, CD28 |
| positive regulation of canonical NF-kappaB signal transduction | 11 | 3.4× | 0.035 | TNFRSF1A, STAT3, CD40, TNFSF14, CASP8, CARD11, SLC44A2, NDFIP1 (+3 more) |
| regulation of transcription by RNA polymerase II | 36 | 1.8× | 0.035 | RORA, RREB1, BHLHE40, RUNX3, SMARCA4, STAT3, STAT4, TBX21 (+28 more) |
| adaptive immune response | 10 | 3.6× | 0.037 | SLAMF1, SYK, TNFRSF14, TXK, CD6, CD86, SLAMF7, THEMIS (+2 more) |
| negative regulation of DNA-templated transcription | 18 | 2.5× | 0.037 | BCL6, RPS6KA5, BHLHE40, ATXN1, SMARCA4, SOX8, TBX21, ZNF217 (+10 more) |
| negative regulation of CD8-positive, alpha-beta T cell differentiation | 2 | 48.4× | 0.038 | ZBTB7B, SOCS1 |
| regulation of lymphocyte differentiation | 2 | 48.4× | 0.038 | IKZF3, NDFIP1 |
| negative regulation of isotype switching to IgE isotypes | 2 | 48.4× | 0.038 | BCL6, NDFIP1 |
| natural killer cell activation | 4 | 10.0× | 0.038 | CASP8, CD2, CD48, SLAMF7 |
| heterotypic cell-cell adhesion | 4 | 10.0× | 0.038 | VCAM1, CD2, CD58, CD200R1 |
| positive regulation of type II interferon production | 6 | 5.8× | 0.038 | SLAMF1, TXK, TYK2, CD2, CD226, SLAMF6 |
| positive regulation of interleukin-4 production | 4 | 9.7× | 0.041 | SYK, CD28, CD86, CLECL1 |
| granulocyte differentiation | 3 | 15.6× | 0.043 | CBFA2T3, ZBTB46, L3MBTL3 |
| regulation of T cell differentiation | 3 | 15.6× | 0.043 | TBX21, CD2, CARD11 |
| phosphatidylinositol 3-kinase/protein kinase B signal transduction | 6 | 5.5× | 0.043 | ZFP36L1, STAT3, CD40, CD28, RGCC, PRR5L |
| macrophage differentiation | 4 | 8.1× | 0.070 | CASP8, ZBTB46, SOCS1, L3MBTL3 |
| positive regulation of interleukin-2 production | 4 | 8.1× | 0.070 | BTNL2, CARD11, CD28, CD86 |
Therapeutics
Drugs indicated for this disease
26 approved, 52 in late-stage (phase 3) trials. Disease-direct ChEMBL indications, not inferred from the associated-gene cohort below.
| Drug | Development status |
|---|---|
| Alemtuzumab | Approved (phase 4) |
| Baclofen | Approved (phase 4) |
| Cladribine | Approved (phase 4) |
| Corticotropin | Approved (phase 4) |
| Daclizumab | Approved (phase 4) |
| Dalfampridine | Approved (phase 4) |
| Dexamethasone | Approved (phase 4) |
| Dimethyl Fumarate | Approved (phase 4) |
| Diroximel Fumarate | Approved (phase 4) |
| Glatiramer Acetate | Approved (phase 4) |
| INTERFERON BETA-1A | Approved (phase 4) |
| INTERFERON BETA-1B | Approved (phase 4) |
| Lincomycin | Approved (phase 4) |
| Methylprednisolone | Approved (phase 4) |
| Monomethyl Fumarate | Approved (phase 4) |
| Natalizumab | Approved (phase 4) |
| Ocrelizumab | Approved (phase 4) |
| Ofatumumab | Approved (phase 4) |
| PEGINTERFERON BETA-1A | Approved (phase 4) |
| Ponesimod | Approved (phase 4) |
| Prednisolone | Approved (phase 4) |
| Prednisolone Acetate | Approved (phase 4) |
| Prednisone | Approved (phase 4) |
| Siponimod | Approved (phase 4) |
| Teriflunomide | Approved (phase 4) |
| Triamcinolone Acetonide | Approved (phase 4) |
| Acetaminophen | Phase 3 (in late-stage trials) |
| Amantadine | Phase 3 (in late-stage trials) |
| Amifampridine | Phase 3 (in late-stage trials) |
| Arbaclofen Placarbil | Phase 3 (in late-stage trials) |
| Aspirin | Phase 3 (in late-stage trials) |
| Biotin | Phase 3 (in late-stage trials) |
| Cetirizine | Phase 3 (in late-stage trials) |
| Charcoal, Activated | Phase 3 (in late-stage trials) |
| Cholestyramine | Phase 3 (in late-stage trials) |
| Desloratadine | Phase 3 (in late-stage trials) |
| Dextromethorphan | Phase 3 (in late-stage trials) |
| Dextrose | Phase 3 (in late-stage trials) |
| Diphenhydramine | Phase 3 (in late-stage trials) |
| Donepezil | Phase 3 (in late-stage trials) |
| Ergocalciferol | Phase 3 (in late-stage trials) |
| Estradiol | Phase 3 (in late-stage trials) |
| Evobrutinib | Phase 3 (in late-stage trials) |
| Fenebrutinib | Phase 3 (in late-stage trials) |
| Fingolimod | Phase 3 (in late-stage trials) |
| Frexalimab | Phase 3 (in late-stage trials) |
| Human Immunoglobulin G | Phase 3 (in late-stage trials) |
| Ibuprofen | Phase 3 (in late-stage trials) |
| Influenza Virus Vaccine | Phase 3 (in late-stage trials) |
| Interferon Beta | Phase 3 (in late-stage trials) |
| Keyhole Limpet Hemocyanin | Phase 3 (in late-stage trials) |
| Laquinimod | Phase 3 (in late-stage trials) |
| Levocarnitine | Phase 3 (in late-stage trials) |
| Masitinib | Phase 3 (in late-stage trials) |
| Memantine | Phase 3 (in late-stage trials) |
| Methotrexate | Phase 3 (in late-stage trials) |
| Methylphenidate | Phase 3 (in late-stage trials) |
| Minocycline | Phase 3 (in late-stage trials) |
| Mitoxantrone | Phase 3 (in late-stage trials) |
| Modafinil | Phase 3 (in late-stage trials) |
| Nabiximols | Phase 3 (in late-stage trials) |
| Naltrexone | Phase 3 (in late-stage trials) |
| Naproxen | Phase 3 (in late-stage trials) |
| Nomegestrol Acetate | Phase 3 (in late-stage trials) |
| Onabotulinumtoxina | Phase 3 (in late-stage trials) |
| Ozanimod | Phase 3 (in late-stage trials) |
| PEGINTERFERON ALFA-2B | Phase 3 (in late-stage trials) |
| Pertussis Vaccine | Phase 3 (in late-stage trials) |
| Quinidine | Phase 3 (in late-stage trials) |
| Ranitidine | Phase 3 (in late-stage trials) |
| Remibrutinib | Phase 3 (in late-stage trials) |
| Rituximab | Phase 3 (in late-stage trials) |
| Simvastatin | Phase 3 (in late-stage trials) |
| Terfenadine | Phase 3 (in late-stage trials) |
| Tetanus Toxoid | Phase 3 (in late-stage trials) |
| Tolebrutinib | Phase 3 (in late-stage trials) |
| Ublituximab | Phase 3 (in late-stage trials) |
| Vidofludimus | Phase 3 (in late-stage trials) |
Earlier-phase candidates (phase 2, investigational — efficacy not yet established): Abatacept, Acetazolamide, Acetylcysteine, Alfuzosin, Armodafinil, Atacicept, Atorvastatin, Azithromycin, Belimumab, Briakinumab, Cannabidiol, Cannabinol, Celecoxib, Cholecalciferol, Clemastine, Curcumin, Dexrazoxane, Dextroamphetamine, Dronabinol, Duloxetine, Emtricitabine, Epigalocatechin Gallate, Epoetin Beta, Famciclovir, Fish Oil, Fludarabine, Gabapentin, Ginseng, American, Histamine, Hydroxyurea, Ianalumab, Icosapent, Incomplete Freund’S Adjuvant, Ketoprofen, Lipoic Acid, Alpha, Lisdexamfetamine, Mecasermin, Metformin, Mycophenolate Mofetil, Oxcarbazepine, Pirtobrutinib, Rifampin, Riluzole, Secukinumab, Sodium Chloride, Tacrolimus Anhydrous, Testosterone, Topiramate, Ustekinumab.
Drug target analysis
Approved (phase 4): 13 · Phase ≥3: 14 · Phased (≥1): 19 · Undrugged: 56
Druggability breadth: 81 of 250 evidence-associated genes (32%) 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 |
|---|---|
| RORA | TRETINOIN |
| RPL5 | GENTAMICIN SULFATE |
| RPS6KA5 | FEDRATINIB |
| RPS6KB1 | FEDRATINIB |
| SHMT1 | PEMETREXED |
| SLC15A2 | CYCLACILLIN |
| STAT3 | MOMELOTINIB |
| SYK | FEDRATINIB |
| TERT | BERBERINE |
| TXK | AFATINIB |
| TYK2 | FEDRATINIB |
| IKZF1 | POMALIDOMIDE |
| IKZF3 | POMALIDOMIDE |
Top cohort targets by molecule count
| Symbol | Molecules | Max phase |
|---|---|---|
| TYK2 | 72 | 4 |
| SYK | 54 | 4 |
| RPS6KB1 | 39 | 4 |
| TXK | 31 | 4 |
| RPS6KA5 | 25 | 4 |
| STAT3 | 18 | 4 |
| TERT | 10 | 4 |
| SLC15A2 | 8 | 4 |
| IKZF3 | 5 | 4 |
| IKZF1 | 3 | 4 |
Drugs targeting cohort genes (top 30)
| Molecule | Max phase | Targets in cohort |
|---|---|---|
| TRETINOIN | 4 | RORA |
| GENTAMICIN SULFATE | 4 | RPL5 |
| FEDRATINIB | 4 | RPS6KA5, RPS6KB1, SYK, TXK, TYK2 |
| RUXOLITINIB | 4 | RPS6KA5, TYK2 |
| NINTEDANIB | 4 | RPS6KA5, RPS6KB1, TXK, TYK2 |
| SUNITINIB | 4 | RPS6KA5, RPS6KB1, TYK2 |
| MIDOSTAURIN | 4 | RPS6KA5, RPS6KB1, SYK, TYK2 |
| SORAFENIB | 4 | RPS6KB1 |
| VANDETANIB | 4 | RPS6KB1, TXK |
| BOSUTINIB | 4 | RPS6KB1, SYK, TXK, TYK2 |
| CRIZOTINIB | 4 | RPS6KB1, SYK, TXK, TYK2 |
| PEMETREXED | 4 | SHMT1 |
| CYCLACILLIN | 4 | SLC15A2 |
| CEFTIBUTEN | 4 | SLC15A2 |
| CEFADROXIL | 4 | SLC15A2 |
| CEPHALEXIN ANHYDROUS | 4 | SLC15A2 |
| AMPICILLIN | 4 | SLC15A2 |
| CEFACLOR ANHYDROUS | 4 | SLC15A2 |
| MOMELOTINIB | 4 | STAT3, TYK2 |
| NITAZOXANIDE | 4 | STAT3 |
| NICLOSAMIDE | 4 | STAT3 |
| DIGOXIN | 4 | STAT3 |
| BARICITINIB | 4 | STAT3, TYK2 |
| DIGITOXIN | 4 | STAT3 |
| DEUCRAVACITINIB | 4 | STAT3, TYK2 |
| NERATINIB | 4 | SYK, TXK |
| INFIGRATINIB PHOSPHATE | 4 | SYK, TYK2 |
| INFIGRATINIB | 4 | SYK, TYK2 |
| ENTRECTINIB | 4 | SYK |
| FOSTAMATINIB | 4 | SYK |
Bioactivity and enzyme data
Enzyme cohort genes (≥1 EC): 10.
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 |
| SYK | 873 | Binding:863, Functional:10 |
| RPS6KA5 | 659 | Binding:656, ADMET:2, Functional:1 |
| RPS6KB1 | 585 | Binding:582, Functional:2, ADMET:1 |
| TERT | 391 | Binding:389, Functional:2 |
| TXK | 290 | Binding:286, ADMET:3, Functional:1 |
| SMARCA4 | 230 | Binding:207, ADMET:12, Functional:11 |
| BCL6 | 209 | Binding:202, Functional:7 |
| RORA | 115 | Binding:111, Functional:3, Unclassified:1 |
| IKZF1 | 106 | Binding:105, Functional:1 |
| IKZF3 | 101 | Binding:100, Functional:1 |
| RPL5 | 90 | Binding:90 |
| RNASEL | 43 | Binding:42, Functional:1 |
| CXCR5 | 33 | Binding:21, Functional:12 |
| IKZF2 | 26 | Binding:26 |
| UCK2 | 25 | Binding:25 |
| TNFRSF1A | 24 | Binding:23, Functional:1 |
| SLC15A2 | 20 | Functional:16, ADMET:4 |
| STAT4 | 20 | Binding:20 |
| VCAM1 | 16 | Binding:15, Functional:1 |
| ITPR1 | 13 | Binding:12, Functional:1 |
| YWHAG | 12 | Binding:11, Functional:1 |
| CD40 | 10 | Binding:10 |
| SHMT1 | 9 | Binding:9 |
| TCF7 | 7 | Binding:7 |
| TLL1 | 5 | Binding:5 |
| TREH | 4 | Binding:4 |
| SCAMP2 | 1 | Binding:1 |
| SCO2 | 1 | Binding:1 |
| CCL22 | 1 | Binding:1 |
| TNFAIP3 | 1 | Binding:1 |
Cohort enzymes (BRENDA EC)
| Symbol | EC numbers | Names |
|---|---|---|
| RNASEL | 4.6.1.19 | ribonuclease T2 |
| RPS6KB1 | 2.7.11.1 | non-specific serine/threonine protein kinase |
| SHMT1 | 2.1.2.1 | glycine hydroxymethyltransferase |
| SYK | 2.7.10.2, 2.7.12.1 | non-specific protein-tyrosine kinase, dual-specificity kinase |
| TREH | 3.2.1.28 | alpha,alpha-trehalase |
| ACP5 | 3.1.3.2 | acid phosphatase |
| TXK | 2.7.10.2 | non-specific protein-tyrosine kinase |
| TYK2 | 2.7.10.2 | non-specific protein-tyrosine kinase |
| UBE2E3 | 2.3.2.23, 2.3.2.24 | E2 ubiquitin-conjugating enzyme, (E3-independent) E2 ubiquitin-conjugating enzyme |
| UCK2 | 2.7.1.48 | uridine/cytidine kinase |
Cohort genes with high screening signal
≥100 ChEMBL assays — a studied-ness signal; see Therapeutics for approved-drug status.
| Symbol | ChEMBL assays |
|---|---|
| BCL6 | 209 |
| RORA | 115 |
| RPS6KA5 | 659 |
| RPS6KB1 | 585 |
| SMARCA4 | 230 |
| STAT3 | 1,319 |
| SYK | 873 |
| TERT | 391 |
| TXK | 290 |
| TYK2 | 1,083 |
| IKZF1 | 106 |
| IKZF3 | 101 |
Pharmacogenomics
Cohort genes with a PharmGKB record: 75; with CPIC/DPWG dosing guidelines: 0.
No cohort gene has a CPIC/DPWG genotype-guided dosing guideline (PharmGKB).
Chemical tractability of cohort targets
30 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) |
|---|---|---|
| TRETINOIN | 4 | RORA |
| GENTAMICIN SULFATE | 4 | RPL5 |
| FEDRATINIB | 4 | RPS6KA5, RPS6KB1, SYK, TXK, TYK2 |
| RUXOLITINIB | 4 | RPS6KA5, TYK2 |
| NINTEDANIB | 4 | RPS6KA5, RPS6KB1, TXK, TYK2 |
| SUNITINIB | 4 | RPS6KA5, RPS6KB1, TYK2 |
| MIDOSTAURIN | 4 | RPS6KA5, RPS6KB1, SYK, TYK2 |
| SORAFENIB | 4 | RPS6KB1 |
| VANDETANIB | 4 | RPS6KB1, TXK |
| BOSUTINIB | 4 | RPS6KB1, SYK, TXK, TYK2 |
| CRIZOTINIB | 4 | RPS6KB1, SYK, TXK, TYK2 |
| PEMETREXED | 4 | SHMT1 |
| CYCLACILLIN | 4 | SLC15A2 |
| CEFTIBUTEN | 4 | SLC15A2 |
| CEFADROXIL | 4 | SLC15A2 |
| CEPHALEXIN ANHYDROUS | 4 | SLC15A2 |
| AMPICILLIN | 4 | SLC15A2 |
| CEFACLOR ANHYDROUS | 4 | SLC15A2 |
| MOMELOTINIB | 4 | STAT3, TYK2 |
| NITAZOXANIDE | 4 | STAT3 |
| NICLOSAMIDE | 4 | STAT3 |
| DIGOXIN | 4 | STAT3 |
| BARICITINIB | 4 | STAT3, TYK2 |
| DIGITOXIN | 4 | STAT3 |
| DEUCRAVACITINIB | 4 | STAT3, TYK2 |
| NERATINIB | 4 | SYK, TXK |
| INFIGRATINIB PHOSPHATE | 4 | SYK, TYK2 |
| INFIGRATINIB | 4 | SYK, TYK2 |
| ENTRECTINIB | 4 | SYK |
| FOSTAMATINIB | 4 | SYK |
Druggability pyramid
Cohort genes binned by druggability tier (high → low):
| Tier | Definition | Genes | Symbols |
|---|---|---|---|
| A | Approved (phase 4 drug) | 13 | RORA, RPL5, RPS6KA5, RPS6KB1, SHMT1, SLC15A2, STAT3, SYK, TERT, TXK (+3 more) |
| B | Phased (≥1) drug, not yet approved | 6 | TNFRSF1A, BCL6, SMARCA4, TREH, VCAM1, YWHAG |
| C | Druggable family + PDB, no drug | 7 | RNASEL, SLAMF1, SLC7A10, TLL1, ACP5, UBE2E3, UCK2 |
| D | Druggable family + AlphaFold only, no drug | 3 | ITPR1, CXCR5, BTNL2 |
| E | Difficult family or no structure, no drug | 46 | RREB1, BHLHE40, RUNX3, BICD1, ATXN1, SCAMP2, SCO2, CCL22, SCAF11, SGCD (+36 more) |
Undrugged target profiles
56 cohort genes are undrugged. Ranked by ‘starting-point quality’ (assay depth + drugged-partner adjacency).
| Symbol | ChEMBL assays | Drugged partners (top 3) |
|---|---|---|
| RUNX3 | 0 | IKZF1 |
| SH3BP2 | 0 | SYK |
| STAT4 | 20 | TYK2 |
| ITPR1 | 13 | — |
| RNASEL | 43 | — |
| RREB1 | 0 | — |
| BHLHE40 | 0 | — |
| BICD1 | 0 | — |
| ATXN1 | 0 | — |
| SCAMP2 | 1 | — |
| CXCR5 | 33 | — |
| SCO2 | 1 | — |
| CCL22 | 1 | — |
| SCAF11 | 0 | — |
| SGCD | 0 | — |
| SH3GL2 | 0 | — |
| DST | 0 | — |
| SLAMF1 | 0 | — |
| SLC7A10 | 0 | — |
| ZFP36L1 | 0 | — |
| SOX8 | 0 | — |
| BTNL2 | 0 | — |
| SVIL | 0 | — |
| TBX21 | 0 | — |
| TBX6 | 0 | — |
| TCF7 | 7 | — |
| TEF | 0 | — |
| TG | 0 | — |
| TGFBR3 | 0 | — |
| TLL1 | 5 | — |
Clinical trials & evidence
Clinical trials
Clinical trials: 2,743.
Phase distribution (across all retrieved trials)
| Phase | Trials |
|---|---|
| Not specified | 282 |
| PHASE2 | 214 |
| PHASE3 | 187 |
| PHASE4 | 143 |
| PHASE1 | 142 |
| PHASE1/PHASE2 | 75 |
| PHASE2/PHASE3 | 34 |
| EARLY_PHASE1 | 23 |
Top trials by phase / activity
| NCT | Phase | Status | Title |
|---|---|---|---|
| NCT02670161 | PHASE4 | ENROLLING_BY_INVITATION | Quality Improvement and Practice Based Research in Neurology Using the EMR |
| NCT04178005 | PHASE4 | ACTIVE_NOT_RECRUITING | Cladribine Tablets After Treatment With Natalizumab (CLADRINA) |
| NCT04387734 | PHASE4 | ACTIVE_NOT_RECRUITING | Effects of Ocrevus in Relapsing Multiple Sclerosis |
| NCT04466150 | PHASE4 | ACTIVE_NOT_RECRUITING | Impact of Ocrelizumab on Cerebrospinal Fluid Biomarkers at Multiple Sclerosis Onset |
| NCT04480853 | PHASE4 | RECRUITING | Safety and Efficacy Study of Fingolimod in Taiwanese Adults (≥ 20years) With Relapsing Remitting Multiple Sclerosis |
| NCT04601233 | PHASE4 | NOT_YET_RECRUITING | Testosterone Treatment for Erectile Dysfunction and Multiple Sclerosis |
| NCT04650321 | PHASE4 | RECRUITING | Home Based Infusions for Ocrelizumab |
| NCT05285891 | PHASE4 | RECRUITING | Ocrelizumab Discontinuation in Relapsing Multiple Sclerosis |
| NCT06136728 | PHASE4 | RECRUITING | Dalfampridine Combined With Physical Therapy for Mobility Impairment in Multiple Sclerosis |
| NCT06396039 | PHASE4 | ACTIVE_NOT_RECRUITING | A Study to Assess the Effectiveness and Safety of Ozanimod in Chinese Adults With Relapsing Multiple Sclerosis |
| NCT06444113 | PHASE4 | ACTIVE_NOT_RECRUITING | Concentration of Ofatumumab in the Breast Milk of Lactating Women With Relapsing Forms of Multiple Sclerosis |
| NCT06529406 | PHASE4 | RECRUITING | Prospective Evaluation of Sequencing From antiCD-20 Therapies to Ozanimod |
| NCT07087106 | PHASE4 | RECRUITING | Glucose Consumption in MS Using [F-18]FDG-PET |
| NCT07138833 | PHASE4 | NOT_YET_RECRUITING | A Phase IV Study of Dimethyl Fumarate Enteric-coated Capsules for Relapsing Multiple Sclerosis (RMS) |
| NCT07225361 | PHASE4 | RECRUITING | Ublituximab (Briumvi) for Early Forms of Relapsing Multiple Sclerosis |
| NCT07240649 | PHASE4 | NOT_YET_RECRUITING | Outcomes From Hyperbaric Oxygen (HBO2) Treatment for Emerging Indications |
| NCT07303582 | PHASE4 | RECRUITING | Individualised Cryoneurolysis to Treat Pain in the Context of Spasticity in the Upper and Lower Extremities |
| NCT07389590 | PHASE4 | RECRUITING | Study of Ublituximab for Ocrelizumab Wearing-Off in Multiple Sclerosis |
| NCT07483450 | PHASE4 | RECRUITING | A Study to Evaluate the Efficacy, Safety, Pharmacokinetics, and Pharmacodynamics of Ocrelizumab in Participants With Relapsing Multiple Sclerosis and Primary Progressive Multiple Sclerosis |
| NCT07609719 | PHASE4 | NOT_YET_RECRUITING | A Study of Ocrelizumab Administered Subcutaneously in Participants With Multiple Sclerosis Who Switch From an Approved Anti-CD20 Therapy |
| NCT07614321 | PHASE4 | RECRUITING | Silodosin for Urinary Symptoms in Female Patients With Multiple Sclerosis |
| NCT00037102 | PHASE4 | COMPLETED | Combination Therapy With Avonex and BiMonthly High Dose Intravenous Methotrexate in Multiple Sclerosis |
| NCT00037115 | PHASE4 | WITHDRAWN | Induction Therapy With a Single High Dose Bolus of Intravenous Methotrexate With Leucovorin Rescue, Prior to Initiation of AVONEX® Treatment, in Patients Presenting With a First Acute Demyelinating Event. |
| NCT00146068 | PHASE4 | COMPLETED | EARLY IFNB-1a and Simvastatin Combination Therapy in Clinically Isolated Syndrome Suggestive of Multiple Sclerosis |
| NCT00151294 | PHASE4 | TERMINATED | The Efficacy and Safety of Escitalopram for Depression in Multiple Sclerosis |
| NCT00176592 | PHASE4 | COMPLETED | Phase IV Study, Betaseron Versus Copaxone for Relapsing Remitting or CIS Forms of MS Using Triple Dose Gad 3 T MRI |
| NCT00179478 | PHASE4 | COMPLETED | Long Term Study of Avonex Therapy Following a First Attack of Multiple Sclerosis |
| NCT00220922 | PHASE4 | COMPLETED | A Study to Evaluate the Impact on Skin (Injection Site) Reactions of Using Alcohol Wipes Prior to Daily Injections of Copaxone®. |
| NCT00239993 | PHASE4 | COMPLETED | A Study to Evaluate the Impact of Using Warm Compress Prior to Daily Injections of Copaxone® |
| NCT00240006 | PHASE4 | COMPLETED | A Study Comparing Shared Solutions® Plus MS Center Support Versus Shared Solutions® Alone |
| NCT00240032 | PHASE4 | COMPLETED | A Study to Evaluate the Impact on Skin (Injection Site) Reactions of Taking an Antihistamine (Zyrtec®) or Placebo Prior to Daily Injections of Copaxone®. |
| NCT00246324 | PHASE4 | COMPLETED | Safety and Efficacy Study of Doxycycline in Combination With Interferon-B-1a to Treat Multiple Sclerosis |
| NCT00267319 | PHASE4 | COMPLETED | FOCUS Fatigue Outcome in Copaxone USers |
| NCT00381264 | PHASE4 | COMPLETED | Evaluation of the Efficacy of Cesamet™ for the Treatment of Pain in Patients With Multiple Sclerosis |
| NCT00414453 | PHASE4 | TERMINATED | Trial of Analgesia With Lidocaine or Extended-release Oxycodone for Neuropathic Pain Treatment in Multiple Sclerosis |
| NCT00423527 | PHASE4 | COMPLETED | Levetiracetam in Central Pain in Multiple Sclerosis(MS) |
| NCT00480181 | PHASE4 | COMPLETED | Efficacy and Safety Evaluation of Nabilone as Adjunctive Therapy to Gabapentin for the Management of Neuropathic Pain in Multiple Sclerosis |
| NCT00492765 | PHASE4 | COMPLETED | Simvastatin as an Add-on Treatment to Interferon-beta-1a for the Treatment of Relapsing-Remitting Multiple Sclerosis |
| NCT00493077 | PHASE4 | COMPLETED | Safety of Avonex Treatment in Multiple Sclerosis Patients With Neutralizing Antibodies to Interferon Beta Therapy |
| NCT00536120 | PHASE4 | COMPLETED | The Effects of Tysabri Treatment on Vaccination Response and Lymphocyte Subsets in Subjects With Relapsing Forms of Multiple Sclerosis |
Drugs tested across these trials (top 30)
| Molecule | Max phase | Trials referencing |
|---|---|---|
| FINGOLIMOD | 4 | 46 |
| TERIFLUNOMIDE | 4 | 33 |
| OCRELIZUMAB | 4 | 28 |
| INTERFERON BETA-1A | 4 | 25 |
| DIMETHYL FUMARATE | 4 | 15 |
| NATALIZUMAB | 4 | 15 |
| DALFAMPRIDINE | 4 | 14 |
| GLATIRAMER ACETATE | 4 | 12 |
| OFATUMUMAB | 4 | 12 |
| CLADRIBINE | 4 | 10 |
| OZANIMOD | 4 | 9 |
| CORTICOTROPIN | 4 | 7 |
| UBLITUXIMAB | 4 | 7 |
| CLEMASTINE | 4 | 6 |
| DEXCHLORPHENIRAMINE | 4 | 6 |
| ALEMTUZUMAB | 4 | 5 |
| PEGINTERFERON BETA-1A | 4 | 5 |
| ACYCLOVIR | 4 | 4 |
| METHYLPREDNISOLONE | 4 | 4 |
| PONESIMOD | 4 | 4 |
| CETIRIZINE | 4 | 3 |
| CHOLESTYRAMINE | 4 | 3 |
| CYCLOPHOSPHAMIDE | 4 | 3 |
| MEMANTINE | 4 | 3 |
| METHOTREXATE | 4 | 3 |
| BACLOFEN | 4 | 2 |
| CHOLECALCIFEROL | 4 | 2 |
| DACLIZUMAB | 4 | 2 |
| DIPHENHYDRAMINE | 4 | 2 |
| GINKGO | 4 | 2 |
Related Atlas pages
- Cohort genes: TNFRSF1A, ITPR1, BCL6, RNASEL, RORA, RPL5, RPS6KA5, RPS6KB1, RREB1, BHLHE40, RUNX3, BICD1, ATXN1, SCAMP2, CXCR5, SCO2, CCL22, SCAF11, SGCD, SH3BP2, SH3GL2, SHMT1, DST, SLAMF1, SLC15A2, SLC7A10, ZFP36L1, SMARCA4, SOX8, STAT3, STAT4, BTNL2, SVIL, SYK, TBX21, TBX6, TCF7, TEF, TERT, TG, TGFBR3, TLL1, TNFAIP3, TNFRSF14, CD40, TNFSF14, TNP2, TRAF3, TREH, ZNHIT3, TSFM, ACP5, TXK, TYK2, UBE2E3, UCK2, VAV2, VCAM1, WNT9B, WWOX, YWHAG, ZIC1, ZNF217, GCFC2, IKZF1, IKZF2, IKZF3, TIMMDC1, ESPN, SMIM29, WDR7, SLC6A16, PRM3, DLEU1, TSBP1
- Drugs: Fingolimod, Teriflunomide, Ocrelizumab, INTERFERON BETA-1A, Dimethyl Fumarate, Natalizumab, Dalfampridine, Glatiramer Acetate, Ofatumumab, Cladribine, Ozanimod, Corticotropin, Ublituximab, Clemastine, Dexchlorpheniramine, Alemtuzumab, PEGINTERFERON BETA-1A, Acyclovir, Methylprednisolone, Ponesimod, Cetirizine, Cholestyramine, Cyclophosphamide, Memantine, Methotrexate, Baclofen, Cholecalciferol, Daclizumab, Diphenhydramine, Ginkgo