Summary
Malaria (MONDO:0005136) is a disease (an umbrella term covering 7 Mondo subtypes) with 75 cohort genes (158 GWAS associations across 14 studies) and 889 clinical trials. The dominant Reactome pathway is Expression and translocation of olfactory receptors (59 cohort genes). Top therapeutic interventions include amodiaquine, primaquine, and chloroquine.
At a glance
- Prevalence: 1-9 / 100 000 (Europe) [Orphanet-validated]
- Umbrella term: 7 Mondo subtypes
- Cohort genes: 75
- GWAS associations: 158
- Phenotypes (HPO): 16
- Clinical trials: 889
Clinical features
Epidemiology
Prevalence records
31 prevalence record(s), Orphanet, top 20 (validated / broadest geography first):
| Type | Class | Value | Geography | Validation |
|---|
| Annual incidence | 1-9 / 100 000 | 1.2 | Europe | Validated |
| Point prevalence | 1-9 / 100 000 | 3 | Europe | Validated |
| Annual incidence | 1-9 / 100 000 | 1.62 | Denmark | Validated |
| Annual incidence | 1-9 / 1 000 000 | 0.75 | Iceland | Validated |
| Annual incidence | 1-9 / 1 000 000 | 0.8 | Austria | Validated |
| Annual incidence | 1-9 / 100 000 | 2.1 | Belgium | Validated |
| Annual incidence | 1-9 / 1 000 000 | 0.16 | Bulgaria | Validated |
| Annual incidence | 1-9 / 1 000 000 | 0.1 | Croatia | Validated |
| Annual incidence | 1-9 / 1 000 000 | 0.52 | Cyprus | Validated |
| Annual incidence | 1-9 / 1 000 000 | 0.32 | Czech Republic | Validated |
| Annual incidence | 1-9 / 1 000 000 | 0.2 | Estonia | Validated |
| Annual incidence | 1-9 / 1 000 000 | 0.74 | Finland | Validated |
| Annual incidence | 1-9 / 1 000 000 | 0.68 | Greece | Validated |
| Annual incidence | 1-9 / 1 000 000 | 0.14 | Hungary | Validated |
| Annual incidence | 1-9 / 100 000 | 1.7 | Ireland | Validated |
| Annual incidence | 1-9 / 1 000 000 | 0.18 | Latvia | Validated |
| Annual incidence | 1-9 / 1 000 000 | 0.22 | Lithuania | Validated |
| Annual incidence | 1-9 / 1 000 000 | 0.84 | Luxembourg | Validated |
| Annual incidence | 1-9 / 100 000 | 1.54 | Malta | Validated |
| Annual incidence | 1-9 / 100 000 | 1.84 | Netherlands | Validated |
Signs & symptoms
Clinical features (HPO)
16 HPO clinical features (Orphanet curated; top 16 by frequency):
| HPO ID | Term | Frequency |
|---|
| HP:0001903 | Anemia | Very frequent (80-99%) |
| HP:0001919 | Acute kidney injury | Very frequent (80-99%) |
| HP:0001945 | Fever | Very frequent (80-99%) |
| HP:0002011 | Morphological central nervous system abnormality | Very frequent (80-99%) |
| HP:0002017 | Nausea and vomiting | Very frequent (80-99%) |
| HP:0002315 | Headache | Very frequent (80-99%) |
| HP:0011227 | Elevated circulating C-reactive protein concentration | Very frequent (80-99%) |
| HP:0001871 | Abnormality of blood and blood-forming tissues | Frequent (30-79%) |
| HP:0001873 | Thrombocytopenia | Frequent (30-79%) |
| HP:0002098 | Respiratory distress | Frequent (30-79%) |
| HP:0002141 | Gait imbalance | Frequent (30-79%) |
| HP:0002904 | Hyperbilirubinemia | Frequent (30-79%) |
| HP:0003326 | Myalgia | Frequent (30-79%) |
| HP:0004372 | Reduced consciousness/confusion | Frequent (30-79%) |
| HP:0100543 | Cognitive impairment | Frequent (30-79%) |
| HP:0000488 | Retinopathy | Occasional (5-29%) |
Identifiers
Disease identifiers
| Field | Value |
|---|
| Canonical name | malaria |
| Mondo ID | MONDO:0005136 |
| EFO | EFO:0001068 |
| MeSH | D008288 |
| Orphanet | 673 |
| DOID | DOID:12365 |
| ICD-10-CM | B53 |
| ICD-11 | 1439886552 |
| NCIT | C34797 |
| SNOMED CT | 61462000 |
| UMLS | C0024530 |
| MedGen | 7443 |
| GARD | 0006961 |
| MedDRA | 10025487 |
| NORD | 1395 |
| Is cancer (heuristic) | no |
Data availability: 158 GWAS associations (14 studies).
Disease family
An umbrella term covering 7 Mondo subtypes.
Classification path: disease › human disease › disease by etiologic mechanism › disease of primarily extrinsic mechanism › infectious disease › parasitic infectious disease › protozoa infectious disease › malaria
Related subtypes (14): primary amebic meningoencephalitis, granulomatous amebic encephalitis, trypanosomiasis, giardiasis, protozoal dysentery, trichomoniasis, Acanthamoeba keratitis, amebiasis, babesiosis, balantidiasis, coccidiosis, theileriasis, leishmaniasis, dientamoebiasis
Subtypes (7): Plasmodium ovale malaria, Plasmodium malariae malaria, mixed malaria, cerebral malaria, blackwater fever, Plasmodium falciparum malaria, Plasmodium vivax malaria
Genetics & variants
GWAS landscape
158 GWAS associations across 14 studies. Top hits map to 38 distinct genes (as reported by GWAS).
Top associations by p-value
| rsID | p-value | Gene | Risk allele | Odds ratio |
|---|
| rs334 | 4e-69 | HBB | ? | 1.57 |
| rs8176719 | 4e-21 | ABO | G | 1.48 |
| rs12788102 | 2e-16 | OR51F1, MMP26 | A | 2.15 |
| rs372091 | 6e-14 | HBG2, OR51B5, HBE1 | C | 2.17 |
| rs4951377 | 1e-11 | ATP2B4 | ? | 0.4 |
| rs11036238 | 4e-11 | OR51V1 - HBB | ? | 1.59 |
| rs186873296 | 4e-11 | GUSBP5 | ? | |
| rs567544458 | 7e-11 | FREM3, GUSBP5 | ? | 0.59 |
| rs10900585 | 2e-10 | ATP2B4 | T | 1.64 |
| rs8176722 | 9e-10 | ABO | A | 1.28 |
| rs80169640 | 2e-09 | CHST15 - OAT | A | 0.41 |
| rs116423146 | 3e-09 | ARL14 - SNORA72 | ? | 0.28 |
| rs57032711 | 1e-08 | MVB12B | ? | 0.23 |
| rs142480106 | 5e-08 | MYLK4 | T | 2.52 |
| rs1469170 | 8e-08 | HNRNPA1P60 - RNA5SP350 | A | 1.2 |
| rs74806154 | 8e-08 | DIP2C | ? | 0.14 |
| rs9296359 | 1e-07 | TREML4 | ? | 4.09 |
| rs113449872 | 2e-07 | NNT - RNU6-381P | ? | 2.82 |
| rs149085856 | 2e-07 | MAP2K4 - LINC00670 | ? | 3.87 |
| rs199722126 | 2e-07 | STAU2 | ? | 0.21 |
| rs116782507 | 2e-07 | RNU6-649P - LINC01248 | ? | 0.38 |
| rs11335470 | 3e-07 | LINC00944 | ? | 2.48 |
| rs5784724 | 3e-07 | SMPDL3A | ? | 0.21 |
| rs56291704 | 3e-07 | LINC01320 | ? | 0.17 |
| rs73832816 | 4e-07 | ADH7 - C4orf17 | ? | 3.46 |
| rs76088706 | 4e-07 | LINC01600 | T | 2.22 |
| rs6124419 | 4e-07 | PTPRT | A | 1.58 |
| rs6117276 | 4e-07 | CASC20 | ? | 0.46 |
| rs12083051 | 4e-07 | SMYD3 | ? | 0.14 |
| rs7701116 | 4e-07 | SIL1 | ? | 0.17 |
Top studies (by case count)
| Study | Lead author | Year | Cases | Controls | Title |
|---|
| GCST010725 | Malaria Genomic Epidemiology Network | 2019 | 7,957 | 7,746 | Insights into malaria susceptibility using genome-wide data on 17,000 individuals from Africa, Asia and Oceania. |
| GCST002033 | Band G | 2013 | 5,425 | 6,891 | Imputation-based meta-analysis of severe malaria in three African populations. |
| GCST003145 | Band G | 2015 | 5,130 | 5,291 | A novel locus of resistance to severe malaria in a region of ancient balancing selection. |
| GCST000410 | Jallow M | 2009 | 958 | 1,382 | Genome-wide and fine-resolution association analysis of malaria in West Africa. |
| GCST90473091 | UK Biobank Whole-Genome Sequencing Consortium | 2025 | 744 | 457,696 | Whole-genome sequencing of 490,640 UK Biobank participants. |
| GCST90077848 | Backman JD | 2021 | 563 | 331,191 | Exome sequencing and analysis of 454,787 UK Biobank participants. |
| GCST90081834 | Backman JD | 2021 | 563 | 331,191 | Exome sequencing and analysis of 454,787 UK Biobank participants. |
| GCST005356 | Ravenhall M | 2018 | 449 | 0 | Novel genetic polymorphisms associated with severe malaria and under selective pressure in North-eastern Tanzania. |
| GCST005357 | Ravenhall M | 2018 | 449 | 0 | Novel genetic polymorphisms associated with severe malaria and under selective pressure in North-eastern Tanzania. |
| GCST90297839 | Hamid I | 2024 | 46 | 0 | Mid-pass Whole-genome Sequencing in a Malagasy Cohort Uncovers Body Composition Associations. |
Variant details and genetic-evidence tiers
Tier distribution (top 50 variants)
| Tier | Variants |
|---|
| Tier 1: coding | 2 |
| Tier 2: splice/UTR | 2 |
| Tier 3: regulatory | 0 |
| Tier 4: intronic/intergenic | 46 |
MAF distribution
| Bucket | Variants |
|---|
| common (>=0.05) | 38 |
| low_freq (0.01-0.05) | 3 |
| rare (<0.01) | 0 |
| unknown | 9 |
Functional consequences
| Consequence | Count |
|---|
| intron_variant | 30 |
| intergenic_variant | 14 |
| 3_prime_UTR_variant | 2 |
| missense_variant | 1 |
| frameshift_variant | 1 |
| synonymous_variant | 1 |
| non_coding_transcript_exon_variant | 1 |
Top variants
| rsID | Chr | Pos | Alleles | MAF | Consequence | Gene | p-value | Tier |
|---|
| rs334 | 11 | 5227002 | T>A,C,G | | missense_variant | HBB | 4e-69 | Tier 1: coding |
| rs8176719 | 9 | 133257522 | T>TC | 0.37 | frameshift_variant | ABO | 4e-21 | Tier 1: coding |
| rs12788102 | 11 | 4769345 | A>G | 0.05 | synonymous_variant | OR51F1, MMP26 | 2e-16 | Tier 4: intronic/intergenic |
| rs372091 | 11 | 5496926 | A>C,G,T | 0.028 | intron_variant | HBG2, OR51B5, HBE1 | 6e-14 | Tier 4: intronic/intergenic |
| rs4951377 | 1 | 203689343 | A>G | 0.05 | intron_variant | ATP2B4 | 1e-11 | Tier 4: intronic/intergenic |
| rs11036238 | 11 | 5204405 | G>C | 0.14 | intergenic_variant | OR51V1 - HBB | 4e-11 | Tier 4: intronic/intergenic |
| rs186873296 | 4 | 143781321 | A>G | | intron_variant | GUSBP5 | 4e-11 | Tier 4: intronic/intergenic |
| rs567544458 | 4 | 143592208 | T>G | | intron_variant | FREM3, GUSBP5 | 7e-11 | Tier 4: intronic/intergenic |
| rs10900585 | 1 | 203684896 | G>A,C,T | 0.38 | intron_variant | ATP2B4 | 2e-10 | Tier 4: intronic/intergenic |
| rs8176722 | 9 | 133257367 | C>A | 0.05 | intron_variant | ABO | 9e-10 | Tier 4: intronic/intergenic |
| rs80169640 | 10 | 124100463 | G>A | 0.17 | intergenic_variant | CHST15 - OAT | 2e-09 | Tier 4: intronic/intergenic |
| rs116423146 | 3 | 160679075 | C>T | 0.05 | intergenic_variant | ARL14 - SNORA72 | 3e-09 | Tier 4: intronic/intergenic |
| rs57032711 | 9 | 126487840 | G>A | 0.05 | intron_variant | MVB12B | 1e-08 | Tier 4: intronic/intergenic |
| rs142480106 | 6 | 2666821 | C>A,G,T | 0.019 | 3_prime_UTR_variant | MYLK4 | 5e-08 | Tier 2: splice/UTR |
| rs1469170 | 11 | 110870290 | A>G | 0.05 | intergenic_variant | HNRNPA1P60 - RNA5SP350 | 8e-08 | Tier 4: intronic/intergenic |
| rs74806154 | 10 | 574544 | G>GGCAC | 0.05 | intron_variant | DIP2C | 8e-08 | Tier 4: intronic/intergenic |
| rs9296359 | 6 | 41237952 | G>A,T | 0.05 | 3_prime_UTR_variant | TREML4 | 1e-07 | Tier 2: splice/UTR |
| rs113449872 | 5 | 43909241 | G>A,T | 0.05 | intergenic_variant | NNT - RNU6-381P | 2e-07 | Tier 4: intronic/intergenic |
| rs149085856 | 17 | 12496210 | GC>G,GCC,GCCC | | intergenic_variant | MAP2K4 - LINC00670 | 2e-07 | Tier 4: intronic/intergenic |
| rs199722126 | 8 | 73585144 | T>TTAAA | 0.05 | intron_variant | STAU2 | 2e-07 | Tier 4: intronic/intergenic |
| rs116782507 | 2 | 5295571 | A>C,G | | intergenic_variant | RNU6-649P - LINC01248 | 2e-07 | Tier 4: intronic/intergenic |
| rs11335470 | 12 | 126753075 | GT>G | 0.05 | intron_variant | LINC00944 | 3e-07 | Tier 4: intronic/intergenic |
| rs5784724 | 6 | 122807710 | CT>C,CTT,CTTT | 0.05 | intron_variant | SMPDL3A | 3e-07 | Tier 4: intronic/intergenic |
| rs56291704 | 2 | 33976154 | G>A,C,T | 0.05 | intron_variant | LINC01320 | 3e-07 | Tier 4: intronic/intergenic |
| rs73832816 | 4 | 99508600 | G>A | 0.05 | intergenic_variant | ADH7 - C4orf17 | 4e-07 | Tier 4: intronic/intergenic |
| rs76088706 | 6 | 2606805 | G>T | 0.025 | intron_variant | LINC01600 | 4e-07 | Tier 4: intronic/intergenic |
| rs6124419 | 20 | 42134228 | G>A | 0.12 | intron_variant | PTPRT | 4e-07 | Tier 4: intronic/intergenic |
| rs6117276 | 20 | 6467874 | C>T | 0.05 | intergenic_variant | CASC20 | 4e-07 | Tier 4: intronic/intergenic |
| rs12083051 | 1 | 245838142 | G>T | 0.05 | intron_variant | SMYD3 | 4e-07 | Tier 4: intronic/intergenic |
| rs7701116 | 5 | 139070389 | C>T | 0.05 | intron_variant | SIL1 | 4e-07 | Tier 4: intronic/intergenic |
Genes & proteins
Mendelian disease overlap and somatic drivers
GenCC: 0 · Orphanet: 23 · OMIM-shared: 0 · Dual-evidence (GWAS+Mendelian): 0
Orphanet rare-disease linkage (cohort genes)
| Gene | Orphanet ID | Rare disease |
|---|
| RRM1 | Orphanet:254886 | Autosomal recessive progressive external ophthalmoplegia |
| SCO1 | Orphanet:1561 | Fatal infantile cytochrome C oxidase deficiency |
| SLC67A1 | Orphanet:227535 | Hereditary breast cancer |
| SLC67A1 | Orphanet:99757 | Embryonal rhabdomyosarcoma |
| SMARCA5 | Orphanet:370334 | Extraskeletal Ewing sarcoma |
| SMPD1 | Orphanet:77292 | Infantile neurovisceral acid sphingomyelinase deficiency |
| SMPD1 | Orphanet:77293 | Chronic visceral acid sphingomyelinase deficiency |
| STIM1 | Orphanet:2593 | Tubular aggregate myopathy |
| STIM1 | Orphanet:317430 | Combined immunodeficiency due to STIM1 deficiency |
| STIM1 | Orphanet:3204 | Stormorken-Sjaastad-Langslet syndrome |
| STX1A | Orphanet:586 | Cystic fibrosis |
| STX1A | Orphanet:904 | Williams syndrome |
| SURF1 | Orphanet:391351 | SURF1-related Charcot-Marie-Tooth disease type 4 |
| TBL2 | Orphanet:904 | Williams syndrome |
| TNFAIP3 | Orphanet:536 | Systemic lupus erythematosus |
| TNFAIP3 | Orphanet:674762 | Early-onset autoinflammatory syndrome due to A20 haploinsufficiency |
| MYOT | Orphanet:268129 | Spheroid body myopathy |
| MYOT | Orphanet:98911 | Distal myotilinopathy |
| TUB | Orphanet:791 | Retinitis pigmentosa |
| ADAMTS13 | Orphanet:93583 | Congenital thrombotic thrombocytopenic purpura |
| DCHS1 | Orphanet:314679 | Cerebrofacioarticular syndrome |
| DCHS1 | Orphanet:741 | Familial mitral valve prolapse |
| ABHD16A | Orphanet:631085 | Autosomal recessive spastic paraplegia type 86 |
Cohort genes → proteins
75 cohort genes, 68 distinct canonical proteins.
Evidence partition
Cohort genes (full)
| Symbol | HGNC | Ensembl | UniProt | Name | Evidence |
|---|
| BCL7B | HGNC:1005 | ENSG00000106635 | Q9BQE9 | B-cell CLL/lymphoma 7 protein family member B | gwas |
| TRIM34 | HGNC:10063 | ENSG00000258659 | Q9BYJ4 | E3 ubiquitin-protein ligase TRIM34 | gwas |
| TRIM3 | HGNC:10064 | ENSG00000110171 | O75382 | Tripartite motif-containing protein 3 | gwas |
| SNORD24 | HGNC:10146 | ENSG00000206611 | | small nucleolar RNA, C/D box 24 | gwas |
| SNORD36A | HGNC:10163 | ENSG00000199744 | | small nucleolar RNA, C/D box 36A | gwas |
| SNORD36B | HGNC:10164 | ENSG00000200831 | | small nucleolar RNA, C/D box 36B | gwas |
| SNORD36C | HGNC:10165 | ENSG00000252542 | | small nucleolar RNA, C/D box 36C | gwas |
| RPL7A | HGNC:10364 | ENSG00000148303 | P62424 | Large ribosomal subunit protein eL8 | gwas |
| RRM1 | HGNC:10451 | ENSG00000167325 | P23921 | Ribonucleoside-diphosphate reductase large subunit | gwas |
| RYR3 | HGNC:10485 | ENSG00000198838 | Q15413 | Ryanodine receptor 3 | gwas |
| SCO1 | HGNC:10603 | ENSG00000133028 | O75880 | Cytochrome c oxidase assembly factor SCO1 | gwas |
| SDC4 | HGNC:10661 | ENSG00000124145 | P31431 | Syndecan-4 | gwas |
| SEMG1 | HGNC:10742 | ENSG00000124233 | P04279 | Semenogelin-1 | gwas |
| SEMG2 | HGNC:10743 | ENSG00000124157 | Q02383 | Semenogelin-2 | gwas |
| SF3B3 | HGNC:10770 | ENSG00000189091 | Q15393 | Splicing factor 3B subunit 3 | gwas |
| ST3GAL2 | HGNC:10863 | ENSG00000157350 | Q16842 | CMP-N-acetylneuraminate-beta-galactosamide-alpha-2,3-sialyltransferase 2 | gwas |
| SLC67A1 | HGNC:10964 | ENSG00000110628 | Q96BI1 | Solute carrier family 67 member A1 | gwas |
| SLC67A1-AS | HGNC:10965 | ENSG00000254827 | Q8N1D0 | Uncharacterized protein SLC67A1-AS | gwas |
| SLPI | HGNC:11092 | ENSG00000124107 | P03973 | Antileukoproteinase | gwas |
| SMARCA5 | HGNC:11101 | ENSG00000153147 | O60264 | SWI/SNF-related matrix-associated actin-dependent regulator of chromatin subfamily A member 5 | gwas |
| SMPD1 | HGNC:11120 | ENSG00000166311 | P17405 | Sphingomyelin phosphodiesterase | gwas |
| SPINT1 | HGNC:11246 | ENSG00000166145 | O43278 | Kunitz-type protease inhibitor 1 | gwas |
| TRIM21 | HGNC:11312 | ENSG00000132109 | P19474 | E3 ubiquitin-protein ligase TRIM21 | gwas |
| STAU2 | HGNC:11371 | ENSG00000040341 | Q9NUL3 | Double-stranded RNA-binding protein Staufen homolog 2 | gwas |
| STIM1 | HGNC:11386 | ENSG00000167323 | Q13586 | Stromal interaction molecule 1 | gwas |
| STX1A | HGNC:11433 | ENSG00000106089 | Q16623 | Syntaxin-1A | gwas |
| SURF1 | HGNC:11474 | ENSG00000148290 | Q15526 | Surfeit locus protein 1 | gwas |
| SURF2 | HGNC:11475 | ENSG00000148291 | Q15527 | Surfeit locus protein 2 | gwas |
| SURF4 | HGNC:11476 | ENSG00000148248 | O15260 | Surfeit locus protein 4 | gwas |
| MED22 | HGNC:11477 | ENSG00000148297 | Q15528 | Mediator of RNA polymerase II transcription subunit 22 | gwas |
| SURF6 | HGNC:11478 | ENSG00000148296 | O75683 | Surfeit locus protein 6 | gwas |
| TAF10 | HGNC:11543 | ENSG00000166337 | Q12962 | Transcription initiation factor TFIID subunit 10 | gwas |
| TBL2 | HGNC:11586 | ENSG00000106638 | Q9Y4P3 | Transducin beta-like protein 2 | gwas |
| ELOC | HGNC:11617 | ENSG00000154582 | Q15369 | Elongin-C | gwas |
| TNF | HGNC:11892 | ENSG00000232810 | P01375 | Tumor necrosis factor | gwas |
| TNFAIP3 | HGNC:11896 | ENSG00000118503 | P21580 | Tumor necrosis factor alpha-induced protein 3 | gwas |
| TRPC2 | HGNC:12334 | ENSG00000182048 | | transient receptor potential cation channel subfamily C member 2 (pseudogene) | gwas |
| TSSC2 | HGNC:12384 | ENSG00000223756 | | tumor suppressing subtransferable candidate 2 (pseudogene) | gwas |
| PHLDA2 | HGNC:12385 | ENSG00000181649 | Q53GA4 | Pleckstrin homology-like domain family A member 2 | gwas |
| TSSC4 | HGNC:12386 | ENSG00000184281 | Q9Y5U2 | U5 small nuclear ribonucleoprotein TSSC4 | gwas |
| MYOT | HGNC:12399 | ENSG00000120729 | Q9UBF9 | Myotilin | gwas |
| TUB | HGNC:12406 | ENSG00000166402 | P50607 | Tubby protein homolog | gwas |
| UBQLN3 | HGNC:12510 | ENSG00000175520 | Q9H347 | Ubiquilin-3 | gwas |
| UCP1 | HGNC:12517 | ENSG00000109424 | P25874 | Mitochondrial brown fat uncoupling protein 1 | gwas |
| MLXIPL | HGNC:12744 | ENSG00000009950 | Q9NP71 | Carbohydrate-responsive element-binding protein | gwas |
| REXO4 | HGNC:12820 | ENSG00000148300 | Q9GZR2 | RNA exonuclease 4 | gwas |
| ZNF195 | HGNC:12986 | ENSG00000005801 | O14628 | Zinc finger protein 195 | gwas |
| ZNF214 | HGNC:13006 | ENSG00000149050 | Q9UL59 | Zinc finger protein 214 | gwas |
| ZNF215 | HGNC:13007 | ENSG00000149054 | Q9UL58 | Zinc finger protein 215 | gwas |
| C11orf21 | HGNC:13231 | ENSG00000110665 | Q9P2W6 | Uncharacterized protein C11orf21 | gwas |
Cohort function summary
Lead sentence per gene, UniProt-curated.
| Symbol | Protein name | Function (lead sentence) |
|---|
| BCL7B | B-cell CLL/lymphoma 7 protein family member B | Positive regulator of apoptosis. |
| TRIM34 | E3 ubiquitin-protein ligase TRIM34 | Functions as antiviral protein and contributes to the defense against retroviral infections. |
| TRIM3 | Tripartite motif-containing protein 3 | E3 ubiquitin ligase that plays essential roles in neuronal functions such as regulation of neuronal plasticity, learning, and memory. |
| RPL7A | Large ribosomal subunit protein eL8 | Component of the large ribosomal subunit. |
| RRM1 | Ribonucleoside-diphosphate reductase large subunit | Provides the precursors necessary for DNA synthesis. |
| RYR3 | Ryanodine receptor 3 | Cytosolic calcium-activated calcium channel that mediates the release of Ca(2+) from the sarcoplasmic reticulum into the cytoplasm in muscle and thereby plays a role in triggering muscle contraction. |
| SCO1 | Cytochrome c oxidase assembly factor SCO1 | Copper metallochaperone essential for the maturation of cytochrome c oxidase subunit II (MT-CO2/COX2). |
| SDC4 | Syndecan-4 | Cell surface proteoglycan which regulates exosome biogenesis in concert with SDCBP and PDCD6IP. |
| SEMG1 | Semenogelin-1 | Predominant protein in semen. |
| SEMG2 | Semenogelin-2 | Participates in the formation of a gel matrix (sperm coagulum) entrapping the accessory gland secretions and ejaculated spermatozoa. |
| SF3B3 | Splicing factor 3B subunit 3 | Component of the 17S U2 SnRNP complex of the spliceosome, a large ribonucleoprotein complex that removes introns from transcribed pre-mRNAs. |
| ST3GAL2 | CMP-N-acetylneuraminate-beta-galactosamide-alpha-2,3-sialyltransferase 2 | A beta-galactoside alpha2-3 sialyltransferase primarily involved in terminal sialylation of ganglio and globo series glycolipids. |
| SLC67A1 | Solute carrier family 67 member A1 | May act as a transporter of organic cations based on a proton efflux antiport mechanism. |
| SLPI | Antileukoproteinase | Acid-stable proteinase inhibitor with strong affinities for trypsin, chymotrypsin, elastase, and cathepsin G. |
| SMARCA5 | SWI/SNF-related matrix-associated actin-dependent regulator of chromatin subfamily A member 5 | ATPase that possesses intrinsic ATP-dependent nucleosome-remodeling activity. |
| SMPD1 | Sphingomyelin phosphodiesterase | Converts sphingomyelin to ceramide. |
| SPINT1 | Kunitz-type protease inhibitor 1 | Inhibitor of HGFAC. |
| TRIM21 | E3 ubiquitin-protein ligase TRIM21 | E3 ubiquitin-protein ligase whose activity is dependent on E2 enzymes, UBE2D1, UBE2D2, UBE2E1 and UBE2E2. |
| STAU2 | Double-stranded RNA-binding protein Staufen homolog 2 | RNA-binding protein required for the microtubule-dependent transport of neuronal RNA from the cell body to the dendrite. |
| STIM1 | Stromal interaction molecule 1 | Acts as a Ca(2+) sensor that gates two major inward rectifying Ca(2+) channels at the plasma membrane: Ca(2+) release-activated Ca(2+) (CRAC) channels and arachidonate-regulated Ca(2+)-selective (ARC) channels. |
| STX1A | Syntaxin-1A | Plays an essential role in hormone and neurotransmitter calcium-dependent exocytosis and endocytosis. |
| SURF1 | Surfeit locus protein 1 | Component of the MITRAC (mitochondrial translation regulation assembly intermediate of cytochrome c oxidase complex) complex, that regulates cytochrome c oxidase assembly. |
| SURF4 | Surfeit locus protein 4 | Endoplasmic reticulum cargo receptor that mediates the export of lipoproteins by recruiting cargos into COPII vesicles to facilitate their secretion. |
| MED22 | Mediator of RNA polymerase II transcription subunit 22 | Component of the Mediator complex, a coactivator involved in the regulated transcription of nearly all RNA polymerase II-dependent genes. |
| SURF6 | Surfeit locus protein 6 | Binds to both DNA and RNA in vitro, with a stronger binding capacity for RNA. |
| TAF10 | Transcription initiation factor TFIID subunit 10 | The TFIID basal transcription factor complex plays a major role in the initiation of RNA polymerase II (Pol II)-dependent transcription. |
| ELOC | Elongin-C | SIII, also known as elongin, is a general transcription elongation factor that increases the RNA polymerase II transcription elongation past template-encoded arresting sites. |
| TNF | Tumor necrosis factor | Cytokine that binds to TNFRSF1A/TNFR1 and TNFRSF1B/TNFBR. |
| TNFAIP3 | Tumor necrosis factor alpha-induced protein 3 | Ubiquitin-editing enzyme that contains both ubiquitin ligase and deubiquitinase activities. |
| PHLDA2 | Pleckstrin homology-like domain family A member 2 | Plays a role in regulating placenta growth. |
| TSSC4 | U5 small nuclear ribonucleoprotein TSSC4 | Protein associated with the U5 snRNP, during its maturation and its post-splicing recycling and which is required for spliceosomal tri-snRNP complex assembly in the nucleus. |
| MYOT | Myotilin | Component of a complex of multiple actin cross-linking proteins. |
| TUB | Tubby protein homolog | Functions in signal transduction from heterotrimeric G protein-coupled receptors. |
| UCP1 | Mitochondrial brown fat uncoupling protein 1 | Mitochondrial protein responsible for thermogenic respiration, a specialized capacity of brown adipose tissue and beige fat that participates in non-shivering adaptive thermogenesis to temperature and diet variations and more generally to… |
| MLXIPL | Carbohydrate-responsive element-binding protein | Glucose-responsive transcription activator that regulates fatty acid synthesis and glycolysis. |
| ZNF195 | Zinc finger protein 195 | May be involved in transcriptional regulation. |
| ZNF214 | Zinc finger protein 214 | May be involved in transcriptional regulation. |
| ZNF215 | Zinc finger protein 215 | May be involved in transcriptional regulation. |
| KLRF1 | Killer cell lectin-like receptor subfamily F member 1 | Functions as an activating receptor involved in immunosurveillance upon binding to various ligands displayed at the surface of myeloid cells. |
| AVEN | Cell death regulator Aven | Protects against apoptosis mediated by Apaf-1. |
| ADAMTS13 | A disintegrin and metalloproteinase with thrombospondin motifs 13 | Cleaves the vWF multimers in plasma into smaller forms thereby controlling vWF-mediated platelet thrombus formation. |
| DCHS1 | Protocadherin-16 | Calcium-dependent cell-adhesion protein. |
| RBPJL | Recombining binding protein suppressor of hairless-like protein | Putative transcription factor, which cooperates with EBNA2 to activate transcription. |
| CHRNA10 | Neuronal acetylcholine receptor subunit alpha-10 | Component of neuronal acetylcholine receptors (nAChRs) that function as pentameric, ligand-gated cation channels with high calcium permeability. nAChRs are excitatory neurotrasnmitter receptors formed by a collection of nAChR subunits. |
| APOM | Apolipoprotein M | Probably involved in lipid transport. |
| DDX39B | Spliceosome RNA helicase DDX39B | Involved in nuclear export of spliced and unspliced mRNA. |
| PRRC2A | Protein PRRC2A | May play a role in the regulation of pre-mRNA splicing. |
| BAG6 | Large proline-rich protein BAG6 | ATP-independent molecular chaperone preventing the aggregation of misfolded and hydrophobic patches-containing proteins. |
| ABHD16A | Phosphatidylserine lipase ABHD16A | Phosphatidylserine (PS) lipase that mediates the hydrolysis of phosphatidylserine to generate lysophosphatidylserine (LPS). |
| LY6G5C | Lymphocyte antigen 6 complex locus protein G5c | May have a role in hematopoietic cell differentiation. |
Protein-family classification
Druggable: 11 · Difficult: 15 · Unknown: 49 · Druggable fraction: 0.15
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 |
|---|
| Other/Unknown | 49 | 1.2× | 0.540 |
| Complement | 1 | 3.6× | 0.667 |
| Transporter | 2 | 2.1× | 0.667 |
| Transcription factor | 11 | 1.2× | 0.667 |
| Ion channel | 1 | 1.5× | 0.738 |
| Antibody/Immunoglobulin | 3 | 1.2× | 0.738 |
| Scaffold/PPI | 4 | 0.9× | 0.819 |
| Protease | 1 | 0.5× | 0.955 |
| Enzyme (other) | 3 | 0.5× | 0.955 |
Per-gene assignment
| Symbol | Family | Druggable? | EC | InterPro (top 3) |
|---|
| BCL7B | Other/Unknown | no | | BCL7 |
| TRIM34 | Transcription factor | no | | Znf_B-box, Znf_RING, B30.2/SPRY |
| TRIM3 | Transcription factor | no | | Znf_B-box, NHL_repeat, Filamin/ABP280_rpt |
| SNORD24 | Other/Unknown | no | | |
| SNORD36A | Other/Unknown | no | | |
| SNORD36B | Other/Unknown | no | | |
| SNORD36C | Other/Unknown | no | | |
| RPL7A | Other/Unknown | no | | Ribosomal_eL8_euk, Ribosomal_eL8-like_CS, Ribosomal_eL8/eL30/eS12/Gad45 |
| RRM1 | Enzyme (other) | yes | 1.17.4.1 | RNR_lg_C, ATP-cone_dom, RNR_R1-su_N |
| RYR3 | Ion channel | yes | | RIH_dom, B30.2/SPRY, EF_hand_dom |
| SCO1 | Other/Unknown | no | | SCO1/SenC, Synth_of_cyt-c-oxidase_Sco1/2, Thioredoxin-like_sf |
| SDC4 | Other/Unknown | no | | Syndecan, Neurexin-like, Syndecan/Neurexin_dom |
| SEMG1 | Other/Unknown | no | | Semenogelin |
| SEMG2 | Other/Unknown | no | | Semenogelin |
| SF3B3 | Scaffold/PPI | no | | RSE1/DDB1/CPSF1_C, WD40/YVTN_repeat-like_dom_sf, Beta-prop_RSE1/DDB1/CPSF1_1st |
| ST3GAL2 | Enzyme (other) | yes | 2.4.99.2 | Glyco_trans_29, Sialyl_trans, GT29-like_sf |
| SLC67A1 | Transporter | yes | | Tet-R_TetA/multi-R_MdtG-like, MFS, MFS_dom |
| SLC67A1-AS | Other/Unknown | no | | |
| SLPI | Other/Unknown | no | | WAP_dom, Elafin-like_sf, WAP_four-disulfide_core |
| SMARCA5 | Transcription factor | no | | SNF2_N, SANT/Myb, Helicase_C-like |
| SMPD1 | Enzyme (other) | yes | 3.1.4.12 | Calcineurin-like_PHP, SaposinB_dom, Saposin-like |
| SPINT1 | Antibody/Immunoglobulin | yes | | LDrepeatLR_classA_rpt, Kunitz_BPTI, MANSC_N |
| TRIM21 | Transcription factor | no | | Znf_B-box, Znf_RING, B30.2/SPRY |
| STAU2 | Other/Unknown | no | | dsRBD_dom, Staufen_C, STAU2_DSRM_2 |
| STIM1 | Other/Unknown | no | | SAM, SAM/pointed_sf, SOAR_STIM1/2 |
| STX1A | Other/Unknown | no | | T_SNARE_dom, Syntaxin_N, Syntaxin/epimorphin_CS |
| SURF1 | Other/Unknown | no | | Surf1/Shy1, Surf1/Surf4 |
| SURF2 | Other/Unknown | no | | Surf2 |
| SURF4 | Other/Unknown | no | | Surf4, Surf1/Surf4 |
| MED22 | Other/Unknown | no | | Med22 |
| SURF6 | Other/Unknown | no | | SURF6, Rrp14/SURF6_C |
| TAF10 | Other/Unknown | no | | TAF10 |
| TBL2 | Scaffold/PPI | no | | WD40_rpt, WD40/YVTN_repeat-like_dom_sf, WD40_PAC1 |
| ELOC | Other/Unknown | no | | SKP1-like, SKP1/BTB/POZ_sf, Skp1_comp_POZ |
| TNF | Other/Unknown | no | | TNF_alpha, TNF_dom, TNF |
| TNFAIP3 | Transcription factor | no | | Znf_A20, OTU_dom, OTU_Deubiquitinase |
| TRPC2 | Other/Unknown | no | | |
| TSSC2 | Other/Unknown | no | | |
| PHLDA2 | Scaffold/PPI | no | | PH_domain, PH-like_dom_sf, PHLA1/2/3 |
| TSSC4 | Other/Unknown | no | | TSSC4 |
| MYOT | Antibody/Immunoglobulin | yes | | Ig_sub2, Ig_sub, Ig-like_dom |
| TUB | Other/Unknown | no | | Tubby_C, Tubby_N, Tubby_C_CS |
| UBQLN3 | Other/Unknown | no | | Ubiquitin-like_dom, STI1_HS-bd, UBA-like_sf |
| UCP1 | Transporter | yes | | MCP, MCP_transmembrane, MCP_dom_sf |
| MLXIPL | Transcription factor | no | | bHLH_dom, HLH_DNA-bd_sf, Max-like/E-box_TFs |
| REXO4 | Other/Unknown | no | | RNaseH-like_sf, Ribonucl_H, RNaseH_sf |
| ZNF195 | Transcription factor | no | | KRAB, Znf_C2H2_type, KRAB_dom_sf |
| ZNF214 | Transcription factor | no | | KRAB, Znf_C2H2_type, KRAB_dom_sf |
| ZNF215 | Transcription factor | no | | KRAB, SCAN_dom, Znf_C2H2_type |
| C11orf21 | Other/Unknown | no | | DUF4620 |
Expression context
Cohort genes with no expression data: 0.
61 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) | 1 |
| broad (>20) | 74 |
| unknown | 0 |
Top tissues across cohort
| Tissue | Cohort genes |
|---|
| granulocyte | 11 |
| monocyte | 9 |
| left testis | 8 |
| male germ line stem cell (sensu Vertebrata) in testis | 8 |
| leukocyte | 7 |
| right hemisphere of cerebellum | 7 |
| sural nerve | 7 |
| right testis | 7 |
| ganglionic eminence | 6 |
| ventricular zone | 6 |
| mucosa of transverse colon | 6 |
| apex of heart | 5 |
| liver | 5 |
| primordial germ cell in gonad | 5 |
| cortical plate | 5 |
| right lobe of liver | 5 |
| gastrocnemius | 5 |
| sperm | 4 |
| blood | 4 |
| buccal mucosa cell | 4 |
Per-gene tissue summary (top 30)
| Symbol | Bgee breadth | FANTOM5 breadth | SCXA | Top tissues |
|---|
| BCL7B | 287 | ubiquitous | marker | lower esophagus muscularis layer, lower esophagus, apex of heart |
| TRIM34 | 134 | ubiquitous | yes | monocyte, leukocyte, lymph node |
| TRIM3 | 238 | ubiquitous | yes | cerebellar hemisphere, right hemisphere of cerebellum, cerebellar cortex |
| SNORD24 | 45 | | yes | sural nerve, liver, calcaneal tendon |
| SNORD36A | 11 | tissue_specific | yes | sural nerve, liver, lung |
| SNORD36B | 25 | tissue_specific | yes | sural nerve, liver, lung |
| SNORD36C | 115 | tissue_specific | yes | sural nerve, granulocyte, skeletal muscle tissue |
| RPL7A | 134 | ubiquitous | marker | primordial germ cell in gonad, islet of Langerhans, left ovary |
| RRM1 | 296 | ubiquitous | marker | ventricular zone, ganglionic eminence, cervix squamous epithelium |
| RYR3 | 233 | broad | marker | diaphragm, sural nerve, right hemisphere of cerebellum |
| SCO1 | 243 | ubiquitous | marker | left ventricle myocardium, primordial germ cell in gonad, mucosa of transverse colon |
| SDC4 | 290 | ubiquitous | marker | olfactory segment of nasal mucosa, nasal cavity epithelium, cartilage tissue |
| SEMG1 | 62 | tissue_specific | marker | seminal vesicle, sperm, male germ cell |
| SEMG2 | 45 | tissue_specific | marker | seminal vesicle, sperm, male germ cell |
| SF3B3 | 296 | ubiquitous | marker | ventricular zone, ganglionic eminence, cortical plate |
| ST3GAL2 | 248 | ubiquitous | marker | blood, tendon of biceps brachii, endothelial cell |
| SLC67A1 | 132 | ubiquitous | marker | mucosa of transverse colon, duodenum, right lobe of liver |
| SLC67A1-AS | 124 | broad | marker | mucosa of transverse colon, duodenum, transverse colon |
| SLPI | 262 | broad | marker | trachea, bronchus, bronchial epithelial cell |
| SMARCA5 | 300 | ubiquitous | marker | ventricular zone, calcaneal tendon, buccal mucosa cell |
| SMPD1 | 262 | ubiquitous | marker | type B pancreatic cell, stromal cell of endometrium, islet of Langerhans |
| SPINT1 | 228 | ubiquitous | marker | lower esophagus mucosa, mucosa of transverse colon, jejunal mucosa |
| TRIM21 | 193 | ubiquitous | marker | granulocyte, leukocyte, monocyte |
| STAU2 | 279 | ubiquitous | marker | cortical plate, ganglionic eminence, prefrontal cortex |
| STIM1 | 237 | ubiquitous | marker | gastrocnemius, muscle of leg, hindlimb stylopod muscle |
| STX1A | 186 | ubiquitous | marker | right frontal lobe, right hemisphere of cerebellum, prefrontal cortex |
| SURF1 | 183 | ubiquitous | marker | apex of heart, body of pancreas, right lobe of liver |
| SURF2 | 134 | ubiquitous | marker | left testis, right testis, testis |
| SURF4 | 134 | ubiquitous | marker | islet of Langerhans, stromal cell of endometrium, duodenum |
| MED22 | 134 | ubiquitous | yes | cortical plate, granulocyte, lower esophagus muscularis layer |
Protein interactions among cohort
Intra-cohort edges: 55.
Hub genes (top 10 by interactor count)
| Symbol | Interactor count |
|---|
| TNF | 11,116 |
| SMARCA5 | 6,214 |
| DDX39B | 5,600 |
| RRM1 | 4,985 |
| SF3B3 | 4,351 |
| SMC4 | 4,120 |
| ELOC | 4,044 |
| TNFAIP3 | 3,716 |
| TRIM21 | 3,613 |
| MRPL17 | 3,339 |
Intra-cohort edges
| A | B | Sources |
|---|
| ABHD16A | DDX39B | string_interaction |
| ABHD16A | GPANK1 | string_interaction |
| ABHD16A | LST1 | string_interaction |
| ABHD16A | LY6G5B | string_interaction |
| ABHD16A | LY6G5C | string_interaction |
| ABHD16A | PRRC2A | string_interaction |
| APOM | GPANK1 | string_interaction |
| BAG6 | MRPL17 | intact |
| BAG6 | PRRC2A | string_interaction |
| BCL7B | MLXIPL | string_interaction |
| BCL7B | TBL2 | string_interaction |
| C11orf21 | TSPAN32 | string_interaction |
| C11orf21 | TSSC4 | string_interaction |
| DDX39B | LST1 | string_interaction |
| GPANK1 | LY6G5B | string_interaction |
| GPANK1 | LY6G5C | string_interaction |
| GPANK1 | LY6G6C | string_interaction |
| GPANK1 | PRRC2A | string_interaction |
| LST1 | TNF | string_interaction |
| LY6G5B | LY6G5C | string_interaction |
| LY6G5B | LY6G6C | string_interaction |
| LY6G5B | LY6G6F | string_interaction |
| LY6G5B | MPIG6B | string_interaction |
| LY6G5C | LY6G6C | string_interaction |
| LY6G5C | LY6G6F | string_interaction |
| LY6G6C | LY6G6F | string_interaction |
| LY6G6C | MPIG6B | string_interaction |
| LY6G6F | MPIG6B | string_interaction |
| MED22 | SURF1 | string_interaction |
| MED22 | SURF2 | string_interaction |
| MED22 | SURF6 | string_interaction |
| MLXIPL | TBL2 | string_interaction |
| PHLDA2 | SLC67A1 | string_interaction |
| PHLDA2 | SLC67A1-AS | string_interaction |
| PHLDA2 | TSPAN32 | string_interaction |
| PHLDA2 | TSSC4 | string_interaction |
| REXO4 | RPL7A | intact |
| SCO1 | SURF1 | string_interaction |
| SEMG1 | SEMG2 | string_interaction |
| SEMG1 | SLPI | string_interaction |
| SEMG2 | SLPI | string_interaction |
| SLC67A1 | SLC67A1-AS | string_interaction |
| SLC67A1 | TSPAN32 | string_interaction |
| SLC67A1 | TSSC4 | string_interaction |
| STIM1 | SURF4 | string_interaction |
| SURF1 | SURF2 | string_interaction |
| SURF1 | SURF4 | string_interaction |
| SURF1 | SURF6 | string_interaction |
| SURF2 | SURF4 | string_interaction |
| SURF2 | SURF6 | string_interaction |
Structural data
PDB: 39 · AlphaFold-only: 29 · No structure: 7
Cohort genes with PDB structures (top 30)
| Symbol | UniProt | PDB entries |
|---|
| ELOC | Q15369 | 225 |
| RPL7A | P62424 | 200 |
| MRPL17 | Q9NRX2 | 87 |
| SF3B3 | Q15393 | 67 |
| TNF | P01375 | 52 |
| TAF10 | Q12962 | 48 |
| TRIM21 | P19474 | 20 |
| TNFAIP3 | P21580 | 17 |
| DDX39B | Q13838 | 17 |
| SMARCA5 | O60264 | 15 |
| RRM1 | P23921 | 12 |
| MED22 | Q15528 | 11 |
| RYR3 | Q15413 | 10 |
| SCO1 | O75880 | 10 |
| BAG6 | P46379 | 10 |
| UCP1 | P25874 | 8 |
| SPINT1 | O43278 | 7 |
| MLXIPL | Q9NP71 | 7 |
| STIM1 | Q13586 | 6 |
| SDC4 | P31431 | 5 |
| ADAMTS13 | Q76LX8 | 5 |
| PRDM9 | Q9NQV7 | 5 |
| SEMG1 | P04279 | 4 |
| SMPD1 | P17405 | 4 |
| SURF6 | O75683 | 4 |
| BCL7B | Q9BQE9 | 3 |
| TRIM3 | O75382 | 3 |
| TSSC4 | Q9Y5U2 | 3 |
| UBQLN3 | Q9H347 | 3 |
| APOM | O95445 | 3 |
AlphaFold-only cohort genes (top 30 by pLDDT)
| Symbol | UniProt | pLDDT |
|---|
| ABHD16A | O95870 | 89.90 |
| TBL2 | Q9Y4P3 | 87.11 |
| SLC67A1 | Q96BI1 | 86.91 |
| PHLDA2 | Q53GA4 | 86.07 |
| ST3GAL2 | Q16842 | 85.68 |
| STX1A | Q16623 | 84.94 |
| LY6G6C | O95867 | 84.90 |
| SURF4 | O15260 | 84.65 |
| CHRNA10 | Q9GZZ6 | 82.93 |
| SURF1 | Q15526 | 82.62 |
| RBPJL | Q9UBG7 | 80.58 |
| LY6G5C | Q5SRR4 | 79.53 |
| LY6G6F | Q5SQ64 | 77.31 |
| LY6G5B | Q8NDX9 | 76.66 |
| TSPAN32 | Q96QS1 | 72.74 |
| GPANK1 | O95872 | 71.48 |
| REXO4 | Q9GZR2 | 71.20 |
| SURF2 | Q15527 | 71.05 |
| STAU2 | Q9NUL3 | 70.34 |
| LST1 | O00453 | 70.03 |
| ZNF214 | Q9UL59 | 62.28 |
| KCNQ1DN | Q9H478 | 60.24 |
| AVEN | Q9NQS1 | 58.86 |
| C11orf21 | Q9P2W6 | 55.54 |
| ZNF195 | O14628 | 55.00 |
| ZNF215 | Q9UL58 | 49.68 |
| PRRC2A | P48634 | 40.07 |
| SLC67A1-AS | Q8N1D0 | 32.95 |
| SEMG2 | Q02383 | 30.69 |
Function
Pathway analysis
Distinct Reactome pathways touched by cohort: 489. Enrichment computed across 250 evidence-associated genes (158 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 158 annotated cohort genes). Counts and members are kept as ground-truth; sorted by enrichment.
| Pathway | Cohort genes | Fold | FDR | Sample cohort genes |
|---|
| Expression and translocation of olfactory receptors | 59 | 10.5× | 1e-42 | OR51B2, OR51B4, OR51G1, OR51L1, OR51A2, OR52E2, OR56A1, OR5P2 (+51 more) |
| Olfactory Signaling Pathway | 10 | 9.2× | 3e-05 | OR51L1, OR5P3, OR56A4, OR10A6, OR51D1, OR51E1, OR51E2, OR52B6 (+2 more) |
| Interferon gamma signaling | 7 | 5.6× | 0.042 | TRIM34, TRIM3, TRIM21, TRIM5, TRIM6, TRIM22, TRIM68 |
| Attachment of GPI anchor to uPAR | 2 | 16.1× | 0.628 | PIGT, PIGU |
| Retrograde transport at the Trans-Golgi-Network | 4 | 5.6× | 0.628 | SYS1, ARFIP2, COG4, SCOC |
| Defective SLC22A18 causes lung cancer (LNCR) and embryonal rhabdomyosarcoma 1 (RMSE1) | 1 | 72.3× | 0.738 | SLC67A1 |
| Defects of platelet adhesion to exposed collagen | 1 | 72.3× | 0.738 | ADAMTS13 |
| Mitochondrial Uncoupling | 1 | 36.1× | 0.738 | UCP1 |
| Defective MMAA causes MMA, cblA type | 1 | 36.1× | 0.738 | MMAA |
| Defective MUT causes MMAM | 1 | 36.1× | 0.738 | MMAA |
| Diseases of mitochondrial beta oxidation | 1 | 36.1× | 0.738 | MMAA |
| Diseases of propionyl-CoA catabolism | 1 | 36.1× | 0.738 | MMAA |
| Synthesis And Processing Of GAG, GAGPOL Polyproteins | 1 | 24.1× | 0.738 | MVB12B |
| Toxicity of botulinum toxin type C (botC) | 1 | 24.1× | 0.738 | STX1A |
| Synthesis of IPs in the nucleus | 1 | 18.1× | 0.738 | IPPK |
| Catecholamine biosynthesis | 1 | 18.1× | 0.738 | DDC |
| Diseases of hemostasis | 1 | 18.1× | 0.738 | ADAMTS13 |
| Enhanced cleavage of VWF variant by ADAMTS13 | 1 | 18.1× | 0.738 | ADAMTS13 |
| Defective VWF cleavage by ADAMTS13 variant | 1 | 18.1× | 0.738 | ADAMTS13 |
| PKA-mediated phosphorylation of key metabolic factors | 1 | 14.5× | 0.738 | MLXIPL |
| The fatty acid cycling model | 1 | 14.5× | 0.738 | UCP1 |
| Serotonin and melatonin biosynthesis | 1 | 14.5× | 0.738 | DDC |
| Muscarinic acetylcholine receptors | 1 | 14.5× | 0.738 | CHRM5 |
| Propionyl-CoA catabolism | 1 | 14.5× | 0.738 | MMAA |
| Signaling by MST1 | 1 | 14.5× | 0.738 | SPINT1 |
| Acetylcholine inhibits contraction of outer hair cells | 1 | 14.5× | 0.738 | CHRNA10 |
| Phosphorylation and nuclear translocation of BMAL1 (ARNTL) and CLOCK | 1 | 14.5× | 0.738 | CSNK2B |
| Condensation of Prometaphase Chromosomes | 2 | 13.1× | 0.738 | SMC4, CSNK2B |
| SUMO is proteolytically processed | 1 | 12.1× | 0.738 | SENP5 |
| TNFR1-mediated ceramide production | 1 | 12.1× | 0.738 | TNF |
GO biological processes by enrichment
Over-representation of cohort genes vs the genome-wide background (hypergeometric test, Benjamini-Hochberg FDR; fold = observed/expected over 192 annotated cohort genes). Counts and members are kept as ground-truth; sorted by enrichment.
| GO term | Cohort genes | Fold | FDR | Sample cohort genes |
|---|
| cellular response to lipid | 26 | 67.1× | 8e-42 | OR51B2, OR51B4, OR51G1, OR51L1, OR51A2, OR56A1, OR56A3, OR56A4 (+18 more) |
| sensory perception of smell | 13 | 10.6× | 1e-07 | OR51B4, OR51M1, OR10A5, OR51I1, OR51I2, OR52D1, OR6A2, OR52A5 (+5 more) |
| NK T cell activation | 4 | 58.5× | 8e-05 | KLRF1, BAG6, NCR3, CLEC2B |
| coagulation | 2 | 87.8× | 0.031 | SEMG1, SEMG2 |
| antiviral innate immune response | 6 | 7.1× | 0.037 | SMARCA5, TRIM21, TNF, TRIM6, OTUD4, UBE2W |
| immune response-activating cell surface receptor signaling pathway | 2 | 58.5× | 0.046 | BAG6, NCR3 |
| positive regulation of serine-type endopeptidase activity | 2 | 58.5× | 0.046 | SEMG1, SEMG2 |
| negative regulation of flagellated sperm motility | 2 | 58.5× | 0.046 | SEMG1, SEMG2 |
| detection of chemical stimulus involved in sensory perception of smell | 7 | 4.5× | 0.100 | OR10A4, OR10A5, OR10A6, OR2AG1, OR2AG2, OR2D3, OR6A2 |
| GPI anchored protein biosynthesis | 2 | 29.3× | 0.178 | PIGT, PIGU |
| regulation of gene expression | 8 | 3.5× | 0.193 | TRIM34, TRIM21, PHLDA2, PRDM9, TRIM5, TRIM6, TRIM22, TRIM68 |
| negative regulation of oxidative phosphorylation | 2 | 25.1× | 0.205 | TNF, MLXIPL |
| gastric acid secretion | 2 | 21.9× | 0.205 | CCKBR, CHRM5 |
| attachment of GPI anchor to protein | 2 | 21.9× | 0.205 | PIGT, PIGU |
| regulation of defense response to virus | 2 | 21.9× | 0.205 | TSPAN32, ELMOD2 |
| establishment of protein localization to telomere | 2 | 21.9× | 0.205 | ACD, ZNF827 |
| negative regulation of toll-like receptor 5 signaling pathway | 1 | 87.8× | 0.225 | TNFAIP3 |
| macrophage fusion | 1 | 87.8× | 0.225 | CD81 |
| CD4-positive, alpha-beta T cell costimulation | 1 | 87.8× | 0.225 | CD81 |
| SAGA complex assembly | 1 | 87.8× | 0.225 | TAF10 |
| positive regulation of translational initiation by iron | 1 | 87.8× | 0.225 | TNF |
| host-mediated perturbation of symbiont process | 1 | 87.8× | 0.225 | SLPI |
| regulation of vascular wound healing | 1 | 87.8× | 0.225 | TNFAIP3 |
| negative regulation of branching involved in lung morphogenesis | 1 | 87.8× | 0.225 | TNF |
| negative regulation of nucleotide-binding oligomerization domain containing 1 signaling pathway | 1 | 87.8× | 0.225 | TNFAIP3 |
| establishment of protein localization to vacuole | 1 | 87.8× | 0.225 | TNFAIP3 |
| regulation of primary metabolic process | 1 | 87.8× | 0.225 | TRIM34 |
| negative regulation of bile acid secretion | 1 | 87.8× | 0.225 | TNF |
| regulation of cytoplasmic translational fidelity | 1 | 87.8× | 0.225 | AARS1 |
| response to Gram-negative bacterium | 1 | 87.8× | 0.225 | TNF |
Therapeutics
Drugs indicated for this disease
17 approved, 29 in late-stage (phase 3) trials. Disease-direct ChEMBL indications, not inferred from the associated-gene cohort below.
Earlier-phase candidates (phase 2, investigational — efficacy not yet established): Epoetin Beta, Hepatitis B Virus Vaccine Inactivated, Lumefantrine Co-Artemether, Nitric Oxide, Typhoid Vi Polysaccharide Vaccine.
Drug target analysis
Approved (phase 4): 8 · Phase ≥3: 9 · Phased (≥1): 10 · Undrugged: 65
Druggability breadth: 48 of 250 evidence-associated genes (19%) 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.
Top cohort targets by molecule count
| Symbol | Molecules | Max phase |
|---|
| TNF | 12 | 4 |
| SF3B3 | 3 | 4 |
| SMPD1 | 3 | 4 |
| SDC4 | 2 | 4 |
| STIM1 | 2 | 4 |
| CHRNA10 | 2 | 4 |
| RPL7A | 1 | 4 |
| RRM1 | 1 | 3 |
| ABHD16A | 1 | 4 |
| SMC4 | 1 | 2 |
Drugs targeting cohort genes (top 30)
Bioactivity and enzyme data
Enzyme cohort genes (≥1 EC): 5.
Cohort genes with ChEMBL bioactivity (full, sorted by assay count)
| Symbol | Assays | Type breakdown |
|---|
| TNF | 193 | Binding:162, Functional:31 |
| ELOC | 97 | Binding:97 |
| CHRNA10 | 92 | Binding:89, Functional:2, ADMET:1 |
| RPL7A | 90 | Binding:90 |
| RRM1 | 83 | Binding:80, Functional:3 |
| PRDM9 | 60 | Binding:58, Functional:2 |
| SMPD1 | 42 | Binding:40, Functional:2 |
| SF3B3 | 41 | Binding:41 |
| STIM1 | 35 | Binding:33, Functional:1, ADMET:1 |
| ABHD16A | 13 | Binding:13 |
| SURF4 | 7 | Binding:7 |
| SMC4 | 7 | Binding:7 |
| ADAMTS13 | 3 | Binding:3 |
| RYR3 | 2 | Binding:2 |
| BCL7B | 1 | Binding:1 |
| SDC4 | 1 | Binding:1 |
| SLC67A1 | 1 | Binding:1 |
| SMARCA5 | 1 | Binding:1 |
| SPINT1 | 1 | Binding:1 |
| TBL2 | 1 | Binding:1 |
| TNFAIP3 | 1 | Binding:1 |
| DDX39B | 1 | Binding:1 |
| PRRC2A | 1 | Binding:1 |
| BAG6 | 1 | Binding:1 |
Cohort enzymes (BRENDA EC)
| Symbol | EC numbers | Names |
|---|
| RRM1 | 1.17.4.1 | ribonucleoside-diphosphate reductase |
| ST3GAL2 | 2.4.99.2 | beta-D-galactosyl-(1->3)-N-acetyl-beta-D-galactosaminide alpha-2,3-sialyltransferase |
| SMPD1 | 3.1.4.12 | sphingomyelin phosphodiesterase |
| ADAMTS13 | 3.4.24.87 | ADAMTS13 endopeptidase |
| PRDM9 | 2.1.1.359 | [histone H3]-lysine36 N-trimethyltransferase |
Cohort genes with high screening signal
≥100 ChEMBL assays — a studied-ness signal; see Therapeutics for approved-drug status.
| Symbol | ChEMBL assays |
|---|
| TNF | 193 |
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
27 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 | RPL7A |
| BRIGATINIB | 4 | SDC4 |
| CRIZOTINIB | 4 | SDC4 |
| TACROLIMUS ANHYDROUS | 4 | SF3B3 |
| IMIPRAMINE | 4 | SMPD1 |
| CHLORPROMAZINE | 4 | SMPD1 |
| TERIFLUNOMIDE | 4 | STIM1 |
| PREDNISOLONE | 4 | TNF |
| POMALIDOMIDE | 4 | TNF |
| PENTOXIFYLLINE | 4 | TNF |
| MESALAMINE | 4 | TNF |
| LENALIDOMIDE | 4 | TNF |
| ACETYLCHOLINE | 4 | CHRNA10 |
| ORLISTAT | 4 | ABHD16A |
| TRIAPINE | 3 | RRM1 |
| MARIMASTAT | 3 | TNF |
| IBERDOMIDE | 3 | TNF |
| MOLIBRESIB | 2 | SF3B3, SMC4 |
| FENDILINE | 2 | SMPD1 |
| ZEGOCRACTIN | 2 | STIM1 |
| DORAMAPIMOD | 2 | TNF |
| AVADOMIDE | 2 | TNF |
| MIZACORAT | 2 | TNF |
| LINPERLISIB | 2 | TNF |
| ROLIPRAM | 2 | TNF |
| STILONIUM IODIDE | 2 | CHRNA10 |
| TRICHOSTATIN | 1 | SF3B3 |
Druggability pyramid
Cohort genes binned by druggability tier (high → low):
| Tier | Definition | Genes | Symbols |
|---|
| A | Approved (phase 4 drug) | 8 | RPL7A, SDC4, SF3B3, SMPD1, STIM1, TNF, CHRNA10, ABHD16A |
| B | Phased (≥1) drug, not yet approved | 2 | RRM1, SMC4 |
| C | Druggable family + PDB, no drug | 6 | RYR3, SPINT1, MYOT, UCP1, ADAMTS13, CSMD1 |
| D | Druggable family + AlphaFold only, no drug | 3 | ST3GAL2, SLC67A1, LY6G6F |
| E | Difficult family or no structure, no drug | 56 | BCL7B, TRIM34, TRIM3, SNORD24, SNORD36A, SNORD36B, SNORD36C, SCO1, SEMG1, SEMG2 (+46 more) |
Undrugged target profiles
65 cohort genes are undrugged. Ranked by ‘starting-point quality’ (assay depth + drugged-partner adjacency).
| Symbol | ChEMBL assays | Drugged partners (top 3) |
|---|
| PRRC2A | 1 | ABHD16A |
| GPANK1 | 0 | ABHD16A |
| LY6G5C | 0 | ABHD16A |
| LST1 | 0 | ABHD16A |
| BCL7B | 1 | — |
| TRIM34 | 0 | — |
| TRIM3 | 0 | — |
| SNORD24 | 0 | — |
| SNORD36A | 0 | — |
| SNORD36B | 0 | — |
| SNORD36C | 0 | — |
| RYR3 | 2 | — |
| SCO1 | 0 | — |
| SEMG1 | 0 | — |
| SEMG2 | 0 | — |
| ST3GAL2 | 0 | — |
| SLC67A1 | 1 | — |
| SLC67A1-AS | 0 | — |
| SLPI | 0 | — |
| SMARCA5 | 1 | — |
| SPINT1 | 1 | — |
| TRIM21 | 0 | — |
| STAU2 | 0 | — |
| STX1A | 0 | — |
| SURF1 | 0 | — |
| SURF2 | 0 | — |
| SURF4 | 7 | — |
| MED22 | 0 | — |
| SURF6 | 0 | — |
| TAF10 | 0 | — |
Clinical trials & evidence
Clinical trials
Clinical trials: 889.
Phase distribution (across all retrieved trials)
| Phase | Trials |
|---|
| Not specified | 349 |
| PHASE1 | 160 |
| PHASE4 | 126 |
| PHASE3 | 110 |
| PHASE2 | 84 |
| PHASE1/PHASE2 | 42 |
| PHASE2/PHASE3 | 15 |
| EARLY_PHASE1 | 3 |
Top trials by phase / activity
| NCT | Phase | Status | Title |
|---|
| NCT05788094 | PHASE4 | RECRUITING | ACT vs CQ With Tafenoquine for P. Vivax Mono-infection |
| NCT06601712 | PHASE4 | RECRUITING | Post-discharge Malaria Chemoprevention Implementation Trial in Benin |
| NCT06624631 | PHASE4 | RECRUITING | PDMC Implementation Trial in Kenya |
| NCT06967519 | PHASE4 | RECRUITING | OPTImizing Malaria And HIV Treatment in a Shifting Landscape in Africa |
| NCT07194668 | PHASE4 | NOT_YET_RECRUITING | R21/MM Dosing, Presentations, and Preservatives |
| NCT07246525 | PHASE4 | NOT_YET_RECRUITING | Intermittent Preventive Treatment of Malaria in School-age Children to Decrease Community Transmission |
| NCT00119145 | PHASE4 | COMPLETED | Kintampo Trial of Combination Therapy for Malaria |
| NCT00125489 | PHASE4 | COMPLETED | CQSP in Malawi: Chloroquine and Sulfadoxine-pyrimethamine Efficacy for the Treatment of Malaria in Malawi |
| NCT00126217 | PHASE4 | TERMINATED | Revaccination of Young Children With Bacille Calmette Guerin (BCG) Vaccine |
| NCT00130065 | PHASE4 | COMPLETED | The Effect of Folic Acid on Efficacy of Sulfadoxine-pyrimethamine in Pregnant Women in Western Kenya |
| NCT00137566 | PHASE4 | UNKNOWN | The Effect of Paracetamol in the Treatment of Non-severe Malaria in Children in Guinea-Bissau |
| NCT00137657 | PHASE4 | COMPLETED | Impact of Cotrimoxazole Prophylaxis for HIV-Infected Adults on Antifolate Resistance |
| NCT00140361 | PHASE4 | COMPLETED | Efficacy of Sulphadoxine-pyrimethamine and Artemisinin-containing Combination Therapy for Malaria |
| NCT00144352 | PHASE4 | COMPLETED | In-Vivo Response of P. Falciparum to Antimalarial Treatment in HIV-Infected and HIV-Uninfected Adults |
| NCT00146692 | PHASE4 | COMPLETED | A Trial of Improved Financial Access to Healthcare in Ghana |
| NCT00146796 | PHASE4 | COMPLETED | A Randomised Trial of Rapid Diagnostic Tests in the Diagnosis of Malaria in Tanzania |
| NCT00164255 | PHASE4 | COMPLETED | Efficacy of Combination Therapy for Prevention of Effects of Malaria During Pregnancy |
| NCT00167739 | PHASE4 | COMPLETED | Treatment of Malaria With Quinine Plus Sulfadoxine-Pyrimethamine |
| NCT00167843 | PHASE4 | COMPLETED | Reducing the Effects of Malaria in Children by Administering Repeated Preventive Doses |
| NCT00168948 | PHASE4 | UNKNOWN | Intermittent Antimalaria Treatment With SP in African Children |
| NCT00206739 | PHASE4 | COMPLETED | Intermittent Treatment With Sulfadoxine-pyrimethamine for Malaria Control in Infants |
| NCT00238017 | PHASE4 | UNKNOWN | Efficacy and Safety of Amodiaquine and Amodiaquine-Artesunate |
| NCT00290420 | PHASE4 | WITHDRAWN | Prevention of P. Vivax Malaria During Pregnancy in Bolivia |
| NCT00294580 | PHASE4 | COMPLETED | Early Childhood Malaria Prevention With Maloprim in The Gambia |
| NCT00317590 | PHASE4 | COMPLETED | Effectiveness and Cost-Effectiveness of a Rapid Diagnostic Test for Malaria |
| NCT00336375 | PHASE4 | COMPLETED | Treatment of Uncomplicated Childhood Malaria in Tanzania by Artemether+Lumefantrine - Efficacy and Genotyping |
| NCT00351013 | PHASE4 | COMPLETED | The Use of Homeopathic-Based Treatment Approaches to Reduce the Prevalence of Malaria in Depressed Communities |
| NCT00376155 | PHASE4 | COMPLETED | Comparison of Two Strategies for the Delivery of IPTc |
| NCT00386750 | PHASE4 | TERMINATED | Safety of Artemether - Lumefantrine, and Other Malaria Drugs and Their Effect on the Auditory Function |
| NCT00421473 | PHASE4 | COMPLETED | Drug Interaction Study Between Atovaquone and Antiretroviral Agents in HIV-1 Infected Patients |
| NCT00425763 | PHASE4 | COMPLETED | Efficacy of Amodiaquine-artesunate in Children Aged 6-59 Months With Uncomplicated P. Falciparum Malaria |
| NCT00444106 | PHASE4 | COMPLETED | Evaluation of Potential Effect of Artemether - Lumefantrine and Malaria Drugs on Auditory Function |
| NCT00445796 | PHASE4 | COMPLETED | Arsucam® (Artesunate + Amiodaquine) Efficacy and TOLerance |
| NCT00451139 | PHASE4 | COMPLETED | Ototoxicity of Artemether / Lumefantrine (Coartem) and Other Antimalarials |
| NCT00452907 | PHASE4 | COMPLETED | ACT MALI: Treatment of Malaria Based on Combination Therapies |
| NCT00453856 | PHASE4 | TERMINATED | Efficacy of Sulfadoxine-Pyrimethamine for Treating Malaria in Gabonese Children |
| NCT00454961 | PHASE4 | COMPLETED | Effectiveness of Artemether-Lumefantrine for Malaria Treatment of Children at Community Level in Tanzania |
| NCT00465257 | PHASE4 | SUSPENDED | Efficacy of Artesunate + Amodiaquine Four Years After Its Introduction in Zanzibar |
| NCT00493922 | PHASE4 | COMPLETED | Trial of Rapid Diagnostic Tests in Rural Ghana |
| NCT00495508 | PHASE4 | COMPLETED | Quinine vs. Artemether/Lumefantrine in Uncomplicated Malaria During Pregnancy |
Drugs tested across these trials (top 30)
- Cohort genes: BCL7B, TRIM34, TRIM3, SNORD24, SNORD36A, SNORD36B, SNORD36C, RPL7A, RRM1, RYR3, SCO1, SDC4, SEMG1, SEMG2, SF3B3, ST3GAL2, SLC67A1, SLC67A1-AS, SLPI, SMARCA5, SMPD1, SPINT1, TRIM21, STAU2, STIM1, STX1A, SURF1, SURF2, SURF4, MED22, SURF6, TAF10, TBL2, ELOC, TNF, TNFAIP3, PHLDA2, TSSC4, MYOT, TUB, UBQLN3, UCP1, MLXIPL, REXO4, ZNF195, ZNF214, ZNF215, C11orf21, KCNQ1DN, KLRF1, TSPAN32, AVEN, ADAMTS13, DCHS1, RBPJL, CHRNA10, APOM, DDX39B, PRRC2A, BAG6, GPANK1, ABHD16A, LY6G5B, LY6G5C, LY6G6F, LY6G6C, MPIG6B, PRDM9, SMC4, CSMD1, MRPL17, LST1
- Drugs: Amodiaquine, Primaquine, Chloroquine, Artesunate, Lumefantrine, Artemether, Pyrimethamine, Sulfadoxine, Mefloquine, Quinine, Clindamycin, Proguanil, Atovaquone, Ivermectin, Artenimol, Tafenoquine, Albendazole, Retinol, Folic Acid, Praziquantel, Tocofersolan, Azithromycin, Dapsone, Efavirenz, Hepatitis B Virus Hbsag Surface Protein Antigen, Hydroxyurea, Lamivudine, Lopinavir, Methylene Blue