Chronic kidney disease
diseaseOn this page
Also known as chronic renal diseasechronic renal failure syndromeCKD - chronic kidney diseasekidney disease, chronic
Summary
Chronic kidney disease (MONDO:0005300) is a disease (an umbrella term covering 6 Mondo subtypes) with 75 cohort genes (421 GWAS associations across 120 studies) and 2,033 clinical trials. The dominant Reactome pathway is Fibronectin matrix formation (5 cohort genes). Top therapeutic interventions include cinacalcet, paricalcitol, and sevelamer.
At a glance
- Umbrella term: 6 Mondo subtypes
- Cohort genes: 75
- GWAS associations: 421
- ClinVar variants: 53
- Clinical trials: 2,033
Clinical features
No curated clinical features (Orphanet) for this disease.
Identifiers
Disease identifiers
| Field | Value |
|---|---|
| Canonical name | chronic kidney disease |
| Mondo ID | MONDO:0005300 |
| EFO | EFO:0003884 |
| MeSH | D007676 |
| DOID | DOID:784 |
| ICD-10-CM | N18, N18.9 |
| ICD-11 | 412389819 |
| NCIT | C80078 |
| SNOMED CT | 709044004 |
| UMLS | C1561643 |
| MedGen | 473458 |
| Is cancer (heuristic) | no |
Also known as: chronic kidney disease · chronic renal disease · chronic renal failure syndrome · CKD - chronic kidney disease · kidney disease, chronic
Data availability: 53 ClinVar variants · 421 GWAS associations (120 studies) · 1 cell line.
Disease family
An umbrella term covering 6 Mondo subtypes.
Classification path: disease › human disease › disease by body system or component › urinary system disorder › kidney disorder › chronic kidney disease
Related subtypes (56): renal hypertension, kidney failure, nephritis, impaired renal function disease, nephrocalcinosis, atheroembolism of kidney, renal artery disease, nephrosis, cystic kidney disease, anuria, stricture or kinking of ureter, proteinuria, renal infectious disease, diabetes insipidus, orthostatic proteinuria, kidney hypertrophy, hydronephrosis, renal tubular transport disease, kidney cortex necrosis, kidney papillary necrosis, perinephritis, renal aminoaciduria, autosomal dominant progressive nephropathy with hypertension, nephrolithiasis, X-linked diffuse leiomyomatosis-Alport syndrome, tubulointerstitial nephritis and uveitis syndrome, distal renal tubular acidosis, oligomeganephronia, duplication of urethra, renal tubular dysgenesis, exstrophy-epispadias complex, fetal lower urinary tract obstruction, IgG4-related kidney disease, congenital primary megaureter, renal nutcracker syndrome, renal hypoplasia, renal dysplasia, congenital megacalycosis, glomerular disorder, congenital renal artery stenosis, kidney neoplasm, renal tubule disorder, pyonephrosis, Arnold stickler bourne syndrome, C1q nephropathy, hypertensive nephropathy, atypical Fanconi syndrome-neonatal hyperinsulinism syndrome, idiopathic non-lupus full-house nephropathy, lachiewicz sibley syndrome, crush syndrome, obstructive nephropathy, inherited kidney disorder, acute tubulointerstitial nephritis, kidney cortex disease, non-syndromic supernumerary kidneys, neonatal renal venous thrombosis
Subtypes (6): chronic pyelonephritis, chronic rapidly progressive glomerulonephritis, end stage renal failure, diabetic kidney disease, chronic renal failure syndrome, arterionephrosclerosis
Genetics & variants
GWAS landscape
421 GWAS associations across 120 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 |
|---|---|---|---|---|
| rs911119 | 2e-138 | CST3 | ? | |
| rs77924615 | 3e-107 | PDILT | G | 0.22 |
| APOL1 | 6e-76 | ? | 4.74 | |
| chr16:20381010 | 9e-71 | A | 0.2 | |
| chr16:20367690 | 7e-68 | G | 0.19 | |
| rs9622363 | 9e-46 | APOL1 | A | 0.32 |
| rs9622362 | 2e-45 | APOL1 | A | 0.33 |
| rs6464165 | 3e-32 | PRKAG2 | T | 0.09 |
| rs334 | 9e-31 | HBB | T | 0.36 |
| rs36060036 | 1e-29 | UMOD | C | 0.24 |
| rs10224210 | 1e-29 | PRKAG2 | T | 0.09 |
| rs58384577 | 3e-26 | APOL1 | T | 0.17 |
| rs60295735 | 8e-26 | APOL1 - MYH9 | G | 0.17 |
| rs13329952 | 2e-25 | UMOD | T | 1.24 |
| rs7903146 | 2e-25 | TCF7L2 | C | 0.08 |
| rs73728279 | 7e-24 | PRKAG2 | T | 1.11 |
| rs34872471 | 4e-23 | TCF7L2 | T | 0.08 |
| chr7:151717243 | 7e-23 | C | 0.09 | |
| rs10767873 | 3e-22 | MPPED2-AS1 - DCDC1 | C | 0.08 |
| rs2453533 | 5e-22 | SLC28A2-AS1 - RNU6-953P | ? | |
| rs963837 | 2e-21 | MPPED2-AS1 - DCDC1 | T | 1.08 |
| rs11642015 | 5e-21 | FTO | C | 0.07 |
| rs12917707 | 1e-20 | UMOD | T | |
| chr22:36696087 | 1e-20 | C | 0.22 | |
| rs3925584 | 2e-20 | MPPED2-AS1 - DCDC1 | T | 0.07 |
| rs17319721 | 1e-19 | SHROOM3 | A | |
| rs4821469 | 2e-19 | APOL4 - APOL2 | ? | 2.86 |
| rs56139727 | 4e-19 | TPPP - ZDHHC11B | G | 0.11 |
| rs34857077 | 6e-19 | UMOD | GA | |
| rs17730281 | 1e-18 | WDR72 | G | 1.08 |
Top studies (by case count)
| Study | Lead author | Year | Cases | Controls | Title |
|---|---|---|---|---|---|
| GCST010552 | Vujkovic M | 2020 | 67,403 | 129,827 | Discovery of 318 new risk loci for type 2 diabetes and related vascular outcomes among 1.4 million participants in a multi-ancestry meta-analysis. |
| GCST008064 | Wuttke M | 2019 | 64,164 | 561,055 | A catalog of genetic loci associated with kidney function from analyses of a million individuals. |
| GCST008065 | Wuttke M | 2019 | 64,164 | 561,055 | A catalog of genetic loci associated with kidney function from analyses of a million individuals. |
| GCST003374 | Pattaro C | 2016 | 12,385 | 104,780 | Genetic associations at 53 loci highlight cell types and biological pathways relevant for kidney function. |
| GCST005880 | van Zuydam NR | 2018 | 5,447 | 4,717 | A Genome-Wide Association Study of Diabetic Kidney Disease in Subjects With Type 2 Diabetes. |
| GCST005882 | van Zuydam NR | 2018 | 3,094 | 2,906 | A Genome-Wide Association Study of Diabetic Kidney Disease in Subjects With Type 2 Diabetes. |
| GCST005427 | Hernandez-Fuentes MP | 2018 | 2,689 | 7,399 | Long- and short-term outcomes in renal allografts with deceased donors: A large recipient and donor genome-wide association study. |
| GCST000397 | Kottgen A | 2009 | 2,388 | 17,489 | Multiple loci associated with indices of renal function and chronic kidney disease. |
| GCST003864 | Sandholm N | 2016 | 2,068 | 1,903 | The Genetic Landscape of Renal Complications in Type 1 Diabetes. |
| GCST007879 | Graham SE | 2019 | 2,044 | 65,575 | Sex-specific and pleiotropic effects underlying kidney function identified from GWAS meta-analysis. |
Variant details and genetic-evidence tiers
Tier distribution (top 50 variants)
| Tier | Variants |
|---|---|
| Tier 1: coding | 16 |
| Tier 2: splice/UTR | 3 |
| Tier 3: regulatory | 0 |
| Tier 4: intronic/intergenic | 31 |
MAF distribution
| Bucket | Variants |
|---|---|
| common (>=0.05) | 31 |
| low_freq (0.01-0.05) | 2 |
| rare (<0.01) | 0 |
| unknown | 17 |
Functional consequences
| Consequence | Count |
|---|---|
| intron_variant | 18 |
| missense_variant | 15 |
| unknown | 6 |
| intergenic_variant | 6 |
| non_coding_transcript_exon_variant | 1 |
| 3_prime_UTR_variant | 1 |
| 5_prime_UTR_variant | 1 |
| stop_gained | 1 |
| splice_region_variant | 1 |
Top variants
| rsID | Chr | Pos | Alleles | MAF | Consequence | Gene | p-value | Tier |
|---|---|---|---|---|---|---|---|---|
| rs911119 | 20 | 23632100 | C>G,T | 0.21 | non_coding_transcript_exon_variant | CST3 | 2e-138 | Tier 4: intronic/intergenic |
| rs77924615 | 16 | 20381010 | G>A | 0.201 | intron_variant | PDILT | 3e-107 | Tier 4: intronic/intergenic |
| APOL1 | 6e-76 | Tier 4: intronic/intergenic | ||||||
| chr16:20381010 | 9e-71 | Tier 4: intronic/intergenic | ||||||
| chr16:20367690 | 0.18 | 7e-68 | Tier 4: intronic/intergenic | |||||
| rs9622363 | 22 | 36260509 | A>G | 0.108 | intron_variant | APOL1 | 9e-46 | Tier 4: intronic/intergenic |
| rs9622362 | 22 | 36260398 | A>C | 0.472 | intron_variant | APOL1 | 2e-45 | Tier 4: intronic/intergenic |
| rs6464165 | 7 | 151716038 | T>C | 0.282 | intron_variant | PRKAG2 | 3e-32 | Tier 4: intronic/intergenic |
| rs334 | 11 | 5227002 | T>A,C,G | 0.038 | missense_variant | HBB | 9e-31 | Tier 1: coding |
| rs36060036 | 16 | 20350628 | C>T | 0.163 | intron_variant | UMOD | 1e-29 | Tier 4: intronic/intergenic |
| rs10224210 | 7 | 151716108 | T>C | 0.233 | intron_variant | PRKAG2 | 1e-29 | Tier 4: intronic/intergenic |
| rs58384577 | 22 | 36267167 | T>C | 0.221 | 3_prime_UTR_variant | APOL1 | 3e-26 | Tier 2: splice/UTR |
| rs60295735 | 22 | 36271108 | G>A | 0.047 | intergenic_variant | APOL1 - MYH9 | 8e-26 | Tier 4: intronic/intergenic |
| rs13329952 | 16 | 20355185 | T>C | 0.19 | intron_variant | UMOD | 2e-25 | Tier 4: intronic/intergenic |
| rs7903146 | 10 | 112998590 | C>G,T | 0.289 | intron_variant | TCF7L2 | 2e-25 | Tier 4: intronic/intergenic |
| rs73728279 | 7 | 151714408 | G>A,T | 0.27 | intron_variant | PRKAG2 | 7e-24 | Tier 4: intronic/intergenic |
| rs34872471 | 10 | 112994312 | T>C | 0.293 | intron_variant | TCF7L2 | 4e-23 | Tier 4: intronic/intergenic |
| chr7:151717243 | 7e-23 | Tier 4: intronic/intergenic | ||||||
| rs10767873 | 11 | 30747131 | C>T | 0.452 | intron_variant | MPPED2-AS1 - DCDC1 | 3e-22 | Tier 4: intronic/intergenic |
| rs2453533 | 15 | 45349027 | C>A,G,T | 0.38 | intergenic_variant | SLC28A2-AS1 - RNU6-953P | 5e-22 | Tier 4: intronic/intergenic |
| rs963837 | 11 | 30727543 | T>A,C,G | 0.43 | intergenic_variant | MPPED2-AS1 - DCDC1 | 2e-21 | Tier 4: intronic/intergenic |
| rs11642015 | 16 | 53768582 | C>G,T | 0.402 | intron_variant | FTO | 5e-21 | Tier 4: intronic/intergenic |
| rs12917707 | 16 | 20356368 | G>A,T | 0.18 | 5_prime_UTR_variant | UMOD | 1e-20 | Tier 2: splice/UTR |
| chr22:36696087 | 0.46 | 1e-20 | Tier 4: intronic/intergenic | |||||
| rs3925584 | 11 | 30738788 | T>A,C,G | 0.454 | intron_variant | MPPED2-AS1 - DCDC1 | 2e-20 | Tier 4: intronic/intergenic |
| rs17319721 | 4 | 76447694 | G>A | 0.43 | intron_variant | SHROOM3 | 1e-19 | Tier 4: intronic/intergenic |
| rs4821469 | 22 | 36220399 | T>C | 0.056 | intergenic_variant | APOL4 - APOL2 | 2e-19 | Tier 4: intronic/intergenic |
| rs56139727 | 5 | 697265 | G>C,T | 0.391 | intergenic_variant | TPPP - ZDHHC11B | 4e-19 | Tier 4: intronic/intergenic |
| rs34857077 | 16 | 20344691 | GAA>G,GA,GAAA | 0.237 | intron_variant | UMOD | 6e-19 | Tier 4: intronic/intergenic |
| rs17730281 | 15 | 53615751 | G>A | 0.29 | missense_variant | WDR72 | 1e-18 | Tier 1: coding |
ClinVar germline variants
53 retrieved; paginated sample, class counts are floors:
22 conflicting classifications of pathogenicity, 15 uncertain significance, 5 likely pathogenic, 4 pathogenic/likely pathogenic, 4 pathogenic, 3 benign/likely benign
| ClinVar | Variant (HGVS) | Gene | Classification | Review |
|---|---|---|---|---|
| 449549 | NM_000092.5(COL4A4):c.2906C>G (p.Ser969Ter) | COL4A4 | Pathogenic | criteria provided, multiple submitters, no conflicts |
| 915852 | NM_000092.5(COL4A4):c.4603_4604del (p.Gln1535fs) | COL4A4 | Pathogenic | criteria provided, multiple submitters, no conflicts |
| 523547 | NM_033380.3(COL4A5):c.3614G>T (p.Gly1205Val) | COL4A5 | Pathogenic | criteria provided, single submitter |
| 189227 | NM_001081.4(CUBN):c.6928_6934del (p.Glu2310fs) | CUBN | Pathogenic/Likely pathogenic | criteria provided, multiple submitters, no conflicts |
| 373955 | NM_000297.4(PKD2):c.357_364delinsTAGGACG (p.Pro120fs) | LOC129992813 | Pathogenic | criteria provided, single submitter |
| 217677 | NM_017777.4(MKS1):c.1115_1117del (p.Ser372del) | MKS1 | Pathogenic/Likely pathogenic | criteria provided, multiple submitters, no conflicts |
| 188823 | NM_014625.4(NPHS2):c.855_856del (p.Arg286fs) | NPHS2 | Pathogenic/Likely pathogenic | criteria provided, multiple submitters, no conflicts |
| 5360 | NM_014625.4(NPHS2):c.413G>A (p.Arg138Gln) | NPHS2 | Pathogenic/Likely pathogenic | criteria provided, multiple submitters, no conflicts |
| 977307 | NM_000092.5(COL4A4):c.2164+2T>G | COL4A4 | Likely pathogenic | criteria provided, single submitter |
| 1344866 | NM_003396.3(WNT9B):c.949G>A (p.Gly317Arg) | LRRC37A2 | Likely pathogenic | no assertion criteria provided |
| 1344867 | NM_003396.3(WNT9B):c.11dup (p.Pro5fs) | LRRC37A2 | Likely pathogenic | no assertion criteria provided |
| 183313 | NM_177550.5(SLC13A5):c.231+2T>G | SLC13A5 | Likely pathogenic | no assertion criteria provided |
| 1344815 | NM_014553.3(TFCP2L1):c.689del (p.Asp230fs) | TFCP2L1 | Likely pathogenic | no assertion criteria provided |
| 915855 | NM_018685.5(ANLN):c.575C>G (p.Ser192Trp) | ANLN | Conflicting classifications of pathogenicity | criteria provided, conflicting classifications |
| 636899 | NM_000039.3(APOA1):c.388AAG[1] (p.Lys131del) | APOA1 | Conflicting classifications of pathogenicity | criteria provided, conflicting classifications |
| 591005 | NM_000186.4(CFH):c.2517C>A (p.Cys839Ter) | CFH | Conflicting classifications of pathogenicity | criteria provided, conflicting classifications |
| 915864 | NM_002113.3(CFHR1):c.790+1G>A | CFHR1 | Conflicting classifications of pathogenicity | criteria provided, conflicting classifications |
| 279752 | NM_030787.4(CFHR5):c.622T>C (p.Cys208Arg) | CFHR5 | Conflicting classifications of pathogenicity | criteria provided, conflicting classifications |
| 402534 | NM_030787.4(CFHR5):c.486dup (p.Glu163fs) | CFHR5 | Conflicting classifications of pathogenicity | criteria provided, conflicting classifications |
| 196327 | NM_001845.6(COL4A1):c.161C>T (p.Pro54Leu) | COL4A1 | Conflicting classifications of pathogenicity | criteria provided, conflicting classifications |
| 452348 | NM_000091.5(COL4A3):c.1886C>T (p.Thr629Met) | COL4A3 | Conflicting classifications of pathogenicity | criteria provided, conflicting classifications |
| 774610 | NM_001966.4(EHHADH):c.2108C>T (p.Ser703Phe) | EHHADH | Conflicting classifications of pathogenicity | criteria provided, conflicting classifications |
| 203697 | NM_001985.3(ETFB):c.292C>T (p.Arg98Cys) | ETFB | Conflicting classifications of pathogenicity | criteria provided, conflicting classifications |
| 721814 | NM_212482.4(FN1):c.5954C>A (p.Pro1985His) | FN1 | Conflicting classifications of pathogenicity | criteria provided, conflicting classifications |
| 779411 | NM_212482.4(FN1):c.4486C>T (p.Arg1496Trp) | FN1 | Conflicting classifications of pathogenicity | criteria provided, conflicting classifications |
| 790514 | NM_212482.4(FN1):c.1775G>A (p.Arg592His) | FN1 | Conflicting classifications of pathogenicity | criteria provided, conflicting classifications |
| 791471 | NM_212482.4(FN1):c.1070G>A (p.Gly357Glu) | FN1 | Conflicting classifications of pathogenicity | criteria provided, conflicting classifications |
| 915850 | NM_212482.4(FN1):c.3130G>A (p.Val1044Met) | FN1 | Conflicting classifications of pathogenicity | criteria provided, conflicting classifications |
| 716421 | NM_198334.3(GANAB):c.925C>T (p.Arg309Cys) | GANAB | Conflicting classifications of pathogenicity | criteria provided, conflicting classifications |
| 5271 | NM_004252.5(NHERF1):c.458G>A (p.Arg153Gln) | NHERF1 | Conflicting classifications of pathogenicity | criteria provided, conflicting classifications |
Genes & proteins
Mendelian disease overlap and somatic drivers
GenCC: 0 · Orphanet: 59 · OMIM-shared: 0 · Dual-evidence (GWAS+Mendelian): 2
Dual-evidence genes (GWAS + Mendelian — highest-confidence targets)
| Gene | HGNC | Evidence routes |
|---|---|---|
| UMOD | UMOD | GWAS, Orphanet |
| TFCP2L1 | TFCP2L1 | GWAS |
Orphanet rare-disease linkage (cohort genes)
| Gene | Orphanet ID | Rare disease |
|---|---|---|
| UMOD | Orphanet:88950 | UMOD-related autosomal dominant tubulointerstitial kidney disease |
| RREB1 | Orphanet:567 | 22q11.2 deletion syndrome |
| ATXN2 | Orphanet:803 | Amyotrophic lateral sclerosis |
| ATXN2 | Orphanet:98756 | Spinocerebellar ataxia type 2 |
| SDCCAG8 | Orphanet:110 | Bardet-Biedl syndrome |
| SDCCAG8 | Orphanet:3156 | Senior-Loken syndrome |
| SLC24A4 | Orphanet:100032 | Hypocalcified amelogenesis imperfecta |
| SLC24A4 | Orphanet:100033 | Hypomaturation amelogenesis imperfecta |
| SLC34A1 | Orphanet:157215 | Hereditary hypophosphatemic rickets with hypercalciuria |
| SLC34A1 | Orphanet:244305 | Dominant hypophosphatemia with nephrolithiasis or osteoporosis |
| SLC34A1 | Orphanet:300547 | Autosomal recessive infantile hypercalcemia |
| SLC34A1 | Orphanet:3337 | Primary Fanconi renotubular syndrome |
| SLC35A3 | Orphanet:370943 | Autism spectrum disorder-epilepsy-arthrogryposis syndrome |
| SLC7A9 | Orphanet:93613 | Cystinuria type B |
| NHERF1 | Orphanet:244305 | Dominant hypophosphatemia with nephrolithiasis or osteoporosis |
| SOX11 | Orphanet:1465 | Coffin-Siris syndrome |
| SPTBN1 | Orphanet:528084 | Non-specific syndromic intellectual disability |
| TALDO1 | Orphanet:101028 | Transaldolase deficiency |
| TYRP1 | Orphanet:79433 | Oculocutaneous albinism type 3 |
| VPS33B | Orphanet:2697 | Arthrogryposis-renal dysfunction-cholestasis syndrome |
| NPHS2 | Orphanet:656 | Hereditary steroid-resistant nephrotic syndrome |
| PRUNE1 | Orphanet:544469 | PRUNE1-related neurological syndrome |
| SLC2A9 | Orphanet:94088 | Hereditary renal hypouricemia |
| C9 | Orphanet:169150 | Immunodeficiency due to a late component of complement deficiency |
| CDH23 | Orphanet:231169 | Usher syndrome type 1 |
| CDH23 | Orphanet:2965 | Prolactinoma |
| CDH23 | Orphanet:314777 | Familial isolated pituitary adenoma |
| CDH23 | Orphanet:90636 | Rare autosomal recessive non-syndromic sensorineural deafness type DFNB |
| CDH23 | Orphanet:91347 | TSH-secreting pituitary adenoma |
| CDH23 | Orphanet:96253 | Cushing disease |
| CNTNAP2 | Orphanet:163681 | CNTNAP2-related developmental and epileptic encephalopathy |
| CACNA1A | Orphanet:2131 | Alternating hemiplegia of childhood |
| CACNA1A | Orphanet:2382 | Lennox-Gastaut syndrome |
| CACNA1A | Orphanet:442835 | Non-specific early-onset epileptic encephalopathy |
| CACNA1A | Orphanet:569 | Familial or sporadic hemiplegic migraine |
| CACNA1A | Orphanet:71518 | Benign paroxysmal torticollis of infancy |
| CACNA1A | Orphanet:97 | Familial paroxysmal ataxia |
| CACNA1A | Orphanet:98758 | Spinocerebellar ataxia type 6 |
| ANLN | Orphanet:656 | Hereditary steroid-resistant nephrotic syndrome |
| ARHGEF10 | Orphanet:140481 | Autosomal dominant slowed nerve conduction velocity |
| BCAS3 | Orphanet:697067 | Global developmental delay-intellectual disability-microcephaly-short stature-brain iron accumulation syndrome |
| IRX5 | Orphanet:314555 | Facial dysmorphism-ocular anomalies-osteopenia-intellectual disability-dental anomalies syndrome |
| CALM2 | Orphanet:101016 | Romano-Ward syndrome |
| CALM2 | Orphanet:3286 | Catecholaminergic polymorphic ventricular tachycardia |
| CDCA7 | Orphanet:2268 | ICF syndrome |
| PLCB1 | Orphanet:293181 | Epilepsy of infancy with migrating focal seizures |
| PLCB1 | Orphanet:697160 | Infantile epileptic spasms syndrome |
| ACTN4 | Orphanet:656 | Hereditary steroid-resistant nephrotic syndrome |
| ZNF423 | Orphanet:2318 | Joubert syndrome with oculorenal defect |
| ZNF423 | Orphanet:93591 | Infantile nephronophthisis |
Cohort genes → proteins
75 cohort genes, 72 distinct canonical proteins.
Evidence partition
| Subset | Genes |
|---|---|
| gwas_only | 65 |
| gwas_and_clinvar | 2 |
| multi_evidence | 8 |
Cohort genes (full)
| Symbol | HGNC | Ensembl | UniProt | Name | Evidence |
|---|---|---|---|---|---|
| UMOD | HGNC:12559 | ENSG00000169344 | P07911 | Uromodulin | gwas,clinvar |
| TFCP2L1 | HGNC:17925 | ENSG00000115112 | Q9NZI6 | Transcription factor CP2-like protein 1 | gwas,clinvar |
| RREB1 | HGNC:10449 | ENSG00000124782 | Q92766 | Ras-responsive element-binding protein 1 | gwas |
| RRM2 | HGNC:10452 | ENSG00000171848 | P31350 | Ribonucleoside-diphosphate reductase subunit M2 | gwas |
| ATXN2 | HGNC:10555 | ENSG00000204842 | Q99700 | Ataxin-2 | gwas |
| SDCCAG8 | HGNC:10671 | ENSG00000054282 | Q86SQ7 | Serologically defined colon cancer antigen 8 | gwas |
| SETDB1 | HGNC:10761 | ENSG00000143379 | Q15047 | Histone-lysine N-methyltransferase SETDB1 | gwas |
| SH3BP4 | HGNC:10826 | ENSG00000130147 | Q9P0V3 | SH3 domain-binding protein 4 | gwas |
| SH3GL3 | HGNC:10832 | ENSG00000140600 | Q99963 | Endophilin-A3 | gwas |
| SLC16A3 | HGNC:10924 | ENSG00000141526 | O15427 | Monocarboxylate transporter 4 | gwas |
| SLC22A2 | HGNC:10966 | ENSG00000112499 | O15244 | Solute carrier family 22 member 2 | gwas |
| SLC24A4 | HGNC:10978 | ENSG00000140090 | Q8NFF2 | Sodium/potassium/calcium exchanger 4 | gwas |
| SLC34A1 | HGNC:11019 | ENSG00000131183 | Q06495 | Sodium-dependent phosphate transport protein 2A | gwas |
| SLC35A3 | HGNC:11023 | ENSG00000117620 | Q9Y2D2 | UDP-N-acetylglucosamine transporter | gwas |
| SLC6A12 | HGNC:11045 | ENSG00000111181 | P48065 | Sodium- and chloride-dependent betaine transporter | gwas |
| SLC6A13 | HGNC:11046 | ENSG00000010379 | Q9NSD5 | Sodium- and chloride-dependent GABA transporter 2 | gwas |
| SLC7A9 | HGNC:11067 | ENSG00000021488 | P82251 | b(0,+)-type amino acid transporter 1 | gwas |
| NHERF1 | HGNC:11075 | ENSG00000109062 | O14745 | Na(+)/H(+) exchange regulatory cofactor NHE-RF1 | clinvar |
| SORT1 | HGNC:11186 | ENSG00000134243 | Q99523 | Sortilin | gwas |
| SOX11 | HGNC:11191 | ENSG00000176887 | P35716 | Transcription factor SOX-11 | gwas |
| SP3 | HGNC:11208 | ENSG00000172845 | Q02447 | Transcription factor Sp3 | gwas |
| SPTBN1 | HGNC:11275 | ENSG00000115306 | Q01082 | Spectrin beta chain, non-erythrocytic 1 | gwas |
| STC1 | HGNC:11373 | ENSG00000159167 | P52823 | Stanniocalcin-1 | gwas |
| TALDO1 | HGNC:11559 | ENSG00000177156 | P37837 | Transaldolase | gwas |
| TBX18 | HGNC:11595 | ENSG00000112837 | O95935 | T-box transcription factor TBX18 | clinvar |
| TBX2 | HGNC:11597 | ENSG00000121068 | Q13207 | T-box transcription factor TBX2 | gwas |
| TFDP2 | HGNC:11751 | ENSG00000114126 | Q14188 | Transcription factor Dp-2 | gwas |
| MPPED2 | HGNC:1180 | ENSG00000066382 | Q15777 | Metallophosphoesterase MPPED2 | gwas |
| TMOD4 | HGNC:11874 | ENSG00000163157 | Q9NZQ9 | Tropomodulin-4 | gwas |
| TNP1 | HGNC:11951 | ENSG00000118245 | P09430 | Spermatid nuclear transition protein 1 | gwas |
| TYRP1 | HGNC:12450 | ENSG00000107165 | P17643 | 5,6-dihydroxyindole-2-carboxylic acid oxidase | gwas |
| LINC00111 | HGNC:1262 | ENSG00000227702 | long intergenic non-protein coding RNA 111 | gwas | |
| LINC00113 | HGNC:1264 | ENSG00000225298 | long intergenic non-protein coding RNA 113 | gwas | |
| VEGFA | HGNC:12680 | ENSG00000112715 | P15692 | Vascular endothelial growth factor A, long form | gwas |
| VPS33B | HGNC:12712 | ENSG00000184056 | Q9H267 | Vacuolar protein sorting-associated protein 33B | gwas |
| ZNF77 | HGNC:13150 | ENSG00000175691 | Q15935 | Zinc finger protein 77 | gwas |
| CST9 | HGNC:13261 | ENSG00000173335 | Q5W186 | Cystatin-9 | gwas |
| FIGN | HGNC:13285 | ENSG00000182263 | Q5HY92 | Fidgetin | gwas |
| NPHS2 | HGNC:13394 | ENSG00000116218 | Q9NP85 | Podocin | clinvar |
| PHTF2 | HGNC:13411 | ENSG00000006576 | Q8N3S3 | Protein PHTF2 | gwas |
| PRUNE1 | HGNC:13420 | ENSG00000143363 | Q86TP1 | Exopolyphosphatase PRUNE1 | gwas |
| SLC2A9 | HGNC:13446 | ENSG00000109667 | Q9NRM0 | Solute carrier family 2, facilitated glucose transporter member 9 | gwas |
| C9 | HGNC:1358 | ENSG00000113600 | P02748 | Complement component C9 | gwas |
| VENTXP7 | HGNC:13638 | ENSG00000236380 | VENT homeobox pseudogene 7 | gwas | |
| CDH23 | HGNC:13733 | ENSG00000107736 | Q9H251 | Cadherin-23 | gwas |
| RGS19 | HGNC:13735 | ENSG00000171700 | P49795 | Regulator of G-protein signaling 19 | gwas |
| CNTNAP2 | HGNC:13830 | ENSG00000174469 | Q9UHC6 | Contactin-associated protein-like 2 | gwas |
| CACNA1A | HGNC:1388 | ENSG00000141837 | O00555 | Voltage-dependent P/Q-type calcium channel subunit alpha-1A | gwas |
| CERS2 | HGNC:14076 | ENSG00000143418 | Q96G23 | Ceramide synthase 2 | gwas |
| ANLN | HGNC:14082 | ENSG00000011426 | Q9NQW6 | Anillin | clinvar |
Cohort function summary
Lead sentence per gene, UniProt-curated.
| Symbol | Protein name | Function (lead sentence) |
|---|---|---|
| UMOD | Uromodulin | Functions in biogenesis and organization of the apical membrane of epithelial cells of the thick ascending limb of Henle’s loop (TALH), where it promotes formation of complex filamentous gel-like structure that may play a role in the water… |
| TFCP2L1 | Transcription factor CP2-like protein 1 | Transcription factor that facilitates establishment and maintenance of pluripotency in embryonic stem cells (ESCs). |
| RREB1 | Ras-responsive element-binding protein 1 | Transcription factor that binds specifically to the RAS-responsive elements (RRE) of gene promoters. |
| RRM2 | Ribonucleoside-diphosphate reductase subunit M2 | Provides the precursors necessary for DNA synthesis. |
| ATXN2 | Ataxin-2 | Involved in EGFR trafficking, acting as negative regulator of endocytic EGFR internalization at the plasma membrane. |
| SDCCAG8 | Serologically defined colon cancer antigen 8 | Plays a role in the establishment of cell polarity and epithelial lumen formation. |
| SETDB1 | Histone-lysine N-methyltransferase SETDB1 | Histone methyltransferase that specifically trimethylates ‘Lys-9’ of histone H3 (H3K9me3). |
| SH3BP4 | SH3 domain-binding protein 4 | May function in transferrin receptor internalization at the plasma membrane through a cargo-specific control of clathrin-mediated endocytosis. |
| SH3GL3 | Endophilin-A3 | Implicated in endocytosis. |
| SLC16A3 | Monocarboxylate transporter 4 | Proton-dependent transporter of monocarboxylates such as L-lactate and pyruvate. |
| SLC22A2 | Solute carrier family 22 member 2 | Electrogenic voltage-dependent transporter that mediates the transport of a variety of organic cations such as endogenous bioactive amines, cationic drugs and xenobiotics. |
| SLC24A4 | Sodium/potassium/calcium exchanger 4 | Calcium, potassium:sodium antiporter that transports 1 Ca(2+) and 1 K(+) in exchange for 4 Na(+). |
| SLC34A1 | Sodium-dependent phosphate transport protein 2A | Involved in actively transporting phosphate into cells via Na(+) cotransport in the renal brush border membrane. |
| SLC35A3 | UDP-N-acetylglucosamine transporter | Transports diphosphate-N-acetylglucosamine (UDP-GlcNAc) from the cytosol into the lumen of the Golgi apparatus, functioning as an antiporter that exchanges UDP-N-acetyl-alpha-D-glucosamine for UMP. |
| SLC6A12 | Sodium- and chloride-dependent betaine transporter | Transporter that mediates cellular uptake of betaine and GABA in a sodium- and chloride-dependent process. |
| SLC6A13 | Sodium- and chloride-dependent GABA transporter 2 | Mediates sodium- and chloride-dependent transport of gamma-aminobutyric acid (GABA). |
| SLC7A9 | b(0,+)-type amino acid transporter 1 | Associates with SLC3A1 to form a functional transporter complex that mediates the electrogenic exchange between cationic amino acids and neutral amino acids, with a stoichiometry of 1:1. |
| NHERF1 | Na(+)/H(+) exchange regulatory cofactor NHE-RF1 | Scaffold protein that connects plasma membrane proteins with members of the ezrin/moesin/radixin family and thereby helps to link them to the actin cytoskeleton and to regulate their surface expression. |
| SORT1 | Sortilin | Functions as a sorting receptor in the Golgi compartment and as a clearance receptor on the cell surface. |
| SOX11 | Transcription factor SOX-11 | Transcription factor that acts as a transcriptional activator. |
| SP3 | Transcription factor Sp3 | Transcriptional factor that can act as an activator or repressor depending on isoform and/or post-translational modifications. |
| SPTBN1 | Spectrin beta chain, non-erythrocytic 1 | Fodrin, which seems to be involved in secretion, interacts with calmodulin in a calcium-dependent manner and is thus candidate for the calcium-dependent movement of the cytoskeleton at the membrane. |
| STC1 | Stanniocalcin-1 | Stimulates renal phosphate reabsorption, and could therefore prevent hypercalcemia. |
| TALDO1 | Transaldolase | Catalyzes the rate-limiting step of the non-oxidative phase in the pentose phosphate pathway. |
| TBX18 | T-box transcription factor TBX18 | Acts as a transcriptional repressor involved in developmental processes of a variety of tissues and organs, including the heart and coronary vessels, the ureter and the vertebral column. |
| TBX2 | T-box transcription factor TBX2 | Transcription factor which acts as a transcriptional repressor. |
| TFDP2 | Transcription factor Dp-2 | Can stimulate E2F-dependent transcription. |
| MPPED2 | Metallophosphoesterase MPPED2 | Displays low metallophosphoesterase activity (in vitro). |
| TMOD4 | Tropomodulin-4 | Blocks the elongation and depolymerization of the actin filaments at the pointed end. |
| TNP1 | Spermatid nuclear transition protein 1 | Plays a key role in the replacement of histones to protamine in the elongating spermatids of mammals. |
| TYRP1 | 5,6-dihydroxyindole-2-carboxylic acid oxidase | Plays a role in melanin biosynthesis. |
| VEGFA | Vascular endothelial growth factor A, long form | Participates in the induction of key genes involved in the response to hypoxia and in the induction of angiogenesis such as HIF1A. |
| VPS33B | Vacuolar protein sorting-associated protein 33B | May play a role in vesicle-mediated protein trafficking to lysosomal compartments and in membrane docking/fusion reactions of late endosomes/lysosomes. |
| ZNF77 | Zinc finger protein 77 | May be involved in transcriptional regulation. |
| CST9 | Cystatin-9 | May be involved in testis development. |
| FIGN | Fidgetin | ATP-dependent microtubule severing protein. |
| NPHS2 | Podocin | Plays a role in the regulation of glomerular permeability, acting probably as a linker between the plasma membrane and the cytoskeleton. |
| PRUNE1 | Exopolyphosphatase PRUNE1 | Phosphodiesterase (PDE) that has higher activity toward cAMP than cGMP, as substrate. |
| SLC2A9 | Solute carrier family 2, facilitated glucose transporter member 9 | High-capacity urate transporter, which may play a role in the urate reabsorption by proximal tubules. |
| C9 | Complement component C9 | Pore-forming component of the membrane attack complex (MAC), a multiprotein complex activated by the complement cascade, which inserts into a target cell membrane and forms a pore, leading to target cell membrane rupture and cell lysis. |
| CDH23 | Cadherin-23 | Cadherins are calcium-dependent cell adhesion proteins. |
| RGS19 | Regulator of G-protein signaling 19 | Inhibits signal transduction by increasing the GTPase activity of G protein alpha subunits thereby driving them into their inactive GDP-bound form. |
| CNTNAP2 | Contactin-associated protein-like 2 | Required for gap junction formation. |
| CACNA1A | Voltage-dependent P/Q-type calcium channel subunit alpha-1A | Voltage-sensitive calcium channels (VSCC) mediate the entry of calcium ions into excitable cells and are also involved in a variety of calcium-dependent processes, including muscle contraction, hormone or neurotransmitter release, gene exp… |
| CERS2 | Ceramide synthase 2 | Ceramide synthase that catalyzes the transfer of the acyl chain from acyl-CoA to a sphingoid base, with high selectivity toward very-long-chain fatty acyl-CoA (chain length C22-C27). |
| ANLN | Anillin | Required for cytokinesis. |
| ARHGEF10 | Rho guanine nucleotide exchange factor 10 | May play a role in developmental myelination of peripheral nerves. |
| BCAS3 | BCAS3 microtubule associated cell migration factor | Plays a role in angiogenesis. |
| IRX3 | Iroquois-class homeodomain protein IRX-3 | Transcription factor involved in SHH-dependent neural patterning. |
| IRX5 | Iroquois-class homeodomain protein IRX-5 | Establishes the cardiac repolarization gradient by its repressive actions on the KCND2 potassium-channel gene. |
Protein-family classification
Druggable: 13 · Difficult: 24 · Unknown: 38 · Druggable fraction: 0.17
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 |
|---|---|---|---|
| Transporter | 4 | 4.2× | 0.101 |
| Scaffold/PPI | 9 | 2.1× | 0.101 |
| Transcription factor | 15 | 1.6× | 0.101 |
| Complement | 1 | 3.6× | 0.551 |
| Ion channel | 1 | 1.5× | 0.885 |
| Other/Unknown | 38 | 0.9× | 0.937 |
| Antibody/Immunoglobulin | 2 | 0.8× | 0.937 |
| Enzyme (other) | 4 | 0.6× | 0.937 |
| Kinase | 1 | 0.4× | 0.937 |
Per-gene assignment
| Symbol | Family | Druggable? | EC | InterPro (top 3) |
|---|---|---|---|---|
| UMOD | Other/Unknown | no | EGF-type_Asp/Asn_hydroxyl_site, EGF, ZP_dom | |
| TFCP2L1 | Transcription factor | no | CP2, SAM/pointed_sf, TFCP2L1_SAM | |
| RREB1 | Transcription factor | no | Znf_C2H2_type, Znf_C2H2_sf, RREB1 | |
| RRM2 | Enzyme (other) | yes | 1.17.4.1 | RNR_small_fam, Ferritin-like_SF, RNR-like |
| ATXN2 | Other/Unknown | no | LsmAD_domain, PAM2_motif, LSM_dom_sf | |
| SDCCAG8 | Other/Unknown | no | SDCCAG8 | |
| SETDB1 | Enzyme (other) | yes | 2.1.1.355 | SET_dom, Methyl_CpG_DNA-bd, Tudor |
| SH3BP4 | Scaffold/PPI | no | ZU5_dom, SH3_domain, SH3BP4_SH3 | |
| SH3GL3 | Scaffold/PPI | no | SH3_domain, BAR_dom, AH/BAR_dom_sf | |
| SLC16A3 | Transporter | yes | MCT, MFS, MFS_dom | |
| SLC22A2 | Transporter | yes | Orgcat_transp/SVOP, MFS_sugar_transport-like, Sugar_transporter_CS | |
| SLC24A4 | Other/Unknown | no | K/Na/Ca-exchanger, NaCa_Exmemb, NCX_ion-bd_dom_sf | |
| SLC34A1 | Other/Unknown | no | Na/Pi_transpt | |
| SLC35A3 | Other/Unknown | no | Nuc_sug_transpt, EmrE-like | |
| SLC6A12 | Other/Unknown | no | Na/ntran_symport, Na/ntran_symport_betaine, SNS_sf | |
| SLC6A13 | Other/Unknown | no | Na/ntran_symport, Na/ntran_symport_GABA_GAT2, SNS_sf | |
| SLC7A9 | Transporter | yes | AA/rel_permease1, AminoAcid_Transporter | |
| NHERF1 | Scaffold/PPI | no | PDZ, EBP50_C, NHERF-1/NHERF-2 | |
| SORT1 | Scaffold/PPI | no | VPS10, WD40/YVTN_repeat-like_dom_sf, Sortilin_C | |
| SOX11 | Transcription factor | no | HMG_box_dom, SOX-12/11/4, HMG_box_dom_sf | |
| SP3 | Transcription factor | no | Znf_C2H2_type, Znf_C2H2_sf | |
| SPTBN1 | Scaffold/PPI | no | Actinin_actin-bd_CS, PH_dom-spectrin-type, CH_dom | |
| STC1 | Other/Unknown | no | Stanniocalcin | |
| TALDO1 | Other/Unknown | no | TAL/FSA, Transaldolase_1, Aldolase_TIM | |
| TBX18 | Transcription factor | no | TF_T-box, p53-like_TF_DNA-bd_sf, TF_T-box_CS | |
| TBX2 | Transcription factor | no | TF_T-box, TF_Brachyury, p53-like_TF_DNA-bd_sf | |
| TFDP2 | Transcription factor | no | E2F_WHTH_DNA-bd_dom, Transc_factor_DP_C, Transcrpt_fac_DP | |
| MPPED2 | Other/Unknown | no | Calcineurin-like_PHP, Calcineurin-like_Pesterase, Metallo-depent_PP-like | |
| TMOD4 | Other/Unknown | no | TMOD, LRR_dom_sf | |
| TNP1 | Other/Unknown | no | Nuclear_transition_prot1, Nuclear_transition_prot1_CS | |
| TYRP1 | Other/Unknown | no | Tyrosinase_Cu-bd, Di-copper_centre_dom_sf, Tyrosinase/Hemocyanin | |
| LINC00111 | Other/Unknown | no | ||
| LINC00113 | Other/Unknown | no | ||
| VEGFA | Other/Unknown | no | PDGF/VEGF_dom, PD_growth_factor_CS, VEGF_C | |
| VPS33B | Other/Unknown | no | Sec1-like, Sec1-like_dom2, Sec1-like_sf | |
| ZNF77 | Transcription factor | no | KRAB, Znf_C2H2_type, KRAB_dom_sf | |
| CST9 | Other/Unknown | no | CST9-like, Cystatin_sf | |
| FIGN | Other/Unknown | no | AAA+_ATPase, ATPase_AAA_core, ATPase_AAA_CS | |
| NPHS2 | Other/Unknown | no | Band_7, Stomatin_HflK_fam, Band_7/stomatin-like_CS | |
| PHTF2 | Other/Unknown | no | PHTF1/2_N, PHTF1/2 | |
| PRUNE1 | Other/Unknown | no | DDH_dom, DHHA2, DHHA2_dom_sf | |
| SLC2A9 | Transporter | yes | Sugar/inositol_transpt, MFS_sugar_transport-like, Sugar_transporter_CS | |
| C9 | Complement | yes | TSP1_rpt, MAC_perforin, LDrepeatLR_classA_rpt | |
| VENTXP7 | Other/Unknown | no | ||
| CDH23 | Other/Unknown | no | Cadherin-like_dom, Cadherin-like_sf, Cadherin_CS | |
| RGS19 | Other/Unknown | no | RGS, RGS_subdom1/3, RGS_sf | |
| CNTNAP2 | Other/Unknown | no | FA58C, EGF, Laminin_G | |
| CACNA1A | Ion channel | yes | VDCCAlpha1, CACNA1A, Ion_trans_dom | |
| CERS2 | Transcription factor | no | 2.3.1.24 | HD, TLC-dom, Homeodomain-like_sf |
| ANLN | Scaffold/PPI | no | PH_domain, PH-like_dom_sf, AHD |
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) | 1 |
| moderate (6-20) | 0 |
| broad (>20) | 74 |
| unknown | 0 |
Top tissues across cohort
| Tissue | Cohort genes |
|---|---|
| buccal mucosa cell | 7 |
| ventricular zone | 7 |
| endothelial cell | 5 |
| adult mammalian kidney | 4 |
| adult organism | 4 |
| secondary oocyte | 4 |
| monocyte | 4 |
| sural nerve | 4 |
| kidney epithelium | 4 |
| Brodmann (1909) area 23 | 4 |
| renal medulla | 3 |
| oocyte | 3 |
| calcaneal tendon | 3 |
| corpus callosum | 3 |
| mononuclear cell | 3 |
| stromal cell of endometrium | 3 |
| nephron tubule | 3 |
| right lobe of liver | 3 |
| inferior vagus X ganglion | 3 |
| cortical plate | 3 |
Per-gene tissue summary (top 30)
| Symbol | Bgee breadth | FANTOM5 breadth | SCXA | Top tissues |
|---|---|---|---|---|
| UMOD | 104 | tissue_specific | marker | renal medulla, adult organism, adult mammalian kidney |
| TFCP2L1 | 209 | broad | marker | parotid gland, saliva-secreting gland, minor salivary gland |
| RREB1 | 278 | ubiquitous | marker | buccal mucosa cell, epithelium of nasopharynx, oral cavity |
| RRM2 | 233 | ubiquitous | marker | secondary oocyte, oocyte, ventricular zone |
| ATXN2 | 286 | ubiquitous | marker | buccal mucosa cell, colonic epithelium, olfactory bulb |
| SDCCAG8 | 134 | ubiquitous | marker | corpus callosum, calcaneal tendon, thyroid gland |
| SETDB1 | 269 | ubiquitous | marker | sural nerve, monocyte, mononuclear cell |
| SH3BP4 | 274 | ubiquitous | marker | parotid gland, trachea, mucosa of paranasal sinus |
| SH3GL3 | 209 | broad | marker | sperm, middle frontal gyrus, male germ cell |
| SLC16A3 | 279 | ubiquitous | marker | stromal cell of endometrium, monocyte, mononuclear cell |
| SLC22A2 | 108 | tissue_specific | marker | adult mammalian kidney, nephron tubule, renal medulla |
| SLC24A4 | 168 | broad | marker | monocyte, leukocyte, primary visual cortex |
| SLC34A1 | 52 | tissue_specific | marker | nephron tubule, adult mammalian kidney, kidney epithelium |
| SLC35A3 | 287 | ubiquitous | marker | mucosa of sigmoid colon, jejunal mucosa, colonic mucosa |
| SLC6A12 | 176 | broad | marker | metanephros cortex, right lobe of liver, putamen |
| SLC6A13 | 204 | tissue_specific | marker | pigmented layer of retina, renal medulla, adult organism |
| SLC7A9 | 173 | tissue_specific | marker | ileal mucosa, secondary oocyte, jejunal mucosa |
| NHERF1 | 284 | ubiquitous | marker | granulocyte, lower esophagus mucosa, esophagus mucosa |
| SORT1 | 291 | ubiquitous | marker | inferior vagus X ganglion, corpus epididymis, subthalamic nucleus |
| SOX11 | 93 | broad | marker | ganglionic eminence, cortical plate, embryo |
| SP3 | 299 | ubiquitous | marker | hair follicle, germinal epithelium of ovary, sural nerve |
| SPTBN1 | 295 | ubiquitous | marker | endothelial cell, trigeminal ganglion, skin of hip |
| STC1 | 229 | ubiquitous | marker | pericardium, vena cava, buccal mucosa cell |
| TALDO1 | 294 | ubiquitous | marker | trabecular bone tissue, blood, gingival epithelium |
| TBX18 | 162 | ubiquitous | marker | right coronary artery, popliteal artery, tibial artery |
| TBX2 | 236 | ubiquitous | marker | right lung, right coronary artery, upper lobe of left lung |
| TFDP2 | 276 | ubiquitous | marker | calcaneal tendon, left testis, right testis |
| MPPED2 | 255 | broad | marker | ventricular zone, ganglionic eminence, cortical plate |
| TMOD4 | 176 | tissue_specific | yes | vastus lateralis, quadriceps femoris, skeletal muscle tissue of rectus abdominis |
| TNP1 | 150 | tissue_specific | marker | sperm, male germ cell, adult organism |
Protein interactions among cohort
Intra-cohort edges: 14.
Hub genes (top 10 by interactor count)
| Symbol | Interactor count |
|---|---|
| ANLN | 6,413 |
| SETDB1 | 4,796 |
| TALDO1 | 3,738 |
| RRM2 | 3,546 |
| SLC34A1 | 3,362 |
| ATXN2 | 3,360 |
| ACTN4 | 3,303 |
| DHX35 | 2,955 |
| SOX17 | 2,772 |
| TYRP1 | 2,635 |
Intra-cohort edges
| A | B | Sources |
|---|---|---|
| ACTN4 | ANLN | biogrid_interaction, string_interaction |
| ACTN4 | NPHS2 | string_interaction |
| ANLN | RRM2 | string_interaction |
| ATXN2 | SH3GL3 | intact, string_interaction |
| BCAS3 | SLC2A9 | string_interaction |
| BCAS3 | TBX2 | string_interaction |
| CDCA7 | SP3 | string_interaction |
| IRX3 | IRX5 | string_interaction |
| NAT8 | SLC7A9 | string_interaction |
| NHERF1 | SLC34A1 | string_interaction |
| PDZRN3 | PLCB1 | intact |
| SLC24A4 | TYRP1 | string_interaction |
| SLC34A1 | SLC7A9 | string_interaction |
| SLC34A1 | STC1 | string_interaction |
Structural data
PDB: 36 · AlphaFold-only: 36 · No structure: 3
Cohort genes with PDB structures (top 30)
| Symbol | UniProt | PDB entries |
|---|---|---|
| VEGFA | P15692 | 56 |
| SETDB1 | Q15047 | 26 |
| NHERF1 | O14745 | 22 |
| CALM2 | P0DP24 | 21 |
| SORT1 | Q99523 | 17 |
| TYRP1 | P17643 | 13 |
| UMOD | P07911 | 10 |
| C9 | P02748 | 9 |
| SLC2A9 | Q9NRM0 | 7 |
| CDH23 | Q9H251 | 6 |
| SLC13A3 | Q8WWT9 | 6 |
| RRM2 | P31350 | 5 |
| ACTN4 | O43707 | 5 |
| SLC7A9 | P82251 | 4 |
| SOX11 | P35716 | 4 |
| CACNA1A | O00555 | 4 |
| SLC6A12 | P48065 | 3 |
| SPTBN1 | Q01082 | 3 |
| ANLN | Q9NQW6 | 3 |
| CDON | Q4KMG0 | 3 |
| SH3GL3 | Q99963 | 2 |
| CDCA7 | Q9BWT1 | 2 |
| KCTD12 | Q96CX2 | 2 |
| PASK | Q96RG2 | 2 |
| LRIG1 | Q96JA1 | 2 |
| PDZRN3 | Q9UPQ7 | 2 |
| SOX17 | Q9H6I2 | 2 |
| ATXN2 | Q99700 | 1 |
| SLC22A2 | O15244 | 1 |
| TALDO1 | P37837 | 1 |
AlphaFold-only cohort genes (top 30 by pLDDT)
| Symbol | UniProt | pLDDT |
|---|---|---|
| MPPED2 | Q15777 | 95.43 |
| VPS33B | Q9H267 | 91.82 |
| NAT8 | Q9UHE5 | 91.79 |
| SLC35A3 | Q9Y2D2 | 89.31 |
| SLC6A13 | Q9NSD5 | 89.18 |
| CERS2 | Q96G23 | 87.31 |
| DHX35 | Q9H5Z1 | 86.94 |
| TMOD4 | Q9NZQ9 | 86.28 |
| PRUNE1 | Q86TP1 | 85.61 |
| PLCB1 | Q9NQ66 | 84.55 |
| LMAN2 | Q12907 | 84.45 |
| SLC16A3 | O15427 | 83.62 |
| TFCP2L1 | Q9NZI6 | 79.32 |
| STC1 | P52823 | 78.81 |
| SDCCAG8 | Q86SQ7 | 78.67 |
| CDH8 | P55286 | 77.26 |
| NPHS2 | Q9NP85 | 75.00 |
| RAI14 | Q9P0K7 | 72.80 |
| SLC34A1 | Q06495 | 72.24 |
| SLC24A4 | Q8NFF2 | 70.84 |
| SH3BP4 | Q9P0V3 | 70.15 |
| ZNF77 | Q15935 | 68.67 |
| BNIPL | Q7Z465 | 68.67 |
| CST9 | Q5W186 | 68.21 |
| ARHGEF10 | O15013 | 65.56 |
| BCAS3 | Q9H6U6 | 65.25 |
| FIGN | Q5HY92 | 62.06 |
| TNP1 | P09430 | 61.97 |
| TBX18 | O95935 | 61.09 |
| PHTF2 | Q8N3S3 | 60.23 |
Function
Pathway analysis
Distinct Reactome pathways touched by cohort: 646. Enrichment computed across 250 evidence-associated genes (143 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 143 annotated cohort genes). Counts and members are kept as ground-truth; sorted by enrichment.
| Pathway | Cohort genes | Fold | FDR | Sample cohort genes |
|---|---|---|---|---|
| Fibronectin matrix formation | 5 | 20.0× | 0.002 | COL4A1, COL4A3, COL4A4, COL4A5, FN1 |
| Attachment of bacteria to epithelial cells | 5 | 17.4× | 0.002 | COL4A1, COL4A3, COL4A4, COL4A5, FN1 |
| Collagen chain trimerization | 6 | 10.9× | 0.002 | COL4A1, COL4A3, COL4A4, COL4A5, COL6A3, COL6A5 |
| Signaling by PDGF | 6 | 10.7× | 0.002 | COL4A1, COL4A3, COL4A4, COL4A5, COL6A3, COL6A5 |
| NCAM1 interactions | 6 | 10.4× | 0.002 | COL4A1, COL4A3, COL4A4, COL4A5, COL6A3, COL6A5 |
| R-HSA-425366 | 7 | 8.9× | 0.002 | SLC16A3, SLC22A2, SLC6A12, SLC6A13, SLC13A3, SLC13A5, SLC47A1 |
| Collagen biosynthesis and modifying enzymes | 7 | 8.3× | 0.002 | ADAMTS3, COL4A1, COL4A3, COL4A4, COL4A5, COL6A3, COL6A5 |
| Anchoring fibril formation | 4 | 21.3× | 0.002 | COL4A1, COL4A3, COL4A4, COL4A5 |
| ECM proteoglycans | 7 | 7.4× | 0.003 | COL4A1, COL4A3, COL4A4, COL4A5, COL6A3, COL6A5, FN1 |
| Assembly of collagen fibrils and other multimeric structures | 6 | 8.4× | 0.005 | COL4A1, COL4A3, COL4A4, COL4A5, COL6A3, COL6A5 |
| Crosslinking of collagen fibrils | 4 | 16.0× | 0.005 | COL4A1, COL4A3, COL4A4, COL4A5 |
| Integrin cell surface interactions | 7 | 6.6× | 0.005 | COL4A1, COL4A3, COL4A4, COL4A5, COL6A3, COL6A5, FN1 |
| Collagen degradation | 6 | 7.4× | 0.007 | COL4A1, COL4A3, COL4A4, COL4A5, COL6A3, COL6A5 |
| SLC-mediated transmembrane transport | 10 | 4.1× | 0.007 | SLC16A3, SLC22A2, SLC24A4, SLC35A3, SLC6A12, SLC6A13, SLC7A9, SLC13A3 (+2 more) |
| Transport of small molecules | 16 | 2.8× | 0.008 | SLC16A3, SLC22A2, SLC24A4, SLC35A3, SLC6A12, SLC6A13, SLC7A9, SLC13A3 (+8 more) |
| Regulation of Complement cascade | 5 | 8.2× | 0.014 | C9, CFHR5, CFH, CFHR1, CFI |
| SLC-mediated transport of organic anions | 2 | 53.2× | 0.018 | SLC13A3, SLC13A5 |
| Laminin interactions | 4 | 10.7× | 0.018 | COL4A1, COL4A3, COL4A4, COL4A5 |
| Transmission across Chemical Synapses | 8 | 4.3× | 0.020 | SLC22A2, SLC6A12, SLC6A13, CACNA1A, ADCY5, ADCY8, HTR3A, HTR3B |
| Sensory processing of sound by outer hair cells of the cochlea | 5 | 7.1× | 0.021 | SPTBN1, CDH23, OTOGL, EPB41L3, MYH9 |
| Reuptake of GABA | 2 | 39.9× | 0.028 | SLC6A12, SLC6A13 |
| Hedgehog ‘off’ state | 5 | 6.2× | 0.036 | ADCY5, ADCY8, TTC21B, IFT172, MKS1 |
| Sodium-coupled sulphate, di- and tri-carboxylate transporters | 2 | 31.9× | 0.041 | SLC13A3, SLC13A5 |
| HDL clearance | 2 | 31.9× | 0.041 | CUBN, APOA1 |
| PLC beta mediated events | 4 | 7.4× | 0.051 | PLCB1, ADCY5, ADCY8, PLCB2 |
| Non-integrin membrane-ECM interactions | 5 | 5.4× | 0.057 | COL4A1, COL4A3, COL4A4, COL4A5, FN1 |
| Nephrin family interactions | 3 | 10.0× | 0.077 | SPTBN1, NPHS2, ACTN4 |
| Fatty Acids bound to GPR40 (FFAR1) regulate insulin secretion | 2 | 20.0× | 0.089 | PLCB1, PLCB2 |
| Neurotransmitter release cycle | 3 | 9.2× | 0.089 | SLC22A2, SLC6A12, SLC6A13 |
| Sensory Perception | 6 | 4.0× | 0.089 | SPTBN1, CDH23, ABCA4, APOA1, LRP2, MYH9 |
GO biological processes by enrichment
Over-representation of cohort genes vs the genome-wide background (hypergeometric test, Benjamini-Hochberg FDR; fold = observed/expected over 216 annotated cohort genes). Counts and members are kept as ground-truth; sorted by enrichment.
| GO term | Cohort genes | Fold | FDR | Sample cohort genes |
|---|---|---|---|---|
| peptidyl-lysine N6-acetylation | 2 | 78.0× | 0.071 | NAT8, NAT8B |
| citrate transport | 2 | 52.0× | 0.071 | SLC13A3, SLC13A5 |
| putrescine transport | 2 | 52.0× | 0.071 | SLC22A2, SLC47A1 |
| lymph vessel morphogenesis | 2 | 52.0× | 0.071 | VEGFA, PKD1 |
| mammary placode formation | 2 | 52.0× | 0.071 | TBX2, NRG3 |
| common bile duct development | 2 | 52.0× | 0.071 | SOX17, MKS1 |
| obsolete cytolysis by host of symbiont cells | 3 | 29.3× | 0.071 | CFHR5, CFHR1, APOL1 |
| monocarboxylic acid transport | 3 | 21.3× | 0.071 | SLC16A3, SLC6A12, SLC6A13 |
| intracellular phosphate ion homeostasis | 3 | 21.3× | 0.071 | UMOD, SLC34A1, NHERF1 |
| complement activation | 4 | 11.6× | 0.071 | C9, CFHR5, CFH, CFHR1 |
| collagen fibril organization | 6 | 6.2× | 0.071 | VPS33B, ADAMTS3, COL4A1, COL4A3, COL4A4, COL4A5 |
| collagen-activated tyrosine kinase receptor signaling pathway | 3 | 18.0× | 0.072 | COL4A1, COL4A3, COL4A5 |
| calcium-independent cell-matrix adhesion | 2 | 39.0× | 0.073 | FN1, PKD1 |
| gamma-aminobutyric acid reuptake | 2 | 39.0× | 0.073 | SLC6A12, SLC6A13 |
| regulation of glucagon secretion | 2 | 39.0× | 0.073 | PASK, IL6 |
| protein localization to juxtaparanode region of axon | 2 | 39.0× | 0.073 | CNTNAP2, EPB41L3 |
| metanephric ascending thin limb development | 2 | 39.0× | 0.073 | UMOD, PKD1 |
| embryonic camera-type eye morphogenesis | 3 | 15.6× | 0.073 | SP3, TBX2, IFT172 |
| renal water homeostasis | 4 | 9.5× | 0.073 | UMOD, ADCY5, ADCY8, AQP4 |
| kidney development | 7 | 4.5× | 0.073 | SLC34A1, SOX11, VEGFA, HAS2, LRP2, OVOL1, PKD1 |
| homophilic cell-cell adhesion | 7 | 4.5× | 0.073 | CDH23, CDH8, AMIGO1, MYPN, TENM3, DSCAM, PKD1 |
| amino acid import across plasma membrane | 3 | 14.6× | 0.075 | SLC22A2, SLC6A13, SLC47A1 |
| complement activation, alternative pathway | 3 | 13.8× | 0.086 | C9, CFHR5, CFH |
| negative regulation of cell adhesion molecule production | 2 | 31.2× | 0.098 | APOA1, CXCL8 |
| L-arginine import across plasma membrane | 2 | 31.2× | 0.098 | SLC22A2, SLC47A1 |
| serotonin-gated cation-selective signaling pathway | 2 | 31.2× | 0.098 | HTR3A, HTR3B |
| amino acid catabolic process | 2 | 26.0× | 0.108 | ETFA, ETFB |
| ERBB4 signaling pathway | 2 | 26.0× | 0.108 | NRG1, NRG3 |
| gamma-aminobutyric acid import | 2 | 26.0× | 0.108 | SLC6A13, NHERF1 |
| endocardial cell differentiation | 2 | 26.0× | 0.108 | SOX17, NRG1 |
Therapeutics
Drugs indicated for this disease
38 approved, 65 in late-stage (phase 3) trials. Disease-direct ChEMBL indications, not inferred from the associated-gene cohort below.
| Drug | Development status |
|---|---|
| Ascorbic Acid | Approved (phase 4) |
| Biotin | Approved (phase 4) |
| Calcitriol | Approved (phase 4) |
| Calcium Acetate | Approved (phase 4) |
| Chlorothiazide | Approved (phase 4) |
| Chlorthalidone | Approved (phase 4) |
| Cyanocobalamin | Approved (phase 4) |
| Dapagliflozin | Approved (phase 4) |
| Daprodustat | Approved (phase 4) |
| Darbepoetin Alfa | Approved (phase 4) |
| Doxercalciferol | Approved (phase 4) |
| Empagliflozin | Approved (phase 4) |
| Epoetin Alfa | Approved (phase 4) |
| Epoetin Beta | Approved (phase 4) |
| Epoetin Delta | Approved (phase 4) |
| Epoetin Theta | Approved (phase 4) |
| Epoetin Zeta | Approved (phase 4) |
| Ferric Oxyhydroxide | Approved (phase 4) |
| Ferric Pyrophosphate Citrate | Approved (phase 4) |
| Ferumoxytol | Approved (phase 4) |
| Finerenone | Approved (phase 4) |
| Folic Acid | Approved (phase 4) |
| Hydrochlorothiazide | Approved (phase 4) |
| Irbesartan | Approved (phase 4) |
| Iron Sucrose | Approved (phase 4) |
| Lanthanum Carbonate | Approved (phase 4) |
| Levocarnitine | Approved (phase 4) |
| Methoxy Polyethylene Glycol-Epoetin Beta | Approved (phase 4) |
| Niacin | Approved (phase 4) |
| Pantothenic Acid | Approved (phase 4) |
| Paricalcitol | Approved (phase 4) |
| Pyridoxine | Approved (phase 4) |
| Riboflavin | Approved (phase 4) |
| Roxadustat | Approved (phase 4) |
| Sevelamer Hydrochloride | Approved (phase 4) |
| Somatropin | Approved (phase 4) |
| Sotagliflozin | Approved (phase 4) |
| Vadadustat | Approved (phase 4) |
| Acetylcysteine | Phase 3 (in late-stage trials) |
| Angiotensin | Phase 3 (in late-stage trials) |
| Aspirin | Phase 3 (in late-stage trials) |
| Atorvastatin | Phase 3 (in late-stage trials) |
| Azathioprine | Phase 3 (in late-stage trials) |
| Belatacept | Phase 3 (in late-stage trials) |
| Bortezomib | Phase 3 (in late-stage trials) |
| Carvedilol | Phase 3 (in late-stage trials) |
| Charcoal, Activated | Phase 3 (in late-stage trials) |
| Cholecalciferol | Phase 3 (in late-stage trials) |
| Cinacalcet | Phase 3 (in late-stage trials) |
| Clopidogrel | Phase 3 (in late-stage trials) |
| Colestilan Chloride | Phase 3 (in late-stage trials) |
| Corn Oil | Phase 3 (in late-stage trials) |
| Curcumin | Phase 3 (in late-stage trials) |
| Cyclosporine | Phase 3 (in late-stage trials) |
| Daclizumab | Phase 3 (in late-stage trials) |
| Dalteparin Sodium | Phase 3 (in late-stage trials) |
| Desidustat | Phase 3 (in late-stage trials) |
| Dexamethasone | Phase 3 (in late-stage trials) |
| Dextrose | Phase 3 (in late-stage trials) |
| Enarodustat | Phase 3 (in late-stage trials) |
| Eplerenone | Phase 3 (in late-stage trials) |
| Ergocalciferol | Phase 3 (in late-stage trials) |
| Everolimus | Phase 3 (in late-stage trials) |
| Fentanyl | Phase 3 (in late-stage trials) |
| Fermagate | Phase 3 (in late-stage trials) |
| Ferric Derisomaltose | Phase 3 (in late-stage trials) |
| Flurandrenolide | Phase 3 (in late-stage trials) |
| Glipizide | Phase 3 (in late-stage trials) |
| Heparin | Phase 3 (in late-stage trials) |
| Heparin Sodium | Phase 3 (in late-stage trials) |
| Hepatitis B Virus Vaccine Inactivated | Phase 3 (in late-stage trials) |
| Human Immunoglobulin G | Phase 3 (in late-stage trials) |
| IRON ISOMALTOSIDE 1000 | Phase 3 (in late-stage trials) |
| Losartan | Phase 3 (in late-stage trials) |
| Medronic Acid | Phase 3 (in late-stage trials) |
| Methadone | Phase 3 (in late-stage trials) |
| Methylprednisolone | Phase 3 (in late-stage trials) |
| Mycophenolate Mofetil | Phase 3 (in late-stage trials) |
| Niacinamide | Phase 3 (in late-stage trials) |
| OMEGA-3 FATTY ACIDS | Phase 3 (in late-stage trials) |
| Ocedurenone | Phase 3 (in late-stage trials) |
| Patiromer | Phase 3 (in late-stage trials) |
| Pentoxifylline | Phase 3 (in late-stage trials) |
| Prasugrel | Phase 3 (in late-stage trials) |
| Pravastatin | Phase 3 (in late-stage trials) |
| Prednisone | Phase 3 (in late-stage trials) |
| Ramipril | Phase 3 (in late-stage trials) |
| Relmapirazin | Phase 3 (in late-stage trials) |
| Resveratrol | Phase 3 (in late-stage trials) |
| Sevelamer | Phase 3 (in late-stage trials) |
| Silver Nitrate | Phase 3 (in late-stage trials) |
| Simvastatin | Phase 3 (in late-stage trials) |
| Sirolimus | Phase 3 (in late-stage trials) |
| Sitagliptin | Phase 3 (in late-stage trials) |
| Sodium Bicarbonate | Phase 3 (in late-stage trials) |
| Spironolactone | Phase 3 (in late-stage trials) |
| Sulodexide | Phase 3 (in late-stage trials) |
| Tacrolimus Anhydrous | Phase 3 (in late-stage trials) |
| Telmisartan | Phase 3 (in late-stage trials) |
| Testosterone | Phase 3 (in late-stage trials) |
| Ticagrelor | Phase 3 (in late-stage trials) |
| Ubidecarenone | Phase 3 (in late-stage trials) |
| Vonapanitase | Phase 3 (in late-stage trials) |
Earlier-phase candidates (phase 2, investigational — efficacy not yet established): Alcohol, Alemtuzumab, Allopurinol, Anakinra, Apixaban, Atrasentan, Balcinrenone, Bardoxolone Methyl, Baricitinib, Basiliximab, Beraprost, Bumetanide, Calcium Carbonate, Colchicine, Daclatasvir, Dasatinib Anhydrous, Drotrecogin Alfa (Activated), Dulaglutide, Eculizumab, Ertapenem, Escitalopram, Etanercept, Fenoldopam, Fish Oil, Furosemide, Icodextrin, Icosapent, Iloprost, Imlifidase, Isoflavone, Ixazomib, Lipoic Acid, Alpha, Metformin, Methylcellulose, Metolazone, Milk Thistle, Mycophenolic Acid, Nifedipine, OMEGA-3-ACID ETHYL ESTERS, Perflutren, Phytonadione, Pioglitazone, Pirfenidone, Prednisolone, Propolis Wax, Quercetin, Rituximab, Sapropterin, Simeprevir, Sitaxentan, Sodium Chloride, Sulforaphane, Tabalumab, Thymalfasin, Tirzepatide, Tolvaptan, Valsartan, Vancomycin, Vitamin E, Xylitol, Zibotentan, Zinc Sulfate.
Drug target analysis
Approved (phase 4): 6 · Phase ≥3: 9 · Phased (≥1): 16 · Undrugged: 59
Druggability breadth: 94 of 250 evidence-associated genes (38%) 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 |
|---|---|
| SLC22A2 | PROGESTERONE |
| SLC34A1 | SODIUM PHOSPHATE, DIBASIC, ANHYDROUS |
| VEGFA | VADADUSTAT |
| PRUNE1 | DIPYRIDAMOLE |
| CACNA1A | NIMODIPINE |
| CERS2 | FINGOLIMOD |
Top cohort targets by molecule count
| Symbol | Molecules | Max phase |
|---|---|---|
| SLC22A2 | 47 | 4 |
| VEGFA | 5 | 4 |
| SLC16A3 | 4 | 2 |
| SLC34A1 | 2 | 4 |
| CACNA1A | 2 | 4 |
| RRM2 | 1 | 3 |
| SLC6A12 | 1 | 1 |
| SLC6A13 | 1 | 1 |
| SORT1 | 1 | 3 |
| SPTBN1 | 1 | 2 |
Drugs targeting cohort genes (top 30)
| Molecule | Max phase | Targets in cohort |
|---|---|---|
| PROGESTERONE | 4 | SLC22A2 |
| IMIPRAMINE | 4 | SLC22A2 |
| EPINASTINE | 4 | SLC22A2 |
| VECURONIUM BROMIDE | 4 | SLC22A2 |
| DOLUTEGRAVIR | 4 | SLC22A2 |
| PIMOZIDE | 4 | SLC22A2 |
| PANTOPRAZOLE | 4 | SLC22A2 |
| RITONAVIR | 4 | SLC22A2 |
| QUININE | 4 | SLC22A2 |
| PHENFORMIN | 4 | SLC22A2 |
| DIHYDROERGOTAMINE | 4 | SLC22A2 |
| PRAZOSIN | 4 | SLC22A2 |
| DOMPERIDONE | 4 | SLC22A2 |
| GRANISETRON | 4 | SLC22A2 |
| BITHIONOL | 4 | SLC22A2 |
| CIMETIDINE | 4 | SLC22A2 |
| TUBOCURARINE | 4 | SLC22A2 |
| NOSCAPINE | 4 | SLC22A2 |
| BICTEGRAVIR | 4 | SLC22A2 |
| ONDANSETRON | 4 | SLC22A2 |
| IRINOTECAN | 4 | SLC22A2 |
| BUSPIRONE | 4 | SLC22A2 |
| DISOPYRAMIDE | 4 | SLC22A2 |
| PENTAMIDINE | 4 | SLC22A2 |
| MITOXANTRONE | 4 | SLC22A2 |
| ZAFIRLUKAST | 4 | SLC22A2 |
| PROCAINAMIDE | 4 | SLC22A2 |
| AMANTADINE | 4 | SLC22A2 |
| ETHINYL ESTRADIOL | 4 | SLC22A2 |
| DESIPRAMINE | 4 | SLC22A2 |
Bioactivity and enzyme data
Enzyme cohort genes (≥1 EC): 5.
Cohort genes with ChEMBL bioactivity (full, sorted by assay count)
| Symbol | Assays | Type breakdown |
|---|---|---|
| PASK | 199 | Binding:198, Functional:1 |
| SLC22A2 | 101 | Functional:62, ADMET:21, Binding:18 |
| SETDB1 | 65 | Binding:64, ADMET:1 |
| VEGFA | 64 | Binding:64 |
| SLC16A3 | 58 | Binding:53, Functional:5 |
| SLC6A12 | 50 | Binding:48, Functional:2 |
| RRM2 | 37 | Binding:34, Functional:3 |
| CACNA1A | 19 | Binding:18, Functional:1 |
| SORT1 | 17 | Binding:15, ADMET:2 |
| SLC6A13 | 15 | Binding:15 |
| SLC2A9 | 13 | Binding:11, Functional:2 |
| KCTD12 | 12 | Binding:12 |
| PLCB1 | 11 | Binding:9, Functional:2 |
| SLC34A1 | 8 | Binding:7, Functional:1 |
| DHX35 | 8 | Binding:8 |
| SPTBN1 | 7 | Binding:7 |
| ACTN4 | 7 | Binding:7 |
| ATXN2 | 5 | Binding:3, Functional:2 |
| NHERF1 | 5 | Binding:5 |
| CERS2 | 4 | Binding:4 |
| SLC13A3 | 4 | Binding:3, Functional:1 |
| TYRP1 | 3 | Binding:3 |
| PRUNE1 | 3 | Binding:3 |
| TFDP2 | 2 | Binding:2 |
| SLC24A4 | 1 | Functional:1 |
| TALDO1 | 1 | Binding:1 |
| C9 | 1 | Binding:1 |
| RGS19 | 1 | Binding:1 |
| CALM2 | 1 | Binding:1 |
| LMAN2 | 1 | Binding:1 |
| SOX17 | 1 | Binding:1 |
Cohort enzymes (BRENDA EC)
| Symbol | EC numbers | Names |
|---|---|---|
| RRM2 | 1.17.4.1 | ribonucleoside-diphosphate reductase |
| SETDB1 | 2.1.1.355, 2.1.1.366, 2.1.1.368 | [histone H3]-lysine9 N-trimethyltransferase, [histone H3]-N6,N6-dimethyl-lysine9 N-methyltransferase, [histone H3]-lysine9 N-dimethyltransferase |
| CERS2 | 2.3.1.24, 2.3.1.297 | sphingosine N-acyltransferase, very-long-chain ceramide synthase |
| PLCB1 | 3.1.4.11 | phosphoinositide phospholipase C |
| NAT8 | 2.3.1.80 | cysteine-S-conjugate N-acetyltransferase |
Cohort genes with high screening signal
≥100 ChEMBL assays — a studied-ness signal; see Therapeutics for approved-drug status.
| Symbol | ChEMBL assays |
|---|---|
| SLC22A2 | 101 |
| PASK | 199 |
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) |
|---|---|---|
| PROGESTERONE | 4 | SLC22A2 |
| IMIPRAMINE | 4 | SLC22A2 |
| EPINASTINE | 4 | SLC22A2 |
| VECURONIUM BROMIDE | 4 | SLC22A2 |
| DOLUTEGRAVIR | 4 | SLC22A2 |
| PIMOZIDE | 4 | SLC22A2 |
| PANTOPRAZOLE | 4 | SLC22A2 |
| RITONAVIR | 4 | SLC22A2 |
| QUININE | 4 | SLC22A2 |
| PHENFORMIN | 4 | SLC22A2 |
| DIHYDROERGOTAMINE | 4 | SLC22A2 |
| PRAZOSIN | 4 | SLC22A2 |
| DOMPERIDONE | 4 | SLC22A2 |
| GRANISETRON | 4 | SLC22A2 |
| BITHIONOL | 4 | SLC22A2 |
| CIMETIDINE | 4 | SLC22A2 |
| TUBOCURARINE | 4 | SLC22A2 |
| NOSCAPINE | 4 | SLC22A2 |
| BICTEGRAVIR | 4 | SLC22A2 |
| ONDANSETRON | 4 | SLC22A2 |
| IRINOTECAN | 4 | SLC22A2 |
| BUSPIRONE | 4 | SLC22A2 |
| DISOPYRAMIDE | 4 | SLC22A2 |
| PENTAMIDINE | 4 | SLC22A2 |
| MITOXANTRONE | 4 | SLC22A2 |
| ZAFIRLUKAST | 4 | SLC22A2 |
| PROCAINAMIDE | 4 | SLC22A2 |
| AMANTADINE | 4 | SLC22A2 |
| ETHINYL ESTRADIOL | 4 | SLC22A2 |
| DESIPRAMINE | 4 | SLC22A2 |
Druggability pyramid
Cohort genes binned by druggability tier (high → low):
| Tier | Definition | Genes | Symbols |
|---|---|---|---|
| A | Approved (phase 4 drug) | 6 | SLC22A2, SLC34A1, VEGFA, PRUNE1, CACNA1A, CERS2 |
| B | Phased (≥1) drug, not yet approved | 10 | RRM2, SLC16A3, SLC6A12, SLC6A13, SORT1, SPTBN1, SLC2A9, DHX35, ACTN4, PASK |
| C | Druggable family + PDB, no drug | 5 | SETDB1, SLC7A9, C9, CDON, LRIG1 |
| D | Druggable family + AlphaFold only, no drug | 2 | PLCB1, NAT8 |
| E | Difficult family or no structure, no drug | 52 | UMOD, TFCP2L1, RREB1, ATXN2, SDCCAG8, SH3BP4, SH3GL3, SLC24A4, SLC35A3, NHERF1 (+42 more) |
Undrugged target profiles
59 cohort genes are undrugged. Ranked by ‘starting-point quality’ (assay depth + drugged-partner adjacency).
| Symbol | ChEMBL assays | Drugged partners (top 3) |
|---|---|---|
| STC1 | 0 | SLC34A1 |
| UMOD | 0 | — |
| TFCP2L1 | 0 | — |
| RREB1 | 0 | — |
| ATXN2 | 5 | — |
| SDCCAG8 | 0 | — |
| SETDB1 | 65 | — |
| SH3BP4 | 0 | — |
| SH3GL3 | 0 | — |
| SLC24A4 | 1 | — |
| SLC35A3 | 0 | — |
| SLC7A9 | 0 | — |
| NHERF1 | 5 | — |
| SOX11 | 0 | — |
| SP3 | 0 | — |
| TALDO1 | 1 | — |
| TBX18 | 0 | — |
| TBX2 | 0 | — |
| TFDP2 | 2 | — |
| MPPED2 | 0 | — |
| TMOD4 | 0 | — |
| TNP1 | 0 | — |
| TYRP1 | 3 | — |
| LINC00111 | 0 | — |
| LINC00113 | 0 | — |
| VPS33B | 0 | — |
| ZNF77 | 0 | — |
| CST9 | 0 | — |
| FIGN | 0 | — |
| NPHS2 | 0 | — |
Clinical trials & evidence
Clinical trials
Clinical trials: 2,033.
Phase distribution (across all retrieved trials)
| Phase | Trials |
|---|---|
| Not specified | 379 |
| PHASE4 | 195 |
| PHASE2 | 183 |
| PHASE3 | 172 |
| PHASE1 | 108 |
| PHASE1/PHASE2 | 28 |
| PHASE2/PHASE3 | 21 |
| EARLY_PHASE1 | 14 |
Top trials by phase / activity
| NCT | Phase | Status | Title |
|---|---|---|---|
| NCT03055598 | PHASE4 | ACTIVE_NOT_RECRUITING | Ferric Citrate in ESRD Pilot Project |
| NCT03471117 | PHASE4 | RECRUITING | Pioglitazone to Reduce Sympathetic Overactivity in CKD Patients |
| NCT03826147 | PHASE4 | ACTIVE_NOT_RECRUITING | Nitrite-boosting Therapy for Improving Physiological Function in Patients With Chronic Kidney Disease |
| NCT03982160 | PHASE4 | RECRUITING | L-arginine to Reduce Sympathetic Nerve Activity in CKD Patients |
| NCT03991169 | PHASE4 | RECRUITING | Oral Iron in Children With Chronic Kidney Disease |
| NCT04297592 | PHASE4 | ENROLLING_BY_INVITATION | Antibiotic Prophylaxis in High-Risk Arthroplasty Patients |
| NCT04522622 | PHASE4 | RECRUITING | Treatment of Adynamic Bone Disorder With Parathyroid Hormone in Chronic Kidney Disease |
| NCT05515367 | PHASE4 | RECRUITING | A Post Marketing Surveillance to Evaluate the Safety of Desidustat for the Treatment of Anemia in Subjects With Chronic Kidney Disease (CKD).(Real World Evidence Study) |
| NCT05557370 | PHASE4 | ACTIVE_NOT_RECRUITING | Immunogenicity of HPV Vaccine in Transplant Recipients. |
| NCT05846490 | PHASE4 | RECRUITING | Impact of Obstructive Sleep Apnea (OSA) Treatment on Blood Pressure Control in Chronic Kidney Disease |
| NCT05887817 | PHASE4 | ACTIVE_NOT_RECRUITING | Effects of Finerenone on Vascular Stiffness and Cardiorenal Biomarkers in T2D and CKD (FIVE-STAR) |
| NCT05942027 | PHASE4 | RECRUITING | Role of Coenzyme Q10 in Chronic Kidney Disease |
| NCT05942053 | PHASE4 | RECRUITING | Role of Vitamin K2 in Chronic Kidney Disease |
| NCT06013865 | PHASE4 | RECRUITING | Empagliflozin Treatment in Kidney Transplant Recipients |
| NCT06110130 | PHASE4 | RECRUITING | Effect of Empagliflozin on Podocyte Specific Proteins in African American Veterans With NDKD |
| NCT06256991 | PHASE4 | RECRUITING | Potassium Correction for RAAS Optimization in Chronic Kidney Disease |
| NCT06396416 | PHASE4 | RECRUITING | Obesity Management for Kidney TRANSPLANTation: OK-TRANSPLANT 2 |
| NCT06402851 | PHASE4 | RECRUITING | Vitamin K AntagonISt, Factor Xa Inhibitor or No Anticoagulation in Atrial Fibrillation and DIalytic End-stage Renal DiseasE (VISIONAIRE) |
| NCT06475625 | PHASE4 | ACTIVE_NOT_RECRUITING | Clinical Impact of Orsiro™ Stent in Patient With Chronic Kidney Disease |
| NCT06560801 | PHASE4 | RECRUITING | Dapagliflozin on Renal Morphology and Renal Perfusion in Patients One Year After Kidney Transplantation |
| NCT06574425 | PHASE4 | ENROLLING_BY_INVITATION | Long-term, High Blood Flow Hemoadsorption Therapy in Patients Undergoing Maintenance Hemodialysis |
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Drugs tested across these trials (top 30)
Related Atlas pages
- Cohort genes: UMOD, TFCP2L1, RREB1, RRM2, ATXN2, SDCCAG8, SETDB1, SH3BP4, SH3GL3, SLC16A3, SLC22A2, SLC24A4, SLC34A1, SLC35A3, SLC6A12, SLC6A13, SLC7A9, NHERF1, SORT1, SOX11, SP3, SPTBN1, STC1, TALDO1, TBX18, TBX2, TFDP2, MPPED2, TMOD4, TNP1, TYRP1, LINC00111, LINC00113, VEGFA, VPS33B, ZNF77, CST9, FIGN, NPHS2, PHTF2, PRUNE1, SLC2A9, C9, CDH23, RGS19, CNTNAP2, CACNA1A, CERS2, ANLN, ARHGEF10, BCAS3, IRX3, IRX5, SLC13A3, CALM2, CDCA7, KCTD12, RAI14, DHX35, PLCB1, RERG, ACTN4, ZNF423, MUC17, RAPGEF5, BNIPL, LMAN2, CDON, PASK, LRIG1, CDH8, PDZRN3, NAT8, SOX17
- Drugs: Cinacalcet, Paricalcitol, Sevelamer, Darbepoetin Alfa, Peginesatide, Calcitriol, Finerenone, Sodium Bicarbonate, Clopidogrel Bisulfate, Colestilan Chloride, Lanthanum Carbonate, Roxadustat, Sevelamer, Empagliflozin, Ramipril, Acetylcysteine, Aliskiren, Calcifediol, Methoxy Polyethylene Glycol-Epoetin Beta, Sodium Zirconium Cyclosilicate, Sotagliflozin, Amiloride, Doxercalciferol, Eplerenone, Ergocalciferol, Furosemide, Iron Sucrose, Pentoxifylline, Somatropin, Calcium Acetate