Monogenic diabetes
diseaseOn this page
Also known as rare genetic diabetes mellitus
Summary
Monogenic diabetes (MONDO:0015967) is a disease caused by variants in HNF1A and NKX2-2, with 47 cohort genes and 9 clinical trials. The dominant Reactome pathway is Regulation of gene expression in beta cells (9 cohort genes). Top therapeutic interventions include sitagliptin, avexitide, and dorzagliatin.
At a glance
- Causal genes: HNF1A (GenCC Definitive), NKX2-2 (GenCC Strong)
- Cohort genes: 47
- ClinVar variants: 1,577
- Clinical trials: 9
Clinical features
No curated clinical features (Orphanet) for this disease.
Identifiers
Disease identifiers
| Field | Value |
|---|---|
| Canonical name | monogenic diabetes |
| Mondo ID | MONDO:0015967 |
| EFO | EFO:1001511 |
| Orphanet | 183625 |
| NCIT | C129739 |
| UMLS | C3888631 |
| MedGen | 1392102 |
| Is cancer (heuristic) | no |
Also known as: monogenic diabetes · rare genetic diabetes mellitus
Data availability: 1,577 ClinVar variants · 1,103 ClinGen variant curations · 5 GenCC gene-disease records · 14 cell lines.
Disease family
An umbrella term covering 2 Mondo subtypes.
Classification path: disease › human disease › disease by body system or component › digestive system disorder › pancreas disorder › endocrine pancreas disorder › diabetes mellitus › monogenic diabetes
Related subtypes (7): type 1 diabetes mellitus, type 2 diabetes mellitus, gestational diabetes, maternally-inherited diabetes and deafness, diabetic ketoacidosis, type 5 diabetes mellitus, cystic fibrosis-related diabetes
Subtypes (2): neonatal diabetes mellitus, maturity-onset diabetes of the young
Genetics & variants
GWAS landscape
No GWAS associations recorded — common-variant (GWAS) studies don’t cover this disease (typical for Mendelian / rare diseases). See the curated gene cohort and Mendelian overlap below.
Variant details and genetic-evidence tiers
ClinVar germline variants
600 retrieved; paginated sample, class counts are floors:
165 pathogenic, 156 uncertain significance, 153 likely pathogenic, 49 conflicting classifications of pathogenicity, 32 benign/likely benign, 31 benign, 8 likely benign, 5 pathogenic/likely pathogenic, 1 pathogenic/likely pathogenic/likely risk allele
| ClinVar | Variant (HGVS) | Gene | Classification | Review |
|---|---|---|---|---|
| 1315998 | NM_000545.8(HNF1A):c.1781G>T (p.Ser594Ile) | C12orf43 | Pathogenic | reviewed by expert panel |
| 1098819 | NM_000162.5(GCK):c.1139A>C (p.His380Pro) | GCK | Pathogenic | reviewed by expert panel |
| 1172896 | NM_000162.5(GCK):c.660C>A (p.Cys220Ter) | GCK | Pathogenic | reviewed by expert panel |
| 1191898 | NM_000162.5(GCK):c.617C>T (p.Thr206Met) | GCK | Pathogenic/Likely pathogenic | criteria provided, multiple submitters, no conflicts |
| 1195505 | NM_000162.5(GCK):c.564_567dup (p.Lys190fs) | GCK | Pathogenic | criteria provided, multiple submitters, no conflicts |
| 1200795 | NM_000162.5(GCK):c.679+1G>A | GCK | Pathogenic | criteria provided, multiple submitters, no conflicts |
| 1256304 | NM_000162.5(GCK):c.1145G>A (p.Cys382Tyr) | GCK | Pathogenic | reviewed by expert panel |
| 129140 | NM_000162.5(GCK):c.1112G>T (p.Cys371Phe) | GCK | Pathogenic | reviewed by expert panel |
| 129142 | NM_000162.5(GCK):c.449T>A (p.Phe150Tyr) | GCK | Pathogenic | reviewed by expert panel |
| 129143 | NM_000162.5(GCK):c.523G>A (p.Gly175Arg) | GCK | Pathogenic | reviewed by expert panel |
| 129144 | NM_000162.5(GCK):c.544G>A (p.Val182Met) | GCK | Pathogenic | reviewed by expert panel |
| 129145 | NM_000162.5(GCK):c.616A>C (p.Thr206Pro) | GCK | Pathogenic/Likely pathogenic | criteria provided, multiple submitters, no conflicts |
| 1320655 | NM_000162.5(GCK):c.1322C>G (p.Ser441Trp) | GCK | Pathogenic | reviewed by expert panel |
| 1343440 | NM_000162.5(GCK):c.179C>T (p.Thr60Ile) | GCK | Pathogenic | reviewed by expert panel |
| 1365679 | NM_000162.5(GCK):c.1340_1368del (p.Arg447fs) | GCK | Pathogenic | reviewed by expert panel |
| 1405403 | NM_000162.5(GCK):c.1019G>A (p.Ser340Asn) | GCK | Pathogenic | reviewed by expert panel |
| 1452320 | NM_000162.5(GCK):c.140dup (p.Glu48fs) | GCK | Pathogenic | criteria provided, multiple submitters, no conflicts |
| 1464253 | NM_000162.5(GCK):c.671T>C (p.Met224Thr) | GCK | Pathogenic | reviewed by expert panel |
| 1472875 | NM_000162.5(GCK):c.1228G>C (p.Gly410Arg) | GCK | Pathogenic | reviewed by expert panel |
| 1490297 | NM_000162.5(GCK):c.503C>T (p.Thr168Ile) | GCK | Pathogenic | reviewed by expert panel |
| 16134 | NM_000162.5(GCK):c.683C>T (p.Thr228Met) | GCK | Pathogenic | reviewed by expert panel |
| 16135 | NM_000162.5(GCK):c.781G>A (p.Gly261Arg) | GCK | Pathogenic | reviewed by expert panel |
| 16141 | NM_000162.5(GCK):c.629T>A (p.Met210Lys) | GCK | Pathogenic | reviewed by expert panel |
| 16145 | NM_000162.5(GCK):c.1132G>A (p.Ala378Thr) | GCK | Pathogenic | reviewed by expert panel |
| 1679545 | NM_000162.5(GCK):c.771G>A (p.Trp257Ter) | GCK | Pathogenic/Likely pathogenic | criteria provided, multiple submitters, no conflicts |
| 1679547 | NM_000162.5(GCK):c.1079C>A (p.Ser360Ter) | GCK | Pathogenic | reviewed by expert panel |
| 1679549 | NM_000162.5(GCK):c.475A>G (p.Ile159Val) | GCK | Pathogenic/Likely pathogenic | criteria provided, multiple submitters, no conflicts |
| 1700674 | NM_000162.5(GCK):c.1247A>G (p.His416Arg) | GCK | Pathogenic | reviewed by expert panel |
| 1700683 | NM_000162.5(GCK):c.864-1G>C | GCK | Pathogenic | reviewed by expert panel |
| 1741488 | NM_000162.5(GCK):c.455T>C (p.Phe152Ser) | GCK | Pathogenic | reviewed by expert panel |
Genes & proteins
Mendelian disease overlap and somatic drivers
GenCC: 27 · Orphanet: 118 · OMIM-shared: 0 · Dual-evidence (GWAS+Mendelian): 0
GenCC gene–disease validity (cohort genes)
the Disease column is the GenCC-asserted condition — a cohort gene’s strongest validity may be for a related predisposition syndrome.
| Gene | Classification | Inheritance | Disease | Records |
|---|---|---|---|---|
| HNF1A | Definitive | Autosomal dominant | monogenic diabetes | 11 |
| NEUROD1 | Strong | Autosomal recessive | permanent neonatal diabetes mellitus-pancreatic and cerebellar agenesis syndrome | 10 |
| NKX2-2 | Strong | Autosomal recessive | neonatal diabetes mellitus | 2 |
| PAX4 | Supportive | Autosomal dominant | maturity-onset diabetes of the young | 4 |
Orphanet rare-disease linkage (cohort genes)
| Gene | Orphanet ID | Rare disease |
|---|---|---|
| HNF1A | Orphanet:319303 | Chromophobe renal cell carcinoma |
| HNF1A | Orphanet:324575 | Hyperinsulinism due to HNF1A deficiency |
| HNF1A | Orphanet:404511 | Clear cell papillary renal cell carcinoma |
| HNF1A | Orphanet:552 | MODY |
| NEUROD1 | Orphanet:552 | MODY |
| PAX4 | Orphanet:552 | MODY |
| BLK | Orphanet:536 | Systemic lupus erythematosus |
| BLK | Orphanet:552 | MODY |
| SIM1 | Orphanet:171829 | 6q16 microdeletion syndrome |
| SIM1 | Orphanet:369873 | Obesity due to SIM1 deficiency |
| SIM1 | Orphanet:398079 | SIM1-related Prader-Willi-like syndrome |
| SLC19A2 | Orphanet:49827 | Thiamine-responsive megaloblastic anemia syndrome |
| SLC2A2 | Orphanet:2088 | Fanconi-Bickel syndrome |
| HNF1B | Orphanet:1309 | Medullary sponge kidney |
| HNF1B | Orphanet:1331 | Familial prostate cancer |
| HNF1B | Orphanet:2578 | Mayer-Rokitansky-Küster-Hauser syndrome type 2 |
| HNF1B | Orphanet:261265 | 17q12 microdeletion syndrome |
| HNF1B | Orphanet:93111 | HNF1B-related autosomal dominant tubulointerstitial kidney disease |
| HNF1B | Orphanet:93172 | Renal dysplasia, unilateral |
| HNF1B | Orphanet:93173 | Renal dysplasia, bilateral |
| HNF1B | Orphanet:97363 | Unilateral multicystic dysplastic kidney |
| HNF1B | Orphanet:97364 | Bilateral multicystic dysplastic kidney |
| KLF11 | Orphanet:552 | MODY |
| WFS1 | Orphanet:3463 | Wolfram syndrome |
| WFS1 | Orphanet:411590 | Wolfram-like syndrome |
| WFS1 | Orphanet:90635 | Rare autosomal dominant non-syndromic sensorineural deafness type DFNA |
| WFS1 | Orphanet:98991 | Early-onset nuclear cataract |
| CAV1 | Orphanet:220393 | Diffuse cutaneous systemic sclerosis |
| CAV1 | Orphanet:220402 | Limited cutaneous systemic sclerosis |
| CAV1 | Orphanet:275777 | Heritable pulmonary arterial hypertension |
| CAV1 | Orphanet:696206 | Congenital generalized lipodystrophy type 3 |
| BSCL2 | Orphanet:100998 | Autosomal dominant spastic paraplegia type 17 |
| BSCL2 | Orphanet:139536 | Distal hereditary motor neuropathy type 5 |
| BSCL2 | Orphanet:363400 | Progressive encephalopathy-severe neurodegeneration-lipodystrophy syndrome |
| BSCL2 | Orphanet:696289 | Congenital generalized lipodystrophy type 2 |
| CEL | Orphanet:552 | MODY |
| ZFP57 | Orphanet:99886 | Transient neonatal diabetes mellitus |
| PDHX | Orphanet:255182 | Pyruvate dehydrogenase E3-binding protein deficiency |
| RFX6 | Orphanet:293864 | Hypoplastic pancreas-intestinal atresia-hypoplastic gallbladder syndrome |
| PTF1A | Orphanet:2805 | Partial pancreatic agenesis |
| PTF1A | Orphanet:65288 | Permanent neonatal diabetes mellitus-pancreatic and cerebellar agenesis syndrome |
| APPL1 | Orphanet:552 | MODY |
| GLIS3 | Orphanet:79118 | Neonatal diabetes-congenital hypothyroidism-congenital glaucoma-hepatic fibrosis-polycystic kidneys syndrome |
| AGPAT2 | Orphanet:696189 | Congenital generalized lipodystrophy type 1 |
| EIF2AK3 | Orphanet:1667 | Wolcott-Rallison syndrome |
| GATA6 | Orphanet:2140 | Congenital diaphragmatic hernia |
| GATA6 | Orphanet:2255 | Pancreatic hypoplasia-diabetes-congenital heart disease syndrome |
| GATA6 | Orphanet:3303 | Tetralogy of Fallot |
| GATA6 | Orphanet:334 | Hereditary atrial fibrillation |
| GATA6 | Orphanet:665044 | Common arterial trunk with aortic dominance |
Cohort genes → proteins
47 cohort genes, 44 distinct canonical proteins.
Evidence partition
| Subset | Genes |
|---|---|
| multi_evidence | 47 |
Cohort genes (full)
| Symbol | HGNC | Ensembl | UniProt | Name | Evidence |
|---|---|---|---|---|---|
| HNF1A | HGNC:11621 | ENSG00000135100 | P20823 | Hepatocyte nuclear factor 1-alpha | gencc,clinvar |
| NEUROD1 | HGNC:7762 | ENSG00000162992 | Q13562 | Neurogenic differentiation factor 1 | gencc,clinvar |
| PAX4 | HGNC:8618 | ENSG00000106331 | O43316 | Paired box protein Pax-4 | gencc,clinvar |
| NKX2-2 | HGNC:7835 | ENSG00000125820 | O95096 | Homeobox protein Nkx-2.2 | gencc |
| BLK | HGNC:1057 | ENSG00000136573 | P51451 | Tyrosine-protein kinase Blk | clinvar |
| SIM1 | HGNC:10882 | ENSG00000112246 | P81133 | Single-minded homolog 1 | clinvar |
| SLC19A2 | HGNC:10938 | ENSG00000117479 | O60779 | Thiamine transporter 1 | clinvar |
| SLC2A2 | HGNC:11006 | ENSG00000163581 | P11168 | Solute carrier family 2, facilitated glucose transporter member 2 | clinvar |
| HNF1B | HGNC:11630 | ENSG00000275410 | P35680 | Hepatocyte nuclear factor 1-beta | clinvar |
| KLF11 | HGNC:11811 | ENSG00000172059 | O14901 | Krueppel-like factor 11 | clinvar |
| WFS1 | HGNC:12762 | ENSG00000109501 | O76024 | Wolframin | clinvar |
| CAV1 | HGNC:1527 | ENSG00000105974 | Q03135 | Caveolin-1 | clinvar |
| BSCL2 | HGNC:15832 | ENSG00000168000 | Q96G97 | Seipin | clinvar |
| CEL | HGNC:1848 | ENSG00000170835 | P19835 | Bile salt-activated lipase | clinvar |
| ZFP57 | HGNC:18791 | ENSG00000204644 | Q9NU63 | Zinc finger protein 57 homolog | clinvar |
| PDHX | HGNC:21350 | ENSG00000110435 | O00330 | Pyruvate dehydrogenase protein X component, mitochondrial | clinvar |
| RFX6 | HGNC:21478 | ENSG00000185002 | Q8HWS3 | DNA-binding protein RFX6 | clinvar |
| PTF1A | HGNC:23734 | ENSG00000168267 | Q7RTS3 | Pancreas transcription factor 1 subunit alpha | clinvar |
| APPL1 | HGNC:24035 | ENSG00000157500 | Q9UKG1 | DCC-interacting protein 13-alpha | clinvar |
| C12orf43 | HGNC:25719 | ENSG00000157895 | Q96C57 | Protein CUSTOS | clinvar |
| GLIS3-AS1 | HGNC:28260 | ENSG00000237009 | GLIS3 antisense RNA 1 | clinvar | |
| GLIS3 | HGNC:28510 | ENSG00000107249 | Q8NEA6 | Zinc finger protein GLIS3 | clinvar |
| AGPAT2 | HGNC:325 | ENSG00000169692 | O15120 | 1-acyl-sn-glycerol-3-phosphate acyltransferase beta | clinvar |
| EIF2AK3 | HGNC:3255 | ENSG00000172071 | Q9NZJ5 | Eukaryotic translation initiation factor 2-alpha kinase 3 | clinvar |
| GATA6 | HGNC:4174 | ENSG00000141448 | Q92908 | Transcription factor GATA-6 | clinvar |
| GCK | HGNC:4195 | ENSG00000106633 | P35557 | Hexokinase-4 | clinvar |
| ALMS1 | HGNC:428 | ENSG00000116127 | Q8TCU4 | Centrosome-associated protein ALMS1 | clinvar |
| GLUD1 | HGNC:4335 | ENSG00000148672 | P00367 | Glutamate dehydrogenase 1, mitochondrial | clinvar |
| GNG3 | HGNC:4405 | ENSG00000162188 | P63215 | Guanine nucleotide-binding protein G(I)/G(S)/G(O) subunit gamma-3 | clinvar |
| HADH | HGNC:4799 | ENSG00000138796 | Q16836 | Hydroxyacyl-coenzyme A dehydrogenase, mitochondrial | clinvar |
| HNRNPUL2-BSCL2 | HGNC:49189 | ENSG00000234857 | HNRNPUL2-BSCL2 readthrough (NMD candidate) | clinvar | |
| HNF4A | HGNC:5024 | ENSG00000101076 | P41235 | Hepatocyte nuclear factor 4-alpha | clinvar |
| BLK-AS1 | HGNC:58190 | ENSG00000269954 | BLK antisense RNA 1 | clinvar | |
| ABCC8 | HGNC:59 | ENSG00000006071 | Q09428 | ATP-binding cassette sub-family C member 8 | clinvar |
| INS | HGNC:6081 | ENSG00000254647 | P01308 | Insulin | clinvar |
| INSR | HGNC:6091 | ENSG00000171105 | P06213 | Insulin receptor | clinvar |
| FOXP3 | HGNC:6106 | ENSG00000049768 | Q9BZS1 | Forkhead box protein P3 | clinvar |
| PDX1 | HGNC:6107 | ENSG00000139515 | P52945 | Pancreas/duodenum homeobox protein 1 | clinvar |
| KCNJ11 | HGNC:6257 | ENSG00000187486 | Q14654 | ATP-sensitive inward rectifier potassium channel 11 | clinvar |
| LEP | HGNC:6553 | ENSG00000174697 | P41159 | Leptin | clinvar |
| LEPR | HGNC:6554 | ENSG00000116678 | P48357 | Leptin receptor | clinvar |
| LMNA | HGNC:6636 | ENSG00000160789 | P02545 | Prelamin-A/C | clinvar |
| MC4R | HGNC:6932 | ENSG00000166603 | P32245 | Melanocortin receptor 4 | clinvar |
| PLIN1 | HGNC:9076 | ENSG00000166819 | O60240 | Perilipin-1 | clinvar |
| PPARG | HGNC:9236 | ENSG00000132170 | P37231 | Peroxisome proliferator-activated receptor gamma | clinvar |
| PPP1R3A | HGNC:9291 | ENSG00000154415 | Q16821 | Protein phosphatase 1 regulatory subunit 3A | clinvar |
| CAVIN1 | HGNC:9688 | ENSG00000177469 | Q6NZI2 | Caveolae-associated protein 1 | clinvar |
Cohort function summary
Lead sentence per gene, UniProt-curated.
| Symbol | Protein name | Function (lead sentence) |
|---|---|---|
| HNF1A | Hepatocyte nuclear factor 1-alpha | Transcriptional activator that regulates the tissue specific expression of multiple genes, especially in pancreatic islet cells and in liver. |
| NEUROD1 | Neurogenic differentiation factor 1 | Acts as a transcriptional activator: mediates transcriptional activation by binding to E box-containing promoter consensus core sequences 5’-CANNTG-3'. |
| PAX4 | Paired box protein Pax-4 | Plays an important role in the differentiation and development of pancreatic islet beta cells. |
| NKX2-2 | Homeobox protein Nkx-2.2 | Transcriptional activator involved in the development of insulin-producting beta cells in the endocrine pancreas. |
| BLK | Tyrosine-protein kinase Blk | Non-receptor tyrosine kinase involved in B-lymphocyte development, differentiation and signaling. |
| SIM1 | Single-minded homolog 1 | Transcriptional factor that may have pleiotropic effects during embryogenesis and in the adult. |
| SLC19A2 | Thiamine transporter 1 | High-affinity transporter for the intake of thiamine. |
| SLC2A2 | Solute carrier family 2, facilitated glucose transporter member 2 | Facilitative hexose transporter that mediates the transport of glucose, fructose and galactose. |
| HNF1B | Hepatocyte nuclear factor 1-beta | Transcription factor that binds to the inverted palindrome 5’-GTTAATNATTAAC-3'. |
| KLF11 | Krueppel-like factor 11 | Transcription factor. |
| WFS1 | Wolframin | Participates in the regulation of cellular Ca(2+) homeostasis, at least partly, by modulating the filling state of the endoplasmic reticulum Ca(2+) store. |
| CAV1 | Caveolin-1 | May act as a scaffolding protein within caveolar membranes. |
| BSCL2 | Seipin | Plays a crucial role in the formation of lipid droplets (LDs) which are storage organelles at the center of lipid and energy homeostasis. |
| CEL | Bile salt-activated lipase | Catalyzes the hydrolysis of a wide range of substrates including cholesteryl esters, phospholipids, lysophospholipids, di- and tri-acylglycerols, and fatty acid esters of hydroxy fatty acids (FAHFAs). |
| ZFP57 | Zinc finger protein 57 homolog | Transcription regulator required to maintain maternal and paternal gene imprinting, a process by which gene expression is restricted in a parent of origin-specific manner by epigenetic modification of genomic DNA and chromatin, including D… |
| PDHX | Pyruvate dehydrogenase protein X component, mitochondrial | Required for anchoring dihydrolipoamide dehydrogenase (E3) to the dihydrolipoamide transacetylase (E2) core of the pyruvate dehydrogenase complexes of eukaryotes. |
| RFX6 | DNA-binding protein RFX6 | Transcription factor required to direct islet cell differentiation during endocrine pancreas development. |
| PTF1A | Pancreas transcription factor 1 subunit alpha | Transcription factor implicated in the cell fate determination in various organs. |
| APPL1 | DCC-interacting protein 13-alpha | Multifunctional adapter protein that binds to various membrane receptors, nuclear factors and signaling proteins to regulate many processes, such as cell proliferation, immune response, endosomal trafficking and cell metabolism. |
| C12orf43 | Protein CUSTOS | Plays a role in the regulation of Wnt signaling pathway during early development. |
| GLIS3 | Zinc finger protein GLIS3 | Acts both as a repressor and an activator of transcription. |
| AGPAT2 | 1-acyl-sn-glycerol-3-phosphate acyltransferase beta | Converts 1-acyl-sn-glycerol-3-phosphate (lysophosphatidic acid or LPA) into 1,2-diacyl-sn-glycerol-3-phosphate (phosphatidic acid or PA) by incorporating an acyl moiety at the sn-2 position of the glycerol backbone. |
| EIF2AK3 | Eukaryotic translation initiation factor 2-alpha kinase 3 | Metabolic-stress sensing protein kinase that phosphorylates the alpha subunit of eukaryotic translation initiation factor 2 (EIF2S1/eIF-2-alpha) in response to various stress, such as unfolded protein response (UPR). |
| GATA6 | Transcription factor GATA-6 | Transcriptional activator. |
| GCK | Hexokinase-4 | Catalyzes the phosphorylation of hexose, such as D-glucose, D-fructose and D-mannose, to hexose 6-phosphate (D-glucose 6-phosphate, D-fructose 6-phosphate and D-mannose 6-phosphate, respectively). |
| ALMS1 | Centrosome-associated protein ALMS1 | Involved in PCM1-dependent intracellular transport. |
| GLUD1 | Glutamate dehydrogenase 1, mitochondrial | Mitochondrial glutamate dehydrogenase that catalyzes the conversion of L-glutamate into alpha-ketoglutarate. |
| GNG3 | Guanine nucleotide-binding protein G(I)/G(S)/G(O) subunit gamma-3 | Guanine nucleotide-binding proteins (G proteins) are involved as a modulator or transducer in various transmembrane signaling systems. |
| HADH | Hydroxyacyl-coenzyme A dehydrogenase, mitochondrial | Mitochondrial fatty acid beta-oxidation enzyme that catalyzes the third step of the beta-oxidation cycle for medium and short-chain 3-hydroxy fatty acyl-CoAs (C4 to C10). |
| HNF4A | Hepatocyte nuclear factor 4-alpha | Transcriptional regulator which controls the expression of hepatic genes during the transition of endodermal cells to hepatic progenitor cells, facilitating the recruitment of RNA pol II to the promoters of target genes. |
| ABCC8 | ATP-binding cassette sub-family C member 8 | Regulator subunit of pancreatic ATP-sensitive potassium channel (KATP), playing a major role in the regulation of insulin release. |
| INS | Insulin | Insulin decreases blood glucose concentration. |
| INSR | Insulin receptor | Receptor tyrosine kinase which mediates the pleiotropic actions of insulin. |
| FOXP3 | Forkhead box protein P3 | Transcriptional regulator which is crucial for the development and inhibitory function of regulatory T-cells (Treg). |
| PDX1 | Pancreas/duodenum homeobox protein 1 | Activates insulin, somatostatin, glucokinase, islet amyloid polypeptide and glucose transporter type 2 gene transcription. |
| KCNJ11 | ATP-sensitive inward rectifier potassium channel 11 | Inward rectifier potassium channel that forms the pore of ATP-sensitive potassium channels (KATP), regulating potassium permeability as a function of cytoplasmic ATP and ADP concentrations in many different cells. |
| LEP | Leptin | Key player in the regulation of energy balance and body weight control. |
| LEPR | Leptin receptor | Receptor for hormone LEP/leptin. |
| LMNA | Prelamin-A/C | Lamins are intermediate filament proteins that assemble into a filamentous meshwork, and which constitute the major components of the nuclear lamina, a fibrous layer on the nucleoplasmic side of the inner nuclear membrane. |
| MC4R | Melanocortin receptor 4 | G protein-coupled receptor that binds melanocyte-stimulating hormones (alpha- and beta-MSH) and corticotropin/ACTH, which are peptide products of the POMC precursor. |
| PLIN1 | Perilipin-1 | Modulator of adipocyte lipid metabolism. |
| PPARG | Peroxisome proliferator-activated receptor gamma | Ligand-activated transcription factor that forms obligate heterodimers with the retinoic acid receptor and acts as a key regulator of biological processes, such as adipocyte differentiation, lipid metabolism, glucose homeostasis and beta-o… |
| PPP1R3A | Protein phosphatase 1 regulatory subunit 3A | Seems to act as a glycogen-targeting subunit for PP1. |
| CAVIN1 | Caveolae-associated protein 1 | Plays an important role in caveolae formation and organization. |
Protein-family classification
Druggable: 17 · Difficult: 14 · Unknown: 16 · Druggable fraction: 0.36
Family distribution
Cohort families vs a genome-wide background (hypergeometric, BH-FDR; fold = observed/expected). Counts kept; sorted by enrichment, so the catch-all Other/Unknown bucket no longer leads.
| Family | Genes | Fold | FDR |
|---|---|---|---|
| Transcription factor | 13 | 2.3× | 0.031 |
| Nuclear receptor | 2 | 16.4× | 0.033 |
| Transporter | 3 | 5.0× | 0.075 |
| Kinase | 4 | 2.4× | 0.222 |
| Ion channel | 1 | 2.4× | 0.591 |
| Enzyme (other) | 5 | 1.3× | 0.591 |
| Antibody/Immunoglobulin | 1 | 0.6× | 0.999 |
| Other/Unknown | 16 | 0.6× | 0.999 |
| GPCR | 1 | 0.5× | 0.999 |
| Scaffold/PPI | 1 | 0.4× | 0.999 |
Per-gene assignment
| Symbol | Family | Druggable? | EC | InterPro (top 3) |
|---|---|---|---|---|
| HNF1A | Transcription factor | no | HD, HNF1b_C, HNF1a_C | |
| NEUROD1 | Transcription factor | no | bHLH_dom, TF_bHLH_NeuroD, NeuroD_DUF | |
| PAX4 | Transcription factor | no | HD, Paired_dom, Homeodomain-like_sf | |
| NKX2-2 | Transcription factor | no | HD, Homeodomain-like_sf, Homeobox_CS | |
| BLK | Kinase | yes | 2.7.10.2 | Prot_kinase_dom, SH2, Ser-Thr/Tyr_kinase_cat_dom |
| SIM1 | Transcription factor | no | PAS, PAC, SIM_C | |
| SLC19A2 | Transporter | yes | Folate_carrier, ThTr-1, MFS_trans_sf | |
| SLC2A2 | Transporter | yes | Glc_transpt_2, Sugar/inositol_transpt, MFS_sugar_transport-like | |
| HNF1B | Transcription factor | no | HD, HNF1b_C, HNF-1_N | |
| KLF11 | Transcription factor | no | Znf_C2H2_type, Znf_C2H2_sf | |
| WFS1 | Other/Unknown | no | TPR-like_helical_dom_sf, Wolframin, Wolframin_fam | |
| CAV1 | Other/Unknown | no | Caveolin, Caveolin_CS | |
| BSCL2 | Other/Unknown | no | Seipin | |
| CEL | Enzyme (other) | yes | 3.1.1.13 | CarbesteraseB, Carboxylesterase_B_CS, Carboxylesterase_B_AS |
| ZFP57 | Transcription factor | no | KRAB, Znf_C2H2_type, KRAB_dom_sf | |
| PDHX | Enzyme (other) | yes | 1.2.1.104 | Biotin_lipoyl, 2-oxoacid_DH_actylTfrase, 2-oxoA_DH_lipoyl-BS |
| RFX6 | Other/Unknown | no | DNA-bd_RFX, WH-like_DNA-bd_sf, WH_DNA-bd_sf | |
| PTF1A | Transcription factor | no | bHLH_dom, HLH_DNA-bd_sf, E-box_TF_Regulators | |
| APPL1 | Scaffold/PPI | no | PH_domain, BAR_dom, PTB/PI_dom | |
| C12orf43 | Other/Unknown | no | CUSTOS | |
| GLIS3-AS1 | Other/Unknown | no | ||
| GLIS3 | Transcription factor | no | Znf_C2H2_type, Znf_C2H2_sf, GLI-like | |
| AGPAT2 | Enzyme (other) | yes | 2.3.1.51 | Plipid/glycerol_acylTrfase, AGP_acyltrans |
| EIF2AK3 | Kinase | yes | 2.7.11.1 | Prot_kinase_dom, Ser/Thr_kinase_AS, Kinase-like_dom_sf |
| GATA6 | Transcription factor | no | Znf_GATA, GATA_N, Znf_NHR/GATA | |
| GCK | Kinase | yes | 2.7.1.1 | Hexokinase, Hexokinase_BS, Hexokinase_N |
| ALMS1 | Other/Unknown | no | ALMS_motif, ALMS_repeat | |
| GLUD1 | Enzyme (other) | yes | 1.4.1.3 | Glu/Leu/Phe/Val/Trp_DH, Glu/Leu/Phe/Val/Trp_DH_C, Glu/Leu/Phe/Val/Trp_DH_dimer |
| GNG3 | Other/Unknown | no | G-protein_gamma, G-protein_gamma-like_dom, GGL_sf | |
| HADH | Enzyme (other) | yes | 1.1.1.35 | 3HC_DH_C, 3-OHacyl-CoA_DH_NAD-bd, 3-OHacyl-CoA_DH_CS |
| HNRNPUL2-BSCL2 | Other/Unknown | no | ||
| HNF4A | Nuclear receptor | yes | Nucl_hrmn_rcpt_lig-bd, Znf_hrmn_rcpt, Nuclear_hrmn_rcpt | |
| BLK-AS1 | Other/Unknown | no | ||
| ABCC8 | Transporter | yes | ABCC8/9, ABCC8, ABC_transporter-like_ATP-bd | |
| INS | Other/Unknown | no | Insulin, Insulin-like, Ins/IGF/rlx | |
| INSR | Kinase | yes | 2.7.10.1 | Rcpt_L-dom, Prot_kinase_dom, Ser-Thr/Tyr_kinase_cat_dom |
| FOXP3 | Transcription factor | no | Fork_head_dom, Znf_C2H2_type, TF_fork_head_CS_2 | |
| PDX1 | Transcription factor | no | HD, Homeodomain-like_sf, Homeobox_CS | |
| KCNJ11 | Ion channel | yes | K_chnl_inward-rec_Kir6.2, K_chnl_inward-rec_Kir_cyto, Ig_E-set | |
| LEP | Other/Unknown | no | Leptin, 4_helix_cytokine-like_core | |
| LEPR | Antibody/Immunoglobulin | yes | Hematopoietin_rcpt_Gp130_CS, Hempt_rcpt_S_F1_CS, FN3_dom | |
| LMNA | Other/Unknown | no | Lamin_tail_dom, IF_conserved, Lamin_tail_dom_sf | |
| MC4R | GPCR | yes | Mcort_rcpt_4, GPCR_Rhodpsn, Melcrt_ACTH_rcpt | |
| PLIN1 | Other/Unknown | no | Perilipin, PLIN1 | |
| PPARG | Nuclear receptor | yes | Nucl_hrmn_rcpt_lig-bd, Znf_hrmn_rcpt, Nuclear_hrmn_rcpt | |
| PPP1R3A | Other/Unknown | no | CBM21_dom, CBM21_dom_sf, PP1_regulatory_subunit_3 | |
| CAVIN1 | Other/Unknown | no | Cavin_fam |
Expression context
Cohort genes with no expression data: 0.
37 cohort genes are a single-cell marker in ≥1 SCXA experiment.
Breadth distribution (Bgee present_calls)
| Bucket | Genes |
|---|---|
| narrow (1-5 tissues) | 0 |
| moderate (6-20) | 0 |
| broad (>20) | 47 |
| unknown | 0 |
Top tissues across cohort
| Tissue | Cohort genes |
|---|---|
| islet of Langerhans | 8 |
| male germ line stem cell (sensu Vertebrata) in testis | 6 |
| right lobe of liver | 5 |
| body of pancreas | 5 |
| buccal mucosa cell | 5 |
| primordial germ cell in gonad | 4 |
| mucosa of transverse colon | 3 |
| biceps brachii | 3 |
| skeletal muscle tissue of biceps brachii | 3 |
| oocyte | 3 |
| secondary oocyte | 3 |
| pancreas | 3 |
| skeletal muscle tissue of rectus abdominis | 3 |
| liver | 2 |
| cerebellar vermis | 2 |
| lymph node | 2 |
| spleen | 2 |
| gastrocnemius | 2 |
| jejunal mucosa | 2 |
| parietal pleura | 2 |
Per-gene tissue summary (top 30)
| Symbol | Bgee breadth | FANTOM5 breadth | SCXA | Top tissues |
|---|---|---|---|---|
| HNF1A | 81 | tissue_specific | yes | right lobe of liver, mucosa of transverse colon, liver |
| NEUROD1 | 115 | broad | marker | paraflocculus, cerebellar vermis, cerebellum |
| PAX4 | 32 | tissue_specific | yes | male germ line stem cell (sensu Vertebrata) in testis, cerebellar vermis, Brodmann (1909) area 10 |
| NKX2-2 | 100 | tissue_specific | marker | inferior vagus X ganglion, subthalamic nucleus, medulla oblongata |
| BLK | 145 | tissue_specific | marker | spleen, male germ line stem cell (sensu Vertebrata) in testis, lymph node |
| SIM1 | 76 | broad | yes | renal medulla, skeletal muscle tissue of biceps brachii, biceps brachii |
| SLC19A2 | 282 | ubiquitous | marker | secondary oocyte, oocyte, gastrocnemius |
| SLC2A2 | 80 | tissue_specific | marker | right lobe of liver, liver, jejunal mucosa |
| HNF1B | 74 | broad | marker | metanephros cortex, adult mammalian kidney, kidney |
| KLF11 | 260 | ubiquitous | marker | secondary oocyte, oocyte, primordial germ cell in gonad |
| WFS1 | 280 | ubiquitous | marker | right ovary, left ovary, body of uterus |
| CAV1 | 287 | ubiquitous | marker | parietal pleura, lower lobe of lung, pleura |
| BSCL2 | 149 | ubiquitous | marker | superior frontal gyrus, primary visual cortex, pituitary gland |
| CEL | 186 | tissue_specific | marker | body of pancreas, type B pancreatic cell, pancreas |
| ZFP57 | 112 | tissue_specific | yes | primordial germ cell in gonad, C1 segment of cervical spinal cord, male germ line stem cell (sensu Vertebrata) in testis |
| PDHX | 296 | ubiquitous | marker | biceps brachii, heart right ventricle, skeletal muscle tissue of biceps brachii |
| RFX6 | 55 | tissue_specific | marker | islet of Langerhans, male germ line stem cell (sensu Vertebrata) in testis, primordial germ cell in gonad |
| PTF1A | 96 | tissue_specific | marker | body of pancreas, pancreas, islet of Langerhans |
| APPL1 | 284 | ubiquitous | marker | calcaneal tendon, biceps brachii, germinal epithelium of ovary |
| C12orf43 | 266 | ubiquitous | marker | secondary oocyte, oocyte, prefrontal cortex |
| GLIS3-AS1 | 127 | tissue_specific | yes | primordial germ cell in gonad, male germ line stem cell (sensu Vertebrata) in testis, colonic epithelium |
| GLIS3 | 213 | ubiquitous | marker | buccal mucosa cell, epithelial cell of pancreas, pancreatic ductal cell |
| AGPAT2 | 257 | ubiquitous | marker | mucosa of transverse colon, ileal mucosa, right lobe of liver |
| EIF2AK3 | 286 | ubiquitous | marker | body of pancreas, mucosa of paranasal sinus, calcaneal tendon |
| GATA6 | 204 | ubiquitous | marker | germinal epithelium of ovary, parietal pleura, jejunal mucosa |
| GCK | 155 | tissue_specific | marker | pituitary gland, adenohypophysis, islet of Langerhans |
| ALMS1 | 275 | ubiquitous | marker | buccal mucosa cell, periodontal ligament, cardia of stomach |
| GLUD1 | 291 | ubiquitous | marker | right lobe of liver, nucleus accumbens, superior vestibular nucleus |
| GNG3 | 193 | broad | marker | right frontal lobe, right hemisphere of cerebellum, cerebellar hemisphere |
| HADH | 296 | ubiquitous | marker | islet of Langerhans, heart right ventricle, skeletal muscle tissue of rectus abdominis |
Protein interactions among cohort
Intra-cohort edges: 101.
Hub genes (top 10 by interactor count)
| Symbol | Interactor count |
|---|---|
| INS | 11,670 |
| PPARG | 7,747 |
| LMNA | 7,173 |
| CAV1 | 6,673 |
| HNF4A | 4,731 |
| LEP | 4,556 |
| INSR | 4,446 |
| FOXP3 | 4,306 |
| EIF2AK3 | 4,018 |
| PDHX | 3,542 |
Intra-cohort edges
| A | B | Sources |
|---|---|---|
| ABCC8 | GCK | string_interaction |
| ABCC8 | GLIS3 | string_interaction |
| ABCC8 | HNF1A | string_interaction |
| ABCC8 | INS | string_interaction |
| ABCC8 | KCNJ11 | biogrid_interaction, intact, string_interaction |
| ABCC8 | KLF11 | string_interaction |
| ABCC8 | PAX4 | string_interaction |
| ABCC8 | PDX1 | string_interaction |
| ABCC8 | SLC19A2 | string_interaction |
| ABCC8 | SLC2A2 | string_interaction |
| ABCC8 | WFS1 | string_interaction |
| ABCC8 | ZFP57 | string_interaction |
| AGPAT2 | BSCL2 | string_interaction |
| AGPAT2 | CAV1 | string_interaction |
| AGPAT2 | CAVIN1 | string_interaction |
| AGPAT2 | LMNA | string_interaction |
| ALMS1 | INS | string_interaction |
| APPL1 | KLF11 | string_interaction |
| BLK | HNF1A | string_interaction |
| BLK | KLF11 | string_interaction |
| BLK | NEUROD1 | string_interaction |
| BLK | PAX4 | string_interaction |
| BSCL2 | CAV1 | string_interaction |
| BSCL2 | CAVIN1 | string_interaction |
| BSCL2 | LMNA | string_interaction |
| BSCL2 | PLIN1 | biogrid_interaction |
| CAV1 | CAVIN1 | intact, string_interaction |
| CAV1 | PPARG | biogrid_interaction |
| GCK | HNF1A | string_interaction |
| GCK | HNF1B | string_interaction |
| GCK | INS | string_interaction |
| GCK | KCNJ11 | string_interaction |
| GCK | KLF11 | string_interaction |
| GCK | PDX1 | string_interaction |
| GCK | RFX6 | string_interaction |
| GCK | SLC2A2 | string_interaction |
| GLIS3 | KCNJ11 | string_interaction |
| GLIS3 | NEUROD1 | string_interaction |
| GLIS3 | PTF1A | string_interaction |
| GLIS3 | RFX6 | string_interaction |
| GLIS3 | SLC19A2 | string_interaction |
| HNF1A | HNF1B | biogrid_interaction, intact, string_interaction |
| HNF1A | HNF4A | string_interaction |
| HNF1A | INS | string_interaction |
| HNF1A | KCNJ11 | string_interaction |
| HNF1A | KLF11 | string_interaction |
| HNF1A | NEUROD1 | string_interaction |
| HNF1A | PAX4 | string_interaction |
| HNF1A | PDX1 | string_interaction |
| HNF1A | PTF1A | string_interaction |
Structural data
PDB: 26 · AlphaFold-only: 18 · No structure: 3
Cohort genes with PDB structures (top 30)
| Symbol | UniProt | PDB entries |
|---|---|---|
| INS | P01308 | 382 |
| PPARG | P37231 | 380 |
| INSR | P06213 | 88 |
| GCK | P35557 | 35 |
| LMNA | P02545 | 28 |
| EIF2AK3 | Q9NZJ5 | 15 |
| HADH | Q16836 | 12 |
| MC4R | P32245 | 12 |
| LEP | P41159 | 10 |
| KCNJ11 | Q14654 | 9 |
| LEPR | P48357 | 9 |
| APPL1 | Q9UKG1 | 8 |
| HNF4A | P41235 | 8 |
| ABCC8 | Q09428 | 8 |
| CEL | P19835 | 7 |
| GLUD1 | P00367 | 7 |
| HNF1A | P20823 | 6 |
| PDHX | O00330 | 5 |
| HNF1B | P35680 | 3 |
| CAVIN1 | Q6NZI2 | 3 |
| SLC19A2 | O60779 | 2 |
| FOXP3 | Q9BZS1 | 2 |
| PDX1 | P52945 | 2 |
| CAV1 | Q03135 | 1 |
| BSCL2 | Q96G97 | 1 |
| PPP1R3A | Q16821 | 1 |
AlphaFold-only cohort genes (top 30 by pLDDT)
| Symbol | UniProt | pLDDT |
|---|---|---|
| AGPAT2 | O15120 | 91.66 |
| SLC2A2 | P11168 | 86.56 |
| GNG3 | P63215 | 85.44 |
| BLK | P51451 | 81.89 |
| WFS1 | O76024 | 73.85 |
| PAX4 | O43316 | 70.35 |
| NKX2-2 | O95096 | 64.62 |
| C12orf43 | Q96C57 | 64.08 |
| NEUROD1 | Q13562 | 62.39 |
| PTF1A | Q7RTS3 | 61.81 |
| SIM1 | P81133 | 60.70 |
| RFX6 | Q8HWS3 | 59.23 |
| ZFP57 | Q9NU63 | 56.76 |
| PLIN1 | O60240 | 54.52 |
| GATA6 | Q92908 | 53.48 |
| GLIS3 | Q8NEA6 | 49.95 |
| KLF11 | O14901 | 49.73 |
| ALMS1 | Q8TCU4 |
Function
Pathway analysis
Distinct Reactome pathways touched by cohort: 233. Enrichment computed across 47 evidence-associated genes (37 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 37 annotated cohort genes). Counts and members are kept as ground-truth; sorted by enrichment.
| Pathway | Cohort genes | Fold | FDR | Sample cohort genes |
|---|---|---|---|---|
| Regulation of gene expression in beta cells | 9 | 126.3× | 2e-15 | HNF1A, NEUROD1, SLC2A2, RFX6, GCK, HNF4A, INS, PDX1 (+1 more) |
| Regulation of gene expression in endocrine-committed (NEUROG3+) progenitor cells | 3 | 185.2× | 4e-05 | NEUROD1, PAX4, NKX2-2 |
| Regulation of gene expression in early pancreatic precursor cells | 3 | 115.7× | 1e-04 | HNF1B, PTF1A, PDX1 |
| Developmental Lineage of Pancreatic Acinar Cells | 4 | 32.5× | 4e-04 | HNF1B, CEL, PTF1A, PDX1 |
| Defective ABCC8 can cause hypo- and hyper-glycemias | 2 | 308.6× | 5e-04 | ABCC8, KCNJ11 |
| Regulation of insulin secretion | 4 | 23.7× | 9e-04 | SLC2A2, ABCC8, INS, KCNJ11 |
| Developmental Lineage of Multipotent Pancreatic Progenitor Cells | 3 | 48.7× | 1e-03 | HNF1B, GATA6, PDX1 |
| ATP sensitive Potassium channels | 2 | 154.3× | 0.002 | ABCC8, KCNJ11 |
| IRS activation | 2 | 123.5× | 0.003 | INS, INSR |
| Signaling by Leptin | 2 | 56.1× | 0.012 | LEP, LEPR |
| Signal attenuation | 2 | 56.1× | 0.012 | INS, INSR |
| Signaling by Insulin receptor | 2 | 47.5× | 0.014 | INS, INSR |
| Nephron development | 2 | 47.5× | 0.014 | HNF1B, HNF4A |
| Inwardly rectifying K+ channels | 2 | 38.6× | 0.017 | ABCC8, KCNJ11 |
| Regulation of beta-cell development | 2 | 38.6× | 0.017 | NEUROD1, INS |
| Integration of energy metabolism | 3 | 14.2× | 0.017 | ABCC8, INS, KCNJ11 |
| Insulin receptor signalling cascade | 2 | 36.3× | 0.018 | INS, INSR |
| Synthesis, secretion, and deacylation of Ghrelin | 2 | 32.5× | 0.022 | INS, LEP |
| Defective GCK causes maturity-onset diabetes of the young 2 (MODY2) | 1 | 308.6× | 0.033 | GCK |
| Defective SLC2A2 causes Fanconi-Bickel syndrome (FBS) | 1 | 308.6× | 0.033 | SLC2A2 |
| Triglyceride catabolism | 2 | 25.7× | 0.033 | CAV1, PLIN1 |
| ABC transporter disorders | 2 | 23.7× | 0.033 | ABCC8, KCNJ11 |
| Transcriptional regulation of white adipocyte differentiation | 3 | 10.5× | 0.033 | LEP, PLIN1, PPARG |
| Insulin receptor recycling | 2 | 20.6× | 0.039 | INS, INSR |
| FOXO-mediated transcription of oxidative stress, metabolic and neuronal genes | 2 | 20.6× | 0.039 | GCK, INS |
| FOXO-mediated transcription | 2 | 18.2× | 0.048 | CAV1, INS |
| Defective ABCC9 causes CMD10, ATFB12 and Cantu syndrome | 1 | 154.3× | 0.056 | KCNJ11 |
| Negative regulation of the PI3K/AKT network | 2 | 15.1× | 0.064 | INS, INSR |
| Peptide hormone metabolism | 2 | 14.7× | 0.065 | INS, LEP |
| Breakdown of the nuclear lamina | 1 | 102.9× | 0.072 | LMNA |
GO biological processes by enrichment
Over-representation of cohort genes vs the genome-wide background (hypergeometric test, Benjamini-Hochberg FDR; fold = observed/expected over 44 annotated cohort genes). Counts and members are kept as ground-truth; sorted by enrichment.
| GO term | Cohort genes | Fold | FDR | Sample cohort genes |
|---|---|---|---|---|
| glucose homeostasis | 11 | 32.7× | 1e-11 | HNF1A, NEUROD1, WFS1, RFX6, GCK, HNF4A, INS, INSR (+3 more) |
| regulation of insulin secretion | 8 | 71.3× | 5e-11 | NEUROD1, RFX6, GCK, HADH, HNF4A, ABCC8, KCNJ11, LEP |
| insulin secretion | 6 | 58.9× | 2e-07 | HNF1A, NEUROD1, HNF1B, PDX1, LEP, MC4R |
| type B pancreatic cell differentiation | 4 | 191.5× | 5e-07 | PAX4, RFX6, GATA6, PDX1 |
| endocrine pancreas development | 4 | 85.1× | 2e-05 | NEUROD1, HNF1B, RFX6, EIF2AK3 |
| positive regulation of cold-induced thermogenesis | 6 | 22.3× | 3e-05 | CAV1, BSCL2, ALMS1, HADH, LEP, LEPR |
| pancreas development | 4 | 61.3× | 5e-05 | HNF1A, HNF1B, WFS1, PTF1A |
| glucose metabolic process | 5 | 29.0× | 5e-05 | GCK, INS, PDX1, KCNJ11, LEP |
| response to glucose | 5 | 29.0× | 5e-05 | NEUROD1, HNF1B, GCK, HNF4A, NKX2-2 |
| positive regulation of insulin secretion | 5 | 29.0× | 5e-05 | NEUROD1, BLK, GCK, GLUD1, PDX1 |
| negative regulation of type B pancreatic cell apoptotic process | 3 | 143.6× | 6e-05 | NEUROD1, WFS1, PDX1 |
| exocrine pancreas development | 3 | 114.9× | 1e-04 | PTF1A, INSR, PDX1 |
| positive regulation of insulin secretion involved in cellular response to glucose stimulus | 4 | 34.0× | 3e-04 | SLC2A2, RFX6, ABCC8, PDX1 |
| pancreatic A cell fate commitment | 2 | 383.0× | 3e-04 | NEUROD1, NKX2-2 |
| pancreatic PP cell fate commitment | 2 | 383.0× | 3e-04 | NEUROD1, NKX2-2 |
| positive regulation of glycogen biosynthetic process | 3 | 67.6× | 4e-04 | GCK, INS, INSR |
| regulation of transcription by RNA polymerase II | 14 | 3.7× | 4e-04 | HNF1A, PAX4, SIM1, HNF1B, KLF11, ZFP57, RFX6, PTF1A (+6 more) |
| sexual reproduction | 2 | 255.3× | 7e-04 | LEP, LEPR |
| negative regulation of gluconeogenesis | 3 | 54.7× | 7e-04 | GCK, INS, LEPR |
| positive regulation of DNA-templated transcription | 9 | 5.7× | 7e-04 | HNF1A, NEUROD1, HNF1B, RFX6, GATA6, HNF4A, INSR, FOXP3 (+1 more) |
| transcription by RNA polymerase II | 6 | 9.6× | 0.001 | NEUROD1, PTF1A, GLIS3, HNF4A, FOXP3, PDX1 |
| positive regulation of developmental growth | 2 | 191.5× | 0.001 | INSR, LEP |
| response to insulin | 4 | 21.0× | 0.001 | HADH, ABCC8, LEP, MC4R |
| response to xenobiotic stimulus | 6 | 9.4× | 0.001 | AGPAT2, GATA6, HADH, ABCC8, PDX1, KCNJ11 |
| positive regulation of respiratory burst | 2 | 153.2× | 0.002 | INS, INSR |
| negative regulation of insulin secretion | 3 | 33.8× | 0.002 | HADH, ABCC8, KCNJ11 |
| regulation of bone remodeling | 2 | 127.7× | 0.003 | LEP, LEPR |
| pancreatic A cell differentiation | 2 | 109.4× | 0.003 | RFX6, GATA6 |
| leptin-mediated signaling pathway | 2 | 109.4× | 0.003 | LEP, LEPR |
| bone growth | 2 | 109.4× | 0.003 | LEP, LEPR |
Therapeutics
Drug target analysis
Approved (phase 4): 8 · Phase ≥3: 9 · Phased (≥1): 12 · Undrugged: 35
Druggability breadth: 23 of 47 evidence-associated genes (49%) 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 |
|---|---|
| BLK | AFATINIB |
| ABCC8 | REPAGLINIDE |
| INSR | FEDRATINIB |
| KCNJ11 | PINACIDIL ANHYDROUS |
| LMNA | BEPRIDIL |
| MC4R | BEPRIDIL |
| PLIN1 | NIFEDIPINE |
| PPARG | METHYLENE BLUE ANHYDROUS |
Top cohort targets by molecule count
| Symbol | Molecules | Max phase |
|---|---|---|
| LMNA | 823 | 4 |
| PPARG | 83 | 4 |
| BLK | 62 | 4 |
| MC4R | 57 | 4 |
| INSR | 36 | 4 |
| KCNJ11 | 7 | 4 |
| PLIN1 | 7 | 4 |
| ABCC8 | 6 | 4 |
| GCK | 5 | 2 |
| SLC19A2 | 1 | 2 |
Drugs targeting cohort genes (top 30)
| Molecule | Max phase | Targets in cohort |
|---|---|---|
| AFATINIB | 4 | BLK |
| FEDRATINIB | 4 | BLK, INSR |
| AXITINIB | 4 | BLK |
| SORAFENIB | 4 | BLK, INSR |
| NERATINIB | 4 | BLK, INSR |
| IBRUTINIB | 4 | BLK |
| ENTRECTINIB | 4 | BLK, INSR |
| BELUMOSUDIL | 4 | BLK |
| AFATINIB DIMALEATE | 4 | BLK |
| VANDETANIB | 4 | BLK |
| NILOTINIB | 4 | BLK |
| BOSUTINIB | 4 | BLK, MC4R |
| BRIGATINIB | 4 | BLK, INSR |
| ACALABRUTINIB | 4 | BLK |
| ZANUBRUTINIB | 4 | BLK |
| TIRABRUTINIB | 4 | BLK |
| RITLECITINIB | 4 | BLK |
| PAZOPANIB | 4 | BLK |
| NINTEDANIB | 4 | BLK, INSR, PPARG |
| SUNITINIB | 4 | BLK, INSR, LMNA |
| DASATINIB | 4 | BLK |
| ERLOTINIB | 4 | BLK, LMNA |
| QUIZARTINIB | 4 | BLK |
| CRIZOTINIB | 4 | BLK, INSR, MC4R |
| MIDOSTAURIN | 4 | BLK |
| GEFITINIB | 4 | BLK |
| IMATINIB | 4 | BLK, LMNA |
| REPAGLINIDE | 4 | ABCC8, LMNA |
| DIAZOXIDE | 4 | ABCC8, KCNJ11, LMNA |
| GLYBURIDE | 4 | ABCC8, KCNJ11, LMNA, PPARG |
Bioactivity and enzyme data
Enzyme cohort genes (≥1 EC): 9.
Cohort genes with ChEMBL bioactivity (full, sorted by assay count)
| Symbol | Assays | Type breakdown |
|---|---|---|
| PPARG | 2,033 | Binding:1593, Functional:380, ADMET:56, Toxicity:3, Unclassified:1 |
| INSR | 954 | Binding:900, Functional:49, ADMET:4, Toxicity:1 |
| MC4R | 663 | Binding:364, Functional:293, ADMET:6 |
| BLK | 483 | Binding:477, ADMET:4, Functional:2 |
| GCK | 228 | Binding:226, ADMET:1, Functional:1 |
| EIF2AK3 | 153 | Binding:151, Functional:2 |
| HNF4A | 106 | Binding:97, Functional:9 |
| KCNJ11 | 102 | Functional:59, Binding:43 |
| ABCC8 | 84 | Functional:52, Binding:32 |
| SLC2A2 | 12 | Binding:11, Functional:1 |
| LMNA | 12 | Binding:9, Functional:3 |
| INS | 8 | Binding:7, ADMET:1 |
| CEL | 7 | Binding:7 |
| AGPAT2 | 6 | Binding:6 |
| CAV1 | 5 | Binding:5 |
| FOXP3 | 4 | Binding:4 |
| LEPR | 3 | Binding:3 |
| SLC19A2 | 2 | Functional:1, Binding:1 |
| PLIN1 | 2 | Functional:1, Binding:1 |
| HNF1A | 1 | Binding:1 |
| WFS1 | 1 | Binding:1 |
| PDHX | 1 | Binding:1 |
| HADH | 1 | Binding:1 |
Cohort enzymes (BRENDA EC)
| Symbol | EC numbers | Names |
|---|---|---|
| BLK | 2.7.10.2 | non-specific protein-tyrosine kinase |
| CEL | 3.1.1.13 | sterol esterase |
| PDHX | 1.2.1.104 | pyruvate dehydrogenase system |
| AGPAT2 | 2.3.1.51 | 1-acylglycerol-3-phosphate O-acyltransferase |
| EIF2AK3 | 2.7.11.1 | non-specific serine/threonine protein kinase |
| GCK | 2.7.1.1 | hexokinase |
| GLUD1 | 1.4.1.3 | glutamate dehydrogenase [NAD(P)+] |
| HADH | 1.1.1.35 | 3-hydroxyacyl-CoA dehydrogenase |
| INSR | 2.7.10.1 | receptor protein-tyrosine kinase |
Cohort genes with high screening signal
≥100 ChEMBL assays — a studied-ness signal; see Therapeutics for approved-drug status.
| Symbol | ChEMBL assays |
|---|---|
| BLK | 483 |
| EIF2AK3 | 153 |
| GCK | 228 |
| HNF4A | 106 |
| INSR | 954 |
| KCNJ11 | 102 |
| MC4R | 663 |
| PPARG | 2,033 |
Pharmacogenomics
Cohort genes with a PharmGKB record: 45; 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) |
|---|---|---|
| AFATINIB | 4 | BLK |
| FEDRATINIB | 4 | BLK, INSR |
| AXITINIB | 4 | BLK |
| SORAFENIB | 4 | BLK, INSR |
| NERATINIB | 4 | BLK, INSR |
| IBRUTINIB | 4 | BLK |
| ENTRECTINIB | 4 | BLK, INSR |
| BELUMOSUDIL | 4 | BLK |
| AFATINIB DIMALEATE | 4 | BLK |
| VANDETANIB | 4 | BLK |
| NILOTINIB | 4 | BLK |
| BOSUTINIB | 4 | BLK, MC4R |
| BRIGATINIB | 4 | BLK, INSR |
| ACALABRUTINIB | 4 | BLK |
| ZANUBRUTINIB | 4 | BLK |
| TIRABRUTINIB | 4 | BLK |
| RITLECITINIB | 4 | BLK |
| PAZOPANIB | 4 | BLK |
| NINTEDANIB | 4 | BLK, INSR, PPARG |
| SUNITINIB | 4 | BLK, INSR, LMNA |
| DASATINIB | 4 | BLK |
| ERLOTINIB | 4 | BLK, LMNA |
| QUIZARTINIB | 4 | BLK |
| CRIZOTINIB | 4 | BLK, INSR, MC4R |
| MIDOSTAURIN | 4 | BLK |
| GEFITINIB | 4 | BLK |
| IMATINIB | 4 | BLK, LMNA |
| REPAGLINIDE | 4 | ABCC8, LMNA |
| DIAZOXIDE | 4 | ABCC8, KCNJ11, LMNA |
| GLYBURIDE | 4 | ABCC8, KCNJ11, LMNA, PPARG |
Druggability pyramid
Cohort genes binned by druggability tier (high → low):
| Tier | Definition | Genes | Symbols |
|---|---|---|---|
| A | Approved (phase 4 drug) | 8 | BLK, ABCC8, INSR, KCNJ11, LMNA, MC4R, PLIN1, PPARG |
| B | Phased (≥1) drug, not yet approved | 4 | SLC19A2, SLC2A2, EIF2AK3, GCK |
| C | Druggable family + PDB, no drug | 6 | CEL, PDHX, GLUD1, HADH, HNF4A, LEPR |
| D | Druggable family + AlphaFold only, no drug | 1 | AGPAT2 |
| E | Difficult family or no structure, no drug | 28 | HNF1A, NEUROD1, PAX4, NKX2-2, SIM1, HNF1B, KLF11, WFS1, CAV1, BSCL2 (+18 more) |
Undrugged target profiles
35 cohort genes are undrugged. Ranked by ‘starting-point quality’ (assay depth + drugged-partner adjacency).
| Symbol | ChEMBL assays | Drugged partners (top 3) |
|---|---|---|
| HNF1A | 1 | GCK |
| NEUROD1 | 0 | SLC2A2 |
| SIM1 | 0 | MC4R |
| KLF11 | 0 | BLK |
| WFS1 | 1 | ABCC8 |
| BSCL2 | 0 | LMNA |
| INS | 8 | INSR |
| PDX1 | 0 | GCK |
| HNF4A | 106 | — |
| PAX4 | 0 | — |
| NKX2-2 | 0 | — |
| HNF1B | 0 | — |
| CAV1 | 5 | — |
| CEL | 7 | — |
| ZFP57 | 0 | — |
| PDHX | 1 | — |
| RFX6 | 0 | — |
| PTF1A | 0 | — |
| APPL1 | 0 | — |
| C12orf43 | 0 | — |
| GLIS3-AS1 | 0 | — |
| GLIS3 | 0 | — |
| AGPAT2 | 6 | — |
| GATA6 | 0 | — |
| ALMS1 | 0 | — |
| GLUD1 | 0 | — |
| GNG3 | 0 | — |
| HADH | 1 | — |
| HNRNPUL2-BSCL2 | 0 | — |
| BLK-AS1 | 0 | — |
Clinical trials & evidence
Clinical trials
Clinical trials: 9.
Phase distribution (across all retrieved trials)
| Phase | Trials |
|---|---|
| Not specified | 6 |
| PHASE2/PHASE3 | 1 |
| PHASE2 | 1 |
| PHASE1 | 1 |
Top trials by phase / activity
| NCT | Phase | Status | Title |
|---|---|---|---|
| NCT04409795 | PHASE2/PHASE3 | COMPLETED | Oral Hypoglycemic Therapy for Monogenic Variant Carriers of the Joslin Medalist Study |
| NCT06976658 | PHASE2 | RECRUITING | Glucokinase Activator in Monogenic Diabetes |
| NCT01795144 | PHASE1 | COMPLETED | Incretin Regulation of Insulin Secretion in Monogenic Diabetes |
| NCT03988764 | Not specified | RECRUITING | Monogenic Diabetes Misdiagnosed as Type 1 |
| NCT05586594 | Not specified | NOT_YET_RECRUITING | Identifying Maturity-onset Diabetes of the Young in Emirati Patients |
| NCT06478121 | Not specified | RECRUITING | Understanding Beta Cell Disorders Through the Study of Rare Genotypes (ENDURE) |
| NCT06746610 | Not specified | RECRUITING | Screening and Molecular Diagnosis-based Individualized Precision Management of Monogenic Diabetes |
| NCT07492004 | Not specified | RECRUITING | China Monogenic Diabetes Registry |
| NCT07564518 | Not specified | NOT_YET_RECRUITING | Application of FreeStyle Libre 2 for Evaluating Glycemic Variability Characteristics in Patients With Extreme Glucose Metabolism Phenotypes |
Drugs tested across these trials (top 30)
| Molecule | Max phase | Trials referencing |
|---|---|---|
| SITAGLIPTIN | 4 | 1 |
| AVEXITIDE | 3 | 1 |
| DORZAGLIATIN | 3 | 1 |
| GLP-1 | 2 | 1 |
| GLUCAGON-LIKE PEPTIDE 1 | 1 | 1 |
Related Atlas pages
- Cohort genes: HNF1A, NEUROD1, PAX4, NKX2-2, BLK, SIM1, SLC19A2, SLC2A2, HNF1B, KLF11, WFS1, CAV1, BSCL2, CEL, ZFP57, PDHX, RFX6, PTF1A, APPL1, C12orf43, GLIS3-AS1, GLIS3, AGPAT2, EIF2AK3, GATA6, GCK, ALMS1, GLUD1, GNG3, HADH, HNF4A, BLK-AS1, ABCC8, INS, INSR, FOXP3, PDX1, KCNJ11, LEP, LEPR, LMNA, MC4R, PLIN1, PPARG, PPP1R3A, CAVIN1
- Drugs: Sitagliptin, Avexitide, Dorzagliatin
- Associated genes: SIRT1