Metabolic disease
diseaseOn this page
Also known as disorder of metabolic processmetabolic disordermetabolic process disease
Summary
Metabolic disease (MONDO:0005066) is a disease (an umbrella term covering 37 Mondo subtypes) caused by FARS2 (GenCC Definitive), with 9 cohort genes (426 GWAS associations across 60 studies) and 420 clinical trials. Top therapeutic interventions include mipomersen, tenofovir disoproxil, and terazosin.
At a glance
- Causal gene: FARS2 (GenCC Definitive)
- Umbrella term: 37 Mondo subtypes
- Cohort genes: 9
- GWAS associations: 426
- ClinVar variants: 8
- Clinical trials: 420
Clinical features
No curated clinical features (Orphanet) for this disease.
Identifiers
Disease identifiers
| Field | Value |
|---|---|
| Canonical name | metabolic disease |
| Mondo ID | MONDO:0005066 |
| EFO | EFO:0000589 |
| MeSH | D008659 |
| DOID | DOID:0014667 |
| ICD-10-CM | E70-E88 |
| NCIT | C3235 |
| SNOMED CT | 75934005 |
| UMLS | C0025517 |
| MedGen | 44376 |
| Is cancer (heuristic) | no |
Also known as: disorder of metabolic process · metabolic disease · metabolic disorder · metabolic process disease
Data availability: 8 ClinVar variants · 426 GWAS associations (60 studies) · 2 GenCC gene-disease records.
Disease family
An umbrella term covering 37 Mondo subtypes.
Classification path: disease › human disease › disease by developmental or physiological process › metabolic disease
Related subtypes (11): psychiatric disorder, premature aging syndrome, disorder of development or morphogenesis, inflammatory disease, disorder of glycosylation, ulcer disease, mitochondrial disease, sleep disorder, perinatal disease, obstetric disorder, disease by molecular mechanism
Subtypes (37): glutaric aciduria, mineral metabolism disease, xanthinuria, chondrocalcinosis, ochronosis disorder, glucose metabolism disease, diabetic kidney disease, xanthoma, diabetic retinopathy, hypertriglyceridemia, gout, lactic acidosis, acquired metabolic disease, lipodystrophy, developmental anomaly of metabolic origin, dopa-responsive dystonia, hypoalphalipoproteinemia, steroid dehydrogenase deficiency-dental anomalies syndrome, inborn errors of metabolism, vitamin B12 deficiency, proteostasis deficiencies, hyperlipidemia, disorder of GPI anchor biosynthesis, bilirubin metabolism disease, hyperlipoproteinemia, carbohydrate metabolism disease, porphyrin metabolism disease, purine metabolism disease, amino acid metabolism disease, pyrimidine metabolism disease, disorder of acid-base balance, disorder of glutamate decarboxylase, tumor lysis syndrome, collagenous sprue, steroid metabolism disease, disorder of organic acid metabolism, skeletal fluorosis
Genetics & variants
GWAS landscape
426 GWAS associations across 60 studies. Top hits map to 17 distinct genes (as reported by GWAS).
Top associations by p-value
| rsID | p-value | Gene | Risk allele | Odds ratio |
|---|---|---|---|---|
| rs7412 | 1e-323 | APOE | C | 0.42 |
| rs7528419 | 6e-294 | CELSR2 | A | 0.22 |
| rs12740374 | 7e-262 | CELSR2 | G | 0.21 |
| chr19:44909976 | 8e-261 | T | 0.31 | |
| rs142130958 | 6e-219 | SMARCA4 - LDLR | G | 0.24 |
| chr19:11085680 | 1e-210 | A | 0.25 | |
| rs73015020 | 2e-197 | SMARCA4 - LDLR | G | 0.22 |
| rs964184 | 6e-193 | ZPR1 | G | 0.22 |
| chr1:109274968 | 2e-191 | T | 0.18 | |
| rs28601761 | 1e-175 | TRIB1AL | C | 0.15 |
| rs11591147 | 2e-156 | PCSK9 | G | 0.58 |
| chr19:11086922 | 6e-150 | T | 0.2 | |
| chr11:116752497 | 8e-144 | T | 0.18 | |
| rs668948 | 2e-143 | APOB - TDRD15 | G | 0.16 |
| chr8:125492141 | 9e-140 | C | 0.13 | |
| rs563290 | 1e-131 | APOB - TDRD15 | G | 0.15 |
| chr2:21043902 | 4e-126 | G | 0.13 | |
| chr1:55039974 | 1e-119 | T | 0.48 | |
| rs58542926 | 1e-118 | TM6SF2 | C | 0.21 |
| chr6:160576086 | 2e-111 | T | 0.21 | |
| rs112875651 | 2e-110 | TRIB1AL | G | 0.13 |
| rs28362286 | 8e-102 | PCSK9 | C | 1.14 |
| rs10455872 | 1e-98 | LPA | A | 0.22 |
| rs4299376 | 4e-75 | ABCG8 | G | 0.1 |
| chr2:43845437 | 2e-74 | T | 0.1 | |
| rs651821 | 2e-70 | APOA5 | ? | |
| rs115478735 | 1e-65 | ABO | A | 0.11 |
| chr2:27508073 | 9e-65 | C | 0.09 | |
| chr5:75360714 | 3e-62 | C | 0.09 | |
| rs1260326 | 5e-54 | GCKR | T | 0.08 |
Top studies (by case count)
| Study | Lead author | Year | Cases | Controls | Title |
|---|---|---|---|---|---|
| GCST90475715 | Verma A | 2024 | 335,948 | 90,622 | Diversity and scale: Genetic architecture of 2068 traits in the VA Million Veteran Program. |
| GCST90473214 | UK Biobank Whole-Genome Sequencing Consortium | 2025 | 139,278 | 319,162 | Whole-genome sequencing of 490,640 UK Biobank participants. |
| GCST90473221 | UK Biobank Whole-Genome Sequencing Consortium | 2025 | 115,511 | 342,929 | Whole-genome sequencing of 490,640 UK Biobank participants. |
| GCST90475714 | Verma A | 2024 | 82,107 | 31,954 | Diversity and scale: Genetic architecture of 2068 traits in the VA Million Veteran Program. |
| GCST90479929 | Verma A | 2024 | 82,107 | 31,954 | Diversity and scale: Genetic architecture of 2068 traits in the VA Million Veteran Program. |
| GCST90475713 | Verma A | 2024 | 39,984 | 15,849 | Diversity and scale: Genetic architecture of 2068 traits in the VA Million Veteran Program. |
| GCST90103393 | Fitzgerald T | 2022 | 38,221 | 132,536 | CNest: A novel copy number association discovery method uncovers 862 new associations from 200,629 whole-exome sequence datasets in the UK Biobank. |
| GCST90435753 | Zhou W | 2018 | 35,927 | 373,034 | Efficiently controlling for case-control imbalance and sample relatedness in large-scale genetic association studies. |
| GCST90651134 | Liu TY | 2025 | 34,642 | 195,375 | Diversity and longitudinal records: Genetic architecture of disease associations and polygenic risk in the Taiwanese Han population. |
| GCST90475744 | Verma A | 2024 | 9,692 | 429,457 | Diversity and scale: Genetic architecture of 2068 traits in the VA Million Veteran Program. |
Variant details and genetic-evidence tiers
Tier distribution (top 50 variants)
| Tier | Variants |
|---|---|
| Tier 1: coding | 5 |
| Tier 2: splice/UTR | 6 |
| Tier 3: regulatory | 0 |
| Tier 4: intronic/intergenic | 39 |
MAF distribution
| Bucket | Variants |
|---|---|
| common (>=0.05) | 23 |
| low_freq (0.01-0.05) | 1 |
| rare (<0.01) | 2 |
| unknown | 24 |
Functional consequences
| Consequence | Count |
|---|---|
| unknown | 26 |
| intron_variant | 10 |
| 3_prime_UTR_variant | 5 |
| missense_variant | 3 |
| intergenic_variant | 3 |
| stop_gained | 2 |
| splice_region_variant | 1 |
Top variants
| rsID | Chr | Pos | Alleles | MAF | Consequence | Gene | p-value | Tier |
|---|---|---|---|---|---|---|---|---|
| chr19:44908822 | Tier 4: intronic/intergenic | |||||||
| rs7412 | 19 | 44908822 | C>T | 0.08 | missense_variant | APOE | 1e-323 | Tier 1: coding |
| rs7528419 | 1 | 109274570 | A>G | 0.218 | 3_prime_UTR_variant | CELSR2 | 6e-294 | Tier 2: splice/UTR |
| rs12740374 | 1 | 109274968 | G>T | 0.222 | 3_prime_UTR_variant | CELSR2 | 7e-262 | Tier 2: splice/UTR |
| chr19:44909976 | 8e-261 | Tier 4: intronic/intergenic | ||||||
| rs142130958 | 19 | 11079976 | G>A | 0.117 | intergenic_variant | SMARCA4 - LDLR | 6e-219 | Tier 4: intronic/intergenic |
| chr19:11085680 | 1e-210 | Tier 4: intronic/intergenic | ||||||
| rs73015020 | 19 | 11081874 | G>A,C | 0.12 | intergenic_variant | SMARCA4 - LDLR | 2e-197 | Tier 4: intronic/intergenic |
| rs964184 | 11 | 116778201 | G>C | 0.141 | 3_prime_UTR_variant | ZPR1 | 6e-193 | Tier 2: splice/UTR |
| chr1:109274968 | 2e-191 | Tier 4: intronic/intergenic | ||||||
| rs28601761 | 8 | 125487789 | C>G | 0.413 | intron_variant | TRIB1AL | 1e-175 | Tier 4: intronic/intergenic |
| rs11591147 | 1 | 55039974 | G>A,T | 0.015 | missense_variant | PCSK9 | 2e-156 | Tier 1: coding |
| chr19:11086922 | 6e-150 | Tier 4: intronic/intergenic | ||||||
| chr11:116752497 | 8e-144 | Tier 4: intronic/intergenic | ||||||
| rs668948 | 2 | 21068657 | G>A | 0.204 | intron_variant | APOB - TDRD15 | 2e-143 | Tier 4: intronic/intergenic |
| chr8:125492141 | 9e-140 | Tier 4: intronic/intergenic | ||||||
| rs563290 | 2 | 21065354 | G>A,C | 0.283 | intron_variant | APOB - TDRD15 | 1e-131 | Tier 4: intronic/intergenic |
| chr2:21043902 | 4e-126 | Tier 4: intronic/intergenic | ||||||
| chr1:55039974 | 1e-119 | Tier 4: intronic/intergenic | ||||||
| rs58542926 | 19 | 19268740 | C>A,T | 0.075 | stop_gained | TM6SF2 | 1e-118 | Tier 1: coding |
| chr6:160576086 | 2e-111 | Tier 4: intronic/intergenic | ||||||
| rs112875651 | 8 | 125494452 | G>A,T | 0.337 | intron_variant | TRIB1AL | 2e-110 | Tier 4: intronic/intergenic |
| rs28362286 | 1 | 55063542 | C>A,T | 0.007 | stop_gained | PCSK9 | 8e-102 | Tier 1: coding |
| rs10455872 | 6 | 160589086 | A>G | 0.069 | intron_variant | LPA | 1e-98 | Tier 4: intronic/intergenic |
| rs4299376 | 2 | 43845437 | G>C,T | 0.329 | intron_variant | ABCG8 | 4e-75 | Tier 4: intronic/intergenic |
| chr2:43845437 | 2e-74 | Tier 4: intronic/intergenic | ||||||
| rs651821 | 11 | 116791863 | C>A,T | 0.05 | splice_region_variant | APOA5 | 2e-70 | Tier 2: splice/UTR |
| rs115478735 | 9 | 133274295 | A>T | 0.193 | intron_variant | ABO | 1e-65 | Tier 4: intronic/intergenic |
| chr2:27508073 | 9e-65 | Tier 4: intronic/intergenic | ||||||
| chr5:75360714 | 3e-62 | Tier 4: intronic/intergenic |
ClinVar germline variants
8 retrieved; paginated sample, class counts are floors:
3 uncertain significance, 2 likely pathogenic, 2 pathogenic, 1 pathogenic/likely pathogenic
| ClinVar | Variant (HGVS) | Gene | Classification | Review |
|---|---|---|---|---|
| 100085 | NM_000182.5(HADHA):c.1528G>C (p.Glu510Gln) | GAREM2 | Pathogenic/Likely pathogenic | criteria provided, multiple submitters, no conflicts |
| 4074833 | NM_025137.4(SPG11):c.2180del (p.Asn727fs) | SPG11 | Pathogenic | criteria provided, single submitter |
| 41353 | NM_025137.4(SPG11):c.6856C>T (p.Arg2286Ter) | SPG11 | Pathogenic | criteria provided, multiple submitters, no conflicts |
| 4074763 | NM_001845.6(COL4A1):c.1582G>C (p.Gly528Arg) | COL4A1 | Likely pathogenic | criteria provided, single submitter |
| 375224 | NM_000317.2(PTS):c.(?-1)(*1_?)del | PTS | Likely pathogenic | no assertion criteria provided |
| 3129404 | NM_001374828.1(ARID1B):c.5734A>G (p.Ile1912Val) | ARID1B | Uncertain significance | criteria provided, multiple submitters, no conflicts |
| 3338130 | NM_001876.4(CPT1A):c.-14+11934T>A | CPT1A | Uncertain significance | no assertion criteria provided |
| 66873 | NM_170707.4(LMNA):c.1892G>A (p.Gly631Asp) | LMNA | Uncertain significance | criteria provided, single submitter |
Genes & proteins
Mendelian disease overlap and somatic drivers
GenCC: 10 · Orphanet: 37 · 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 |
|---|---|---|---|---|
| FARS2 | Definitive | Autosomal recessive | metabolic disease | 8 |
| MPC2 | Limited | Autosomal recessive | metabolic disease | 2 |
Orphanet rare-disease linkage (cohort genes)
| Gene | Orphanet ID | Rare disease |
|---|---|---|
| FARS2 | Orphanet:319519 | Combined oxidative phosphorylation defect type 14 |
| FARS2 | Orphanet:466722 | Autosomal recessive spastic paraplegia type 77 |
| SPG11 | Orphanet:2822 | Autosomal recessive spastic paraplegia type 11 |
| SPG11 | Orphanet:300605 | Juvenile amyotrophic lateral sclerosis |
| SPG11 | Orphanet:466775 | Autosomal recessive Charcot-Marie-Tooth disease type 2X |
| ARID1B | Orphanet:1465 | Coffin-Siris syndrome |
| ARID1B | Orphanet:251056 | 6q25.2q25.3 microdeletion syndrome |
| COL4A1 | Orphanet:36383 | COL4A1/2-related familial vascular leukoencephalopathy |
| COL4A1 | Orphanet:477749 | Pontine autosomal dominant microangiopathy with leukoencephalopathy |
| COL4A1 | Orphanet:481986 | Familial schizencephaly |
| COL4A1 | Orphanet:73229 | HANAC syndrome |
| COL4A1 | Orphanet:75326 | Familial isolated retinal arteriolar tortuosity |
| COL4A1 | Orphanet:899 | Walker-Warburg syndrome |
| COL4A1 | Orphanet:99810 | Familial porencephaly |
| CPT1A | Orphanet:156 | Carnitine palmitoyl transferase 1A deficiency |
| LMNA | Orphanet:154 | Familial isolated dilated cardiomyopathy |
| LMNA | Orphanet:157973 | Congenital muscular dystrophy due to LMNA mutation |
| LMNA | Orphanet:1662 | Restrictive dermopathy |
| LMNA | Orphanet:168796 | Heart-hand syndrome, Slovenian type |
| LMNA | Orphanet:2229 | Dilated cardiomyopathy-hypergonadotropic hypogonadism syndrome |
| LMNA | Orphanet:2348 | Familial partial lipodystrophy, Dunnigan type |
| LMNA | Orphanet:280365 | Autosomal semi-dominant severe lipodystrophic laminopathy |
| LMNA | Orphanet:293888 | Inherited isolated arrhythmogenic cardiomyopathy, dominant-left variant |
| LMNA | Orphanet:293899 | Inherited isolated arrhythmogenic ventricular dysplasia, biventricular variant |
| LMNA | Orphanet:293910 | Inherited isolated arrhythmogenic cardiomyopathy, dominant-right variant |
| LMNA | Orphanet:300751 | Familial dilated cardiomyopathy with conduction defect due to LMNA mutation |
| LMNA | Orphanet:363618 | LMNA-related cardiocutaneous progeria syndrome |
| LMNA | Orphanet:54260 | Left ventricular noncompaction |
| LMNA | Orphanet:675396 | Epithelioid hemangioma |
| LMNA | Orphanet:740 | Hutchinson-Gilford progeria syndrome |
| LMNA | Orphanet:79084 | Familial partial lipodystrophy, Köbberling type |
| LMNA | Orphanet:79474 | Atypical Werner syndrome |
| LMNA | Orphanet:90153 | Mandibuloacral dysplasia with type A lipodystrophy |
| LMNA | Orphanet:98853 | Autosomal dominant Emery-Dreifuss muscular dystrophy |
| LMNA | Orphanet:98855 | Autosomal recessive Emery-Dreifuss muscular dystrophy |
| LMNA | Orphanet:98856 | Charcot-Marie-Tooth disease type 2B1 |
| PTS | Orphanet:13 | 6-pyruvoyl-tetrahydropterin synthase deficiency |
Cohort genes → proteins
9 cohort genes, 9 distinct canonical proteins.
Evidence partition
| Subset | Genes |
|---|---|
| multi_evidence | 9 |
Cohort genes (full)
| Symbol | HGNC | Ensembl | UniProt | Name | Evidence |
|---|---|---|---|---|---|
| FARS2 | HGNC:21062 | ENSG00000145982 | O95363 | Phenylalanine–tRNA ligase, mitochondrial | gencc |
| MPC2 | HGNC:24515 | ENSG00000143158 | O95563 | Mitochondrial pyruvate carrier 2 | gencc |
| SPG11 | HGNC:11226 | ENSG00000104133 | Q96JI7 | Spatacsin | clinvar |
| ARID1B | HGNC:18040 | ENSG00000049618 | Q8NFD5 | AT-rich interactive domain-containing protein 1B | clinvar |
| COL4A1 | HGNC:2202 | ENSG00000187498 | P02462 | Collagen alpha-1(IV) chain | clinvar |
| CPT1A | HGNC:2328 | ENSG00000110090 | P50416 | Carnitine O-palmitoyltransferase 1, liver isoform | clinvar |
| GAREM2 | HGNC:27172 | ENSG00000157833 | Q75VX8 | GRB2-associated and regulator of MAPK protein 2 | clinvar |
| LMNA | HGNC:6636 | ENSG00000160789 | P02545 | Prelamin-A/C | clinvar |
| PTS | HGNC:9689 | ENSG00000150787 | Q03393 | 6-pyruvoyl tetrahydrobiopterin synthase | clinvar |
Cohort function summary
Lead sentence per gene, UniProt-curated.
| Symbol | Protein name | Function (lead sentence) |
|---|---|---|
| FARS2 | Phenylalanine–tRNA ligase, mitochondrial | Is responsible for the charging of tRNA(Phe) with phenylalanine in mitochondrial translation. |
| MPC2 | Mitochondrial pyruvate carrier 2 | Mediates the uptake of pyruvate into mitochondria to maintain the balance between glycolysis and oxidative phosphorylation. |
| SPG11 | Spatacsin | May play a role in neurite plasticity by maintaining cytoskeleton stability and regulating synaptic vesicle transport. |
| ARID1B | AT-rich interactive domain-containing protein 1B | Involved in transcriptional activation and repression of select genes by chromatin remodeling (alteration of DNA-nucleosome topology). |
| COL4A1 | Collagen alpha-1(IV) chain | Type IV collagen is the major structural component of glomerular basement membranes (GBM), forming a ‘chicken-wire’ meshwork together with laminins, proteoglycans and entactin/nidogen. |
| CPT1A | Carnitine O-palmitoyltransferase 1, liver isoform | Catalyzes the transfer of the acyl group of long-chain fatty acid-CoA conjugates onto carnitine, an essential step for the mitochondrial uptake of long-chain fatty acids and their subsequent beta-oxidation in the mitochondrion. |
| GAREM2 | GRB2-associated and regulator of MAPK protein 2 | Probable adapter protein that may provide a link between cell surface epidermal growth factor receptor and the MAPK/ERK signaling pathway. |
| 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. |
| PTS | 6-pyruvoyl tetrahydrobiopterin synthase | Involved in the biosynthesis of tetrahydrobiopterin, an essential cofactor of aromatic amino acid hydroxylases. |
Protein-family classification
Druggable: 3 · Difficult: 0 · Unknown: 6 · Druggable fraction: 0.33
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 |
|---|---|---|---|
| Enzyme (other) | 3 | 4.0× | 0.066 |
| Other/Unknown | 6 | 1.2× | 0.380 |
Per-gene assignment
| Symbol | Family | Druggable? | EC | InterPro (top 3) |
|---|---|---|---|---|
| FARS2 | Enzyme (other) | yes | 6.1.1.20 | Phenylalanyl-tRNA_Synthase, Phe-tRNA-synth_IIc_mito, Fdx_antiC-bd |
| MPC2 | Other/Unknown | no | MPC | |
| SPG11 | Other/Unknown | no | Spatacsin, Spatacsin_C_dom | |
| ARID1B | Other/Unknown | no | ARID_dom, BAF250/Osa, BAF250_C | |
| COL4A1 | Other/Unknown | no | Collagen_IV_NC, Collagen, CTDL_fold | |
| CPT1A | Enzyme (other) | yes | 2.3.1.21 | Carn_acyl_trans, CAT-like_dom_sf, CPT_N |
| GAREM2 | Other/Unknown | no | SAM/pointed_sf, CABIT_dom, GAREM | |
| LMNA | Other/Unknown | no | Lamin_tail_dom, IF_conserved, Lamin_tail_dom_sf | |
| PTS | Enzyme (other) | yes | 4.2.3.12 | 6-PTP_synth/QueD, PTPS_His_AS, PTPS_Cys_AS |
Expression context
Cohort genes with no expression data: 0.
8 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) | 9 |
| unknown | 0 |
Top tissues across cohort
| Tissue | Cohort genes |
|---|---|
| endothelial cell | 1 |
| gluteal muscle | 1 |
| triceps brachii | 1 |
| adult organism | 1 |
| male germ cell | 1 |
| sperm | 1 |
| bronchial epithelial cell | 1 |
| calcaneal tendon | 1 |
| granulocyte | 1 |
| bone marrow cell | 1 |
| colonic epithelium | 1 |
| sural nerve | 1 |
| placenta | 1 |
| right coronary artery | 1 |
| visceral pleura | 1 |
| ileal mucosa | 1 |
| jejunal mucosa | 1 |
| renal medulla | 1 |
| caudate nucleus | 1 |
| ganglionic eminence | 1 |
Per-gene tissue summary (top 30)
| Symbol | Bgee breadth | FANTOM5 breadth | SCXA | Top tissues |
|---|---|---|---|---|
| FARS2 | 260 | ubiquitous | marker | triceps brachii, endothelial cell, gluteal muscle |
| MPC2 | 298 | ubiquitous | marker | sperm, adult organism, male germ cell |
| SPG11 | 295 | ubiquitous | marker | bronchial epithelial cell, granulocyte, calcaneal tendon |
| ARID1B | 256 | ubiquitous | marker | bone marrow cell, colonic epithelium, sural nerve |
| COL4A1 | 283 | ubiquitous | marker | visceral pleura, placenta, right coronary artery |
| CPT1A | 282 | ubiquitous | marker | jejunal mucosa, ileal mucosa, renal medulla |
| GAREM2 | 187 | ubiquitous | yes | ventricular zone, ganglionic eminence, caudate nucleus |
| LMNA | 295 | ubiquitous | marker | nipple, mucosa of stomach, skin of abdomen |
| PTS | 298 | ubiquitous | marker | adrenal tissue, right adrenal gland, left adrenal gland cortex |
Protein interactions among cohort
Intra-cohort edges: 0.
Hub genes (top 10 by interactor count)
| Symbol | Interactor count |
|---|---|
| LMNA | 7,173 |
| COL4A1 | 2,909 |
| FARS2 | 2,506 |
| CPT1A | 2,399 |
| ARID1B | 2,131 |
| PTS | 1,897 |
| SPG11 | 1,691 |
| MPC2 | 1,315 |
| GAREM2 | 667 |
Structural data
PDB: 8 · AlphaFold-only: 1 · No structure: 0
Cohort genes with PDB structures (top 30)
| Symbol | UniProt | PDB entries |
|---|---|---|
| LMNA | P02545 | 28 |
| MPC2 | O95563 | 17 |
| FARS2 | O95363 | 9 |
| COL4A1 | P02462 | 4 |
| SPG11 | Q96JI7 | 3 |
| ARID1B | Q8NFD5 | 2 |
| CPT1A | P50416 | 1 |
| PTS | Q03393 | 1 |
AlphaFold-only cohort genes (top 30 by pLDDT)
| Symbol | UniProt | pLDDT |
|---|---|---|
| GAREM2 | Q75VX8 | 61.81 |
Function
Pathway analysis
Distinct Reactome pathways touched by cohort: 58. Enrichment computed across 9 evidence-associated genes (7 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 7 annotated cohort genes). Counts and members are kept as ground-truth; sorted by enrichment.
| Pathway | Cohort genes | Fold | FDR | Sample cohort genes |
|---|---|---|---|---|
| Breakdown of the nuclear lamina | 1 | 543.8× | 0.054 | LMNA |
| Tetrahydrobiopterin (BH4) synthesis, recycling, salvage and regulation | 1 | 163.1× | 0.054 | PTS |
| Carnitine shuttle | 1 | 108.8× | 0.054 | CPT1A |
| Anchoring fibril formation | 1 | 108.8× | 0.054 | COL4A1 |
| Depolymerization of the Nuclear Lamina | 1 | 108.8× | 0.054 | LMNA |
| Formation of the canonical BAF (cBAF) complex | 1 | 90.6× | 0.054 | ARID1B |
| Initiation of Nuclear Envelope (NE) Reformation | 1 | 85.9× | 0.054 | LMNA |
| Scavenging by Class A Receptors | 1 | 85.9× | 0.054 | COL4A1 |
| Fibronectin matrix formation | 1 | 81.6× | 0.054 | COL4A1 |
| Crosslinking of collagen fibrils | 1 | 81.6× | 0.054 | COL4A1 |
| Mitochondrial tRNA aminoacylation | 1 | 74.2× | 0.054 | FARS2 |
| IRE1alpha activates chaperones | 1 | 74.2× | 0.054 | LMNA |
| Deregulated CDK5 triggers multiple neurodegenerative pathways in Alzheimer’s disease models | 1 | 74.2× | 0.054 | LMNA |
| Attachment of bacteria to epithelial cells | 1 | 70.9× | 0.054 | COL4A1 |
| Nuclear Envelope Breakdown | 1 | 65.3× | 0.054 | LMNA |
| Formation of neuronal progenitor and neuronal BAF (npBAF and nBAF) | 1 | 65.3× | 0.054 | ARID1B |
| Pyruvate metabolism | 1 | 58.3× | 0.054 | MPC2 |
| RORA,B,C and NR1D1 (REV-ERBA) regulate gene expression | 1 | 58.3× | 0.054 | CPT1A |
| Laminin interactions | 1 | 54.4× | 0.054 | COL4A1 |
| Regulation of endogenous retroelements | 1 | 52.6× | 0.054 | ARID1B |
| Unfolded Protein Response (UPR) | 1 | 51.0× | 0.054 | LMNA |
| RUNX1 interacts with co-factors whose precise effect on RUNX1 targets is not known | 1 | 42.9× | 0.058 | ARID1B |
| tRNA Aminoacylation | 1 | 40.8× | 0.058 | FARS2 |
| Regulation of MITF-M-dependent genes involved in pigmentation | 1 | 37.9× | 0.058 | ARID1B |
| Collagen chain trimerization | 1 | 37.1× | 0.058 | COL4A1 |
| Signaling by PDGF | 1 | 36.2× | 0.058 | COL4A1 |
| NCAM1 interactions | 1 | 35.5× | 0.058 | COL4A1 |
| Oncogenic MAPK signaling | 1 | 35.5× | 0.058 | LMNA |
| XBP1(S) activates chaperone genes | 1 | 30.8× | 0.064 | LMNA |
| Assembly of collagen fibrils and other multimeric structures | 1 | 28.6× | 0.067 | COL4A1 |
GO biological processes by enrichment
Over-representation of cohort genes vs the genome-wide background (hypergeometric test, Benjamini-Hochberg FDR; fold = observed/expected over 9 annotated cohort genes). Counts and members are kept as ground-truth; sorted by enrichment.
| GO term | Cohort genes | Fold | FDR | Sample cohort genes |
|---|---|---|---|---|
| neuromuscular junction development | 2 | 117.0× | 0.013 | SPG11, COL4A1 |
| phagosome-lysosome fusion involved in apoptotic cell clearance | 1 | 1872.4× | 0.016 | SPG11 |
| pyruvate import into mitochondria | 1 | 624.1× | 0.016 | MPC2 |
| localization within membrane | 1 | 624.1× | 0.016 | SPG11 |
| DNA double-strand break attachment to nuclear envelope | 1 | 624.1× | 0.016 | LMNA |
| phenylalanyl-tRNA aminoacylation | 1 | 468.1× | 0.016 | FARS2 |
| carnitine shuttle | 1 | 468.1× | 0.016 | CPT1A |
| axo-dendritic transport | 1 | 468.1× | 0.016 | SPG11 |
| establishment or maintenance of microtubule cytoskeleton polarity | 1 | 468.1× | 0.016 | LMNA |
| renal tubule morphogenesis | 1 | 468.1× | 0.016 | COL4A1 |
| response to tetrachloromethane | 1 | 468.1× | 0.016 | CPT1A |
| nuclear pore localization | 1 | 374.5× | 0.016 | LMNA |
| autophagosome organization | 1 | 374.5× | 0.016 | SPG11 |
| negative regulation of mesenchymal cell proliferation | 1 | 312.1× | 0.016 | LMNA |
| walking behavior | 1 | 312.1× | 0.016 | SPG11 |
| tetrahydrobiopterin biosynthetic process | 1 | 267.5× | 0.016 | PTS |
| response to stress | 1 | 267.5× | 0.016 | GAREM2 |
| carnitine metabolic process | 1 | 267.5× | 0.016 | CPT1A |
| corticospinal tract morphogenesis | 1 | 267.5× | 0.016 | SPG11 |
| aflatoxin metabolic process | 1 | 267.5× | 0.016 | CPT1A |
| retinal blood vessel morphogenesis | 1 | 267.5× | 0.016 | COL4A1 |
| epithelial cell differentiation | 2 | 39.0× | 0.016 | COL4A1, CPT1A |
| protein import into nucleus | 2 | 32.0× | 0.016 | SPG11, LMNA |
| pyruvate decarboxylation to acetyl-CoA | 1 | 234.1× | 0.017 | MPC2 |
| protein localization to nuclear envelope | 1 | 234.1× | 0.017 | LMNA |
| regulation of protein localization to nucleus | 1 | 234.1× | 0.017 | LMNA |
| negative regulation of cardiac muscle hypertrophy in response to stress | 1 | 208.1× | 0.018 | LMNA |
| positive regulation of fatty acid beta-oxidation | 1 | 170.2× | 0.020 | CPT1A |
| response to alkaloid | 1 | 170.2× | 0.020 | CPT1A |
| ventricular cardiac muscle cell development | 1 | 170.2× | 0.020 | LMNA |
Therapeutics
Drugs indicated for this disease
0 approved, 7 in late-stage (phase 3) trials. Disease-direct ChEMBL indications, not inferred from the associated-gene cohort below.
| Drug | Development status |
|---|---|
| Acarbose | Phase 3 (in late-stage trials) |
| Fenofibrate | Phase 3 (in late-stage trials) |
| Metformin | Phase 3 (in late-stage trials) |
| OMEGA-3-ACID ETHYL ESTERS | Phase 3 (in late-stage trials) |
| Ramipril | Phase 3 (in late-stage trials) |
| Rosiglitazone | Phase 3 (in late-stage trials) |
| Stannsoporfin | Phase 3 (in late-stage trials) |
Earlier-phase candidates (phase 2, investigational — efficacy not yet established): Dextrose, Soybean Oil.
Drug target analysis
Approved (phase 4): 1 · Phase ≥3: 1 · Phased (≥1): 3 · Undrugged: 6
Druggability breadth: 7 of 9 evidence-associated genes (78%) 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 |
|---|---|
| LMNA | BEPRIDIL |
Top cohort targets by molecule count
| Symbol | Molecules | Max phase |
|---|---|---|
| LMNA | 823 | 4 |
| CPT1A | 2 | 2 |
| MPC2 | 1 | 2 |
| FARS2 | 0 | 0 |
| SPG11 | 0 | 0 |
| ARID1B | 0 | 0 |
| COL4A1 | 0 | 0 |
| GAREM2 | 0 | 0 |
| PTS | 0 | 0 |
Drugs targeting cohort genes (top 30)
| Molecule | Max phase | Targets in cohort |
|---|---|---|
| BEPRIDIL | 4 | LMNA |
| PHENYLBUTAZONE | 4 | LMNA |
| CEFOTAXIME SODIUM | 4 | LMNA |
| DIENESTROL | 4 | LMNA |
| IFOSFAMIDE | 4 | LMNA |
| PROGESTERONE | 4 | LMNA |
| CLOTRIMAZOLE | 4 | LMNA |
| DAPSONE | 4 | LMNA |
| AMINOCAPROIC ACID | 4 | LMNA |
| FLUCONAZOLE | 4 | LMNA |
| COLCHICINE | 4 | LMNA |
| NABUMETONE | 4 | LMNA |
| OXAPROZIN | 4 | LMNA |
| BUMETANIDE | 4 | LMNA |
| GLIPIZIDE | 4 | LMNA |
| BROMFENAC | 4 | LMNA |
| ROPIVACAINE | 4 | LMNA |
| TIZANIDINE | 4 | LMNA |
| METAXALONE | 4 | LMNA |
| CARBAMAZEPINE | 4 | LMNA |
| SALMETEROL XINAFOATE | 4 | LMNA |
| AMIODARONE HYDROCHLORIDE | 4 | LMNA |
| METHYL SALICYLATE | 4 | LMNA |
| DIBUCAINE | 4 | LMNA |
| PHENELZINE | 4 | LMNA |
| HYDROCORTISONE ACETATE | 4 | LMNA |
| BRETYLIUM TOSYLATE | 4 | LMNA |
| IMIPRAMINE | 4 | LMNA |
| FURAZOLIDONE | 4 | LMNA |
| DROPERIDOL | 4 | LMNA |
Bioactivity and enzyme data
Enzyme cohort genes (≥1 EC): 3.
Cohort genes with ChEMBL bioactivity (full, sorted by assay count)
| Symbol | Assays | Type breakdown |
|---|---|---|
| CPT1A | 24 | Binding:24 |
| LMNA | 12 | Binding:9, Functional:3 |
| FARS2 | 3 | Binding:3 |
| MPC2 | 1 | Binding:1 |
| SPG11 | 1 | Binding:1 |
| PTS | 1 | ADMET:1 |
Cohort enzymes (BRENDA EC)
| Symbol | EC numbers | Names |
|---|---|---|
| FARS2 | 6.1.1.20 | phenylalanine-tRNA ligase |
| CPT1A | 2.3.1.21 | carnitine O-palmitoyltransferase |
| PTS | 4.2.3.12 | 6-pyruvoyltetrahydropterin synthase |
Pharmacogenomics
Cohort genes with a PharmGKB record: 9; 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) |
|---|---|---|
| BEPRIDIL | 4 | LMNA |
| PHENYLBUTAZONE | 4 | LMNA |
| CEFOTAXIME SODIUM | 4 | LMNA |
| DIENESTROL | 4 | LMNA |
| IFOSFAMIDE | 4 | LMNA |
| PROGESTERONE | 4 | LMNA |
| CLOTRIMAZOLE | 4 | LMNA |
| DAPSONE | 4 | LMNA |
| AMINOCAPROIC ACID | 4 | LMNA |
| FLUCONAZOLE | 4 | LMNA |
| COLCHICINE | 4 | LMNA |
| NABUMETONE | 4 | LMNA |
| OXAPROZIN | 4 | LMNA |
| BUMETANIDE | 4 | LMNA |
| GLIPIZIDE | 4 | LMNA |
| BROMFENAC | 4 | LMNA |
| ROPIVACAINE | 4 | LMNA |
| TIZANIDINE | 4 | LMNA |
| METAXALONE | 4 | LMNA |
| CARBAMAZEPINE | 4 | LMNA |
| SALMETEROL XINAFOATE | 4 | LMNA |
| AMIODARONE HYDROCHLORIDE | 4 | LMNA |
| METHYL SALICYLATE | 4 | LMNA |
| DIBUCAINE | 4 | LMNA |
| PHENELZINE | 4 | LMNA |
| HYDROCORTISONE ACETATE | 4 | LMNA |
| BRETYLIUM TOSYLATE | 4 | LMNA |
| IMIPRAMINE | 4 | LMNA |
| FURAZOLIDONE | 4 | LMNA |
| DROPERIDOL | 4 | LMNA |
Druggability pyramid
Cohort genes binned by druggability tier (high → low):
| Tier | Definition | Genes | Symbols |
|---|---|---|---|
| A | Approved (phase 4 drug) | 1 | LMNA |
| B | Phased (≥1) drug, not yet approved | 2 | MPC2, CPT1A |
| C | Druggable family + PDB, no drug | 2 | FARS2, PTS |
| D | Druggable family + AlphaFold only, no drug | 0 | |
| E | Difficult family or no structure, no drug | 4 | SPG11, ARID1B, COL4A1, GAREM2 |
Undrugged target profiles
6 cohort genes are undrugged. Ranked by ‘starting-point quality’ (assay depth + drugged-partner adjacency).
| Symbol | ChEMBL assays | Drugged partners (top 3) |
|---|---|---|
| FARS2 | 3 | — |
| SPG11 | 1 | — |
| ARID1B | 0 | — |
| COL4A1 | 0 | — |
| GAREM2 | 0 | — |
| PTS | 1 | — |
Clinical trials & evidence
Clinical trials
Clinical trials: 420.
Phase distribution (across all retrieved trials)
| Phase | Trials |
|---|---|
| Not specified | 335 |
| PHASE2 | 27 |
| PHASE1 | 24 |
| PHASE3 | 16 |
| PHASE4 | 8 |
| PHASE1/PHASE2 | 7 |
| EARLY_PHASE1 | 2 |
| PHASE2/PHASE3 | 1 |
Top trials by phase / activity
| NCT | Phase | Status | Title |
|---|---|---|---|
| NCT05855577 | PHASE4 | NOT_YET_RECRUITING | Motor Function Efficacy of Pharmacological Treatments Targeting Energy Metabolism, in Parkinson’s Patients |
| NCT06003153 | PHASE4 | RECRUITING | GLUCOSE-MGH: Genetic Links Understood Through Challenge With Oral Semaglutide Exposure at MGH |
| NCT00192621 | PHASE4 | COMPLETED | Seronegatives and Metabolic Abnormalities Protocol 2 (SAMA002): Study to Compare the Effect of Kaletra and Combivir® in HIV-Negative Healthy Subjects |
| NCT01443806 | PHASE4 | COMPLETED | Characterisation of the Human Carboxylesterase 1 (CES1) Mutations in Thailand |
| NCT02645279 | PHASE4 | UNKNOWN | Comparison of Oral 30 % Dextrose and iv Midazolam Sedation During MRI in Neonates |
| NCT04653779 | PHASE4 | UNKNOWN | A Clinical Trial to Evaluate the Preference Regarding Convenience of Medication and Efficacy/Safety of SUGAMET®XR Tablet 5/1000mg |
| NCT05084079 | PHASE4 | UNKNOWN | Different Initial Insulin Dose Regimens on Time to Achieve Glycemic Targets and Treatment Safety in SIIT |
| NCT06009653 | PHASE4 | WITHDRAWN | Effects of Tirzepatide Plus Intensive Lifestyle Therapy on Body Weight and Metabolic Health in Latinos With Obesity |
| NCT05208281 | PHASE2/PHASE3 | RECRUITING | A Multi-cohort Study of Safety, Efficacy, PK and PD of GNR-055 in Patients With Mucopolysaccharidosis Type II |
| NCT06568471 | PHASE3 | RECRUITING | A Study on Efficacy and Safety of HST101 in Chinese Patients with Hypercholesterolemia |
| NCT06672237 | PHASE3 | RECRUITING | A Phase 3 Study of NTLA-2001 in ATTRv-PN |
| NCT07613307 | PHASE3 | NOT_YET_RECRUITING | A Study of Orforglipron (LY3502970) in Participants With Type 2 Diabetes Who Observe Ramadan Fasting |
| NCT00387114 | PHASE3 | TERMINATED | Effect of an Anti-Oxidant Treatment on Resistin Serum Levels.A Randomized Study |
| NCT00546052 | PHASE3 | COMPLETED | A 52 Week Study to Evaluate the Effects of Losartan With or Without HCTZ on Plasma Glucose, Metabolic Parameters, Blood Pressure in Hypertensive Patients With Metabolic Syndrome (0954A-331) |
| NCT00607373 | PHASE3 | COMPLETED | Study to Assess the Safety and Efficacy of ISIS 301012 (Mipomersen) in Homozygous Familial Hypercholesterolemia |
| NCT00694109 | PHASE3 | COMPLETED | An Open-label Extension Study to Assess the Long-term Safety and Efficacy of ISIS 301012 (Mipomersen) in Patients With Familial Hypercholesterolemia or Severe-Hypercholesterolemia |
| NCT00935766 | PHASE3 | TERMINATED | Effect of Fish Oil (Omega-3 Fatty Acids) on Arteries |
| NCT01286909 | PHASE3 | UNKNOWN | Efficacy of Laflavon in Lowering Triglycerides and Raising High-Density Lipoprotein (HDL) |
| NCT01343680 | PHASE3 | TERMINATED | Trial of Two Central Venous Catheter (CVC) Flushing Schemes in Pediatric Hematology and Oncology Patients |
| NCT04371978 | PHASE3 | TERMINATED | Efficacy and Safety of Dipeptidyl Peptidase-4 Inhibitors in Diabetic Patients With Established COVID-19 |
| NCT04809220 | PHASE3 | COMPLETED | A Study of Two Doses of Dulaglutide (LY2189265) in Japanese Patients With Type 2 Diabetes |
| NCT05260021 | PHASE3 | COMPLETED | A Study to Evaluate Tirzepatide (LY3298176) in Pediatric and Adolescent Participants With Type 2 Diabetes Mellitus Inadequately Controlled With Metformin or Basal Insulin or Both |
| NCT05425745 | PHASE3 | COMPLETED | Evaluate the Effect of Obicetrapib in Patients With HeFH on Top of Maximum Tolerated Lipid-Modifying Therapies. |
| NCT05505994 | PHASE3 | UNKNOWN | The Efficacy and Safety of DWP16001 in Combination With Metformin in T2DM Patients Inadequately Controlled on Metformin |
| NCT05691712 | PHASE3 | COMPLETED | A Study of Tirzepatide (LY3298176) in Chinese Participants With Type 2 Diabetes |
| NCT00920972 | PHASE1/PHASE2 | RECRUITING | Campath/Fludarabine/Melphalan Transplant Conditioning for Non-Malignant Diseases |
| NCT03128996 | PHASE1/PHASE2 | RECRUITING | Reduced Intensity Conditioning and Familial HLA-Mismatched BMT for Non-Malignant Disorders |
| NCT04055428 | PHASE2 | RECRUITING | NAUTICAL: Effect of Natriuretic Peptide Augmentation on Cardiometabolic Health in Black Individuals |
| NCT04414046 | PHASE2 | RECRUITING | TCR Alpha Beta T-cell Depleted Haploidentical HCT in the Treatment of Primary Immunodeficiency and Inherited Metabolic Disorders in Children |
| NCT06320951 | PHASE2 | NOT_YET_RECRUITING | VITAL-IMPACT: Improving Cardiometabolic Health in Black Individuals Through Therapeutic Augmentation of Cyclic Guanosine Mono-Phosphate Signaling Pathway |
| NCT06575426 | PHASE1/PHASE2 | RECRUITING | A Study to Investigate Safety and Effectiveness of Porcine Pancreatic Cells (OPF-310) in Patients With Type 1 Diabetes Mellitus |
| NCT06843902 | PHASE2 | RECRUITING | Improving Coronary Vascular Health in Women |
| NCT06968208 | PHASE2 | NOT_YET_RECRUITING | The Efficacy and Safety of Puerarin in Obesity Treatment |
| NCT00001723 | PHASE2 | COMPLETED | Safety and Efficacy of Xenical in Children and Adolescents With Obesity-Related Diseases |
| NCT00119379 | PHASE2 | COMPLETED | Effectiveness of Nucleoside Supplementation or Switch to Tenofovir in Reversing Fat Loss in HIV Infected Adults |
| NCT00362180 | PHASE2 | COMPLETED | Measure Liver Fat Content After ISIS 301012 (Mipomersen) Administration |
| NCT00446264 | PHASE2 | COMPLETED | Islet Allotransplantation With Steroid Free Immunosuppression |
| NCT00467831 | PHASE1/PHASE2 | TERMINATED | Pilot Study of a Multi-Drug Regimen for Severe Pulmonary Fibrosis in Hermansky-Pudlak Syndrome |
| NCT00477594 | PHASE2 | COMPLETED | Open Label Extension of ISIS 301012 (Mipomersen) to Treat Familial Hypercholesterolemia |
| NCT00622765 | PHASE2 | COMPLETED | A Study of the Safety and Effectiveness of JNJ-16269110 (R256918) in Overweight and Obese Patients |
Drugs tested across these trials (top 30)
| Molecule | Max phase | Trials referencing |
|---|---|---|
| MIPOMERSEN | 4 | 8 |
| TENOFOVIR DISOPROXIL | 4 | 3 |
| TERAZOSIN | 4 | 3 |
| INULIN | 4 | 2 |
| LOSARTAN | 4 | 2 |
| TIRZEPATIDE | 4 | 2 |
| ACIPIMOX | 4 | 1 |
| ASCORBIC ACID | 4 | 1 |
| BUSULFAN | 4 | 1 |
| CLOFARABINE | 4 | 1 |
| DEFERASIROX | 4 | 1 |
| DULAGLUTIDE | 4 | 1 |
| ERYTHROMYCIN | 4 | 1 |
| EVINACUMAB | 4 | 1 |
| EVOGLIPTIN | 4 | 1 |
| GONADORELIN ACETATE | 4 | 1 |
| INSULIN LISPRO | 4 | 1 |
| LACTITOL | 4 | 1 |
| LAMIVUDINE | 4 | 1 |
| LINAGLIPTIN | 4 | 1 |
| ORLISTAT | 4 | 1 |
| OSELTAMIVIR | 4 | 1 |
| PHENTERMINE | 4 | 1 |
| PHENTERMINE HYDROCHLORIDE | 4 | 1 |
| PRAVASTATIN | 4 | 1 |
| ROTIGOTINE | 4 | 1 |
| SECRETIN | 4 | 1 |
| SEMAGLUTIDE | 4 | 1 |
| VERICIGUAT | 4 | 1 |
| ZILEUTON | 4 | 1 |
Related Atlas pages
- Cohort genes: FARS2, MPC2, SPG11, ARID1B, COL4A1, CPT1A, GAREM2, LMNA, PTS
- Drugs: Mipomersen, Tenofovir Disoproxil, Terazosin, Inulin, Losartan, Tirzepatide, Acipimox, Ascorbic Acid, Busulfan, Clofarabine, Deferasirox, Dulaglutide, Erythromycin, Evinacumab, Evogliptin, Gonadorelin Acetate, Insulin Lispro, Lactitol, Lamivudine, Linagliptin, Orlistat, Oseltamivir, Phentermine, Pravastatin, Rotigotine, Secretin, Semaglutide, Vericiguat, Zileuton