Connecting metabolic measures
with disease and genetic evidence

Explore population associations, genetic variation, gene and protein evidence, colocalisation and Mendelian randomisation across human metabolic measures.

Evidence linked to a metabolic measureVariants, genes and proteins, and diseases and traits link to a metabolic measure through separate evidence layers. Connections do not show a causal chain. GWAS / metQTLGene / protein evidencePopulation associationColocalisation / MR Variants Genes / proteins Metabolicmeasure Diseases / traits

Database at a glance

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Counts refer to entities in the public catalogue; source results and evidence layers are reported separately.

Multiple evidence layers for the same metabolic measure

Association and genetic evidence are kept as separate layers.

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Population associations

HR / OR / RR across clinical outcomes

Variant / QTL evidence

GWAS, metQTL and fine-mapping evidence

Gene and protein evidence

Rare-variant/burden tests and gene/protein QTL evidence

Colocalisation

Shared genetic signals across diseases, traits and molecular QTLs

MR

Source-reported MR and cis-MR results

Feature analyses

Disease-association profiles

Compare disease-association profiles across metabolic measures, with stability and sensitivity analyses shown alongside the results.

NMR / MSIncidentPrevalentMortality
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Gene evidence breadth

Compare the breadth of linked metabolic measures and the supporting evidence layers across genes.

Established genesAdditional high-coverage genes
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Broad measurement coverage

MetabDB distinguishes compounds, lipid species, lipoprotein measures, ratios, percentages and derived measures while retaining their source assay and definition.

NMR—
MS—
Lipidomics—

Assay categories can overlap. Counts refer to measurement entries, not unique chemical structures.

— source studies and their provenance

Studies span NMR, MS and lipidomics in UK Biobank and external cohorts.

UK BiobankExternal cohortsSource definitions
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