ArticlePLoS genetics2011
A genome-wide metabolic QTL analysis in Europeans implicates two loci shaped by recent positive selection.
Article in PLoS genetics, 2011. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 78 papers, 3 of them syntheses that pooled it.
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Who cites it
78 citing papers in PubMed, 3 syntheses or guidelines pooled it, 139 citations in OpenAlex.
- Use of Mendelian Randomization to Unveil Metabolic Markers inJournal of Korean medical science · 2026Pooled it
- Meta-analysis of urinary metabolite GWAS studies identifies novel genome-wide significant loci.Scientific reports · 2025Pooled it
- Genome-wide association study identifies novel genetic variants contributing to variation in blood metabolite levels.Nature communications · 2015Pooled it
- Metabolic GWAS of elite athletes reveals novel genetically-influenced metabolites associated with athletic performance.Scientific reports · 2019Trial
- Genome-wide association studies of missing metabolite measures from two population-based studies.Genome biology · 2026Article
- Discovery of urinary metabolite biomarkers of psychiatric disorders using two-sample Mendelian randomization.BMC psychiatry · 2026Article
- CCR1 as a potential regulator of neutrophil-mediated pathogenesis in post-acute ischemic stroke: a multi-omics Mendelian randomization.Clinical epigenetics · 2026Article
- Application of Mendelian randomization to explore metabolic pathways in colorectal cancer.Annals of medicine and surgery (2012) · 2025Article
- Integrative Genomic and Metabolomic Analysis Identifies mQTLs Associated with Genetic Selection for Tenderness in Nellore Cattle.Metabolites · 2025Article
- Article
- Plant and microbial sciences as key drivers in the development of metabolomics research.Proceedings of the National Academy of Sciences of the United States of America · 2023Review
- Comprehensive characterization of putative genetic influences on plasma metabolome in a pediatric cohort.Human genomics · 2022Article
- Quantitative trait locus (xQTL) approaches identify risk genes and drug targets from human non-coding genomes.Human molecular genetics · 2022Review
- The Integration of Metabolomics with Other Omics: Insights into Understanding Prostate Cancer.Metabolites · 2022Review
- Biallelic Variants inInternational journal of molecular sciences · 2022Article
- Untargeted Metabolome- and Transcriptome-Wide Association Study Suggests Causal Genes Modulating Metabolite Concentrations in Urine.Journal of proteome research · 2021Article
- Genome-wide association study of serum metabolites in the African American Study of Kidney Disease and Hypertension.Kidney international · 2021Article
- Approaches to Integrating Metabolomics and Multi-Omics Data: A Primer.Metabolites · 2021Review
- Integrating lipidomics and genomics: emerging tools to understand cardiovascular diseases.Cellular and molecular life sciences : CMLS · 2021Review
- Association of cardiac autonomic dysfunction with higher levels of plasma lipid metabolites in recent-onset type 2 diabetes.Diabetologia · 2021Article
18 more citing papers are in PubMed but not listed here.
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30 authors at 10 institutions in 6 countries.
Funding
Abstract
We have performed a metabolite quantitative trait locus (mQTL) study of the (1)H nuclear magnetic resonance spectroscopy ((1)H NMR) metabolome in humans, building on recent targeted knowledge of genetic drivers of metabolic regulation. Urine and plasma samples were collected from two cohorts of individuals of European descent, with one cohort comprised of female twins donating samples longitudinally. Sample metabolite concentrations were quantified by (1)H NMR and tested for association with genome-wide single-nucleotide polymorphisms (SNPs). Four metabolites' concentrations exhibited significant, replicable association with SNP variation (8.6×10(-11)<p<2.8×10(-23)). Three of these-trimethylamine, 3-amino-isobutyrate, and an N-acetylated compound-were measured in urine. The other-dimethylamine-was measured in plasma. Trimethylamine and dimethylamine mapped to a single genetic region (hence we report a total of three implicated genomic regions). Two of the three hit regions lie within haplotype blocks (at 2p13.1 and 10q24.2) that carry the genetic signature of strong, recent, positive selection in European populations. Genes NAT8 and PYROXD2, both with relatively uncharacterized functional roles, are good candidates for mediating the corresponding mQTL associations. The study's longitudinal twin design allowed detailed variance-components analysis of the sources of population variation in metabolite levels. The mQTLs explained 40%-64% of biological population variation in the corresponding metabolites' concentrations. These effect sizes are stronger than those reported in a recent, targeted mQTL study of metabolites in serum using the targeted-metabolomics Biocrates platform. By re-analysing our plasma samples using the Biocrates platform, we replicated the mQTL findings of the previous study and discovered a previously uncharacterized yet substantial familial component of variation in metabolite levels in addition to the heritability contribution from the corresponding mQTL effects.
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Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.