ArticleMetabolites2022
Cross-Sectional Blood Metabolite Markers of Hypertension: A Multicohort Analysis of 44,306 Individuals from the COnsortium of METabolomics Studies.
Article in Metabolites, 2022. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 12 papers, 1 of them a synthesis that pooled it.
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Who cites it
12 citing papers in PubMed, 1 synthesis or guideline pooled it, 18 citations in OpenAlex.
- Metabolomic data presents challenges for epidemiological meta-analysis: a case study of childhood body mass index from the ECHO consortium.Metabolomics : Official journal of the Metabolomic Society · 2024Pooled it
- Glycine by enteral route does not improve major clinical outcomes in severe COVID-19: a randomized clinical pilot trial.Scientific reports · 2024Trial
- Searching for Metabolic Markers for Hypertension in Human Urine.Molecules (Basel, Switzerland) · 2026Article
- Molecular Interplay between hypertension and dyslipidemia in cardiovascular pathogenesis: toward precision-based therapeutic strategies.Frontiers in cardiovascular medicine · 2026Review
- Nuclear Magnetic Resonance Analysis Seeking for Metabolic Markers of Hypertension in Human Serum.Molecules (Basel, Switzerland) · 2025Article
- Understanding Hypertension: A Metabolomic Perspective.Biology · 2025Review
- Elevated isoleucine may be a protective factor for primary hypertension: A pooled causal effect study.Medicine · 2025Article
- Deletion ofiScience · 2024Article
- Urinary metabolomics signature of animal and plant protein intake and its association with 24-h blood pressure: the African-PREDICT study.Hypertension research : official journal of the Japanese Society of Hypertension · 2024Article
- Machine Learning Metabolomics Profiling of Dietary Interventions from a Six-Week Randomised Trial.Metabolites · 2024Article
- Cross-sectional analyses of metabolites across biological samples mediating dietary acid load and chronic kidney disease.iScience · 2024Article
- Renal Epithelial Mitochondria: Implications for Hypertensive Kidney Disease.Comprehensive Physiology · 2023Article
Corrections and comments
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Authors and funding
21 authors at 12 institutions in 8 countries.
Funding
Abstract
Hypertension is the main modifiable risk factor for cardiovascular morbidity and mortality but discovering molecular mechanisms for targeted treatment has been challenging. Here we investigate associations of blood metabolite markers with hypertension by integrating data from nine intercontinental cohorts from the COnsortium of METabolomics Studies. We included 44,306 individuals with circulating metabolites (up to 813). Metabolites were aligned and inverse normalised to allow intra-platform comparison. Logistic models adjusting for covariates were performed in each cohort and results were combined using random-effect inverse-variance meta-analyses adjusting for multiple testing. We further conducted canonical pathway analysis to investigate the pathways underlying the hypertension-associated metabolites. In 12,479 hypertensive cases and 31,827 controls without renal impairment, we identified 38 metabolites, associated with hypertension after adjusting for age, sex, body mass index, ethnicity, and multiple testing. Of these, 32 metabolite associations, predominantly lipid (steroids and fatty acyls) and organic acids (amino-, hydroxy-, and keto-acids) remained after further adjusting for comorbidities and dietary intake. Among the identified metabolites, 5 were novel, including 2 bile acids, 2 glycerophospholipids, and ketoleucine. Pathway analysis further implicates the role of the amino-acids, serine/glycine, and bile acids in hypertension regulation. In the largest cross-sectional hypertension-metabolomics study to date, we identify 32 circulating metabolites (of which 5 novel and 27 confirmed) that are potentially actionable targets for intervention. Further in-vivo studies are needed to identify their specific role in the aetiology or progression of hypertension.
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