ArticleEuropean heart journal2020
The Mediterranean diet, plasma metabolome, and cardiovascular disease risk.
Article in European heart journal, 2020. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 203 papers, 3 of them syntheses that pooled it.
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The trial behind it
Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.
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Who cites it
203 citing papers in PubMed, 3 syntheses or guidelines pooled it.
- Impact of adherence to the Mediterranean diet on stroke risk.GeroScience · 2025Pooled it
- The role of the Mediterranean diet in reducing the risk of cognitive impairement, dementia, and Alzheimer's disease: a meta-analysis.GeroScience · 2025Pooled it
- Association of maternal blood metabolomics and gestational diabetes mellitus risk: a systematic review and meta-analysis.Reviews in endocrine & metabolic disorders · 2025Pooled it
- Wine consumption, Mediterranean diet, and cardiovascular risk in two Spanish cohorts.European heart journal · 2026Trial
- Efficacy of 3D-Printed Cleaning Splints for Approximal Dental Biofilm Removal-A Randomized Clinical Crossover Pilot Study.Clinical and experimental dental research · 2026Trial
- Urinary polyphenol signature of the Mediterranean diet is associated with lower cardiovascular disease risk: the PREDIMED trial.BMC medicine · 2025Trial
- Metabolomic profiling of a cholesterol lowering plant-based diet from two randomized controlled feeding trials.European journal of clinical nutrition · 2025Trial
- A multi-metabolite signature robustly predicts long-term mortality in the PREDIMED trial and several US cohorts.Metabolism: clinical and experimental · 2025Trial
- Lipidome changes due to improved dietary fat quality inform cardiometabolic risk reduction and precision nutrition.Nature medicine · 2024Trial
- Salmon Food-Specific Compounds and Their Metabolites Increase in Human Plasma and Are Associated with Cardiometabolic Health Indicators Following a Mediterranean-Style Diet Intervention.The Journal of nutrition · 2024Trial
- Yearly attained adherence to Mediterranean diet and incidence of diabetes in a large randomized trial.Cardiovascular diabetology · 2023Trial
- Plasma metabolite profiles associated with the World Cancer Research Fund/American Institute for Cancer Research lifestyle score and future risk of cardiovascular disease and type 2 diabetes.Cardiovascular diabetology · 2023Trial
- Impact of dietary interventions on pre-diabetic oral and gut microbiome, metabolites and cytokines.Nature communications · 2023Trial
- Replacement of dietary saturated with unsaturated fatty acids is associated with beneficial effects on lipidome metabolites: a secondary analysis of a randomized trial.The American journal of clinical nutrition · 2023Trial
- Trial
- Plasma Metabolites Link Dietary Patterns to Stroke Risk.Annals of neurology · 2023Trial
- Development and validation of a metabolite score for red meat intake: an observational cohort study and randomized controlled dietary intervention.The American journal of clinical nutrition · 2022Trial
- Effects of changing from a diet with saturated fat to a diet with n-6 polyunsaturated fat on the serum metabolome in relation to cardiovascular disease risk factors.European journal of nutrition · 2022Trial
- How to Measure Adherence to a Mediterranean Diet in Dental Studies: Is a Short Adherence Screener Enough? A Comparative Analysis.Nutrients · 2022Trial
- Frailty-Related Metabolic Signature in the Association Between Frailty and Coronary Artery Disease: Modification by Genetic Susceptibility.The journal of nutrition, health & aging · 2026Article
143 more citing papers are in PubMed but not listed here.
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Authors and funding
27 authors.
Funding
Abstract
aimsTo investigate whether metabolic signature composed of multiple plasma metabolites can be used to characterize adherence and metabolic response to the Mediterranean diet and whether such a metabolic signature is associated with cardiovascular disease (CVD) risk. METHODS AND
resultsOur primary study cohort included 1859 participants from the Spanish PREDIMED trial, and validation cohorts included 6868 participants from the US Nurses' Health Studies I and II, and Health Professionals Follow-up Study (NHS/HPFS). Adherence to the Mediterranean diet was assessed using a validated Mediterranean Diet Adherence Screener (MEDAS), and plasma metabolome was profiled by liquid chromatography-tandem mass spectrometry. We observed substantial metabolomic variation with respect to Mediterranean diet adherence, with nearly one-third of the assayed metabolites significantly associated with MEDAS (false discovery rate < 0.05). Using elastic net regularized regressions, we identified a metabolic signature, comprised of 67 metabolites, robustly correlated with Mediterranean diet adherence in both PREDIMED and NHS/HPFS (r = 0.28-0.37 between the signature and MEDAS; P = 3 × 10-35 to 4 × 10-118). In multivariable Cox regressions, the metabolic signature showed a significant inverse association with CVD incidence after adjusting for known risk factors (PREDIMED: hazard ratio [HR] per standard deviation increment in the signature = 0.71, P < 0.001; NHS/HPFS: HR = 0.85, P = 0.001), and the association persisted after further adjustment for MEDAS scores (PREDIMED: HR = 0.73, P = 0.004; NHS/HPFS: HR = 0.85, P = 0.004). Further genome-wide association analysis revealed that the metabolic signature was significantly associated with genetic loci involved in fatty acids and amino acids metabolism. Mendelian randomization analyses showed that the genetically inferred metabolic signature was significantly associated with risk of coronary heart disease (CHD) and stroke (odds ratios per SD increment in the genetically inferred metabolic signature = 0.92 for CHD and 0.91 for stroke; P < 0.001).
conclusionsWe identified a metabolic signature that robustly reflects adherence and metabolic response to a Mediterranean diet, and predicts future CVD risk independent of traditional risk factors, in Spanish and US cohorts.
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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.