Skip to main content
Search
Main content
The Journal of nutrition
Published

A Metabolome-Wide Association Study of fruit and vegetable consumption and associations with cardiovascular risk factors: the INTERMAP study

Authors

Linda M Oude Griep, Elena Chekmeneva, Linda Van Horn, Queenie Chan, Martha L Daviglus, Gary Frost, Elaine Holmes, Timothy M D Ebbels, Paul Elliott

Abstract

J Nutr. 2024 Nov 11:S0022-3166(24)01171-4. doi: 10.1016/j.tjnut.2024.11.004. Online ahead of print.

ABSTRACT

BACKGROUND: Epidemiological evidence linking blood pressure (BP) and body weight-lowering effects with fruit and vegetable consumption mostly relies on self-reported dietary assessment prone to misreport and under- or overestimation of relationships. We characterized objective 24-hr urinary metabolites and a derived metabolite score associated with fruit and vegetable intake and assessed their associations with BP and body mass index (BMI), with validation across cohorts.

METHODS: We used untargeted proton nuclear magnetic resonance spectroscopy (1H NMR) of two timed repeated 24-hr urine collections from free-living participants from the US (n=2,032) and the UK (n=449) of the cross-sectional International Study of Macro-/Micronutrients and Blood Pressure (INTERMAP). We evaluated correlations between fruit and vegetable intake assessed by 24-hr dietary recalls with 7,100 1H NMR features, adjusted for confounders and multiple testing. We related identified metabolites and a metabolite score with BP and BMI using extensively adjusted multiple linear regression models.

RESULTS: We characterized eleven 1H NMR-derived 24-hr urinary metabolites related to fruit and vegetable intake, reproducible across multiple 24-hr urine collections of both cohorts. Proline betaine, citrate, N-methylproline, scyllo-inositol, 2-hydroxy-2-(4-methyl cyclohex-3-en-1-yl) propoxyglucuronide, and proline were associated with fruit intake, specifically with Rutaceae intake, while S-methyl-L-cysteine sulfoxide and S-methyl-L-cysteine sulfoxide metabolite were associated with Brassicacea intake. The metabolite score, explaining 39.8% of fruit and vegetable intake, was inversely associated with systolic BP (-1.65 mmHg; 95% confidence interval (CI): -2.68,-0.62, P<0.002) and BMI (-1.21 kg/m2; 95% CI: -1.62,-0.78, P<0.0001). These associations were to a large extent explained by urinary citrate excretion.

CONCLUSION: We identified 1H NMR-derived urinary metabolites associated with fruit and vegetable consumption, consistent and reproducible between urine collections and across populations. A higher fruit and vegetable-related metabolite score showed associations with lower systolic BP and BMI, mainly mediated by citrate, but would need confirmation in further studies.

STUDY REGISTRATION: This study was registered at the clinicaltrials.gov registration (https://clinicaltrials.gov/study/NCT00005271?term=NCT00005271&rank=1) as NCT00005271.

PMID:39536968 | DOI:10.1016/j.tjnut.2024.11.004

UK DRI Authors

Paul Elliott

Prof Paul Elliott

Group Leader

Using advanced methods in genetic, epidemiology and metabolic phenotyping to improve understanding of dementias

Prof Paul Elliott