Observational studyBone2021
Diet-derived fruit and vegetable metabolites show sex-specific inverse relationships to osteoporosis status.
Observational study in Bone, 2021. The graph could read no effect estimate from its abstract, so it casts no vote on the map. It is linked to trial NCT01231958 (The Boston Puerto Rican Health Study), which is not on this map. Cited by 16 papers, 1 of them a synthesis that pooled it.
What it found
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The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.
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.
The Boston Puerto Rican Health Study: Center for Population Health and Health Disparities
Who cites it
16 citing papers in PubMed, 1 synthesis or guideline pooled it, 19 citations in OpenAlex.
- Metabolomics of Osteoporosis in Humans: A Systematic Review.Current osteoporosis reports · 2023Pooled it
- The association between a healthy and sustainable diet based on the planetary health diet index (PHDI) and the odds of postmenopausal osteoporosis.European journal of nutrition · 2026Article
- Exploration of Biomarkers of Food Intake in a Caribbean Hispanic Population.Molecular nutrition & food research · 2025Article
- Defining Optimal Nutrition Behaviors to Determine Benefit-Cost Ratio of Federal Nutrition Education Programs.Nutrients · 2025Article
- Association between dietary zinc intake amount and prevalence of osteoporosis in middle-aged and elderly individuals: a cross-sectional study.Irish journal of medical science · 2025Article
- Associations between new obesity indices and abnormal bone density in type 2 diabetes mellitus patients.Osteoporosis international : a journal established as result of cooperation between the European Foundation for Osteoporosis and the National Osteoporosis Foundation of the USA · 2024Article
- Insights and implications of sexual dimorphism in osteoporosis.Bone research · 2024Review
- Linoleic acid blunts early osteoblast differentiation and impairs oxidative phosphorylation in vitro.Prostaglandins, leukotrienes, and essential fatty acids · 2024Article
- Diversity of the diet is correlated with osteoporosis in post-menopausal women: an Iranian case-control study.Frontiers in public health · 2024Article
- PPI-Induced Changes in Plasma Metabolite Levels Influence Total Hip Bone Mineral Density in a UK Cohort.Journal of bone and mineral research : the official journal of the American Society for Bone and Mineral Research · 2023Article
- Article
- Metabolomic profiling in dogs with dilated cardiomyopathy eating non-traditional or traditional diets and in healthy controls.Scientific reports · 2022Article
- Bioactives in the Food Supply: Effects on CVD Health.Current atherosclerosis reports · 2022Review
- Impact of Socioeconomic Environment on Home Social Care Service Demand and Dependent Users.International journal of environmental research and public health · 2022Article
- Application of metabolomics in osteoporosis research.Frontiers in endocrinology · 2022Review
- Metabolite patterns link diet, obesity, and type 2 diabetes in a Hispanic population.Metabolomics : Official journal of the Metabolomic Society · 2021Article
Corrections and comments
PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.
Authors and funding
8 authors at 3 institutions in 2 countries.
Funding
Abstract
backgroundThe impact of nutrition on the metabolic profile of osteoporosis (OS) is unknown.
objectiveIdentify biochemical factors driving the association of fruit and vegetable (FV) intakes with OS prevalence using an untargeted metabolomics approach.
designCross-sectional dietary, anthropometric and plasma metabolite data were examined from the Boston Puerto Rican Osteoporosis Study, n = 600 (46-79 yr).
methodsBone mineral density was assessed by DXA. OS was defined by clinical standards. A culturally adapted FFQ assessed usual dietary intake. Principal components analysis (PCA) of 42 FV items created 6 factors. Metabolomic profiles derived from plasma samples were assessed on a commercial platform. Differences in levels of 525 plasma metabolites between disease groups (OS vs no-OS) were compared using logistic regression; and associations with FV intakes by multivariable linear regression, adjusted for covariates. Metabolites significantly associated with OS status or with total FV intake were analyzed for enrichment in various biological pathways using Mbrole 2.0, MetaboAnalyst, and Reactome, using FDR correction of P-values. Correlation coefficients were calculated as Spearman's rho rank correlations, followed by hierarchical clustering of the resulting correlation coefficients using PCA FV factors and sex-specific sets of OS-associated metabolites.
resultsHigh FV intake was inversely related to OS prevalence (Odds Ratio = 0.73; 95% CI = 0.57, 0.94; P = 0.01). Several biological processes affiliated with the FV-associating metabolites, including caffeine metabolism, carnitines and fatty acids, and glycerophospholipids. Important processes identified with OS-associated metabolites were steroid hormone biosynthesis in women and branched-chain amino acid metabolism in men. Factors derived from PCA were correlated with the OS-associated metabolites, with high intake of dark leafy greens and berries/melons appearing protective in both sexes.
conclusionsThese data warrant investigation into whether increasing intakes of dark leafy greens, berries and melons causally affect bone turnover and BMD among middle-aged and older adults at risk for osteoporosis via sex-specific metabolic pathways, and how gene-diet interactions alter these sex-specific metabolomic-osteoporosis links. ClinicalTrials.gov Identifier: NCT01231958.
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Registered trials
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