Evidence map›Paper›PMID 33278656›Full record

Observational studyBone2021

Diet-derived fruit and vegetable metabolites show sex-specific inverse relationships to osteoporosis status.

Kelsey M Mangano, Sabrina E Noel, Chao-Qiang Lai, Jacob J Christensen, Jose M Ordovas, Bess Dawson-Hughes, Katherine L Tucker, Laurence D Parnell

Registry-linked trialOpen access · greenAbstract readObservational Study
In one paragraph

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.

0numbers the graph read from it
0cells of the map it votes in
16citing papers in PubMed, 1 pooled it
1.8field-weighted citation impact, top 17% of its field
1 · What the graph read from it

What it found

Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.

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.

2 · The registry

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.

NCT01231958 completednot on this map

The Boston Puerto Rican Health Study: Center for Population Health and Health Disparities

TypeobservationalSponsorUniversity of Massachusetts, LowellRan2004 to 2017Enrolled1,650ConditionsCardiovascular Risk FactorArmsThe Heart Healthy Initiative for Hispanic Adults (HIP)
3 · Its place in the literature

Who cites it

16 citing papers in PubMed, 1 synthesis or guideline pooled it, 19 citations in OpenAlex.

  1. Pooled it
  2. Article
  3. Article
  4. Article
  5. Article
  6. 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 · 2024
    Article
  7. Review
  8. Article
  9. Article
  10. 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 · 2023
    Article
  11. Frontiers in immunology · 2023
    Article
  12. Article
  13. Bioactives in the Food Supply: Effects on CVD Health.Current atherosclerosis reports · 2022
    Review
  14. Impact of Socioeconomic Environment on Home Social Care Service Demand and Dependent Users.International journal of environmental research and public health · 2022
    Article
  15. Review
  16. Metabolite patterns link diet, obesity, and type 2 diabetes in a Hispanic population.Metabolomics : Official journal of the Metabolomic Society · 2021
    Article
4 · The record

Corrections and comments

PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.

5 · Who and what money

Authors and funding

8 authors at 3 institutions in 2 countries.

Kelsey M ManganoDepartment of Biomedical and Nutritional Sciences and Center for Population Health, University of Massachusetts Lowell, 3 Solomont Way, 01854 Lowell, MA, USA. Electronic address: Kelsey_Mangano@uml.edu.
Sabrina E NoelDepartment of Biomedical and Nutritional Sciences and Center for Population Health, University of Massachusetts Lowell, 3 Solomont Way, 01854 Lowell, MA, USA.
Chao-Qiang LaiUSDA Agricultural Research Service, Nutrition and Genomics Laboratory, JM-USDA Human Nutrition Research Center on Aging at Tufts University, 711 Washington St, Boston, MA 02111, USA.
Jacob J ChristensenNorwegian National Advisory Unit on Familial Hypercholesterolemia, Department of Endocrinology, Morbid Obesity and Preventive Medicine, Oslo University Hospital, Forskningsveien 2B, 0373 Oslo, Norway; Department of Nutrition, Institute of Basic Medical Sciences, University of Oslo, Sognsvannsveien 9, 0315 Oslo, Norway.
Jose M OrdovasNutrition and Genomics Laboratory, JM-USDA Human Nutrition Research Center on Aging at Tufts University, 711 Washington St, 02111 Boston, MA, USA.
Bess Dawson-HughesBone Metabolism Laboratory, Jean Mayer U.S. Department of Agriculture Human Nutrition Research Center on Aging, Tufts University, 711 Washington Street, 02111 Boston, MA, USA.
Katherine L TuckerDepartment of Biomedical and Nutritional Sciences and Center for Population Health, University of Massachusetts Lowell, 3 Solomont Way, 01854 Lowell, MA, USA.
Laurence D ParnellUSDA Agricultural Research Service, Nutrition and Genomics Laboratory, JM-USDA Human Nutrition Research Center on Aging at Tufts University, 711 Washington St, Boston, MA 02111, USA.
Tufts University · USUniversity of Massachusetts Lowell · USOslo University Hospital · NO

Funding

STATISTICSP50HL105185 · NHLBI · UNIVERSITY OF MASSACHUSETTS LOWELL · PI ORDOVAS, JOSE M. · 2010 to 2015
$10.4M
Center for Research/Nutrition &Health among the ElderlyP01AG023394 · NIA · TUFTS UNIVERSITY BOSTON · PI TUCKER, KATHERINE L · 2003 to 2007
$8.1M
Dietary Quality, Cognitive Decline and Brain Health in Puerto Rican AdultsR01AG055948 · NIA · UNIVERSITY OF MASSACHUSETTS LOWELL · PI TUCKER, KATHERINE L · 2017 to 2021
$4.2M
Bone microarchitecture, diabetes and change in bone mineral density in Puerto Rican adultsR01AR072741 · NIAMS · UNIVERSITY OF MASSACHUSETTS LOWELL · PI TUCKER, KATHERINE L · 2018 to 2022
$2.6M
Nutrition, Stress and Bone in Older Puerto RicansR01AG027087 · NIA · TUFTS UNIVERSITY BOSTON · PI TUCKER, KATHERINE L · 2007 to 2009
$1.9M
Metabolomics and Type 2 Diabetes in a Cohort of Older Puerto RicansK01DK107804 · NIDDK · HARVARD SCHOOL OF PUBLIC HEALTH · PI BHUPATHIRAJU, SHILPA NANDANA · 2016 to 2019
$594k
Diet and Health Behavior Change to Improve Bone HealthK01AR067894 · NIAMS · UNIVERSITY OF MASSACHUSETTS LOWELL · PI NOEL, SABRINA · 2015 to 2019
$504k
NHLBI NIH HHS P50 HL105185NIAMS NIH HHS K01 AR067894NIAMS NIH HHS R01 AR072741NIA NIH HHS P01 AG023394NIA NIH HHS R01 AG027087NIA NIH HHS R01 AG055948NIDDK NIH HHS K01 DK107804
6 · The paper itself

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.

Indexed as

OsteoporosisVegetablesAgedCross-Sectional StudiesDietFemaleFruitHumansMaleMiddle AgedAgingMetabolismMetabolomicsNutritionOsteoporosisPuerto RicanSex steroids

Identifiers

PMID33278656
PMCPMC7856195
OpenAlexW3106848581

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Registered trials

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.