Evidence map›Paper›PMID 41762524›Full record

ArticleEBioMedicine2026

Plasma metabolomic profiles and risk of hip fracture among US individuals: a nested case-control and prospective cohort study.

Zhiyuan Wu, Qi Sun, Binkai Liu, Gary Curhan, Julian Avila-Pacheco, Clary Clish, Oana A Zeleznik, Julie M Paik

Abstract read
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Article in EBioMedicine, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.

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1 · What the graph read from it

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4 · The record

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5 · Who and what money

Authors and funding

8 authors.

Zhiyuan WuDepartment of Nutrition, Harvard T.H. Chan School of Public Health, Boston, MA, USA. Electronic address: zhiyuanwu@hsph.harvard.edu.
Qi SunDepartment of Nutrition, Harvard T.H. Chan School of Public Health, Boston, MA, USA; Department of Epidemiology, Harvard T.H. Chan School of Public Health, Boston, MA, USA; Channing Division of Network Medicine, Department of Medicine, Brigham and Women's Hospital and Harvard Medical School, Boston, MA, USA.
Binkai LiuDepartment of Nutrition, Harvard T.H. Chan School of Public Health, Boston, MA, USA.
Gary CurhanChanning Division of Network Medicine, Department of Medicine, Brigham and Women's Hospital and Harvard Medical School, Boston, MA, USA.
Julian Avila-PachecoBroad Institute of MIT and Harvard, Cambridge, MA, USA.
Clary ClishBroad Institute of MIT and Harvard, Cambridge, MA, USA.
Oana A ZeleznikChanning Division of Network Medicine, Department of Medicine, Brigham and Women's Hospital and Harvard Medical School, Boston, MA, USA.
Julie M PaikChanning Division of Network Medicine, Department of Medicine, Brigham and Women's Hospital and Harvard Medical School, Boston, MA, USA; New England Geriatric Research Education and Clinical Center, VA Boston Healthcare System, Boston, MA, USA.

Funding

Acid-Base Status as a Novel Risk Factor for FracturesR01AR075117 · NIAMS · BRIGHAM AND WOMEN'S HOSPITAL · PI PAIK, JULIE · 2019 to 2024
$3.9M
NIAMS NIH HHS R01 AR075117
6 · The paper itself

Abstract

backgroundHip fracture is a major cause of morbidity and mortality in ageing populations. Although emerging evidence suggests a role of metabolomic profiles in osteoporosis, their association with hip fracture risk has not been well established. We aimed to investigate plasma metabolomic profiles associated with risk of hip fracture.

methodsWe conducted a nested case-control analysis (N = 1234) including 617 hip fracture cases and 617 matched controls (discovery data set) and a prospective cohort analysis including 10,031 participants (replication data set; 475 incident hip fractures) within the Nurses' Health Study and the Health Professionals Follow-Up Study. Conditional logistic regression was applied in the case-control analysis to estimate odds ratios (ORs) per 1 SD increase in metabolite levels, and Cox proportional hazards models were used in the cohort analysis. A total of 653 plasma metabolites were examined, with false discovery rate (FDR) correction applied to control for multiple testing.

findingsIn the nested-case control analysis, six metabolites related to phospholipid metabolism were consistently associated with hip fracture risk (P < 0.05), with five showing inverse associations. After FDR correction, 1-stearoyl-2-dihomo-linolenoyl-GPC, a phosphatidylcholine metabolite, remained significantly associated with lower hip fracture risk (OR 0.76, 95% CI 0.67-0.87, FDR = 0.02), and this association was replicated in the cohort analysis. At the class level, phosphatidylcholine and phosphatidylethanolamine were associated with reduced hip fracture risk (FDR = 0.01 and 0.05, respectively), with similar patterns in the replication cohort.

interpretationPlasma metabolomic profiles, particularly phospholipid metabolism pathways and phosphatidylcholine, are associated with hip fracture risk. These findings suggest altered phospholipid metabolism may contribute to the development of hip fracture and highlight potential metabolic targets for prevention.

fundingThis study was supported by NIH grants.

Indexed as

Hip FracturesMetabolomeMetabolomicsAgedBiomarkersCase-Control StudiesFemaleHumansMaleMiddle AgedOdds RatioProspective StudiesRisk FactorsUnited StatesBiomarkersHip fracturePhosphatidylcholinePhosphatidylethanolaminePlasma metabolomics

Identifiers

PMID41762524
PMCPMC12962127

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LicenceCC BY-NC-ND
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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.