Evidence map›Paper›PMID 42787187›Full record

ArticleFrontiers in nutrition2026

Dietary patterns and osteoporosis risk in a high-altitude population: the roles of gut microbiota and plasma metabolites in a case-control study.

Luhan Zhang, Xiaomin Wu, Xuan Chen, Haihong Xin, Jingang Yan, Majia Zhuo, Xiaoxia Ma, Xiaozhi Liu, Mingyong Liu, Guowei Huang and 1 more

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Article in Frontiers in nutrition, 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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2 · The registry

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3 · Its place in the literature

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4 · The record

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5 · Who and what money

Authors and funding

11 authors.

Luhan Zhang *Department of Epidemiology and Biostatistics, School of Public Health, Tianjin Medical University, Tianjin, China.
Xiaomin Wu *Department of Epidemiology and Biostatistics, School of Public Health, Tianjin Medical University, Tianjin, China.
Xuan ChenDepartment of Epidemiology and Biostatistics, School of Public Health, Tianjin Medical University, Tianjin, China.
Haihong XinDepartment of Orthopedics, Huangnan Tibetan Autonomous Prefecture People's Hospital, Huangnan Tibetan Autonomous Prefecture, Qinghai, China.
Jingang YanDepartment of Orthopedics, Huangnan Tibetan Autonomous Prefecture People's Hospital, Huangnan Tibetan Autonomous Prefecture, Qinghai, China.
Majia ZhuoDepartment of Nursing, Huangnan Tibetan Autonomous Prefecture People's Hospital, Huangnan Tibetan Autonomous Prefecture, Qinghai, China.
Xiaoxia MaDepartment of Orthopedics, Huangnan Tibetan Autonomous Prefecture People's Hospital, Huangnan Tibetan Autonomous Prefecture, Qinghai, China.
Xiaozhi LiuTianjin Key Laboratory of Epigenetics in Premature Infant Organ Development, Tianjin Fifth Central Hospital, Tianjin, China.
Mingyong LiuTianjin Binhai Huangnan Plateau Medical Research Institute, Huangnan Tibetan Autonomous Prefecture People's Hospital, Huangnan Tibetan Autonomous Prefecture, Qinghai, China.
Guowei HuangKey Laboratory of Prevention and Control of Major Diseases in the Population, Ministry of Education, Tianjin Medical University, Tianjin, China.
Fei MaDepartment of Epidemiology and Biostatistics, School of Public Health, Tianjin Medical University, Tianjin, China.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Background: This study investigated the association between dietary pattern and osteoporosis, exploring gut microbiota and plasma metabolites as potential mediators. Methods: This case-control study included 90 osteoporosis patients and 90 healthy controls. All participants completed a validated semi-quantitative food frequency questionnaire (FFQ) to assess their dietary intake over the past year. Principal component analysis (PCA) was performed on the FFQ data to identify major dietary patterns. Gut microbiota composition was analyzed using metagenomic sequencing (Illumina HiSeq platform, PE150). Plasma metabolites were analyzed using untargeted metabolomics with ultra-high-performance liquid chromatography-tandem mass spectrometry (UHPLC-MS/MS). Binary logistic regression was employed to examine the association between dietary pattern and osteoporosis; Multivariate linear regression was used to investigate the association between dietary pattern and gut microbiota/metabolites. Additionally, mediation analysis was conducted to assess whether gut microbiota or plasma metabolites mediated the association between dietary patterns and osteoporosis, and the proportion of mediation was calculated. Results: The osteoporosis group showed significant differences in age (61.89 ± 7.86 vs. 56.10 ± 7.29 years), sex (72.2% vs. 36.7% female), and anthropometrics (all Conclusion: In high-altitude population, the "animal offal and seeds" dietary pattern elevates osteoporosis risk, partially mediated by metabolite. Gut microbiota composition also differs significantly between osteoporosis patients and controls.

Indexed as

dietary patternsgut microbiotahigh-altitude regionsosteoporosisuntargeted metabolomics

Identifiers

PMID42787187
PMCPMC13600886

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