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Metabolites may influence OP, offering potential biomarkers or therapeutic targets. This study investigates the causal relationship between circulating metabolites and OP-related phenotypes using Mendelian Randomization (MR). Methods: GWAS data on 233 metabolic traits from 136,016 participants were analyzed through two-sample MR. Linkage disequilibrium score regression (LDCS) was used to estimate genetic correlations between metabolic traits and OP-related phenotypes, leveraging European ancestry linkage disequilibrium scores to account for polygenicity and stratification. MR employed the inverse-variance weighted (IVW) method, with sensitivity analyses via MR-Egger, MR-PRESSO, and weighted median methods to address pleiotropy and confounders. Results: LDCS identified significant genetic correlations between metabolites and bone mineral density (BMD) phenotypes, with total body BMD (toBMD) showing the strongest associations. Thirty-five metabolite traits, including apolipoprotein A-I, exhibited significant linkages. Among 79 metabolites influencing BMD, serum acetate levels were significantly associated with femoral neck BMD (OR: 1.28, 95% CI: 1.02\u20131.62), lumbar spine BMD (OR: 1.73, 95% CI: 1.32\u20132.27), and total body BMD (OR: 1.21, 95% CI: 1.04\u20131.42). Creatinine levels were consistently linked to reduced BMD, including lumbar spine BMD (OR: 0.88, 95% CI: 0.79\u20130.99). Triglycerides in IDL and VLDL particles also contributed to BMD variation. Conclusions: Significant genetic correlations and causal relationships were observed between specific metabolites and OP, highlighting key traits as potential biomarkers of bone health. These findings enhance the understanding of OP pathogenesis and suggest future preventive strategies.<\/jats:p>","DOI":"10.3390\/bioengineering12050435","type":"journal-article","created":{"date-parts":[[2025,4,22]],"date-time":"2025-04-22T20:24:52Z","timestamp":1745353492000},"page":"435","update-policy":"https:\/\/doi.org\/10.3390\/mdpi_crossmark_policy","source":"Crossref","is-referenced-by-count":5,"title":["Causal Relationship Between Blood Metabolites and Osteoporosis: A Two-Sample Mendelian Randomization and Genetic Correlation Analysis"],"prefix":"10.3390","volume":"12","author":[{"ORCID":"https:\/\/orcid.org\/0000-0003-3345-0369","authenticated-orcid":false,"given":"Xu","family":"Liu","sequence":"first","affiliation":[{"name":"Department of Orthopedics, Xiangya Hospital, Central South University, Changsha 410008, China"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Guang","family":"Yang","sequence":"additional","affiliation":[{"name":"Department of Orthopedics, Xiangya Hospital, Central South University, Changsha 410008, China"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Yusheng","family":"Li","sequence":"additional","affiliation":[{"name":"Department of Orthopedics, Xiangya Hospital, Central South University, Changsha 410008, China"},{"name":"National Clinical Research Center for Geriatric Disorders, Xiangya Hospital, Central South University, Changsha 410008, China"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Wenfeng","family":"Xiao","sequence":"additional","affiliation":[{"name":"Department of Orthopedics, Xiangya Hospital, Central South University, Changsha 410008, China"},{"name":"National Clinical Research Center for Geriatric Disorders, Xiangya Hospital, Central South University, Changsha 410008, China"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Bangbao","family":"Lu","sequence":"additional","affiliation":[{"name":"Department of Orthopedics, Xiangya Hospital, Central South University, Changsha 410008, China"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Yaping","family":"Wang","sequence":"additional","affiliation":[{"name":"Department of Geriatrics, Xiangya Hospital, Central South University, Changsha 410008, China"}],"role":[{"vocabulary":"crossref","role":"author"}]}],"member":"1968","published-online":{"date-parts":[[2025,4,22]]},"reference":[{"key":"ref_1","doi-asserted-by":"crossref","unstructured":"Aibar-Almaz\u00e1n, A., Voltes-Mart\u00ednez, A., Castellote-Caballero, Y., Afanador-Restrepo, D.F., Carcel\u00e9n-Fraile, M.D., and L\u00f3pez-Ruiz, E. 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