ArticleCalcified tissue international2023
Metabolome-Wide Mendelian Randomization Assessing the Causal Relationship Between Blood Metabolites and Bone Mineral Density.
Article in Calcified tissue international, 2023. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 13 papers.
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Who cites it
13 citing papers in PubMed.
- Causal effects among hypertension, osteoporosis, and metabolites: A Mendelian randomization study.Journal of the Chinese Medical Association : JCMA · 2026Article
- PHEWAS, TWAS, Mendelian Randomization in Osteoporosis Research: the good, the bad, and the ugly.Current osteoporosis reports · 2026Review
- Causal association analysis between blood metabolomes and osteopenia and therapeutic target prediction for mechanomedicine.Mechanobiology in medicine · 2025Article
- Novel Insights Into the Causal Association Between Dietary Factors and Risk of Urinary Calculus: A Multivariate and Two-Step Mendelian Randomization Analysis.Food science & nutrition · 2025Article
- Causal Effects Between Genetically Determined Human Serum Metabolite Levels on the Risk of Idiopathic Pulmonary Fibrosis: A Mendelian Randomization Study.The clinical respiratory journal · 2025Article
- Association of genetically predicted blood metabolites with osteopenia in individuals over 60 years of age: A Mendelian randomization study.Joint diseases and related surgery · 2025Article
- Causal correlations between inflammatory proteins and heart failure: A two-sample Mendelian randomization analysis.ESC heart failure · 2025Article
- Causal Relationship Between Immune Cells and Venous Thromboembolism: A Bidirectional Two-Sample Mendelian Randomization Study.Vascular health and risk management · 2025Article
- Deciphering the lipid-cancer nexus: comprehensive Mendelian randomization analysis of the associations between lipid profiles and digestive system cancer susceptibility.Lipids in health and disease · 2024Article
- Gut microbiota, plasma metabolites, and osteoporosis: unraveling links via Mendelian randomization.Frontiers in microbiology · 2024Article
- Non-targeted metabolomics revealed novel links between serum metabolites and primary ovarian insufficiency: a Mendelian randomization study.Frontiers in endocrinology · 2024Article
- Mendelian Randomization Study of Lipid Metabolites Reveals Causal Associations with Heel Bone Mineral Density.Nutrients · 2023Article
- Gut microbiota and autism spectrum disorders: a bidirectional Mendelian randomization study.Frontiers in cellular and infection microbiology · 2023Article
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Authors and funding
2 authors.
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Abstract
Mounting evidence has supported osteoporosis (OP) as a metabolic disorder. Recent metabolomics studies have discovered numerous metabolites related to bone mineral density (BMD). However, the causal effects of metabolites on BMD at distinct sites remained underexplored. Leveraging genome-wide association datasets, we conducted two-sample Mendelian randomization (MR) analyses to investigate the causal relationship between 486 blood metabolites and bone mineral density at five skeletal sites including heel (H), total body (TB), lumbar spine (LS), femoral neck (FN), and ultra-distal forearm (FA). Sensitivity analyses were performed to test the presence of the heterogeneity and the pleiotropy. To exclude the influences of reverse causation, genetic correlation, and linkage disequilibrium (LD), we further performed reverse MR, linkage disequilibrium regression score (LDSC), and colocalization analyses. In the primary MR analyses, 22, 10, 3, 7, and 2 metabolite associations were established respectively for H-BMD, TB-BMD, LS-BMD, FN-BMD, and FA-BMD at the nominal significance level (IVW, P < 0.05) and passing sensitivity analyses. Among these, one metabolite, androsterone sulfate showed a strong effect on four out of five BMD phenotypes (Odds ratio [OR] for H-BMD = 1.045 [1.020, 1.071]; Odds ratio [OR] for TB-BMD = 1.061 [1.017, 1.107]; Odds ratio [OR] for LS-BMD = 1.088 [1.023, 1.159]; Odds ratio [OR] for FN-BMD = 1.114 [1.054, 1.177]). Reverse MR analysis provided no evidence for the causal effects of BMD measurements on these metabolites. Colocalization analysis have found that several metabolite associations might be driven by shared genetic variants such as mannose for TB-BMD. This study identified some metabolites causally related to BMD at distinct sites and several key metabolic pathways, which shed light on predictive biomarkers and drug targets for OP.
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