ArticleEuropean journal of epidemiology2021
Genetically predicted body composition in relation to cardiometabolic traits: a Mendelian randomization study.
Article in European journal of epidemiology, 2021. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 12 papers, 1 of them a synthesis that pooled it.
What it found
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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.
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Who cites it
12 citing papers in PubMed, 1 synthesis or guideline pooled it.
- The Relationship between Fat Mass Percentage and Glucose Metabolism in Children and Adolescents: A Systematic Review and Meta-Analysis.Nutrients · 2022Pooled it
- Atrial Fibrillation and Great Saphenous Vein Insufficiency: Exploration of Common Pathways in Hemodynamic Derangements and Systemic Inflammation.Reviews in cardiovascular medicine · 2026Review
- Bidirectional Associations Between Circulating Polyunsaturated Fatty Acids and Female Reproductive Endocrine-Related Diseases: A Mendelian Randomization Study.International journal of women's health · 2026Article
- A Mendelian randomization study of the effect of body mass index on 52 causes of death among 125 000 Mexican adults with admixed ancestry.International journal of epidemiology · 2025Article
- Chain effect of lifecourse reproductive characteristics and body fat and muscle on cardiovascular disease in women: a Mendelian randomization study.Cardiovascular diabetology · 2025Article
- Body composition and risk of gestational diabetes mellitus: A univariable and multivariable Mendelian randomization study.Journal of diabetes investigation · 2024Article
- A phenome-wide approach to identify causal risk factors for deep vein thrombosis.BMC medical genomics · 2023Article
- The association of body composition and fat distribution with hypertension in community-dwelling older adults: the Bushehr Elderly Health (BEH) program.BMC public health · 2023Article
- The Association of Body Mass Index and Fat Mass with Health-Related Physical Fitness among Chinese Schoolchildren: A Study Using a Predictive Model.International journal of environmental research and public health · 2022Article
- Subjective cognitive decline and total energy intake: Talk too much?European journal of epidemiology · 2022Article
- Causal associations between body fat accumulation and COVID-19 severity: A Mendelian randomization study.Frontiers in endocrinology · 2022Article
- Implications of leg length for metabolic health and fitness.Evolution, medicine, and public health · 2022Article
Corrections and comments
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Authors and funding
5 authors.
Funding
Abstract
Fat mass and fat-free mass are found to be associated with different health outcomes in observational studies, but the underlying causality remains unclear. We aimed to investigate the causal relationships between body composition and cardiometabolic traits using a two-sample Mendelian randomization (MR) approach. Independent genetic variants associated with body fat mass, fat-free mass, and fat percentage in UK Biobank population were used as genetic instrumental variables, and their causal effects on circulatory diseases, type 2 diabetes, glycemic traits, and lipid fractions were estimated from large-scale genome-wide association studies (GWAS) in European populations. Univariable, multivariable, and bidirectional MR analyses were performed. Genetically predicted high fat mass and fat percentage significantly increased risks of most cardiometabolic diseases, and high fat-free mass had protective effects on most cardiometabolic diseases after accounting for fat mass. Fat mass, fat-free mass, and fat percentage were all positively associated with higher risks of atrial fibrillation and flutter, varicose veins, and deep vein thrombosis and pulmonary embolism. High fat mass increased fasting glucose, homeostasis model assessment-insulin resistance (HOMA-IR), triglycerides, decreased high-density lipoprotein cholesterol, and high fat-free mass reduced HOMA-IR, triglycerides, and low-density lipoprotein cholesterol. Genetically predicted fat-free mass was bidirectionally negatively associated with 2-h glucose and total cholesterol. The findings may be helpful in risk stratification and tailoring management of body composition in patients with different cardiometabolic statuses.
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