ArticleScientific reports2025
The lean body mass to visceral fat mass ratio is negatively associated with cardiometabolic disorders: a cross-sectional study.
Article in Scientific reports, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 20 papers.
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Who cites it
20 citing papers in PubMed.
- Dietary Behaviours Mediate Intervention Effects on Body Composition Outcomes in Children: Evidence from a Cluster-Randomised Controlled Trial.Nutrients · 2026Trial
- Efficacy and safety of once-weekly somatrogon in adults with growth hormone deficiency: a randomized phase 3 study.Pituitary · 2026Trial
- The Impact of Glucagon-like Peptide-1 (GLP-1) Receptor Agonists on Body Composition in Individuals with Overweight and Obesity: A Systematic Review and Meta-Analysis.Journal of clinical medicine · 2026Review
- Insights into Metabolically Healthy Obesity-A Narrative Review.Journal of clinical medicine · 2026Review
- Case study: Body composition and bone changes following a thru-hike of the Pacific Crest Trail by a young female adult.Physiological reports · 2026Article
- Independent Associations of Vitamin D Levels with Visceral Fat and Metabolic Age in Adults: A Retrospective Cross-Sectional Study.Metabolites · 2026Article
- Beyond blood pressure: carotid intima-media thickness uncovers subclinical atherosclerosis in normotensive adults with type 2 diabetes in Sub-Saharan Africa.Cardiovascular diabetology. Endocrinology reports · 2026Article
- Structured higher protein meal replacement plans for weight loss and metabolic health: A qualitative narrative evidence review of Medifast interventions.Obesity pillars · 2026Review
- Association of Body Roundness Index with all-cause and cardiovascular mortality in patients with cardiovascular-kidney-metabolic (CKM) syndrome stages 0-3: a cohort study.American heart journal plus : cardiology research and practice · 2026Article
- Social Determinants of Health and Risk of Mortality in Adults with Gout or Hyperuricemia: Insights from the 1999-2018 NHANES.Balkan medical journal · 2026Article
- Association of Body Mass Index-Adjusted Body Cell Mass and Lean Body Mass with Metabolic Syndrome and Insulin Resistance in Middle-Aged and Older Adults: A Cross-Sectional Study.Journal of obesity & metabolic syndrome · 2026Article
- Maternal Opioids Downregulate Adiponectin Receptor Signaling and Alter Growth in Offspring: Pilot Study.medRxiv : the preprint server for health sciences · 2026Article
- Identification of preschool children's physical fitness phenotypes and their association with multidimensional body shape indicators: a data-driven approach with risk prediction modeling.Frontiers in public health · 2026Article
- Maternal opioids downregulate adiponectin receptor signaling and alter growth in offspring: pilot study.Frontiers in pediatrics · 2026Article
- Age-Related Variations in Body Composition and Metabolic Health: A Cross-Sectional Study in Adults.Medicina (Kaunas, Lithuania) · 2025Article
- High adiposity linked to presarcopenia and decreased cardiorespiratory fitness in sedentary young Indians independent of their high-fat-salt-sugar (HFSS) food frequency.Scientific reports · 2025Article
- Article
- Association of cardiovascular health with COPD (NHANES 2007-2020): mediating potential of lean body mass.Frontiers in endocrinology · 2025Article
- Muscle quality index and hyperuricemia: adipose tissue as a mediator.Frontiers in endocrinology · 2025Article
- Assessing Body Composition for Resource-Limited Settings: Agreement of a Scalable BIA Device Compared to DXA and Clinical BIA in Adults With Obesity.Journal of primary care & community healthArticle
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Authors and funding
8 authors.
Funding
No grant is acknowledged in the PubMed record.
Abstract
The literature has documented conflicting and inconsistent associations between muscle-to-fat ratios and metabolic diseases. Additionally, different adipose tissues can have contrasting effects, with visceral adipose tissue being identified as particularly harmful. This study aimed to explore the relationship between the ratio of the lean mass index (LMI) to the visceral fat mass index (VFMI) and cardiometabolic disorders, including dyslipidemia, hypertension, and diabetes, as previous research on this topic is lacking. This cross-sectional study utilized data from the National Health and Nutrition Examination Survey (NHANES) conducted in the United States and included 10,867 individuals. Logistic regression was employed to explore the association between LMI/VFMI and cardiometabolic disorders. Generalized additive models were utilized to examine the nonlinear relationships between variables. Data analysis revealed a consistent inverse association between ln(LMI/VFMI) and dyslipidemia, hypertension, and diabetes. Each 2.7-fold increase in LMI/VFMI (one unit of ln[LMI/VFMI]) was associated with lower odds ratios (ORs) for these conditions. In men, the ORs were 0.21 (95% CI 0.17-0.25) for dyslipidemia, 0.37 (95% CI 0.30-0.45) for hypertension, and 0.16 (95% CI 0.10-0.23) for diabetes. Similarly, in women, the ORs were 0.22 (95% CI 0.19-0.26), 0.51 (95% CI 0.42-0.61), and 0.19 (95% CI 0.13-0.27). Quartile analysis showed that participants in the highest quartile (Q4) had significantly lower ORs compared to those in the lowest quartile (Q1). In men, Q4 ORs were 0.18 (95% CI 0.14-0.23) for dyslipidemia, 0.30 (95% CI 0.23-0.39) for hypertension, and 0.11 (95% CI 0.06-0.20) for diabetes. In women, Q4 ORs were 0.12 (95% CI 0.10-0.15), 0.39 (95% CI 0.29-0.52), and 0.12 (95% CI 0.06-0.25), respectively. Dyslipidemia and diabetes demonstrated nonlinear patterns, while a linear association was found for hypertension. Subgroup analyses across various characteristics confirmed these findings with no substantial directional changes. Maintaining an appropriate ratio of LMI to VFMI may be associated with favorable metabolic health.
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