ArticlePloS one2017
Dual energy X-ray absorptiometry body composition reference values of limbs and trunk from NHANES 1999-2004 with additional visualization methods.
Article in PloS one, 2017. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 37 papers, 1 of them a synthesis that pooled it.
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Who cites it
37 citing papers in PubMed, 1 synthesis or guideline pooled it.
- Controversies in Diagnosing Sarcopenia in Cirrhosis-Moving from Research to Clinical Practice.Nutrients · 2019Pooled it
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- Total body water to lean body mass ratio predicts mortality in patients with chronic heart failure: a prospective, observational study.Frontiers in nutrition · 2026Article
- Risk Prediction of Low Bone Density in Elderly Patients with Supervised Machine Learning Algorithms.Balkan medical journal · 2025Article
- Using long-read sequencing to detect and subtype a case with Temple syndrome.Journal of medical genetics · 2025Article
- Age-Related Trends in Dual-Energy X-Ray Absorptiometry-Measured Adiposity and Their Clinical Relevance: A Multicenter Cross-Sectional Study of Korean Peri- and Postmenopausal Women.Medicina (Kaunas, Lithuania) · 2025Article
- Where Muscle Matters: How Regional Differences, Pain, and Gender Define Gamer Health.International journal of environmental research and public health · 2025Article
- Development and evaluation of interpretable machine learning regressors for predicting femoral neck bone mineral density in elderly men using NHANES data.Biomolecules & biomedicine · 2025Article
- Adverse plasma branched-chain amino acid profile mirrors fatty muscle degeneration in diabetic heart failure patients.ESC heart failure · 2024Article
- The life-course changes in muscle mass using dual-energy X-ray absorptiometry: The China BCL study and the US NHANES study.Journal of cachexia, sarcopenia and muscle · 2024Article
- The Impact of Diet on Body Composition in a Cohort of Pediatric and Adult Patients with Maple Syrup Urine Disease.Nutrients · 2024Article
- DXA-based appendicular composition measures in healthy aging Caucasian Greek women: a cross-sectional study.Rheumatology international · 2024Article
- Age-related variations in trunk composition and patterns of regional bone and soft tissue changes in adult Caucasian women by DXA.Rheumatology international · 2024Article
- Socioeconomic status and adiposity in childhood cancer survivors: A cross-sectional retrospective study.PloS one · 2024Article
- Edema Index Predicts Mortality in Patients with Chronic Heart Failure: A Prospective, Observational Study.Global heart · 2024Observational
- Defining reference values for body composition indices by magnetic resonance imaging in UK Biobank.Journal of cachexia, sarcopenia and muscle · 2023Article
- Article
- Exploratory analysis of the associations between neonicotinoids and measures of adiposity among US adults: NHANES 2015-2016.Chemosphere · 2022Article
- Insulin Resistance and Cardiometabolic Risk Profile Among Nondiabetic American Young Adults: Insights From NHANES.The Journal of clinical endocrinology and metabolism · 2022Article
- Physical activity and exercise alter cognitive abilities, and brain structure and activity in obese children.Frontiers in neuroscience · 2022Review
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Authors and funding
4 authors.
Funding
Abstract
Body Mass Index has traditionally been used as a measure of health, but Fat Mass Index (FMI) and Lean Mass Index (LMI) have been shown to be more predictive of mortality and health risk. Total body FMI and LMI reference curves have particularly been useful in quantifying sarcopenia and sarcopenic obesity. Research has shown regional composition has significant associations to health outcomes. We derived FMI and LMI reference curves of the regions of the body (leg, arm, and trunk) for 15,908 individuals in the 1999-2004 National Health and Nutrition Examination Survey data for each sex and ethnicity using the Lambda-Mu-Sigma (LMS) method and developed software to visualize this regional composition. These reference curves displayed differentiation between males and females during puberty and sharper limb LMI declines during late adulthood for males. For adults ages 30-50, females had 39%, 83%, and 47% larger arm, leg, and trunk FMI values than males, respectively. Males had 49%, 20%, and 15% higher regional LMI values than females for the arms, legs, and trunk respectively. The leg FMI and LMI of black females were 14% and 15% higher respectively than those of Hispanic and white females. White and Hispanic males had 37% higher trunk FMI values than black males. Hispanic females had 20% higher trunk FMI than white and black females. These data underscore the importance of accounting for sex and ethnicity in studies of regional composition. This study is the first to produce regional LMI and FMI reference tables and curves from the NHANES dataset. These reference curves provide a framework useful in studies and research involving sarcopenia, obesity, sarcopenic obesity, and other studies of compositional phenotypes. Further, the software tool we provide for visualizing regional composition will prove useful in monitoring progress in physical therapy, diets, or other attempts to attain healthier compositions.
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