Related Experiment Video
Updated: Sep 13, 2026

Segmentation and Linear Measurement for Body Composition Analysis using Slice-O-Matic and Horos
Published on: March 21, 2021
Association of body composition with all-cause mortality among U.S. adults with osteoporosis or osteopenia: a
Background:
Adults with osteopenia or osteoporosis have increased risks of adverse outcomes; however, mortality risk varies substantially and may be influenced by body composition. Evidence for the joint impact of low muscle mass and percentage-based adiposity in this population remains limited.
Objectives:
To examine the independent and combined associations of low muscle mass and obesity with all-cause mortality among U.S. adults with osteopenia or osteoporosis and to characterize the dose-response relationship between total fat mass and mortality.
Methods:
We performed a retrospective cohort analysis of NHANES cycles with concurrent whole-body DXA (appendicular lean mass and total fat mass) and site-specific BMD assessments (1999-2006, 2013-2014, and 2017-2018). Eligible participants with osteopenia or osteoporosis and mortality linkage were included (unweighted n = 3,918). Low muscle mass (LMM) was defined by DXA-derived appendicular lean mass index (ALMI; men < 7.0 kg/m², women < 5.5 kg/m²), while obesity was operationally defined by DXA body fat percentage (FM%; men > 30%, women > 42%) instead of body mass index (BMI). Survey-weighted Cox models and restricted cubic splines were utilized.
Results:
Over a median follow-up of 14.8 years, 1,095 deaths occurred. In fully adjusted models, low muscle mass was associated with higher mortality (HR = 1.59, 95% CI: 1.30-1.95). Jointly, both low muscle mass alone (HR = 1.70, 95% CI: 1.30-2.23) and low muscle mass with obesity (HR = 1.45, 95% CI: 1.13-1.87) were associated with higher mortality compared with the normal phenotype, whereas obesity alone was not; notably, the isolated low muscle mass phenotype exhibited a higher point estimate than the combined phenotype. For total fat mass, with Q1 as reference, intermediate quartiles exhibited significantly lower risk (Q2: HR = 0.71, 95% CI: 0.57-0.88; Q3: HR = 0.68, 95% CI: 0.54-0.87), while Q4 showed a similar but non-significant downward trend (HR = 0.64, 95% CI: 0.50-1.03).
Conclusions:
Among U.S. adults with osteopenia or osteoporosis, low muscle mass was a robust predictor of all-cause mortality. Adiposity defined by body fat percentage was not independently associated with mortality, and fat mass demonstrated a nonlinear pattern with the lowest risk at intermediate levels. These findings support incorporating muscle assessment and refined adiposity measures into risk stratification beyond BMD alone.
Clinical Trial Registration:
Not applicable.
Related Concept Videos
Bone Disorders
Bone deposition is also affected by the levels of sex hormones like estrogen and testosterone that promote osteoblast activity and bone matrix synthesis. When the level of these hormones decreases due to aging, it causes a reduction in bone deposition. As a result, bone resorption by osteoclasts...
Study Designs in Epidemiology
Observational studies are those where the researcher does not intervene but rather observes natural variations. They include cross-sectional, cohort, and case-control studies.
Skeleton and Calcium Homeostasis
Bone Remodeling
Osteoclasts in Bone Remodeling
Essential Minerals for Bone Health
Calcium and Phosphorus
Calcium is a critical component of bones, especially in the form of calcium phosphate and calcium carbonate. Since the body cannot make calcium, it must be obtained from the diet. However, calcium cannot be absorbed from the small intestine without...