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Introduction The skeletal relevance of body composition in young adults with overweight or obesity remains incompletely characterized. We examined associations of body mass index (BMI), weight-normalized lean mass, weight-normalized total fat mass, and weight-normalized dual-energy X-ray absorptiometry (DXA)-estimated visceral adipose tissue mass with bone mineral density (BMD) and trabecular bone score (TBS). Methods Cross-sectional baseline data from 638 participants (aged 18–35 years, BMI ≥25 and <40 kg/m²) in the SMART 2.0 study were analyzed. DXA assessed body composition and BMD; TBS was calculated with TBS iNsight® v3. Separate age- and sex-adjusted linear models used standardized predictors and HC3-robust inference. Results BMI was positively associated with femoral neck BMD (β=0.0379; 95% CI: 0.028, 0.048), total hip BMD, and lumbar spine BMD, but inversely associated with mean TBS (β=−0.0179; 95% CI: −0.025, −0.011). Weight-normalized lean mass was positively associated with all outcomes, including TBS (β=0.0336; 95% CI: 0.024, 0.043). Weight-normalized total fat mass and weight-normalized DXA-estimated visceral adipose tissue mass were inversely associated with all outcomes; for visceral adiposity and TBS, β=−0.0321 (95% CI: −0.039, −0.025). Absolute total fat mass was positively associated with hip BMD but inversely associated with TBS. Conclusions BMI and body-composition measures showed differing associations with BMD and TBS. Given the cross-sectional design, body-size-related TBS missingness, and potential adiposity-related measurement artifacts, findings are hypothesis-generating and do not establish impaired bone microarchitecture.
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Sánchez-Trigo et al. (2026) studied this question.
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