Association between lean body mass to visceral fat mass ratio and bone mineral density in United States population: a cross-sectional study
- PMID: 37803458
- PMCID: PMC10559600
- DOI: 10.1186/s13690-023-01190-4
Association between lean body mass to visceral fat mass ratio and bone mineral density in United States population: a cross-sectional study
Abstract
Background: Studies have explored the correlation between body composition and bone mineral density (BMD), but there has yet to be a consensus. Thus, the present study aims to comprehensively investigate the association between lean body mass, adipose tissue, and BMD.
Methods: We conducted a cross-sectional study using data from the National Health and Nutrition Examination Survey (NHANES) (2011-2018) with 11,227 subjects. Multiple linear regression, smoothed curve fitting, threshold, and saturation effect analysis were used to explore the association between lean body mass, visceral fat mass, and BMD. Also, we used the lean body mass to visceral fat mass ratio (Log LM/VFM) as a proxy variable to analyze its association with BMD alone.
Results: After adjusting for potential confounding factors, the results showed a positive correlation between lean mass and total BMD (for continuous: β = 0.078, P < 0.001; for quartile: β = 0.138, P < 0.001), while visceral fat mass was negatively correlated (for continuous: β = -0.027, P < 0.001; for quartile: β = -0.065, P < 0.001). A positive correlation was observed when the alternative variable Log LM/VFM was analyzed separately for its association with BMD (for continuous: β = 0.034, P < 0.001; for quartile: β = 0.084, P < 0.001). In addition, subgroup analyses for gender, age, body mass index, hypertension, and diabetes showed that all subgroups except the diabetes subgroup showed a substantial degree of robustness (P < 0.05). The smoothed curve fitting showed a nonlinear relationship between Log LM/VFM and BMD, and there was a threshold effect with a critical value of 2.60.
Conclusion: Maintaining a proper ratio of lean body mass and visceral fat mass is beneficial for increasing BMD.
Keywords: Bone mineral density; Lean body mass; NHANES; Visceral fat mass.
© 2023. BioMed Central Ltd., part of Springer Nature.
Conflict of interest statement
The authors declare no competing interests.
Figures


Similar articles
-
Anticipated correlation between lean body mass to visceral fat mass ratio and insulin resistance: NHANES 2011-2018.Front Endocrinol (Lausanne). 2023 Sep 13;14:1232896. doi: 10.3389/fendo.2023.1232896. eCollection 2023. Front Endocrinol (Lausanne). 2023. PMID: 37772076 Free PMC article.
-
Effect of obesity status on adolescent bone mineral density and saturation effect: A cross-sectional study.Front Endocrinol (Lausanne). 2022 Oct 14;13:994406. doi: 10.3389/fendo.2022.994406. eCollection 2022. Front Endocrinol (Lausanne). 2022. PMID: 36313745 Free PMC article.
-
Association of body composition with bone mineral density in northern Chinese men by different criteria for obesity.J Endocrinol Invest. 2015 Mar;38(3):323-31. doi: 10.1007/s40618-014-0167-5. Epub 2014 Sep 25. J Endocrinol Invest. 2015. PMID: 25252817
-
Relationship between body composition and bone mineral density in postmenopausal women with type 2 diabetes mellitus.BMC Musculoskelet Disord. 2022 Oct 3;23(1):893. doi: 10.1186/s12891-022-05814-8. BMC Musculoskelet Disord. 2022. PMID: 36192772 Free PMC article.
-
Associations of Fat Mass and Fat Distribution With Bone Mineral Density in Non-Obese Postmenopausal Chinese Women Over 60 Years Old.Front Endocrinol (Lausanne). 2022 Jan 25;13:829867. doi: 10.3389/fendo.2022.829867. eCollection 2022. Front Endocrinol (Lausanne). 2022. PMID: 35145487 Free PMC article.
Cited by
-
L-shaped association between lean body mass to visceral fat mass ratio with hyperuricemia: a cross-sectional study.Lipids Health Dis. 2024 Apr 20;23(1):116. doi: 10.1186/s12944-024-02111-2. Lipids Health Dis. 2024. PMID: 38643110 Free PMC article.
-
Association between visceral fat and bone mineral density in perimenopausal women.PeerJ. 2025 Feb 13;13:e18957. doi: 10.7717/peerj.18957. eCollection 2025. PeerJ. 2025. PMID: 39959823 Free PMC article.
-
Mendelian randomization studies of risk and protective factors for osteoporosis: a systematic review and meta-analysis.Front Endocrinol (Lausanne). 2025 Jan 16;15:1486188. doi: 10.3389/fendo.2024.1486188. eCollection 2024. Front Endocrinol (Lausanne). 2025. PMID: 39886030 Free PMC article.
-
Relationships among Physical Activity Bone Mineral Density and Body Composition in Obese and Athletes.J Bone Metab. 2024 Nov;31(4):326-334. doi: 10.11005/jbm.24.791. Epub 2024 Nov 30. J Bone Metab. 2024. PMID: 39701111 Free PMC article.
-
Prediction of abnormal bone mass with a pericoronary adipose tissue Attenuation model.BMC Geriatr. 2025 Apr 22;25(1):261. doi: 10.1186/s12877-025-05928-3. BMC Geriatr. 2025. PMID: 40264023 Free PMC article.
References
-
- Sarafrazi N, Wambogo EA, Shepherd JA. Osteoporosis or Low Bone Mass in Older Adults: United States, 2017–2018. NCHS website. availible at: https://stacks.cdc.gov/view/cdc/103477. - PubMed
Grants and funding
LinkOut - more resources
Full Text Sources