Kanis JA. Diagnosis and clinical aspects of osteoporosis. In: Pocket Reference to Osteoporosis. Cham: Springer International Publishing 2018. pp. 11–20.

Harvey N, Dennison E, Cooper C. Osteoporosis: impact on health and economics. Nat Rev Rheumatol. 2010;6:99–105.

Article  PubMed  Google Scholar 

Pouresmaeili F, Kamalidehghan B, Kamarehei M, Goh YM. A comprehensive overview on osteoporosis and its risk factors. Ther Clin Risk Manag. 2018;14:2029–49.

Guadalupe-Grau A, Fuentes T, Guerra B, Calbet JAL. Exercise and bone mass in adults. Sports Med. 2009;39:439–68.

Article  PubMed  Google Scholar 

Kohrt WM, Bloomfield SA, Little KD, Nelson ME, Yingling VR. Physical activity and bone health. Med Sci Sports Exerc. 2004;36:1985–96.

Article  PubMed  Google Scholar 

Lin Z, Shi G, Liao X, Huang J, Yu M, Liu W, et al. Correlation between sedentary activity, physical activity and bone mineral density and fat in America: National Health and Nutrition Examination Survey, 2011–2018. Sci Rep. 2023;13:1–9.

Google Scholar 

Zouhal H, Berro AJ, Kazwini S, Saeidi A, Jayavel A, Clark CCT, et al. Effects of exercise training on bone health parameters in individuals with obesity: a systematic review and meta-analysis. Front Physiol. 2022;12:807110.

Article  PubMed  PubMed Central  Google Scholar 

Qiao D, Li Y, Liu X, Zhang X, Qian X, Zhang H, et al. Association of obesity with bone mineral density and osteoporosis in adults: a systematic review and meta-analysis. Public Health. 2020;180:22–28.

Article  CAS  PubMed  Google Scholar 

Iwaniec UT, Turner RT. Influence of body weight on bone mass, architecture and turnover. J Endocrinol. 2016;230:R115–130.

Article  CAS  PubMed  PubMed Central  Google Scholar 

Gkastaris K, Goulis DG, Potoupnis M, Anastasilakis AD, Kapetanos G. Obesity, osteoporosis and bone metabolism. J Musculoskelet Neuronal Interact. 2020;20:372.

CAS  PubMed  PubMed Central  Google Scholar 

Hou J, He C, He W, Yang M, Luo X, Li C. Obesity and bone health: a complex link. Front Cell Dev Biol. 2020;8:600181.

Article  PubMed  PubMed Central  Google Scholar 

Copês RM, Comim FV, Compston JE, Premaor MO. Obesity and fractures in postmenopausal women: the incidence study in primary care. J Clin Densitom. 2020;23:335.

Article  PubMed  Google Scholar 

Blake GM, Fogelman I. The role of DXA bone density scans in the diagnosis and treatment of osteoporosis. Postgrad Med J. 2007;83:509–17.

Article  PubMed  PubMed Central  Google Scholar 

Harvey NC, Glüer CC, Binkley N, McCloskey EV, Brandi ML, Cooper C, et al. Trabecular bone score (TBS) as a new complementary approach for osteoporosis evaluation in clinical practice. Bone. 2015;78:216–24.

Article  CAS  PubMed  PubMed Central  Google Scholar 

Silva BC, Leslie WD, Resch H, Lamy O, Lesnyak O, Binkley N, et al. Trabecular bone score: a noninvasive analytical method based upon the DXA image. J Bone Miner Res. 2014;29:518–30.

Article  PubMed  Google Scholar 

Rajan R, Cherian KE, Kapoor N, Paul TV. Trabecular bone score - an emerging tool in the management of osteoporosis. Indian J Endocrinol Metab. 2020;24:237–43.

Article  CAS  PubMed  PubMed Central  Google Scholar 

Shevroja E, Cafarelli FP, Guglielmi G, Hans D. DXA parameters, Trabecular Bone Score (TBS) and Bone Mineral Density (BMD), in fracture risk prediction in endocrine-mediated secondary osteoporosis. Endocrine. 2021;74:20–28.

Article  CAS  PubMed  PubMed Central  Google Scholar 

Shevroja E, Reginster JY, Lamy O, Al-Daghri N, Chandran M, Demoux-Baiada AL, et al. Update on the clinical use of trabecular bone score (TBS) in the management of osteoporosis: results of an expert group meeting organized by the European Society for Clinical and Economic Aspects of Osteoporosis, Osteoarthritis and Musculoskeletal Diseases (ESCEO), and the International Osteoporosis Foundation (IOF) under the auspices of WHO Collaborating Center for Epidemiology of Musculoskeletal Health and Aging. Osteoporos Int. 2023;34:1501–29.

Article  PubMed  PubMed Central  Google Scholar 

Mansour-Assi SJ, Golaszewski NM, Costello VL, Wing D, Persinger H, Coleman A, et al. Social Mobile Approaches to Reducing Weight (SMART) 2.0: protocol of a randomized controlled trial among young adults in university settings. Trials. 2022;23:1–14.

Article  Google Scholar 

Freedson P, Bowles HR, Troiano R, Haskell W. Assessment of physical activity using wearable monitors: Recommendations for monitor calibration and use in the field. Med Sci Sports Exerc. 2012;44. https://doi.org/10.1249/MSS.0B013E3182399B7E.

Troiano RP, Berrigan D, Dodd KW, Mâsse LC, Tilert T, Mcdowell M. Physical activity in the United States measured by accelerometer. Med Sci Sports Exerc. 2008;40:181–8.

Article  PubMed  Google Scholar 

Matthews CE, Hagströmer M, Pober DM, Bowles HR. Best practices for using physical activity monitors in population-based research. Med Sci Sports Exerc. 2012;44. https://doi.org/10.1249/MSS.0B013E3182399E5B.

Smith PF, Ganesh S, Liu P. A comparison of random forest regression and multiple linear regression for prediction in neuroscience. J Neurosci Methods. 2013;220:85–91.

Article  PubMed  Google Scholar 

Tranmer M, Elliot M. Multiple linear regression. The Cathie Marsh Centre for Census and Survey Research (CCSR). Sci Res. 2008;5:1–5.

Google Scholar 

Bull FC, Al-Ansari SS, Biddle S, Borodulin K, Buman MP, Cardon G, et al. World Health Organization 2020 guidelines on physical activity and sedentary behaviour. Br J Sports Med. 2020;54:1451–62.

Article  PubMed  Google Scholar 

Buttan A, Cui J, Guo X, Chen YDI, Hsueh WA, Rotter JI, et al. Physical activity associations with bone mineral density and modification by metabolic traits. J Endocr Soc. 2020;4. https://doi.org/10.1210/JENDSO/BVAA092.

Kelley GA, Kelley KS, Kohrt WM. Effects of ground and joint reaction force exercise on lumbar spine and femoral neck bone mineral density in postmenopausal women: a meta-analysis of randomized controlled trials. BMC Musculoskelet Disord. 2012;13:1–19.

Article  Google Scholar 

Braun SI, Kim Y, Jetton AE, Kang M, Morgan DW. Prediction of bone mineral density and content from measures of physical activity and sedentary behavior in younger and older females. Prev Med Rep. 2015;2:300–5.

Article  PubMed  PubMed Central  Google Scholar 

Gracia-Marco L, Rey-López JP, Santaliestra-Pasías AM, Jiménez-Pavón D, Díaz LE, Moreno LA, et al. Sedentary behaviours and its association with bone mass in adolescents: the HELENA cross-sectional study. BMC Public Health. 2012;12:1–9.

Article  Google Scholar 

Christofaro DGD, Tebar WR, Saraiva BTC, da Silva GCR, dos Santos AB, Mielke GI, et al. Comparison of bone mineral density according to domains of sedentary behavior in children and adolescents. BMC Pediatr. 2022;22:1–7.

Article  Google Scholar 

Gabel L, McKay HA, Nettlefold L, Race D, Macdonald HM. Bone architecture and strength in the growing skeleton: the role of sedentary time. Med Sci Sports Exerc. 2015;47:363–72.

Article  PubMed  Google Scholar 

Chastin SFM, Mandrichenko O, Helbostadt JL, Skelton DA. Associations between objectively-measured sedentary behaviour and physical activity with bone mineral density in adults and older adults, the NHANES study. Bone. 2014;64:254–62.

Article  CAS  PubMed  Google Scholar 

Julian V, Costa D, O’Malley G, Metz L, Fillon A, Miguet M, et al. Bone response to high-intensity interval training versus moderate-intensity continuous training in adolescents with obesity. Obes Facts. 2022;15:46–54.

Article  CAS  PubMed  Google Scholar 

Maïmoun L, Mura T, Leprieur E, Avignon A, Mariano-Goulart D, Sultan A. Impact of obesity on bone mass throughout adult life: Influence of gender and severity of obesity. Bone. 2016;90:23–30.

Article  PubMed  Google Scholar 

Kim Y-S, Han J-J, Lee J, Choi HS, Kim JH, Lee T. The correlation between bone mineral density/trabecular bone score and body mass index, height, and weight. Osteoporos Sarcopenia. 2017;3:98–103.

Article  PubMed  PubMed Central  Google Scholar 

Povoroznyuk V, Dzerovych N, Martynyuk L, Syzonenko I. Bone mineral density and trabecular bone score in Ukrainian women with obesity. J Clin Densitom. 2016;19:528–9.

Article  Google Scholar 

Romagnoli E, Lubrano C, Carnevale V, Costantini D, Nieddu L, Morano S, et al. Assessment of trabecular bone score (TBS) in overweight/obese men: effect of metabolic and anthropometric factors. Endocrine. 2016;54:342–7.

Article  CAS  PubMed  Google Scholar