Abstract
Summary
Larger waist circumference is significantly associated with an increased risk of distal lower limb fractures in individuals aged 40–70 years with a body mass index within the normal or overweight category. Therefore, waist circumference provides additive information to body mass index for the identification of individuals at risk of obesity-related fractures.
Introduction
Waist circumference (WC) is a stronger risk factor of metabolic disorders than body mass index (BMI), but whether it holds true for fracture risk prediction remains unclear. We aimed to evaluate relationships between WC and fracture incidence within BMI categories and evaluate whether BMI modifies these relationships.
Methods
Men and women aged 40–70 years from the CARTaGENE cohort were divided by BMI category at baseline: normal weight, overweight, and obesity. Incident fractures were identified over 7 years via linkage with healthcare administrative databases. Cox proportional hazard models estimated the relationships between WC and incident fractures at any site and by skeletal site within each BMI category. Results are reported as adjusted hazard ratios (95% confidence intervals) per 10 cm increase in WC. Effect modification was evaluated qualitatively by comparing relationships between BMI categories.
Results
Of the 18 236 individuals included, 754 sustained a fracture. Significant relationships were found between WC and distal lower limb fractures in the normal (1.25 [1.08, 1.45]) and overweight (1.28 [1.07, 1.52]) BMI categories, but not in the obesity category. In the overweight category, we found an increased risk of distal upper limb fractures with increasing WC (1.49 [1.04, 2.15]). No significant relationship was observed regarding WC and fracture risk at any site or major osteoporotic fractures. An effect modification of BMI on the relationships between WC and distal lower limb fractures was observed.
Conclusion
WC provides both independent and additive information to BMI for the identification of individuals at risk of obesity-related fractures.
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References
WHO Consultation on Obesity (1999: Geneva, Switzerland) (2000) Obesity: preventing and managing the global epidemic. Report of a WHO consultation. World Health Organ Tech Rep Ser 894:1–253
GBD 2015 Obesity Collaborators (2017) Health effects of overweight and obesity in 195 countries over 25 years. New England J Med 377(1):13–27
Melton LJ 3rd (2003) Adverse outcomes of osteoporotic fractures in the general population. J Bone Miner Res 18(6):1139–1141
Wharton S et al (2020) Obesity in adults: a clinical practice guideline. Can Med Assoc J 192(31):E875–E891
Garvey WT et al (2016) American association of clinical endocrinologists and American college of endocrinology comprehensive clinical practice guidelines for medical care of patients with obesity. Endocr Pract 22:1–203
Després JP, Lemieux I (2006) Abdominal obesity and metabolic syndrome. Nature 444(7121):881–887
Park J et al (2016) Waist circumference as a marker of obesity is more predictive of coronary artery calcification than body mass index in apparently healthy Korean adults: the Kangbuk samsung health study. Endocrinol Metab (Seoul) 31(4):559–566
Pischon T et al (2008) General and abdominal adiposity and risk of death in Europe. N Engl J Med 359(20):2105–2120
Cerhan JR et al (2014) A pooled analysis of waist circumference and mortality in 650,000 adults. Mayo Clin Proc 89(3):335–345
Zhang C et al (2008) Abdominal obesity and the risk of all-cause, cardiovascular, and cancer mortality: sixteen years of follow-up in US women. Circulation 117(13):1658–1667
Fang H et al (2018) How to best assess abdominal obesity. Curr Opin Clin Nutr Metab Care 21(5):360–365
Turcotte A-F et al (2021) Association between obesity and risk of fracture, bone mineral density and bone quality in adults: a systematic review and meta-analysis. PLoS ONE 16(6):e0252487
Rubin CT, Lanyon LE (1984) Regulation of bone formation by applied dynamic loads. J Bone Joint Surg Am 66(3):397–402
Edelstein SL, Barrett-Connor E (1993) Relation between body size and bone mineral density in elderly men and women. Am J Epidemiol 138(3):160–169
Felson DT et al (1993) Effects of weight and body mass index on bone mineral density in men and women: the Framingham study. J Bone Miner Res 8(5):567–573
Bouxsein ML et al (2007) Contribution of trochanteric soft tissues to fall force estimates, the factor of risk, and prediction of hip fracture risk. J Bone Miner Res 22(6):825–831
Compston JE et al (2011) Obesity is not protective against fracture in postmenopausal women: GLOW. Am J Med 124(11):1043–1050
Prieto-Alhambra D et al (2012) The association between fracture and obesity is site-dependent: a population-based study in postmenopausal women. J Bone Miner Res 27(2):294–300
Shen J et al (2016) Associations of body mass index with incident fractures and hip structural parameters in a large Canadian cohort. J Cancer Surviv 10(1):21–30. https://doi.org/10.1007/s11764-015-0448-9
Sadeghi O et al (2017) Abdominal obesity and risk of hip fracture: a systematic review and meta-analysis of prospective studies. Adv Nutr 8(5):728–738
Lee G et al (2022) Risk of osteoporotic fractures among obese women based on body mass index and waist circumference: a nationwide cohort in South Korea. Clin Nutr Res 11(1):32–41
Turcotte A-F et al (2023) Relationships between obesity and incidence of fractures in a middle-aged population: a study from the CARTaGENE Cohort. JBMR Plus 7(5):e10730
Awadalla P et al (2013) Cohort profile of the CARTaGENE study: Quebec’s population-based biobank for public health and personalized genomics. Int J Epidemiol 42(5):1285–1299
Jean S et al (2012) Algorithms can be used to identify fragility fracture cases in physician-claims databases. Osteoporos Int 23(2):483–501
Kanis JA et al (2008) FRAX and the assessment of fracture probability in men and women from the UK. Osteoporos Int 19(4):385–397
Leslie WD et al (2010) Independent clinical validation of a Canadian FRAX tool: fracture prediction and model calibration. J Bone Miner Res 25(11):2350–2358
Gonnelli S, Caffarelli C, Nuti R (2014) Obesity and fracture risk. Clin Cases Miner Bone Metab 11(1):9–14
Gilsanz V et al (2009) Reciprocal relations of subcutaneous and visceral fat to bone structure and strength. J Clin Endocrinol Metab 94(9):3387–3393
Lv S et al (2016) assessment of fat distribution and bone quality with Trabecular Bone Score (TBS) in healthy Chinese men. Sci Rep 6:24935
Bredella MA et al (2011) Determinants of bone mineral density in obese premenopausal women. Bone 48(4):748–754
Russell M et al (2010) Visceral fat is a negative predictor of bone density measures in obese adolescent girls. J Bone Miner Res 25(3):527–536. https://doi.org/10.1359/jbmr.090823
Rakotoarivelo V et al (2018) Inflammatory cytokine profiles in visceral and subcutaneous adipose tissues of obese patients undergoing bariatric surgery reveal lack of correlation with obesity or diabetes. EBioMedicine 30:237–247
Yu JY et al (2019) Relationship between inflammatory markers and visceral obesity in obese and overweight Korean adults: an observational study. Medicine (Baltimore) 98(9):e14740
Aguirre L et al (2014) Increasing adiposity is associated with higher adipokine levels and lower bone mineral density in obese older adults. J Arthroplasty 29(9):1758–1762. https://doi.org/10.1016/j.arth.2014.04.033.
Pou KM et al (2007) Visceral and subcutaneous adipose tissue volumes are cross-sectionally related to markers of inflammation and oxidative stress: the Framingham Heart Study. Circulation 116(11):1234–1241
Kawai M, de Paula FJ, Rosen CJ (2012) New insights into osteoporosis: the bone-fat connection. J Intern Med 272(4):317–329
Blüher M (2009) Adipose tissue dysfunction in obesity. Exp Clin Endocrinol Diabetes 117(6):241–250
Cohen A et al (2013) Abdominal fat is associated with lower bone formation and inferior bone quality in healthy premenopausal women: a transiliac bone biopsy study. J Clin Endocrinol Metab 98(6):2562–2572
Liu CT et al (2017) Visceral adipose tissue is associated with bone microarchitecture in the Framingham osteoporosis study. J Bone Miner Res 32(1):143–150
Leslie WD et al (2020) Fracture risk following high-trauma versus low-trauma fracture: a registry-based cohort study. Osteoporos Int 31(6):1059–1067
Mackey DC et al (2007) High-trauma fractures and low bone mineral density in older women and men. JAMA 298(20):2381–2388
Desbiens LC et al (2022) FGF23-Klotho axis and fractures in patients without and with early CKD: a case-cohort analysis of CARTaGENE. J Clin Endocrinol Metab 107(6):e2502–e2512
Acknowledgements
No author received specific funding for this work. AFT received a doctoral scholarship from the Canadian Institutes for Health Research (CIHR) (2020-2023). SNM is a scholar from the Fonds de Recherche du Québec-Santé (FRQ-S). FM received research funds and advisory board honorarium from Amgen, Baxter, and Astra-Zeneca. He also holds a scholarship from FRQ-S and a research chair in nephrology at Université Laval. He is also supported by the Department of Medicine and the Fondation du CHU de Québec-Université Laval. CG is a scholar from the FRQ-S, a recipient of a New investigator award from Diabetes Canada, and holds a research chair in endocrinology at CHU de Québec-Université Laval.
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Anne-Frédérique Turcotte, Sonia Jean, Suzanne N Morin, Fabrice Mac-Way and Claudia Gagnon declare that they have no conflict of interest.
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Turcotte, AF., Jean, S., Morin, S.N. et al. Added value of waist circumference to body mass index for predicting fracture risk in obesity: a prospective study from the CARTaGENE cohort. Arch Osteoporos 18, 92 (2023). https://doi.org/10.1007/s11657-023-01302-1
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DOI: https://doi.org/10.1007/s11657-023-01302-1