Body mass index and subsequent fracture risk: a meta-analysis to update FRAX

  • Nicholas C. Harvey*
  • , Helena Johansson
  • , Eugene V. McCloskey
  • , Enwu Liu
  • , Kristina E. Åkesson
  • , Fred A. Anderson
  • , Rafael Azagra-Ledesma
  • , Cecilie L. Bager
  • , Charlotte Beaudart
  • , Heike A. Bischoff-Ferrari
  • , Emmanuel Biver
  • , Olivier Bruyère
  • , Jane A. Cauley
  • , Jacqueline R. Center
  • , Roland Chapurlat
  • , Claus Christiansen
  • , Cyrus Cooper
  • , Carolyn J. Crandall
  • , Steven R. Cummings
  • , José A.P. Da Silva
  • Bess Dawson-Hughes, Adolfo Diez-Perez, Alyssa B. Dufour, John A. Eisman, Petra J.M. Elders, Serge Ferrari, Yuki Fujita, Saeko Fujiwara, Claus-Christian Glüer, Inbal Goldshtein, David Goltzman, Vilmundur Gudnason, Jill Hall, Didier Hans, Mari Hoff, Rosemary J. Hollick, Martijn Huisman, Masayuki Iki, Sophia Ish-Shalom, Graeme Jones, Magnus K. Karlsson, Sundeep Khosla, Douglas P. Kiel, Woon-Puay Koh, Fjorda Koromani, Mark A. Kotowicz, Heikki Kröger, Timothy Kwok, Olivier Lamy, Arnulf Langhammer, Bagher Larijani, Kurt Lippuner, Fiona E.A. McGuigan, Dan Mellström, Thomas Merlijn, Tuan V. Nguyen, Anna Nordström, Peter Nordström, Terence W. O’Neill, Barbara Obermayer-Pietsch, Claes Ohlsson, Eric S. Orwoll, Julie A. Pasco, Fernando Rivadeneira, Berit Schei, Anne-Marie Schott, Eric J. Shiroma, Kristin Siggeirsdottir, Eleanor M. Simonsick, Elisabeth Sornay-Rendu, Reijo Sund, Karin M.A. Swart, Pawel Szulc, Junko Tamaki, David J. Torgerson, Natasja M. Van Schoor, Tjeerd P. Van Staa, Joan Vila, Nicholas J. Wareham, Nicole C. Wright, Noriko Yoshimura, M. Carola Zillikens, Marta Zwart, Liesbeth Vandenput, Mattias Lorentzon, William D. Leslie, John A. Kanis
*Corresponding author for this work

Research output: Contribution to JournalArticleAcademicpeer-review

Abstract

The aim of this international meta-analysis was to quantify the predictive value of BMI for incident fracture and relationship of this risk with age, sex, follow-up time, and BMD. A total of 1667922 men and women from 32 countries (63 cohorts), followed for a total of 16.0 million person-years were studied. 293325 had FN BMD measured (2.2 million person-years follow-up). An extended Poisson model in each cohort was used to investigate relationships between WHO-defined BMI categories (Underweight: <18.5 kg/m2; Normal: 18.5-24.9 kg/m2; Overweight: 25.0-29.9 kg/m2; Obese I: 30.0-34.9 kg/m2; Obese II: ≥35.0 kg/m2) and risk of incident osteoporotic, major osteoporotic and hip fracture (HF). Inverse-variance weighted β-coefficients were used to merge the cohort-specific results. For the subset with BMD available, in models adjusted for age and follow-up time, the hazard ratio (95% CI) for HF comparing underweight with normal weight was 2.35 (2.10-2.60) in women and for men was 2.45 (1.90-3.17). Hip fracture risk was lower in overweight and obese categories compared to normal weight [obese II vs normal: women 0.66 (0.55-0.80); men 0.91 (0.66-1.26)]. Further adjustment for FN BMD T-score attenuated the increased risk associated with underweight [underweight vs normal: women 1.69 (1.47-1.96); men 1.46 (1.00-2.13)]. In these models, the protective effects of overweight and obesity were attenuated, and in both sexes, the direction of association reversed to higher fracture risk in Obese II category [Obese II vs Normal: women 1.24 (0.97-1.58); men 1.70 (1.06-2.75)]. Results were similar for other fracture outcomes. Underweight is a risk factor for fracture in both men and women regardless of adjustment for BMD. However, while overweight/obesity appeared protective in base models, they became risk factors after additional adjustment for FN BMD, particularly in the Obese II category. This effect in the highest BMI categories was of greater magnitude in men than women. These results will inform the second iteration of FRAX®.
Original languageEnglish
Pages (from-to)1144-1155
Number of pages12
JournalJournal of Bone and Mineral Research
Volume40
Issue number10
Early online date8 Aug 2025
DOIs
Publication statusPublished - Oct 2025

Funding

H.A.B.-F. has no financial interest in FRAX. For the DO-HEALTH trial cohort, Prof. H.A.B.-F. reports independent and investigator-initiated grants from European Commission Framework 7 Research Program, from the University of Zurich, from NESTEC, from Pfizer Consumer Healthcare, from Streuli Pharma, plus non-financial support from DNP. For the study cohort extension, she reports independent and investigator-initiated grants from Pfizer and from Vifor. Further, Prof. H.A.B.-F. reports non-financial support from Roche Diagnostics and personal fees from Wild, Sandoz, Pfizer, Vifor, Mylan, Roche, Meda Pharma, outside the submitted work with regard to speaker fees and travel fees. N.C.H. has received consultancy/lecture fees/honoraria/grant funding from Alliance for Better Bone Health, Amgen, MSD, Eli Lilly, Radius Health, Servier, Shire, UCB, Consilient Healthcare, Kyowa Kirin, Theramex, and Internis Pharma. R.A. has received funding for research from Instituto Carlos III of Spanish Ministry of Health, IDIAP Jordi Gol of Catalan Government and from Scientific Societies SEMFYC and SEIOMM. We are grateful to Dr. Östen Ljunggren for contributing the MrOS Sweden cohort. UK Biobank data are included under approved access agreement 3593. The authors acknowledge the Manitoba Centre for Health Policy for use of Manitoba data contained in the Population Health Research Data Repository (HIPC 2016/2017-29). The results and conclusions are those of the authors and no official endorsement by the Manitoba Centre for Health Policy, Manitoba Health, Seniors and Active Living, or other data providers is intended or should be inferred. N.C.H. acknowledges funding from the UK Medical Research Council [MC_PC_21003; MC_PC_21001] and the NIHR Southampton Biomedical Research Centre, University of Southampton and University Hospital Southampton NHS Foundation Trust, UK. Terence O’Neill is supported by the National Institute for Health and Care Research (NIHR) Manchester Biomedical Research Centre (BRC) (NIHR203308). The WHI program is funded by the National Heart, Lung, and Blood Institute, National Institutes of Health, U.S. Department of Health and Human Services through 75N92021D00001, 75N92021D00002, 75N92021D00003, 75N92021D00004, 75N92021D00005. The Osteoporotic Fractures in Men (MrOS) Study is supported by National Institutes of Health funding. The following institutes provide support: the National Institute on Aging (NIA), the National Institute of Arthritis and Musculoskeletal and Skin Diseases (NIAMS), the National Center for Advancing Translational Sciences (NCATS), and NIH Roadmap for Medical Research under the following grant numbers: U01 AG027810, U01 AG042124, U01 AG042139, U01 AG042140, U01 AG042143, U01 AG042145, U01 AG042168, U01 AR066160, R01 AG066671, and UL1 TR002369. Funding for the SOF study comes from the National Institute on Aging (NIA), and the National Institute of Arthritis and Musculoskeletal and Skin Diseases (NIAMS), supported by grants (AG05407, AR35582, AG05394, AR35584, and AR35583). Funding for the Health ABC study was from the Intramural research program at the National Institute on Aging under the following contract numbers: NO1-AG-6-2101, NO1-AG-6-2103 and NO1-AG-6-2106. The Longitudinal Aging Study Amsterdam is supported by a grant from the Netherlands Ministry of Health, Welfare and Sport, Directorate of Long-Term Care. Funding for the Framingham Study comes from the National Institute of Arthritis and Musculoskeletal and Skin Diseases (NIAMS) R01 AR041398 and AR061445 and National Heart, Lung, and Blood Institute Framingham Heart Study (N01-HC-25195, HHSN268201500001I). Funding for the GOS was from the Victorian Health Promotion Foundation: ID 91-0095. For the purpose of Open Access, the author has applied a Creative Commons Attribution (CC BY) licence to any Author Accepted Manuscript version arising from this submission. J.R.C. has received honoraria for speaking at educational meetings and for advisory boards from Amgen and honoraria for an advisory board from Bayer, all unrelated to this work. R.C. has no financial interest in FRAX. He has received grant funding from Amgen, UCB, Chugai, MSD, Mylan, and Medac. He has received honoraria from Amgen, UCB, Chugai, Galapagos, Biocon, Abbvie, Haoma Medica, Pfizer, Amolyt, MSD, Lilly, BMS, Novartis, Arrow, PKMed, Kyowa-Kirin, and Sanofi. A.D.-P. reports personal fees from Amgen, Lilly, Theramex, and grants from Instituto Carlos III and owns shares of Active Life Scientific, all outside the submitted work. J.A.P. has received funding from the National Health and Medical Research Council (NHMRC) Australia, and the Medical Research Future Fund (MRFF) Australia, and Amgen, all unrelated to this work.

FundersFunder number
European Commission Framework 7
Servier
Instituto Carlos III of Spanish Ministry of Health
National Institute of Arthritis and Musculoskeletal and Skin Diseases
Shire
National Institute for Health and Care Research
Internis Pharma
UCB
Instituto Carlos III
IDIAP
Vifor
National Institute for Health Research Southampton Biomedical Research Centre
University of Southampton
Medical Research Future Fund
DNP
University Hospital Southampton NHS Foundation Trust
Eli Lilly
Radius Health
SEIOMM
Amgen
National Center for Advancing Translational Sciences
Manchester Biomedical Research Centre
National Institute on Aging
Pfizer
National Health and Medical Research Council
University of Zurich
Scientific Societies SEMFYC
U.S. Department of Health and Human Services75N92021D00001, 75N92021D00002, 75N92021D00003, 75N92021D00004, 75N92021D00005
VicHealth91-0095
National Institutes of HealthU01 AG042139, U01 AG042124, U01 AG042168, U01 AG042145, AG05407, UL1 TR002369, U01 AG042143, NO1-AG-6-2101, U01 AG027810, U01 AG042140, NO1-AG-6-2103, AR35584, R01 AG066671, AR35582, NO1-AG-6-2106, U01 AR066160, AR35583, AG05394
National Heart, Lung, and Blood InstituteN01-HC-25195, HHSN268201500001I
NIHR Imperial Biomedical Research CentreNIHR203308
Medical Research CouncilMC_PC_21001, MC_PC_21003
Netherlands Ministry of Health, Welfare and Sport, Directorate of Long-Term CareR01 AR041398, AR061445

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