Threshold effects of bone mineral density on mortality risk: a comprehensive analysis of BMI-mediated pathways in older population

BackgroundThe precise relationship between bone mineral density (BMD) and all-cause mortality in older adults remains incompletely understood. This study aimed to investigate the association between BMD and all-cause mortality and to explore the mediating role of body mass index (BMI) in adults aged...

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Main Authors: Zifei Yin, Chen Kuang, Feng Gao, Feng Xu
Format: Article
Language:English
Published: Frontiers Media S.A. 2025-07-01
Series:Frontiers in Endocrinology
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Online Access:https://www.frontiersin.org/articles/10.3389/fendo.2025.1567047/full
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author Zifei Yin
Chen Kuang
Feng Gao
Feng Xu
author_facet Zifei Yin
Chen Kuang
Feng Gao
Feng Xu
author_sort Zifei Yin
collection DOAJ
description BackgroundThe precise relationship between bone mineral density (BMD) and all-cause mortality in older adults remains incompletely understood. This study aimed to investigate the association between BMD and all-cause mortality and to explore the mediating role of body mass index (BMI) in adults aged ≥60 years.MethodsA cohort study was conducted using data from the National Health and Nutrition Examination Survey (2007–2010, 2013–2014, and 2017–2018), including 6,289 participants aged ≥60 years. The application of Cox proportional hazards models enabled the evaluation of the association between BMD and all-cause mortality, while causal mediation analysis was performed to assess the mediating effect of BMI.ResultsThis study revealed that among the 6,289 participants, 1,422 (22.61%) deaths occurred during the follow-up period. The findings showed that there was a J-shaped association between BMD and all-cause mortality, with an increased mortality risk observed as BMD decreased. Higher BMD was associated with lower mortality risk, with evidence suggesting both direct and BMI-related pathways. The total effect was strongest for total femur BMD (-0.056, P<0.0001), followed by intertrochanter (-0.061, P<0.0001), trochanter (-0.043, P<0.0001), and femoral neck (-0.025, P=0.002). BMI appeared to partially mediate the protective associations, with varying proportions observed across sites: femoral neck (24.18%), trochanter (12.83%), total femur (11.17%), and intertrochanter (9.20%). The pathway analysis revealed that BMI was found to partially mediate the association between BMD and all-cause mortality. These associations remained robust after adjusting for demographic, socioeconomic, and clinical confounding factorsConclusionsThis study identified site-specific threshold effects of BMD on mortality and quantified the mediating role of BMI. The findings suggest that maintaining an optimal BMI may be associated with reduced mortality risk for individuals with low BMD. Integrated interventions targeting both bone density and body mass management could be more effective in reducing mortality risk among older adults with low BMD.
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spelling doaj-art-eed88e97aa8c4e2aa9a681538eb10dc52025-08-20T03:25:49ZengFrontiers Media S.A.Frontiers in Endocrinology1664-23922025-07-011610.3389/fendo.2025.15670471567047Threshold effects of bone mineral density on mortality risk: a comprehensive analysis of BMI-mediated pathways in older populationZifei YinChen KuangFeng GaoFeng XuBackgroundThe precise relationship between bone mineral density (BMD) and all-cause mortality in older adults remains incompletely understood. This study aimed to investigate the association between BMD and all-cause mortality and to explore the mediating role of body mass index (BMI) in adults aged ≥60 years.MethodsA cohort study was conducted using data from the National Health and Nutrition Examination Survey (2007–2010, 2013–2014, and 2017–2018), including 6,289 participants aged ≥60 years. The application of Cox proportional hazards models enabled the evaluation of the association between BMD and all-cause mortality, while causal mediation analysis was performed to assess the mediating effect of BMI.ResultsThis study revealed that among the 6,289 participants, 1,422 (22.61%) deaths occurred during the follow-up period. The findings showed that there was a J-shaped association between BMD and all-cause mortality, with an increased mortality risk observed as BMD decreased. Higher BMD was associated with lower mortality risk, with evidence suggesting both direct and BMI-related pathways. The total effect was strongest for total femur BMD (-0.056, P<0.0001), followed by intertrochanter (-0.061, P<0.0001), trochanter (-0.043, P<0.0001), and femoral neck (-0.025, P=0.002). BMI appeared to partially mediate the protective associations, with varying proportions observed across sites: femoral neck (24.18%), trochanter (12.83%), total femur (11.17%), and intertrochanter (9.20%). The pathway analysis revealed that BMI was found to partially mediate the association between BMD and all-cause mortality. These associations remained robust after adjusting for demographic, socioeconomic, and clinical confounding factorsConclusionsThis study identified site-specific threshold effects of BMD on mortality and quantified the mediating role of BMI. The findings suggest that maintaining an optimal BMI may be associated with reduced mortality risk for individuals with low BMD. Integrated interventions targeting both bone density and body mass management could be more effective in reducing mortality risk among older adults with low BMD.https://www.frontiersin.org/articles/10.3389/fendo.2025.1567047/fullbone mineral densitybody mass indexall-cause mortalitymediation analysisolder adultsNHANES
spellingShingle Zifei Yin
Chen Kuang
Feng Gao
Feng Xu
Threshold effects of bone mineral density on mortality risk: a comprehensive analysis of BMI-mediated pathways in older population
Frontiers in Endocrinology
bone mineral density
body mass index
all-cause mortality
mediation analysis
older adults
NHANES
title Threshold effects of bone mineral density on mortality risk: a comprehensive analysis of BMI-mediated pathways in older population
title_full Threshold effects of bone mineral density on mortality risk: a comprehensive analysis of BMI-mediated pathways in older population
title_fullStr Threshold effects of bone mineral density on mortality risk: a comprehensive analysis of BMI-mediated pathways in older population
title_full_unstemmed Threshold effects of bone mineral density on mortality risk: a comprehensive analysis of BMI-mediated pathways in older population
title_short Threshold effects of bone mineral density on mortality risk: a comprehensive analysis of BMI-mediated pathways in older population
title_sort threshold effects of bone mineral density on mortality risk a comprehensive analysis of bmi mediated pathways in older population
topic bone mineral density
body mass index
all-cause mortality
mediation analysis
older adults
NHANES
url https://www.frontiersin.org/articles/10.3389/fendo.2025.1567047/full
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AT fenggao thresholdeffectsofbonemineraldensityonmortalityriskacomprehensiveanalysisofbmimediatedpathwaysinolderpopulation
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