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Obesity
Article . 2025 . Peer-reviewed
License: CC BY
Data sources: Crossref
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PubMed Central
Article . 2025
License: CC BY
Data sources: PubMed Central
Obesity
Article . 2025
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Body Roundness Index Associated With Cardiometabolic Multimorbidity and Mortality: A Multistate Model

Authors: Xi Cai; Yicheng Liao; Xuemei Yang; Yajing Liang; Jiajia Ma; Ruiyue Liu; Xinran Wen; +6 Authors

Body Roundness Index Associated With Cardiometabolic Multimorbidity and Mortality: A Multistate Model

Abstract

ABSTRACT Objective This study aimed to investigate the associations of body roundness index (BRI) with cardiometabolic disease (CMD), cardiometabolic multimorbidity (CMM), and all‐cause mortality, while evaluating its impact across different stages of CMM progression. Methods In this prospective cohort study, 87,902 participants from the Kailuan cohort were categorized into BRI quartiles. Cox models estimated hazard ratios (HRs) and 95% CIs for the first occurrence of cardiometabolic disease (FCMD), CMM, and mortality. Multistate models assessed BRI's role across CMM progression. Results Over a median follow‐up of 13.68 years, 21,636 participants developed FCMD, 2114 developed CMM, and 14,782 died. Elevated BRI increased risks of FCMD, CMM, and mortality in Cox models. Multistate analysis revealed differential BRI effects across CMM progression: participants in the highest versus lowest BRI quartile showed HRs of 2.08 (1.99–2.17) for healthy‐to‐FCMD transition, 1.61 (1.38–1.88) for FCMD‐to‐CMM transition, and 1.09 (1.03–1.16), 0.99 (0.89–1.10), and 0.73 (0.54–0.99) for mortality from the healthy state, FCMD, and CMM, respectively. BRI's impact varied by disease type (diabetes mellitus, myocardial infarction, stroke) and sex, with stronger associations in females. Conclusions Our findings emphasize dynamic BRI monitoring as a biomarker for early CMM risk identification and prognostic assessment, necessitating disease‐ and sex‐specific prevention strategies.

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Keywords

Male, Adult, China, Multimorbidity, Cardiometabolic Risk Factors, Middle Aged, Body Mass Index, Metabolic Diseases, Cardiovascular Diseases, Risk Factors, Humans, Female, Prospective Studies, ORIGINAL ARTICLE, Proportional Hazards Models, Aged

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selected citations
These citations are derived from selected sources.
This is an alternative to the "Influence" indicator, which also reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Citations provided by BIP!
popularity
This indicator reflects the "current" impact/attention (the "hype") of an article in the research community at large, based on the underlying citation network.
BIP!Popularity provided by BIP!
influence
This indicator reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Influence provided by BIP!
impulse
This indicator reflects the initial momentum of an article directly after its publication, based on the underlying citation network.
BIP!Impulse provided by BIP!
2
Top 10%
Average
Average
Green
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