ArticleBMC cardiovascular disorders2023
Association of adiposity indices with cardiometabolic multimorbidity among 101,973 chinese adults: a cross-sectional study.
Article in BMC cardiovascular disorders, 2023. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 24 papers, 2 of them syntheses that pooled it.
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24 citing papers in PubMed, 2 syntheses or guidelines pooled it, 34 citations in OpenAlex.
- Risk association and diagnostic value of body roundness index for cardiovascular-kidney-metabolic-related outcomes: a systematic review and meta-analysis.Frontiers in endocrinology · 2026Pooled it
- Relationship between body mass index and cardiovascular metabolic multimorbidity: a systematic review and meta-analysis.Frontiers in cardiovascular medicine · 2025Pooled it
- Association between body roundness index and progression of cardio-renal-metabolic diseases using multistate models.GeroScience · 2026Article
- Article
- Body roundness index modified the association between sleep changes and multimorbidity in middle-aged and older adults: a nationwide cohort study.Journal of health, population, and nutrition · 2026Article
- Article
- Article
- Diagnostic Performance of BMI and Waist Circumference in Detecting Excess Adiposity.Obesity (Silver Spring, Md.) · 2026Article
- Development and validation of a cardiometabolic multimorbidity prediction model in middle-aged and older adults.Scientific reports · 2026Article
- The combined effects of cardiometabolic index and high sensitivity C-reactive protein on cardiometabolic multimorbidity risk: a prospective analysis based on CHARLS.Lipids in health and disease · 2026Article
- Comparative discriminatory performance of emerging endocrine-metabolic indices versus obesity indices for cardiometabolic multimorbidity in older adults: a cross-sectional study.Frontiers in endocrinology · 2026Article
- Comparative predictive values of anthropometric indices for cardiometabolic multimorbidity in middle-aged and older adults: a prospective study from the CHARLS study.BMC public health · 2025Article
- Body Roundness Index Associated With Cardiometabolic Multimorbidity and Mortality: A Multistate Model.Obesity (Silver Spring, Md.) · 2025Article
- Associations Between Body Roundness Index and Cardiovascular Outcomes: A China Kadoorie Biobank Prospective Cohort Study.JACC. Asia · 2025Article
- Joint association of triglyceride-glucose index and obesity indicators with stroke risk: a nationwide prospective cohort study.Scientific reports · 2025Observational
- Association between modified triglyceride glucose indices and stroke risk in middle-aged and older Chinese adults: a prospective cohort study.Cardiovascular diabetology · 2025Article
- Obesity-related indices are associated with self-reported infertility in women: findings from the National Health and Nutrition Examination Survey.The Journal of international medical research · 2025Article
- Cardiometabolic multimorbidity and the risk of sudden cardiac death among geriatric community dwellers using longitudinal EHR-derived data.Frontiers in endocrinology · 2025Article
- The Clínica Universidad de Navarra-Body Adiposity Estimator index is a reliable tool for prediabetes: a multi-center retrospective cohort study.Frontiers in nutrition · 2025Article
- Mechanistic exploration of obesity-related indicators and motor cognitive risk syndrome: a mediated effect based on C-reactive protein triglyceride glucose index.Frontiers in aging neuroscience · 2025Article
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Authors and funding
7 authors at 3 institutions in 1 country.
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Abstract
backgroundCardiometabolic multimorbidity (CMM) and obesity represent two major health problems. The relationship between adiposity indices and CMM, however, remains understudied. This study aimed to investigate the associations of body mass index (BMI), waist circumference (WC), waist-to-height ratio (WHtR), a body shape index (ABSI), body roundness index (BRI), and conicity index (CI) with CMM among Chinese adults.
methodsData of 101,973 participants were collected from a population-based screening project in Southern China. CMM was defined as having two or more of the following diseases: coronary heart disease, stroke, hypertension, and diabetes. The relationship between the six adiposity indices and CMM was investigated by multivariate logistic regression and restricted cubic splines. Receiver operator characteristic curve, C-statistic and net reclassification index were used to estimate the discriminative and incremental values of adiposity indices on CMM.
resultsLogistic regression models showed the six adiposity indices were all significantly associated with the odds of CMM with non-linear relationships. For per SD increment, WC (Odds ratio [OR]: 1.66; 95% confidence interval (CI): 1.62-1.70) and WHtR (OR, 1.61; 95% CI, 1.58-1.65) were more significantly associated with a higher prevalence of CMM than BMI (OR, 1.55; 95% CI, 1.52-1.58) (all P < 0.05). In addition, WC, WHtR, and BRI displayed significantly better performance in detecting CMM compared with BMI (all P < 0.05). Their respective area under the curve (AUC) values were 0.675 (95% CI: 0.670-0.680), 0.679 (95% CI: 0.675-0.684), and 0.679 (95% CI: 0.675-0.684), while BMI yielded an AUC of 0.637 (95% CI: 0.632-0.643). These findings hold true across all subgroups based on sex and age. When Adding WC, WHtR, or BRI to a base model, they all provided larger incremental values for the discrimination of CMM compared with BMI (all P < 0.05).
conclusionsAdiposity indices were closely associated with the odds of CMM, with WC and WHtR demonstrating stronger associations than BMI. WC, WHtR, and BRI were superior to BMI in discriminative ability for CMM. Avoidance of obesity (especially abdominal obesity) may be the preferred primary prevention strategy for CMM while controlling for other major CMM risk factors.
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