Abstract

BackgroundThe appropriate optimal anthropometric indices and their thresholds within each BMI category for predicting those at a high risk of cardiovascular disease risk factors (CVDRFs) among the Chinese are still under dispute.ObjectivesWe aimed to identify the best indicators of CVDRFs and the optimal threshold within each BMI category among the Chinese.MethodsBetween 2012 and 2020, a total of 500,090 participants were surveyed in Hunan, China. Six anthropometric indices including waist circumference (WC), a body shape index (ABSI), body roundness index (BRI), waist–hip ratio (WHR), hip circumference (HC), and waist–height ratio (WHtR) were evaluated in the present study. Considered CVDRFs included dyslipidaemia, hypertension, diabetes mellitus (DM), and chronic kidney disease (CKD). The associations of anthropometrics with CVDRFs within each BMI category were evaluated through logistic regression models. The area under the receiver operating characteristic curve (AUROC) was used to assess the predictive abilities.ResultsFor the presence of at least one CVDRFs, the WHR had the highest AUROC in overweight [0.641 (95%CI:0.638, 0.644)] and obese [0.616 (95%CI:0.609, 0.623)] men. BRI had the highest AUROC in underweight [0.649 (95%CI:0.629, 0.670)] and normal weight [0.686 (95%CI:0.683, 0.690)] men. However, the BRI had the highest discrimination ability among women in all the BMI categories, with AUROC ranging from 0.641 to 0.727. In most cases, the discriminatory ability of WHtR was similar to BRI and was easier to calculate; therefore, thresholds of BRI, WHR, and WHtR for CVDRFs identification were all calculated. In men, BRI thresholds of 1.8, 3.0, 3.9, and 5.0, WHtR thresholds of 0.41, 0.48, 0.53, and 0.58, and WHR thresholds of 0.81, 0.88, 0.92, and 0.95 were identified as optimal thresholds across underweight, normal weight, overweight, and obese populations, respectively. The corresponding BRI values in women were 1.9, 2.9, 4.0, and 5.2, respectively, and WHtR were 0.41, 0.48, 0.54, and 0.59, while the WHR values were 0.77, 0.83, 0.88, and 0.90. The recommended BRI, WHtR, or WHR cut-offs could not statistically differentiate high-risk CKD or hypercholesterolemia populations.ConclusionsWe found that BRI and WHR were superior to other indices for predicting CVD risk factors, except CKD or hypercholesterolemia, among the Chinese.

Highlights

  • We aimed to identify the best indicators of cardiovascular disease risk factors (CVDRFs) and the optimal threshold within each Body mass index (BMI) category among the Chinese

  • The discriminatory ability of waist– height ratio (WHtR) was similar to body roundness index (BRI) and was easier to calculate; thresholds of BRI, waist–hip ratio (WHR), and WHtR for CVDRFs identification were all calculated

  • We found that BRI and WHR were superior to other indices for predicting CVD risk factors, except chronic kidney disease (CKD) or hypercholesterolemia, among the Chinese

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Summary

Introduction

Obesity is one of the most serious public health problems in the world. Obesity and adiposity undoubtedly increase the risk of chronic diseases, such as hypertension, diabetes, coronary heart disease, liver cirrhosis, certain types of cancer, poor mental health, and premature death [1–7]. There is an unprecedented interest in discovering useful indicators of obesity and adiposity to identify chronic disease risk. As anthropometric measures are simple, inexpensive, and noninvasive tools to assess body weight and shape, a number of studies have focused on proposing better measurement and calculation methods to predict chronic disease risk and mortality [8–10]. Several alternative anthropometric adiposity measurements, such as waist circumference (WC), hip circumstance (HC), waist– height ratio (WHtR), and waist–hip ratio (WHR), which focus on abdominal adiposity, have been identified as useful weightrelated anthropometric measures to predict the risk of type 2 diabetes [13], cardiovascular disease (CVD) [14, 15], and allcause mortality [16]. Along with the effort of designing and testing alternative anthropometric measures, two new indices that standardize WC for height and BMI, known as the body shape index (ABSI) and body roundness index (BRI), have been proposed. The appropriate optimal anthropometric indices and their thresholds within each BMI category for predicting those at a high risk of cardiovascular disease risk factors (CVDRFs) among the Chinese are still under dispute

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