Skip to content
Review Open access

Differential predictive ability of the novel obesity indices on hypertension among non-obese adults stratified by metabolic health

Oct 2026 · International Journal of Community Medicine and Public Health · 0 citations · 17 references

TL;DR

Among non-obese adults, anthropometric and TyG-anthropometric indices, particularly TyG-WHtR, were associated with HTN regardless of metabolic status, whereas lipid-only indices were not.

Abstract

Background: Novel obesity indices that integrate visceral adiposity, insulin resistance, and lipid metabolism may predict hypertension (HTN) better than conventional anthropometric measures. We compared novel and traditional obesity indices for HTN among non-obese Mongolian adults according to metabolic health status. Methods: We used data from the 2019 Mongolian WHO STEPwise survey (STEPS) and included adults aged 18-65 years with a body mass index (BMI) <30 kg/m2. Exposures were triglyceride- and triglyceride-glucose (TyG)-derived indices, including the TyG-waist-to-height ratio (TyG-WHtR), and traditional anthropometric indices; the outcome was HTN. Participants with diabetes or dyslipidemia were classified as metabolically unhealthy (MUI) and the remainder as metabolically healthy (MHI). Multivariable logistic regression and receiver operating characteristic (ROC) analyses were performed. Results: Of 3,031 participants, 61.4% had HTN, and the mean age was 40.9 (SD 11.5) years. TyG-WHtR had the largest odds ratio (OR) for HTN in both MHI (OR 1.68, 95% CI 1.43-1.97) and MUI (OR 1.72, 95% CI 1.46-2.04), followed by the body roundness index (BRI). Indices based mainly on lipids and glucose were not positively associated with HTN. Discrimination was modest; the highest areas under the curve (AUC) were for BMI (0.657) among MHI and for BRI and WHtR (0.691) among MUI. Conclusions: Among non-obese adults, anthropometric and TyG-anthropometric indices, particularly TyG-WHtR, were associated with HTN regardless of metabolic status, whereas lipid-only indices were not. Discrimination was modest and greater in MUI, and simple measures such as BMI and waist circumference performed as well as the novel indices.  

Read PDF

Similar papers

Open access Sep 2026

Associations and Discriminatory Performance of Anthropometric and Body-Shape Indices for Identifying Hypertension in Adults with Type 2 Diabetes in Malawi: A Cross-Sectional Study

Background: We evaluated the discriminatory performance of traditional anthropometric parameters and novel body-shape indices for identifying hypertension among adults with type 2 diabetes mellitus (T2DM) in Malawi. Methods: This was a multicenter cross-sectional study of 1356 adults with T2DM attending outpatient diab...

A. Mboma, S. Nyirenda, K. Banda et al. · 0 citations
Open access Oct 2026

Comparative evaluation of waist-to-height ratio and body mass index as predictors of cardiovascular risk among urban adults in Hyderabad, Telangana: a cross-sectional study

Background: Obesity is an important modifiable determinant of cardiovascular disease. Body mass index (BMI), although widely used, does not adequately reflect abdominal adiposity. Waist-to-height ratio (WHtR) may provide a simple alternative for identifying individuals with increased cardiometabolic risk. The aim of th...

Khuteja Samreen, Shehzad Ruman, Krishna Prasad Kota et al. · 0 citations
Open access Oct 2026

Associations of body shape, visceral adiposity, and metabolic function indices with risk of major noncommunicable diseases: evidence from a nationwide population cohort.

Comparative data evaluating the predictive performance of various obesity and metabolic indices for multiple noncommunicable diseases (NCDs) remain limited. We used the data sourced from the Health Evaluation and risk Reduction through nationwide Teamwork cohort (ChinaHEART), a national population-based study that enro...

Yi Wu, Li-Mei Nie, Yue Cai et al. · 0 citations
Open access Sep 2026

Hidden metabolic obesity phenotypes and risk of incident type 2 diabetes among BMI-defined non-obese adults: a secondary analysis of the NAGALA cohort

Background Body mass index (BMI) may fail to capture clinically relevant heterogeneity in adiposity-related diabetes risk, particularly among Asian adults who are not classified as obese. We investigated whether abdominal obesity and fatty liver identify distinct risks of incident type 2 diabetes mellitus (T2DM) among...

Chen-Rong Cai, Yang Wang · 0 citations
Open access Sep 2026

Central obesity indices and the risk of heart disease, type 2 diabetes mellitus, and stroke: findings from a Chinese prospective cohort

Obesity is a major risk factor for cardiometabolic disease, but the relative value of different anthropometric indices for risk remains uncertain. Body mass index (BMI) is widely used but does not reflect fat distribution, whereas central obesity measures may better capture visceral adiposity. However, their associat...

Ya-Xuan He, Yu Cao, Yan-Wei Luo et al. · 0 citations
Open access Sep 2026

Comparison of eight insulin-independent indices for identifying insulin resistance in Chinese young and middle-aged adults without diabetes: favorable performance of METS-IR and TyG-BMI

METS-IR and TyG-BMI demonstrated comparable and favorable performance, serving as practical, insulin-independent initial screening markers for identifying elevated IR risk in Chinese young and middle-aged adults without diabetes.

Jing-Yang Gao, Yunqiang He, Hemin Jiang et al. · 0 citations

We use cookies to run the site and, with your consent, for analytics and to show ads. See our Cookie Policy.