ArticleLancet (London, England)2024
General and abdominal adiposity and hypertension in eight world regions: a pooled analysis of 837 population-based studies with 7·5 million participants.
Article in Lancet (London, England), 2024. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 42 papers, 1 of them a synthesis that pooled it.
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42 citing papers in PubMed, 1 synthesis or guideline pooled it.
- Association between waist-to-height ratio and insulin resistance in patients with polycystic ovary syndrome: a meta-analysis.Frontiers in endocrinology · 2025Pooled it
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- Prevalence of overweight and obesity and the burden of high body-mass index in Latin America: a systematic analysis for the Global Burden of Disease Study 2023.Lancet regional health. Americas · 2026Article
- Age, Sex, and Waist-to-Height Ratio Approach the Discrimination of Fifty-Four Model Inputs for Prevalent Hypertension: An Explainable Machine Learning Analysis of the Chilean National Health Survey.Diagnostics (Basel, Switzerland) · 2026Article
- Associations of Arm-to-Waist Ratio With Hypertension and Blood Pressure: The Role of Peripheral-Central Body Size Distribution in U.S. Individuals.Journal of clinical hypertension (Greenwich, Conn.) · 2026Article
- Long-Term Obesity Trends in Northern Sweden: Cross-Sectional Data From the MONICA Study (1986-2022).Obesity science & practice · 2026Article
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- Association of the C-reactive protein-triglyceride-glucose (CTI) index and its central obesity-modified derivatives with incident cardiometabolic multimorbidity: results from two prospective cohorts in China and England.Cardiovascular diabetology · 2026Article
- An explainable machine learning method for identifying key atherogenic lipid biomarkers in abdominal obesity among the Southern Chinese population.Lipids in health and disease · 2026Article
- Large cohort studies assessing sex-specific associations between anthropometric indices and liver cancer death.JHEP reports : innovation in hepatology · 2026Article
- Overweight and obesity in Jordanian adults before and after COVID-19: a multi-index comparison.Archives of public health = Archives belges de sante publique · 2026Article
- Associations of general and abdominal adiposity with incident elevated blood pressure among Tianjin adolescents: a school-based longitudinal study.BMC public health · 2026Article
- Article
- Article
- Latent Profiles of Modifiable Biological Factors and Their Associations with Lifestyle Factors and Cardiovascular Disease Outcomes.Journal of clinical medicine · 2026Article
- Diagnostic Performance of BMI and Waist Circumference in Detecting Excess Adiposity.Obesity (Silver Spring, Md.) · 2026Article
- Waist-to-height ratio and hypertension risk: a retrospective cohort analysis of the CHARLS.BMC cardiovascular disorders · 2026Article
- Rising cardiovascular metabolic indices are associated with hypertension and stroke risk in individuals with abnormal glucose metabolism: A prospective cohort study.Aging clinical and experimental research · 2026Article
- Waist-to-height ratio and cardiovascular risk: moving beyond BMI in aging populations.Lancet regional health. Americas · 2026Article
- Association between remnant cholesterol and isolated diastolic hypertension in young adults: a cross-sectional study in China.BMC cardiovascular disorders · 2026Article
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Abstract
backgroundAdiposity can be measured using BMI (which is based on weight and height) as well as indices of abdominal adiposity. We examined the association between BMI and waist-to-height ratio (WHtR) within and across populations of different world regions and quantified how well these two metrics discriminate between people with and without hypertension.
methodsWe used data from studies carried out from 1990 to 2023 on BMI, WHtR and hypertension in people aged 20-64 years in representative samples of the general population in eight world regions. We graphically compared the regional distributions of BMI and WHtR, and calculated Pearson's correlation coefficients between BMI and WHtR within each region. We used mixed-effects linear regression to estimate the extent to which WHtR varies across regions at the same BMI. We graphically examined the prevalence of hypertension and the distribution of people who have hypertension both in relation to BMI and WHtR, and we assessed how closely BMI and WHtR discriminate between participants with and without hypertension using C-statistic and net reclassification improvement (NRI).
findingsThe correlation between BMI and WHtR ranged from 0·76 to 0·89 within different regions. After adjusting for age and BMI, mean WHtR was highest in south Asia for both sexes, followed by Latin America and the Caribbean and the region of central Asia, Middle East and north Africa. Mean WHtR was lowest in central and eastern Europe for both sexes, in the high-income western region for women, and in Oceania for men. Conversely, to achieve an equivalent WHtR, the BMI of the population of south Asia would need to be, on average, 2·79 kg/m
interpretationBMI can distinguish young and middle-aged adults with higher versus lower amounts of abdominal adiposity with moderate-to-high accuracy, and both BMI and WHtR distinguish people with or without hypertension. However, at the same BMI level, people in south Asia, Latin America and the Caribbean, and the region of central Asia, Middle East and north Africa, have higher WHtR than in the other regions.
fundingUK Medical Research Council and UK Research and Innovation (Innovate UK).
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