ArticleBMC public health2024
Association between weight-adjusted waist index and risk of diabetes mellitus type 2 in United States adults and the predictive value of obesity indicators.
Article in BMC public health, 2024. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 14 papers.
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14 citing papers in PubMed.
- A Comprehensive Evaluation of Adiposity Indices on 20-Year Cumulative Incidence of Type 2 Diabetes: The ATTICA Cohort Study (2002-2022).Clinical obesity · 2026Article
- Triglyceride glucose-weight adjusted waist index as a promising predictive marker for incident diabetes: a large-scale retrospective cohort study.BMC endocrine disorders · 2026Article
- The Effect of Low Glycemic Load Diet on Central Obesity and Lipid Related Metabolic Abnormalities in T2DM Patients Is Comparable to That of Energy-Restricted Diet: A Randomized, Open, Parallel Controlled Study.Food science & nutrition · 2026Article
- Association between weight-adjusted waist index and risk of mortality and disease progression in participants with chronic kidney disease: a prospective study from the UK Biobank.Frontiers in nutrition · 2026Article
- Article
- Beyond HOMA-IR: Comparative Evaluation of Insulin Resistance and Anthropometric Indices Across Prediabetes and Type 2 Diabetes Mellitus in Metabolic Syndrome Patients.Life (Basel, Switzerland) · 2025Article
- Interaction of triglyceride glucose index and weight-adjusted waist circumference index in the risk of diabetes: from a national cohort study.BMC endocrine disorders · 2025Article
- Weight-adjusted waist index and deficit accumulation frailty trajectories in middle-aged and older adults: a longitudinal study.Nutrition journal · 2025Article
- Association between central obesity and ADL impairment among the middle-aged and elderly population in China based on CHARLS.Scientific reports · 2025Article
- Relationship between weight-to-waist index and post-stroke depression.World journal of psychiatry · 2025Article
- Association between weight-adjusted waist index and chronic obstructive pulmonary disease.PloS one · 2025Article
- Article
- The association between obesity-related indicators and uncontrolled diabetes mellitus in the elderly: a community-based study in China.Frontiers in medicine · 2025Article
- The association of obesity and lipid-related indicators with all-cause and cardiovascular mortality risks in patients with diabetes or prediabetes: a cross-sectional study based on machine learning algorithms.Frontiers in endocrinology · 2025Article
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Abstract
backgroundThe weight-adjusted waist index (WWI) is a quantitative anthropometric index that can be applied to evaluate obesity. This study examined the relationship between adult United States (US) residents' risk of diabetes mellitus type 2 (T2DM) and WWI.
methodsThe NHANES (National Health and Nutrition Examination Survey) 2001-2018 provided the data for this investigation. This study used multifactorial logistic regression analysis, smoothed curve fitting, subgroup analysis, and interaction tests to assess the association between WWI and T2DM. Additionally, threshold effects were calculated using a two-stage linear regression model. The receiver operating characteristic(ROC) curves evaluated the diagnostic ability of the WWI and commonly used obesity indicators.
results20,477 participants were enrolled in the analysis, and patients with greater levels of WWI had a higher prevalence of T2DM. WWI and T2DM have a non-linear relationship, with a positive association found on the left side of the breakpoint (WWI = 12.35) (OR = 1.82, 95%CI:1.64-2.02), whereas, on the right side, no such relationship was found (OR = 0.9, 95%CI:0.61-1.34). For every unit rise in WWI, the probability of having T2DM increased by 67% after controlling for all other variables (OR:1.67,95%CI:1.53-1.83). Based on subgroup analyses, individuals under 40 had a higher correlation between WWI and T2DM (P < 0.001).ROC analyses showed that WWI had the best discrimination and accuracy in predicting T2DM compared to other obesity indicators (WC, BMI, and Weight).
conclusionHigher WWI values had a higher prevalence of T2DM in US individuals, especially in adults under 40. WWI has the strongest ability to predict T2DM. Therefore, the importance of WWI in the early identification of T2DM in US adults should be emphasized.
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