ArticleFrontiers in public health2023
Obesity- and lipid-related indices as a predictor of obesity metabolic syndrome in a national cohort study.
Article in Frontiers in public health, 2023. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 71 papers.
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71 citing papers in PubMed, 114 citations in OpenAlex.
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- The cardiometabolic index and miR-29a as related biomarkers for insulin resistance and dysglycemia in adults: insights from the KERCADRS study.Scientific reports · 2026Article
- Comparative evaluation of obesity-related indices for predicting incident hypertension: evidence from Chinese and UK longitudinal cohorts with machine learning interpretation.BMC cardiovascular disorders · 2026Article
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- Unveiling sex-specific cardiometabolic and adiposity risk profiles for precision prevention.European journal of medical research · 2026Article
- Sex-Specific Predictive Value of Obesity-Related Indicators for Diabetic Kidney Disease in Type 2 Diabetes Mellitus.Diabetes, metabolic syndrome and obesity : targets and therapy · 2026Article
- The predictive value of surrogate insulin resistance indices for T2DM complicated with metabolic syndrome: a retrospective study based on hospitalized patients in China.Frontiers in endocrinology · 2026Article
- Obesity indices as predictors of metabolic syndrome: 1-year findings from a Peruvian cohort of private educational institution workers.Therapeutic advances in endocrinology and metabolism · 2026Article
- Associations Between Metabolic Syndrome Index, Systemic Inflammatory Index, and Arthritis Subtype in the U.S. and Chinese Adults: A Mediation Analysis.Mediators of inflammation · 2026Article
- Comparison of the TyG index, TyG-traditional obesity indices, and TyG-novel obesity indices: does increased complexity help in predicting cardiometabolic multimorbidity?Lipids in health and disease · 2025Article
- 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
- Enhanced prediction of cholecystectomy using obesity-modified TyG indices: a machine learning and SHAP-based study.European journal of medical research · 2025Article
- Comparative analysis of insulin resistance indicators in predicting reversion from prediabetes to normoglycemia.Diabetology & metabolic syndrome · 2025Article
- Visceral lipid accumulation and lipid accumulation product outperform insulin resistance score for metabolic syndrome prediction in Northern Chinese adults: validation through AUC comparison and decision curve analysis.BMC endocrine disorders · 2025Article
- Evaluation of four insulin resistance surrogate indicators for predicting short-term mortality in critically ill patients with ischemic stroke: a nationwide retrospective cohort study.Cardiovascular diabetology · 2025Article
- Predicting circadian syndrome by obesity indices in middle-aged and older Chinese: evidence from the China Health and Retirement Longitudinal Study.International journal of cardiology. Cardiovascular risk and prevention · 2025Article
- Predictive role of the muscle quality index for testosterone deficiency in adult males based on interpretable machine learning methods.BMC public health · 2025Article
11 more citing papers are in PubMed but not listed here.
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17 authors at 3 institutions in 1 country.
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Abstract
Objective: Metabolic syndrome is a common condition among middle-aged and elderly people. Recent studies have reported the association between obesity- and lipid-related indices and metabolic syndrome, but whether those conditions could predict metabolic syndrome is still inconsistent in a few longitudinal studies. In our study, we aimed to predict metabolic syndrome by obesity- and lipid-related indices in middle-aged and elderly Chinese adults. Method: A national cohort study that consisted of 3,640 adults (≥45 years) was conducted. A total of 13 obesity- and lipid-related indices, including body mass index (BMI), waist circumference (WC), waist-to-height ratio (WHtR), conicity index (CI), visceral adiposity index (VAI), Chinese visceral adiposity index (CVAI), lipid accumulation product (LAP), a body shape index (ABSI), body roundness index (BRI), and triglyceride glucose index (TyG-index) and its correlation index (TyG-BMI, TyG-WC, and TyG-WHtR), were recorded. Metabolic syndrome (MetS) was defined based on the criteria of the National Cholesterol Education Program Adult Treatment Panel III (2005). Participants were categorized into two groups according to the different sex. Binary logistic regression analyses were used to evaluate the associations between the 13 obesity- and lipid-related indices and MetS. Receiver operating characteristic (ROC) curve studies were used to identify the best predictor of MetS. Results: A total of 13 obesity- and lipid-related indices were independently associated with MetS risk, even after adjustment for age, sex, educational status, marital status, current residence, history of drinking, history of smoking, taking activities, having regular exercises, and chronic diseases. The ROC analysis revealed that the 12 obesity- and lipid-related indices included in the study were able to discriminate MetS [area under the ROC curves (AUC > 0.6, Conclusion: Among middle-aged and older adults, all obesity- and lipid-related indices, except ABSI, were able to predict MetS. In addition, in men, TyG-BMI is the best indicator to indicate MetS, and in women, CVAI is considered the best hand to indicate MetS. At the same time, TyG-BMI, TyG-WC, and TyG-WHtR performed better than BMI, WC, and WHtR in predicting MetS in both men and women. Therefore, the lipid-related index outperforms the obesity-related index in predicting MetS. In addition to CVAI, LAP showed a good predictive correlation, even more closely than lipid-related factors in predicting MetS in women. It is worth noting that ABSI performed poorly, was not statistically significant in either men or women, and was not predictive of MetS.
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