ArticleBMC endocrine disorders2024
The association between triglyceride-glucose index combined with obesity indicators and stroke risk: A longitudinal study based on CHARLS data.
Article in BMC endocrine disorders, 2024. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 19 papers, 1 of them a synthesis that pooled it.
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Who cites it
19 citing papers in PubMed, 1 synthesis or guideline pooled it.
- Associations of triglyceride-glucose-related composite obesity indices with cardiovascular diseases and mortality: a systematic review and meta-analysis.Cardiovascular diabetology · 2026Pooled it
- Association of cumulative exposure and change patterns of triglyceride-glucose index combined with novel obesity indices with glycemic transitions in prediabetes: evidence from the China Health and Retirement Longitudinal Study (CHARLS).Cardiovascular diabetology · 2026Article
- Association of triglyceride-glucose and obesity-derived indices with the risk of aortic stenosis among individuals in cardiovascular-kidney-metabolic syndrome stages 0-3: a prospective cohort study from the UK Biobank.Frontiers in endocrinology · 2026Article
- Association between TyG-related indices and in-hospital acute heart failure in patients with acute myocardial infarction after emergency percutaneous coronary intervention.Frontiers in endocrinology · 2026Article
- TyG-ABSI as a novel metabolic obesity indicator for carotid plaque: an explainable machine learning study using SHAP in low-income population.BMC endocrine disorders · 2025Article
- Article
- Joint association of body mass index, abdominal obesity, and triglyceride-glucose index with stroke risk: insights from the China health and retirement longitudinal study.BMC neurology · 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
- Joint association of triglyceride-glucose index and obesity indicators with stroke risk: a nationwide prospective cohort study.Scientific reports · 2025Observational
- Triglyceride-glucose (TyG) index combined with C-reactive protein outperforms the TyG index alone in predicting stroke in arthritis patients: a nationwide prospective cohort study.Lipids in health and disease · 2025Article
- Joint effects of triglyceride glucose index and its obesity-related derivatives with estimated glucose disposal rate on cardiometabolic multimorbidity in middle-aged and older Chinese adults: a nationwide cohort study.Cardiovascular diabetology · 2025Article
- Impact of triglyceride glucose-weight adjusted waist index and its cumulative exposure on stroke risk: a nationwide prospective cohort study.Lipids in health and disease · 2025Article
- Association between modified triglyceride glucose indices and stroke risk in middle-aged and older Chinese adults: a prospective cohort study.Cardiovascular diabetology · 2025Article
- Shared genetic architecture between stroke and blood lipids: a large-scale genome-wide cross-trait analysis.Human genomics · 2025Article
- Association between the triglyceride glucose-Chinese visceral adiposity index and new-onset stroke risk: a national cohort study.Cardiovascular diabetology · 2025Article
- The nonlinear association between the triglyceride glucose-waist-to-height ratio index and cardiovascular disease among middle-aged and older adults in China with cardiovascular-kidney-metabolic syndrome stages 0-3.Frontiers in cardiovascular medicine · 2025Article
- Association between the triglyceride-glucose-waist-to-height ratio and cardiovascular disease in Chinese adults with sarcopenia or probable sarcopenia.Frontiers in endocrinology · 2025Article
- The predictive value of TyG index in patients with vertebrobasilar system thrombectomy.Frontiers in neurology · 2025Article
- The association of lipid accumulation product with inflammatory parameters and mortality: evidence from a large population-based study.Frontiers in epidemiology · 2024Article
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2 authors.
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Abstract
BACKGROUND AND
objectiveThe triglyceride-glucose (TyG) index, a surrogate marker for insulin resistance, has been proposed as a predictor of cardiovascular events. However, the combined impact of the TyG index and obesity indicators, such as body mass index (BMI), waist circumference (WC), and waist-to-height ratio (WHtR), on stroke risk was not fully understood. This study aimed to investigate the association between the TyG index combined with these obesity indicators and stroke risk in the Chinese population. MATERIALS AND
methodsData on 17,708 participants aged 45 years or older for this study were collected from the China Health and Retirement Longitudinal Study (CHARLS) from baseline (2011) to the Wave 5 follow-up (2020). Cox proportional hazards model, restricted cubic spline (RCS) and receiver operating characteristic (ROC) analysis were employed to examine the association between the TyG index and its combined obesity-related indicators with stroke. Mediation analysis was conducted to explore the mutual potential mediating role of TyG and obesity indicators in the above relationships.
resultsA total of 8,207 participants with an average age of 58.2 years were investigated, of which 11.0% were stroke individuals, 44.80% were men and 84.6% were from rural areas. TyG, TyG-BMI, TyG-WHtR, TyG-WC were significantly higher in stroke subjects than in the non-stroke subjects (P < 0.001), and were significantly and positively associated with stroke in all 3 models (P < 0.05). Restricted cubic spline models revealed nonlinear associations between TyG and TyG-BMI with stroke (P-overall < 0.001, P-nonlinear = 0.003 for TyG, and P-overall < 0.001, P-nonlinear = 0.028 for TyG-BMI), while TyG-WC and TyG-WHtR (P-overall < 0.001 and P-nonlinear > 0.05) demonstrated linear associations with stroke after adjusting for covariates. TyG-WHtR, TyG-BMI and TyG-WC had more robust predictive power than TyG for risk of stroke. TyG-WHtR or TyG-WC had the highest predictive power for stroke (AUC:0.696, 95% CI 0.677-0.715), slightly higher than the other indicators. Associations between TyG, TyG-WC, TyG-WHtR, and TyG-BMI with stroke were found to be stronger among individuals who were ≥ 55 years of age, male. The relationship between TyG and stroke was significantly mediated by BMI, WHtR and WC (15.79%, 21.72%, and 24.06% respectively), while the relationship between these obesity measures and stroke was significantly mediated by TyG (18.48%, 14.45%, and 14.70% respectively).
conclusionThe combination of TyG and obesity-related indicators was significantly associated with stroke risk, and could improve predictive power for stroke compared to the single TyG. Obesity indicators and TyG mediated each other in their respective associations with stroke risk.
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