ArticleCardiovascular diabetology2025
Triglyceride glucose index predicts long-term mortality and major adverse cardiovascular events in patients with type 2 diabetes.
Article in Cardiovascular diabetology, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 23 papers.
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Who cites it
23 citing papers in PubMed.
- Mediation effect of TyG-BMI, LDL-C, and CRP on physical activity-stroke risk relationship.Scientific reports · 2026Article
- Association Between Estimated Glucose Disposal Rate and Biological Aging Among U.S. Adults: A Cross-Sectional Study.Health science reports · 2026Article
- Association between triglyceride glucose-body roundness index and incidence diabetes mellitus: a cohort study.Metabolism open · 2026Article
- The association between triglyceride glucose-frailty index and cardiometabolic multimorbidity among Chinese middle-aged and older adults: a national prospective cohort study.Cardiovascular diabetology · 2026Article
- Preoperative Triglyceride-Glucose Index as a Predictor of Weight Loss Following Sleeve Gastrectomy: A Retrospective Cohort Study.Obesity surgery · 2026Article
- The cholesterol, high-density lipoprotein, and glucose index and its derived indices predict diabetic kidney disease development and progression: evidence from two nationwide cohorts and a biopsy-proven clinical cohort.Cardiovascular diabetology · 2026Article
- Association between triglyceride-glucose index and diabetic kidney disease in adults with type 1 diabetes.BMC endocrine disorders · 2026Article
- Elevated triglyceride-glucose index is associated with increased risk of chronic kidney disease and end-stage renal disease in type 1 diabetes: Nationwide cohort study.Diabetes, obesity & metabolism · 2026Article
- Prognostic value of triglyceride-derived metabolic parameters for micro- and macrovascular complications and mortality in individuals with type 2 diabetes: The Rio de Janeiro type 2 diabetes cohort study.Diabetic medicine : a journal of the British Diabetic Association · 2026Article
- Triglyceride-glucose index and mortality in critically ill patients with cardiovascular-kidney-metabolic syndrome stage 4.Cardiovascular diabetology · 2026Article
- Article
- Association of the triglyceride-glucose index with inflammatory markers and dysregulation of adipokines in patients with metabolic syndrome.BMC endocrine disorders · 2026Article
- Combining triglyceride‑glucose index and novel anthropometric measures to predict mortality risk in patients with T2DM: a prospective cohort study.BMC endocrine disorders · 2026Article
- Systemic effects of type 2 diabetes therapies: an integrated perspective on the cardio-renal- cerebral-metabolic axis.Frontiers in medicine · 2026Review
- Association between triglyceride-glucose-related indices and liver-related events in patients with type 2 diabetes.Frontiers in endocrinology · 2026Article
- Triglyceride-glucose index and its derivatives as emerging biomarkers of insulin resistance for prognostic evaluation of cardiovascular-kidney-metabolic syndrome: mechanisms and clinical applications.Frontiers in pharmacology · 2026Review
- Unveiling a J-shaped association between the triglyceride-glucose index and in-hospital major adverse cardiovascular events in patients with acute myocardial infarction: a retrospective cohort study of 1,065 patients.Frontiers in cardiovascular medicine · 2026Article
- When Obesity Hits the Kidneys: Sex-Specific Effects of Visceral Adiposity Indices on Diabetic Kidney Disease Risk.Journal of nutrition and metabolism · 2026Article
- Association of hepatic biomarkers with incident diabetes: a mediation analysis of the triglyceride-glucose index in a large Chinese cohort.Lipids in health and disease · 2025Article
- Association of prediabetes and insulin resistance on prognosis of patients with moderate-to-severe coronary artery calcification: a prospective cohort study.Cardiovascular diabetology · 2025Article
Corrections and comments
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9 authors.
Funding
Abstract
backgroundThe triglyceride glucose index (TyG index) is a marker of insulin resistance linked to the incidence of major adverse cardiovascular events (MACE) in diverse populations. However, its long-term prognostic role in type 2 diabetes (T2D) remains underexplored. This study evaluated the predictive value of the TyG index for all-cause mortality and MACE in T2D over a period of more than 15 years.
methodsA retrospective analysis was conducted on a cohort of 568 patients with T2D (median age: 67 years, IQR 61-72 years; 54% males; median disease duration: 14 years, IQR 7-21 years; median HbA1c: 7.3%, IQR 6.6-8.0%) and 376 presumably healthy controls (CTR, median age: 65 years, IQR 60-71 years) followed for a median period of 16.8 (IQR, 13.1-16.8) years. Routine biomarkers were measured on serum samples using commercially available methods. One-way ANOVA/ANCOVA, logistic regression, and Spearman's correlations were used to compare the TyG index among groups and to assess its correlations with biochemical variables. The association between TyG index and the follow-up endpoints was investigated by Kaplan-Meier curves and Cox proportional hazards analysis.
resultsPatients with T2D exhibited higher TyG Index values compared to CTR, with significant correlations between the TyG Index and markers of obesity, glucose metabolism, inflammation, and liver function. Patients with preexisting diabetic kidney disease (DKD) or atherosclerotic vascular disease had higher baseline values of TyG index. Sex-specific differences were observed among CTR but not in T2D patients. The TyG Index was predictive of all-cause mortality (HR = 1.39, 95% CI 1.07-1.79) and associated with the onset of complications MACE, DKD, and neuropathy independent of other conventional predictors. Age modified the TyG Index-mortality association, with the strongest effect in individuals aged 57-74.
conclusionThe TyG index is a valuable prognostic marker for long-term risk of all-cause mortality and MACE in patients with T2D, supporting its use in clinical risk stratification.
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