ArticleThe lancet. Healthy longevity2023
Association of the triglyceride glucose index as a measure of insulin resistance with mortality and cardiovascular disease in populations from five continents (PURE study): a prospective cohort study.
Article in The lancet. Healthy longevity, 2023. The graph could read no effect estimate from its abstract, so it casts no vote on the map. It is linked to trial NCT07063628 (Comparative Assessment of Triglyceride-Glucose Indices and Left Ventricular Speckle Tracking in Predicting Coronary Artery Disease Severity), which is not on this map. Cited by 282 papers, 5 of them syntheses that pooled it.
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The trial behind it
Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.
Comparative Assessment of Triglyceride-Glucose Indices and Left Ventricular Speckle Tracking in Predicting Coronary Artery Disease Severity: Insights From Gensini Scoring
Who cites it
282 citing papers in PubMed, 5 syntheses or guidelines pooled it, 323 citations in OpenAlex.
- Triglyceride-Glucose Index and Mortality Risk in the General Population: A Systematic Review and Meta-analysis of Prospective Studies.High blood pressure & cardiovascular prevention : the official journal of the Italian Society of Hypertension · 2026Pooled it
- Association between the triglyceride-glucose index and kidney stone disease: a systematic review and dose-response meta-analysis.Lipids in health and disease · 2026Pooled it
- Association between triglyceride glucose index and risk of acute kidney injury in critically ill patients: a systematic review and meta-analysis.Frontiers in endocrinology · 2026Pooled it
- Pooled it
- The association of triglyceride-glucose index with cancer incidence and mortality: a systematic review and meta-analysis of cohort studies.Frontiers in endocrinology · 2025Pooled it
- Trial
- Association and predictive value of the triglyceride glucose-weight adjusted waist index for cardiovascular outcomes in patients with type 2 diabetes.Scientific reports · 2025Trial
- Gene-environment interaction modifies the association between hyperinsulinemia and serum urate levels through SLC22A12.The Journal of clinical investigation · 2025Trial
- Interplay between triglyceride-glucose index and cardiovascular events in hypertensive patients with controlled blood pressure (SBP<140 mmHg): insights from the SPRINT trial.Frontiers in endocrinology · 2025Trial
- Association of insulin resistance indices with major adverse cardiovascular events in patients with acute myocardial infarction and chronic Kidney disease: a retrospective cohort study.Annals of medicine · 2026Article
- Usefulness of metabolic score for insulin resistance to predict restenosis after coronary stent implantation.Annals of medicine · 2026Article
- Incidence and independent risk factors for heart failure in a population-based cohort of 19,892 individuals with newly diagnosed diabetes.Diabetologia · 2026Article
- The triglyceride-glucose index as a predictor of cardiovascular disease: an umbrella review of meta-analyses.Annals of medicine and surgery (2012) · 2026Article
- Antecedent, landmark, and two-visit cumulative triglyceride-glucose index and non-traditional lipid measures in relation to incident cardiovascular disease in adults with cardiovascular-kidney-metabolic syndrome (CKM) stages 0-3: a nationwide prospective cohort study.Cardiovascular diabetology · 2026Article
- Nine anthropometric insulin resistance indices predict mortality and life expectancy across glucose states.iScience · 2026Article
- Intensity-specific physical activity and mortality in 147,414 adults: a pooled accelerometer analysis.The international journal of behavioral nutrition and physical activity · 2026Article
- Age-Related Trajectories of the Triglyceride-Glucose Index and All-Cause Mortality in Older Chinese Adults.Reviews in cardiovascular medicine · 2026Article
- Sex-specific associations of the triglyceride-glucose index with systemic inflammation and arterial stiffness in adults with normal glucose and triglyceride levels.Atherosclerosis plus · 2026Article
- The Triglyceride-Glucose (TyG) Index and Incident Diabetes and Cardiovascular Events in People Living With HIV-1 Infection. A 14-Year Observational Cohort Study.European journal of clinical investigation · 2026Observational
- Association between the triglyceride-glucose index and major adverse cardiovascular and cerebrovascular events after percutaneous coronary intervention.Journal of thoracic disease · 2026Article
222 more citing papers are in PubMed but not listed here.
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Authors and funding
30 authors at 20 institutions in 21 countries.
Funding
Abstract
backgroundThe triglyceride glucose (TyG) index is an easily accessible surrogate marker of insulin resistance, an important pathway in the development of type 2 diabetes and cardiovascular diseases. However, the association of the TyG index with cardiovascular diseases and mortality has mainly been investigated in Asia, with few data available from other regions of the world. We assessed the association of insulin resistance (as determined by the TyG index) with mortality and cardiovascular diseases in individuals from five continents at different levels of economic development, living in urban or rural areas. We also examined whether the associations differed according to the country's economical development.
methodsWe used the TyG index as a surrogate measure for insulin resistance. Fasting triglycerides and fasting plasma glucose were measured at the baseline visit in 141 243 individuals aged 35-70 years from 22 countries in the Prospective Urban Rural Epidemiology (PURE) study. The TyG index was calculated as Ln (fasting triglycerides [mg/dL] x fasting plasma glucose [mg/dL]/2). We calculated hazard ratios (HRs) using a multivariable Cox frailty model with random effects to test the associations between the TyG index and risk of cardiovascular diseases and mortality. The primary outcome of this analysis was the composite of mortality or major cardiovascular events (defined as death from cardiovascular causes, and non-fatal myocardial infarction, or stroke). Secondary outcomes were non-cardiovascular mortality, cardiovascular mortality, all myocardial infarctions, stroke, and incident diabetes. We also did subgroup analyses to examine the magnitude of associations between insulin resistance (ie, the TyG index) and outcome events according to the income level of the countries.
findingsDuring a median follow-up of 13·2 years (IQR 11·9-14·6), we recorded 6345 composite cardiovascular diseases events, 2030 cardiovascular deaths, 3038 cases of myocardial infarction, 3291 cases of stroke, and 5191 incident cases of type 2 diabetes. After adjusting for all other variables, the risk of developing cardiovascular diseases increased across tertiles of the baseline TyG index. Compared with the lowest tertile of the TyG index, the highest tertile (tertile 3) was associated with a greater incidence of the composite outcome (HR 1·21; 95% CI 1·13-1·30), myocardial infarction (1·24; 1·12-1·38), stroke (1·16; 1·05-1·28), and incident type 2 diabetes (1·99; 1·82-2·16). No significant association of the TyG index was seen with non-cardiovascular mortality. In low-income countries (LICs) and middle-income countries (MICs), the highest tertile of the TyG index was associated with increased hazards for the composite outcome (LICs: HR 1·31; 95% CI 1·12-1·54; MICs: 1·20; 1·11-1·31; p
interpretationThe TyG index is significantly associated with future cardiovascular mortality, myocardial infarction, stroke, and type 2 diabetes, suggesting that insulin resistance plays a promoting role in the pathogenesis of cardiovascular and metabolic diseases. Potentially, the association between the TyG index and the higher risk of cardiovascular diseases and type 2 diabetes in LICs and MICs might be explained by an increased vulnerability of these populations to the presence of insulin resistance.
fundingFull funding sources are listed at the end of the paper (see Acknowledgments).
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