ArticleCardiovascular diabetology2024
Association between triglyceride-glucose related indices and all-cause and cause-specific mortality in the general population: a cohort study.
Article in Cardiovascular diabetology, 2024. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 42 papers, 4 of them syntheses that pooled it.
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Who cites it
42 citing papers in PubMed, 4 syntheses or guidelines pooled it.
- 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
- Associations of triglyceride-glucose-related composite obesity indices with cardiovascular diseases and mortality: a systematic review and meta-analysis.Cardiovascular diabetology · 2026Pooled it
- Does diabetes modify the triglyceride-glucose index associated with cardiovascular events and mortality? A meta-analysis of 50 cohorts involving 7,239,790 participants.Cardiovascular diabetology · 2025Pooled 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
- The association between triglyceride glucose index and its derived indices with kidney stones: a nationwide population-based study.World journal of urology · 2026Article
- Benchmarking inflammation-nutrition and TyG-related indices for 5-year mortality risk in adults with questionnaire-defined obstructive sleep apnea: a survey-weighted NHANES derivation cohort with multicenter external validation.Journal of translational medicine · 2026Article
- Interacting and joint impact of oxidative balance score and insulin resistance on cardiovascular and metabolic diseases risks: a cross-sectional, population-based study.BMC cardiovascular disorders · 2026Article
- Differential associations between novel triglyceride-glucose-obesity indices and incident stroke in individuals with early-stage cardiovascular-kidney-metabolic syndrome: a longitudinal cohort study.Cardiovascular diabetology · 2026Article
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- Predictive value of the combined cholesterol, high-density lipoprotein, glucose and frailty indices for cardiometabolic multimorbidity incidence: evidence from a national prospective cohort study.Cardiovascular diabetology · 2026Article
- Article
- The impact of triglyceride-glucose-related obesity indices and sleep patterns on accelerated aging: evidence from NHANES 2005-2018.Hormones (Athens, Greece) · 2026Article
- Cholesterol-high-density lipoprotein-glucose index versus triglyceride-glucose-derived indices for predicting 10-year cardiovascular mortality in the MASHAD cohort.Scientific reports · 2026Article
- A correlation analysis between TyG-derived indices and diabetes mellitus: based on the NHANES database.Endocrine journal · 2026Article
- Prospective associations of triglyceride-glucose related indices with cardiovascular disease and mortality in individuals with metabolic syndrome: evidence from the UK biobank.Cardiovascular diabetology · 2026Article
- Relationship between nine triglyceride-glucose-related indices and cardiometabolic multimorbidity incidence in patients with cardiovascular-kidney-metabolic syndrome stage 0-3: a nationwide prospective cohort study.Cardiovascular diabetology · 2026Observational
- Combined Triglyceride-Glucose and Triglyceride-Glucose-Body Mass Index with B-Type Natriuretic Peptide for Enhanced Prediction of Major Adverse Cardiovascular Events in ST-Elevation Myocardial Infarction Patients: A Retrospective Cohort Study.Reviews in cardiovascular medicine · 2026Article
- The associations of systemic inflammation and insulin resistance-related indicators with psychopathology and BDNF in patients with chronic schizophrenia.Frontiers in psychiatry · 2026Article
- Triglyceride glucose-waist circumference dynamics and cardiovascular risk: a national longitudinal study.Lipids in health and disease · 2025Article
- Combination of triglyceride-glucose index and waist-to-height ratio as a predictor of all-cause and cardiovascular mortality in adults with diabetes or prediabetes: a nationwide prospective cohort study.Cardiovascular diagnosis and therapy · 2025Article
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5 authors.
Funding
Abstract
backgroundAlthough triglyceride-glucose (TyG) index is a reliable indicator of insulin resistance and cardiometabolic disease, its effectiveness in predicting mortality risk has not been adequately validated. We aimed to investigate the association between the TyG-related indices and all-cause and cause-specific mortality in the general population.
methodsA total of 27,642 individuals were included from the National Health and Nutrition Examination Survey (NHANES) between 1999 and 2018. Three indicators were constructed, including the TyG index, TyG combined with waist-to-height ratio (TyG-WHtR), and TyG combined with waist circumference (TyG-WC). Mortality data was acquired through the linkage of NHANES data with National Death Index records. Weighted Cox proportional hazards models were used to estimate the independent association between the TyG-related indices and mortality. Nonlinear associations were explored using restricted cubic splines.
resultsMultivariable adjusted models showed a progressive increase in all-cause and cause-specific mortality across quartiles of the TyG-related indices. Compared with the lowest quartile of the TyG index, the highest quartile had adjusted hazard ratios of 1.26 (95% CI 1.04-1.52) for all-cause mortality, 1.38 (1.04-1.74) for cardiovascular mortality, and 1.23 (1.01-1.50) for non-cardiovascular mortality, respectively. For the TyG-WHtR index, the corresponding hazard ratios were 1.60 (1.25-2.05), 1.86 (1.26-2.50), and 1.48 (1.10-1.99), respectively. For the TyG-WC index, the corresponding hazard ratios were 1.42 (1.11-1.75), 1.48 (1.04-1.96), and 1.38 (1.05-1.72), respectively. The associations between the three TyG-related indices and all-cause, cardiovascular and non-cardiovascular mortality were J-shaped. Interaction tests revealed significant effect modification by age, low-density lipoprotein cholesterol (LDL-C) level, and statin use (all P values < 0.05).
conclusionsThe TyG-related indices were independent predictors of all-cause and cause-specific mortality in the general population. Young individuals should be particularly vigilant, whereas low LDL-C levels and statin use are potentially protective.
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