ArticleCardiovascular diabetology2023
Association of triglyceride glucose index with all-cause and cardiovascular mortality in the general population.
Article in Cardiovascular diabetology, 2023. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 100 papers, 1 of them a synthesis that pooled it.
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Who cites it
100 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
- The prognostic value of combined TyG and SIRI categories for cardiovascular disease and all-cause mortality among adults: Evidence from the NHANES 1999-2010.American heart journal plus : cardiology research and practice · 2026Article
- Divergent associations of TyG index and HOMA-IR with cardiovascular and cerebrovascular mortality in non-diabetic elderly: a competing risk analysis of NHANES 2003‒2020.Clinics (Sao Paulo, Brazil) · 2026Article
- Evaluative performance of triglyceride-glucose-frailty index versus surrogate insulin resistance indices for advanced cardiovascular-kidney-metabolic syndrome, cardiometabolic multimorbidity, and mortality: the role of estimated glomerular filtration rate.Cardiovascular diabetology · 2026Article
- Predictive significance of triglyceride-glucose index in forecasting adverse cardiovascular events among Type 2 diabetes mellitus patients with co-existing metabolic dysfunction-associated steatotic liver disease (MASLD): evidence from two cohort studies.Cardiovascular diabetology · 2026Article
- Association Between the Cholesterol-HDL-Glucose (CHG) Index and 90-Day Functional Outcomes in Patients with Acute Ischemic Stroke.Brain and behavior · 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
- Triglyceride-glucose index, genetic predisposition, and incident depression: a prospective cohort study from the UK Biobank.Psychological medicine · 2026Article
- Retrospective Cohort Analysis of TyG, TyG-SI, and TyG-Lac Indices as Predictors of 360-Day Mortality in Critically Ill Ischemic Stroke Patients.Journal of clinical medicine · 2026Article
- The Triglyceride-Glucose Index: A Novel Marker for Clinical Atherosclerotic Cardiovascular Disease Risk Stratification.Annals of African medicine · 2026Review
- Simplicity meets accuracy: TyG-Waist as a practical alternative to CVAI for type 2 diabetes prediction in high-risk Chinese adults.BMC endocrine disorders · 2026Article
- Triglyceride glucose index-a body shape index (TyG-ABSI) outperforms traditional obesity indices in predicting all-cause and cardiovascular mortality in metabolic-dysfunction associated steatotic liver disease: the mediating role of biological aging.Cardiovascular diabetology · 2026Article
- A novel risk prediction model incorporating triglyceride-glucose-body mass index for in-hospital mortality in hypertensive patients with HFmrEF.Lipids in health and disease · 2026Article
- Association Between C-Reactive Protein-Triglyceride Glucose Index and All-Cause and Cardiovascular Mortality Across Cardiovascular-Kidney-Metabolic Syndrome Stages 0-4.International journal of endocrinology · 2026Article
- TyHGB and CVD high-risk stratification: nonlinear association and discrimination in the ChinaHEART Luohe study.Frontiers in endocrinology · 2026Article
- Associations between triglyceride-glucose-derived indices combined with the atherogenic index of plasma and the precise severity of newly diagnosed coronary artery disease: a quantile regressions analysis.Frontiers in nutrition · 2026Article
- Comparative associations of the TyG index and HOMA2-IR with 6-month outcomes after moderate-to-severe traumatic brain injury: a single-center retrospective cohort study.Frontiers in molecular neuroscience · 2026Article
- The association between C-reactive protein-triglyceride glucose index and all-cause mortality in patients with cardiovascular-kidney-metabolic syndrome: a single-center retrospective cohort study.Frontiers in cardiovascular medicine · 2026Article
- Prognostic value of non-insulin-based insulin resistance indices in patients with newly diagnosed coronary artery disease: a cohort study.Frontiers in cardiovascular medicine · 2026Article
- Triglyceride-glucose-based indices in relation to vitamin D concentrations among adults with metabolic syndrome.PloS one · 2026Article
40 more citing papers are in PubMed but not listed here.
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5 authors.
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No grant is acknowledged in the PubMed record.
Abstract
objectiveThe Triglyceride-glucose (TyG) index, a novel indicator of insulin resistance, has been associated with mortality from coronary artery diseases, ischemic stroke, and heart failure. In recent years, much emphasis has been placed on the relationship between the TyG index and mortality in the general population. However, the impact of age on the association between TyG and all-cause and cardiovascular mortality remains controversial. This study investigated the link between the TyG index and all-cause and cardiovascular mortality, emphasizing differences between older and non-older populations.
methodsData from the National Health and Nutrition Examination Survey (2009-2018), encompassing 20,194 participants, were analyzed. The baseline TyG index was calculated as Ln [fasting triglycerides (mg/dL) × fasting glucose (mg/dL)/2]. Multivariate Cox proportional hazards regression models with restricted cubic splines and trend tests were employed to explore the association between the TyG index and all-cause and cardiovascular mortality, with emphasis on age-specific analysis. Subgroup analysis was conducted to examine whether the TyG index's association with mortality varied across different subgroups. Additionally, receiver operating characteristic curves were used to compare the predictive ability of the TyG index with the homeostasis model assessment of insulin resistance (HOMA-IR) for all-cause and cardiovascular mortality.
resultsOver a median follow-up period of 105 months, all-cause mortality accounted for 13.345% of cases, and cardiovascular mortality accounted for 3.387%. Kaplan-Meier curves showed a significant increase in all-cause and cardiovascular mortality with higher TyG index values (both P for log-rank test < 0.001). However, during Cox proportional hazards regression analysis, no linear trend was observed between the TyG index and all-cause or cardiovascular mortality after adjusting for confounding factors (all-cause mortality: P for trend = 0.424; cardiovascular mortality: P for trend = 0.481). Restricted cubic splines revealed a non-linear association between the baseline TyG index and all-cause and cardiovascular mortality in the overall population (all-cause mortality: Non-linear P = 0.003; cardiovascular mortality: Non-linear P = 0.034). The effect of the TyG index was consistent across most subgroups in terms of all-cause and cardiovascular mortality, with no significant interaction with randomized factors (all-cause mortality: P for interaction = 0.077-0.940, cardiovascular mortality: P for interaction = 0.173-0.987), except for the age subgroup (all-cause mortality: P for interaction < 0.001, cardiovascular mortality: P for interaction < 0.001). Further age-specific analysis revealed that the association between the TyG index and all-cause and cardiovascular mortality remained significant in patients aged < 65 but not in those aged ≥ 65. Interestingly, a non-linear association was observed between the TyG index and all-cause mortality in individuals aged < 65 (Non-linear P = 0.011), while a linear relationship was observed with cardiovascular mortality, showing an upward trend (Non-linear P = 0.742, P for trend = 0.010). Further stratification according to age yielded similar results only in patients aged 45-64 (all-cause mortality: Non-linear P = 0.001 and cardiovascular mortality: Non-linear P = 0.902, P for trend = 0.015). Compared to HOMA-IR, the TyG index demonstrated superior predictive performance for all-cause and cardiovascular mortality (all-cause mortality: 0.620 vs. 0.524, P < 0.001; cardiovascular mortality: 0.623 vs. 0.537, P < 0.001).
conclusionsThis study established a significant association between the TyG index and all-cause and cardiovascular mortality in the general population, particularly among individuals aged < 65. Notably, a non-linear association with all-cause mortality was observed in those aged < 65, while a linear relationship with cardiovascular mortality was found.
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