ArticleLipids in health and disease2024
The association between triglyceride-glucose index and its combination with systemic inflammation indicators and all-cause and cardiovascular mortality in the general US population: NHANES 1999-2018.
Article in Lipids in health and disease, 2024. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 27 papers.
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Who cites it
27 citing papers in PubMed.
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- Neutrophil-to-high-density lipoprotein cholesterol ratio and prevalent cardiometabolic multimorbidity in older adults: an exploratory cross-sectional analysis.BMC endocrine disorders · 2026Article
- Association of the triglyceride glucose-body roundness index with stroke risk in middle-aged and elderly Chinese adults without diabetes: a prospective cohort study.Cardiovascular diagnosis and therapy · 2026Article
- Association of the atherogenic index of plasma combined with obesity indices with cardiovascular disease and mortality.Lipids in health and disease · 2026Article
- Inflammatory Load Across Diabetes Duration: CRP and ESR Patterns and Their Metabolic Correlates.Metabolites · 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
- Association of endometriosis with hematuria markers: A Mendelian randomization study.Medicine · 2026Article
- Association of TyG index with sepsis incidence and mortality: a prospective study with diabetes stratification.Frontiers in endocrinology · 2026Article
- Relationship between single point insulin sensitivity estimator index and nonalcoholic fatty liver disease in Chinese middle-aged and older adults: a cross-sectional study.Frontiers in nutrition · 2026Article
- A novel composite inflammatory-metabolic index for long-term prognosis after TAVR: the modifying role of left ventricular ejection fraction.Frontiers in cardiovascular medicine · 2026Article
- Association of systemic inflammation response index and triglyceride-glucose index with the severity of coronary artery stenosis in elderly patients: a retrospective cross-sectional study.Frontiers in cardiovascular medicine · 2026Article
- Composite dietary antioxidant index is inversely associated with all-cause, cardiovascular and cancer mortality in adults with hyperlipidemia.Scientific reports · 2025Article
- Associations between systemic inflammation response index and abdominal aortic calcification: a cross-sectional study.Scientific reports · 2025Article
- The association between triglyceride-glucose index and all-cause/cardiovascular mortality in patients with different glucose metabolism statuses.Cardiovascular diabetology · 2025Article
- Nonlinear relationship between triglyceride-glucose index and cardiovascular mortality with competing risk analysis on populations aged 18-80 years.BMC cardiovascular disorders · 2025Article
- Associations of modified triglyceride-glucose indices and the triglyceride/high-density lipoprotein ratio with all-cause and cause-specific mortality in the general population: an analysis of the UK biobank database.Lipids in health and disease · 2025Article
- Triglyceride glucose index predicts long-term mortality and major adverse cardiovascular events in patients with type 2 diabetes.Cardiovascular diabetology · 2025Article
- Association of triglyceride-glucose index and derived indices with cataract in middle-aged and elderly Americans: NHANES 2005-2008.Lipids in health and disease · 2025Article
- Development and validation of a novel metabolic health-related nomogram to improve predictive performance of cardiovascular disease risk in patients with prediabetes.Lipids in health and disease · 2025Article
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6 authors.
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Abstract
backgroundThe correlation between the triglyceride-glucose (TyG) index and mortality in the general population remains controversial, with inconsistent conclusions emerging from different studies.
objectiveThis study aims to investigate whether there is an association between the TyG index and mortality in the general population in the United States, and to explore whether a new index combining the TyG index with systemic inflammation indicators can better predict all-cause and cardiovascular mortality risks in the general population than using the TyG index alone.
methodsCalculate the systemic inflammation indicators and TyG index for each participant based on their complete blood count, as well as their triglyceride and glucose levels in a fasting state. TyG-inflammation indices were obtained by multiplying the TyG index with systemic inflammation indicators (TyG-NLR, TyG-MLR, TyG-lgPLR, TyG-lgSII, and TyG-SIRI). Based on the weighted Cox proportional hazards model, assess whether the TyG and TyG-Inflammation indices are associated with mortality risk in the general population. Restricted cubic splines (RCS) are used to clarify the dose-response relationship between the TyG and TyG-Inflammation indices and mortality, and to visualize the results. Time-dependent receiver operating characteristic (ROC) curves are used to evaluate the accuracy of the TyG and TyG-Inflammation indices in predicting adverse outcomes.
resultsThis study included 17,118 participants. Over a median follow-up period of 125 months, 2595 patients died. The TyG index was not found to be related to mortality after adjusting for potentially confounding factors. However, the TyG-inflammation indices in the highest quartile (Q4), except for TyG-lgPLR, were significantly associated with both all-cause and cardiovascular mortality, compared to those in the lowest quartile (Q1). Among them, TyG-MLR and TyG-lgSII showed the strongest correlations with all-cause mortality and cardiovascular mortality. Specifically, compared to their respective lowest quartiles (Q1), participants in the highest quartile (Q4) of TyG-MLR had a 48% increased risk of all-cause mortality (95% CI: 1.23-1.77, P for trend < 0.0001), while participants in the highest quartile (Q4) of TyG-lgSII had a 92% increased risk of cardiovascular mortality (95% CI: 1.31-2.81, P for trend < 0.001). Time-dependent ROC curve analysis showed that the TyG-MLR had the highest accuracy in predicting long-term mortality outcomes.
conclusionsThe TyG-Inflammation indices constructed based on TyG and systemic inflammation indicators are closely related to mortality in the general population and can better predict the risk of adverse outcomes. However, no association between TyG and mortality in the general population was found.
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