ArticleScientific reports2025
Association between the triglyceride-glucose index and major adverse cardiovascular events in patients with chronic kidney disease stages 3-4.
Article in Scientific reports, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 6 papers.
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Who cites it
6 citing papers in PubMed.
- Standardized Hibiscus-Inulin Shot Lowers Lipid-Glucose Indices in Adults with Overweight and Obesity: 8-Week Randomized Trial.Nutrients · 2025Trial
- Association between triglyceride-glucose index and related indicators with heart failure-related mortality in individuals with early-stage cardiovascular-kidney-metabolic syndrome.Cardiovascular diabetology · 2026Article
- 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
- Development and External Validation of a Clinically Applicable Model for Identifying Diabetic Kidney Disease in Population-Based and Clinical Cohorts.International journal of general medicine · 2026Article
- The triglyceride-glucose index in chronic kidney disease: a narrative review.Frontiers in nutrition · 2026Review
- Association between triglyceride-glucose index-a body shape index and atherosclerotic cardiovascular disease, and the modification effect of dietary patterns.Frontiers in nutrition · 2026Article
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Authors and funding
6 authors.
Funding
Abstract
The association between the triglyceride-glucose (TyG) index and the risk of major adverse cardiovascular events (MACE) in patients with chronic kidney disease (CKD) stages 3-4 has not been extensively studied. This study aims to investigate the relationship between baseline TyG index and MACE risk in a CKD stage 3-4 population. This study utilized data from the 2000-2022 China Renal Data System. Multivariate regression analysis models were constructed to explore the association between baseline TyG index and MACE. We employed restricted cubic splines to examine potential nonlinear correlations between these variables. Subgroup analyses were performed for different clinical endpoints. A total of 48,935 participants with CKD stages 3-4 were enrolled, with a mean TyG index of 8.88 [8.45, 9.38]. Participants were divided into quartiles based on TyG index values (quartile thresholds: 8.33, 8.78, 9.24). The overall prevalence of MACE was 15.90%. Multivariate Cox regression indicated a significant association between TyG quartiles and MACE occurrence, with hazard ratios (HR) of 1.08 (95% CI: 1.01-1.15, p = 0.016) for Quartile 1 and 1.12 (95% CI: 1.05-1.20, p = 0.001) for Quartile 4. Restricted cubic spline analysis revealed a nonlinear relationship between TyG index and MACE risk (P for nonlinearity < 0.001) among individuals with CKD stages 3-4. In patients with CKD stages 3-4, the TyG index shows a nonlinear association with the risk of MACE and all-cause mortality. These findings suggest that both elevated and reduced TyG index levels may increase the likelihood of MACE and all-cause mortality.
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