ArticleCardiovascular diabetology2026
Prognostic effect of triglyceride glucose-related parameters on all-cause and cardiovascular mortality in individuals with cardiovascular-kidney-metabolic syndrome: evidence from international multi-cohort studies.
Article in Cardiovascular diabetology, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 6 papers, 1 of them a synthesis that pooled it.
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6 citing papers in PubMed, 1 synthesis or guideline pooled it.
- Linking the triglyceride-glucose index to major adverse cardiocerebrovascular events in individuals with cardiovascular-kidney-metabolic syndrome: insights from an aggregate-data systematic review and dose-response meta-analysis.Frontiers in endocrinology · 2026Pooled it
- 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
- Optimizing early triage for subclinical cardiovascular-kidney-metabolic syndrome: longitudinal associations, incremental value, and clinical utility of nine insulin resistance surrogates.Cardiovascular diabetology · 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
- Synergistic effects of insulin resistance and revascularization completeness on prognosis in patients with coronary artery calcification.Cardiovascular diabetology · 2026Observational
- Associations of the triglyceride-glucose index and its composite indices with mortality in adults with T2DM.Frontiers in nutrition · 2026Article
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Abstract
objectivesThe emerging triglyceride-glucose (TyG) related index has attracted attention as a promising predictor of various cardiometabolic conditions. However, their prospective association with different stages of cardiovascular-renal metabolic (CKM) syndrome is still not fully established, and it remains unclear whether TyG related parameters have prognostic effects on mortality outcomes of CKM syndrome.
methodsThe data were derived from the China Health and Retirement Longitudinal Study (CHARLS), and which were determined by the use of a standardised questionnaire during follow-up. TyG and its related parameters (TyG-body mass index, TyG-waist circumference, TyG-waist to height ratio, and TyG-a body shape index (TyG-ABSI) were calculated. Multivariate Cox regression analysis was used to analyze hazard ratios (HRs) and 95% confidence intervals (CI), and Kaplan-Meier survival curve was used to analyze the associations of TyG-ABSI with all-cause mortality and cardiovascular mortality in patients with CKM syndrome. Additionally, the multivariate adjusted restricted cubic spine was employed to examine the dose-response relationship. Mediation analysis was conducted to assess whether white blood cell (WBC) and C-reactive protein (CRP) mediated the associations. Subgroup analyses and interaction tests were conducted to evaluate the risk within various demographics. The National Health and Nutrition Examination Survey (NHANES) was used as validation to improve the reliability of the study results.
resultsThe study enrolled 11,235 participants with CKM syndrome from the CHARLS database, during the median follow-up of 5 years, a total of 747 (6.65%) all-cause mortality and 84 (0.75) cardiovascular mortality occurred. TyG-ABSI was associated with CKM syndrome (OR 1.55; 95% CI 1.35-1.79). Furthermore, among patients with CKM syndrome, TyG-ABSI was association with all-cause mortality (HR 1.14; 95% CI 1.04-1.35). In which continuous TyG-ABSI were converted to classified variable (tertile), compared to those with T1 group, the risk of advanced CKM syndrome was found to be 2.41-fold higher in those with T3 group (OR 2.41; 95% CI 1.18-3.20). Additionally, individuals in the T3 group had a 55% increased risk of all-cause mortality (HR 1.55; 95% CI 1.10-2.18). The mediation analysis results suggested that the relationship between TyG-ABSI and all-cause mortality risk is partially mediated by WBC, and CRP, the proportion of mediation were 15.16% and 11.83%. Additionally, analyses of 15,054 participants from the NHANES database indicated a significant positive association between TyG-ABSI and all-cause mortality and cardiovascular mortality among individuals diagnosed with CKM syndrome during the 10 years follow-up.
conclusionHigher TyG-ABSI is associated with an increased risk of advanced CKM syndrome and mortality. It further emphasizes the role of TyG-ABSI in the management of CKM syndrome stages and the risk of all-cause mortality and cardiovascular mortality.
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