ArticleCardiovascular diabetology2025
Triglyceride-glucose-related indices and risk of cardiovascular disease and mortality in individuals with cardiovascular-kidney-metabolic (CKM) syndrome stages 0-3: a prospective cohort study of 282,920 participants in the UK Biobank.
Article in Cardiovascular diabetology, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 38 papers, 1 of them a synthesis that pooled it.
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Who cites it
38 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
- Association between C-reactive protein-triglyceride glucose index (CTI) and cardiovascular and all-cause mortality risk among the elderly population: insights from three datasets.Clinical research in cardiology : official journal of the German Cardiac Society · 2026Article
- Association of the cardiometabolic index and depressive symptoms with cardiovascular disease in cardiovascular-kidney-metabolic syndrome stages 0-3: A prospective cohort study.Scientific reports · 2026Article
- Article
- Predictive value of the triglyceride glucose index-a body shape index (TyG-ABSI) for cardiovascular disease and its comparison with other TyG-related obesity indices: a study based on the China health and retirement longitudinal study (CHARLS) cohort.Cardiovascular diabetology · 2026Article
- Association between C-reactive protein-triglyceride glucose related indices and all-cause and cardiovascular mortality in individuals with cardiovascular-kidney-metabolic syndrome.Cardiovascular diabetology · 2026Article
- Composite C-reactive protein-triglyceride-glucose-adiposity indices and incident cardiovascular disease in the CHARLS cohort: a prospective cohort study.Cardiovascular diabetology · 2026Article
- Association of cumulative exposure and dynamic trajectories of the C-reactive protein-triglyceride-glucose and its modified indices with cardiovascular disease in individuals with cardiovascular-kidney-metabolic syndrome stages 0-3: a longitudinal analysis based on CHARLS.Cardiovascular diabetology · 2026Article
- Insulin resistance-related indices, sarcopenia, and cardiovascular risk in CKM stages 1-3: a prospective cohort study from CHARLS.BMC endocrine disorders · 2026Article
- Triglyceride-Glucose Index and Acute Kidney Injury: A Systematic Review and Meta-Analysis.Journal of clinical medicine · 2026Review
- Emerging multidimensional biomarker system for cardiovascular-kidney-metabolic syndrome: from multi-omics integration to clinical artificial intelligence.Cardiovascular diabetology · 2026Review
- Associations of cumulative exposure and dynamic patterns of the C-reactive protein-triglyceride-glucose index with cardiometabolic multimorbidity in middle-aged and elderly Chinese: a nationwide cohort study.BMC public health · 2026Article
- Association of cumulative exposure and change patterns of triglyceride-glucose index combined with novel obesity indices with glycemic transitions in prediabetes: evidence from the China Health and Retirement Longitudinal Study (CHARLS).Cardiovascular diabetology · 2026Article
- Anthropometry-adjusted TyG indices improve insulin resistance estimation: an exploratory euglycemic-hyperinsulinemic clamp study in Japanese adults without diabetes.Diabetology international · 2026Article
- Associations of eight insulin resistance-related indices and genetic risk with incident cardiometabolic multimorbidity among participants with hypertension: a large prospective cohort study.Cardiovascular diabetology · 2026Observational
- Association between estimated glucose disposal rate and incident heart failure in patients with coronary heart disease: a prospective cohort study.Cardiovascular diabetology · 2026Article
- 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
- Triglyceride-glucose index and mortality in critically ill patients with cardiovascular-kidney-metabolic syndrome stage 4.Cardiovascular diabetology · 2026Article
- Association between the triglyceride-glucose-frailty index and all-cause and cardiovascular mortality in individuals with cardiovascular-kidney-metabolic syndrome: the mediating role of the poverty-income ratio.Cardiovascular diabetology · 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
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5 authors.
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Abstract
backgroundCardiovascular-kidney-metabolic (CKM) syndrome, proposed by the American Heart Association, is strongly linked to cardiovascular disease (CVD) incidence and mortality. Triglyceride-glucose (TyG)-related indices are established predictors of CVD risk, but their associations with CVD and mortality in individuals with CKM syndrome remain understudied.
methodsThis prospective study analyzed 282,920 UK Biobank participants with CKM syndrome stages 0-3, free of CVD at baseline. Four TyG-related indices were evaluated: TyG index, TyG-body mass index (BMI), TyG-waist circumference (TyG-WC), and TyG-waist-to-height ratio (TyG-WHtR). Outcomes, including overall CVD, coronary heart disease (CHD), stroke, all-cause mortality, and cardiovascular mortality, were identified via electronic medical records and death registries. Associations were analyzed via Cox proportional hazards and restricted cubic spline (RCS) models, with incremental predictive performance evaluated by the net reclassification index (NRI), integrated discrimination improvement (IDI), and area under the curve (AUC).
resultsDuring a median follow-up of 13.6 years, 27,134 overall CVD cases, 21,658 CHD, 6,717 strokes, 19,381 all-cause deaths, and 3,466 cardiovascular deaths occurred. Compared with the lowest quartile, the fully adjusted hazard ratios (HRs) for participants in the highest TyG quartile were 1.30 (95% CI 1.25-1.35) for overall CVD. Consistent positive associations were observed for TyG-BMI (HR: 1.49, 95% CI 1.43-1.55), TyG-WC (HR: 1.58, 95% CI 1.51-1.65), and TyG-WHtR (HR: 1.58, 95% CI 1.51-1.65). For all-cause mortality, HRs (95% CIs) in the highest versus the lowest quartile were 1.11 (1.06-1.16) for TyG-BMI, 1.24 (1.18-1.31) for TyG-WC, and 1.18 (1.13-1.24) for TyG-WHtR. Similar patterns were seen for cardiovascular mortality: TyG-BMI (HR: 1.42, 95% CI 1.27-1.59); TyG-WC(HR: 1.51, 95% CI 1.33-1.72); TyG-WHtR (HR: 1.48, 95% CI 1.31-1.67). RCS analyses revealed nonlinear associations between TyG-related indices and overall CVD (all P values for nonlinearity < 0.05), except for the TyG index, which showed a linear trend. Associations with cardiovascular mortality were predominantly linear. Furthermore, TyG-WHtR, TyG-WC, and TyG-BMI exhibited significantly higher NRI, IDI, and AUC values.
conclusionHigher TyG-related indices, especially TyG-BMI, TyG-WC, and TyG-WHtR, were significantly associated with a higher risk of incident CVD and mortality in individuals with CKM syndrome stage 0 to 3. Integrating TyG indices with obesity measures could enhance the incremental predictive performance for prognostic outcomes in CKM syndrome patients.
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