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 54 papers, 2 of them syntheses that pooled it.
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Who cites it
54 citing papers in PubMed, 2 syntheses or guidelines 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
- Mortality and cardiovascular risk of triglyceride-glucose and derived indices in cardiovascular-kidney-metabolic syndrome stages 0-3: a dose-response meta-analysis.Frontiers in endocrinology · 2026Pooled it
- Antecedent, landmark, and two-visit cumulative triglyceride-glucose index and non-traditional lipid measures in relation to incident cardiovascular disease in adults with cardiovascular-kidney-metabolic syndrome (CKM) stages 0-3: a nationwide prospective cohort study.Cardiovascular diabetology · 2026Article
- Association between the metabolic score for visceral fat and mortality outcomes in stroke patients: A national cohort study.Medicine · 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
- Composite C-reactive protein-triglyceride-glucose adiposity indices and incident cardiovascular-liver-metabolic multimorbidity: a prospective cohort study.Cardiovascular diabetology · 2026Article
- Triglyceride-glucose waist-to-height ratio in relation to prevalent and incident multimorbidity: cross-sectional and prospective evidence from four national studies.Cardiovascular diabetology · 2026Article
- Triglyceride-Glucose-Related Indexes as Risk Factors for Vision-Threatening Ocular Diseases: A Prospective UK Biobank Study.Investigative ophthalmology & visual science · 2026Article
- Association Between TyG-WC and Gout in American Adults: A Cross-Sectional Study of NHANES 2003-2018.Health science reports · 2026Article
- 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
- Associations between C-reactive protein-triglyceride glucose index combined with anthropometric indices and mortality risk in individuals with cardiovascular-kidney-liver-metabolic syndrome: a national cohort study.BMC endocrine disorders · 2026Article
- Cardiovascular-liver-metabolic multimorbidity: preliminary insights into the associations with the triglyceride glucose index (TyG), its obesity-derived indices and their effects on long-term survival.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
- Relationship between depressive symptom trajectories and cardiovascular disease risk in middle-aged and older adults with cardiovascular-kidney-metabolic syndrome stages 0-3.BMC cardiovascular disorders · 2026Article
- Integration of triglyceride-glucose index and biological aging to predict cardiovascular disease risk in cardiovascular-kidney-metabolic syndrome stages 0-3: a multiple prospective cohort study.Cardiovascular diabetology · 2026Article
- Associations of the atherogenic index of plasma and its modified indices with the incidence and progression of cardiometabolic multimorbidity in individuals with cardiovascular-kidney-metabolic syndrome stages 0-3: a prospective cohort study.Cardiovascular diabetology · 2026Article
- Growth differentiation factor-15 and the incidence, bidirectional progression, and risk prediction of atherosclerotic cardiovascular disease and metabolic dysfunction-associated steatotic liver disease in individuals with cardiovascular-kidney-metabolic syndrome stages 0-3.Cardiovascular diabetology · 2026Article
- 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
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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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