ArticleCardiovascular diabetology2025
Association between triglyceride-glucose related indices and all-cause and cardiovascular mortality among the population with cardiovascular-kidney-metabolic syndrome stage 0-3: a cohort study.
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 102 papers, 5 of them syntheses that pooled it.
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Who cites it
102 citing papers in PubMed, 5 syntheses or guidelines pooled it.
- Association of the triglyceride-glucose index with the risk of sarcopenia: a meta-analysis with clinical implications.BMC endocrine disorders · 2026Pooled it
- Associations of triglyceride-glucose-related composite obesity indices with cardiovascular diseases and mortality: a systematic review and meta-analysis.Cardiovascular diabetology · 2026Pooled 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
- 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
- Inflammation as a Prognostic Marker in Cardiovascular Kidney Metabolic Syndrome: A Systematic Review.International journal of molecular sciences · 2025Pooled it
- Association between triglyceride-glucose indices and incident glaucoma: integrated UK Biobank and Mendelian randomization study.Eye and vision (London, England) · 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
- Article
- Longitudinal inflammatory-metabolic-adiposity burden and incident heart failure across cardiovascular-kidney-metabolic stages: a prospective cohort study.Cardiovascular diabetology · 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
- 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
- Development and validation of continuous cardiovascular-kidney-metabolic syndrome severity score (cCKMS-S) complementing CKM staging.Lipids in health and disease · 2026Article
- Integrating inflammation, insulin resistance, and visceral adiposity: the C-reactive protein-triglyceride-glucose-Chinese visceral adiposity (CTI-CVAI) index is associated with cardiovascular disease risk across CKM stages 0-3 in a nationwide prospective cohort.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
- Association of 14 triglyceride-glucose (TyG)-related indices with new-onset cardiovascular disease in middle-aged and older adults: evidence from the CHARLS and ELSA aging cohorts.Cardiovascular diabetology · 2026Article
- Life-course body size trajectories and the progression of cardio-renal-metabolic multimorbidity: a prospective UK biobank study.Nutrition & metabolism · 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
- Systematic comparison of triglyceride-glucose (TYG)-index with other mortality predictive models in obese patients with different mortality rates.Cardiovascular diabetology · 2026Article
- Nonlinear association of triglyceride-glucose body mass index with all-cause mortality in postmenopausal women, a retrospective cohort study: Evidence from the 2001 to 2014 National Health and nutrition examination survey.International journal of gynaecology and obstetrics: the official organ of the International Federation of Gynaecology and Obstetrics · 2026Article
42 more citing papers are in PubMed but not listed here.
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Authors and funding
4 authors.
Funding
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Abstract
backgroundCardiovascular-Kidney-Metabolic (CKM) syndrome typically commences with the interaction of insulin resistance (IR), excessive or dysfunctional obesity, and the consequent systemic inflammatory response and oxidative stress. The relationship between the triglyceride-glucose (TyG) index and TyG-related indices that may simply assess IR and obesity, as well as the mortality risk in the CKM syndrome population, remains ambiguous.
methodsThis study included 6,383 participants from the National Health and Nutrition Examination Survey (NHANES) 2009-2018. The TyG index, TyG-waist-to-height ratio (TyG-WHtR), TyG-waist circumference (TyG-WC), and TyG-body mass index (TyG-BMI) were developed. Cox proportional hazards models, smooth curve fitting, and two-stage Cox proportional hazards models were employed to examine the association of TyG and TyG-related indices with all-cause and cardiovascular mortality in the CKM syndrome population. Subgroup analyses and interaction tests were conducted to evaluate the risk within various demographics.
resultsIn survey-weighted multifactorial regression analyses, a significant positive association existed between TyG, TyG-related indices, and both all-cause mortality and cardiovascular mortality, except for the TyG index, which did not demonstrate a significant link with all-cause mortality. Of these indices, the TyG-WC index exhibited the strongest correlation with all-cause mortality, with a hazard ratio (HR) of 1.50 and a 95% confidence interval (CI) of 1.18-1.92, followed by the TyG-WHtR index (HR: 1.45, 95%CI 1.13-1.85). The TyG-WHtR index demonstrated the strongest correlation with cardiovascular mortality (HR: 1.85, 95% CI 1.19-2.86), followed by the TyG-WC index(HR: 1.83, 95%CI 1.21-2.78). An L-shaped association was identified between TyG-WHtR, TyG-BMI, and all-cause mortality in CKM syndrome during the examination of nonlinear relationships (both P for log-likelihood ratio < 0.05). The TyG-WHtR, TyG-WC, and TyG-BMI indices exhibited a more pronounced correlation with all-cause mortality in those with CKM syndrome stages 1 and 3 (P value < 0.05, P for interaction < 0.05).
conclusionOur study emphasizes the association between TyG and TyG-related indices and mortality in individuals with CKM syndrome stages 0-3. Individuals with CKM syndrome stages 1 and 3 should be more vigilant to abnormal alterations in TyG-related indices.
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