Observational studyCardiovascular diabetology2025
Associations of longitudinal trajectories of triglyceride-glucose index combined with classical and novel obesity indices and cardiovascular disease: evidence from a nationwide prospective cohort study in China.
Observational study in Cardiovascular diabetology, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 34 papers, 1 of them a synthesis that pooled it.
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Who cites it
34 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
- 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
- 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
- Effects of Plant Polyphenols on Obesity-Induced Inflammatory Depression: A Review.International journal of molecular sciences · 2026Review
- Predicting all-cause and cardiovascular mortality in hypertensive patients by combining the CHG index and its obesity indicators: a prospective cohort study with survival prediction model.Cardiovascular diabetology · 2026Article
- Article
- Associations of cumulative exposure and dynamic trajectories of the cholesterol-HDL-glucose index and its obesity-related derivatives with cardiovascular disease: a nationwide prospective cohort study.Cardiovascular diabetology · 2026Article
- Joint longitudinal trajectories of the triglyceride-glucose index combined with BMI and waist-to-height ratio and incident cardiovascular disease: a prospective cohort study from the English longitudinal study of ageing.Cardiovascular diabetology · 2026Article
- Associations of cumulative exposure and longitudinal change patterns of the triglyceride glucose-Chinese visceral adiposity index with incident cardiovascular disease in middle-aged and older adults: evidence from CHARLS.Cardiovascular diabetology · 2026Observational
- Association of glycolipid metabolism 6 factors index with cardiovascular and metabolic diseases, and its predictive value in disease progression.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
- Association between insulin resistance surrogate markers and cardiovascular disease risk in individuals with subclinical metabolic disorders: a prospective cohort study based on baseline levels, cumulative exposure, and longitudinal trajectories.Cardiovascular diabetology · 2026Article
- The synergistic pattern of metabolic-inflammatory changes jointly predicts cardiovascular risk in Chinese middle-aged and older adults: a prospective cohort study.Scientific reports · 2026Article
- Associations of metabolic score for insulin resistance and new-onset stroke in middle-aged and older adults: a national cohort study.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
- Article
- Predictive value of cholesterol, high-density lipoprotein, and glucose index-obesity-derived index for stroke: a cohort study.Lipids in health and disease · 2026Article
- Longitudinal associations of cumulative and repeated-measure patterns of insulin resistance surrogate indices with biological age acceleration and incident cardiovascular disease across cardiovascular-kidney-metabolic syndrome stages 0-3: evidence from CHARLS 2011-2020.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
- 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
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Authors and funding
11 authors.
Funding
Abstract
backgroundThe triglyceride glucose (TyG) index and various obesity indices have been proven to be cost-effective indicators of cardiovascular disease (CVD) risk. This study aims to systematically investigate and compare the associations between longitudinal trajectories of TyG index combined with classical and novel obesity indices (TyG-BMI, TyG-WC, TyG-WHtR, TyG-WWI, TyG-ABSI, TyG-BRI, TyG-CVAI) and CVD.
methodsThe study sample comprised 3505 non-CVD participants from the CHARLS national cohort. Longitudinal data from Waves 1 and 3 of the national surveys were used to quantify cumulative exposure and trajectories of TyG and its obesity derivatives. A multi-model analytical framework (including logistic regression, spline regression, and weighted quantile sum regression models) was constructed to systematically examine the strength of associations between trajectories of TyG and its obesity derivatives and CVD, and the contribution of each component.
resultsDuring 8-year median follow-up, 411 CVD cases occurred. The study demonstrated that compared to static baseline values, longitudinal assessment of cumulative exposure and trajectory of TyG and its obesity derivatives enhanced predictive capacity for CVD. Notably, combinations of TyG with classical obesity index WC and novel obesity index CVAI (TyG-WC and TyG-CVAI) exhibited superior performance for CVD risk assessment. Compared to participants with well-controlled trajectories and low exposure levels, those with poorly controlled or highest cumulative exposure to TyG index, TyG-BMI, TyG-WC, TyG-WHtR, TyG-WWI, TyG-ABSI, TyG-BRI, and TyG-CVAI had odds ratios of 1.61/1.40, 2.13/1.70, 2.00/1.78, 1.77/1.59, 1.31/1.36, 1.37/1.30, 1.76/1.56, and 2.00/1.72, respectively. Finally, weighted quantile sum regression results indicated that cumulative exposure to obesity and triglycerides contributed most to CVD risk among all metabolic indices, suggesting that simultaneous regulation of triglycerides and obesity may be critical for reducing CVD risk.
conclusionIn this cohort study, the longitudinal trajectories of TyG and its obesity derivatives were closely associated with CVD. Comparatively, the combinations of TyG with classical obesity index WC and novel obesity index CVAI (TyG-WC and TyG-CVAI) exhibited superior performance for CVD risk assessment, with this risk primarily driven by obesity and triglycerides.
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