ArticleCardiovascular diabetology2024
The interaction between triglyceride-glucose index and visceral adiposity in cardiovascular disease risk: findings from a nationwide Chinese cohort.
Article in Cardiovascular diabetology, 2024. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 63 papers, 2 of them syntheses that pooled it.
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Who cites it
63 citing papers in PubMed, 2 syntheses or guidelines pooled it.
- Association between triglyceride-glucose-related indices and cardiovascular disease risk in population with cardio-kidney-metabolic syndrome stages 0-3: a systematic review and meta-analysis.BMC cardiovascular 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
- 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
- Non-insulin-dependent insulin resistance surrogate indexes for predicting chronic kidney disease in diabetic individuals: a prospective cohort study.BMC endocrine disorders · 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 analysis of metabolic score for visceral fat with cardiovascular disease: a prospective cohort study based on the China health and retirement longitudinal study.Cardiovascular diagnosis and therapy · 2026Article
- Association between the atherogenic index of plasma trajectory and risk of cardiovascular diseases among hypertensive patients: a prospective cohort study.Cardiovascular diabetology. Endocrinology reports · 2026Article
- Effects of adiposity, insulin resistance, and inflammation on cardiometabolic multimorbidity: insights from interaction analyses and metabolic phenotyping in the China health and retirement longitudinal study 2011-2018.Cardiovascular diabetology · 2026Article
- Coronary Microvascular Dysfunction and Lipid Molecules: Pathophysiological Mechanisms, Clinical Assessment, and Therapeutic Implications.Journal of personalized medicine · 2026Review
- Joint association of atherogenic index of plasma and estimated glucose disposal rate with new-onset cardiovascular disease risk in individuals with cardiovascular-kidney-metabolic syndrome stages 0-3: a 9-year nationwide prospective cohort study.Cardiovascular diabetology · 2026Article
- The interplay of heatwaves, air pollution, and green space on all-cause mortality in older adults with diabetes mellitus: a national cohort study.BMC public health · 2026Article
- Association of the triglyceride glucose-body roundness index with stroke risk in middle-aged and elderly Chinese adults without diabetes: a prospective cohort study.Cardiovascular diagnosis and therapy · 2026Article
- Association of cumulative obesity- and insulin resistance-related indices with incident cardiovascular disease in Chinese middle-aged and elderly populations: a nationwide prospective cohort study.Journal of health, population, and nutrition · 2026Article
- Association of the triglyceride glucose-Chinese visceral adiposity index with incident cardiometabolic multimorbidity in middle-aged and older adults: a nationwide prospective cohort study.Cardiovascular diabetology · 2026Article
- Study of the prognostic value of the systemic immune-inflammation index combined with the triglyceride-glucose index in coronary heart disease: a retrospective study based on the MIMIC database.BMC cardiovascular disorders · 2026Article
- Association between the combined c-reactive protein-triglyceride glucose index and hypertension with long-term stroke among cardiovascular-kidney-metabolic syndrome stages 0-3 population: a nationwide prospective cohort study.Cardiovascular diabetology · 2026Article
- Association between the triglyceride glucose index:Chinese visceral adiposity index (TyG-CVAI) and new-onset cardiovascular disease in middle-aged and older adults-insights from the China Health and Retirement Longitudinal Study (CHARLS).Cardiovascular diabetology · 2026Article
- Joint effects of waist circumference trajectories and aging with risk of heart disease.BMC cardiovascular disorders · 2026Article
3 more citing papers are in PubMed but not listed here.
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Authors and funding
9 authors.
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Abstract
backgroundGlobally, cardiovascular disease (CVD) constitutes the primary cause of death, with insulin resistance (IR), measured by the triglyceride-glucose (TyG) index, and visceral obesity, reflected by the Chinese Visceral Adiposity Index (CVAI), as key contributors. However, the relationship between the TyG index and CVAI regarding CVD risk remains insufficiently understood. This research investigates the interactive impact of the TyG index and CVAI on the risk of cardiovascular disease.
methodsWe analyzed data from 8,358 participants from the China Health and Retirement Longitudinal Study (CHARLS) over a 9-year follow-up period. Participants were classified into four groups based on median TyG index (8.59) and CVAI values (101.26), and baseline characteristics were summarized. Missing data were addressed using multiple imputation by chained equations (MICE). Cox proportional hazards models assessed associations between TyG index, CVAI, CVD, coronary heart disease (CHD), and stroke risks, with Kaplan-Meier analysis used for cumulative hazard. Interaction effects were evaluated using both multiplicative and additive measures. Subgroup analyses by age, gender, and clinical conditions were conducted to explore interaction effects across different populations. Sensitivity analyses re-tested models, excluding the covariates BMI and diabetes, using tertiles for classification, and re-evaluating imputed data.
resultsOver the 9-year follow-up, 1,240 participants (14.8%) developed CVD, including 896 cases of CHD and 475 strokes. Kaplan-Meier curves indicated that participants with low TyG index but high CVAI had the highest cumulative hazard of CVD. Cox regression showed that this group had the highest CVD risk (HR = 1.87, 95% CI: 1.57-2.24), followed by those with both high TyG index and high CVAI (HR = 1.75, 95% CI: 1.49-2.06). Interaction analysis revealed a negative interaction effect between high TyG and high CVAI on CVD and CHD risks, with no significant effect on stroke. Subgroup and sensitivity analyses further confirmed these findings, showing consistent results across demographic groups and under various analytical conditions.
conclusionThis study suggests that the interaction between IR (TyG index) and visceral fat accumulation (CVAI) plays a complex role in CVD risk, with a potential antagonistic effect observed between high TyG and high CVAI on CVD events. These findings highlight the importance of considering both IR and visceral adiposity in CVD risk assessments to improve the identification of high-risk individuals.
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