ArticleCardiovascular diabetology2025
Combined association of triglyceride-glucose index and the atherogenic index of plasma with the incidence of cardiovascular diseases among middle-aged and older population.
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 7 papers.
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7 citing papers in PubMed.
- 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
- 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
- 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
- Article
- 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
- Central adiposity and sex influence lipid and glucose indices in Mexican adults: implications for metabolic risk assessment.Frontiers in nutrition · 2026Article
- Associations between triglyceride-glucose-derived indices combined with the atherogenic index of plasma and the precise severity of newly diagnosed coronary artery disease: a quantile regressions analysis.Frontiers in nutrition · 2026Article
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Abstract
backgroundCardiovascular diseases (CVDs) are the leading cause of death worldwide. The atherogenic index of plasma (AIP) reflects atherogenic dyslipidemia and triglyceride-glucose (TyG) index is a surrogate of insulin resistance (IR). Evidence on their combined value for CVDs risk stratification remain limited. In this study, the associations between baseline levels and longitudinal changes of the composite TyG-AIP index and the incidence of CVDs were evaluated among middle-aged and older adults.
methodsData were obtained from the China Health and Retirement Longitudinal Study (CHARLS). A total of 6,986 participants were included in the baseline analysis(2012-2020), and 4,134 participants with repeated biomarker measurements in 2012 and 2015 were included in the longitudinal trajectory analysis. Multivariable cox proportional hazards models and restricted cubic spline(RCS) were applied to evaluate the associations of TyG, AIP, TyG&AIP and TyG-AIP with the incidence of CVDs (stroke and heart disease). K-means clustering characterized longitudinal TyG-AIP patterns. Discrimination was assessed with nomograms and receiver operating characteristic (ROC) curves.
resultsA total of 6,986 participants were included and followed for a median of 8.0 years, during which 1,752 incident CVDs occurred, including 1,343 cases of heart disease and 614 cases of stroke. Across tertiles of the TyG-AIP index, the risk of CVDs increased progressively, with adjusted HRs of 1.16 (95% CI: 1.03-1.31) for T2 and 1.25 (95% CI: 1.10-1.41) for T3 compared with T1. For stroke, the associations were higher in magnitude, with adjusted HRs of 1.40 (95% CI: 1.14-1.74) in T2 and 1.52 (95% CI: 1.23-1.88) in T3. TyG-AIP showed modest but superior discrimination versus TyG or AIP alone (AUC: 0.611 for CVDs; 0.631 for stroke; 0.605 for heart disease). NRI and IDI analyses demonstrated that adding TyG-AIP significantly improved risk reclassification for CVDs (NRI, 0.036-0.054, P < 0.001) and stroke (NRI, 0.096-0.114, P < 0.001). In longitudinal analyses (N = 4,134), participants in the cluster with persistently high and rising TyG-AIP values exhibited the highest risks of CVDs (adjusted HR 1.25, 95% CI: 1.04-1.51), stroke (HR 1.43, 95% CI: 1.05-1.95), and heart disease (HR 1.25, 95% CI: 1.01-1.54).
conclusionBoth baseline and longitudinal changes of TyG-AIP were independently associated with the risk of developing CVDs, especially stroke, in middle-aged and older Chinese adults. Repeated assessment of TyG-AIP captured cardiometabolic deterioration over time and improved identification of individuals at elevated cardiovascular risk. Incorporating long-term monitoring of TyG-AIP into routine health evaluations may enhance population-level CVDs risk prediction and support more effective prevention strategies.
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