Comparative associations and incremental predictive value of cardiometabolic and inflammatory indices for short- to mid-term cardiovascular disease risk in two Chinese cohorts
Aug 2026· Frontiers in Cardiovascular Medicine· Vol 13· 0 citations· 36 references
Medicine
TL;DR
In two Chinese cohorts, CVAI showed the most reproducible association with short- to mid-term CVD risk, whereas other indices provided more cohort-specific signals.
Abstract
Background Composite cardiometabolic and inflammatory indices can be calculated from routine anthropometric and laboratory measures, but their value for cardiovascular disease (CVD) risk assessment in Chinese populations remain unclear. Methods We analyzed 7,170 participants free of CVD at baseline from the China Health and Retirement Longitudinal Study (CHARLS) and the Shanghai Diabetes Study (SHDS). Mean follow-up was approximately 41 months in both cohorts. The evaluated indices included body mass index (BMI), Chinese visceral adiposity index (CVAI), lipid accumulation product (LAP), triglyceride-glucose index (TyG), atherogenic index of plasma (AIP), high-sensitivity C-reactive protein (hs-CRP), hs-CRP to high-density lipoprotein cholesterol ratio (hs-CRP/HDL-C), and hs-CRP-glucose index (CTI). Cox proportional hazards models were used to examine associations with incident CVD, with cohort interactions tested to assess cross-cohort consistency. Dose-response and nonlinearity were evaluated using quartile-based analyses and restricted cubic splines. Predictive performance and the added value of each index beyond a common clinical base model were evaluated in terms of clinical utility. Results During follow-up, 343 CVD events occurred in CHARLS and 148 occurred in SHDS. CVAI was the only index consistently associated with incident CVD across both cohorts and adjustment models. In the fully adjusted model, the HR per SD increase in CVAI was 1.221 (95% CI: 1.070–1.392, P = 0.003) in CHARLS, and 1.330 (95% CI: 1.067–1.656, P = 0.011) in SHDS. Other indices showed cohort-specific patterns: CTI, hs-CRP, and hs-CRP/HDL-C remained associated with CVD in CHARLS, whereas LAP remained associated across models in SHDS. Quartile-based and spline analyses generally supported approximately linear dose-response patterns. When added to the clinical base model, individual indices produced only modest changes in discrimination, and decision curve net benefit. Conclusions In two Chinese cohorts, CVAI showed the most reproducible association with short- to mid-term CVD risk, whereas other indices provided more cohort-specific signals. These indices may help describe cardiometabolic risk burden, but their incremental predictive value beyond conventional clinical factors was limited. Further studies with longer follow-up, verified outcomes, and more diverse populations are needed.
Higher two-visit cumulative TyG-nTLP burden was associated with incident CVD after accounting for competing death, and incremental discrimination was small, and shared laboratory components limit claims of biological independence or synergy.
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BACKGROUND
The triglyceride-glucose (TyG) index has been associated with atherosclerotic cardiovascular disease (ASCVD) risk. However, the associations of TyG-related indices combined with obesity measures, including body mass index, waist circumference (WC), waist-to-height ratio, and body roundness index, with 10-yea...
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AIMS
To investigate associations of atherogenic index of plasma (AIP) and seven obesity-composite indices with cardiometabolic multimorbidity (CMM) across glycemic states.
METHODS
We included 7,974 participants from the China Health and Retirement Longitudinal Study (CHARLS). Cox regression, restricted cubic splines...
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BACKGROUND
The triglyceride-glucose (TyG) index and non-traditional lipid parameters have been linked to cardiovascular and cerebrovascular risk, but longitudinal evidence on their combined utility for predicting incident stroke remains limited. We aimed to evaluate the associations between composite indices integratin...
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