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June 27, 2026Scientific Reports0 citationsOpen Access

Association of the C-reactive protein–triglyceride glucose index with cardiovascular disease risk across cardiovascular–kidney–metabolic syndrome

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YJYi JiangWLWen-Yan Li

Key Points

  • This research aims to systematically examine the association between the C-reactive protein–triglyceride–glucose index and cardiovascular disease risk across stages of CKM syndrome.
  • Analyzed data from 6,859 participants in the China Health and Retirement Longitudinal Study
  • Utilized Cox proportional hazards models and receiver operating characteristic curve analysis
  • Conducted restricted cubic spline modeling and subgroup analyses across CKM syndrome stages 0 to 3
  • Observed a significant positive association between CTI and CVD risk, with each SD increase in CTI correlating to a 7% higher risk of CVD
  • CTI improved the discriminatory power of baseline models for predicting CVD
  • Identified a nonlinear, S-shaped relationship between CTI and CVD risk across CKM syndrome stages

Abstract

Cardiovascular–kidney–metabolic (CKM) syndrome, newly introduced by the American Heart Association, aims to promote the integrated management of metabolic dysfunction, chronic kidney disease, and cardiovascular disease (CVD). The C-reactive protein–triglyceride–glucose index (CTI), a novel composite biomarker that captures both systemic inflammation and insulin resistance, has emerged as a promising metric in cardiometabolic research. However, current evidence regarding its clinical utility remains limited. To date, no studies have systematically examined the association between CTI and CVD risk, particularly across CKM syndrome stages 0 to 3. The China Health and Retirement Longitudinal Study (CHARLS), initiated in 2011, is a large-scale, nationally representative, multicenter prospective cohort study. In accordance with predefined inclusion and exclusion criteria, a total of 6,859 participants were included in the final analysis. To assess the association between CTI and CVD risk, Cox proportional hazards models, receiver operating characteristic (ROC) curve analysis, restricted cubic spline modeling, and stratified subgroup analyses were conducted. During the 10-year follow-up period, 1391 incident CVD events were recorded. In the fully adjusted model, a significant positive association was observed between CTI and CVD risk, with each one–standard deviation increases in CTI corresponding to a 7% higher risk of CVD. Receiver operating characteristic (ROC) curve analysis demonstrated that the CTI improved the discriminatory power of the baseline model for predicting CVD. Restricted cubic spline modeling revealed a nonlinear, S-shaped relationship between CTI and CVD risk. Moreover, analyses stratified across most CKM syndrome stages consistently revealed a positive correlation between CTI and CVD risk. Our findings suggest a positive, S-shaped association between CTI and CVD risk in individuals with CKM syndrome stages 0–3. Enhancing the assessment of CTI could provide a more accessible and efficient screening tool for the prevention and management of CVD in this population.

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Cite This Study

Jiang et al. (2026) studied this question.

synapsesocial.com/papers/6a3f69caaea7db3c195408e6https://doi.org/10.1038/s41598-026-59867-z
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Also Consider

Synapse has enriched 5 closely related papers on similar clinical questions. Consider them for comparative context:

  1. 1Association between C-reactive protein-triglyceride glucose index and Future cardiovascular disease risk in a population with cardiovascular-Kidney-metabolic syndrome stage 0–32025 · 11 citations
  2. 2C-reactive protein–triglyceride glucose index and stroke risk in early cardiovascular-kidney-metabolic syndrome: a National cohort study2025 · 18 citations
  3. 3Integrating 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 cohort2026 · 1 citations
  4. 4The association between the C-reactive protein-triglyceride-glucose index and cardiovascular diseases: A cohort study using data from the China Health and Retirement Longitudinal Study 2011–20202025 · 9 citations
  5. 5The association between the C-reactive protein-triglyceride-glucose index and cardiovascular diseases: A cohort study using data from the China Health and Retirement Longitudinal Study 2011–20202025