ArticleCardiovascular diabetology2025
The relationship between C-reactive protein-triglyceride-glucose index and cardiovascular disease: insights from the China health and retirement longitudinal study (CHARLS).
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 44 papers.
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Who cites it
44 citing papers in PubMed.
- The Correlation Analysis of C-Reactive Protein-Triglyceride-Glucose Index with the Severity of Hyperlipidemic Acute Pancreatitis.Digestive diseases and sciences · 2026Article
- C-reactive protein-triglyceride-glucose index and incident mild cognitive impairment among patients with cardiovascular-kidney-metabolic syndrome: a dual-cohort prediction and double machine learning analysis.Journal of endocrinological investigation · 2026Article
- Data-Driven Multidimensional Clinical Phenotypes and Longitudinal Changes in Type 2 Diabetes Mellitus: A Retrospective Cohort Study.Biomedicines · 2026Article
- C-reactive protein-triglyceride-glucose index predicts postoperative delirium in older surgical patients: a retrospective cohort study.Lipids in health and disease · 2026Article
- C-reactive protein-triglyceride glucose index for the detection of the severity of coronary artery disease in different glucose metabolic states in patients with H-type hypertension.Cardiovascular diabetology · 2026Article
- Predictive value of the C-reactive protein-triglyceride-glucose index for late atrial fibrillation recurrence after radiofrequency catheter ablation: a retrospective cohort study.BMC cardiovascular disorders · 2026Article
- Relationship between hs-CRP-triglyceride glucose index and coronary plaque morphology: insights from optical coherence tomography.Diabetology & metabolic syndrome · 2026Article
- Associations of three metabolic biomarkers with the risk of cardiometabolic multimorbidity: a national prospective study.Lipids in health and disease · 2026Article
- Associations between C-reactive protein-triglyceride glucose index combined with anthropometric indices and mortality risk in individuals with cardiovascular-kidney-liver-metabolic syndrome: a national cohort study.BMC endocrine disorders · 2026Article
- Associations between the C-reactive protein-triglyceride-glucose index and its derived indices and the incidence and progression of cardiometabolic multimorbidity in participants with metabolic dysfunction-associated steatotic liver disease: a large-scale prospective cohort study.Cardiovascular diabetology · 2026Article
- Integrating 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 cohort.Cardiovascular diabetology · 2026Article
- Composite C-reactive protein-triglyceride-glucose-adiposity indices and incident cardiovascular disease in the CHARLS cohort: a prospective cohort study.Cardiovascular diabetology · 2026Article
- Associations of the combined C-reactive protein-triglyceride glucose index and frailty index in different dimensions with incident stroke among individuals with stages 0-3 cardiovascular-kidney-metabolic syndrome.Cardiovascular diabetology · 2026Article
- Combined effects of cumulative triglyceride-glucose and blood pressure on stroke in middle-aged and older Chinese adults: a longitudinal analysis.Journal of global health · 2026Article
- Metabolic status modifies the predictive value of the C-reactive protein-triglyceride-glucose Index-waist-to-height ratio for major adverse cardiovascular and cerebrovascular events: a prospective cohort study from the China Health and Retirement Longitudinal Study (CHARLS).Cardiovascular diabetology · 2026Article
- Associations of cumulative exposure and dynamic patterns of the C-reactive protein-triglyceride-glucose index with cardiometabolic multimorbidity in middle-aged and elderly Chinese: a nationwide cohort study.BMC public health · 2026Article
- Associations between the C-reactive protein-triglyceride glucose index and the incidence and progression trajectory of cardiometabolic multimorbidity: a multi-state model study.Cardiovascular diabetology · 2026Article
- Association of the C-reactive protein-triglyceride glucose index with all-cause and cardiovascular mortality among U.S. adults with metabolic dysfunction-associated steatotic liver disease: a national cohort study.Cardiovascular diabetology · 2026Article
- Joint associations of anthropometric indices and C-reactive protein-triglyceride-glucose index with incident hypertension: a stratified analysis by blood pressure level from the CHARLS, 2011-2020.Cardiovascular diabetology · 2026Article
- Prognostic stratification with composite insulin resistance-inflammation biomarkers in patients with chronic kidney disease and coronary artery disease across glycemic statuses.Cardiovascular diabetology · 2026Article
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7 authors.
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Abstract
objectiveChronic inflammation and metabolic dysregulation are key drivers of cardiovascular disease (CVD). Although the triglyceride-glucose (TyG) index and C-reactive protein (CRP) have each been associated with cardiovascular risk, their combined use as a C-reactive protein-triglyceride-glucose index (CTI) may improve risk prediction. This study aimed to investigate the association between the CTI and CVD, with particular focus on various population subgroups, and to evaluate its predictive capacity for incident CVD.
methodsThis investigation utilized data from the China Health and Retirement Longitudinal Study (CHARLS) cohort, which included 8084 middle-aged and older participants. The association between the CTI and the incidence of CVD was examined using Kaplan-Meier survival analysis, multivariable Cox proportional hazards regression models, and restricted cubic splines (RCS). The predictive performance of CTI was evaluated by receiver operating characteristic (ROC) curve analysis, along with net reclassification improvement (NRI) and integrated discrimination improvement (IDI). Furthermore, subgroup and sensitivity analyses were performed to test the robustness of the results.
resultsDuring follow-up, 2,133 participants (26.39%) developed CVD. After adjustment for potential confounders, each one-unit increase in the CTI was associated with a 44% higher risk of CVD (HR = 1.44, 95% CI: 1.17-1.78). Compared with the lowest quartile, higher quartiles of CTI were associated with a stepwise increase in risk (HR = 1.23, 1.29, and 1.40; P for trend < 0.001). Subgroup analyses indicated stronger associations among participants aged 45-60 years and those who were married. RCS analyses further supported an overall linear relationship between CTI and CVD risk. Moreover, the CTI index improved reclassification metrics (NRI/IDI) and discriminative ability (AUC). Sensitivity analyses corroborated these primary findings.
conclusionThe CTI, as a composite biomarker reflecting integrated metabolic and inflammatory status, demonstrated a significant positive association with CVD risk. Furthermore, this association exhibited variations across age groups and marital status, indicating the potential utility of CTI as a novel and clinically relevant biomarker for CVD risk stratification.
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