ArticleCardiovascular diabetology2026
The cholesterol, high-density lipoprotein, and glucose (CHG) index as a novel metabolic marker for predicting adverse outcomes in myocardial infarction survivors: insights from two large prospective cohorts.
Article in Cardiovascular diabetology, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 10 papers.
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10 citing papers in PubMed.
- Non-traditional metabolic indices predict incident circadian syndrome in middle-aged and older Chinese adults: a nationwide prospective cohort study and machine learning analysis.Lipids in health and disease · 2026Observational
- Synergistic effects of insulin resistance and revascularization completeness on prognosis in patients with coronary artery calcification.Cardiovascular diabetology · 2026Observational
- CHG index and ePWV jointly predict cardiovascular disease risk: findings from the CHARLS cohort.BMC cardiovascular disorders · 2026Article
- The cholesterol, high-density lipoprotein, and glucose index and its derived indices predict diabetic kidney disease development and progression: evidence from two nationwide cohorts and a biopsy-proven clinical cohort.Cardiovascular diabetology · 2026Article
- Cumulative exposure and dynamic trajectories of the C-reactive protein-triglyceride-glucose index (CTI) versus the cholesterol, high-density lipoprotein, and glucose index (CHG) for incident hypertension prediction: a national cohort study.Cardiovascular diabetology · 2026Article
- Association between hemoglobin glycation index and all-cause mortality in patients with non-ST-segment elevation myocardial infarction undergoing percutaneous coronary intervention.Frontiers in endocrinology · 2026Article
- Development and external validation of an admission-based model for 180-day mortality in diabetic acute myocardial infarction.Frontiers in endocrinology · 2026Article
- Exploratory mediation analysis of body roundness index in the nonlinear association between CHG index and metabolic dysfunction-associated steatotic liver disease among non-diabetic adults.Frontiers in nutrition · 2026Article
- Cumulative exposure and patterns of the cholesterol-HDL-C-glucose index and risk of new-onset cardiometabolic multimorbidity: 9-year longitudinal evidence from CHARLS.Frontiers in nutrition · 2026Article
- Cholesterol, high-density lipoprotein, and glucose index as a cardiometabolic marker associated with heart rate variability and 1-year cardiovascular rehospitalization in chronic coronary syndromes with comorbid anxiety: a retrospective cohort study.Frontiers in endocrinology · 2026Article
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Abstract
backgroundPost-myocardial infarction (MI) patients remain at high risk of mortality and recurrent cardiovascular events. Metabolic disorders in patients after MI are closely related to high residual cardiovascular risk. The cholesterol, high-density lipoprotein, and glucose (CHG) index, calculated as Ln {[TC (mg/dL) × FBG (mg/dL)]/[2 × HDL-C (mg/dL)]}, is a recently proposed composite metabolic index. This study aimed to investigate the association between the CHG index and adverse outcomes in MI populations.
methodsThis study included two cohorts: 16,959 individuals with a history of MI from the UK Biobank and 6,253 post-MI patients with coronary artery disease from Fuwai Hospital. The primary endpoints in the UK Biobank cohort were all-cause mortality and cardiovascular mortality. In the Fuwai Hospital cohort, the primary endpoint was major adverse cardiovascular events (MACE, including all-cause mortality, non-fatal MI, and ischemia-mediated revascularization) and hard endpoint (including cardiovascular mortality and non-fatal MI). Cox proportional hazards models, Kaplan-Meier curves, and restricted cubic splines (RCS) were used to evaluate the associations between the CHG index and the endpoints. Time-dependent receiver operating characteristic (ROC) curves were employed to assess the predictive performance.
resultsIn the UK Biobank cohort (median follow-up of 13.4 years), after multivariate adjustment, compared to the Q1 of the CHG index, Q4 showed significantly increased risks of all-cause mortality (HR: 1.39, 95% CI: 1.33-1.41) and cardiovascular mortality (HR: 1.42, 95% CI: 1.14-1.74). In the Fuwai Hospital cohort (median follow-up of 3.1 years), the CHG Q4 group also demonstrated a significantly elevated risk of MACE (HR: 1.37, 95% CI: 1.17-1.61) and hard endpoint (HR: 1.87, 95% CI: 1.24-2.81). Kaplan-Meier curves showed significant separation in cumulative event rates across CHG quartiles in both cohorts (log-rank P < 0.05). RCS analyses demonstrated positive linear associations between CHG and all outcomes in both cohorts. Time-dependent ROC curves showed that the CHG index consistently outperformed the TyG index model in predicting adverse outcomes (all FDR-adjusted P < 0.05).
conclusionsIn two large independent cohorts of individuals with prior MI, the CHG index was independently associated with risks of adverse events. While its independent discriminative power is modest, the index serves as a valuable adjunctive tool that enhances risk reclassification, warranting further validation in prospective clinical settings to confirm its utility in secondary prevention.
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