ArticleFrontiers in endocrinology2026
Investigating the prediction potential of cholesterol, high-density lipoprotein, and glucose index surpasses TyG, AIP, and METS-IR for type 2 diabetes: a longitudinal cohort study.
Article in Frontiers in endocrinology, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 6 papers.
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Who cites it
6 citing papers in PubMed.
- The cholesterol, high-density lipoprotein, and glucose index and its derived indices predict cardiometabolic multimorbidity development and progression in metabolic dysfunction-associated steatotic liver disease individuals: a prospective cohort study.Cardiovascular diabetology · 2026Article
- Nonlinear associations between the cholesterol, high-density lipoprotein, and glucose index and type 2 diabetes risk in Chinese prediabetic adults: a cohort study.Scientific reports · 2026Article
- Editorial: Interplay between glucose and lipid homeostasis in metabolic health.Frontiers in endocrinology · 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
- 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
- Association of the triglyceride-glucose index/high-density lipoprotein cholesterol ratio, a novel insulin resistance marker, with incident diabetes mellitus: a large-scale retrospective cohort study.Frontiers in endocrinology · 2026Article
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4 authors.
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Abstract
Objective: To compare the predictive performance of the novel Cholesterol, High-Density Lipoprotein, and Glucose (CHG) index for the incident type 2 diabetes mellitus (T2DM) versus the established indices-triglyceride-glucose (TyG), atherogenic index of plasma (AIP), and metabolic score for insulin resistance (METS-IR). Methods: A longitudinal cohort study was performed on 15, 453 participants from the NAGALA cohort (2004-2015) without baseline T2DM. The CHG index was calculated from total cholesterol (TC), high-density lipoprotein cholesterol (HDL-C), and fasting blood glucose (FBG). Several additional indices were established, including the TyG, AIP, and METS-IR. Cox regression, Kaplan-Meier analysis, restricted cubic spline (RCS) analysis, and time-dependent receiver operating characteristic (ROC) curves were performed to determine the predictive performance, after adjusting for various confounders (e.g., obesity, liver function). Robustness was assessed through sensitivity analyses. Results: During a 6.13-year follow-up, 373 T2DM cases were recorded. In the fully adjusted models, we found that the CHG index had the highest hazard ratio (HR): 6.18 per unit (95% CI: 3.38-11.27), outperforming the TyG index (HR: 1.39), AIP (HR: 1.80), and METS-IR (HR: 1.07). Quartile analysis revealed a dose-response relationship for CHG (Q4 HR: 4.36 vs. Q1, Conclusions: The CHG index that integrates cholesterol, HDL-C, and glucose metabolism, showed superior predictive performance for the incidence of T2DM. Suggesting that it effectively captures the multifactorial pathophysiology of the disease. It is based on routine biomarkers making it easily applicable in risk stratification, offering a cost-effective tool for early intervention and precise prevention in clinical and public health settings.
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