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February 28, 2026Scientific Reports0 citationsOpen Access

Cholesterol–high-density lipoprotein–glucose index versus triglyceride–glucose-derived indices for predicting 10-year cardiovascular mortality in the MASHAD cohort

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ATAli TajikMGMajid Ghayour-MobarhanSDSusan Darroudi

Key Result

Each standard deviation increase in the Cholesterol-HDL-Glucose index raised the risk of cardiovascular mortality by 35.4%, outperforming the Triglyceride-Glucose index and its derivatives.

Key Points

  • The study aims to compare the predictive value of the Cholesterol-HDL-Glucose (CHG) index and the Triglyceride-Glucose (TyG) index for cardiovascular mortality.
  • Analyzed data from the MASHAD cohort over a 10-year follow-up.
  • Calculated CHG, TyG, and derived substitutes; assessed associations with mortality using various statistical models.
  • Performed receiver operating characteristic analysis and subgroup analyses to evaluate predictive capabilities.
  • Higher CHG values were associated with a significant increase in cardiovascular mortality risk, outperforming TyG.
  • Each standard deviation increase in CHG raised cardiovascular mortality risk by 35.4%.
  • For all-cause mortality, CHG showed a 21.4% higher risk per standard deviation increase.

Study Design

Type

Cohort (n=7,467)

Structured PICO

Does the Cholesterol-HDL-Glucose (CHG) index better predict cardiovascular mortality compared to the Triglyceride-Glucose (TyG) index in middle-aged adults?

P
Population
7,467 middle-aged adults (35–65 years) in the Mashhad Stroke and Heart Atherosclerotic Disorder (MASHAD) cohort study
I
Intervention
Cholesterol-HDL-Glucose (CHG) index
C
Comparator
Triglyceride-Glucose (TyG) index and its derived substitutes combined with obesity measures
O
Outcome
Cardiovascular mortality over at least 10-year follow-uphard clinical

The CHG index is a strong, independent predictor of 10-year cardiovascular mortality, outperforming the TyG index in middle-aged adults.

Main Result

Effect estimate: 35.4% risk increase per 1-SD

Abstract

Cardiovascular diseases (CVDs) remain a major global health challenge, accounting for substantial illness and death worldwide. Growing evidence suggests that insulin resistance (IR) has a substantial role in their development and progression. A recently introduced IR surrogate marker, the Cholesterol-HDL-Glucose (CHG) index, has been suggested as an index for identifying metabolic disturbances, but its value in predicting cardiovascular mortality has not been clearly established. This study set out to examine how well the CHG index predicts cardiovascular mortality when compared with the Triglyceride-Glucose (TyG) index and its variants combined with obesity measures. We analyzed data from middle-aged adults (35–65 years) in the Mashhad Stroke and Heart Atherosclerotic Disorder (MASHAD) cohort study, with data collected from 2011 to 2020. Cardiovascular and all-cause mortalities were tracked over at least 10-year follow-up. The CHG, TyG and its derived substitutes were calculated, and their associations with mortality outcomes were assessed using univariate and multivariate Cox regression models. Additionally, receiver operating characteristic (ROC) analysis, Harrell’s C-index, restricted cubic spline (RCS), net reclassification improvement (NRI) and integrated discrimination improvement (IDI), likelihood-based pseudo-R² and the share of explainable log-likelihood, decision curve analysis (DCA) for clinical utility, Kaplan-Meier survival curves, Fine and Grey subdistribution hazard models, E-value for robustness of associations, and subgroup analysis were performed in statistical analysis. Among 7467 participants who were analyzed, higher CHG values were strongly associated with a greater risk of both cardiovascular and all-cause mortality. Each standard deviation (SD) increase in CHG value, raise the risk of cardiovascular mortality by 35.4%, and 31.9% in competing-risk analysis, which was higher than TyG and its related markers. For all-cause mortality, 1-SD increase in CHG was associated with 21.4% higher risk. In predicting cardiovascular mortality, CHG outperformed TyG and its derivatives on ROC, C-index, IDI, pseudo-R², share of log-likelihood and DCA measures. For all-cause mortality, certain TyG-based indices performed better. RCS modeling indicated a linear relationship between CHG and cardiovascular mortality, and a non-linear relationship with all-cause mortality. Survival analysis, robustness checks, and subgroup analyses supported these findings, with no evidence of effect modification for cardiovascular mortality. Elevated CHG is independently associated with a higher risk of cardiovascular mortality and shows a consistent linear pattern. It provides stronger predictive value for cardiovascular death than TyG and its derivatives, supporting its role as a useful marker for assessing CVD risk.

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Cite This Study

Tajik et al. (2026) conducted a cohort in Cardiovascular mortality (n=7,467). Cholesterol-HDL-Glucose (CHG) index vs. Triglyceride-Glucose (TyG) index and its variants was evaluated on Cardiovascular mortality (35.4% risk increase per 1-SD). Each standard deviation increase in the Cholesterol-HDL-Glucose index raised the risk of cardiovascular mortality by 35.4%, outperforming the Triglyceride-Glucose index and its derivatives.

synapsesocial.com/papers/69a286a70a974eb0d3c01cf0https://doi.org/10.1038/s41598-026-41569-1
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