Skip to content
Open access

Joint Association of Cholesterol, High‐Density Lipoprotein and Glucose Index, and Circadian Syndrome With Incidence of Cardiovascular Disease: Results From National Longitudinal Prospective Studies

Jan 2026 · Cardiovascular Therapeutics · Vol 2026 · 0 citations · 61 references
Medicine

TL;DR

Elevated CHG index and CircS independently associated with a higher risk of CVD, and incorporating them into the SCORE2 Asia‐Pacific model modestly enhances long‐term CVD risk prediction.

Abstract

Background The cholesterol, high‐density lipoprotein, and glucose (CHG) index and circadian syndrome (CircS) are potential contributors for cardiovascular disease (CVD). This study evaluated their independent, combined associations, and interactions with CVD risk. Methods The study included participants aged ≥ 45 years without baseline CVD. Participants were classified according to the median or quartile levels of the CHG index and the binary status of CircS. Univariate and multivariate Cox regression models, along with Fine–Gray competing risk models assessed individual and joint effects. Both additive and multiplicative interactions were evaluated. Restricted cubic spline (RCS) analyses were conducted to visualize the dose–response relationship between the CHG index and CVD risk. Receiver operating characteristic (ROC) curve analyses assessed the predictive performance with the SCORE2 Asia‐Pacific model for CVD at multiple time points. Results Among 6739 eligible participants, 1420 (21.1%) participants developed CVD during follow‐up. Both higher CHG index and CircS were independently associated with increased CVD risk. Compared with low CHG index and no CircS, participants with high CHG index and CircS had higher CVD risk (hazard ratio (HR)): 1.67, 95% confidence interval (CI): 1.46–1.90). No significant additive or multiplicative interactions were observed, but the significant ones were identified in external validation ELSA cohort. Integrating CHG index and CircS modestly improved SCORE2 Asia‐Pacific model predictions, especially for 5‐, 7‐, and 9‐year long‐term CVD risk. Conclusions Elevated CHG index and CircS independently associated with a higher risk of CVD. Significant interactions were identified, incorporating them into the SCORE2 Asia‐Pacific model modestly enhances long‐term CVD risk prediction. These readily measurable markers may therefore be applied to earlier identify high‐risk individuals, enabling more targeted CVD prevention strategies and optimize risk management in clinical practice.

Read PDF

Similar papers

Open access Sep 2026

Association of cumulative cholesterol-HDL-glucose index with cardiovascular disease risk in individuals with cardiovascular-kidney-metabolic syndrome stages 0–3: a nationwide prospective cohort study

Cardiovascular–kidney–metabolic (CKM) syndrome integrates cardiovascular disease, chronic kidney disease, and metabolic risk factors, highlighting their interaction and shared progression. The cholesterol–HDL–glucose (CHG) index is a composite lipid–glucose index that may reflect metabolic dysfunction related to insuli...

Hai-Chen Wang, Xin-Yue Wang, Ya-Di Wu et al. · 0 citations
Open access Sep 2026

Comparative associations of cumulative cholesterol-HDL-glucose index and triglyceride-glucose index with risk of cardiovascular disease in individuals with cardiovascular-kidney-metabolic syndrome stages 0-3: a prospective cohort study

Investigating the impact of cumulative CHG index on CVD development in individuals with CKM syndrome stages 0–3 and compared the predictive performances of triglyceride-glucose (TyG) index and CHG index for CVD suggests that longitudinal monitoring of CHG index and TyG index may provide additional information for CVD r...

Jiabaili Wang, Qian Liu, Meng-Hui Li et al. · 0 citations
Review Sep 2026

Association between the cholesterol-high-density lipoprotein-glucose index and the prevalence of depressive symptoms among U.S. adults: An exploratory analysis of nationally representative cross-sectional data.

In this nationally representative sample of U.S. adults, the CHG index was positively associated with the prevalence of depressive symptoms and it was suggested that HOMA-IR and ALB may statistically account for part of this association.

Yan Chen, Ning-Kun Xiao, Qing-Zhi Zhou et al. · 0 citations
Open access Aug 2026

Differential pathway profiles of uric acid and the non-high-density lipoprotein cholesterol to high-density lipoprotein cholesterol ratio (NHHR) in predicting incident type 2 diabetes: a prospective cohort study

Serum uric acid (UA) and the non-high-density lipoprotein cholesterol to high-density lipoprotein cholesterol ratio (NHHR) are both established risk factors for type 2 diabetes mellitus (T2DM), yet their metabolic pathways to diabetes may differ substantially. This study compared the independent associations of UA and...

Wei-Qiang Qin, Bo Liu, Xiao-Li Yi et al. · 0 citations
Open access Oct 2026

The cholesterol, high‐density lipoprotein, and glucose index and its derivatives related to obesity and inflammation as novel metabolic markers for predicting new‐onset cardiovascular‐liver‐metabolic multimorbidity: A prospective cohort study

ABSTRACT Background Cardiovascular‐liver‐metabolic multimorbidity (CLMM), defined as the co‐occurrence of at least two of cardiovascular disease, type 2 diabetes, and metabolic dysfunction‐associated steatotic liver disease, is an increasing health burden. We evaluated the cholesterol, high‐density lipoprotein, and glu...

Zhong-Hua Sun, Aikeliyaer Ainiwaer, Ya-Meng Xu et al. · 0 citations
Review Open access Aug 2026

Association of baseline and cumulative cholesterol–high-density lipoprotein–glucose index with cardiometabolic multimorbidity: prospective evidence from two cohort studies

It is suggested that CHG, particularly its cumulative exposure, may serve as a potential marker of CMM risk and burden, however, further prospective validation is needed before CHG can be used for clinical risk prediction or to define decision thresholds.

Hui-Lin Li, Yu-Xin Zhang, Fuxin Zha et al. · 0 citations

We use cookies to run the site and, with your consent, for analytics and to show ads. See our Cookie Policy.