Skip to content
Open access

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

Aug 2026 · Cardiovascular Diabetology · Vol 25 · 0 citations · 82 references
Medicine

TL;DR

Among individuals with MASLD, CHG-related indices, particularly CHG-WHtR and CHG-WC, were associated with incident CMM and transition-specific disease progression and improved risk prediction, and readily available indices may help refine CMM risk stratification in MASLD.

Abstract

Dysregulation of cholesterol, high-density lipoprotein cholesterol, and glucose metabolism is thought to be an important metabolic link between metabolic dysfunction-associated steatotic liver disease (MASLD), type 2 diabetes (T2D), and cardiovascular disease. Although the cholesterol-high-density lipoprotein-glucose (CHG) index and its adiposity-derived indices have been associated with individual cardiometabolic diseases (CMDs), their associations with cardiometabolic multimorbidity (CMM), stage-specific disease progression, and risk prediction in individuals with MASLD remain unclear. This prospective cohort study included 109,434 UK Biobank participants with MASLD and without T2D, coronary heart disease (CHD), or stroke at baseline. Eight CHG-related indices were evaluated. Incident CMM was defined as the occurrence of at least two of the three CMDs. Cox models estimated associations with incident CMM. Multistate models characterized transitions from a disease-free state to individual CMD and subsequently to CMM. Incremental prediction was assessed using the C-index, net reclassification improvement (NRI), and integrated discrimination improvement (IDI). Exploratory mediation analyses evaluated circulating biomarkers related to metabolic, inflammatory, hepatic and renal pathways. During a median follow-up of 16.4 years, 4225 participants developed CMM. All CHG-related indices were associated with higher CMM risk, with the strongest associations observed for CHG-waist-to-height ratio (CHG-WHtR; hazard ratio [HR] per 1-standard deviation [SD] increment, 1.61; 95% confidence interval [CI] 1.57–1.65) and CHG-waist circumference (CHG-WC; HR, 1.59; 95% CI, 1.55–1.63). Adding each index to conventional risk models improved discrimination and risk classification. CHG-WHtR and CHG-WC showed relatively favorable predictive performance, although the absolute differences between indices were modest. In multistate analyses, associations were strongest for disease-free to T2D and CHD-to-CMM transitions. Exploratory biomarker analyses showed that baseline biomarker domains related to glycemic regulation, lipid metabolism, inflammation, and hepatic and renal function were statistically linked to these associations. Among individuals with MASLD, CHG-related indices, particularly CHG-WHtR and CHG-WC, were associated with incident CMM and transition-specific disease progression and improved risk prediction. These readily available indices may help refine CMM risk stratification in MASLD.

Read PDF

Similar papers

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 Open access Sep 2026

Association between glycerol triglyceride glucose-related index and cardiovascular disease in individuals with metabolic dysfunction-associated steatotic liver disease: NHANES 1999–2023

TyG and TyG-WHtR showed positive associations with CVD in patients with MASLD, with a remarkable threshold effect observed for TyG, which are simple auxiliary markers to screen high-risk subgroups during population epidemiological surveys.

Song-Shan Li, Shu-Ling Rong, Bin Yang et al. · 0 citations
Open access Sep 2026

Different blood lipid profiles and their role in cardiometabolic disease progression: A comparative study between an East Asian and European Large Prospective Cohorts

Cardiometabolic multimorbidity (CMM), the coexistence of two or more cardiometabolic diseases (CMDs), poses a significant global health burden. However, the role of individual lipid parameters in cardiometabolic disease progression remains insufficiently understood. We analyzed 95,711 Kailuan study participants and 3...

Li-Li Huang, Zhe Huang, Fan-Di Mo et al. · 0 citations
Open access Aug 2026

Association of the cholesterol-high-density lipoprotein-glucose index with coronary atherosclerotic burden in patients with coronary artery disease

A higher CHG index was associated with a higher Gensini score in patients with CAD, suggesting that this simple and inexpensive metabolic marker may provide complementary information for assessing coronary atherosclerotic burden.

Jia-Yu Zhang, Hong-Xin Dong, Sheng Lei 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
Review Open access Aug 2026

Non-HDL-C to HDL-C ratio and risks of all-cause and cardiovascular mortality in patients with coronary heart disease and type 2 diabetes mellitus

Dyslipidemia is a major contributor to adverse outcomes in patients with coronary heart disease (CHD) and type 2 diabetes mellitus (T2DM). The non-high-density lipoprotein cholesterol to high-density lipoprotein cholesterol ratio (NHHR) is a comprehensive lipid marker, but its prognostic value in this high-risk populat...

Niuniu Wang, Xue-Jin Chen, Hao-Ran Li 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.