ArticleLipids in health and disease2025
Exploring the U-shaped nonlinear relationship of CHG index with metabolic syndrome and mortality risks in metabolic syndrome patients.
Article in Lipids in health and disease, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 19 papers.
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Who cites it
19 citing papers in PubMed.
- Predictive value of cholesterol, high-density lipoprotein, and glucose index-obesity-derived index for stroke: a cohort study.Lipids in health and disease · 2026Article
- Comparative evaluation of nine insulin resistance indices for 10-year coronary artery disease risk prediction in non-diabetic adults.Scientific reports · 2026Article
- CHG index and ePWV jointly predict cardiovascular disease risk: findings from the CHARLS cohort.BMC cardiovascular disorders · 2026Article
- Association of various insulin resistance surrogate markers with mortality risk in critically ill patients with ischemic stroke: a retrospective cohort study.Cardiovascular diabetology · 2026Article
- The prognostic significance of cholesterol, high-density lipoprotein and glucose (CHG) index in evaluating all-cause mortality risk in metabolic dysfunction-associated steatotic liver disease (MASLD) individuals: evidence from two cohort studies.Cardiovascular diabetology · 2026Article
- The Association Between Cholesterol, High-Density Lipoprotein, and Glucose Index and Mortality in Young and Middle-Aged Adults With Diabetes or Prediabetes: NHANES Data (1999-2018).Cardiology research · 2026Article
- Associations of cumulative exposure and dynamic trajectories of cholesterol-HDL-glucose (CHG) index with cardiovascular disease in middle-aged and older Chinese adults: a longitudinal analysis.Cardiovascular diabetology · 2026Article
- Associations between storm exposure patterns and metabolic syndrome risk in Chinese adults: a CHARLS-based prospective cohort study.International journal of health geographics · 2026Article
- Association of cumulative cholesterol-HDL-glucose index with blood pressure changes and risk of new-onset hypertension in middle-aged and older adults: a cohort study.Cardiovascular diabetology · 2026Article
- Association of cholesterol, high-density lipoprotein and glucose (CHG) index with mortality risk in metabolic dysfunction-associated steatotic liver disease (MASLD) adults: results from two prospective cohorts.Cardiovascular diabetology · 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
- 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
- Evaluation of the CHG index for identifying metabolic dysfunction associated steatotic liver disease: evidence from two independent Asian non-obese populations.Frontiers in nutrition · 2026Article
- Association of remnant cholesterol and cholesterol, high-density lipoprotein, and glucose index with unfavorable outcomes after intravenous thrombolysis in acute ischemic stroke: a dual-center cohort study.Frontiers in immunology · 2026Article
- A novel glucose-lipid metabolism-related indicator and its association with metabolic dysfunction-associated fatty liver disease: a cross-sectional study based on a health check-up population.Frontiers in endocrinology · 2026Article
- Cholesterol, high-density lipoprotein, and glucose (CHG) index and incident impaired fasting glucose in Chinese adults: a retrospective longitudinal cohort study.Frontiers in nutrition · 2026Article
- Association of C-reactive protein to albumin ratio with prevalence and mortality in metabolic syndrome: NHANES 1999-2010.European journal of medical research · 2025Article
- Article
- The relationship between cholesterol, high-density lipoprotein, and glucose index and hypertension: A study based on two national cohorts.Science progressArticle
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6 authors.
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Abstract
backgroundMetabolic syndrome (MetS) is a worldwide condition that markedly elevates the risk of chronic conditions. The cholesterol, high-density lipoprotein, and glucose (CHG) indices simultaneously reflect various metabolic parameters, including lipid metabolism, cardiovascular function, and insulin sensitivity, providing considerable clinical value. This study aimed to investigate the association between the CHG index and MetS, along with their connections with all-cause death and cardiovascular disease (CVD) death in individuals with MetS.
methodsThe NHANES dataset (2001-2018) was used to assess the relationship between the CHG index and MetS via cross-sectional research and weighted logistic regression analysis. Cohort studies and a weighted Cox proportional hazards model were employed to investigate the relationships of CHG with all-cause mortality and cardiovascular mortality in individuals with MetS. A possible nonlinear association between the CHG score and MetS, along with all-cause and CVD mortality in MetS patients, was assessed via general additive models and smooth fitting of curves. Kaplan‒Meier (K‒M) survival curves were generated to illustrate prognostic variations across CHG index quartiles. Subgroup analyses were performed to investigate discrepancies in these associations across different populations. Finally, the consistency and dependability of the outcomes were verified through repeated analysis via multiple imputation of the data and external validation with CHARLS.
resultsAfter adjusting for relevant confounding factors, the CHG index was positively correlated with all-cause Mortality and CVD Mortality among individuals with MetS. Further analysis revealed a U-shaped nonlinear relationship for these associations, with inflection points at 46.12, 52.67, and 50.82, respectively. K‒M survival curve analysis indicated that the prognosis for the middle quartile of the CHG index was better than that for both the lower and upper quartiles. Subgroup analyses further highlighted differences in these associations across various populations. Ultimately, the sensitivity analysis demonstrated the robustness of the findings.
conclusionThe CHG index has a substantial U-shaped nonlinear association with the incidence of MetS and the risk of all-cause and cardiovascular death in patients with MetS. Previous interventions have focused primarily on high-risk extremes, but the findings of this study suggest that patients with low CHG levels should also be included in monitoring. Future prospective studies are needed to validate these findings and explore their potential clinical applications in managing MetS patients.
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