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The relationship between cholesterol, high-density lipoprotein, and glucose index and hypertension: A study based on two national cohorts.
Article in Science progress. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 9 papers.
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Who cites it
9 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
- Cumulative exposure and dynamic trajectories of the C-reactive protein-triglyceride-glucose index (CTI) versus the cholesterol, high-density lipoprotein, and glucose index (CHG) for incident hypertension prediction: a national cohort study.Cardiovascular diabetology · 2026Article
- Beyond the triglyceride-glucose index, the cholesterol- high-density lipoprotein -glucose index as a superior predictor for diabetes risk in patients with major adverse cardiovascular events: dual evidence from the CHARLS database and real-world data.Frontiers in endocrinology · 2026Article
- Associations of cholesterol, high-density lipoprotein and glucose index and triglyceride-glucose-related indices with carotid atherosclerosis in young and middle-aged individuals.Frontiers in endocrinology · 2026Article
- Association of the total cholesterol-high-density lipoprotein-glucose index with metabolic-associated steatotic liver disease: a 5-year retrospective cohort study.Frontiers in medicine · 2026Article
- Association of cholesterol, high-density lipoprotein, and glucose (CHG) index with chronic kidney disease in Chinese community adults: findings from the REACTION study.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
- Combined associations of the frailty index and CHG index with cardiometabolic multimorbidity: a longitudinal study from the CHARLS cohort.Frontiers in nutrition · 2026Article
- Association of multiple cholesterol-related indices with diabetic nephropathy: A cross-sectional analysis of the NHANES database.Science progressArticle
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Authors and funding
5 authors.
Funding
No grant is acknowledged in the PubMed record.
Abstract
BackgroundHypertension remains a major global public health concern and is strongly linked to metabolic dysregulation. The cholesterol-high-density lipoprotein-glucose index, a recently proposed composite marker that integrates lipid and glycemic parameters, has not been comprehensively investigated in relation to hypertension.MethodsData from two nationally representative cohorts were analyzed: the China Health and Retirement Longitudinal Study (CHARLS) for longitudinal evaluation and the US National Health and Nutrition Examination Survey (NHANES) for cross-sectional assessment. Logistic regression analyses were used to examine the association between the cholesterol-high-density lipoprotein-glucose index and hypertension. Restricted cubic spline models were applied to assess potential non-linear relationships, while receiver operating characteristic curves were employed to evaluate the discriminative capacity of the cholesterol-high-density lipoprotein-glucose index. Sensitivity analyses were conducted to confirm the robustness of the findings.ResultsA total of 4031 participants from CHARLS and 10,355 participants from NHANES were included. Higher cholesterol-high-density lipoprotein-glucose index values were significantly and independently associated with an increased risk of hypertension in both cohorts. In the CHARLS cohort, each one-unit increase in cholesterol-high-density lipoprotein-glucose corresponded to a 1.60-fold higher risk of hypertension after full adjustment, while in the NHANES cohort, the risk was 1.73-fold higher. Restricted cubic spline analysis indicated a linear association between cholesterol-high-density lipoprotein-glucose and hypertension. Receiver operating characteristic curve analyses demonstrated modest discriminative ability (AUC: 0.566 in CHARLS; 0.612 in NHANES). Sensitivity analyses supported the consistency and stability of these results.ConclusionThe cholesterol-high-density lipoprotein-glucose index shows an independent and positive association with hypertension across diverse populations. However, its discriminative power as a standalone marker remains modest and should be interpreted with caution. Further prospective and mechanistic studies are needed to validate its clinical applicability and to explore the potential value of integrating cholesterol-high-density lipoprotein-glucose with other cardiometabolic risk indicators.
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Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the Socratic graph.