ArticleThe Journal of international medical research2025
Association between the cholesterol, high-density lipoprotein, and glucose index and type 2 diabetes mellitus prevalence in US adults: A cross-sectional study based on National Health and Nutrition Examination Survey 2009-2018.
Article in The Journal of international medical research, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 10 papers.
What it found
Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.
The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.
The trial behind it
Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.
Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.
Who cites it
10 citing papers in PubMed.
- The cholesterol, high-density lipoprotein, and glucose index and its derived indices predict diabetic kidney disease development and progression: evidence from two nationwide cohorts and a biopsy-proven clinical cohort.Cardiovascular diabetology · 2026Article
- Nonlinear associations between the cholesterol, high-density lipoprotein, and glucose index and type 2 diabetes risk in Chinese prediabetic adults: a cohort study.Scientific reports · 2026Article
- Associations between the CHG index, its modified versions and incident stroke in patients with early-stage CKM syndrome: a nationwide cohort study.European journal of medical research · 2026Article
- Association of a novel index, the total cholesterol-high-density lipoprotein-glucose index, with diabetes mellitus in Chinese adults: a retrospective cohort study.Frontiers in endocrinology · 2026Article
- Dose-response relationships of normal blood lipid levels in metabolic and endocrine diseases: mechanistic similarities, differences, and functional insights.Frontiers in endocrinology · 2026Review
- Prognostic value of four insulin resistance indices in predicting new-onset hypertension: a retrospective cohort study.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
- 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
- Mediation by Lipid-Glucose Metabolic Indices in the Association Between Overweight and T2DM Among Shanghai Community-Dwelling Older Adults.Journal of diabetes research · 2026Article
- Association of the cholesterol-HDL-glucose index with prevalent metabolic dysfunction-associated steatotic liver disease and its incremental metabolic-hepatic assessment value: a hospital-based cross-sectional study.Frontiers in nutrition · 2026Article
Corrections and comments
PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.
Authors and funding
5 authors.
Funding
No grant is acknowledged in the PubMed record.
Abstract
ObjectiveTo investigate the association between the cholesterol, high-density lipoprotein, and glucose (CHG) index and type 2 diabetes mellitus prevalence in US adults.MethodsThis cross-sectional study included 11,390 participants from the National Health and Nutrition Examination Survey 2009-2018 cycles. The CHG index was calculated using total cholesterol, high-density lipoprotein, and fasting blood glucose levels. Weighted logistic regression was used to assess the association between the CHG index and type 2 diabetes mellitus prevalence, and restricted cubic spline analysis was applied to examine potential nonlinear relationships. Receiver operating characteristic curves were used to evaluate the diagnostic performance of the CHG index, and the results were compared with those of the triglyceride-glucose index.ResultsA higher CHG index was significantly associated with increased type 2 diabetes mellitus prevalence (odds ratio: 4.30, 95% confidence interval: 3.21-5.77, p < 0.001) after adjusting for multiple confounders. Restricted cubic spline analysis showed a nonlinear relationship, demonstrating an elevated risk of type 2 diabetes mellitus in patients with a CHG index of >5.24. The association remained consistent across all subgroups. The CHG index demonstrated good predictive value (area under the curve = 0.721; optimal cutoff = 5.47; sensitivity = 0.53; specificity = 0.80), comparable to that of the triglyceride-glucose index (area under the curve = 0.730; optimal cutoff = 8.84; sensitivity = 0.62; specificity = 0.73).ConclusionThe CHG index may be associated with type 2 diabetes mellitus prevalence and could serve as a simple, accessible biomarker for early risk identification. Further prospective studies are needed to validate its clinical utility.
Indexed as
Identifiers
What Socratic holds
Registered trials
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.