ArticleFrontiers in endocrinology2023
Gamma-glutamyl transferase to high-density lipoprotein cholesterol ratio is a more powerful marker than TyG index for predicting metabolic syndrome in patients with type 2 diabetes mellitus.
Article in Frontiers in endocrinology, 2023. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 15 papers.
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15 citing papers in PubMed, 17 citations in OpenAlex.
- Persistently elevated serum gamma-glutamyl transferase is associated with pancreatic cyst development: A sex-stratified propensity score matched multicenter cohort study.Annals of hepato-biliary-pancreatic surgery · 2026Article
- Review
- Impact of MMC-assisted glycemic control assistant on biochemical indicators of glucose metabolism in type 2 diabetes: A retrospective study.Journal of medical biochemistry · 2026Article
- Comment on the Association Between the GGT/HDL-C Ratio and Diabetic Kidney Disease Risk [Letter].Diabetes, metabolic syndrome and obesity : targets and therapy · 2026Article
- Sex and age-specific gamma-glutamyl transferase to high-density lipoprotein cholesterol ratio: a potential marker of subclinical arterial stiffness elevation.Frontiers in cardiovascular medicine · 2026Article
- Association between different metabolic obesity phenotypes and hyperuricemia: the modifying role of liver enzymes.Frontiers in public health · 2026Article
- A Nonlinear Association Between Gamma-Glutamyltransferase to High-Density Lipoprotein Cholesterol Ratio and Arterial Stiffness in Japanese Population: A Secondary Analysis Based on a Cross-Sectional Study.Vascular health and risk management · 2026Article
- A cross sectional study of the diabetes mediated GGT to HDL ratio and cognitive function in older adults.Scientific reports · 2025Article
- Evaluating the Discriminative Performance of Noninvasive Biomarkers in Chronic Hepatitis B/C, Alcoholic Cirrhosis, and Nonalcoholic Cirrhosis: A Comparative Analysis.Diagnostics (Basel, Switzerland) · 2025Article
- Association between gamma-glutamyl transferase and diabetes factors among elderly nonobese individuals.Medicine · 2025Observational
- Systematic interrogation of functional genes underlying cholesterol and lipid homeostasis.Genome biology · 2025Article
- Elevated GGT to HDL ratio as a marker for the risk of NAFLD and liver fibrosis.Scientific reports · 2025Article
- Association between the triglyceride glucose index and acute kidney injury following traumatic brain injury.Scientific reports · 2025Article
- Association Between GGT/HDL-C Ratio and Diabetic Kidney Disease in Patients with Type-2 Diabetes Mellitus.Diabetes, metabolic syndrome and obesity : targets and therapy · 2025Article
- The association between liver function tests abnormalities and type 2 diabetes mellitus patients in Saudi Arabia: a cross-sectional study.Frontiers in clinical diabetes and healthcare · 2025Article
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Authors and funding
5 authors at 2 institutions in 1 country.
Funding
No grant is acknowledged in the PubMed record.
Abstract
Purpose: The prevalence of metabolic syndrome (MetS) is increasing globally and has become a global and national public health problem that cannot be ignored as an independent predictor of cardiovascular events, cancer and all-cause mortality. γ-glutamyl transferase (GGT) and high-density lipoprotein cholesterol (HDL-C) are associated with insulin resistance, dyslipidemia and oxidative stress. This study was designed to explore the relationship and predictive performance between γ-glutamyl transferase high-density lipoprotein cholesterol ratio (GGT/HDL-C) and MetS. Methods: This was a cross-sectional study. MetS was diagnosed from biochemical and anthropometric data in subjects with T2DM. Multivariate logistic regression was used to analyses the relationship between GGT/HDL-C ratio, TyG index and HOMA-IR and MetS in subjects with T2DM. Receiver operating characteristic (ROC) curve was drawn and the areas under the curve (AUC) were used to assess the ability of these indexes in screening MetS in subjects with T2DM. Statistical differences between the AUC values of these indexes were compared. In addition, we performed subgroup analyses and interactions. Results: 769 (70.55%) patients with T2DM were defined as having MetS. patients with MetS had higher anthropometric values and biochemical indicators compared to those without MetS. Multivariate logistic regression analysis of GGT/HDL-C ratio was an independent risk factor for MetS (Per 1 SD increase, OR = 2.49, 95% CI: 1.51, 4.10). According to ROC curve analysis, the value of GGT/HDL-C ratio in predicting MetS in subjects with T2DM was superior to that of TyG index and HOMA-IR. The best cut-off value for GGT/HDL-C prediction was 19.94. Conclusions: GGT/HDL-C ratio may be an important predictor of MetS in subjects with T2DM, and its predictive power is stronger than that of TyG index and HOMA-IR. The risk of MetS in subjects with T2DM is increased in the presence of a higher GGT/HDL-C ratio.
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