ArticleFrontiers in public health2024
Elevated TyG index associated with increased prevalence of gallstones in a United States cross-sectional study.
Article in Frontiers in public health, 2024. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 10 papers.
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Who cites it
10 citing papers in PubMed.
- Article
- Association of the Triglyceride-Glucose Index With Gallstone Disease: A Systematic Review and Meta-Analysis of Observational Studies.JGH open : an open access journal of gastroenterology and hepatology · 2026Review
- Enhanced prediction of cholecystectomy using obesity-modified TyG indices: a machine learning and SHAP-based study.European journal of medical research · 2025Article
- Association between triglyceride glucose index-related indices with gallbladder disease: a prospective cohort study in rural China.Scientific reports · 2025Article
- The association between frailty and recurrent pregnancy loss in reproductive-aged women: a cross-sectional study.Scientific reports · 2025Article
- Association between various insulin resistance surrogates and gallstone disease based on national health and nutrition examination survey.Scientific reports · 2025Article
- Central adiposity indices and inflammatory markers mediate the association between life's crucial 9 and periodontitis in US adults.Lipids in health and disease · 2025Article
- Association between platelet-to-high-density lipoprotein cholesterol ratio and gallstone prevalence in the American adult population: a cross-sectional study analysis.BMC gastroenterology · 2025Article
- An association between average daily sleep duration and gallstones in US adults.Scientific reports · 2025Article
- Cardiometabolic index as a predictor of gallstone incidence in U.S. adults: insights from NHANES 2017-2020.BMC gastroenterology · 2025Article
Corrections and comments
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Authors and funding
4 authors.
Funding
No grant is acknowledged in the PubMed record.
Abstract
Objective: This study aimed to investigate the correlation between the triglyceride-glucose (TyG) index and the incidence of cholelithiasis. Research approach: In this investigation, a cross-sectional analysis was undertaken utilizing data from the US National Health and Nutrition Examination Survey (NHANES) spanning the years 2017 to 2020. The TyG index served as an independent predictor, while gallstone prevalence was considered the dependent variable of interest. We employed a multivariate logistic regression model to evaluate the interplay between these independent and dependent variables. To assess the presence of potential non-linear associations, sensitivity analysis was executed, utilizing inverse probability weighted validation, smooth curve fitting, and threshold effect analysis. In cases where non-linear relationships were observed, likelihood ratios were utilized to pinpoint potential inflection points. Ultimately, subgroup analyses were conducted to identify specific populations demonstrating heightened susceptibility to gallstone prevalence. Results: Encompassing 838 patients who self-reported gallstones, a total of 7,794 participants were included in the analytical cohort. A statistically significant disparity in the TyG index was observed when all individuals were categorized into gallstone patients and non-patients ( Conclusion: Alterations in the TyG index may potentially correlate with shifts in the prevalence of gallstones among adult populations in the United States. Elevated TyG index values may coincide with an augmented likelihood of gallstone occurrence.
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