The potential of 8 insulin resistance indicators as biomarkers for predicting gallstone risk in American adults: A cross-sectional NHANES study

Insulin resistance (IR) serves as a key mechanism underlying both obesity and metabolic syndrome, exerting significant impacts on the onset and progression of gallstones. This study systematically explores the associations between 8 IR indicators and the risk of gallstones in American adults, while evaluating the diagnostic value of these indicators in predicting gallstones. This cross-sectional study analyzed data from the 2017 to 2020 National Health and Nutrition Examination Survey (NHANES) to explore the association between 8 IR indicators and gallstone risk. The included indicators were: triglyceride-glucose (TyG)-relative fat mass (TyG-RFM), TyG-body roundness index (TyG-BRI), TyG-lipid accumulation product (TyG-LAP), TyG-A body shape index (TyG-ABSI), TyG-waist-to-height ratio (TyG-WHtR), TyG-weight-adjusted waist index (TyG-WWI), TyG-body mass index (TyG-BMI), and TyG-waist circumference (TyG-WC). Weighted logistic regression analysis, restricted cubic spline curves, inflection point analysis, subgroup analysis, and receiver operating characteristic curves were employed to investigate the association between these indicators and gallstones, as well as their diagnostic accuracy. A total of 3644 participants were included, of whom 384 (10.54%) had gallstones. The results showed that TyG-RFM, TyG-BRI, TyG-WHtR, TyG-WWI, TyG-BMI, and TyG-WC were significantly positively associated with the risk of gallstones. Specifically, the risk of gallstones increased linearly with elevated levels of TyG-RFM, TyG-WHtR, TyG-BMI, and TyG-WC, whereas TyG-WWI and TyG-BRI exhibited a nonlinear positive correlation with gallstones. No significant correlation was observed between TyG-LAP or TyG-ABSI and gallstones. Subgroup analysis indicated that the positive correlation was more pronounced in the 20 to 40 years age group, but relatively weaker in those over 40 years of age (P for interaction < .05). Receiver operating characteristic curve analysis demonstrated that TyG-RFM outperformed the other 7 IR indicators in predicting gallstone risk, showing particularly prominent performance in the 20 to 40 years age group (area under the curve = 0.790). The DeLong test confirmed that the difference in area under the curve between TyG-RFM and the other indicators was statistically significant (P < .05). TyG-RFM, TyG-BRI, TyG-WHtR, TyG-WWI, TyG-BMI, and TyG-WC were significantly associated with the risk of gallstones among US adults. Notably, TyG-RFM demonstrated the highest predictive ability, particularly in individuals aged 20 to 40 years.

Authors

Institutions

Publication Details

Journal
Medicine
Published
2026-04-10
DOI
https://doi.org/10.1097/md.0000000000048229
Primary Topic
Gallbladder and Bile Duct Disorders
Type
article
Field-Weighted Citation Impact
0.00
Controls
|||
ALL TIME
JAN
FEB
MAR
APR
MAY
JUN
JUL
AUG
SEP
OCT
article

The potential of 8 insulin resistance indicators as biomarkers for predicting gallstone risk in American adults: A cross-sectional NHANES study

Haokun Qin, Kaichuan He, Junye Wen, Wanxing Zhang et al.
Medicine
Gallbladder and Bile Duct Disorders
article

The potential of 8 insulin resistance indicators as biomarkers for predicting gallstone risk in American adults: A cross-sectional NHANES study

Haokun Qin, Kaichuan He, Junye Wen, Wanxing Zhang, Chang Dong, Ze Liang, Lin Jia, Yuanzhi Li, Chang Liu, Huaibin Guo, Shuai He
article en

Abstract

Insulin resistance (IR) serves as a key mechanism underlying both obesity and metabolic syndrome, exerting significant impacts on the onset and progression of gallstones. This study systematically explores the associations between 8 IR indicators and the risk of gallstones in American adults, while evaluating the diagnostic value of these indicators in predicting gallstones. This cross-sectional study analyzed data from the 2017 to 2020 National Health and Nutrition Examination Survey (NHANES) to explore the association between 8 IR indicators and gallstone risk. The included indicators were: triglyceride-glucose (TyG)-relative fat mass (TyG-RFM), TyG-body roundness index (TyG-BRI), TyG-lipid accumulation product (TyG-LAP), TyG-A body shape index (TyG-ABSI), TyG-waist-to-height ratio (TyG-WHtR), TyG-weight-adjusted waist index (TyG-WWI), TyG-body mass index (TyG-BMI), and TyG-waist circumference (TyG-WC). Weighted logistic regression analysis, restricted cubic spline curves, inflection point analysis, subgroup analysis, and receiver operating characteristic curves were employed to investigate the association between these indicators and gallstones, as well as their diagnostic accuracy. A total of 3644 participants were included, of whom 384 (10.54%) had gallstones. The results showed that TyG-RFM, TyG-BRI, TyG-WHtR, TyG-WWI, TyG-BMI, and TyG-WC were significantly positively associated with the risk of gallstones. Specifically, the risk of gallstones increased linearly with elevated levels of TyG-RFM, TyG-WHtR, TyG-BMI, and TyG-WC, whereas TyG-WWI and TyG-BRI exhibited a nonlinear positive correlation with gallstones. No significant correlation was observed between TyG-LAP or TyG-ABSI and gallstones. Subgroup analysis indicated that the positive correlation was more pronounced in the 20 to 40 years age group, but relatively weaker in those over 40 years of age (P for interaction < .05). Receiver operating characteristic curve analysis demonstrated that TyG-RFM outperformed the other 7 IR indicators in predicting gallstone risk, showing particularly prominent performance in the 20 to 40 years age group (area under the curve = 0.790). The DeLong test confirmed that the difference in area under the curve between TyG-RFM and the other indicators was statistically significant (P < .05). TyG-RFM, TyG-BRI, TyG-WHtR, TyG-WWI, TyG-BMI, and TyG-WC were significantly associated with the risk of gallstones among US adults. Notably, TyG-RFM demonstrated the highest predictive ability, particularly in individuals aged 20 to 40 years.

MedicineVol. 105(15)
Hebei Medical University (CN), North China University of Science and Technology (CN), Hebei North University (CN), Hebei General Hospital (CN)
Zero hunger
Openalex Percentile: Top 24%
Gallbladder and Bile Duct Disorders
AI Navigator

Ask Laika to Summarize, Analyze, and Connect papers live on the map.

Summarize Papers & Methodologies

Extract key findings, datasets, and comparative methods across publications.

Benchmark Rankings & Visual Analytics

Rank top research institutions, authors, funders, topics, and journals by Field-Weighted Citation Impact (FWCI) and paper volume with instant charts.

Connect Distant Disciplines

Bridge topological clusters on the map to find hidden collaborative intersections.