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METS-IR shows U-shaped link to gallstone disease risk, with inflection at 29.83

METS-IR shows U-shaped link to gallstone disease risk, with inflection at 29.83
Photo by Kedibone Isaac Makhumisane / Unsplash
Key Takeaway
Consider the nonlinear U-shaped association between METS-IR and gallstone disease risk, with an inflection point at 29.83.

This population-based cohort study investigated the unclear association between the Metabolic Score for Insulin Resistance (METS-IR) index and incident gallstone disease. The study included 52,723 participants without gallstone disease at baseline. Participants were stratified into five groups according to METS-IR quintiles. Multivariable Cox proportional hazards regression models were used to assess the association. Restricted cubic spline analysis examined the dose-response relationship, and threshold effect analysis identified potential inflection points. Subgroup and sensitivity analyses were performed to evaluate robustness.

Over a mean follow-up of 3.13 years, 1,407 incident cases of gallstone disease occurred. Compared to the Q2 group, the risk of gallstone disease was significantly higher in Q3 (hazard ratio (HR)=1.29, 95% confidence interval (CI): 1.08–1.54), Q4 (HR = 1.50, 95% CI: 1.25–1.80), and Q5 (HR = 1.85, 95% CI: 1.53–2.25), but not in Q1 (HR = 1.12, 95% CI: 0.93–1.35). A nonlinear U-shaped association was identified, with an inflection point at a METS-IR of 29.83. Below this point, each unit increase in METS-IR was associated with a 2.7% lower risk (HR = 0.973, 95% CI: 0.956–0.991). Above this point, each unit increase was associated with a 4.1% higher risk (HR = 1.041, 95% CI: 1.031–1.051). Subgroup and sensitivity analyses confirmed the robustness of these findings.

The study concludes that the METS-IR exhibits a nonlinear U-shaped association with the risk of incident gallstone disease, and that both lower and higher METS-IR levels, relative to the identified inflection point, are associated with an elevated risk.

Study Details

Study typeCohort
EvidenceLevel 3
PublishedMar 2026
View Original Abstract ↓
BackgroundThe association between the Metabolic Score for Insulin Resistance (METS-IR) index and incident gallstone disease remains unclear. This study investigated this association using cohort data.MethodsA total of 52,723 participants without gallstone disease at baseline were included. Participants were stratified into five groups according to METS-IR quintiles. Multivariable Cox proportional hazards regression models were used to assess the association between METS-IR and the risk of developing gallstone disease. Restricted cubic spline (RCS) was employed to examine the dose-response relationship. Threshold effect analysis was subsequently conducted to identify potential inflection points. Additionally, subgroup and sensitivity analyses were performed to evaluate the robustness and reliability of the findings.ResultsOver a mean follow-up of 3.13 years, 1,407 incident cases of gallstone disease occurred. Compared to the Q2 group, the risk was significantly higher in Q3 (hazard ratio (HR)=1.29, 95% confidence interval (CI): 1.08–1.54), Q4 (HR = 1.50, 95% CI: 1.25–1.80), and Q5 (HR = 1.85, 95% CI: 1.53–2.25), but not in Q1 (HR = 1.12, 95% CI: 0.93–1.35). A nonlinear U-shaped association was identified, with an inflection point at a METS-IR of 29.83. Below this point, each unit increase in METS-IR was associated with a 2.7% lower risk (HR = 0.973, 95% CI: 0.956–0.991). Above it, each unit increase was associated with a 4.1% higher risk (HR = 1.041, 95% CI: 1.031–1.051). Subgroup and sensitivity analyses confirmed robustness.ConclusionsThe METS-IR exhibits a nonlinear U-shaped association with the risk of incident gallstone disease. Both lower and higher METS-IR levels, relative to the identified inflection point, are associated with an elevated risk of incident gallstone disease.
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