ArticleFrontiers in endocrinology2024
The association between the metabolic score for insulin resistance and mortality in patients with cardiovascular disease: a national cohort study.
Article in Frontiers in endocrinology, 2024. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 7 papers, 1 of them a synthesis that pooled it.
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Who cites it
7 citing papers in PubMed, 1 synthesis or guideline pooled it.
- Associations of metabolic score for insulin resistance with type 2 diabetes, cancer, and all-cause mortality: a meta-analysis of cohort studies.Frontiers in endocrinology · 2026Pooled it
- Firmicutes/Bacteroidetes ratio of the gut microbiota and its association with abdominal obesity and insulin resistance (METS-IR) in Korean adults.Scientific reports · 2026Article
- Association between triglyceride glucose-body mass index and all-cause mortality in critically ill patients with atherosclerotic cardiovascular diseases: a retrospective cohort study using the MIMIC-IV database.BMC cardiovascular disorders · 2026Article
- Association Between Insulin Resistance Marker Estimated Glucose Disposal Rate and Cardiovascular Risk in Obesity: Insights From the National Health and Nutrition Examination Survey 1999 to 2018.Cardiology research · 2026Article
- Comparative discriminatory performance of emerging endocrine-metabolic indices versus obesity indices for cardiometabolic multimorbidity in older adults: a cross-sectional study.Frontiers in endocrinology · 2026Article
- Diagnostic Performance of Surrogate Indices of Insulin Resistance Compared with HOMA2-IR in Non-Diabetic Patients with Acute Coronary Syndrome.Medical archives (Sarajevo, Bosnia and Herzegovina) · 2025Article
- Prognostic value of triglyceride-glucose index in patients with cardiovascular-kidney-metabolic syndrome undergoing percutaneous coronary intervention.Frontiers in cardiovascular medicine · 2025Article
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Authors and funding
5 authors.
Funding
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Abstract
Background: The metabolic score for insulin resistance (METS-IR) is a novel index for evaluating insulin resistance and identifying high-risk cardiovascular disease (CVD) patients. This study aims to assess the prognostic value of METS-IR in predicting mortality risk in CVD patients. Methods: We analyzed data from 2,515 CVD patients in the National Health and Nutrition Examination Survey (NHANES). Associations between METS-IR and all-cause mortality and cardiovascular mortality were evaluated using multivariable Cox proportional hazards models and restricted cubic splines (RCS). Threshold effects and sensitivity analyses were conducted to ensure robustness. Results: Over a median follow-up of 91.4 months, 1,090 patients died, including 447 from cardiovascular causes. A U-shaped relationship was identified between lnMETS-IR and all-cause and cardiovascular mortality, with thresholds at 3.70 and 3.67. Below thresholds, an increase of lnMETS-IR was associated with a 75% reduction in the risk of all-cause mortality (HR: 0.25, 95% CI: 0.14-0.46) and a 79% reduction in the risk of cardiovascular mortality (HR: 0.21, 95% CI: 0.07-0.56). While above thresholds, an increase of lnMETS-IR was associated with a 180% increase in the risk of all-cause mortality (HR: 2.80, 95% CI: 1.61-4.88) and a 233% increase in the risk of cardiovascular mortality (HR: 3.33, 95% CI: 1.43-7.75). Conclusions: This study identified a U-shaped association between lnMETS-IR and mortality among CVD patients, underscoring the potential of METS-IR as a valuable prognostic marker for mortality risk in patients with CVD.
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