ArticleCardiovascular diabetology2024
Metabolic score for insulin resistance (METS-IR) predicts all-cause and cardiovascular mortality in the general population: evidence from NHANES 2001-2018.
Article in Cardiovascular diabetology, 2024. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 183 papers.
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183 citing papers in PubMed.
- Association of Metabolic Score for Insulin Resistance with Intraoperative QTc Interval Changes During Laparoscopic Sleeve Gastrectomy: A Prospective Observational Study.Obesity surgery · 2026Observational
- AI-Driven Radiomics Assisted Prognostic Modeling for Hepatocellular Carcinoma with Portal Vein Invasion: A Retrospective Study.Biomedicines · 2026Article
- Association between C-reactive protein-triglyceride glucose index (CTI) and cardiovascular and all-cause mortality risk among the elderly population: insights from three datasets.Clinical research in cardiology : official journal of the German Cardiac Society · 2026Article
- Article
- Explainable Clinical Decision Support for Metabolic Index Prediction in Gout Patients Using GA-Optimized Ensemble Learning Models.Diagnostics (Basel, Switzerland) · 2026Article
- Ethnomedicinal Uses, Phytochemistry and Bioactivities of Halophytes and Salt-Tolerant Plants with Potential Against Metabolic Syndrome: A Comprehensive Review.Marine drugs · 2026Review
- Longitudinal inflammatory-metabolic-adiposity burden and incident heart failure across cardiovascular-kidney-metabolic stages: a prospective cohort study.Cardiovascular diabetology · 2026Article
- Obesity as a Potential Explanatory Factor in the Association Between Socioeconomic Position and Multidimensional Cardiometabolic Risk.Medical sciences (Basel, Switzerland) · 2026Article
- Association between metabolic score for insulin resistance and risk of cardiometabolic multimorbidity: an analysis based on two national prospective cohorts.Nutrition & metabolism · 2026Article
- Combined associations of the metabolic score for insulin resistance and estimated glucose disposal rate with cardio-renal-metabolic multimorbidity: evidence from two large population studies.BMC cardiovascular disorders · 2026Article
- Joint association of Insulin resistance and frailty index with incident ASCVD and MACE in individuals with cardiovascular-kidney-metabolic syndrome stages 0-3: a multi-cohort study.Cardiovascular diabetology · 2026Observational
- Comparative performance of insulin resistance-related indices in predicting adverse cardiovascular events among individuals with NAFLD and MASLD: a multi-center cohort study.Cardiovascular diabetology · 2026Observational
- Association of Triglyceride-Glucose Index, Triglyceride/HDL Cholesterol Ratio and Metabolic Score for Insulin Resistance With Asymptomatic Organ Damage in Previously Untreated Patients With Hypertension.Journal of clinical hypertension (Greenwich, Conn.) · 2026Article
- Insulin resistance surrogate indices and incident cardiovascular disease across cardiovascular-kidney-metabolic stages 0-3: a prospective cohort study.Cardiovascular diabetology · 2026Article
- Association of Metabolic Score for Insulin Resistance With Resistant Hypertension and Hypertension in Obstructive Sleep Apnea.The clinical respiratory journal · 2026Article
- Correlation between surrogate indicators of insulin resistance and all-cause mortality in patients with severe hemorrhagic stroke: a multicenter retrospective cohort study in the United States.Cardiovascular diabetology · 2026Article
- Integrating lipometabolic and adiposity indices to enhance risk stratification for metabolic dysfunction-associated steatotic liver disease in type 2 diabetes: clinical utility and interplay between triglyceride-glucose body mass index and low-density lipoprotein cholesterol.Cardiovascular diabetology · 2026Article
- Non-insulin-dependent insulin resistance surrogate indexes for predicting chronic kidney disease in diabetic individuals: a prospective cohort study.BMC endocrine disorders · 2026Article
- Association of glycolipid metabolism 6 factors index with cardiovascular and metabolic diseases, and its predictive value in disease progression.BMC endocrine disorders · 2026Article
- Nonlinear association between metabolic score for insulin resistance (METS-IR) and prevalent hypertension: a cross-sectional study.BMC cardiovascular disorders · 2026Article
123 more citing papers are in PubMed but not listed here.
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8 authors.
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Abstract
backgroundThe prevalence of obesity-associated insulin resistance (IR) is increasing along with the increase in obesity rates. In this study, we compared the predictive utility of four alternative indexes of IR [triglyceride glucose index (TyG index), metabolic score for insulin resistance (METS-IR), the triglyceride/high-density lipoprotein cholesterol (TG/HDL-C) ratio and homeostatic model assessment of insulin resistance (HOMA-IR)] for all-cause mortality and cardiovascular mortality in the general population based on key variables screened by the Boruta algorithm. The aim was to find the best replacement index of IR.
methodsIn this study, 14,653 participants were screened from the National Health and Nutrition Examination Survey (2001-2018). And TyG index, METS-IR, TG/HDL-C and HOMA-IR were calculated separately for each participant according to the given formula. The predictive values of IR replacement indexes for all-cause mortality and cardiovascular mortality in the general population were assessed.
resultsOver a median follow-up period of 116 months, a total of 2085 (10.23%) all-cause deaths and 549 (2.61%) cardiovascular disease (CVD) related deaths were recorded. Multivariate Cox regression and restricted cubic splines analysis showed that among the four indexes, only METS-IR was significantly associated with both all-cause and CVD mortality, and both showed non-linear associations with an approximate "U-shape". Specifically, baseline METS-IR lower than the inflection point (41.33) was negatively associated with mortality [hazard ratio (HR) 0.972, 95% CI 0.950-0.997 for all-cause mortality]. In contrast, baseline METS-IR higher than the inflection point (41.33) was positively associated with mortality (HR 1.019, 95% CI 1.011-1.026 for all-cause mortality and HR 1.028, 95% CI 1.014-1.043 for CVD mortality). We further stratified the METS-IR and showed that significant associations between METS-IR levels and all-cause and cardiovascular mortality were predominantly present in the nonelderly population aged < 65 years.
conclusionsIn conjunction with the results of the Boruta algorithm, METS-IR demonstrated a more significant association with all-cause and cardiovascular mortality in the U.S. population compared to the other three alternative IR indexes (TyG index, TG/HDL-C and HOMA-IR), particularly evident in individuals under 65 years old.
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