ArticleJournal of diabetes investigation2023
Predictive values of metabolic score for insulin resistance on risk of major adverse cardiovascular events and comparison with other insulin resistance indices among Chinese with and without diabetes mellitus: Results from the 4C cohort study.
Article in Journal of diabetes investigation, 2023. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 25 papers, 1 of them a synthesis that pooled it.
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Who cites it
25 citing papers in PubMed, 1 synthesis or guideline pooled it.
- Pooled it
- Prediction of stroke events in patients with type 2 diabetes mellitus by interpretable machine learning based on perivascular adipose tissue features: a multicenter cohort study.Quantitative imaging in medicine and surgery · 2026Article
- Insulin-resistance indices and cardiovascular mortality in cardiovascular-kidney-metabolic syndrome stage 2: a comparative analysis of eGDR, TyG and METS-IR.Diabetology & metabolic syndrome · 2026Article
- Association of metabolic indices with in-stent restenosis and its angiographic severity after drug-eluting stent implantation: a case-control study.Frontiers in endocrinology · 2026Article
- Comparison of eight insulin-independent indices for identifying insulin resistance in Chinese young and middle-aged adults without diabetes: favorable performance of METS-IR and TyG-BMI.Frontiers in medicine · 2026Article
- Association of the metabolic score for insulin resistance with bone mineral density and trabecular bone score in cancer patients: a cross-sectional study.Frontiers in endocrinology · 2026Article
- Chinese visceral adiposity index outperforms insulin resistance indices in predicting cardiovascular disease risk: a 12-year prospective cohort study.Frontiers in nutrition · 2026Article
- Comparative analysis of insulin resistance indicators in predicting reversion from prediabetes to normoglycemia.Diabetology & metabolic syndrome · 2025Article
- Metabolic score for insulin resistance is associated with adverse cardiovascular events in patients with type 2 diabetes.World journal of diabetes · 2025Article
- Non-linear association between metabolic score for insulin resistance and nonalcoholic fatty liver disease: analysis of US National health and nutrition examination survey data, 2017-2020.BMC endocrine disorders · 2025Article
- Association of novel visceral obesity indices with 10-year risk of major cardiovascular events in patients with type 2 diabetes mellitus.The Journal of the Egyptian Public Health Association · 2025Article
- Comparison of SPISE and METS-IR and Other Markers to Predict Insulin Resistance and Elevated Liver Transaminases in Children and Adolescents.Diabetes & metabolism journal · 2025Article
- HOMA-AD, inflammation, and adipose tissue dysfunction as key drivers of immunometabolic risk in people living with HIV and type 2 diabetes.Frontiers in endocrinology · 2025Article
- Relationships Between Insulin Resistance Surrogate Indicators and Chronic Kidney Disease in Non-Diabetic Individuals: A Retrospective Cross-Sectional Study.Diabetes, metabolic syndrome and obesity : targets and therapy · 2025Article
- Non-linear association between metabolic score for insulin resistance and diabetes mellitus in normal-weight middle-aged and older Chinese adults: a multicenter retrospective cohort study.Frontiers in nutrition · 2025Article
- Relationship between METS-IR and ABSI index and the prevalence of nocturia: a cross-sectional analysis from the 2005-2020 NHANES data.Scientific reports · 2024Article
- Changes in the metabolic score for insulin resistance index for risk prediction of stroke in middle-aged and older Chinese population.The EPMA journal · 2024Article
- Which surrogate insulin resistance indices best predict coronary artery disease? A machine learning approach.Cardiovascular diabetology · 2024Article
- Association between metabolic score for insulin resistance and clinical outcomes: insights from the Tehran lipid and glucose study.Nutrition & metabolism · 2024Article
- Negative correlation between metabolic score for insulin resistance index and testosterone in male adults.Diabetology & metabolic syndrome · 2024Article
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Authors and funding
8 authors.
Funding
Abstract
AIMS/
introductionTo investigate the relationship between the metabolic score for insulin resistance (METS-IR) index and major adverse cardiac events (MACEs) and to compare its ability to predict MACEs with other IR indices including homeostatic model assessment for IR (HOMA-IR) and triglyceride glucose (TyG) index-related parameters. MATERIALS AND
methodsWe conducted a cohort study enrolling 7,291 participants aged ≥40 years. Binary logistic regression and restricted cubic splines were performed to determine the association between METS-IR and MACEs, and the receiver operating curve (ROC) was utilized to compare the predictive abilities of IR indices and to determine the optimal cut-off points.
resultsThere were 348 (4.8%) cases of MACEs during a median follow-up of 3.8 years. Compared with participants with a METS-IR in the lowest quartile, the multivariate-adjusted RRs and 95% CIs for participants with a METS-IR in the highest quartile were 1.47 (1.05-2.77) in all participants, 1.42 (1.18-2.54) for individuals without diabetes, and 1.75 (1.11-6.46) for individuals with diabetes. Significant interactions were found between the METS-IR and the risk of MACEs by sex in all participants and by age and sex in individuals without diabetes (all P values for interaction < 0.05). In the ROC analysis, the METS-IR had a higher AUC value than other indices for predicting MACEs in individuals with diabetes and had a comparable or higher AUC than other indices for individuals without diabetes.
conclusionsThe METS-IR can be an effective clinical indicator for identifying MACEs, as it had superior predictive power when compared with other IR indices in individuals with diabetes.
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