ArticleFrontiers in endocrinology2024
Association between various insulin resistance indices and cardiovascular disease in middle-aged and elderly individuals: evidence from two prospectives nationwide cohort surveys.
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 31 papers, 2 of them syntheses that pooled it.
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Who cites it
31 citing papers in PubMed, 2 syntheses or guidelines pooled it.
- The modifying effect of diabetes on the association between triglyceride to high-density lipoprotein cholesterol ratio and cardiovascular risk: a systematic review and meta-analysis.Frontiers in cardiovascular medicine · 2026Pooled it
- Estimated glucose disposal rate and cardiovascular disease risk: a meta-analysis of cohort studies.Frontiers in endocrinology · 2025Pooled it
- Plasma proteomic profiling deciphers molecular dynamics linking insulin resistance to multiple chronic diseases and mortality.Cardiovascular diabetology · 2026Article
- Associations of metabolic score for insulin resistance and new-onset stroke in middle-aged and older adults: a national cohort study.Cardiovascular diabetology · 2026Article
- Changes in estimated glucose disposal rate and future stroke risk in individuals with cardiovascular-kidney-metabolic syndrome stages 0-3.Scientific reports · 2026Article
- Liver fibrosis biomarkers as a prognostic tool beyond the defining components in cardiovascular-kidney-metabolic syndrome.American journal of preventive cardiology · 2026Article
- Association of cumulative obesity- and insulin resistance-related indices with incident cardiovascular disease in Chinese middle-aged and elderly populations: a nationwide prospective cohort study.Journal of health, population, and nutrition · 2026Article
- Construction of classification model and analysis of risk factors in patients with multi-vessel coronary artery disease.BMC medical informatics and decision making · 2026Article
- Assessment of insulin resistance indexes with longitudinal trajectories of cardiometabolic multimorbidity: insights from the UK Biobank.Nutrition & metabolism · 2026Article
- Comparative predictive value of three non-insulin-based insulin resistance indices for subclinical left ventricular dysfunction in type 2 diabetes mellitus.BMC cardiovascular disorders · 2026Article
- Association between METS-IR and incident stroke in a nationwide prospective cohort of non-diabetic Chinese adults.BMC neurology · 2026Article
- Cumulative exposure to the estimated glucose disposal rate and incident stroke in individuals with cardiovascular-kidney-metabolic syndrome stages 0-4: 6-year longitudinal evidence from CHARLS.Cardiovascular diabetology · 2026Article
- Association of estimated glucose disposal rate and body mass index with stroke risk in middle-aged and elderly populations: evidence from two cohort studies.BMC neurology · 2026Article
- Association between different atherogenic and insulin resistance indices and infertility in polycystic ovary syndrome patients.PloS one · 2026Article
- Combined effect of triglyceride-glucose index and glucose disposal rate on cardio-cerebrovascular disease.PloS one · 2026Article
- Estimated glucose disposal rate and frailty in middle and older aged adults from three prospective cohorts.Scientific reports · 2025Article
- The atherogenic index of plasma predicts long-term outcomes in patients with severe coronary artery calcification undergoing rotational atherectomy: a machine learning-based cohort study.Cardiovascular diabetology · 2025Article
- Changes in the estimated glucose disposal rate and incident cardiovascular disease in patients with cardiovascular-kidney-metabolic syndrome stages 0-3: a prospective cohort study in China.BMC cardiovascular disorders · 2025Article
- Association of insulin resistance-related indexes with atherosclerotic cardiovascular disease: A crosss-sectional study.Medicine · 2025Observational
- Estimated glucose disposal rate and the dynamic transitions of cardiometabolic multimorbidity and all-cause mortality in prediabetes: a multistate trajectory analysis.Lipids in health and disease · 2025Article
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4 authors.
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Abstract
Background: The estimated glucose disposal rate (eGDR), triglyceride glucose (TyG), triglyceride to high-density lipoprotein cholesterol (TG/HDL-C) ratio, and metabolic score for insulin resistance (METS-IR) are dependent indicators of insulin resistance (IR). We aimed to evaluate the association between these indicators and the current or feature incidence of cardiovascular disease (CVD) in middle-aged and elderly individuals. This study tests the hypothesis that IR indices positively or negatively correlate with CVD, and that the potential predictive performance of the IR indices was not the same. Methods: Middle-aged and elderly individuals from the National Health and Nutrition Examination Survey (NHANES) and the China Health and Retirement Longitudinal Study (CHARLS) with complete data on eGDR, TyG, TG/HDL-C, and METS-IR at baseline were obtained. The association between the four indices and CVD was evaluated using multivariate logistic regression analysis. In addition, an adjusted restricted cubic spline (RCS) was applied. Finally, the potential predictive performance of the IR indices was assessed using receiver operating characteristic (ROC) curves. Results: We included 7,220 participants (mean age: 61.9 ± 10.7 years; 54.0% male) from the NHANES cohort and 6,426 participants (mean age: 57.9 ± 8.4 years; 45.2% male) from the CHARLS cohort in the study. Multivariate logistic regression analysis indicated that a decreasing eGDR significantly increased the incidence of CVD both presently and in the future. Similarly, a higher TyG level and METS-IR were significantly associated with a higher incidence of CVD at both timeframes. However, the TG/HDL-C ratio was not significantly associated with CVD, heart disease, or stroke. No significant interactions were observed between the continuous or quartile variables of eGDR, TyG, TG/HDL-C, or METS-IR, and the incidence of various endpoints across most subgroups. The ROC curve indicated the superior predictive performance of the IR indices. Furthermore, the eGDR was superior to other IR indices for the prediction of CVD both at present and in the future in middle-aged and elderly individuals. Conclusion: As continuous variables, eGDR, TyG, and METS-IR were significantly associated with the incidence of CVD, both currently and in the future, among middle-aged and elderly individuals. Notably, incorporating eGDR, TyG, or METS-IR and the basic model significantly increased the predictive value for CVD. Among these indices, the eGDR index stands out as the most promising parameter for predicting CVD, both at present and in the future.
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