ArticleCardiovascular diabetology2025
Association between metabolic score for insulin resistance and future stroke risk in patients with cardiovascular-kidney-metabolic syndrome stages 0-3: a longitudinal analysis based on CHARLS.
Article in Cardiovascular diabetology, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 26 papers.
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Who cites it
26 citing papers in PubMed.
- Article
- Depression and risk of incident heart diseases among older adults at CKM stages 0-3: evidence from the China Health and Retirement Longitudinal Study.Annals of medicine · 2026Article
- Association between android-to-gynoid lean mass ratio and advanced cardiovascular-kidney-metabolic syndrome, and the cross-sectional association decomposition of estimated glucose disposal rate.Clinics (Sao Paulo, Brazil) · 2026Article
- Cumulative average metabolic indices and cardiovascular disease risk: additive predictive effects and partial mediating role of intrinsic capacity in early-stage CKM syndrome.Diabetology & metabolic syndrome · 2026Article
- Biomarkers and Risk Prediction in Cardiovascular-Kidney-Metabolic Syndrome: A Comprehensive Review.Reviews in cardiovascular medicine · 2026Review
- Associations of C-Reactive Protein-Triglyceride Glucose Index and Estimated Pulse Wave Velocity With All-Cause Mortality: A Nationwide Prospective Cohort Study.Health science reports · 2026Article
- Association between the combined cholesterol, high-density lipoprotein, glucose index and frailty index and new-onset cardiovascular disease in individuals with cardiovascular-kidney-metabolic syndrome stages 0-3: evidence from CHARLS.Cardiovascular diabetology · 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
- Insulin resistance surrogate indices and incident cardiovascular disease across cardiovascular-kidney-metabolic stages 0-3: a prospective cohort study.Cardiovascular diabetology · 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
- Associations between C-reactive protein-triglyceride glucose index combined with anthropometric indices and mortality risk in individuals with cardiovascular-kidney-liver-metabolic syndrome: a national cohort study.BMC endocrine disorders · 2026Article
- Burden trajectories of stroke attributable to lipid-glucose dysfunction and biomarker validation: evidence from the global burden of disease (GBD) 2023 and the China health and retirement longitudinal study (CHARLS).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
- Associations of the combined C-reactive protein-triglyceride glucose index and frailty index in different dimensions with incident stroke among individuals with stages 0-3 cardiovascular-kidney-metabolic syndrome.Cardiovascular diabetology · 2026Article
- Cardiovascular-kidney-metabolic syndrome: a comprehensive review of pathophysiology, epidemiology, diagnosis, and management.Cardiovascular diabetology · 2026Review
- Association of various insulin resistance surrogate markers with mortality risk in critically ill patients with ischemic stroke: a retrospective cohort study.Cardiovascular diabetology · 2026Article
- The association between modified cardiometabolic index and cardiovascular disease risk in adults with early cardiovascular-kidney-metabolic syndrome: a prospective cohort study.BMC cardiovascular disorders · 2026Article
- Visceral fat metabolism score and cardiovascular-kidney-metabolic syndrome stages in all-cause and cause-specific mortality: insights from UK Biobank.Nutrition & metabolism · 2026Article
- Association of various insulin resistance surrogate indices with aging acceleration and future risk of cardiovascular disease in individuals with cardiovascular-kidney-metabolic syndrome stages 0-3: insights from CHARLS 2011-2020 data.Cardiovascular diabetology · 2026Article
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Authors and funding
8 authors.
Funding
No grant is acknowledged in the PubMed record.
Abstract
backgroundMetabolic disorders, cardiovascular diseases, and chronic kidney diseases are closely interrelated, and the proposal of cardiovascular-kidney-metabolic (CKM) syndrome concept has received extensive attention.The disease burden of CKM is heavy, with stroke being a significant contributor, and CKM staging is bidirectional.A large body of evidence has demonstrated that insulin resistance is closely associated with diseases such as stroke, obesity and chronic kidney disease. While the metabolic score for insulin resistance (METS-IR) serves as an important indicator for evaluating insulin resistance, the relationship between METS-IR and stroke incidence remains unclear in the population defined by CKM syndrome stages 0-3.
methodsIn this study, data on individuals with CKM syndrome stages 0-3 without stroke at baseline were collected from China Health and Retirement Longitudinal Study (CHARLS).Self-reported stroke was used as the primary outcome, with METS-IR at baseline as the exposure factor. Logistic regression was performed to analyze the effect of METS-IR on the incidence of stroke among participants with CKM, and restricted cubic spline (RCS) regression was utilized to explore the potential nonlinear relationship between them. To evaluate the predictive value of METS-IR for stroke risk in individuals with CKM syndrome stages 0-3, we applied receiver operating characteristic (ROC) analysis.
resultsA total of 5009 participants were included in this study, with a mean age of 60.48 ± 8.81 years. Over a 5-year follow-up, 339 participants in this study developed incident stroke. Participants were stratified into METS-IR quartiles (Q1-Q4). In the fully adjusted model, compared with Q1 (the lowest quartile), the odds ratio (OR) for Q3 was 1.88 (95% CI: 1.25-2.81; P = 0.002), and the OR for Q4 was 1.72 (95% CI: 1.08-2.76; P = 0.02). RCS analysis revealed a nonlinear relationship between METS-IR and stroke risk among participants with CKM syndrome stages 0-3 (P-overall < 0.05; P-nonlinearity < 0.05). ROC analysis showed an area under the curve (AUC) of 0.726 (95% CI: 0.699-0.752), with an optimal METS-IR cutoff value of 29.58.
conclusionsIn individuals with CKM syndrome stages 0-3, elevated METS-IR levels may be associated with an increased stroke risk. Furthermore, METS-IR demonstrates moderate predictive value for stroke risk in this population. Monitoring METS-IR may therefore aid in their early identification.
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