ArticleCardiovascular diabetology2025
Associations of six insulin resistance-related indices with the risk and progression of cardio-renal-metabolic multimorbidity: evidence from the UK biobank.
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 31 papers.
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Who cites it
31 citing papers in PubMed.
- MetaboHealth and Metabolic Vulnerability Index as Risk Factors for Cardio-Renal-Metabolic Multimorbidity: A Large-Scale Prospective Cohort Study.Diabetes, obesity & metabolism · 2026Article
- Biomarkers and Risk Prediction in Cardiovascular-Kidney-Metabolic Syndrome: A Comprehensive Review.Reviews in cardiovascular medicine · 2026Review
- Composite C-reactive protein-triglyceride-glucose adiposity indices and incident cardiovascular-liver-metabolic multimorbidity: a prospective cohort study.Cardiovascular diabetology · 2026Article
- The cholesterol, high-density lipoprotein, and glucose index and its derived indices predict cardiometabolic multimorbidity development and progression in metabolic dysfunction-associated steatotic liver disease individuals: a prospective cohort study.Cardiovascular diabetology · 2026Article
- Change in circulating irisin level and its association with lipid metabolism after exenatide treatment in patients with type 2 diabetes mellitus.Journal of clinical & translational endocrinology · 2026Article
- Sex- and menopause-specific inverse associations between metabolic dysfunction-associated steatotic liver disease and serum lipoprotein(a) concentrations: evidence from SHIP and UK Biobank.Cardiovascular diabetology · 2026Article
- Plasma proteomic profiling deciphers molecular dynamics linking insulin resistance to multiple chronic diseases and mortality.Cardiovascular diabetology · 2026Article
- Association between metabolic score for insulin resistance and risk of cardiometabolic multimorbidity: an analysis based on two national prospective cohorts.Nutrition & metabolism · 2026Article
- Associations of insulin resistance-related indices with the risk and progression of cardiometabolic multimorbidity in individuals with metabolic dysfunction-associated steatotic liver disease: a prospective cohort study.Cardiovascular diabetology · 2026Article
- Optimizing early triage for subclinical cardiovascular-kidney-metabolic syndrome: longitudinal associations, incremental value, and clinical utility of nine insulin resistance surrogates.Cardiovascular diabetology · 2026Article
- Associations between the C-reactive protein-triglyceride-glucose index and its derived indices and the incidence and progression of cardiometabolic multimorbidity in participants with metabolic dysfunction-associated steatotic liver disease: a large-scale prospective cohort study.Cardiovascular diabetology · 2026Article
- Associations of the atherogenic index of plasma and its modified indices with the incidence and progression of cardiometabolic multimorbidity in individuals with cardiovascular-kidney-metabolic syndrome stages 0-3: a prospective cohort study.Cardiovascular diabetology · 2026Article
- Joint effect of hepatic steatosis index and triglyceride glucose index on cardio-renal outcomes: a real-world study.Journal of diabetes and metabolic disorders · 2026Article
- Associations of the atherogenic index of plasma and its modified indices with the incidence and progression of cardiovascular-liver-metabolic multimorbidity: a prospective cohort study from UK Biobank.Cardiovascular diabetology · 2026Article
- Accelerometer-derived "weekend warrior" physical activity pattern and trajectory of cardio-renal-metabolic multimorbidity: a multi-state analysis in the UK Biobank.BMC public health · 2026Article
- Associations of nine insulin resistance-related indices with the incidence and progression of cardiovascular-liver-metabolic multimorbidity: a large prospective cohort study.Cardiovascular diabetology · 2026Article
- Triglyceride-Glucose Index and Acute Kidney Injury: A Systematic Review and Meta-Analysis.Journal of clinical medicine · 2026Review
- The cholesterol, high-density lipoprotein, and glucose index and its derived indices predict diabetic kidney disease development and progression: evidence from two nationwide cohorts and a biopsy-proven clinical cohort.Cardiovascular diabetology · 2026Article
- Exploring the relationship between sleep patterns and cardio-renal-metabolic multimorbidity in Chinese and European populations.Journal of health, population, and nutrition · 2026Article
- Inflammatory Load Across Diabetes Duration: CRP and ESR Patterns and Their Metabolic Correlates.Metabolites · 2026Article
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Abstract
backgroundInsulin resistance (IR)-related indices are increasingly recognized as important contributors to cardio-renal-metabolic (CRM) diseases. However, most prior studies have focused on isolated outcomes or cross-sectional disease status, lacking dynamic insight into disease progression. This study aimed to evaluate the predictive value of six IR-related indices for CRM onset and multistage progression using multistate modeling, and to explore potential biological mechanisms through mediation analysis.
methodsWe included 327,692 CRM-free participants from the UK Biobank in this prospective cohort study. Six IR-related indices including triglyceride-glucose (TyG) index, TyG-body mass index (TyG-BMI), TyG-waist circumference (TyG-WC), TyG-waist-to-height ratio (TyG-WHtR), triglyceride/high-density lipoprotein cholesterol (TG/HDL-C) ratio, and metabolic score for insulin resistance (METS-IR), were calculated using established formulas. Cox proportional hazards and multistate models were used to assess associations with CRM incidence and progression. Predictive performance was evaluated using area under the curve (AUC), net reclassification improvement (NRI), and integrated discrimination improvement (IDI). Mediation analysis was conducted for inflammatory, hepatic, and renal biomarkers.
resultsOver a mean follow-up of 13.6 years, 17.3% (n = 58,563) of participants developed at least one CRM disease. All six IR-related indices were significantly associated with CRM multimorbidity, both in terms of incidence and progression. In predicting the incidence of CRM diseases, TyG-WC, TyG-WHtR, and METS-IR demonstrated superior performance. For each 1-standard deviation (SD) increase in TyG-WC, the risks of developing first, double, and triple CRM diseases increased by 51.4%, 88.6%, and 128.7%, respectively (all P < 0.001), with similar gradients observed for TyG-WHtR and METS-IR. Multistate Cox models further confirmed consistent associations between IR-related indices and CRM progression, particularly for TyG-WHtR and TyG. Specifically, a 1-SD increase in TyG-WHtR was associated with a 65.3% increased risk of transitioning from healthy to first CRM disease, 34.6% from first to double, and 26.7% from double to triple CRM diseases (all P < 0.001). In predictive performance evaluation, TyG-WC, TyG-WHtR, and METS-IR achieved the highest AUC, NRI, and IDI values. Mediation analyses indicated that systemic inflammation, organ function, and especially kidney function partially mediated the observed associations.
conclusionIn summary, IR-related indices, particularly TyG-WC, TyG-WHtR, and METS-IR, were observed to be associated with the presence and progression of CRM diseases. Their potential incorporation into risk assessment and prevention strategies, together with consideration of inflammatory and organ function pathways, might help reduce the burden of CRM multimorbidity; however, further prospective studies are needed to confirm these findings and clarify their clinical relevance.
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