ArticleCardiovascular diabetology2025
Association between non-insulin-based insulin resistance indicators and frailty progression: a national cohort study and mendelian randomization analysis.
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 19 papers.
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Who cites it
19 citing papers in PubMed.
- Dynamic frailty exposure and cognitive aging trajectories: A multicohort study.Alzheimer's & dementia : the journal of the Alzheimer's Association · 2026Article
- Association between insulin resistance surrogate markers and cardiovascular disease risk in individuals with subclinical metabolic disorders: a prospective cohort study based on baseline levels, cumulative exposure, and longitudinal trajectories.Cardiovascular diabetology · 2026Article
- Estimated glucose disposal rate outperforms inflammation surrogate markers in predicting cardiometabolic multimorbidity among middle-aged and older adults.Cardiovascular diabetology · 2026Article
- Associations of cumulative exposure and dynamic trajectories of the combined atherogenic and frailty index with incident cardiometabolic multimorbidity: a longitudinal analysis based on the China Health and Retirement Longitudinal Study (CHARLS).Cardiovascular diabetology · 2026Article
- Longitudinal trends and causal relationships of depression, anxiety, and sleep quality among MSM newly diagnosed with HIV.Social psychiatry and psychiatric epidemiology · 2026Article
- Association of Triglyceride-Glucose-Frailty Index with Cardiovascular Disease and All-Cause Mortality Incidence in Individuals with Cardiovascular-Kidney-Metabolic Syndrome Stages 0-3: A Nationwide Prospective Cohort Study.Journal of clinical medicine · 2026Article
- Associations of long-term average and variability of estimated glucose disposal rate with frailty progression: evidence from two prospective cohorts.Journal of translational medicine · 2026Article
- The association between triglyceride glucose-frailty index and cardiometabolic multimorbidity among Chinese middle-aged and older adults: a national prospective cohort study.Cardiovascular diabetology · 2026Article
- The impact of frailty scores on latent tuberculosis infection and all-cause mortality in this population.Medicine · 2026Article
- Triglyceride-glucose-related indices and cardiovascular outcomes in individuals with pre-frailty or frailty: insights from a prospective cohort analysis using UK Biobank data.Cardiovascular diabetology · 2026Article
- Association between different dimensions of C-reactive protein-triglyceride-glucose index and the incidence of frailty in middle-aged and elderly adults in China: a nationwide prospective cohort study.Lipids in health and disease · 2026Article
- A novel glycolipid composite index predicting cardiovascular disease in Chinese adults with abnormal glucose metabolism: a nationwide cohort study.Frontiers in cardiovascular medicine · 2026Article
- Which insulin resistance indices best predict future frailty progression in a cardiovascular-kidney-metabolic syndrome stage 0-3 population: a national prospective cohort and machine learning study.Diabetology & metabolic syndrome · 2025Article
- Association of hemoglobin glycation index with frailty and all-cause mortality in hypertensive patients.Diabetology & metabolic syndrome · 2025Article
- The Effect of Frailty on Body Composition and Its Impact on the Use of SGLT-2 Inhibitors and GLP-1RA in Older Persons with Diabetes.Metabolites · 2025Review
- Estimated Glucose Disposal Rate Associated With Risk of Frailty and Likelihood of Reversion.Journal of cachexia, sarcopenia and muscle · 2025Article
- The impact of ambient temperature on frailty progression in older adults: Evidence from a longitudinal study in China.Frontiers in public health · 2025Article
- Association between lactate trajectory and 30-day mortality in patients with acute kidney injury and delirium: A retrospective study.Science progressArticle
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Abstract
backgroundInsulin resistance (IR) is linked to an increased risk of frailty, yet it remains unclear whether the non-insulin-based IR indicators are associated with frailty trajectories and physical function decline. It aimed to examine the associations of triglyceride-glucose (TyG) index, metabolic score for insulin resistance (METS-IR), estimated glucose disposal rate (eGDR) and with long-term deficit-accumulation frailty trajectories and physical function decline.
methodsData from 6722 participants in the China Health and Retirement Longitudinal Study (CHARLS) were analyzed. Baseline TyG index, METS-IR, eGDR, along with the frailty index (FI) over nine years, were calculated. FI trajectories were assessed using group-based trajectory model (GBTM). Logistic regression models were used to analyze the associations between IR indicators with FI trajectory and frailty risk. Restricted cubic splines (RCS) models were utilized to detect potential dose-response associations. Linear mixed-effects model was used to evaluate associations with FI development speed. Age, gender, educational level, marital status, smoking status, drinking status, life satisfaction, social activity and sleep duration were adjusted. Additionally, a two-sample Mendelian randomization (MR) was performed to assess the causality of observed associations.
resultsThree FI trajectories including low-stable frailty, moderate-increasing frailty, and accelerated rising frailty were identified. Regarding the frail risk, each SD increment in TyG index was associated with a 16.1% increase in the risk of frailty (OR = 1.161; 95%CI: 1.092, 1.235). An inverse association was observed for eGDR with the OR (95%CI) being 0.741 (0.696, 0.788). A linear relationship was observed between baseline TyG index and frailty risk (P nonlinear = 0.696), but nonlinear association patterns for eGDR (P nonlinearity < 0.010) and METS-IR (P nonlinearity < 0.010). Each SD increment of TyG index was associated with greater FI increase (β = 0.005 SD/y; 95%CI = 0.002, 0.008 SD/y; P < 0.001). A similar association pattern was observed for METS-IR, and participants in the highest quartile of METS-IR showed significantly greater FI progression, with β value of 0.013 (95% CI = 0.004, 0.022). Each SD increment of eGDR was associated with a slower increase in FI (β=-0.006 SD/y, 95% CI=-0.009, -0.003 SD/y; P < 0.001). Participants in the highest quartile of eGDR presented a lower annual change in FI compared with participants in quartile 1 group during follow-up (β=-0.013 SD/y, 95% CI=-0.022, -0.005 SD/y; P for trend = 0.001). Similar findings were observed for physical function decline. Findings from MR analysis showed a causal relationship between higher TyG index and increased risk of frailty (β = 0.214, 95% CI = 0.079, 0.349; P = 0.002).
conclusionsThe non-insulin-based IR indicators, including TyG index, METS-IR and eGDR, were independently associated with the frailty progression and physical function decline. Monitoring and managing abnormal glucose metabolism should be recommended as a part of comprehensive strategies to prevent or delay the progression of frailty.
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