ArticleCardiovascular diabetology2024
Relationship between changes in the triglyceride glucose-body mass index and frail development trajectory and incidence in middle-aged and elderly individuals: a national cohort study.
Article in Cardiovascular diabetology, 2024. The graph could read no effect estimate from its abstract, so it casts no vote on the map. An erratum has been issued. Cited by 20 papers, 1 of them a synthesis that pooled it.
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Who cites it
20 citing papers in PubMed, 1 synthesis or guideline pooled it.
- Cardiopulmonary Remodeling In Nondiabetic Patients with Systolic Heart Failure Using Sodium-Glucose Cotransporter 2 Inhibitors: An Updated Systematic Review and Meta-Analysis of Randomized Clinical Trials.Current cardiology reviews · 2026Pooled it
- Association of Long-Term Trajectories in Obesity Indices With Neuroimaging Metrics and Cognition: A Population-Based Study.Diabetes, obesity & metabolism · 2026Article
- Interpretable machine learning framework for frailty risk prediction using NHANES 2007-2018: A cross-sectional study.Medicine · 2026Article
- Association between the cumulative average triglyceride glucose-BMI and hypertension incidence among the middle-aged and older population: a prospective nationwide cohort study in China.Journal of hypertension · 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
- Sustained moderate to high triglyceride-glucose index level is associated with a lower risk of sarcopenia in middle-aged and elderly adults: a nationally representative cohort study.Lipids in health and disease · 2026Article
- Comparative prognostic value of TyG index and TyG-BMI for 90-day all-cause mortality in critically ill older adults with ASCVD: a machine learning analysis of the MIMIC-IV database.Cardiovascular diabetology · 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
- Estimated glucose disposal rate and frailty in middle and older aged adults from three prospective cohorts.Scientific reports · 2025Article
- Association between the triglyceride glucose-Chinese visceral adiposity index and new-onset stroke risk: a national cohort study.Cardiovascular diabetology · 2025Article
- Associations of triglyceride glucose-body mass index with short-term mortality in critically ill patients with ischemic stroke.Cardiovascular diabetology · 2025Article
- Associations of estimated glucose disposal rate with frailty progression: results from two prospective cohorts.Cardiovascular diabetology · 2025Article
- Correction: Relationship between changes in the triglyceride glucose-body mass index and frail development trajectory and incidence in middle-aged and elderly individuals: a national cohort study.Cardiovascular diabetology · 2025Article
- Association between non-insulin-based insulin resistance indicators and frailty progression: a national cohort study and mendelian randomization analysis.Cardiovascular diabetology · 2025Article
- Observational
- Determinants and risk prediction models for frailty among community-living older adults in eastern China.Frontiers in public health · 2025Article
- Longitudinal TyG-BMI trajectories predict carotid atherosclerosis progression in a Chinese retrospective cohort.Frontiers in cardiovascular medicine · 2025Article
- Association between cumulative changes in the Wells score and the risk of stroke-associated pneumonia in patients with acute ischemic stroke: results from the REMISE study.Frontiers in neurology · 2025Article
- Association between all-cause mortality and triglyceride glucose body mass index among critically ill patients with sepsis: a retrospective cohort investigation.Lipids in health and disease · 2024Article
- Article
Corrections and comments
- Erratum issued
Authors and funding
13 authors.
Funding
Abstract
backgroundInsulin resistance is linked to an increased risk of frailty, yet the comprehensive relationship between the triglyceride glucose-body mass index (TyG-BMI), which reflects weight, and frailty, remains unclear. This relationship is investigated in this study.
methodsData from 9135 participants in the China Health and Retirement Longitudinal Study (2011-2020) were analysed. Baseline TyG-BMI, changes in the TyG-BMI and cumulative TyG-BMI between baseline and 2015, along with the frailty index (FI) over nine years, were calculated. Participants were grouped into different categories based on TyG-BMI changes using K-means clustering. FI trajectories were assessed using a group-based trajectory model. Logistic and Cox regression models were used to analyse the associations between the TyG-BMI and FI trajectory and frail incidence. Nonlinear relationships were explored using restricted cubic splines, and a linear mixed-effects model was used to evaluate FI development speed. Weighted quantile regression was used to identify the primary contributing factors.
resultsFour classes of changes in the TyG-BMI and two FI trajectories were identified. Individuals in the third (OR = 1.25, 95% CI: 1.10-1.42) and fourth (OR = 1.83, 95% CI: 1.61-2.09) quartiles of baseline TyG-BMI, those with consistently second to highest (OR = 1.49, 95% CI: 1.32-1.70) and the highest (OR = 2.17, 95% CI: 1.84-2.56) TyG-BMI changes, and those in the third (OR = 1.20, 95% CI: 1.05-1.36) and fourth (OR = 1.94, 95% CI: 1.70-2.22) quartiles of the cumulative TyG-BMI had greater odds of experiencing a rapid FI trajectory. Higher frail risk was noted in those in the fourth quartile of baseline TyG-BMI (HR = 1.42, 95% CI: 1.28-1.58), with consistently second to highest (HR = 1.23, 95% CI: 1.12-1.34) and the highest TyG-BMI changes (HR = 1.58, 95% CI: 1.42-1.77), and those in the third (HR = 1.10, 95% CI: 1.00-1.21) and fourth quartile of cumulative TyG-BMI (HR = 1.46, 95% CI: 1.33-1.60). Participants with persistently second-lowest to the highest TyG-BMI changes (β = 0.15, 0.38 and 0.76 respectively) and those experiencing the third to fourth cumulative TyG-BMI (β = 0.25 and 0.56, respectively) demonstrated accelerated FI progression. A U-shaped association was observed between TyG-BMI levels and both rapid FI trajectory and higher frail risk, with BMI being the primary factor.
conclusionA higher TyG-BMI is associated with the rapid development of FI trajectory and a greater frail risk. However, excessively low TyG-BMI levels also appear to contribute to frail development. Maintaining a healthy TyG-BMI, especially a healthy BMI, may help prevent or delay the frail onset.
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