Association between the triglyceride-glucose-frailty index and all-cause and cardiovascular mortality in individuals with cardiovascular-kidney-metabolic syndrome: the mediating role of the poverty-income ratio

作者：Yanru Wang, Na Wei, Meng Li, Jun-Wen Liu, Hong-Bin Lin, Hong-Fei Zhang · 发表于：Cardiovascular Diabetology · 年份：2026 · DOI：10.1186/s12933-026-03076-5 · 被引用次数：3 · 研究领域：Chronic Kidney Disease and Diabetes、Diabetes, Cardiovascular Risks, and Lipoproteins、Cardiovascular Function and Risk Factors

BACKGROUND: cardiovascular-kidney-metabolic (CKM) syndrome involves complex interplay among metabolic, renal, and cardiovascular dysfunction. The triglyceride-glucose-frailty index (TyGFI) integrates insulin resistance (TyG) and functional decline (frailty), yet its association with mortality in CKM patients remains unexplored. Given that economic resources may influence mortality, whether the poverty–income ratio (PIR) mediates this association warrants investigation. METHODS: This retrospective cohort study drew from the NHANES database for the period from 2005–2018 and included 15,044 participants diagnosed with CKM syndrome. The TyGFI was calculated as the mathematical product of the TyG index [ln (triglycerides × fasting glucose/2)] and the frailty index. Mortality outcomes were ascertained by linking records to the National Death Index and tracking participants until December 31, 2019. Kaplan‒Meier survival curves, Cox regression analysis, restricted cubic spline (RCS), mediation analysis, and subgroup analyses were applied to explore the association between the TyGFI and mortality. RESULTS: During a median observation period of 82 months (IQR: 46–123 months), 1,103 deaths from all causes and 353 cardiovascular deaths occurred. Kaplan‒Meier curves revealed substantially reduced death rates among participants in the lowest TyGFI tertile. Relative to the lowest TyGFI tertile, the highest tertile exhibited more than threefold increased risks for total mortality (HR = 3.14;...