Higher TyG index levels are independently associated with increased short- and long-term all-cause mortality in critically ill patients with CKM stage 4, with each 1-standard deviation increase associated with a 23% higher risk of 1-year mortality.
Key Findings
Results
The 1-year all-cause mortality in critically ill CKM stage 4 patients was 34.18% overall, with mortality increasing across TyG index tertiles.
Total cohort of 3,125 patients was included, of whom 65.22% were male.
1-year all-cause mortality was 28.79% in Q1, 35.06% in Q2, and 38.68% in Q3.
Difference across tertiles was statistically significant (P < 0.05).
Data were sourced from the MIMIC-IV database in a retrospective study design.
Results
Each 1-standard deviation increase in the TyG index was independently associated with a 23% higher risk of 1-year all-cause mortality in multivariable Cox regression.
HR = 1.23, 95% CI 1.09–1.39 for each 1-SD increase in TyG index.
Analysis used multivariable Cox proportional hazards models.
The association was independent of other clinical covariates included in the model.
Results
Patients in the highest TyG index tertile (Q3) had a 30% higher 1-year mortality risk compared to those in the lowest tertile (Q1).
HR = 1.30, 95% CI 1.08–1.55 for Q3 vs. Q1.
Patients were categorized into tertiles of the TyG index for this comparison.
This association was derived from multivariable Cox regression analysis.
Results
Restricted cubic spline analysis revealed a linear positive relationship between the TyG index and mortality.
P for non-linearity > 0.05, indicating the relationship was linear rather than non-linear.
RCS analysis was used alongside Cox proportional hazards models to evaluate the dose-response relationship.
The linear association suggests a consistent incremental increase in mortality risk with higher TyG values.
Conclusions
The TyG index is proposed as a simple indicator of acute metabolic disturbances that could support early risk stratification in critically ill CKM stage 4 patients.
The TyG index is a well-established surrogate marker of insulin resistance (IR).
Previous studies linked higher TyG levels to increased cardiovascular event risk in early-stage (0–3) CKM, but its prognostic value in CKM stage 4 was previously unclear.
The authors note that its role in clinical decision-making and potential utility in guiding interventions require confirmation in prospective studies.
Yin X, Han S, Zheng Z, Tang L, Liu J, Zhang Y. (2026). Triglyceride-glucose index and mortality in critically ill patients with cardiovascular-kidney-metabolic syndrome stage 4.. Cardiovascular diabetology. https://doi.org/10.1186/s12933-025-03061-4