Association between TyG-related indices and in-hospital acute heart failure in patients with acute myocardial infarction after emergency percutaneous coronary intervention.
Feng R, Hu L, et al. • Frontiers in endocrinology • 2026
Poor control of TyG-related indices is associated with an increased in-hospital risk of acute heart failure in AMI patients after emergency PCI, with TyG-WHtR serving as a relatively important and independent predictor (OR: 2.29, 95% CI: 1.35-3.91).
Key Findings
Results
Levels of TyG index, TyG-BMI, TyG-WHtR, and TyG-WC were significantly higher in AMI patients who developed in-hospital acute heart failure after emergency PCI.
A total of 885 patients with AMI who underwent emergency PCI were enrolled in this retrospective study from January 2023 to December 2025.
All four TyG-related indices were elevated in the AHF group compared to the non-AHF group.
LASSO regression identified 12 risk variables from the dataset for further analysis.
Results
TyG-WHtR was independently associated with a significantly elevated risk of in-hospital acute heart failure.
Logistic regression demonstrated OR: 2.29, 95% CI: 1.35-3.91, P < 0.01 for TyG-WHtR and AHF.
This association was identified after adjustment for relevant covariates.
TyG-WHtR was characterized as a relatively important and independent predictor among the TyG-related indices studied.
Results
TyG-WHtR exhibited relatively high discriminative performance for in-hospital acute heart failure as measured by ROC curve analysis.
The area under the curve (AUC) for TyG-WHtR was 0.759 (95% CI: 0.721-0.797).
This AUC was described as indicating 'relatively high discriminative performance for AHF'.
ROC curve analysis was used to compare discriminative ability across TyG-related indices.
Results
Higher quartiles of all four TyG-related indices were significantly associated with increased risk of acute heart failure.
TyG-related indices were stratified and analyzed by quartiles.
Higher quartiles were significantly associated with an increased risk of AHF across all models for TyG, TyG-BMI, TyG-WHtR, and TyG-WC.
This pattern was consistent across multiple analytical models.
Results
Restricted cubic spline models revealed linear relationships between all four TyG-related indices and acute heart failure.
Linear relationships were found between TyG, TyG-BMI, TyG-WHtR, TyG-WC and AHF following adjustment for covariates.
P-overall < 0.05 and P-nonlinear > 0.05, confirming linearity rather than non-linearity.
These linear dose-response relationships were observed after covariate adjustment.
Results
TyG-BMI was more strongly associated with incident AHF among patients with the left anterior descending artery as the culprit vessel.
Subgroup analysis revealed a significant interaction between TyG-BMI and culprit vessel type.
P for interaction < 0.05 for the LAD subgroup.
This interaction was identified through pre-specified subgroup analyses examining potential effect modifiers.
Feng R, Hu L, Zhu Y, Liang X, Tao T, Li W. (2026). Association between TyG-related indices and in-hospital acute heart failure in patients with acute myocardial infarction after emergency percutaneous coronary intervention.. Frontiers in endocrinology. https://doi.org/10.3389/fendo.2026.1798955