While NGAL and TIMP-2 × IGFBP-7 levels were significantly different between the AKI and non-AKI groups in unadjusted comparisons, these biomarkers did not demonstrate significant predictive value for AKI development in multivariable logistic regression analysis. Here, TIMP2 is linked to acute kidney injury.