The finding that the AUC for the stage 1 + AKI model with biomarkers is statistically significantly higher by DeLong’s test compared to the AKI model without biomarkers demonstrates that the inclusion of preoperative IL-6 improves the identification of event occurrence and is important to the model. Here, IL6 is linked to acute kidney injury.