Postoperative NGAL, postoperative TIMP-2, postoperative IGFBP-7, and postoperative pCr prediction models based on the random forest algorithm can be implemented to forecast AKI incidence in patients undergoing cardiothoracic surgery. Here, TIMP2 is linked to acute kidney injury.