GDF15 and acute kidney injury: Our logistic regression model investigating the association between preoperative factors and all forms of postoperative AKI (AKI-1 to AKI-3) produced an AUC of 0.738, which was significantly increased (p < 0.001) to 0.750 by adding GDF-15 (p = 0.014).