GDF15 and acute kidney injury: While the majority of studies have focused on the association between preoperative GDF15 levels and surgical outcomes, such as the occurrence of acute kidney injury associated with cardiac surgery [28], our study presents an association between perioperative GDF15 profiles in the ICU and short-term outcomes.