Higher preoperative albumin [20,24,44,53,109,117], hemoglobin [20,37,44,53,79,117], and PNI [24,53] levels show negative associations with AKI occurrence, whereas functional dependency [17,74] show positive associations. Here, ALB is linked to acute kidney injury.