Moreover, patients who developed AKI had markedly higher WBC counts, BUN, creatinine, and potassium, and lower hemoglobin, platelet, albumin, and bilirubin compared to the non-AKI group in both training and validation sets (P < 0.05 for all comparisons, Table 1). Here, ALB is linked to acute kidney injury.