Subsequently, it was found that four factors, including mean arterial pressure, serum albumin, uric acid, and lymphocyte counts were selected from 25 clinical features (AKI stage included) based on the training cohort by LASSO regression model (Figures 2A,B). This evidence concerns the gene ALB and acute kidney injury.