Studies have identified several key ratios, including the neutrophil-to-lymphocyte ratio [20], red cell distribution width-to-platelet ratio [21], blood glucose-to-lymphocyte ratio [22], and lactate-to-albumin ratio [23], as significant predictors of AP prognosis. This evidence concerns the gene ALB and alkaline phosphatase measurement.