The LightGBM model ranks the features according to their importance, including age, CA19-9, WBC, LC, RBC, HGB, PLT, ALT, TP, ALB, UREA, UA, and gender, indicating that an increase in these features’ values is associated with a higher risk of CRC. Here, GPT is linked to colorectal carcinoma.