Then we extracted the intersection of the above variables, and the retained 15 important variables were ALP, γ-GT, N, T, Alb, tumor size, AST, DBIL, TBIL, PA, ALT, AFP, CEA, CA19-9, and age. Here, AFP is linked to neoplasm.