As a result, a total of 11 key variables including Age, Hepatitis, AFP, CA199, CEA, ALT, AST, APHE, Washout, Kupffer, and Emean were left for the LASSO regression (Table 3; Fig. 3). Here, CEACAM5 is linked to Hepatitis.