After the screening, 15 variables including Age, BMI, Hepatitis, Cirrhosis, AFP, CEA, CA199, PLT, ALT, AST, PTS, APHE, Washout, Kupffer, Emean with statistical significance (p < 0.05) (Table 2). This evidence concerns the gene CEACAM5 and Cirrhosis.