According to the mean decrease in the Gini value, we found that the five strongest predictor variables used to differentiate PBC from OS were ɑ-fetoprotein (AFP), APTT, globulin (GLB), IgG, and IgM (Figure 2b). The gene discussed is CD40LG; the disease is primary biliary cholangitis.