In the LASSO logistic regression analysis, 28 features were reduced to 11 candidate predictors with nonzero coefficients, including numbers of tumors, integrality of the tumor capsule, HAVF, diabetes, cirrhosis, ALB, GLB, DBIL, AST and PVTT (Fig. 2A, B). The gene discussed is ALB; the disease is Cirrhosis.