The strongest predictors among all liver disease etiologies were: older age, male sex, Hispanic ethnicity, high serum AFP level, alkaline phosphatase level and AST/√ALT ratio, and low platelet count and serum albumin level. The gene discussed is ALB; the disease is liver disorder.