AFP and Cirrhosis: For patients in the GEO database, characteristics such as gender, age, HBV viral infection status, ALT status, main tumor size, multinodule status, cirrhosis, AFP level, and BCLC stage were analyzed with a multivariate Cox proportional hazards regression model.