LASSO regression screened out 10 key prognostic factors: aspartate aminotransferase, total bilirubin, albumin (ALB), white blood cell count, DD, alpha-fetoprotein, CD4+ T cell count, PVTT, tumor number (≥3) and lymph node invasion. The gene discussed is ALB; the disease is neoplasm.