In the training cohort, maximum tumor diameter (> 50 mm), tumor margin, direct bilirubin (> 2.7 μmol/L), and AFP (> 360.7 ng/mL) were confirmed as independent risk factors for MVI. The gene discussed is AFP; the disease is neoplasm.