Through extensive calculations and statistical analyses, we identified ill‐defined pseudo capsules, non‐smooth tumor margins, the presence of peritumoral star nodes, and elevated AFP levels exceeding 400 ng/mL as major risk factors for high Ki‐67 expression. The gene discussed is AFP; the disease is neoplasm.