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. Here, MKI67 is linked to neoplasm.