• Tumor size, vascular invasion, AFP, Ki-67, and p53 are independent prognostic factors for HCC.
• A nomogram integrating clinical and molecular factors accurately predicts OS and RFS.
• The model shows high discrimination (C-index >0.75) and good calibration.
• This tool can guide personalized treatment strategies and follow-up intensity.