Our deep learning model employs a multi-input network architecture, and since we utilized four image sequences for P53-mutated hepatocellular carcinoma, we first evaluated the effectiveness of individual modalities before assessing multimodal combinations, which confirmed that single modalities underperformed compared to multimodal approaches. The gene discussed is TP53; the disease is hepatocellular carcinoma.