SOX9 and hepatocellular carcinoma: These promising results confirmed the relationship between SOX9 expression status and medical imaging and further indicated that our DL model is a promising approach for identifying SOX9 status and holds significant potential for guiding precision treatment strategies in hepatocellular carcinoma.