The high accuracy and reliability of the output data, coupled with the model’s ability to predict prognosis, underscore the potential of our deep learning framework in enhancing the understanding and management of G3BP1-related outcomes in NPC. Here, G3BP1 is linked to nasopharyngeal carcinoma.