In addition, the role of molecular classification in treatment decision-making has been emphasized in meningioma, where retrospective analysis of 2,824 tumors identified molecular biomarkers that correlate with treatment response, underscoring the heterogeneity of tumor biology (ref: Wang doi.org/10.1038/s41591-024-03167-4/). The predictive capabilities of multi-modal data in gastric cancer treatment response to anti-HER2 therapies were also explored, revealing that single modality data often fails to capture the complexity of patient responses (ref: Chen doi.org/10.1038/s41392-024-01932-y/). These findings collectively suggest that integrating immunotherapy with radiotherapy, while considering molecular and cellular mechanisms, could enhance treatment efficacy across various cancer types.