Recent studies have highlighted the intricate relationship between radiation therapy and genomic responses in cancer treatment. A pivotal study examined the impact of cardiac substructure radiation doses on late cardiac disease in childhood cancer survivors, revealing that mean doses of 5-9.9 Gy to the whole heart did not significantly increase the risk of cardiac diseases, suggesting a potential threshold for radiation exposure (ref: Bates doi.org/10.1200/JCO.22.02320/). In a different context, the efficacy and safety of unecritinib, a novel multi-tyrosine kinase inhibitor, were evaluated in patients with ROS1-positive advanced non-small cell lung cancer (NSCLC). The trial demonstrated a 46.9% incidence of grade 3 or higher treatment-related adverse events, emphasizing the need for careful monitoring in personalized treatment approaches (ref: Lu doi.org/10.1038/s41392-023-01454-z/). Furthermore, the study on cancer stem-like cells (CSCs) proposed a novel CAIX-targeted self-assembly system to overcome radioresistance, indicating that targeting specific cellular mechanisms could enhance therapeutic efficacy (ref: Wang doi.org/10.1002/adma.202302916/). These findings collectively underscore the importance of integrating radiogenomic insights into personalized radiotherapy strategies to optimize treatment outcomes.