Recent advancements in tumor biology and genetics have highlighted the complexity of tumor immunogenicity and genetic alterations. A study by Kim et al. developed a novel method for identifying functionally immunogenic neoepitopes for MHC II and MHC I, utilizing data from over 36,000 immunogenicity assays across more than 1,200 tumor samples. This method demonstrated that specific neoepitopes could elicit T cell responses, particularly in the context of checkpoint blockade therapies (ref: Kim doi.org/10.1038/s41588-022-01273-y/). In a population-based study, Coltin et al. examined the long-term outcomes of childhood medulloblastoma survivors, revealing a 10-year cumulative incidence of all-cause mortality at 7.9%, significantly higher than the 0.6% observed in matched controls. Additionally, survivors exhibited a markedly increased risk of stroke and hearing loss, underscoring the long-term health burdens associated with this pediatric cancer (ref: Coltin doi.org/10.1200/JCO.22.02466/). Wang et al. focused on the genomic characteristics of microsatellite-stable gastrointestinal cancers with high tumor mutational burden, identifying that 3.7% of tumors fell into this category, which could have implications for targeted therapies (ref: Wang doi.org/10.1016/S1470-2045(22)00783-5/). Furthermore, Sherman et al. investigated the efficacy of combining radiotherapy with pazopanib in anaplastic thyroid cancer, reporting a 1-year overall survival rate of 37.1% in the treatment group compared to 29.7% in the placebo group, highlighting the potential of this combination therapy (ref: Sherman doi.org/10.1016/S1470-2045(22)00763-X/).