The landscape of cancer genomics and immunotherapy has evolved significantly, particularly with the advent of proteogenomics. A comprehensive study characterized the immune landscape of over 1,000 tumors across ten cancer types, revealing that less than 20% of cases respond durably to immune checkpoint blockade therapies. This highlights the necessity for combination therapies that can address multiple immune evasion mechanisms (ref: Petralia doi.org/10.1016/j.cell.2024.01.027/). Another innovative approach involves the use of T cells to deliver oncolytic adenoviruses (OAs) directly into tumors, engineered to express a Cas9 system targeting PD-L1, thus enhancing the efficacy of immunotherapy by overcoming delivery limitations (ref: Chen doi.org/10.1038/s41587-023-02118-7/). Furthermore, genome-wide association studies have shed light on early-onset colorectal cancer, identifying genetic and modifiable risk factors that contribute to its rising incidence, emphasizing the need for targeted prevention strategies (ref: Laskar doi.org/10.1016/j.annonc.2024.02.008/). The integration of these findings underscores the importance of personalized medicine in improving therapeutic outcomes in cancer treatment.