Recent advancements in gene editing technologies have significantly enhanced the potential of immunotherapy, particularly through the use of adeno-associated viruses (AAV) for genetic engineering of T cells. Nyberg et al. demonstrated that an evolved AAV variant can efficiently target large transgenes to murine T cells via homology-directed repair, which is crucial for improving adoptive cell therapies and understanding T cell biology (ref: Nyberg doi.org/10.1016/j.cell.2022.12.022/). In a complementary study, Dai et al. introduced CLASH, a high-throughput system that utilizes Cas12a/Cpf1 mRNA and pooled AAVs for simultaneous gene editing and transgene knock-in, achieving unprecedented efficiency in human T cell engineering (ref: Dai doi.org/10.1038/s41587-022-01639-x/). These methodologies not only enhance the precision of genetic modifications but also open new avenues for experimental T cell immunology, emphasizing the need for efficient gene targeting in murine models to translate findings into human applications. Moreover, the role of tumor mutation burden (TMB) in immunotherapy response has been scrutinized, with Niknafs et al. revealing that persistent mutation burden can drive sustained anti-tumor immune responses across various cancer types (ref: Niknafs doi.org/10.1038/s41591-022-02163-w/). This finding highlights the complexity of immune responses and the necessity for further exploration into how genetic alterations influence therapeutic outcomes. Additionally, Schiepers et al. explored the dynamics of serum antibody responses to repeated immunizations, shedding light on the mechanisms of original antigenic sin and its implications for vaccine design (ref: Schiepers doi.org/10.1038/s41586-023-05715-3/). Together, these studies underscore the intricate interplay between genetic engineering, immune response modulation, and therapeutic efficacy in cancer treatment.