Recent studies have highlighted the complexities of immunotherapy in lung cancer, particularly focusing on resistance mechanisms. A global phase 3 study demonstrated that serplulimab combined with chemotherapy significantly improved progression-free survival (PFS) in advanced squamous non-small-cell lung cancer (NSCLC) patients, indicating the potential of this combination as a first-line treatment (ref: Zhou doi.org/10.1016/j.ccell.2023.12.004/). However, acquired resistance to PD-(L)1 blockade remains a critical challenge, with research showing that upregulation of IFNγ response genes is linked to persistent immune dysfunction and mutations in antigen presentation genes (ref: Memon doi.org/10.1016/j.ccell.2023.12.013/). This resistance can be modeled in murine systems, providing insights into the underlying biological mechanisms. Furthermore, a comprehensive genomic and immunophenotypic analysis of 82 patients revealed significant alterations in tumor characteristics post-immunotherapy, emphasizing the need for personalized treatment strategies (ref: Ricciuti doi.org/10.1200/JCO.23.00580/). The role of immune-related adverse events (irAEs) has also been investigated, with findings suggesting that patients experiencing irAEs had improved overall survival (OS), highlighting a potential correlation between immune activation and treatment efficacy (ref: Cook doi.org/10.1001/jamanetworkopen.2023.52302/). These studies collectively underscore the dual nature of immunotherapy, offering both therapeutic promise and challenges due to resistance mechanisms.