Recent studies have highlighted the complexities of resistance mechanisms in lung cancer, particularly in the context of immunotherapy. Skoulidis et al. demonstrated that CTLA4 blockade can effectively overcome KEAP1/STK11-related resistance to PD-(L)1 inhibitors in advanced non-small-cell lung cancer (NSCLC), suggesting that dual immune checkpoint blockade may enhance anti-tumor activity compared to PD-(L)1 inhibitors alone (ref: Skoulidis doi.org/10.1038/s41586-024-07943-7/). Fu et al. further explored the role of CTLA4 in lung cancer brain metastasis, revealing that TKI treatment elevates CTLA4 expression in T cells, which contributes to an immune-suppressive microenvironment, complicating treatment outcomes (ref: Fu doi.org/10.1016/j.ccell.2024.09.012/). Alban et al. investigated neoantigen immunogenicity in patients undergoing nivolumab therapy, finding that early loss of mutations and neoantigens correlates with clinical benefit, emphasizing the importance of tumor evolution during treatment (ref: Alban doi.org/10.1038/s41591-024-03240-y/). Additionally, Li et al. examined the transformation of EGFR-mutant lung adenocarcinomas into small cell lung cancer (SCLC), identifying transcriptomic characteristics that may inform treatment strategies (ref: Li doi.org/10.1038/s41392-024-01981-3/). These findings collectively underscore the need for personalized approaches in immunotherapy, considering the dynamic nature of tumor biology and resistance mechanisms.