Recent advancements in immunotherapy for lung cancer have focused on enhancing the efficacy of immune checkpoint inhibitors and understanding the tumor microenvironment. A study by Chen et al. introduced an innovative approach using oncolytic adenoviruses (OAs) delivered by T cells, engineered to express a Cas9 system targeting PD-L1, which could potentially overcome the limitations of traditional OA delivery methods (ref: Chen doi.org/10.1038/s41587-023-02118-7/). Nabet et al. explored immune heterogeneity in small-cell lung cancer (SCLC), identifying four distinct tumor subsets through transcriptomic analyses, which could inform combination therapy strategies with atezolizumab (ref: Nabet doi.org/10.1016/j.ccell.2024.01.010/). Besse et al. highlighted the challenges of resistance to immune checkpoint blockade in non-small-cell lung cancer (NSCLC), emphasizing the need for understanding mechanisms of resistance, such as defects in DNA damage response pathways (ref: Besse doi.org/10.1038/s41591-024-02808-y/). Furthermore, the ASCO living guidelines provided updated recommendations for treating stage IV NSCLC, addressing both patients with and without driver alterations, reflecting the evolving landscape of treatment options (ref: Jaiyesimi doi.org/10.1200/JCO.23.02746/; ref: Jaiyesimi doi.org/10.1200/JCO.23.02744/). Overall, these studies underscore the importance of personalized approaches in immunotherapy, considering tumor heterogeneity and resistance mechanisms.