The immune microenvironment plays a crucial role in the response to immunotherapy in non-small cell lung cancer (NSCLC). A study utilizing single-cell RNA and TCR sequencing analyzed tumor samples from 234 NSCLC patients post-neoadjuvant chemo-immunotherapy, revealing significant immune heterogeneity that correlates with varying therapeutic outcomes (ref: Liu doi.org/10.1016/j.cell.2025.03.018/). Additionally, the phase III trial comparing subcutaneous and intravenous pembrolizumab in combination with chemotherapy demonstrated non-inferior pharmacokinetic exposure, suggesting that administration route may not significantly impact treatment efficacy (ref: Felip doi.org/10.1016/j.annonc.2025.03.012/). Mechanistically, IL-4 was found to downregulate TAP2, a critical component of the antigen presentation machinery, thereby facilitating immune evasion and resistance to immunotherapy (ref: Ranjan doi.org/10.1186/s12943-025-02276-z/). This highlights the complexity of the immune landscape in NSCLC and the need for tailored therapeutic strategies to overcome resistance. Furthermore, the gut microbiota has emerged as a potential biomarker for treatment outcomes, with specific genera linked to improved overall survival in patients receiving chemoimmunotherapy (ref: Hakozaki doi.org/10.1016/j.jtho.2025.02.026/). Overall, these findings underscore the intricate interplay between the immune microenvironment and therapeutic responses in NSCLC, necessitating further exploration of these dynamics to enhance treatment efficacy.