Recent research has highlighted the complexity of the tumor immune microenvironment (TIME) in non-small cell lung cancer (NSCLC) and its implications for immunotherapy outcomes. A study employing single-cell RNA and TCR sequencing analyzed tumor samples from 234 NSCLC patients post-neoadjuvant chemo-immunotherapy, revealing significant immune heterogeneity that correlates with variable responses to anti-PD-1 treatment (ref: Liu doi.org/10.1016/j.cell.2025.03.018/). Another pivotal trial compared subcutaneous versus intravenous administration of pembrolizumab combined with chemotherapy, demonstrating non-inferior pharmacokinetic profiles, which may influence treatment administration strategies (ref: Felip doi.org/10.1016/j.annonc.2025.03.012/). Additionally, the efficacy of ivonescimab versus pembrolizumab in PD-L1-positive NSCLC was assessed, showing a manageable safety profile for ivonescimab, although adverse events were more frequent compared to pembrolizumab (ref: Xiong doi.org/10.1016/S0140-6736(24)02722-3/). The role of immune evasion mechanisms has also been elucidated, with findings indicating that IL-4-mediated downregulation of TAP2 contributes to immunotherapy resistance in NSCLC (ref: Ranjan doi.org/10.1186/s12943-025-02276-z/). Furthermore, NNMT was identified as a promoter of acquired EGFR-TKI resistance through feedback loops, suggesting potential therapeutic targets to overcome resistance (ref: Dai doi.org/10.1186/s12943-025-02285-y/). The gut microbiota's influence on treatment outcomes was explored, revealing that specific genera were associated with improved overall survival in patients receiving chemoimmunotherapy (ref: Hakozaki doi.org/10.1016/j.jtho.2025.02.026/). Collectively, these studies underscore the multifaceted interactions within the TIME and the need for personalized approaches in immunotherapy for NSCLC.