Recent studies have highlighted the evolving landscape of immunotherapy in lung adenocarcinoma, particularly focusing on immune checkpoint inhibitors and their combinations with chemotherapy. The IMpower151 trial demonstrated that the combination of atezolizumab, bevacizumab, and chemotherapy significantly improved progression-free survival (PFS) compared to chemotherapy alone in chemotherapy-naive patients with metastatic nonsquamous non-small cell lung cancer (NSCLC), with a median PFS of 12.1 months versus 9.5 months (ref: Zhou doi.org/10.1038/s41591-025-03658-y/). Furthermore, the LEAP-006 study indicated that adding lenvatinib to pembrolizumab and chemotherapy also enhanced PFS, suggesting that dual-targeting strategies may be beneficial in this patient population (ref: Herbst doi.org/10.1016/j.jtho.2025.05.016/). However, the harm-benefit balance of immune checkpoint inhibitors remains a concern, as highlighted by Heyward, who quantified the adverse effects associated with these therapies, emphasizing the need for careful patient selection (ref: Heyward doi.org/10.1001/jamaoncol.2025.0985/). In addition to traditional immunotherapy approaches, innovative strategies such as microwave-assisted tumor-derived microparticles (MW-TMPs) have been explored for their potential to induce immunogenic cell death, presenting a novel avenue for enhancing immune responses against lung adenocarcinoma (ref: Wu doi.org/10.1038/s41565-025-01922-3/). The identification of tumor antigens from unmutated genomic sequences further underscores the complexity of immune targeting in lung cancer, revealing that immune responses may be directed against a broader range of antigens than previously thought (ref: Apavaloaei doi.org/10.1038/s43018-025-00979-2/). Overall, these findings illustrate the multifaceted nature of immune responses in lung adenocarcinoma and the ongoing efforts to optimize immunotherapy regimens.