Recent advancements in targeted therapies and immunotherapy have significantly improved outcomes for patients with lung adenocarcinoma. A pivotal phase 3 trial demonstrated that sacituzumab tirumotecan (sac-TMT), an antibody-drug conjugate, provided a median progression-free survival (PFS) of 8.3 months compared to 4.3 months with traditional chemotherapy, with an overall survival (OS) benefit reflected in a hazard ratio of 0.60 (ref: Fang doi.org/10.1056/NEJMoa2512071/). Similarly, the combination of osimertinib with platinum-based chemotherapy led to a median OS of 47.5 months, outperforming osimertinib monotherapy at 37.6 months (hazard ratio 0.77, ref: Jänne doi.org/10.1056/NEJMoa2510308/). These findings underscore the potential of combining targeted agents with conventional therapies to enhance patient survival. In the context of advanced non-small cell lung cancer (NSCLC), sevabertinib showed promising results with a 71% objective response rate in one cohort, highlighting the efficacy of novel agents in this setting (ref: Le doi.org/10.1056/NEJMoa2511065/). Moreover, the ALEX trial provided compelling evidence for alectinib's superiority over crizotinib in ALK-positive NSCLC, with improved OS and safety profiles (ref: Peters doi.org/10.1016/j.annonc.2025.09.018/). The exploration of CAR-T cell therapy in solid tumors, particularly through a tumor-on-a-chip model, offers insights into enhancing immune responses against lung adenocarcinoma (ref: Liu doi.org/10.1038/s41587-025-02845-z/). Collectively, these studies illustrate a transformative shift in treatment paradigms, emphasizing the integration of targeted therapies and immunotherapy to optimize patient outcomes in lung adenocarcinoma.