The landscape of lung adenocarcinoma treatment has been significantly transformed by the identification and application of various biomarkers that guide targeted therapies. A pivotal study highlighted the importance of acquiring tissue for comprehensive biomarker testing, emphasizing the need for interdisciplinary collaboration to ensure timely and equitable care for patients with non-small cell lung cancer (NSCLC) (ref: Fox doi.org/10.3322/caac.21774/). In a clinical trial evaluating osimertinib, it was found that 17% of patients switched to this therapy based on the emergence of the ctDNA T790M mutation, demonstrating a median progression-free survival (PFS) of 22 months, which underscores the potential of dynamic biomarker monitoring in treatment decisions (ref: Remon doi.org/10.1016/j.annonc.2023.02.012/). Furthermore, the NEOSTAR trial revealed that neoadjuvant chemotherapy combined with nivolumab and ipilimumab yielded higher pathologic response rates compared to chemotherapy alone, with major pathologic response (MPR) rates of 50% in the combination arm (ref: Cascone doi.org/10.1038/s41591-022-02189-0/). This highlights the efficacy of combining immunotherapy with traditional chemotherapy in enhancing treatment outcomes for operable NSCLC patients. In addition to these advancements, the exploration of novel agents such as poziotinib for HER2 exon 20 mutations and D-1553 for KRAS mutations has shown promising results, with objective response rates of 71% and a disease control rate of 91.9%, respectively (ref: Cornelissen doi.org/10.1016/j.jtho.2023.03.016/; ref: Li doi.org/10.1016/j.jtho.2023.03.015/). Moreover, the investigation into histone deacetylase 6 inhibition revealed a selective therapeutic window in KRAS-mutant tumors, suggesting new avenues for treatment strategies (ref: Zhang doi.org/10.1016/j.jtho.2023.03.014/). Collectively, these studies illustrate the rapid evolution of biomarker-driven therapies and their critical role in improving patient outcomes in lung adenocarcinoma.