Recent advancements in targeted therapies for lung adenocarcinoma have shown promising results, particularly with the introduction of novel agents such as amivantamab and selpercatinib. In a phase 3 trial, amivantamab combined with chemotherapy demonstrated a significant improvement in progression-free survival (PFS) compared to chemotherapy alone, with median PFS of 11.4 months versus 6.7 months (hazard ratio 0.40; P<0.001) (ref: Zhou doi.org/10.1056/NEJMoa2306441/). Furthermore, the MARIPOSA-2 study highlighted that amivantamab in combination with lazertinib also resulted in longer PFS compared to chemotherapy, with median PFS of 6.3 months and 8.3 months for the combination therapies versus 4.2 months for chemotherapy alone (hazard ratios of 0.48 and 0.44, respectively; P<0.001) (ref: Passaro doi.org/10.1016/j.annonc.2023.10.117/). These findings underscore the potential of amivantamab as a cornerstone in the treatment of EGFR-mutant advanced NSCLC, especially after progression on osimertinib. Additionally, the efficacy of selpercatinib, a selective RET inhibitor, was evaluated against standard chemotherapy regimens. The results indicated that selpercatinib significantly outperformed chemotherapy in terms of PFS, reinforcing its role as a first-line treatment option for patients with advanced RET fusion-positive lung cancer (ref: Zhou doi.org/10.1056/NEJMoa2309457/). The integration of immunotherapy, as seen with durvalumab in the perioperative setting, also yielded improved event-free survival and pathological complete response rates compared to chemotherapy alone (17.2% vs. 4.3% for complete response; P<0.001) (ref: Heymach doi.org/10.1056/NEJMoa2304875/). These studies collectively highlight the evolving landscape of targeted therapies in lung adenocarcinoma, emphasizing the importance of personalized treatment strategies.