Recent studies have highlighted the effectiveness of various surgical and treatment approaches for lung adenocarcinoma, particularly focusing on the comparison between lobar and sublobar resections. A study demonstrated that overall survival rates after sublobar resection were comparable to those after lobar resection, with a hazard ratio for death of 0.95 (95% CI, 0.72 to 1.26). The 5-year disease-free survival rates were 63.6% for sublobar resection and 64.1% for lobar resection, while the overall survival rates were 80.3% and 78.9%, respectively (ref: Altorki doi.org/10.1056/NEJMoa2212083/). Additionally, the use of targeted therapies such as sotorasib, an irreversible inhibitor of KRAS, has shown promise in previously treated non-small-cell lung cancer (NSCLC) patients, with notable adverse events being manageable (ref: de Langen doi.org/10.1016/S0140-6736(23)00221-0/). Furthermore, the EMERGING-CTONG 1103 trial indicated that neoadjuvant erlotinib significantly improved progression-free survival compared to traditional chemotherapy in patients with EGFR mutations (ref: Zhong doi.org/10.1038/s41392-022-01286-3/). These findings suggest a shift towards personalized treatment strategies that combine surgical options with targeted therapies to enhance patient outcomes. Moreover, the exploration of metabolic vulnerabilities in lung cancer has opened new avenues for treatment. A study revealed that NRF2 activation induces NADH-reductive stress, which could be exploited for therapeutic benefit in lung cancer (ref: Weiss-Sadan doi.org/10.1016/j.cmet.2023.01.012/). Additionally, the role of trained immunity in antitumor responses was investigated, showing that influenza-trained alveolar macrophages could confer long-term antitumor immunity in the lungs, suggesting a potential immunotherapeutic strategy (ref: Wang doi.org/10.1038/s41590-023-01428-x/). The safety and efficacy of SH-1028, a novel treatment for EGFR T790M-positive advanced NSCLC, also demonstrated promising results with an overall response rate of 40% (ref: He doi.org/10.1002/cncr.34697/). Collectively, these studies emphasize the importance of integrating surgical and novel therapeutic approaches to improve outcomes in lung adenocarcinoma.