Recent studies have highlighted the significance of tumor mutational burden (TMB) and specific mutations in genes such as STK11, KEAP1, and KRAS as potential biomarkers for treatment outcomes in non-small cell lung cancer (NSCLC). In a retrospective analysis of the KEYNOTE-042 trial, researchers found that tissue TMB (tTMB) and the presence of these mutations could help differentiate the efficacy of pembrolizumab versus chemotherapy in patients with PD-L1-positive advanced NSCLC (ref: Mok doi.org/10.1016/j.annonc.2023.01.011/). Another study emphasized that persistent mutation burden drives sustained anti-tumor immune responses, suggesting that TMB may impose an evolutionary bottleneck that enhances immunologic control during immunotherapy (ref: Niknafs doi.org/10.1038/s41591-022-02163-w/). Furthermore, the RET-MAP study revealed that patients with RET fusion-positive NSCLC typically exhibit low TMB and PD-L1 expression, indicating a unique biological profile that may influence treatment strategies (ref: Aldea doi.org/10.1016/j.jtho.2022.12.018/). These findings collectively underscore the complexity of tumor genetics in NSCLC and the need for personalized approaches in treatment planning. In addition to genetic factors, the role of radiomic signatures in predicting clinical outcomes has gained attention. A study developed a radiomic signature that was significantly associated with overall survival in patients treated with nivolumab, suggesting that imaging biomarkers could provide early insights into treatment efficacy (ref: Dercle doi.org/10.1016/j.jtho.2022.12.019/). Moreover, the exploration of extrachromosomal DNA amplification in small cell lung cancer (SCLC) has revealed its contribution to tumor heterogeneity and worse outcomes, highlighting the need for further investigation into the molecular mechanisms driving this aggressive cancer type (ref: Pongor doi.org/10.1158/2159-8290.CD-22-0796/). Overall, these studies illustrate the intricate interplay between genetic alterations and clinical outcomes in lung cancer, paving the way for more targeted therapeutic strategies.