The genomic and molecular landscape of lung adenocarcinoma (LUAD) has been extensively characterized, revealing critical insights into tumor behavior and treatment responses. A comprehensive analysis of 2,532 LUAD cases identified key clinicopathological and genomic features associated with metastasis. Notably, younger male patients with primary tumors exhibiting micropapillary or solid histological subtypes showed a higher mutational burden and chromosomal instability. Inactivation of genes such as TP53, SMARCA4, and CDKN2A correlated with shorter times to metastasis, highlighting the importance of these mutations in disease progression (ref: Lengel doi.org/10.1016/j.ccell.2023.03.018/). Furthermore, the TRACERx study provided a detailed examination of the morphological evolution of LUAD, integrating whole-exome sequencing and RNA-sequencing data from 805 primary tumor regions and 121 paired metastatic samples. This study illustrated the diverse histological spectrum of LUAD and its implications for tumor evolution and progression (ref: Karasaki doi.org/10.1038/s41591-023-02230-w/). In the context of treatment, a joint analysis of genomic and transcriptomic data from 393 NSCLC patients treated with anti-PD-(L)1 therapy revealed associations between specific genomic alterations and clinical outcomes, emphasizing the role of molecular features in predicting responses to checkpoint inhibitors (ref: Ravi doi.org/10.1038/s41588-023-01355-5/).