Additionally, the hub genes obtained through the intersection of DEGs with lung cancer genes, specifically CDKN2A, CTNNB1, KRAS, MYC, and TP53, exhibit multifaceted roles in key cellular processes such as cell proliferation, apoptosis, and protein metabolism. Here, KRAS is linked to lung carcinoma.