In addition, we constructed a prognostic model to predict overall survival in LUAD and then analyzed two modeled genes, CPS1 and SMS. Finally, a series of cellular experiments were performed on SMS, and it was shown that knockdown of SMS significantly reduced the proliferation, migration, and invasive ability of lung adenocarcinoma cells in vitro. This evidence concerns the gene SMS and lung adenocarcinoma.