Our results showed that LIMK1 had a significantly high AUC value in the detection of lung adenocarcinoma, with 69.5% in sensitivity, 93.2% in specificity, and 71.9% in accuracy. The gene discussed is LIMK1; the disease is lung adenocarcinoma.