In this study, we aimed to develop a deep learning system to predict the EGFR mutation status of lung adenocarcinoma based on CT images by integrating recent advances in deep supervised learning, such as dense connections31 and mixup training,32 to significantly reduce the empirical risks of overfitting. The gene discussed is EGFR; the disease is lung adenocarcinoma.