EGFR and lung adenocarcinoma: In conclusion, the proposed deep learning system predicts EGFR‐mutant lung adenocarcinoma in CT images automatically and noninvasively with promising performance, indicating the potential to help clinical decision‐making by identifying eligible patients of pulmonary adenocarcinoma for EGFR‐targeted therapy.