The aim of this study is to develop deep learning models based on 18F-fluorodeoxyglucose positron emission tomography/computed tomographic (18F-FDG PET/CT) images for predicting individual epidermal growth factor receptor (EGFR) mutation status in lung adenocarcinoma (LUAD). This evidence concerns the gene EGFR and lung adenocarcinoma.