In this study, we proposed a deep learning model using non-invasive chest CT images, which demonstrated the favorable performance to predict EGFR mutation/PD-L1 expression status and their subtypes for NSCLC patients. This evidence concerns the gene CD274 and non-small cell lung carcinoma.