EGFR and non-small cell lung carcinoma: In this study, a rapid approach using deep learning based on CT images was proposed to predict EGFR mutation and PD-L1 expression status in NSCLC, with AUCs of 0.96, 0.76, and 0.76 in the training, validation, and test cohorts.