In our study, we established PD-L1ES via deep learning techniques to identify patients with high PD-L1 expression with high accuracy (AUCs ≥ 0.71), which could help to predict the efficacy of immunotherapy in patients with NSCLC. This evidence concerns the gene CD274 and non-small cell lung carcinoma.