The small-residual-convolutional-network (SResCNN) was used to examine images and clinical data of PET/CT NSCLC patients, and a deep learning score (DLS) model was used to predict PD-L1 expression levels. This evidence concerns the gene CD274 and non-small cell lung carcinoma.