To sum up, this study combines the features of 18F-FDG PET/CT images with clinical features using deep learning to predict the expression of PD-L1 in non-small cell lung cancer, suggesting that 18F-FDG PET/CT images can serve as biomarkers for PD-L1 expression. This evidence concerns the gene CD274 and non-small cell lung carcinoma.