The purpose of this study was to develop deep learning radiomics signature as a surrogate imaging biomarker for PD-L1 expression of NSCLC, using transfer learning to extract features from CT images, in order to provide decision-making support for selecting patients who would benefit from ICIs treatment. Here, CD274 is linked to non-small cell lung carcinoma.