In conclusion, this pilot study showed that it is possible to use pretreatment CT scan radiomics to train prediction models for the response of stage III/IV NSCLC to PD-1/PD-L1 inhibitors. The gene discussed is CD274; the disease is non-small cell lung carcinoma.