This study used a combination of metabolic functional imaging (PET), morphological imaging (CT) and habitat technology (subregion analysis) to characterize PD-L1 in LA-NSCLC, which is one of the main highlights of this study. The gene discussed is CD274; the disease is non-small cell lung carcinoma.