This study aimed to develop a metabolic habitat model based on 18F-fluorodeoxyglucose positron emission tomography/computed tomography (18F-FDG PET/CT) images to predict PD-L1 expression levels in patients with LA-NSCLC, and to explore relevant biological characteristics. This evidence concerns the gene CD274 and non-small cell lung carcinoma.