Due to the advantages of noninvasiveness and repeatability, the radiomic-based model could better predict the PD-L1 expression of GGNs, thus paves the way of a more accurate diagnosis and treatment scheme for the individualized treatment of early-stage GGN-like lung adenocarcinoma. The gene discussed is CD274; the disease is lung adenocarcinoma.