Based on this premise, we developed a machine learning-based radiomics model that successfully predicted the expression of CD74 in the tumor microenvironment of NSCLC and established the relationship between enhanced CT radiomics features and tumor prognosis. This evidence concerns the gene CD74 and neoplasm.