CD274 and neoplasm: After conducting optimal subset regression analysis on all variables, when the Mallows Cp coefficient reached a minimum of 2.1, four variables were identified: Tumor region CD8+, Tumor region PD-L1+, Tumor region CD8+PD-L1+, and Lymphocyte Nuclei (refer to Figure 5).