CD274 and neoplasm: A binary classifier based on the contrast-enhancing tumor volume on MRI predicted patients below 20.2 mL to have PD-L1 expression with an area under the ROC (AUC) of 0.77 in the training set, and an AUC of 0.64 in the test set (Fig. 2).