The close relationship was observed between PD-L1+ dendritic cells and PD-L1+ macrophages in both baseline and on-treatment tumor compartment (Spearman coefficient 0.899 and 0.905, p < 0.001, Additional file 1: Figures S4B, C). Here, CD274 is linked to neoplasm.