We also noticed that MHCII molecule including HLA-DPA1, HLA-DRB1, HLA-DQA1 and CD74 were significantly downregulated in this cluster of macrophages, which may contribute to sub-optimal tumor antigen presentation (Fig. 8A). This evidence concerns the gene HLA-DQA1 and neoplasm.