Unsupervized clustering analysis of immune cell counts revealed two clusters mainly separated by the presence of tumor cells, macrophages and T cells with PD-L1 (tumor, macrophages) and PD-1 (T cells) expression, which can further be subdivided into five clusters by the abundance of macrophages and T cells (Figure 4A). The gene discussed is CD274; the disease is neoplasm.