Specifically, this study is unique in its integration of multiple immune cell-specific immunohistochemistry (CD8, CD4, CD20, and CD163) with published immune gene expression signatures, including the IRIS gene sets, which we recently demonstrated can effectively interrogate the breast cancer tumor immune microenvironment in a large clinical trial [33]. Here, CD163 is linked to breast cancer.