Our findings suggest that the group with poor NAC outcomes had immunosuppressive characteristics, including greater proportions of unactivated naive T cells (such as CD4 naive T cells) and fewer cytotoxic T cells (such as CD8 Trm cells) in the BC TIME. This evidence concerns the gene CD4 and breast cancer.