In this present study, we performed CIBERSORT and ssGSEA analyses to assess the involvement of immune cell infiltration in BC, revealing significantly elevated levels of immune cell populations, including CD4+ T cells, γδ T cells, and dendritic cells, in the high-risk group. This evidence concerns the gene CD4 and breast cancer.