In our study, we identified a significant inverse correlation between the expression of BAP31 and the infiltration levels of various immune cells, such as myeloid-derived suppressor cells, macrophages, CD4+ T cells, CD8+ T cells, B cells, and neutrophils, in breast cancer. The gene discussed is BCAP31; the disease is breast cancer.