In our study, we analyzed the relationship between eight ICGs and VDAC1 expression, among which PDCD1, CTLA4, LAG3, SIGLEC15, and TIGIT were negatively corrected with VDAC1 expression in BC. The gene discussed is SIGLEC15; the disease is breast cancer.