To summarize, we validated the expression of PDP1 in BC at first and found the relationship between ferroptosis and PDP1. Then we identified 15 PDP1-related differential FRGs and selected three of them (ACSL1, BNIP3, and EMC2) by LASSO Cox regression analysis. This evidence concerns the gene BNIP3 and breast cancer.