All in all, through pleiotropy scanning, reverse causality detection, colocalization analysis, and replication analysis, we further identified five potential drug targets: TLR1, A4GALT, SNUPN, and CTSF for BC_overall and TLR1 for BC_ER(+). This evidence concerns the gene TLR1 and breast cancer.