Although most foundational studies suggest that CPNE1 has a pro-tumor role in cancer progression, our study and Ren’s research, employing MR, provide robust evidence from a causal perspective that CPNE1 may have a protective role in breast cancer. Here, CPNE1 is linked to breast cancer.