In our comprehensive study, MR analysis confirmed that nine genes (CAPN1, CNN2, LIPG, LRRK2, MMP8, PLAC8, PYGL, RPL17, and SYNE1) associated with high and low MHC‐II expression are potentially closely linked to breast cancer. Here, MMP8 is linked to breast carcinoma.