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, PYGL is linked to breast cancer.