These findings suggest an epigenetic regulation model for cell‐fate switching, wherein POU4F1 is maintained in a bivalent chromatin state in normal breast epithelial cells and would undergo chromatin reconfiguration in different subtypes of breast cancer. Here, POU4F1 is linked to breast cancer.