This is the largest study suggesting the appearance of MCs on mammograms is strongly associated with HER-2 over-expression, invasive ductal carcinomas, peri-menopausal status, heterogeneous breast density and multifocal disease. This evidence concerns the gene ERBB2 and invasive ductal breast carcinoma.