Factors that could theoretically be responsible for the observed excess mortality among women with higher educational attainment compared to those with lower education include an unfavorable case mix of PMBC subtypes (more aggressive tumor biology in terms of estrogen receptor status, HER2 status, etc.)[33] or later stages at diagnosis. This evidence concerns the gene ERBB2 and neoplasm.