Thus, we speculate that the mechanism for AGR2 overexpression predicting breast cancer’s poor prognosis could be: AGR2 expression was induced in an ER- or HER-dependent manner at the early stage of tumorigenesis, which led to treatment resistance and metastasis. This evidence concerns the gene ESR1 and breast cancer.