This signature (Additional file 3) was first validated against RNA sample set 1 and was then independently validated against two external breast cancer microarray datasets that included 102 ER-positive cases from Miller and colleagues [47] and 47 ER-positive cases from Sotiriou and colleagues [48] fitting our age selection criteria. Here, ESR1 is linked to breast cancer.