We employed a matched study design to challenge the difficulty in identifying resistance-specific gene signatures (vs. proliferative), examining the expression of a panel of 59 genes in tumor samples from high-risk, post-menopausal, ER+ patients who had received Tamoxifen as adjuvant mono-therapy. Here, ESR1 is linked to neoplasm.