Finally, sub-type specific analysis produced better results suggesting that developing prognostic gene signatures for specific patient sub-groups (i.e. ER-positive and negative breast cancer patients, respectively) may be a better strategy for heterogeneous diseases such as breast cancer. Here, ESR1 is linked to breast cancer.