Applying a Bayesian network approach to 2550 ER+ breast cancer samples, we subsequently constructed an EPRS-centered directed estrogen signaling network, identified its driver genes, and validated them using publicly-available MCF7 shRNA perturbation signatures. Here, ESR1 is linked to breast cancer.