In this work, by using a computational approach based on information theory, we inferred transcriptional networks from genome-wide gene expression microarrays of the following breast cancer subtypes: Luminal A, Luminal B, Basal, and HER2-enriched; these were contrasted with comparable non-tumor breast tissue networks. The gene discussed is ERBB2; the disease is breast cancer.