In this comprehensive analysis, a per-sample transcriptome transformation to robustly identify biologically meaningful clusters in breast cancer samples was used to identify gene signals that captured the fundamental genomic alteration associated with the HER2-enriched molecular profile—a core amplification in the long arm of chromosome 17 surrounding and affecting the ERBB2 gene. The gene discussed is ERBB2; the disease is breast cancer.