Nottingham prognostic index (NPI), Adjuvant, NHS PREDICT, IHC4, and CancerMath are the widely used freely available prognostic tools for ER+/HER2 neu negative early breast cancer patients [5–10]. Here, ERBB2 is linked to breast cancer.