However, accepting that expert specialist breast pathologist review is the ‘gold standard' for interpretation of biomarkers such as oestrogen receptor (ER) in breast cancer, any automated approach needs to be comparable to and consistent with such expert assessment. The gene discussed is ESR1; the disease is breast carcinoma.