As biomarker status determination is one of the key elements of breast cancer diagnosis, carrying implications for treatment options, several studies have also explored the use of AI in the quantitative measurement of immunohistochemical stained estrogen receptor (ER), progesterone receptor (PR) and human epidermal growth factor receptor (HER2) and Ki67 images. The gene discussed is ESR1; the disease is breast cancer.