In summary, this study demonstrates generalizable deep learning models for predicting ER, PR, and HER2 status in breast cancer from H&E images and expands upon the growing body of literature for rapid biomarker estimation from routine histology slides. This evidence concerns the gene ESR1 and breast cancer.