In the RESPECT randomized trial (trastuzumab ± chemotherapy) in women aged 70–80 with HER2-positive early breast cancer, tumor/immune profiling with HER2DX stratified prognosis and helped identify when chemotherapy may be avoided. Here, ERBB2 is linked to breast cancer.