In summary, our study shows that patients with HER2-positive breast cancer, tumor grade 3, estrogen receptor negativity, progesterone negativity, strong HER2 positivity (score 3+), and the use of neoadjuvant trastuzumab have higher pathological complete response rates. The gene discussed is ESR1; the disease is breast cancer.