In this study, following the full informed consent of patients regarding the safety and potential benefits of the new intervention regimen, pathologically confirmed lymph nodes were pre-labeled with carbon nanoparticles prior to neoadjuvant chemotherapy. This was done to investigate the detection rate of carbon nanoparticle-labeled lymph nodes and to assess the stability and safety of carbon nanoparticles. Additionally, the dye single tracer method was employed for sentinel lymph node biopsy to evaluate the false-negative rate of TAD. This is an open-label, single-arm, multi-center prospective clinical trial. The primary objectives of this study are to evaluate the accuracy, feasibility, and safety of this method, thereby improving the quality of life and reducing postoperative complications for breast cancer patients while ensuring treatment efficacy.