Thirdly, the current study is limited to the study of traditional pathways via which AHSG regulates the TGF-β signaling pathway, whereas the exploration of the specific molecular mechanism via which AHSG regulates the non-traditional pathway can be used as the direction of future research, providing a new idea for further exploration BC pathogenesis. Here, AHSG is linked to breast cancer.