The paper analyzes the difficulties of biomedical data sharing and the defects of traditional privacy protection methods, introduces the advantages of privacy-preserving computing and its mainstream technology route, and expounds the typical application scenarios and related cases of privacy-preserving computing in the biomedical field, so as to provide references for related research in this field.