The present invention provides compounds represented by formula (I) and pharmaceutical acceptable salts thereof, preparation method therefor and pharmaceutical composition containing the compounds represented by formula (I) and pharmaceutical acceptable salts thereof. In the compounds of the present invention, each terminal group of polyethylene glycol molecule can bond with a plurality of rapamycin molecules by cactus oligopeptide, with the loading rate of the pharmaceutical being increased. The compounds can be used to induce immunosuppression and treat graft rejection, autoimmune disease, solid tumors, fungal infection, and cardiovascular and cerebrovascular disease.