The present invention is related to modified dextran conjugates, such as guanidine-dextran conjugates, comprising a PSMA binding tripeptide. The present invention further discloses a method for preparation of said conjugates as well as their use. The conjugate of the present invention can be used for treating or diagnosis of a disease or a condition associated with expression of prostate specific membrane antigen (PSMA).