Radical Prostatectomy for Prostate Cancer. Radical prostatectomy is surgery to remove the prostate gland. In this operation, our surgeons remove the entire prostate, some tissue surrounding the gland, and the seminal vesicles (small glands that help produce semen). In some cases, we also remove a number of nearby lymph nodes at the same time.