The term lumpectomy (also called Segmental Mastectomy ) refers to a procedure that removes a tumor from the breast. A lumpectomy differs from a mastectomy, which removes the entire breast. Lumpectomy is surgery in which only the tumor and some surrounding tissue is removed.