This document provides methods and materials related to treating myelomas. For example, methods and materials relating to the use of a composition containing albumin-containing nanoparticle/antibody complexes (e.g., ABRAXANE®/anti-CD38 polypeptide antibody complexes) to treat myelomas are provided.