We found “commonly” deregulated genes in HD- and MM-MSCs functionally involved in tumor microenvironment cross-talk, myeloma growth induction and drug resistance, angiogenesis, and signals for OC activation and OB inhibition, which were suggested to reflect changes occurring in MSCs at initial phases of myeloma disease. Here, BGLAP is linked to plasma cell myeloma.