Administration of very high doses of chemotherapy that may be more effective in eliminating myeloma cells than standard treatments. High-dose chemotherapy destroys the bone marrow, which is responsible for the production of blood cells. After high-dose chemotherapy, a procedure called stem cell transplant is required to replenish blood-forming bone marrow cells.