Overall, our findings demonstrate for the first time that MM patients exhibit significant peripheral immune dysfunction, affecting T cells, B cells, DCs, NK cells, and memory CD8+ T cell function, which are likely related to the severity of the disease. The gene discussed is CD8A; the disease is immune system disorder.