By using HDAC3 knockout mice and highly selective HDAC3 inhibitor, increasing evidence support that HDAC3 is involved in the pathophysiology of diabetes mellitus and many neurological disorders [11, 12, 30, 31]. The gene discussed is HDAC3; the disease is diabetes mellitus.