Methods and compositions are provided for treating or preventing a neurological disease or disorder using an inhibitor of Glyoxalase 1 (GLO1). In some embodiments, the inhibitor is a small molecule. In certain embodiments, the disease or disorder is a sleep disorder, a mood disorder such as depression, epilepsy, an anxiety disorder, substance abuse, substance dependence or substance such as an alcohol withdrawal syndrome.