 This is a trial designed to assess the safety and efficacy of brexpiprazole flexible dose as adjunctive therapy to an assigned known anti-depressant in depressed subjects. The trial consists of a continuous 18-week double-blind treatment period with a 30-day follow-up. Subjects who complete all trial visits through the Week 18 visit may be offered entry into an optional open-label rollover trial. 