Participants will be randomized in a 1:2:2 ratio to receive the double-blind study treatment (Dimethyl Fumarate, Peginterferon Beta-1a, and placebo). Participants experiencing a confirmed relapse or disability progression or high lesion burden on MRI will have the option to discontinue the blinded study treatment and switch to an alternative therapy or open-label BG00012.