In addition, a subset of patients will be enrolled into an Magnetic Resonance Imaging (MRI) sub-study, in which a variety of brain imaging techniques (including anatomical MRI, functional MRI (fMRI), MR Spectroscopy, and Diffusion Tensor Imaging) will be performed at baseline and week 10. Duloxetine responders will have a third MRI performed at week 22.