 Secondary hypothesis Exploratory: Based on previous EEG studies and our preliminary data of standard group comparisons showing early treatment response and associated brain changes, we hypothesize that prediction of antidepressant treatment outcome at an individual level, will be better using fMRI data obtained early in treatment 2 weeks as compared with pretreatment fMRI data. 