ResamplThere have been a lot of interests in using neuroimaging ap-proaches to help guide clinicians in selecting treatment for patients of major depres-sive disorders and understand placebo response.In this talk,we discuss a unified Bayesian framework for modeling treatment outcome while exploiting image-based features as predictors.