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Majority of multimodal neuroimaging studies are analyzed separately for each modality.Importantly,statistical methods that simultaneously assess multi-modal data provide a more integrative and comprehensive understanding of the brain.We propose an extension to the statistical regularization methods in the linear model setting with a Laplacian-based penalty operator.