Unipolar depression is a common mental disorder that is increasingly treated with neuroimaging-guided therapeutics. Cash et al. use brain connectomics in 57 heterogeneous neuroimaging studies to report meta-analytic brain networks linked to aberrant emotional and cognitive processing in individuals with unipolar depression.