Correlation and heritability in neuroimaging datasets: A spatial decomposition approach with application to an fMRI study of twins

► A statistical method is developed to estimate correlation of spatial data. ► Provides ways to account for spatial dependencies in neural activation. ► Advantages over existing methods for estimating heritability of spatial traits. ► Heritable neural patterns for simple visuomotor processing are identified.