Imaging genetics is an emerging field for the investigation of neuro-mechanisms linked to genetic variation.Although imaging genetics has recently shown great promise in understanding biological mechanisms for brain development and psychiatric disorders,studying the link between genetic variants and neuroimaging phenotypes remains statistically challenging due to the high-dimensionality of both genetic and neuroimaging data.