There is untapped potential of imaging data in retinal disease through multi-modal image analysis, with discrepancies between functional and structural understandings of RDH12-associated retinopathies and the considerable information locked in and underutilized in already acquired retinal images that have functional correlates. Here, RDH12 is linked to retinal disorder.