For the two rare-variant genes (GIGYF1 and ANKRD12) associated with alcohol consumption, GIGYF1, identified as a risk gene for diabetes in earlier research13,30, is a protein-coding gene intricately involved in the regulation of cell growth and division. Here, GIGYF1 is linked to diabetes mellitus.