The neurological variability across Wolfram syndrome is principally determined by protein-level mutation effects, with zygosity–exon interactions providing a modulatory layer and wolframin-production interactions contributing a fine-grained tuning effect. Here, WFS1 is linked to Wolfram syndrome.