Key gastrointestinal hormones, including glucagon-like peptide-1 (GLP-1), glucose-dependent insulinotropic peptide (GIP), and amylin, play essential roles in appetite control, energy balance, and glucose metabolism, yet their dysregulation in T1DM remains poorly understood. This evidence concerns the gene GIP and type 1 diabetes mellitus.