Background/Objectives: Glucagon-like peptide-1 (GLP-1) and glucose-dependent insulinotropic polypeptide (GIP) receptor agonists have revolutionised obesity and type 2 diabetes management through effective weight loss and metabolic regulation. The gene discussed is GLP1R; the disease is type 2 diabetes mellitus.