Mechanistically, GLP-1 enhances glucose-dependent insulin secretion, suppresses glucagon release, and delays gastric emptying, whereas GIP primarily augments insulin secretion under hyperglycemic conditions but may stimulate glucagon secretion during hypoglycemia (139). The gene discussed is GLP1R; the disease is Hypoglycemia.