GLP-1 RA use was associated with reduced alcohol intake, relapse rates, and incidence of alcohol-related diagnoses, especially in individuals with type 2 diabetes or obesity prescribed Semaglutide or liraglutide. The gene discussed is GCG; the disease is type 2 diabetes mellitus.