The combined GIPR/GLP1R relationships with NAFLD, liver enzymes (ALT, GGT), binge drinking, alcohol misuse, and food liking outcomes show consistent protective relationships across both loci, with estimates from the GIPR locus providing particularly robust evidence. The gene discussed is GLP1R; the disease is metabolic dysfunction-associated steatotic liver disease.