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. Here, GIPR is linked to alcohol dependence.