These PGS-PheWAS results suggest the existence of many other cholesterol transporters like ABCG8 that modify blood cholesterol levels perhaps in large part by facilitating an increased secretion of cholesterol into the biliary system, which in turn increases the risk of the formation of gallstones through the supersaturation of bile. Here, ABCG8 is linked to gallstones.