Further investigation into the comparative toxicogenomics database (https://ctdbase.org/) has identified 4 genes – HMGCR, ABCG8, CCK, and GNAS – as having direct evidence of associations with gallstone formation. This evidence concerns the gene ABCG8 and gallstones.