Additionally, the downregulated proteins in gallstone bile showed enrichment in bile acid and bile salt transport (padjusted = 0.004), which included AKR1C1, ABCC2, ABCB11, and ATP8B1. This evidence concerns the gene AKR1C1 and gallstones.