Mendelian randomization studies of UGT1A1 polymorphism associated with increased bilirubin levels found no association of bilirubin with stroke and CVD but found a negative association with type 2 diabetes [81, 82]. This evidence concerns the gene UGT1A1 and type 2 diabetes mellitus.