A number of loci have been detected in large-scale studies measured predominantly in blood, including TXNIP, ABCG1, CPT1A, and SREBF1. Methods to establish causality of epigenetic markers in T2D aetiology are becoming common-place. This evidence concerns the gene ABCG1 and type 2 diabetes mellitus.