Using gene expression cis-QTLs derived from seven T2D-relevant tissues, we identify causal links between the expression of 676 genes and T2D risk, including novel associations such as CPXM1, PTGES2 and FAM20B. Here, PTGES2 is linked to type 2 diabetes mellitus.