The integration of mQTL and eQTL data identified 20 critical methylation sites and 13 associated genes relevant to T2DM, with Heat Shock Factor 1(HSF1) emerging as a pivotal gene. This evidence concerns the gene HSF1 and type 2 diabetes mellitus.