By integrating the SMR analysis results from blood mQTLs, eQTLs, and pQTLs, we identified one intersecting gene (HSF1) that may have a causal association with T2DM (Table S18 in the Online Supplementary Document). Here, HSF1 is linked to type 2 diabetes mellitus.