In conclusion, this large-scale TWAS of PDAC revealed genes whose genetically predicted gene expression was associated with pancreatic cancer, with MR analyses demonstrating causative roles of PDAC on diabetes, induced in part by HNF4G and PDX1, and a strong causal effect of VTE on PDAC induced by ABO. Here, PDX1 is linked to diabetes mellitus.