In our study, though we could not determine duration of diabetes, our MR analysis using greater numbers of patients and controls has demonstrated a causal effect of PDAC on T2D (but not vice versa) and extended this work by showing that this effect is partly induced by HNF4G and to a lesser extent by PDX1. Here, PDX1 is linked to diabetes mellitus.