Since mRNA expression does not always correlate directly with protein abundance or enzymatic activity, pQTL-based MR could provide complementary insights into the causal role of DPP4 at the protein level in cardiovascular and metabolic diseases. This evidence concerns the gene DPP4 and metabolic disease.