Multivariate MR within the GRAPPLE framework revealed the impact of specific candidates like SLC4A10, BMI, TC, HTN, and TG on the MI and stroke pathways from DPP4 gene expression at the mRNA level. This evidence concerns the gene DPP4 and hypertensive disorder.