Mediation analysis indicated a direct effect of DPP4 at the mRNA level on HF, while debiased IVW showed limited evidence for a causal effect of DPP4 inhibition on CVDs, possibly due to low statistical power. This evidence concerns the gene DPP4 and hydrops fetalis.