effect: 0.23; CI, 0.02–0.44; p=0.03 for FinnGen), which implies the mediation analysis support that DPP4 gene expression at the mRNA level has a direct effect on HF, which is not mediated by type-2 diabetes for both two data sources. The gene discussed is DPP4; the disease is type 2 diabetes mellitus.