Although previous two-sample MR studies based on GWAS of lipid traits or eQTL of PCSK9 have provided support for the association between PCSK9 and all-cause HF [24–26], our study found no evidence of the correlation between circulating PCSK9 and the risk of all-cause HF. This evidence concerns the gene PCSK9 and hydrops fetalis.