We then conducted two-sample MR of these secondary proteins/genes expression against HF and identified four genes (TP53, ZNF259, ACVR2A, and MYRF) that passed multiple testing thresholds (0.05/217, p < 2 × 10−4, Supplementary Data 10). Here, ACVR2A is linked to hydrops fetalis.