The top ten predicted genes for HF included GATA2, AGR1 and EP300, which were significantly associated with 815 pathways (Supplementary Fig. 1 and Supplementary Information), among which 66 were identified as relevant pathways such as angiogenesis and the MAPK cascade (Supplementary Fig. 2). Here, TXNDC12 is linked to hydrops fetalis.