More interestingly, during the analysis process of constructing a diagnostic model of HF, we identified for the first time that three key genes (CSDC2, FREM1, and ZMAT1) probably play a role in the pathogenesis of HF. This evidence concerns the gene CSDC2 and hydrops fetalis.