Furthermore, MR analysis based on 731 immune cell signatures demonstrated the specific immunophenotypes leading to the occurrence of HF, such as IgD+CD38+ B cells, CD39+CD8+ T cells, and CD28-CD127-CD25+CD8+ T cells, providing a new direction for follow-up research. This evidence concerns the gene ENTPD1 and hydrops fetalis.