The results suggested that COL9A1, MTIF3, MRPS25, and HMGN1 may serve as valuable indicators in predicting HF outcomes, with each gene demonstrating varying degrees of association with these clinical factors (Fig. 2A). This evidence concerns the gene MTIF3 and hydrops fetalis.