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). Here, HMGN1 is linked to hydrops fetalis.