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, COL9A1 is linked to hydrops fetalis.