The violin plot shows the expression patterns of ISLR and SFRP4 in the HF combined dataset (Figure 6G,H), with ROC analysis showing that their AUC for HF diagnosis reached 0.831 and 0.881 (Figure 6I), respectively, suggesting their potential as HF biomarkers. This evidence concerns the gene SFRP4 and hydrops fetalis.