Through the evaluation of ROC curves and AUC values via external dataset validation (GSE5406, GSE57338, GSE79962, and GSE141910), CD74 and CXCR4 demonstrated robust diagnostic performance in identifying high-risk individuals for HF, showing AUC values surpassing 0.7. Here, CD74 is linked to hydrops fetalis.