We identified four diagnostic biomarkers for HF, namely, HMGN2, HTRA1, MFAP4, and MYH6, which demonstrated diagnostic performance comparable to conventional biomarkers (AUC>0.8) in external validation. The gene discussed is MFAP4; the disease is hydrops fetalis.