Recent data show that ML algorithms outperform logistic regression models in the prediction of HF outcomes [39–41].The traditional indicators of assessing HF such as edema, pulmonary rales, BNP were not sensitive and lagging. The gene discussed is NPPB; the disease is hydrops fetalis.