We have previously developed the CoDE-HF decision-support tool using NT-proBNP.12 We have now further developed CoDE-HF for BNP and MR-proANP and demonstrate that the use of machine learning improves the diagnostic performance of all three natriuretic peptides. The gene discussed is NPPA; the disease is hydrops fetalis.