Our machine learning analysis demonstrated that panels of BNP + IGF2, BNP + ITIH3, and BNP + VCAM1 + IGF2 + ITIH3 improved performance in discriminating HFpEF from other types of HF/no HF, compared to just using BNP alone. Here, NPPB is linked to hydrops fetalis.