From the above results, it can be seen that LMR, similar to NT-proBNP, has a strong correlation with NYHA functional classification, certain correlations with LADs, LVDd and LVPWd, and good diagnostic value for determining the presence of HF status in patients with HFpEF. Here, NPPB is linked to hydrops fetalis.