However, the PLR's role in HF remains incompletely elucidated, particularly in comparison to established biomarkers such as N-terminal pro-B-type natriuretic peptide (NT-proBNP), which remains the standard for HF diagnosis and prognostication. This evidence concerns the gene NPPB and hydrops fetalis.