While they hold promise as potential biomarkers to complement traditional markers like NT-proBNP [25]-potentially improving diagnostic specificity in distinguishing HFpEF from HFrEF, especially in metabolic syndrome-this study primarily underscores their roles in disease mechanisms. Here, NPPB is linked to metabolic syndrome.