Blood biomarkers, such as B-type natriuretic peptide (BNP), may not consistently exhibit elevated levels in older HFpEF patients, particularly those in sinus rhythm, with obesity, and/or normal kidney function [49,50]. This evidence concerns the gene NPPB and Obesity.