The significant univariate association of CNP (inverse), and of ANP, BNP and cGMP (all positive), with E/A ratio in females (Supplementary Table S2) possibly relates to CNP’s adaptive response to impaired diastolic function resulting from myocardial fibrosis as reported recently in female mice13. Here, NPPA is linked to Myocardial fibrosis.