Univariable linear regression analysis of the whole study population showed that obesity; the presence of HT, coronary artery disease and T2DM; insulin use; NT-proBNP; eGFR and indexed LVM were associated with impaired longitudinal PS (all P < 0.05). This evidence concerns the gene NPPB and obesity disorder.