HFpEF-probands more often showed typical comorbidities and risk factors for HFpEFs, such as advanced age, arterial hypertension, atrial fibrillation, diabetes mellitus, renal dysfunction, sleep disorders and elevated NT-proBNP, than participants with low or intermediate HFA-PEFF scores. The gene discussed is NPPB; the disease is Abnormal renal physiology.