However, consistent with the three phenotypes described by Shah et al., the inclusion of patient age, BMI, NT pro-BNP level, use of loop diuretics, left atrial volume, and presence of pulmonary hypertension provide optimal parameters for risk stratification in the heterogeneous collective of HFpEF patients. This evidence concerns the gene NPPB and pulmonary arterial hypertension.