Backward stepwise multivariate logistic regression revealed that the presence of AF, LAVI < 39 mL/m2, NT-proBNP < 1540 pmol/mL, and irisin ≥ 10.8 ng/mL were independent predictors for HFimpEF. This evidence concerns the gene NPPB and atrial fibrillation.