The analysis revealed that patients with an uplift score greater ≥ 0.0124 were predominantly female, had lower frequencies of smoking history and sleep apnea syndrome, and had lower hemoglobin and BNP levels, as well as larger left atrial diameters (Table 5). This evidence concerns the gene NPPB and sleep apnea syndrome.