Among them, we found that Af, heart failure, chronic renal failure, and LA diameter were statistically significant predictors of plasma BNP in the multivariable setting (F4,126 = 27.6, p < 0.0001; adjusted R2 = 0.45). This evidence concerns the gene NPPB and chronic kidney disease.