Although a history of cardiac insufficiency showed statistical significance (OR = 64.55, P = 0.01), its extremely high OR value and wide confidence interval (0.19–7.45) indicated potential collinearity or insufficient sample size, possibly related to its strong correlation with NT-proBNP (r = 0.62). This evidence concerns the gene NPPB and heart failure.