Univariate analysis identified several factors as significant predictors of AF detection, including height, age, left atrial diameter, left atrial volume, D-dimer, BNP, TG, chronic kidney disease, hemoglobin, HDL cholesterol, and LDL/HDL ratio. This evidence concerns the gene NPPB and chronic kidney disease.