Univariate analysis identified significant predictors of LAAT, including permanent AF, heart failure, BNP, uric acid, D-dimer, mitral regurgitation, LVEF, LVED, LAD, CHA2DS2-VASc score, and LAA velocity (p < 0.05). The gene discussed is NPPB; the disease is heart failure.