Considering EAT activity might be affected by age, gender, heart failure, and atrial size, we performed subgroup analysis to adjust for gender, age, AF type, BNP, LA, and RA size, and identified that Gal-3 and MPO remain independently correlated with enhanced EAT activity. Here, MPO is linked to heart failure.