While for AF without the MetS group, no models were computed with an expression of APOE and FTO genes as dependent variables, only one model was computed with LPL as a dependent variable, where BMI (β=-0.180, p=0.006) was identified as an important predictor of AF. This evidence concerns the gene LPL and atrial fibrillation.