Notably, three of the top-five upregulated genes, GIMAP8, TNFAIP8L2, and RNASEL, were involved in inflammatory response, suggesting that the dysregulation of inflammatory response may be the an important indicator for AF. This evidence concerns the gene TIPE2 and atrial fibrillation.