The genes that were upregulated in AF were primarily enriched in the B-cell receptor signaling pathway, N-glycosylation, spliceosome, RNA degradation, and RNA degradation (Figure 3G; Supplementary Tables 1-S5). This evidence concerns the gene PPIB and atrial fibrillation.