Finally, our results also confirmed that the main regulatory factors, EIF5A2, HIF1A, ZIC2, ELF1, and STAT2, are significantly associated with the occurrence and maintenance of atrial fibrillation through targeting candidate genes. Here, EIF5A2 is linked to atrial fibrillation.