In the atrial fibrillation dataset, LDHB, PFKFB2, CKAP4, CXCR4, DPEP2, and RORA genes showed an upregulation trend, while only the CD81 gene was downregulated in the disease group (Fig 4C). This evidence concerns the gene CD81 and atrial fibrillation.