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). The gene discussed is RORA; the disease is atrial fibrillation.