This is further confirmed by a recent study that showed four genes, ITGB1, HSP90AA1, CCND1, and HSPA8, regulate lipid metabolism to promote the occurrence of AF (Fang et al., 2022). This evidence concerns the gene CCND1 and atrial fibrillation.