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). Here, ITGB1 is linked to atrial fibrillation.