The DEARGs (BECN1, GAPDH, ATG7, MAPK3, BCL2L1, and MYC) and immune cells (T cells CD4 memory resting, T cells follicular helper, and neutrophils) identified in our study may be critical in AF genesis and provide potential predictive and therapeutic strategies for AF patients. Here, MAPK3 is linked to atrial fibrillation.