CellChat modeling revealed increased CXCL, MIF, and TNF signaling in AF, primarily mediated by fibroblasts, macrophages, and T cells, while ATH showed stronger MHC-II and CD45-mediated interactions driven by endothelial and dendritic cells. Here, MIF is linked to atrial fibrillation.