Transcription factor regulatory modeling identified nine TFs converging on BCL6, DUSP3, and IL6R. Immune deconvolution analysis revealed macrophage and dendritic cell enrichment in both conditions, with broader immune remodeling in AF. This evidence concerns the gene BCL6 and atrial fibrillation.