In summary, our multilayered analysis identifies BCL6, DUSP3, and IL6R as robust cross-disease immune signatures in AF and ATH, with evidence for shared regulatory, transcriptional, and intercellular signaling mechanisms. Here, BCL6 is linked to atrial fibrillation.