This rigorous investigation has unearthed numerous intricate associations between IHF and AF, possibly mediated by hub genes (SFRP4, FMOD, HAPLN1, LTBP2, SVEP1, BCL6, ANPEP, CD38, ATRNL1, BEX1). Here, BCL6 is linked to atrial fibrillation.