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). The gene discussed is ATRNL1; the disease is atrial fibrillation.