In our study, SFRP4 expression was upregulated in the cardiac tissue of IHF and AF patients and was a core gene in the PPI, related to 4 key hub genes (FMOD, HAPLN1, LTBP2, SVEP1). Here, FMOD is linked to atrial fibrillation.