Among three modules (Module 1, 2, 3) that are significantly correlated with AF state, Module 1 contains genes that are upregulated in AF patients and are known to be inflammatory and profibrotic, such as CCR2, IL10, ITGA9, MMP9, SPP1, TIMP2, and VIM. Here, SPP1 is linked to atrial fibrillation.