TLR4 and atrial fibrillation: Furthermore, we conducted differential gene analysis, PPI network analysis, and machine learning approaches to identify five hub genes significantly associated with CS and AF, including PIK3R1, ITGAM, FOS, CTNNB1, and TLR4.