By integrating the outcomes from the top genes within the top-hub-gene network and the pathway classification depicted in the mulberry bubble map (Figures 3E, 4D), we identified the shared genes as potential biomarkers between CS and AF, which include PIK3R1, ITGAM, FOS, and TLR4. Here, TLR4 is linked to atrial fibrillation.