As expected, NP cells expressed hallmark genes that have been previously identified such as COL2A1, KRT8, A2M, CD24, DSC3, COMP, FMOD, ACAN26,44–49 to name a few, which were expressed at higher levels compared to AF cells. This evidence concerns the gene CD24 and atrial fibrillation.