These results were consistent with the findings in our scRNA-seq analysis and in vitro experiments, suggesting both TGF-β pathway and TGF-β induced-CCN2 might be involved in regulating the pathogenesis of knee AF (Fig. 7). The gene discussed is CCN2; the disease is atrial fibrillation.