In summary, our findings demonstrate that USP38 enhances AF susceptibility in CKD by stabilizing STRAP and activating the TGF-β1/SMAD pathway, thereby inducing both atrial structural and electrical remodeling. The gene discussed is TGFB1; the disease is chronic kidney disease.