We further showed that circulating BNP had significant positive correlation with PP and prevalence of PAD, DR, DPN as evidenced by higher VPT, and DN as reflected by elevated serum creatinine, urinary ACR, and cystatin C, and lower eGFR, in line with previous reports [34–41]. The gene discussed is NPPB; the disease is peripheral arterial disease.