Compared with the highest creatinine-cystatin C ratio group, the lowest creatinine-cystatin C ratio group had a 2.6-fold higher risk of DWFG, even after adjusting for potential confounding factors, including age, sex, diabetes mellitus, eGFR, and serum albumin. The gene discussed is CST3; the disease is diabetes mellitus.