After adjusting for confounding factors like age, diabetes duration, and insulin use, the odds of advanced CKD were approximately 4.6 times higher in non-proliferative DR (NPDR) and 11.8 times higher in PDR compared to those without DR [38]. The gene discussed is INS; the disease is chronic kidney disease.