INS and diabetes mellitus: A predictive model for diabetic retinopathy was constructed in a retrospective study that included 931 patients with T2DM, which found that gender, insulin use, duration of diabetes mellitus, urinary albumin-to-creatinine ratio, and serum phosphorus were important predictors of the development of DR, but the study did not explore the relationship between serum P and DR in depth [11].