INS and type 2 diabetes mellitus: Ahmed et al. conducted a study on factors associated with diabetic retinopathy in T2DM patients and showed that the presence of retinopathy exhibited significant associations with advanced age, early onset at a younger age, prolonged disease duration, inadequately managed blood sugar, hypertension, and insulin utilization.