In the present study, KK-Ay mice displayed cognitive impairment, with glucose elevation, AGEs accumulation, oxidative stress, insulin resistance, reducing the contents of GLO1 protein, NADPH, or GSH, and MG (a major precursor of AGEs) hyperactivity in the brain or plasma. Here, INS is linked to Cognitive impairment.