In conclusion, the present findings provide novel evidence showing that circulating AGEs and TXNIP levels are significantly correlated with Dixon MRI-RFF in patients with T2DM, which offers a valuable avenue for evaluating and monitoring abnormal fat deposition in the kidneys of diabetic individuals. Here, TXNIP is linked to type 2 diabetes mellitus.