INS and chronic kidney disease: The gut microbiota profoundly influences metabolic regulation, affecting processes such as insulin sensitivity, lipid metabolism, and inflammation, dysregulation linked to the progression of diabetic kidney disease (DKD) and chronic kidney disease (CKD) [14,16,19,20].