INS and Hyperglycemia: Specifically, AKI patients exhibit enhanced insulin resistance due to renal glycogen depletion and decreased insulin and glucagon clearance, resulting in hyperglycemia and elevated insulin levels, which serve as critical indicators of disease severity (115).