ALB and Hypoalbuminemia: Focusing solely on fructosamine and HbA1c as substitutes for glycemic control, without taking into consideration additional indicators (like glycated albumin), could limit the thoroughness of the glycemic evaluation Fructosamine levels may be influenced by hypoalbuminemia in advanced CKD; future studies should include serum albumin measurements to adjust for protein status.