Each biomarker mentioned, from Adiponectin to Protein AMBP, represents not only a potential diagnostic tool but also a window into the underlying pathophysiological processes of CKD and its various manifestations, including diabetic kidney disease (DKD). Here, ADIPOQ is linked to chronic kidney disease.