Clearance of p16-positive cells increases the activity of AMPK and decreases the activity of mTOR, leading to a normalization of the expression of mitochondrial metabolic genes, including the downregulation of Pdk1 (encoding pyruvate dehydrogenase kinases 1) in DKD kidneys. This evidence concerns the gene PDK1 and diabetic kidney disease.