The higher levels of ketogenic AAs are likely due to elevated pyruvate dehydrogenase kinase isoform 4 (PDK4) expression in patients with diabetes that interferes with the conversion of pyruvate to acetyl coenzyme A, leading to the conversion of ketone bodies to ketogenic AAs [116]. This evidence concerns the gene PDK4 and diabetes mellitus.