title: Metabolomics reveals attenuation of the SLC6A20 kidney transporter in nonhuman primate and mouse models of type 2 diabetes mellitus.
abstract: To enhance understanding of the metabolic indicators of type 2 diabetes mellitus (T2DM) disease pathogenesis and progression, the urinary metabolomes of well characterized rhesus macaques (normal or spontaneously and naturally diabetic) were examined. High-resolution ultra-performance liquid chromatography coupled with the accurate mass determination of time-of-flight mass spectrometry was used to analyze spot urine samples from normal (n = 10) and T2DM (n = 11) male monkeys. The machine-learning algorithm random forests classified urine samples as either from normal or T2DM monkeys. The metabolites important for developing the classifier were further examined for their biological significance. Random forests models had a misclassification error of less than 5%. Metabolites were identified based on accurate masses (<10 ppm) and confirmed by tandem mass spectrometry of authentic compounds. Urinary compounds significantly increased (p < 0.05) in the T2DM when compared with the normal group included glycine betaine (9-fold), citric acid (2.8-fold), kynurenic acid (1.8-fold), glucose (68-fold), and pipecolic acid (6.5-fold). When compared with the conventional definition of T2DM, the metabolites were also useful in defining the T2DM condition, and the urinary elevations in glycine betaine and pipecolic acid (as well as proline) indicated defective re-absorption in the kidney proximal tubules by SLC6A20, a Na(+)-dependent transporter. The mRNA levels of SLC6A20 were significantly reduced in the kidneys of monkeys with T2DM. These observations were validated in the db/db mouse model of T2DM. This study provides convincing evidence of the power of metabolomics for identifying functional changes at many levels in the omics pipeline.
authors.affiliation: Laboratory of Metabolism, Center for Cancer Research, National Cancer Institute, National Institutes of Health, Bethesda, Maryland 20892, USA.
authors.forename: Andrew D
authors.initials: AD
authors.lastname: Patterson
authors.forename: Jessica A
authors.initials: JA
authors.lastname: Bonzo
authors.forename: Fei
authors.initials: F
authors.lastname: Li
authors.forename: Kristopher W
authors.initials: KW
authors.lastname: Krausz
authors.forename: Gabriel S
authors.initials: GS
authors.lastname: Eichler
authors.forename: Sadaf
authors.initials: S
authors.lastname: Aslam
authors.forename: Xenia
authors.initials: X
authors.lastname: Tigno
authors.forename: John N
authors.initials: JN
authors.lastname: Weinstein
authors.forename: Barbara C
authors.initials: BC
authors.lastname: Hansen
authors.forename: Jeffrey R
authors.initials: JR
authors.lastname: Idle
authors.forename: Frank J
authors.initials: FJ
authors.lastname: Gonzalez
mesh_terms: D026921:Amino Acid Transport Systems, Neutral / Q000378:metabolism*; D000818:Animals; D001622:Betaine / Q000652:urine; D019343:Citric Acid / Q000652:urine; D003921:Diabetes Mellitus, Experimental / Q000652:urine*; D003924:Diabetes Mellitus, Type 2 / Q000652:urine*; D005947:Glucose / Q000378:metabolism; D006029:Glycosuria / Q000652:urine; D006801:Humans; D007687:Kidney Tubules, Proximal / Q000378:metabolism*; D007736:Kynurenic Acid / Q000652:urine; D008253:Macaca mulatta; D008297:Male; D055432:Metabolomics / Q000379:methods; D051379:Mice; D010875:Pipecolic Acids / Q000652:urine; D012333:RNA, Messenger / Q000378:metabolism
chemical_list: D026921:Amino Acid Transport Systems, Neutral; D010875:Pipecolic Acids; D012333:RNA, Messenger; D019343:Citric Acid; D001622:Betaine; D007736:Kynurenic Acid; C031345:pipecolic acid; D005947:Glucose