α-Hydroxybutyrate Is an Early Biomarker of Insulin Resistance and Glucose Intolerance in a Nondiabetic Population

被引:550
作者
Gall, Walter E. [1 ]
Beebe, Kirk [1 ]
Lawton, Kay A. [1 ]
Adam, Klaus-Peter [1 ]
Mitchell, Matthew W. [1 ]
Nakhle, Pamela J. [1 ]
Ryals, John A. [1 ]
Milburn, Michael V. [1 ]
Nannipieri, Monica [2 ]
Camastra, Stefania [2 ]
Natali, Andrea [2 ]
Ferrannini, Ele [2 ]
机构
[1] Metabolon Inc, Res Triangle Pk, NC USA
[2] Univ Pisa, Sch Med, RISC Relationship Insulin Sensit Cardiovasc Coord, I-56100 Pisa, Italy
来源
PLOS ONE | 2010年 / 5卷 / 05期
关键词
DEPENDENT DIABETES-MELLITUS; 2-HYDROXYBUTYRIC ACID; SENSITIVITY; KETOBUTYRATE; PATHOGENESIS; RAT; HYPERINSULINEMIA; METABOLOMICS; METABOLISM; SECRETION;
D O I
10.1371/journal.pone.0010883
中图分类号
O [数理科学和化学]; P [天文学、地球科学]; Q [生物科学]; N [自然科学总论];
学科分类号
07 ; 0710 ; 09 ;
摘要
Background: Insulin resistance is a risk factor for type 2 diabetes and cardiovascular disease progression. Current diagnostic tests, such as glycemic indicators, have limitations in the early detection of insulin resistant individuals. We searched for novel biomarkers identifying these at-risk subjects. Methods: Using mass spectrometry, non-targeted biochemical profiling was conducted in a cohort of 399 nondiabetic subjects representing a broad spectrum of insulin sensitivity and glucose tolerance (based on the hyperinsulinemic euglycemic clamp and oral glucose tolerance testing, respectively). Results: Random forest statistical analysis selected alpha-hydroxybutyrate (alpha-HB) as the top-ranked biochemical for separating insulin resistant (lower third of the clamp-derived M-FFM = 33 [12] mu mol.min(-1).kg(FFM)(-1), median [interquartile range], n = 140) from insulin sensitive subjects (M-FFM = 66 [23] mu mol.min(-1).kg(FFM)(-1)) with a 76% accuracy. By targeted isotope dilution assay, plasma alpha-HB concentrations were reciprocally related to M-FFM; and by partition analysis, an alpha-HB value of 5 mu g/ml was found to best separate insulin resistant from insulin sensitive subjects. alpha-HB also separated subjects with normal glucose tolerance from those with impaired fasting glycemia or impaired glucose tolerance independently of, and in an additive fashion to, insulin resistance. These associations were also independent of sex, age and BMI. Other metabolites from this global analysis that significantly correlated to insulin sensitivity included certain organic acid, amino acid, lysophospholipid, acylcarnitine and fatty acid species. Several metabolites are intermediates related to alpha-HB metabolism and biosynthesis. Conclusions: alpha-hydroxybutyrate is an early marker for both insulin resistance and impaired glucose regulation. The underlying biochemical mechanisms may involve increased lipid oxidation and oxidative stress.
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页数:11
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共 40 条
  • [1] Muscle and liver insulin resistance indexes derived from the oral glucose tolerance test
    Abdul-Ghani, Muhammad A.
    Matsuda, Masafumi
    Balas, Bogdan
    DeFronzo, Ralph A.
    [J]. DIABETES CARE, 2007, 30 (01) : 89 - 94
  • [2] Pathophysiology of prediabetes
    Abdul-Ghani, Muhammad A.
    DeFronzo, Ralph A.
    [J]. CURRENT DIABETES REPORTS, 2009, 9 (03) : 193 - 199
  • [3] Bioinformatics analysis of targeted metabolomics - Uncovering old and new tales of diabetic mice under medication
    Altmaier, Elisabeth
    Ramsay, Steven L.
    Graber, Armin
    Mewes, Hans-Werner
    Weinberger, Klaus M.
    Suhre, Karsten
    [J]. ENDOCRINOLOGY, 2008, 149 (07) : 3478 - 3489
  • [4] Orchestration of glucose homeostasis - From a small acorn to the California oak
    Bergman, Richard N.
    [J]. DIABETES, 2007, 56 (06) : 1489 - 1501
  • [5] Discovery of Metabolomics Biomarkers for Early Detection of Nephrotoxicity
    Boudonck, Kurt J.
    Mitchell, Matthew W.
    Nemet, Laszlo
    Keresztes, Lilla
    Nyska, Abraham
    Shinar, Doron
    Rosenstock, Moti
    [J]. TOXICOLOGIC PATHOLOGY, 2009, 37 (03) : 280 - 292
  • [6] EFFECT OF ALPHA-KETOBUTYRATE ON PALMITIC ACID AND PYRUVATE METABOLISM IN ISOLATED RAT HEPATOCYTES
    BRASS, EP
    [J]. BIOCHIMICA ET BIOPHYSICA ACTA, 1986, 888 (01) : 18 - 24
  • [7] Random forests
    Breiman, L
    [J]. MACHINE LEARNING, 2001, 45 (01) : 5 - 32
  • [8] INSULIN RESISTANCE - A MULTIFACETED SYNDROME RESPONSIBLE FOR NIDDM, OBESITY, HYPERTENSION, DYSLIPIDEMIA, AND ATHEROSCLEROTIC CARDIOVASCULAR-DISEASE
    DEFRONZO, RA
    FERRANNINI, E
    [J]. DIABETES CARE, 1991, 14 (03) : 173 - 194
  • [9] From the Triumvirate to the Ominous Octet: A New Paradigm for the Treatment of Type 2 Diabetes Mellitus
    DeFronzo, Ralph A.
    [J]. DIABETES, 2009, 58 (04) : 773 - 795
  • [10] Evans A.M., 2009, ANAL CHEM