The Metabonomic Signature of Celiac Disease

被引:132
作者
Bertini, Ivano [1 ,2 ]
Calalbro, Antonio [6 ,7 ]
De Carli, Valeria [6 ,7 ]
Luchinat, Claudio [1 ,3 ]
Nepi, Stefano [1 ,4 ,5 ]
Porfirio, Berardino [8 ]
Renzi, Daniela [6 ,7 ]
Saccenti, Edoardo [1 ,4 ,5 ]
Tenori, Leonardo [1 ,4 ,5 ]
机构
[1] Univ Florence, CERM, I-50019 Sesto Fiorentino, Italy
[2] Univ Florence, Dept Chem, I-50019 Sesto Fiorentino, Italy
[3] Univ Florence, Dept Agr Biotechnol, I-50144 Florence, Italy
[4] Univ Florence, Ctr Metabol, I-50019 Sesto Fiorentino, Italy
[5] FiorGen Fdn, I-50019 Sesto Fiorentino, Italy
[6] Univ Florence, Gastroenterol Unit, Dept Clin Pathophysiol, I-50139 Florence, Italy
[7] Tuscany Referral Ctr Adult Celiac Dis, I-50139 Florence, Italy
[8] Univ Florence, Human Genet Unit, Dept Clin Pathophysiol, I-50139 Florence, Italy
关键词
Celiac disease; energy metabolism; gut microflora; NMR spectroscopy; support vector machines; GUT MICROFLORA; DIAGNOSIS; DIET; FATIGUE; RATS; SPECTROSCOPY; DISTURBANCES; CHOLESTEROL; ASSOCIATION; PREVALENCE;
D O I
10.1021/pr800548z
中图分类号
Q5 [生物化学];
学科分类号
071010 ; 081704 ;
摘要
Celiac disease (CD) is a multifactorial disorder involving genetic and environmental factors, thus, having great potential impact on metabolism. This study aims at defining the metabolic signature of CD through Nuclear Magnetic Resonance (NMR) of urine and serum samples of CD patients. Thirty-four CD patients at diagnosis and 34 healthy controls were examined by H-1 NMR of their serum and urine. A CD patients' subgroup was also examined after a gluten-free diet (GFD). Projection to Latent Structures provided data reduction and clustering, and Support Vector Machines provided pattern recognition and classification. The classification accuracy of CD and healthy control groups was 79.7-83.4% for serum and 69.3% for urine. Sera of CD patients were characterized by lower levels (P < 0.01) of several metabolites such as amino acids, lipids, pyruvate and choline, and by higher levels of glucose and 3-hydroxybutyric acid, while urines showed altered levels (P < 0.05) of, among others, indoxyl sulfate, meta-[hydroxyphenyl]propionic acid and phenylacetylglycine. After 12 months of GFD, all but one of the patients were classified as healthy by the same statistical analysis. NMR thus reveals a characteristic metabolic signature of celiac disease. Altered serum levels of glucose and ketonic bodies suggest alterations of energy metabolism, while the urine data point to alterations of gut microbiota. Metabolomics may thus provide further hints on the biochemistry of the disease.
引用
收藏
页码:170 / 177
页数:8
相关论文
共 73 条
[1]   Fine mapping study in Scandinavian families suggests association between coeliac disease and haplotypes in chromosome region 5q32 [J].
Adamovic, S. ;
Amundsen, S. S. ;
Lie, B. A. ;
Hellqvist, A. ;
Gudjonsdottir, A. H. ;
Ek, J. ;
Nilsson, S. ;
Wahlstrorm, J. ;
Ascher, H. ;
Sollid, L. M. ;
Naluai, A. T. .
TISSUE ANTIGENS, 2008, 71 (01) :27-34
[2]   1H NMR-based metabonomic analysis of urine from young spontaneously hypertensive rats [J].
Akira, Kazuki ;
Masu, Shigenori ;
Imachi, Misako ;
Mitome, Hidemichi ;
Hashimoto, Miho ;
Hashimoto, Takao .
JOURNAL OF PHARMACEUTICAL AND BIOMEDICAL ANALYSIS, 2008, 46 (03) :550-556
[3]   STATISTICS NOTES - DIAGNOSTIC-TESTS-1 - SENSITIVITY AND SPECIFICITY .3. [J].
ALTMAN, DG ;
BLAND, JM .
BRITISH MEDICAL JOURNAL, 1994, 308 (6943) :1552-1552
[4]   Evidence of different metabolic phenotypes in humans [J].
Assfalg, Michael ;
Bertini, Ivano ;
Colangiuli, Donato ;
Luchinat, Claudio ;
Schaefer, Hartmut ;
Schuetz, Birk ;
Spraul, Manfred .
PROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES OF THE UNITED STATES OF AMERICA, 2008, 105 (05) :1420-1424
[5]   Focal MR spectroscopy of hippocampal CA-1 lesions in transient global amnesia [J].
Bartsch, T. ;
Alfke, K. ;
Wolff, S. ;
Rohr, A. ;
Jansen, O. ;
Deuschl, G. .
NEUROLOGY, 2008, 70 (13) :1030-1035
[6]   Change in lipid profile in Celiac disease: Beneficial effect of gluten-free diet [J].
Brar, Pardeep ;
Kwon, Grace Y. ;
Holleran, Steve ;
Bai, Diane ;
Tall, Alan R. ;
Ramakrishnan, Rajasekhar ;
Green, Peter H. R. .
AMERICAN JOURNAL OF MEDICINE, 2006, 119 (09) :786-790
[7]  
Brindle JT, 2002, NAT MED, V8, P1439, DOI 10.1038/nm802
[8]   ESCHERICHIA-COLI VARIANTS FOR GAS AND INDOLE PRODUCTION AT ELEVATED INCUBATION TEMPERATURES [J].
BUESCHKENS, DH ;
STILES, ME .
APPLIED AND ENVIRONMENTAL MICROBIOLOGY, 1984, 48 (03) :601-605
[9]   K-OPLS package: Kernel-based orthogonal projections to latent structures for prediction and interpretation in feature space [J].
Bylesjo, Max ;
Rantalainen, Mattias ;
Nicholson, Jeremy K. ;
Holmes, Elaine ;
Trygg, Johan .
BMC BIOINFORMATICS, 2008, 9 (1)
[10]  
Capristo E, 2000, AM J GASTROENTEROL, V95, P3331