1H-NMR analysis provides a metabolomic profile of patients with multiple sclerosis

被引:63
作者
Cocco, Eleonora [1 ]
Murgia, Federica [2 ]
Lorefice, Lorena [1 ]
Barberini, Luigi [1 ]
Poddighe, Simone [1 ]
Frau, Jessica [1 ]
Fenu, Giuseppe [1 ]
Coghe, Giancarlo [1 ]
Murru, Maria Rita [1 ]
Murru, Raffaele [1 ]
Del Carratore, Francesco [2 ]
Atzori, Luigi [2 ]
Marrosu, Maria Giovanna [3 ]
机构
[1] Univ Cagliari, Dept Publ Hlth, Cagliari, Italy
[2] Univ Cagliari, Dept Biomed Sci, Clin & Mol Med, Cagliari, Italy
[3] Univ Cagliari, Dept Med Sci, Cagliari, Italy
关键词
CEREBROSPINAL-FLUID; QUANTITATIVE-ANALYSIS; DIAGNOSTIC-CRITERIA; TRYPTOPHAN; DISEASE; SERUM; NMR; HETEROGENEITY; SPECTROSCOPY; KYNURENINE;
D O I
10.1212/NXI.0000000000000185
中图分类号
R74 [神经病学与精神病学];
学科分类号
摘要
Objective: To investigate the metabolomic profiles of patients with multiple sclerosis (MS) and to define the metabolic pathways potentially related to MS pathogenesis. Methods: Plasma samples from 73 patients with MS (therapy-free for at least 90 days) and 88 healthy controls (HC) were analyzed by 1H-NMR spectroscopy. Data analysis was conducted with principal components analysis followed by a supervised analysis (orthogonal partial least squares discriminant analysis [OPLS-DA]). The metabolites were identified and quantified using Chenomx software, and the receiver operating characteristic (ROC) curves were calculated. Results: The model obtained with the OPLS-DA identified predictive metabolic differences between the patients with MS and HC (R2X = 0.615, R2Y = 0.619, Q2 = 0.476; p < 0.001). The differential metabolites included glucose, 5-OH-tryptophan, and tryptophan, which were lower in the MS group, and 3-OH-butyrate, acetoacetate, acetone, alanine, and choline, which were higher in the MS group. The suitability of the model was evaluated using an external set of samples. The values returned by the model were used to build the corresponding ROC curve (area under the curve of 0.98). Conclusion: NMR metabolomic analysis was able to discriminate different metabolic profiles in patients with MS compared with HC. With the exception of choline, the main metabolic changes could be connected to 2 different metabolic pathways: tryptophan metabolism and energy metabolism. Metabolomics appears to represent a promising noninvasive approach for the study of MS. Neurol Neuroimmunol Neuroinflamm 2016; 3:e185; doi: 10.1212/NXI.0000000000000185
引用
收藏
页数:9
相关论文
共 38 条
[21]  
Mangalam Ak, 2013, J Clin Cell Immunol, V4, DOI 10.4172/2155-9899.1000150
[22]   Recommended diagnostic criteria for multiple sclerosis: Guidelines from the International Panel on the Diagnosis of Multiple Sclerosis [J].
McDonald, WI ;
Compston, A ;
Edan, G ;
Goodkin, D ;
Hartung, HP ;
Lublin, FD ;
McFarland, HF ;
Paty, DW ;
Polman, CH ;
Reingold, SC ;
Sandberg-Wollheim, M ;
Sibley, W ;
Thompson, AJ ;
van den Noort, S ;
Weinshenker, BY ;
Wolinsky, JS .
ANNALS OF NEUROLOGY, 2001, 50 (01) :121-127
[23]   A metabonomics investigation of multiple sclerosis by nuclear magnetic resonance [J].
Mehrpour, Masoud ;
Kyani, Anahita ;
Tafazzoli, Mohsen ;
Fathi, Fariba ;
Joghataie, Mohammad-Taghi .
MAGNETIC RESONANCE IN CHEMISTRY, 2013, 51 (02) :102-109
[24]   PLASMA AND CEREBROSPINAL-FLUID TRYPTOPHAN IN MULTIPLE-SCLEROSIS AND DEGENERATIVE DISEASES [J].
MONACO, F ;
FUMERO, S ;
MONDINO, A ;
MUTANI, R .
JOURNAL OF NEUROLOGY NEUROSURGERY AND PSYCHIATRY, 1979, 42 (07) :640-641
[25]   Serum analysis by 1H Nuclear Magnetic Resonance spectroscopy: a new tool for distinguishing neuromyelitis optica from multiple sclerosis [J].
Moussallieh, F-M ;
Elbayed, K. ;
Chanson, J. B. ;
Rudolf, G. ;
Piotto, M. ;
De Seze, J. ;
Namer, I. J. .
MULTIPLE SCLEROSIS JOURNAL, 2014, 20 (05) :558-565
[26]   Is the quickness of resuscitation after hypoxia influenced by the oxygen concentration? Metabolomics in piglets resuscitated with different oxygen concentrations [J].
Murgia, Federica ;
Noto, Antonio ;
Iacovidou, Nicoletta ;
Xanthos, Theodoros ;
Lussu, Milena ;
Atzori, Luigi ;
Barberini, Luigi ;
Finco, Gabriele ;
D'Aloja, Ernesto ;
Fanos, Vassilios .
JOURNAL OF PEDIATRIC AND NEONATAL INDIVIDUALIZED MEDICINE, 2013, 2 (02)
[27]   Diagnostic criteria for multiple sclerosis: 2005 Revisions to the "McDonald Criteria" [J].
Polman, CH ;
Reingold, SC ;
Edan, G ;
Filippi, M ;
Hartung, HP ;
Kappos, L ;
Lublin, FD ;
Metz, LM ;
McFarland, HF ;
O'Connor, PW ;
Sandberg-Wollheim, M ;
Thompson, AJ ;
Weinshenker, BG ;
Wolinsky, JS .
ANNALS OF NEUROLOGY, 2005, 58 (06) :840-846
[28]   Diagnostic Criteria for Multiple Sclerosis: 2010 Revisions to the McDonald Criteria [J].
Polman, Chris H. ;
Reingold, Stephen C. ;
Banwell, Brenda ;
Clanet, Michel ;
Cohen, Jeffrey A. ;
Filippi, Massimo ;
Fujihara, Kazuo ;
Havrdova, Eva ;
Hutchinson, Michael ;
Kappos, Ludwig ;
Lublin, Fred D. ;
Montalban, Xavier ;
O'Connor, Paul ;
Sandberg-Wollheim, Magnhild ;
Thompson, Alan J. ;
Waubant, Emmanuelle ;
Weinshenker, Brian ;
Wolinsky, Jerry S. .
ANNALS OF NEUROLOGY, 2011, 69 (02) :292-302
[29]   Metabolomic profiling in multiple sclerosis: insights into biomarkers and pathogenesis [J].
Reinke, S. N. ;
Broadhurst, D. I. ;
Sykes, B. D. ;
Baker, G. B. ;
Catz, I. ;
Warren, K. G. ;
Power, C. .
MULTIPLE SCLEROSIS JOURNAL, 2014, 20 (10) :1396-1400
[30]  
Rudzite V, 1996, ADV EXP MED BIOL, V398, P183