Chemometric contributions to the evolution of metabonomics: mathematical solutions to characterising and interpreting complex biological NMR spectra

被引:172
作者
Holmes, E [1 ]
Antti, H [1 ]
机构
[1] Univ London Imperial Coll Sci Technol & Med, Div Biomed Sci, Dept Biol Chem, London SW7 2AZ, England
关键词
D O I
10.1039/b208254n
中图分类号
O65 [分析化学];
学科分类号
070302 ; 081704 ;
摘要
The pharmaceutical industry has embraced emerging technologies such as genomics, proteomics and metabonomics over the past decade with a view to minimizing attrition and expanding drug development pipelines. Metabonomic technology, based on the multivariate analysis of complex biological profiles generated from spectroscopic instruments, has enabled the construction of successful expert systems for toxicity screening and disease diagnosis. Here we describe the evolution of chemometric and bioinformatic methodologies to accommodate the multi- and megavariate data generated by high resolution NMR spectroscopy of biofluids, tissues and cell cultures and explore their potential role in mining, modeling and predicting metabolic data.
引用
收藏
页码:1549 / 1557
页数:9
相关论文
共 87 条
  • [31] High-resolution 1H NMR and magic angle spinning NMR spectroscopic investigation of the biochemical effects of 2-bromoethanamine in intact renal and hepatic tissue
    Garrod, S
    Humpher, E
    Connor, SC
    Connelly, JC
    Spraul, M
    Nicholson, JK
    Holmes, E
    [J]. MAGNETIC RESONANCE IN MEDICINE, 2001, 45 (05) : 781 - 790
  • [32] GARTLAND KPR, 1991, MOL PHARMACOL, V39, P629
  • [33] Directly coupled high-performance liquid chromatography and nuclear magnetic resonance spectroscopic with chemometric studies on metabolic variation in Sprague-Dawley rats
    Gavaghan, CL
    Nicholson, JK
    Connor, SC
    Wilson, ID
    Wright, B
    Holmes, E
    [J]. ANALYTICAL BIOCHEMISTRY, 2001, 291 (02) : 245 - 252
  • [34] An NMR-based metabonomic approach to investigate the biochemical consequences of genetic strain differences:: application to the C57BL10J and Alpk:ApfCD mouse
    Gavaghan, CL
    Holmes, E
    Lenz, E
    Wilson, ID
    Nicholson, JK
    [J]. FEBS LETTERS, 2000, 484 (03) : 169 - 174
  • [35] NMR-SPECTROSCOPY OF HUMAN POSTMORTEM CEREBROSPINAL-FLUID - DISTINCTION OF ALZHEIMERS-DISEASE FROM CONTROL USING PATTERN-RECOGNITION AND STATISTICS
    GHAURI, FYK
    NICHOLSON, JK
    SWEATMAN, BC
    WOOD, J
    BEDDELL, CR
    LINDON, JC
    CAIRNS, NJ
    [J]. NMR IN BIOMEDICINE, 1993, 6 (02) : 163 - 167
  • [36] GRAHN H, 1996, APPL MULTIVARIATE DA, P513
  • [37] Metabolic profiling of genetic disorders:: A multitissue 1H nuclear magnetic resonance spectroscopic and pattern recognition study into dystrophic tissue
    Griffin, JL
    Williams, HJ
    Sang, E
    Clarke, K
    Rae, C
    Nicholson, JK
    [J]. ANALYTICAL BIOCHEMISTRY, 2001, 293 (01) : 16 - 21
  • [38] The initial pathogenesis of cadmium induced renal toxicity
    Griffin, JL
    Walker, LA
    Troke, J
    Osborn, D
    Shore, RF
    Nicholson, JK
    [J]. FEBS LETTERS, 2000, 478 (1-2) : 147 - 150
  • [39] Halket JM, 1999, RAPID COMMUN MASS SP, V13, P279, DOI 10.1002/(SICI)1097-0231(19990228)13:4<279::AID-RCM478>3.0.CO
  • [40] 2-I