Metabolomic networks in plants: Transitions from pattern recognition to biological interpretation

被引:88
作者
Morgenthal, K
Weckwerth, W
Steuer, R
机构
[1] Max Planck Inst Mol Pflanzenphysiol, D-14476 Potsdam, Germany
[2] Univ Potsdam, Inst Phys, Arbeitsgrp Nichtlineare Dynam, D-14469 Potsdam, Germany
[3] Univ Potsdam, Inst Biochem & Biol, D-14476 Potsdam, Germany
关键词
plant metabolism; metabolomics; differential correlations; multivariate data analysis; mass spectrometry; GC-MS; metabolic modelling;
D O I
10.1016/j.biosystems.2005.05.017
中图分类号
Q [生物科学];
学科分类号
07 ; 0710 ; 09 ;
摘要
Nowadays techniques for non-targeted metabolite profiling allow for the generation of huge amounts of relevant data essential for the construction of dynamic metabolomic networks. Thus, metabolomics, besides transcriptomics or proteomics, provides a major tool for the characterization of postgenomic processes. In this work, we introduce comparative correlation analysis as a complementary approach to characterize the physiological states of various organs of diverse plant species with focus on specific participation of metabolites in different reaction networks. The correlations observed are induced by diminutive fluctuations in environmental conditions, which propagate through the system and induce specific patterns depending on the genomic background. In order to examine this hypothesis, numeric examples of such fluctuations are computed and compared with experimentally obtained metabolite data. (C) 2005 Elsevier Ireland Ltd. All rights reserved.
引用
收藏
页码:108 / 117
页数:10
相关论文
共 27 条
[1]  
[Anonymous], [No title captured]
[2]   The origin of correlations in metabolomics data [J].
Camacho, Diogo ;
de la Fuente, Alberto ;
Mendes, Pedro .
METABOLOMICS, 2005, 1 (01) :53-63
[3]   Innovation - Metabolite profiling: from diagnostics to systems biology [J].
Fernie, AR ;
Trethewey, RN ;
Krotzky, AJ ;
Willmitzer, L .
NATURE REVIEWS MOLECULAR CELL BIOLOGY, 2004, 5 (09) :763-769
[4]   Metabolomics - the link between genotypes and phenotypes [J].
Fiehn, O .
PLANT MOLECULAR BIOLOGY, 2002, 48 (1-2) :155-171
[5]   Combining genomics, metabolome analysis, and biochemical modelling to understand metabolic networks [J].
Fiehn, O .
COMPARATIVE AND FUNCTIONAL GENOMICS, 2001, 2 (03) :155-168
[6]  
GARCIAOJALVO J, 1999, NOISE SPATIALLY EXTE
[7]   Metabolomics by numbers: acquiring and understanding global metabolite data [J].
Goodacre, R ;
Vaidyanathan, S ;
Dunn, WB ;
Harrigan, GG ;
Kell, DB .
TRENDS IN BIOTECHNOLOGY, 2004, 22 (05) :245-252
[8]  
Heinrich R., 1996, REGULATION CELLULAR, DOI DOI 10.1007/978-1-4613-1161-4
[9]   METABOLIC STABILITY AND EPIGENESIS IN RANDOMLY CONSTRUCTED GENETIC NETS [J].
KAUFFMAN, SA .
JOURNAL OF THEORETICAL BIOLOGY, 1969, 22 (03) :437-&
[10]   Metabolomics and systems biology: making sense of the soup [J].
Kell, DB .
CURRENT OPINION IN MICROBIOLOGY, 2004, 7 (03) :296-307