Differential metabolic networks unravel the effects of silent plant phenotypes

被引:280
作者
Weckwerth, W
Loureiro, ME
Wenzel, K
Fiehn, O [1 ]
机构
[1] Max Planck Inst Mol Plant Physiol, Dept Mol Physiol, D-14424 Potsdam, Germany
[2] Univ Fed Vicosa, Dept Biol Vegetal, BR-35670001 Vicosa, MG, Brazil
关键词
metabolomics; metabonomics; data mining; regulatory networks; functional genomics;
D O I
10.1073/pnas.0303415101
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
Current efforts aim to functionally characterize each gene in model plants. Frequently, however, no morphological or biochemical phenotype can be ascribed for antisense or knock-out plant genotypes. This is especially the case when gene suppression or knockout is targeted to isoenzymes or gene families. Consequently, pleiotropic effects and gene redundancy are responsible for phenotype resistance. Here, techniques are presented to detect unexpected pleiotropic changes in such instances despite very subtle changes in overall metabolism. The method consists of the relative quantitation of >1,000 compounds by GC/time-of-flight MS, followed by classical statistics and multivariate clustering. Complementary to these tools, metabolic networks are constructed from pair-wise analysis of linear metabolic correlations. The topology of such networks reflects the underlying regulatory pathway structure. A differential analysis of network connectivity was applied for a silent potato plant line suppressed in expression of sucrose synthase isoform II. Metabolic alterations could be assigned to carbohydrate and amino acid metabolism even if no difference in average metabolite levels was found.
引用
收藏
页码:7809 / 7814
页数:6
相关论文
共 42 条
[1]   High-throughput classification of yeast mutants for functional genomics using metabolic footprinting [J].
Allen, J ;
Davey, HM ;
Broadhurst, D ;
Heald, JK ;
Rowland, JJ ;
Oliver, SG ;
Kell, DB .
NATURE BIOTECHNOLOGY, 2003, 21 (06) :692-696
[2]   Multiple, distinct isoforms of sucrose synthase in pea [J].
Barratt, DHP ;
Barber, L ;
Kruger, NJ ;
Smith, AM ;
Wang, TL ;
Martin, C .
PLANT PHYSIOLOGY, 2001, 127 (02) :655-664
[3]   Arabidopsis gene knockout:: phenotypes wanted [J].
Bouché, N ;
Bouchez, D .
CURRENT OPINION IN PLANT BIOLOGY, 2001, 4 (02) :111-117
[4]   SPATIAL AND TEMPORAL EXPRESSION OF THE 2 SUCROSE SYNTHASE GENES IN MAIZE - IMMUNOHISTOLOGICAL EVIDENCE [J].
CHEN, YC ;
CHOUREY, PS .
THEORETICAL AND APPLIED GENETICS, 1989, 78 (04) :553-559
[5]   EPISTATIC INTERACTION AND FUNCTIONAL COMPENSATION BETWEEN THE 2 TISSUE-SPEC IFIC AND CELL-SPECIFIC SUCROSE SYNTHASE GENES IN MAIZE [J].
CHOUREY, PS ;
TALIERCIO, EW .
PROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES OF THE UNITED STATES OF AMERICA, 1994, 91 (17) :7917-7921
[6]  
Dallüge J, 2002, J SEP SCI, V25, P201, DOI 10.1002/1615-9314(20020301)25:4<201::AID-JSSC201>3.0.CO
[7]  
2-B
[8]   Cellulose biosynthesis in plants: from genes to rosettes [J].
Doblin, MS ;
Kurek, I ;
Jacob-Wilk, D ;
Delmer, DP .
PLANT AND CELL PHYSIOLOGY, 2002, 43 (12) :1407-1420
[9]  
Fell D., 1997, Understanding the control of metabolism
[10]   The small world of metabolism [J].
Fell, DA ;
Wagner, A .
NATURE BIOTECHNOLOGY, 2000, 18 (11) :1121-1122