Metabolic network reconstruction and flux variability analysis of storage synthesis in developing oilseed rape (Brassica napus L.) embryos

被引:61
作者
Hay, Jordan [1 ]
Schwender, Joerg [1 ]
机构
[1] Brookhaven Natl Lab, Dept Biol, Upton, NY 11973 USA
关键词
flux balance analysis; carbon partitioning; constraint-based model; linear program; stoichiometric model; FATTY-ACID SYNTHESIS; ESCHERICHIA-COLI; BALANCE ANALYSIS; SYSTEMIC PROPERTIES; CARBON METABOLISM; SCALE; MODEL; ARABIDOPSIS; SEEDS; PATHWAY;
D O I
10.1111/j.1365-313X.2011.04613.x
中图分类号
Q94 [植物学];
学科分类号
071001 ;
摘要
Computational simulation of large-scale biochemical networks can be used to analyze and predict the metabolic behavior of an organism, such as a developing seed. Based on the biochemical literature, pathways databases and decision rules defining reaction directionality we reconstructed bna572, a stoichiometric metabolic network model representing Brassica napus seed storage metabolism. In the highly compartmentalized network about 25% of the 572 reactions are transport reactions interconnecting nine subcellular compartments and the environment. According to known physiological capabilities of developing B. napus embryos, four nutritional conditions were defined to simulate heterotrophy or photoheterotrophy, each in combination with the availability of inorganic nitrogen (ammonia, nitrate) or amino acids as nitrogen sources. Based on mathematical linear optimization the optimal solution space was comprehensively explored by flux variability analysis, thereby identifying for each reaction the range of flux values allowable under optimality. The range and variability of flux values was then categorized into flux variability types. Across the four nutritional conditions, approximately 13% of the reactions have variable flux values and 10-11% are substitutable (can be inactive), both indicating metabolic redundancy given, for example, by isoenzymes, subcellular compartmentalization or the presence of alternative pathways. About one-third of the reactions are never used and are associated with pathways that are suboptimal for storage synthesis. Fifty-seven reactions change flux variability type among the different nutritional conditions, indicating their function in metabolic adjustments. This predictive modeling framework allows analysis and quantitative exploration of storage metabolism of a developing B. napus oilseed.
引用
收藏
页码:526 / 541
页数:16
相关论文
共 81 条
[1]   Carbon conversion efficiency and central metabolic fluxes in developing sunflower (Helianthus annuus L.) embryos [J].
Alonso, Ana P. ;
Goffman, Fernando D. ;
Ohlrogge, John B. ;
Shachar-Hill, Yair .
PLANT JOURNAL, 2007, 52 (02) :296-308
[2]  
Asokanthan PS, 1997, PHYSIOL PLANTARUM, V101, P353, DOI 10.1034/j.1399-3054.1997.1010215.x
[3]   Energy balance for analysis of complex metabolic networks [J].
Beard, DA ;
Liang, SC ;
Qian, H .
BIOPHYSICAL JOURNAL, 2002, 83 (01) :79-86
[4]   Quantitative prediction of cellular metabolism with constraint-based models: the COBRA Toolbox [J].
Becker, Scott A. ;
Feist, Adam M. ;
Mo, Monica L. ;
Hannum, Gregory ;
Palsson, Bernhard O. ;
Herrgard, Markus J. .
NATURE PROTOCOLS, 2007, 2 (03) :727-738
[5]   Flux analysis of underdetermined metabolic networks: The quest for the missing constraints [J].
Bonarius, HPJ ;
Schmid, G ;
Tramper, J .
TRENDS IN BIOTECHNOLOGY, 1997, 15 (08) :308-314
[6]  
Boyle NR, 2009, PLANT METABOLIC NETWORKS, P211, DOI 10.1007/978-0-387-78745-9_8
[7]   Flux balance analysis of primary metabolism in Chlamydomonas reinhardtii [J].
Boyle, Nanette R. ;
Morgan, John A. .
BMC SYSTEMS BIOLOGY, 2009, 3
[8]   SUBCELLULAR COMPARTMENTATION OF THE 4-AMINOBUTYRATE SHUNT IN PROTOPLASTS FROM DEVELOPING SOYBEAN COTYLEDONS [J].
BREITKREUZ, KE ;
SHELP, BJ .
PLANT PHYSIOLOGY, 1995, 108 (01) :99-103
[9]   C4GEM, a Genome-Scale Metabolic Model to Study C4 Plant Metabolism [J].
Dal'Molin, Cristiana Gomes de Oliveira ;
Quek, Lake-Ee ;
Palfreyman, Robin William ;
Brumbley, Stevens Michael ;
Nielsen, Lars Keld .
PLANT PHYSIOLOGY, 2010, 154 (04) :1871-1885
[10]   AraGEM, a Genome-Scale Reconstruction of the Primary Metabolic Network in Arabidopsis [J].
Dal'Molin, Cristiana Gomes de Oliveira ;
Quek, Lake-Ee ;
Palfreyman, Robin William ;
Brumbley, Stevens Michael ;
Nielsen, Lars Keld .
PLANT PHYSIOLOGY, 2010, 152 (02) :579-589