Plant Metabolic Modeling: Achieving New Insight into Metabolism and Metabolic Engineering

被引:42
作者
Baghalian, Kambiz [1 ,2 ,3 ]
Hajirezaei, Mohammad-Reza [1 ]
Schreiber, Falk [2 ,4 ]
机构
[1] Leibniz Inst Plant Genet & Crop Plant Res, D-06466 Gatersleben, Germany
[2] Univ Halle Wittenberg, Inst Comp Sci, D-06120 Halle, Germany
[3] Islamic Azad Univ, Coll Agr & Nat Resources, Karaj Branch, Karaj 31485313, Iran
[4] Monash Univ, Fac IT, Clayton, Vic 3800, Australia
关键词
FLUX BALANCE ANALYSIS; CRASSULACEAN ACID METABOLISM; SYSTEMS BIOLOGY APPROACH; CARBON METABOLISM; PATHWAY ANALYSIS; OILSEED RAPE; PHOTORESPIRATORY METABOLISM; SECONDARY METABOLISM; BIOCHEMICAL NETWORKS; VARIABILITY ANALYSIS;
D O I
10.1105/tpc.114.130328
中图分类号
Q5 [生物化学]; Q7 [分子生物学];
学科分类号
071010 ; 081704 ;
摘要
Models are used to represent aspects of the real world for specific purposes, and mathematical models have opened up new approaches in studying the behavior and complexity of biological systems. However, modeling is often time-consuming and requires significant computational resources for data development, data analysis, and simulation. Computational modeling has been successfully applied as an aid for metabolic engineering in microorganisms. But such model-based approaches have only recently been extended to plant metabolic engineering, mainly due to greater pathway complexity in plants and their highly compartmentalized cellular structure. Recent progress in plant systems biology and bioinformatics has begun to disentangle this complexity and facilitate the creation of efficient plant metabolic models. This review highlights several aspects of plant metabolic modeling in the context of understanding, predicting and modifying complex plant metabolism. We discuss opportunities for engineering photosynthetic carbon metabolism, sucrose synthesis, and the tricarboxylic acid cycle in leaves and oil synthesis in seeds and the application of metabolic modeling to the study of plant acclimation to the environment. The aim of the review is to offer a current perspective for plant biologists without requiring specialized knowledge of bioinformatics or systems biology.
引用
收藏
页码:3847 / 3866
页数:20
相关论文
共 160 条
[71]   Integration of enzyme activities into metabolic flux distributions by elementary mode analysis [J].
Kurata, Hiroyuki ;
Zhao, Quanyu ;
Okuda, Ryuichi ;
Shimizu, Kazuyuki .
BMC SYSTEMS BIOLOGY, 2007, 1
[72]   Elucidating Rice Cell Metabolism under Flooding and Drought Stresses Using Flux-Based Modeling and Analysis [J].
Lakshmanan, Meiyappan ;
Zhang, Zhaoyang ;
Mohanty, Bijayalaxmi ;
Kwon, Jun-Young ;
Choi, Hong-Yeol ;
Nam, Hyung-Jin ;
Kim, Dong-Il ;
Lee, Dong-Yup .
PLANT PHYSIOLOGY, 2013, 162 (04) :2140-2150
[73]   Minimum information requested in the annotation of biochemical models (MIRIAM) [J].
Le Novère, N ;
Finney, A ;
Hucka, M ;
Bhalla, US ;
Campagne, F ;
Collado-Vides, J ;
Crampin, EJ ;
Halstead, M ;
Klipp, E ;
Mendes, P ;
Nielsen, P ;
Sauro, H ;
Shapiro, B ;
Snoep, JL ;
Spence, HD ;
Wanner, BL .
NATURE BIOTECHNOLOGY, 2005, 23 (12) :1509-1515
[74]   The Systems Biology Graphical Notation [J].
Le Novere, Nicolas ;
Hucka, Michael ;
Mi, Huaiyu ;
Moodie, Stuart ;
Schreiber, Falk ;
Sorokin, Anatoly ;
Demir, Emek ;
Wegner, Katja ;
Aladjem, Mirit I. ;
Wimalaratne, Sarala M. ;
Bergman, Frank T. ;
Gauges, Ralph ;
Ghazal, Peter ;
Kawaji, Hideya ;
Li, Lu ;
Matsuoka, Yukiko ;
Villeger, Alice ;
Boyd, Sarah E. ;
Calzone, Laurence ;
Courtot, Melanie ;
Dogrusoz, Ugur ;
Freeman, Tom C. ;
Funahashi, Akira ;
Ghosh, Samik ;
Jouraku, Akiya ;
Kim, Sohyoung ;
Kolpakov, Fedor ;
Luna, Augustin ;
Sahle, Sven ;
Schmidt, Esther ;
Watterson, Steven ;
Wu, Guanming ;
Goryanin, Igor ;
Kell, Douglas B. ;
Sander, Chris ;
Sauro, Herbert ;
Snoep, Jacky L. ;
Kohn, Kurt ;
Kitano, Hiroaki .
NATURE BIOTECHNOLOGY, 2009, 27 (08) :735-741
[75]   APPLICATION OF METABOLIC FLUX ANALYSIS IN METABOLIC ENGINEERING [J].
Lee, Sang Yup ;
Park, Jong Myoung ;
Kim, Tae Yong .
SYNTHETIC BIOLOGY, PT B: COMPUTER AIDED DESIGN AND DNA ASSEMBLY, 2011, 498 :67-93
[76]   BioModels Database: An enhanced, curated and annotated resource for published quantitative kinetic models [J].
Li, Chen ;
Donizelli, Marco ;
Rodriguez, Nicolas ;
Dharuri, Harish ;
Endler, Lukas ;
Chelliah, Vijayalakshmi ;
Li, Lu ;
He, Enuo ;
Henry, Arnaud ;
Stefan, Melanie I. ;
Snoep, Jacky L. ;
Hucka, Michael ;
Le Novere, Nicolas ;
Laibe, Camille .
BMC SYSTEMS BIOLOGY, 2010, 4
[77]   Metabolic flux analysis in plants: From intelligent design to rational engineering [J].
Libourel, Igor G. L. ;
Shachar-Hill, Yair .
ANNUAL REVIEW OF PLANT BIOLOGY, 2008, 59 :625-650
[78]   Stoichiometric modelling of cell metabolism [J].
Llaneras, Francisco ;
Pico, Jesus .
JOURNAL OF BIOSCIENCE AND BIOENGINEERING, 2008, 105 (01) :1-11
[79]  
Luckner M, 1972, SECONDARY METABOLISM
[80]   On flux coupling analysis of metabolic subsystems [J].
Marashi, Sayed-Amir ;
David, Laszlo ;
Bockmayr, Alexander .
JOURNAL OF THEORETICAL BIOLOGY, 2012, 302 :62-69