redGEM: Systematic reduction and analysis of genome-scale metabolic reconstructions for development of consistent core metabolic models

被引:44
作者
Ataman, Meric [1 ]
Gardiol, Daniel F. Hernandez [1 ]
Fengos, Georgios [1 ]
Hatzimanikatis, Vassily [1 ]
机构
[1] Ecole Polytech Fed Lausanne, Lab Computat Syst Biotechnol, Lausanne, Switzerland
基金
瑞士国家科学基金会;
关键词
ELEMENTARY FLUX MODES; THERMODYNAMIC ANALYSIS; EXTREME PATHWAYS; NETWORK MODELS; BALANCE; GROWTH; INTEGRATION;
D O I
10.1371/journal.pcbi.1005444
中图分类号
Q5 [生物化学];
学科分类号
071010 ; 081704 ;
摘要
Genome-scale metabolic reconstructions have proven to be valuable resources in enhancing our understanding of metabolic networks as they encapsulate all known metabolic capabilities of the organisms from genes to proteins to their functions. However the complexity of these large metabolic networks often hinders their utility in various practical applications. Although reduced models are commonly used for modeling and in integrating experimental data, they are often inconsistent across different studies and laboratories due to different criteria and detail, which can compromise transferability of the findings and also integration of experimental data from different groups. In this study, we have developed a systematic semi-automatic approach to reduce genome-scale models into core models in a consistent and logical manner focusing on the central metabolism or subsystems of interest. The method minimizes the loss of information using an approach that combines graph-based search and optimization methods. The resulting core models are shown to be able to capture key properties of the genome-scale models and preserve consistency in terms of biomass and by-product yields, flux and concentration variability and gene essentiality. The development of these "consistently-reduced" models will help to clarify and facilitate integration of different experimental data to draw new understanding that can be directly extendable to genome-scale models.
引用
收藏
页数:22
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共 60 条
[1]   Comparative genome-scale metabolic modeling of actinomycetes: The topology of essential core metabolism [J].
Alam, Mohammad Tauqeer ;
Medema, Marnix H. ;
Takano, Eriko ;
Breitling, Rainer .
FEBS LETTERS, 2011, 585 (14) :2389-2394
[2]   The activity reaction core and plasticity of metabolic networks [J].
Almaas, Eivind ;
Oltvai, Zoltan N. ;
Barabasi, Albert-Laszlo .
PLOS COMPUTATIONAL BIOLOGY, 2005, 1 (07) :557-563
[3]   Identification of metabolic engineering targets for the enhancement of 1,4-butanediol production in recombinant E. coli using large-scale kinetic models [J].
Andreozzi, Stefano ;
Chakrabarti, Anirikh ;
Soh, Keng Cher ;
Burgard, Anthony ;
Yang, Tae Hoon ;
Van Dien, Stephen ;
Miskovic, Ljubisa ;
Hatzimanikatis, Vassily .
METABOLIC ENGINEERING, 2016, 35 :148-159
[4]   lumpGEM: Systematic generation of subnetworks and elementally balanced lumped reactions for the biosynthesis of target metabolites [J].
Ataman, Meric ;
Hatzimanikatis, Vassily .
PLOS COMPUTATIONAL BIOLOGY, 2017, 13 (07)
[5]   Heading in the right direction: thermodynamics-based network analysis and pathway engineering [J].
Ataman, Meric ;
Hatzimanikatis, Vassily .
CURRENT OPINION IN BIOTECHNOLOGY, 2015, 36 :176-182
[6]   Construction of Escherichia coli K-12 in-frame, single-gene knockout mutants:: the Keio collection [J].
Baba, Tomoya ;
Ara, Takeshi ;
Hasegawa, Miki ;
Takai, Yuki ;
Okumura, Yoshiko ;
Baba, Miki ;
Datsenko, Kirill A. ;
Tomita, Masaru ;
Wanner, Barry L. ;
Mori, Hirotada .
MOLECULAR SYSTEMS BIOLOGY, 2006, 2 (1) :2006.0008
[7]   The evolution of metabolic networks of E. coli [J].
Baumler, David J. ;
Peplinski, Roman G. ;
Reed, Jennifer L. ;
Glasner, Jeremy D. ;
Perna, Nicole T. .
BMC SYSTEMS BIOLOGY, 2011, 5
[8]   Energy balance for analysis of complex metabolic networks [J].
Beard, DA ;
Liang, SC ;
Qian, H .
BIOPHYSICAL JOURNAL, 2002, 83 (01) :79-86
[9]   Towards kinetic modeling of genome-scale metabolic networks without sacrificing stoichiometric, thermodynamic and physiological constraints [J].
Chakrabarti, Anirikh ;
Miskovic, Ljubisa ;
Soh, Keng Cher ;
Hatzimanikatis, Vassily .
BIOTECHNOLOGY JOURNAL, 2013, 8 (09) :1043-U105
[10]   Dispensability of Escherichia coli's latent pathways [J].
Cornelius, Sean P. ;
Lee, Joo Sang ;
Motter, Adilson E. .
PROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES OF THE UNITED STATES OF AMERICA, 2011, 108 (08) :3124-3129