Enumeration of minimal stoichiometric precursor sets in metabolic networks

被引:11
作者
Andrade, Ricardo [1 ,2 ]
Wannagat, Martin [1 ,2 ]
Klein, Cecilia C. [1 ,2 ]
Acuna, Vicente [3 ]
Marchetti-Spaccamela, Alberto [1 ,4 ]
Milreu, Paulo V. [5 ]
Stougie, Leen [1 ,6 ,7 ]
Sagot, Marie-France [1 ,2 ]
机构
[1] INRIA Grenoble Rhone Alpes, Erable Team, 655 Ave Europe, F-38330 Montbonnot St Martin, France
[2] Univ Lyon 1, CNRS, Biometrie & Biol Evolut, LBBE,UMR 5558, 43 Bd 11 Novembre 1918, F-69622 Villeurbanne, France
[3] Univ Chile, Ctr Math Modeling, CNRS, UMI 2807, Beauchef 851, Santiago 8370456, Chile
[4] Sapienza Univ Rome, Via Ariosto 25, I-00185 Rome, Italy
[5] Tecsinapse, Dept Appl Res, Sao Paulo, Brazil
[6] CWI, Sci Pk 123, NL-1098 XG Amsterdam, Netherlands
[7] Vrije Univ Amsterdam, De Boelelaan 1105, NL-1081 HV Amsterdam, Netherlands
基金
欧洲研究理事会;
关键词
Metabolic network; Minimal precursor sets; Mixed integer linear programming; ESCHERICHIA-COLI STRAINS; GROWTH;
D O I
10.1186/s13015-016-0087-3
中图分类号
Q5 [生物化学];
学科分类号
071010 ; 081704 ;
摘要
Background: What an organism needs at least from its environment to produce a set of metabolites, e.g. target(s) of interest and/or biomass, has been called a minimal precursor set. Early approaches to enumerate all minimal precursor sets took into account only the topology of the metabolic network (topological precursor sets). Due to cycles and the stoichiometric values of the reactions, it is often not possible to produce the target(s) from a topological precursor set in the sense that there is no feasible flux. Although considering the stoichiometry makes the problem harder, it enables to obtain biologically reasonable precursor sets that we call stoichiometric. Recently a method to enumerate all minimal stoichiometric precursor sets was proposed in the literature. The relationship between topological and stoichiometric precursor sets had however not yet been studied. Results: Such relationship between topological and stoichiometric precursor sets is highlighted. We also present two algorithms that enumerate all minimal stoichiometric precursor sets. The first one is of theoretical interest only and is based on the above mentioned relationship. The second approach solves a series of mixed integer linear programming problems. We compared the computed minimal precursor sets to experimentally obtained growth media of several Escherichia coli strains using genome-scale metabolic networks. Conclusions: The results show that the second approach efficiently enumerates minimal precursor sets taking stoichiometry into account, and allows for broad in silico studies of strains or species interactions that may help to understand e.g. pathotype and niche-specific metabolic capabilities. sasita is written in Java, uses cplex as LP solver and can be downloaded together with all networks and input files used in this paper at http://www.sasita.gforge.inria.fr.
引用
收藏
页数:15
相关论文
共 20 条
[1]   Algorithms and complexity of enumerating minimal precursor sets in genome-wide metabolic networks [J].
Acuna, Vicente ;
Milreu, Paulo Vieira ;
Cottret, Ludovic ;
Marchetti-Spaccamela, Alberto ;
Stougie, Leen ;
Sagot, Marie-France .
BIOINFORMATICS, 2012, 28 (19) :2474-2483
[2]  
Ausiello G., 2001, Theoretical Computer Science, V2202, P312
[3]  
Cottret L, 2008, LECT N BIOINFORMAT, V5251, P233, DOI 10.1007/978-3-540-87361-7_20
[4]   Computing the shortest elementary flux modes in genome-scale metabolic networks [J].
de Figueiredo, Luis F. ;
Podhorski, Adam ;
Rubio, Angel ;
Kaleta, Christoph ;
Beasley, John E. ;
Schuster, Stefan ;
Planes, Francisco J. .
BIOINFORMATICS, 2009, 25 (23) :3158-3165
[5]   Computing minimal nutrient sets from metabolic networks via linear constraint solving [J].
Eker, Steven ;
Krummenacker, Markus ;
Shearer, Alexander G. ;
Tiwari, Ashish ;
Keseler, Ingrid M. ;
Talcott, Carolyn ;
Karp, Peter D. .
BMC BIOINFORMATICS, 2013, 14
[6]   Comparison of carbon nutrition for pathogenic and commensal Escherichia coli strains in the mouse intestine [J].
Fabich, Andrew J. ;
Jones, Shari A. ;
Chowdhury, Fatema Z. ;
Cernosek, Amanda ;
Anderson, April ;
Smalley, Darren ;
McHargue, J. Wesley ;
Hightower, G. Aaron ;
Smith, Joel T. ;
Autieri, Steven M. ;
Leatham, Mary P. ;
Lins, Jeremy J. ;
Allen, Regina L. ;
Laux, David C. ;
Cohen, Paul S. ;
Conway, Tyrrell .
INFECTION AND IMMUNITY, 2008, 76 (03) :1143-1152
[7]   DIRECTED HYPERGRAPHS AND APPLICATIONS [J].
GALLO, G ;
LONGO, G ;
PALLOTTINO, S ;
NGUYEN, S .
DISCRETE APPLIED MATHEMATICS, 1993, 42 (2-3) :177-201
[8]   On generating the irredundant conjunctive and disjunctive normal forms of monotone Boolean functions [J].
Gurvich, V ;
Khachiyan, L .
DISCRETE APPLIED MATHEMATICS, 1999, 97 :363-373
[9]   An environmental perspective on metabolism [J].
Handorf, Thomas ;
Christian, Nils ;
Ebenhoeh, Oliver ;
Kahn, Daniel .
JOURNAL OF THEORETICAL BIOLOGY, 2008, 252 (03) :530-537
[10]   Systematic analysis of conservation relations in Escherichia coli genome-scale metabolic network reveals novel growth media [J].
Imielinski, M ;
Belta, C ;
Rubin, H ;
Halász, A .
BIOPHYSICAL JOURNAL, 2006, 90 (08) :2659-2672