Metabolic Reconstruction and Modeling of Nitrogen Fixation in Rhizobium etli

Rhizobiaceas are bacteria that fix nitrogen during symbiosis with plants. This symbiotic relationship is crucial for the nitrogen cycle, and understanding symbiotic mechanisms is a scientific challenge with direct applications in agronomy and plant development. Rhizobium etli is a bacteria which provides legumes with ammonia (among other chemical compounds), thereby stimulating plant growth. A genome-scale approach, integrating the biochemical information available for R. etli, constitutes an important step toward understanding the symbiotic relationship and its possible improvement. In this work we present a genome-scale metabolic reconstruction (iOR363) for R. etli CFN42, which includes 387 metabolic and transport reactions across 26 metabolic pathways. This model was used to analyze the physiological capabilities of R. etli during stages of nitrogen fixation. To study the physiological capacities in silico, an objective function was formulated to simulate symbiotic nitrogen fixation. Flux balance analysis (FBA) was performed, and the predicted active metabolic pathways agreed qualitatively with experimental observations. In addition, predictions for the effects of gene deletions during nitrogen fixation in Rhizobia in silico also agreed with reported experimental data. Overall, we present some evidence supporting that FBA of the reconstructed metabolic network for R. etli provides results that are in agreement with physiological observations. Thus, as for other organisms, the reconstructed genome-scale metabolic network provides an important framework which allows us to compare model predictions with experimental measurements and eventually generate hypotheses on ways to improve nitrogen fixation.

[1]  Christian L. Barrett,et al.  Systems biology as a foundation for genome-scale synthetic biology. , 2006, Current opinion in biotechnology.

[2]  Trevor C. Charles,et al.  The role of PHB metabolism in the symbiosis of rhizobia with legumes , 2006, Applied Microbiology and Biotechnology.

[3]  D. Emerich,et al.  A comparative proteomic evaluation of culture grown vs nodule isolated Bradyrhizobium japonicum , 2006, Proteomics.

[4]  P. Poole,et al.  Metabolic changes of rhizobia in legume nodules. , 2006, Trends in microbiology.

[5]  Julio Collado-Vides,et al.  The partitioned Rhizobium etli genome: genetic and metabolic redundancy in seven interacting replicons. , 2006, Proceedings of the National Academy of Sciences of the United States of America.

[6]  B. Palsson,et al.  The model organism as a system: integrating 'omics' data sets , 2006, Nature Reviews Molecular Cell Biology.

[7]  B. Palsson,et al.  Towards multidimensional genome annotation , 2006, Nature Reviews Genetics.

[8]  Kiyoko F. Aoki-Kinoshita,et al.  From genomics to chemical genomics: new developments in KEGG , 2005, Nucleic Acids Res..

[9]  D. Emerich,et al.  Global protein expression pattern of Bradyrhizobium japonicum bacteroids: A prelude to functional proteomics , 2005, Proteomics.

[10]  S. Encarnación,et al.  Biotin biosynthesis, transport and utilization in rhizobia. , 2005, FEMS microbiology letters.

[11]  P. Poole,et al.  Role of polyhydroxybutyrate and glycogen as carbon storage compounds in pea and bean bacteroids. , 2005, Molecular plant-microbe interactions : MPMI.

[12]  B. Palsson,et al.  Genome-scale models of microbial cells: evaluating the consequences of constraints , 2004, Nature Reviews Microbiology.

[13]  D. Kahn,et al.  Genetic regulation of biological nitrogen fixation , 2004, Nature Reviews Microbiology.

[14]  S. Filosa,et al.  Glutamine utilization by Rhizobium etli. , 2004, Molecular plant-microbe interactions : MPMI.

[15]  J. R. McNeill,et al.  Breaking the Sod: Humankind, History, and Soil , 2004, Science.

[16]  Bernhard Ø Palsson,et al.  In silico biotechnology. Era of reconstruction and interrogation. , 2004, Current opinion in biotechnology.

[17]  R. Mahadevan,et al.  The effects of alternate optimal solutions in constraint-based genome-scale metabolic models. , 2003, Metabolic engineering.

[18]  D. Allaway,et al.  Amino-acid cycling drives nitrogen fixation in the legume–Rhizobium symbiosis , 2003, Nature.

[19]  Philip S. Poole,et al.  Metabolism of Rhizobium Bacteroids , 2003 .

[20]  G. Church,et al.  Analysis of optimality in natural and perturbed metabolic networks , 2002 .

[21]  C. Cosseau,et al.  The fixM flavoprotein modulates inhibition by AICAR or 5'AMP of respiratory and nitrogen fixation gene expression in Sinorhizobium meliloti. , 2002, Molecular plant-microbe interactions : MPMI.

[22]  R. Tatè,et al.  Key Role of Bacterial NH4+ Metabolism in Rhizobium-Plant Symbiosis , 2002, Microbiology and Molecular Biology Reviews.

[23]  B. Palsson,et al.  Metabolic modelling of microbes: the flux-balance approach. , 2002, Environmental microbiology.

[24]  B. Palsson,et al.  Characterizing the metabolic phenotype: A phenotype phase plane analysis , 2002, Biotechnology and bioengineering.

[25]  M. Wood,et al.  Investigation of myo-inositol catabolism in Rhizobium leguminosarum bv. viciae and its effect on nodulation competitiveness. , 2001, Molecular plant-microbe interactions : MPMI.

[26]  A. H. Krishnan,et al.  A Functional myo-Inositol Dehydrogenase Gene Is Required for Efficient Nitrogen Fixation and Competitiveness of Sinorhizobium fredii USDA191 To Nodulate Soybean (Glycine max [L.] Merr.) , 2001, Journal of bacteriology.

[27]  Francisco Temprano,et al.  Enhanced Symbiotic Performance by Rhizobium tropici Glycogen Synthase Mutants , 2001, Journal of bacteriology.

[28]  B. Palsson,et al.  In silico predictions of Escherichia coli metabolic capabilities are consistent with experimental data , 2001, Nature Biotechnology.

[29]  J. Miranda-Ríos,et al.  Regulation of Gene Expression in Response to Oxygen in Rhizobium etli: Role of FnrN in fixNOQP Expression and in Symbiotic Nitrogen Fixation , 2001 .

[30]  S. Tyerman,et al.  Ammonia and amino acid transport across symbiotic membranes in nitrogen-fixing legume nodules , 2001, Cellular and Molecular Life Sciences CMLS.

[31]  S. Encarnación,et al.  Role of GOGAT in carbon and nitrogen partitioning in Rhizobium etli. , 2000, Microbiology.

[32]  M. Soberón,et al.  Enhanced Nitrogen Fixation in a Rhizobium etli ntrC Mutant That Overproduces the Bradyrhizobium japonicum Symbiotic Terminal Oxidasecbb3 , 1999, Applied and Environmental Microbiology.

[33]  M. Dunn,et al.  Tricarboxylic acid cycle and anaplerotic enzymes in rhizobia. , 1998, FEMS microbiology reviews.

[34]  M. Dunn,et al.  Regulation of pyruvate carboxylase in Rhizobium etli. , 1997, FEMS Microbiology Letters.

[35]  J. Michiels,et al.  The arginine deiminase pathway in Rhizobium etli: DNA sequence analysis and functional study of the arcABC genes , 1997, Journal of bacteriology.

[36]  D. Emerich,et al.  The Formation of Nitrogen-Fixing Bacteroids Is Delayed but Not Abolished in Soybean Infected by an [alpha]-Ketoglutarate Dehydrogenase-Deficient Mutant of Bradyrhizobium japonicum , 1997, Plant physiology.

[37]  F. Bergersen Physiological and biochemical aspects of nitrogen fixation by bacteroids in soybean nodule cells , 1997 .

[38]  S. Encarnación,et al.  Pyruvate carboxylase from Rhizobium etli: mutant characterization, nucleotide sequence, and physiological role , 1996, Journal of bacteriology.

[39]  S. Encarnación,et al.  Genetic and physiological characterization of a Rhizobium etli mutant strain unable to synthesize poly-beta-hydroxybutyrate , 1996, Journal of bacteriology.

[40]  A. Mendoza,et al.  The enhancement of ammonium assimilation in Rhizobium etli prevents nodulation of Phaseolus vulgaris. , 1995, Molecular plant-microbe interactions : MPMI.

[41]  B. Palsson,et al.  Stoichiometric flux balance models quantitatively predict growth and metabolic by-product secretion in wild-type Escherichia coli W3110 , 1994, Applied and environmental microbiology.

[42]  J. Batut,et al.  Oxygen control in Rhizobium. , 1994, Antonie van Leeuwenhoek.

[43]  F. Bergersen,et al.  Supply of O2 regulates O2 demand during utilization of reserves of poly- β-hydroxybutyrate in N2-fixing soybean bacteroids , 1992, Proceedings of the Royal Society of London. Series B: Biological Sciences.

[44]  M. Dilworth,et al.  Biology and biochemistry of nitrogen fixation , 1991 .

[45]  F. Bergersen,et al.  Bacteroids from soybean root nodules: accumulation of poly-β-hydroxybutyrate during supply of malate and succinate in relation to N2 fixation in flow-chamber reactions , 1990, Proceedings of the Royal Society of London. B. Biological Sciences.

[46]  J. Wittenberg Facilitated oxygen diffusion. The role of leghemoglobin in nitrogen fixation by bacteroids isolated from soybean root nodules. , 1974, The Journal of biological chemistry.