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2.
Benef Microbes ; 1(4): 391-405, 2010 Nov.
Artículo en Inglés | MEDLINE | ID: mdl-21831778

RESUMEN

This paper explores human gut bacterial metabolism of starch using a combined analytical and computational modelling approach for metabolite and flux analysis. Non-steady-state isotopic labelling experiments were performed with human faecal microbiota in a well-established in vitro model of the human colon. After culture stabilisation, [U-13C] starch was added and samples were taken at regular intervals. Metabolite concentrations and 13C isotopomeric distributions were measured amongst other things for acetate, propionate and butyrate by mass spectrometry and NMR. The vast majority of metabolic flux analysis methods based on isotopomer analysis published to date are not applicable to metabolic non-steady-state experiments. We therefore developed a new ordinary differential equation-based representation of a metabolic model of human faecal microbiota to determine eleven metabolic parameters that characterised the metabolic flux distribution in the isotope labelling experiment. The feasibility of the model parameter quantification was demonstrated on noisy in silico data using a downhill simplex optimisation, matching simulated labelling patterns of isotopically labelled metabolites with measured metabolite and isotope labelling data. Using the experimental data, we determined an increasing net label influx from starch during the experiment from 94±1 µmol/l/min to 133±3 µmol/l/min. Only about 12% of the total carbon flux from starch reached propionate. Propionate production mainly proceeded via succinate with a small contribution via acrylate. The remaining flux from starch yielded acetate (35%) and butyrate (53%). Interpretation of 13C NMR multiplet signals further revealed that butyrate, valerate and caproate were mainly synthesised via cross-feeding, using acetate as a co-substrate. This study demonstrates for the first time that the experimental design and the analysis of the results by computational modelling allows the determination of time-resolved effects of nutrition on the flux distribution within human faecal microbiota in metabolic non-steady-state.


Asunto(s)
Bacterias/metabolismo , Heces/microbiología , Metagenoma , Almidón/metabolismo , Bacterias/química , Isótopos de Carbono/metabolismo , Heces/química , Tracto Gastrointestinal/química , Tracto Gastrointestinal/metabolismo , Humanos , Marcaje Isotópico , Cinética , Almidón/química
3.
J Chromatogr B Analyt Technol Biomed Life Sci ; 854(1-2): 57-62, 2007 Jul 01.
Artículo en Inglés | MEDLINE | ID: mdl-17452031

RESUMEN

A new method involving zinc sulphate deproteinization was developed to study short chain fatty acids (SCFA) production in the colon and subsequent occurrence of SCFA in blood. SCFA were baseline separated in a 30 min cycle using ion-exclusion chromatography and detected by mass spectrometry. Concentrations could be measured down to 10 microM and isotopomeric distributions could be assessed, enabling the conduction of tracer studies to study changes in SCFA synthesis. The applicability of the method was tested in an extensively characterized pig model yielding portal SCFA concentrations ranging from 70 microM (butyric acid) to 150 microM (propionic acid) to 440 microM (acetic acid) prior to butyrate tracer infusion, reaching butyric acid isotopic steady state within 2 h.


Asunto(s)
Cromatografía en Gel/métodos , Ácidos Grasos/síntesis química , Espectrometría de Masas/métodos , Animales , Isótopos , Porcinos
4.
Biotechnol Bioeng ; 85(5): 497-505, 2004 Mar 05.
Artículo en Inglés | MEDLINE | ID: mdl-14760690

RESUMEN

Using our recently developed sensor reactor approach, lysine-producing, nongrowing Corynebacterium glutamicum MH20-22B cells were subjected to serial (13)C-labeling experiments for flux analysis during the leucine-limited fed-batch production phase in a 300-L bioreactor. Based on two-dimensional (2D) nuclear magnetic resonance (NMR) measurements of (13)C-labeling patterns of cytoplasmic free metabolites, metabolic flux distributions in the central metabolism were successfully determined. Focusing on the highly concentrated metabolite L-glutamate, the working hypothesis was validated that the equilibration of labeling patterns in intracellular pools was much faster (up to 9.45 min) than the labeling period (3 h) used in the experiments. Analysis of anaplerotic reactions revealed that highly selective lysine production was accompanied by a significant reduction of decarboxylating reactions from 10 mol% to only 2 mol%, whereas PEP/pyruvate-carboxylating fluxes remained constant at about 40 mol% of consumed glucose. These results support the conclusion that an optimized C. glutamicum L-lysine producer should possess increased PEP carboxylase and/or pyruvate carboxylase activity combined with downregulated, decarboxylating fluxes consuming oxaloacetate/malate. The findings also illustrate the usefulness of the sensor reactor approach in the study of industrial fermentations.


Asunto(s)
Reactores Biológicos/microbiología , Corynebacterium/citología , Corynebacterium/metabolismo , Lisina/biosíntesis , Modelos Biológicos , Técnica de Dilución de Radioisótopos , Transductores , Isótopos de Carbono , Técnicas de Cultivo de Célula/métodos , Simulación por Computador , Diseño de Equipo , Análisis de Falla de Equipo , Retroalimentación/fisiología
5.
Metab Eng ; 5(2): 96-107, 2003 Apr.
Artículo en Inglés | MEDLINE | ID: mdl-12850132

RESUMEN

Corynebacterium glutamicum is intensively used for the industrial large-scale (fed-) batch production of amino acids, especially glutamate and lysine. However, metabolic flux analyses based on 13C-labeling experiments of this organism have hitherto been restricted to small-scale batch conditions and carbon-limited chemostat cultures, and are therefore of questionable relevance for industrial fermentations. To lever flux analysis to the industrial level, a novel Sensor Reactor approach was developed (El Massaoudi et al., Metab. Eng., submitted), in which a 300-L production reactor and a 1-L Sensor Reactor are run in parallel master/slave modus, thus enabling 13C-based metabolic flux analysis to generate a series of flux maps that document large-scale fermentation courses in detail. We describe the successful combination of this technology with nuclear magnetic resonance (NMR) analysis, metabolite balancing methods and a mathematical description of 13C-isotope labelings resulting in a powerful tool for quantitative pathway analysis during a batch fermentation. As a first application, 13C-based metabolic flux analysis was performed on exponentially growing, lysine-producing C. glutamicum MH20-22B during three phases of a pilot-scale batch fermentation. By studying the growth, (co-) substrate consumption and (by-) product formation, the similarity of the fermentations in production and Sensor Reactor was verified. Applying a generally applicable mathematical model, which included metabolite and carbon labeling balances for the analysis of proteinogenic amino acid 13C-isotopomer labeling data, the in vivo metabolic flux distribution was investigated during subsequent phases of exponential growth. It was shown for the first time that the in vivo reverse C(4)-decarboxylation flux at the anaplerotic node in C. glutamicum significantly decreased (70%) in parallel with threefold increased lysine formation during the investigated subsequent phases of exponential growth.


Asunto(s)
Reactores Biológicos/microbiología , Técnicas Biosensibles/métodos , Carbono/metabolismo , Técnicas de Cultivo de Célula/métodos , Corynebacterium/crecimiento & desarrollo , Corynebacterium/metabolismo , Lisina/biosíntesis , Modelos Biológicos , Técnicas Biosensibles/instrumentación , Carbono/análisis , Isótopos de Carbono/metabolismo , Técnicas de Cultivo de Célula/instrumentación , Simulación por Computador , Corynebacterium/clasificación , Técnicas de Diagnóstico por Radioisótopo , Diseño de Equipo , Análisis de Falla de Equipo , Estudios de Factibilidad , Análisis de Inyección de Flujo/instrumentación , Análisis de Inyección de Flujo/métodos , Glucosa/metabolismo , Marcaje Isotópico/métodos , Proyectos Piloto
6.
Metab Eng ; 4(2): 124-37, 2002 Apr.
Artículo en Inglés | MEDLINE | ID: mdl-12009792

RESUMEN

We have developed Escherichia coli strains that internalize glucose utilizing the GalP permease instead of the phosphoenolpyruvate:carbohydrate phosphotransferase system. It has been demonstrated that a strain with these modifications (PTS(-)Glc(+)) can direct more carbon flux into the aromatic pathway than the wild-type parental strain (N. Flores et al., 1996, Nat. Biotechnol. 14, 620-623; G. Gosset et al., 1996, J. Ind. Microbiol. 17, 47-52; J. L. Baéz et al., 2001, Biotechnol. Bioeng. 73, 530-535). In this study, we have determined and compared the carbon fluxes of a wild-type strain (JM101), a PTS(-)Glc(-) strain, and two isogenic PTS(-)Glc(+) derivatives named PB12 and PB13 by combining genetic, biochemical, and NMR approaches. It was determined that in these strains a functional glk gene in the chromosome is required for rapid glucose consumption; furthermore, glucokinase-specific activities were higher than in the wild-type strain. (13)C labeling and NMR analysis allowed the determination of differences in vivo which include higher glycolytic fluxes of 93.1 and 89.2% compared with the 76.6% obtained for the wild-type E. coli. In PB12 and PB13 we found a flux through the malic enzymes of 4 and 10%, respectively, compared to zero in the wild-type strain. While flux through the Pck enzyme was absent in PB12 and PB13, in the wild type it was 7.7%. Finally, it was found that in the JM101 and PB12 strains both the oxidative and the nonoxidative branches of the pentose phosphate pathway contributed to ribose 5-phosphate synthesis, whereas in PB13 this pentose was synthesized almost exclusively through the oxidative branch. The determined carbon fluxes correlate with biochemical and genetic characterizations.


Asunto(s)
Carbono/metabolismo , Escherichia coli/metabolismo , Ingeniería Biomédica , Isótopos de Carbono , Escherichia coli/genética , Glucoquinasa/metabolismo , Glucosa/metabolismo , Espectroscopía de Resonancia Magnética , Proteínas de Transporte de Membrana/metabolismo , Proteínas de Transporte de Monosacáridos , Mutación , Vía de Pentosa Fosfato , Sistema de Fosfotransferasa de Azúcar del Fosfoenolpiruvato/metabolismo
7.
Metab Eng ; 3(4): 344-61, 2001 Oct.
Artículo en Inglés | MEDLINE | ID: mdl-11676569

RESUMEN

Corynebacterium glutamicum possesses high in vivo activity of the gluconeogenic phosphoenolpyruvate carboxykinase (PEPCk) during growth on glucose, resulting together with anaplerotic carboxylation reactions in a PEP/pyruvate/oxaloacetate substrate cycle. The present study investigated the changes in intracellular fluxes and metabolite concentrations that are caused by altered PEPCk activity in L-lysine-producing C. glutamicum MH20-22B, applying a recently developed (13)C labeling-based strategy for anaplerotic flux resolution and quantification. Abolition of PEPCk activity by deletion of the respective pck gene resulted in increased intracellular concentrations of oxaloacetate L-aspartate, alpha-ketoglutarate, pyruvate, and L-lysine and in a 60% enhanced flux toward L-lysine biosynthesis, whereas increasing the PEPCk activity by pck overexpression had opposite effects. The results of the combined measurements of enzyme activities, in vivo fluxes, and metabolite concentrations were exploited to elucidate the in vivo regulation of anaplerotic reactions in C. glutamicum, and implications for the metabolic engineering of amino-acid-producing strains are discussed.


Asunto(s)
Corynebacterium/metabolismo , Fosfoenolpiruvato Carboxiquinasa (ATP)/metabolismo , Espectroscopía de Resonancia Magnética , Ácido Oxaloacético/análisis , Ácido Oxaloacético/metabolismo , Fosfoenolpiruvato Carboxiquinasa (ATP)/genética , Ácido Pirúvico/metabolismo
8.
Metab Eng ; 3(3): 265-83, 2001 Jul.
Artículo en Inglés | MEDLINE | ID: mdl-11461148

RESUMEN

A general methodology is presented for the modeling, simulation, design, evaluation, and statistical analysis of (13)C-labeling experiments for metabolic flux analysis. The universal software framework 13C-FLUX was implemented to support all steps of this process. Guided by the example of anaplerotic flux determination in Corynebacterium glutamicum, the technical details of the model setup, experimental design, and data evaluation are discussed. It is shown how the network structure, the input substrate composition, the assumptions about fluxes, and the measurement configuration are specified within 13C-FLUX. Based on the network model, different experimental designs are computed depending on the goal of the investigations. Finally, a specific experiment is evaluated and the various statistical methods used to analyze the results are briefly explained. The appendix gives some details about the software implementation and availability.


Asunto(s)
Isótopos de Carbono/metabolismo , Metabolismo , Ingeniería Biomédica , Biometría , Simulación por Computador , Corynebacterium/metabolismo , Modelos Biológicos , Programas Informáticos
9.
Artículo en Inglés | MEDLINE | ID: mdl-11816814

RESUMEN

Corynebacterium glutamicum has been used since several decades for the large-scale production of amino acids, esp. L-glutamate and L-lysine. After initial successes of random mutagenesis and screening approaches, further strain improvements now require a much more rational design, i.e. metabolic engineering. Not only recombinant DNA technology but also mathematical modelling of metabolism as well as metabolic flux analysis represent important metabolic engineering tools. This review covers as state-of-the-art examples of these techniques the genetic engineering of the L-lysine biosynthetic pathway resulting in a vectorless strain with significantly increased dihydrodipicolinate synthase activity, and the detailed metabolic flux analysis by 13C isotopomer labelling strategies of the anaplerotic enzyme activities in C. glutamicum resulting in the identification of gluconeogenic phosphoenolpyruvate carboxykinase as a limiting enzyme.


Asunto(s)
Corynebacterium/metabolismo , Lisina/biosíntesis , ADN Recombinante
10.
Biol Chem ; 381(9-10): 899-910, 2000.
Artículo en Inglés | MEDLINE | ID: mdl-11076021

RESUMEN

The gram-positive bacterium Corynebacterium glutamicum is used for the industrial production of amino acids, e.g. of L-glutamate and L-lysine. During the last 15 years, genetic engineering and amplification of genes have become fascinating methods for studying metabolic pathways in greater detail and for the construction of strains with the desired genotypes. In order to obtain a better understanding of the central metabolism and to quantify the in vivo fluxes in C. glutamicum, the [13C]-labelling technique was combined with metabolite balancing to achieve a unifying comprehensive pathway analysis. These methods can determine the flux distribution at the branch point between glycolysis and the pentose phosphate pathway. The in vivo fluxes in the oxidative part of the pentose phosphate pathway calculated on the basis of intracellular metabolite concentrations and the kinetic constants of the purified glucose-6-phosphate and 6-phosphogluconate dehydrogenases determined in vitro were in full accordance with the fluxes measured by the [13C]-labelling technique. These data indicate that the oxidative pentose phosphate pathway in C. glutamicum is mainly regulated by the ratio of NADPH/NADP concentrations and the specific activity of glucose-6-phosphate dehydrogenase. The carbon flux via the oxidative pentose phosphate pathway correlated with the NADPH demand for L-lysine synthesis. Although it has generally been accepted that phosphoenolpyruvate carboxylase fulfills a main anaplerotic function in C. glutamicum, we recently detected that a biotin-dependent pyruvate carboxylase exists as a further anaplerotic enzyme in this bacterium. In addition to the activities of these two carboxylases three enzymes catalysing the decarboxylation of the C4 metabolites oxaloacetate or malate are also present in this bacterium. The individual flux rates at this complex anaplerotic node were investigated by using [13C]-labelled substrates. The results indicate that both carboxylation and decarboxylation occur simultaneously in C. glutamicum so that a high cyclic flux of oxaloacetate via phosphoenolpyruvate to pyruvate was found. Furthermore, we detected that in C. glutamicum two biosynthetic pathways exist for the synthesis of DL-diaminopimelate and L-lysine. As shown by NMR spectroscopy the relative use of both pathways in vivo is dependent on the ammonium concentration in the culture medium. Mutants defective in one pathway are still able to synthesise enough L-lysine for growth, but the L-lysine yields with overproducers were reduced. The luxury of having these two pathways gives C. glutamicum an increased flexibility in response to changing environmental conditions and is also related to the essential need for DL-diaminopimelate as a building block for the synthesis of the murein sacculus.


Asunto(s)
Corynebacterium/metabolismo , Ingeniería Genética , Corynebacterium/genética , Vía de Pentosa Fosfato/genética
11.
J Biol Chem ; 275(46): 35932-41, 2000 Nov 17.
Artículo en Inglés | MEDLINE | ID: mdl-10946002

RESUMEN

The C(3)-C(4) metabolite interconversion at the anaplerotic node in many microorganisms involves a complex set of reactions. C(3) carboxylation to oxaloacetate can originate from phosphoenolpyruvate and pyruvate, and at the same time multiple C(4)-decarboxylating enzymes may be present. The functions of such parallel reactions are not yet fully understood. Using a (13)C NMR-based strategy, we here quantify the individual fluxes at the anaplerotic node of Corynebacterium glutamicum, which is an example of a bacterium possessing multiple carboxylation and decarboxylation reactions. C. glutamicum was grown with a (13)C-labeled glucose isotopomer mixture as the main carbon source and (13)C-labeled lactate as a cosubstrate. 58 isotopomers as well as 15 positional labels of biomass compounds were quantified. Applying a generally applicable mathematical model to include metabolite mass and carbon labeling balances, it is shown that pyruvate carboxylase contributed 91 +/- 7% to C(3) carboxylation. The total in vivo carboxylation rate of 1.28 +/- 0.14 mmol/g dry weight/h exceeds the demand of carboxylated metabolites for biosyntheses 3-fold. Excess oxaloacetate was recycled to phosphoenolpyruvate by phosphoenolpyruvate carboxykinase. This shows that the reactions at the anaplerotic node might serve additional purposes other than only providing C(4) metabolites for biosynthesis.


Asunto(s)
Ciclo del Ácido Cítrico/fisiología , Corynebacterium/metabolismo , Glucólisis/fisiología , Aminoácidos/metabolismo , Amoníaco/metabolismo , Biomasa , Reactores Biológicos , Carbono/metabolismo , Isótopos de Carbono , Corynebacterium/enzimología , Corynebacterium/crecimiento & desarrollo , Glucosa/metabolismo , Glioxilatos/metabolismo , Ácido Láctico/metabolismo , Espectroscopía de Resonancia Magnética , Modelos Biológicos , Oxaloacetatos/metabolismo , Fosfoenolpiruvato/metabolismo , Ácido Pirúvico/metabolismo
12.
Eur J Biochem ; 267(12): 3442-52, 2000 Jun.
Artículo en Inglés | MEDLINE | ID: mdl-10848959

RESUMEN

The glucose-6-phosphate (Glc6P) and 6-phosphogluconate (6PG) dehydrogenases of the amino-acid-producing bacterium Corynebacterium glutamicum were purified to homogeneity and kinetically characterized. The Glc6P dehydrogenase was a heteromultimeric complex, which consists of Zwf and OpcA subunits. The product inhibition pattern of the Glc6P dehydrogenase was consistent with an ordered bi-bi mechanism. The 6PG dehydrogenase was found to operate according to a Theorell-Chance ordered bi-ter mechanism. Both enzymes were inhibited by NADPH and the 6PG dehydrogenase additionally by ATP, fructose 1,6-bisphosphate (Fru1,6P2), D-glyceraldehyde 3-phosphate (Gra3P), erythrose 4-phosphate and ribulose 5-phosphate (Rib5P). The inhibition by NADPH was considered to be most important, with inhibition constants of around 25 microM for both enzymes. Intracellular metabolite concentrations were determined in two isogenic strains of C. glutamicum with plasmid-encoded NAD- and NADP-dependent glutamate dehydrogenases. NADP+ and NADPH levels were between 130 microM and 290 microM, which is very much higher than the respective Km and Ki values. The Glc6P concentration was around 500 microM in both strains. The in vivo fluxes through the oxidative part of the pentose phosphate pathway calculated on the basis of intracellular metabolite concentrations and the kinetic constants of the purified enzymes determined in vitro were in agreement with the same fluxes determined by NMR after 13C-labelling. From the derived kinetic model thus validated, it is concluded that the oxidative pentose phosphate pathway in C. glutamicum is mainly regulated by the ratio of NADPH and NADP+ concentrations and the specific enzyme activities of both dehydrogenases.


Asunto(s)
Corynebacterium/metabolismo , Glucosafosfato Deshidrogenasa/metabolismo , Vía de Pentosa Fosfato , Fosfogluconato Deshidrogenasa/metabolismo , Adenosina Trifosfato/metabolismo , Secuencia de Aminoácidos , Isótopos de Carbono , Fructosadifosfatos/metabolismo , Glucosafosfato Deshidrogenasa/aislamiento & purificación , Glutamato Deshidrogenasa/genética , Glutamato Deshidrogenasa/metabolismo , Gliceraldehído 3-Fosfato/metabolismo , Cinética , Espectroscopía de Resonancia Magnética , Datos de Secuencia Molecular , Mutación , NAD/metabolismo , NADP/metabolismo , Fosfogluconato Deshidrogenasa/aislamiento & purificación , Ribulosafosfatos/metabolismo , Fosfatos de Azúcar/metabolismo
13.
J Bacteriol ; 182(11): 3088-96, 2000 Jun.
Artículo en Inglés | MEDLINE | ID: mdl-10809686

RESUMEN

Growth of Corynebacterium glutamicum on mixtures of the carbon sources glucose and acetate is shown to be distinct from growth on either substrate alone. The organism showed nondiauxic growth on media containing acetate-glucose mixtures and simultaneously metabolized these substrates. Compared to those for growth on acetate or glucose alone, the consumption rates of the individual substrates were reduced during acetate-glucose cometabolism, resulting in similar total carbon consumption rates for the three conditions. By (13)C-labeling experiments with subsequent nuclear magnetic resonance analyses in combination with metabolite balancing, the in vivo activities for pathways or single enzymes in the central metabolism of C. glutamicum were quantified for growth on acetate, on glucose, and on both carbon sources. The activity of the citric acid cycle was high on acetate, intermediate on acetate plus glucose, and low on glucose, corresponding to in vivo activities of citrate synthase of 413, 219, and 111 nmol. (mg of protein)(-1). min(-1), respectively. The citric acid cycle was replenished by carboxylation of phosphoenolpyruvate (PEP) and/or pyruvate (30 nmol. [mg of protein](-1). min(-1)) during growth on glucose. Although levels of PEP carboxylase and pyruvate carboxylase during growth on acetate were similar to those for growth on glucose, anaplerosis occurred solely by the glyoxylate cycle (99 nmol. [mg of protein](-1). min(-1)). Surprisingly, the anaplerotic function was fulfilled completely by the glyoxylate cycle (50 nmol. [mg of protein](-1). min(-1)) on glucose plus acetate also. Consistent with the predictions deduced from the metabolic flux analyses, a glyoxylate cycle-deficient mutant of C. glutamicum, constructed by targeted deletion of the isocitrate lyase and malate synthase genes, exhibited impaired growth on acetate-glucose mixtures.


Asunto(s)
Acetatos/metabolismo , Corynebacterium/metabolismo , Glucosa/metabolismo , Isótopos de Carbono , Ciclo del Ácido Cítrico , Corynebacterium/crecimiento & desarrollo , Ácidos Glicéricos/metabolismo , Glioxilatos/metabolismo , Ácidos Cetoglutáricos/metabolismo , Modelos Biológicos , Resonancia Magnética Nuclear Biomolecular , Ácido Oxaloacético/metabolismo , Ácido Pirúvico/metabolismo
14.
J Biotechnol ; 77(1): 25-35, 2000 Jan 28.
Artículo en Inglés | MEDLINE | ID: mdl-10674212

RESUMEN

13C-isotopomer labeling experiments play an increasingly important role in the analysis of intracellular metabolic fluxes for genetic engineering purposes. 13C NMR spectroscopy is a key technique in the experimental determination of isotopomer distributions. However, only subsets of isotopomers can be quantitated using this technique due to redundancies in the scalar coupling patterns and due to invisibility of the 12C isotope in NMR. Therefore, we developed and describe in this paper a 1H NMR spectroscopy method that allows to determine the complete isotopomer distribution in metabolites having a backbone consisting of up to at least four carbons. The proposed pulse sequences employ up to three alternately applied frequency-selective inversion pulses in the 13C channel. In a first application study, the complete isotopomer distribution of aspartate isolated from [1-13C]ethanol-grown Ashbya gossypii was determined. A tentative model of the central metabolism of this organism was constructed and used for metabolic flux analysis. The aspartate isotopomer NMR data played a key role in the successful determination of the flux through the peroxisomal glyoxylate pathway. The new NMR method can be highly instrumental in generating the data upon which isotopomer labeling experiments for flux analysis, that are becoming increasingly important, are based.


Asunto(s)
Ascomicetos/metabolismo , Biotecnología/métodos , Glioxilatos/metabolismo , Espectroscopía de Resonancia Magnética/métodos , Peroxisomas/metabolismo , Ascomicetos/química , Ascomicetos/crecimiento & desarrollo , Carbono/análisis , Isótopos de Carbono , Citoplasma/metabolismo , Ácido Glutámico/metabolismo , Mitocondrias/metabolismo
15.
Biotechnol Bioeng ; 66(2): 69-85, 1999.
Artículo en Inglés | MEDLINE | ID: mdl-10567066

RESUMEN

The last few years have brought tremendous progress in experimental methods for metabolic flux determination by carbon-labeling experiments. A significant enlargement of the available measurement data set has been achieved, especially when isotopomer fractions within intracellular metabolite pools are quantitated. This information can be used to improve the statistical quality of flux estimates. Furthermore, several assumptions on bidirectional intracellular reaction steps that were hitherto indispensable may now become obsolete. To make full use of the complete measurement information a general mathematical model for isotopomer systems is established in this contribution. Then, by introducing the important new concept of cumomers and cumomer fractions, it is shown that the arising nonlinear isotopomer balance equations can be solved analytically in all cases. In particular, the solution of the metabolite flux balances and the positional carbon-labeling balances presented in part I of this series turn out to be just the first two steps of the general solution procedure for isotopomer balances. A detailed analysis of the isotopomer network structure then opens up new insights into the intrinsic structure of isotopomer systems. In particular, it turns out that isotopomer systems are not as complex as they appear at first glance. This enables some far-reaching conclusions to be drawn on the information potential of isotopomer experiments with respect to flux identification. Finally, some illustrative examples are examined to show that an information increase is not guaranteed when isotopomer measurements are used in addition to positional enrichment data.


Asunto(s)
Simulación por Computador , Marcaje Isotópico , Metabolismo , Modelos Biológicos , Redes Neurales de la Computación , Algoritmos , Carbono/química , Carbono/metabolismo , Isótopos de Carbono/análisis , Ciclo del Ácido Cítrico/fisiología , Isomerismo , Espectroscopía de Resonancia Magnética , Modelos Químicos , Modelos Estadísticos
16.
Biotechnol Bioeng ; 66(2): 86-103, 1999.
Artículo en Inglés | MEDLINE | ID: mdl-10567067

RESUMEN

This article generalizes the statistical tools for the evaluation of carbon-labeling experiments that have been developed for the case of positional enrichment systems in part II of this series to the general case of isotopomer systems. For this purpose, a new generalized measurement equation is introduced that can describe all kinds of measured data, like positional enrichments, relative (13)C nuclear magnetic resonance ((13)C NMR) multiplet intensities, or mass isotopomer fractions produced with mass spectroscopy (MS) instruments. Then, to facilitate the specification of the various measurement procedures available, a new flexible textual notation is introduced from which the complicated generalized measurement equations are generated automatically. Based on these measurement equations, a statistically optimal flux estimator is established and parameter covariance matrices for the flux estimation are computed. Having implemented these tools, different kinds of labeling experiments can be compared by using statistical quality measures. A general framework for the optimal design of carbon-labeling experiments is established on the basis of this method. As an example it is applied to the Corynebacterium network from part II extended by various NMR and MS measurements. In particular, the positional enrichment, multiplet, or mass isotopomer measurements with the greatest information content for flux estimation are computed (measurement design) and various differently labeled input substrates are compared with respect to flux estimation (input design). It is examined in detail how the measurement procedure influences the estimation quality of specific fluxes like the pentose phosphate pathway influx.


Asunto(s)
Marcaje Isotópico , Metabolismo , Modelos Biológicos , Redes Neurales de la Computación , Algoritmos , Radioisótopos de Carbono/análisis , Simulación por Computador , Corynebacterium/metabolismo , Estudios de Factibilidad , Cromatografía de Gases y Espectrometría de Masas , Glucosa/metabolismo , Isomerismo , Espectroscopía de Resonancia Magnética , Modelos Estadísticos , Proyectos de Investigación
17.
Arch Microbiol ; 171(6): 371-85, 1999.
Artículo en Inglés | MEDLINE | ID: mdl-10369893

RESUMEN

The reasons for the well-known significantly different behaviour of the anaerobic, gram-negative, ethanologenic bacterium Zymomonas mobilis during growth on fructose (i.e. decreased growth and ethanol yields, increased by-product formation) as compared to that on its second natural substrate, glucose, have remained unexplained. A xylose-fermenting recombinant strain of Z. mobilis that was recently constructed in our laboratory also unexpectedly displayed an increased formation of by-products and a strongly reduced growth rate as compared to the parent strain. Therefore, a comprehensive study employing recently developed NMR-based methods for the in vivo analysis of intracellular phosphorylated pool sizes and metabolic fluxes was undertaken to enable a global characterization of the intracellular metabolic state of Z. mobilis during growth on 13C-labelled glucose, fructose and xylose in defined continuous cultures. The 13C-NMR flux analysis indicated that ribose 5-phosphate is synthesized via the nonoxidative pentose phosphate pathway in Z. mobilis, and it identified a metabolic bottleneck in the recombinant xylose-fermenting Z. mobilis strain at the level of heterologous xylulokinase. The 31P-NMR analyses revealed a global alteration of the levels of intracellular phosphorylated metabolites during growth on fructose as compared to that on glucose. The results suggest that this is primarily caused by an elevated concentration of intracellular fructose 6-phosphate.


Asunto(s)
Fructosa/metabolismo , Glucosa/metabolismo , Espectroscopía de Resonancia Magnética/métodos , Xilosa/metabolismo , Zymomonas/metabolismo , Medios de Cultivo/química , Fosfotransferasas (Aceptor de Grupo Alcohol)/biosíntesis , Fosfotransferasas (Aceptor de Grupo Alcohol)/genética , Proteínas Recombinantes/biosíntesis , Zymomonas/crecimiento & desarrollo
18.
Metab Eng ; 1(1): 35-48, 1999 Jan.
Artículo en Inglés | MEDLINE | ID: mdl-10935753

RESUMEN

The extensive use of 13C enrichments in precursor metabolites for flux quantification does not rely on NADPH stoichiometries and can therefore be used to quantify reducing power fluxes. As an application of this concept, the NADPH fluxes were quantified in an L-lysine producer of Corynebacterium glutamicum grown into metabolic and isotopic steady state with [1-13C]glucose. In this case, where the organism's NADPH-dependent glutamate dehydrogenase consumes reducing power, the NADPH flux generated is 210% (molar flux relative to glucose uptake rate) with its major part (72% of the total) generated via the pentose phosphate pathway activity. An isogenic strain in which the glutamate dehydrogenase of C. glutamicum was replaced by the NADH-dependent glutamate dehydrogenase of Peptostreptococcus asaccharolyticus was made and the metabolite fluxes were again estimated. The major response to this local perturbation is a drastically reduced NADPH generation of only 139%. Most of the NADPH (62% of the total) is now generated via the tricarboxylic acid cycle activity. This shows the extraordinary flexibility of the central metabolism and provides a picture of the global regulatory properties of the central metabolism. Furthermore, a detailed analysis of the fluxes and exchange fluxes within the anaplerotic reactions is given. It is hypothesized that these reactions might also serve to balance the total reducing power budget as well as the energy budget within the cell.


Asunto(s)
Corynebacterium/genética , Corynebacterium/metabolismo , Ingeniería Genética , Glutamato Deshidrogenasa/genética , Glutamato Deshidrogenasa/metabolismo , NAD/metabolismo , Mutación , Plásmidos
19.
FEMS Microbiol Rev ; 22(5): 421-37, 1998 Dec.
Artículo en Inglés | MEDLINE | ID: mdl-9990725

RESUMEN

From recent research it has become clear that at least two different possibilities for anaerobic ammonium oxidation exist in nature. 'Aerobic' ammonium oxidizers like Nitrosomonas eutropha were observed to reduce nitrite or nitrogen dioxide with hydroxylamine or ammonium as electron donor under anoxic conditions. The maximum rate for anaerobic ammonium oxidation was about 2 nmol NH4+ min-1 (mg protein)-1 using nitrogen dioxide as electron acceptor. This reaction, which may involve NO as an intermediate, is thought to generate energy sufficient for survival under anoxic conditions, but not for growth. A novel obligately anaerobic ammonium oxidation (Anammox) process was recently discovered in a denitrifying pilot plant reactor. From this system, a highly enriched microbial community with one dominating peculiar autotrophic organism was obtained. With nitrite as electron acceptor a maximum specific oxidation rate of 55 nmol NH4+ min-1 (mg protein)-1 was determined. Although this reaction is 25-fold faster than in Nitrosomonas, it allowed growth at a rate of only 0.003 h-1 (doubling time 11 days). 15N labeling studies showed that hydroxylamine and hydrazine were important intermediates in this new process. A novel type of hydroxylamine oxidoreductase containing an unusual P468 cytochrome has been purified from the Anammox culture. Microsensor studies have shown that at the oxic/anoxic interface of many ecosystems nitrite and ammonia occur in the absence of oxygen. In addition, the number of reports on unaccounted high nitrogen losses in wastewater treatment is gradually increasing, indicating that anaerobic ammonium oxidation may be more widespread than previously assumed. The recently developed nitrification systems in which oxidation of nitrite to nitrate is prevented form an ideal partner for the Anammox process. The combination of these partial nitrification and Anammox processes remains a challenge for future application in the removal of ammonium from wastewater with high ammonium concentrations.


Asunto(s)
Bacterias Anaerobias/metabolismo , Compuestos de Amonio Cuaternario/metabolismo , Anaerobiosis , Bacterias Anaerobias/crecimiento & desarrollo , Biodegradación Ambiental , Nitrógeno/metabolismo , Oxidación-Reducción , Eliminación de Residuos Líquidos , Contaminantes Químicos del Agua/metabolismo
20.
Proc Natl Acad Sci U S A ; 94(24): 12857-62, 1997 Nov 25.
Artículo en Inglés | MEDLINE | ID: mdl-9371765

RESUMEN

In Escherichia coli, 1-deoxy-D-xylulose (or its 5-phosphate, DXP) is the biosynthetic precursor to isopentenyl diphosphate [Broers, S. T. J. (1994) Dissertation (Eidgenössische Technische Hochschule, Zürich)], thiamin, and pyridoxol [Himmeldirk, K., Kennedy, I. A., Hill, R. E., Sayer, B. G. & Spenser, I. D. (1996) Chem. Commun. 1187-1188]. Here we show that an open reading frame at 9 min on the chromosomal map of E. coli encodes an enzyme (deoxyxylulose-5-phosphate synthase, DXP synthase) that catalyzes a thiamin diphosphate-dependent acyloin condensation reaction between C atoms 2 and 3 of pyruvate and glyceraldehyde 3-phosphate to yield DXP. We have cloned and overexpressed the gene (dxs), and the enzyme was purified 17-fold to a specific activity of 0.85 unit/mg of protein. The reaction catalyzed by DXP synthase yielded exclusively DXP, which was characterized by 1H and 31P NMR spectroscopy. Although DXP synthase of E. coli shows sequence similarity to both transketolases and the E1 subunit of pyruvate dehydrogenase, it is a member of a distinct protein family, and putative DXP synthase sequences appear to be widespread in bacteria and plant chloroplasts.


Asunto(s)
Escherichia coli/enzimología , Pentosafosfatos/metabolismo , Piridoxina/biosíntesis , Terpenos/metabolismo , Tiamina/biosíntesis , Transferasas/metabolismo , Secuencia de Aminoácidos , Arabidopsis/enzimología , Escherichia coli/genética , Humanos , Datos de Secuencia Molecular , Proteínas Recombinantes/genética , Proteínas Recombinantes/metabolismo , Homología de Secuencia de Aminoácido , Transferasas/genética
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