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1.
J Biol Chem ; 299(8): 104919, 2023 08.
Article in English | MEDLINE | ID: mdl-37315792

ABSTRACT

Coenzymes are important for all classes of enzymatic reactions and essential for cellular metabolism. Most coenzymes are synthesized from dedicated precursors, also referred to as vitamins, which prototrophic bacteria can either produce themselves from simpler substrates or take up from the environment. The extent to which prototrophs use supplied vitamins and whether externally available vitamins affect the size of intracellular coenzyme pools and control endogenous vitamin synthesis is currently largely unknown. Here, we studied coenzyme pool sizes and vitamin incorporation into coenzymes during growth on different carbon sources and vitamin supplementation regimes using metabolomics approaches. We found that the model bacterium Escherichia coli incorporated pyridoxal, niacin, and pantothenate into pyridoxal 5'-phosphate, NAD, and coenzyme A (CoA), respectively. In contrast, riboflavin was not taken up and was produced exclusively endogenously. Coenzyme pools were mostly homeostatic and not affected by externally supplied precursors. Remarkably, we found that pantothenate is not incorporated into CoA as such but is first degraded to pantoate and ß-alanine and then rebuilt. This pattern was conserved in various bacterial isolates, suggesting a preference for ß-alanine over pantothenate utilization in CoA synthesis. Finally, we found that the endogenous synthesis of coenzyme precursors remains active when vitamins are supplied, which is consistent with described expression data of genes for enzymes involved in coenzyme biosynthesis under these conditions. Continued production of endogenous coenzymes may ensure rapid synthesis of the mature coenzyme under changing environmental conditions, protect against coenzyme limitation, and explain vitamin availability in naturally oligotrophic environments.


Subject(s)
Coenzymes , Escherichia coli , beta-Alanine , beta-Alanine/metabolism , Coenzyme A/biosynthesis , Coenzymes/biosynthesis , Pyridoxal , Pyridoxal Phosphate/metabolism , Vitamins/metabolism , Escherichia coli/metabolism , NAD/metabolism , Culture Media/chemistry , Culture Media/metabolism
2.
Biotechnol Bioeng ; 121(4): 1325-1335, 2024 Apr.
Article in English | MEDLINE | ID: mdl-38265153

ABSTRACT

Syngas fermentation has gained momentum over the last decades. The cost-efficient design of industrial-scale bioprocesses is highly dependent on quantitative microbial growth data. Kinetic and stoichiometric models for syngas-converting microbes exist, but accurate experimental validation of the derived parameters is lacking. Here, we describe a novel experimental approach for measuring substrate uptake kinetics of gas-fermenting microbes using the model microorganism Clostridium autoethanogenum. One-hour disturbances of a steady-state chemostat bioreactor with increased CO partial pressures (up to 1.2 bar) allowed for measurement of biomass-specific CO uptake- and CO2 production rates ( q CO ${q}_{{CO}}$ , q CO 2 ${q}_{{{CO}}_{2}}$ ) using off-gas analysis. At a pCO of 1.2 bar, a q CO ${q}_{{CO}}$ of -119 ± 1 mmol g-1 X h-1 was measured. This value is 1.8-3.5-fold higher than previously reported experimental and kinetic modeling results for syngas fermenters. Analysis of the catabolic flux distribution reveals a metabolic shift towards ethanol production at the expense of acetate at pCO ≥ $\ge $ 0.6 atm, likely to be mediated by acetate availability and cellular redox state. We characterized this metabolic shift as acetogenic overflow metabolism. These results provide key mechanistic understanding of the factors steering the product spectrum of CO fermentation in C. autoethanogenum and emphasize the importance of dedicated experimental validation of kinetic parameters.


Subject(s)
Carbon Monoxide , Gases , Carbon Monoxide/metabolism , Fermentation , Clostridium/metabolism , Acetates/metabolism
3.
Mol Biol Evol ; 39(1)2022 01 07.
Article in English | MEDLINE | ID: mdl-34893866

ABSTRACT

Overflow metabolism is ubiquitous in nature, and it is often considered inefficient because it leads to a relatively low biomass yield per consumed carbon. This metabolic strategy has been described as advantageous because it supports high growth rates during nutrient competition. Here, we experimentally evolved bacteria without nutrient competition by repeatedly growing and mixing millions of parallel batch cultures of Escherichia coli. Each culture originated from a water-in-oil emulsion droplet seeded with a single cell. Unexpectedly we found that overflow metabolism (acetate production) did not change. Instead, the numerical cell yield during the consumption of the accumulated acetate increased as a consequence of a reduction in cell size. Our experiments and a mathematical model show that fast growth and overflow metabolism, followed by the consumption of the overflow metabolite, can lead to a higher numerical cell yield and therefore a higher fitness compared with full respiration of the substrate. This provides an evolutionary scenario where overflow metabolism can be favorable even in the absence of nutrient competition.


Subject(s)
Acetates , Escherichia coli , Acetates/metabolism , Carbon/metabolism , Escherichia coli/metabolism , Glucose/metabolism
4.
Metab Eng ; 77: 242-255, 2023 05.
Article in English | MEDLINE | ID: mdl-37080482

ABSTRACT

Saccharomyces cerevisiae is an important model organism and a workhorse in bioproduction. Here, we reconstructed a compact and tractable genome-scale resource balance analysis (RBA) model (i.e., named scRBA) to analyze metabolic fluxes and proteome allocation in a computationally efficient manner. Resource capacity models such as scRBA provide the quantitative means to identify bottlenecks in biosynthetic pathways due to enzyme, compartment size, and/or ribosome availability limitations. ATP maintenance rate and in vivo apparent turnover numbers (kapp) were regressed from metabolic flux and protein concentration data to capture observed physiological growth yield and proteome efficiency and allocation, respectively. Estimated parameter values were found to vary with oxygen and nutrient availability. Overall, this work (i) provides condition-specific model parameters to recapitulate phenotypes corresponding to different extracellular environments, (ii) alludes to the enhancing effect of substrate channeling and post-translational activation on in vivo enzyme efficiency in glycolysis and electron transport chain, and (iii) reveals that the Crabtree effect is underpinned by specific limitations in mitochondrial proteome capacity and secondarily ribosome availability rather than overall proteome capacity.


Subject(s)
Saccharomyces cerevisiae Proteins , Saccharomyces cerevisiae , Saccharomyces cerevisiae/metabolism , Proteome/genetics , Proteome/metabolism , Glycolysis/genetics , Saccharomyces cerevisiae Proteins/genetics , Saccharomyces cerevisiae Proteins/metabolism , Phenotype
5.
Appl Environ Microbiol ; 88(2): e0166521, 2022 01 25.
Article in English | MEDLINE | ID: mdl-34731052

ABSTRACT

Vibrio vulnificus is an opportunistic human pathogen and autochthonous inhabitant of coastal marine environments, where the bacterium is under constant predation by heterotrophic protists or protozoans. As a result of this selection pressure, genetic variants with antipredation mechanisms are selected for and persist in the environment. Such natural variants may also be pathogenic to animal or human hosts, making it important to understand these defense mechanisms. To identify antipredator strategies, 13 V. vulnificus strains of different genotypes isolated from diverse environments were exposed to predation by the ciliated protozoan Tetrahymena pyriformis, and only strain ENV1 was resistant to predation. Further investigation of the cell-free supernatant showed that ENV1 acidifies the environment by the excretion of organic acids, which are toxic to T. pyriformis. As this predation resistance was dependent on the availability of iron, transcriptomes of V. vulnificus in iron-replete and iron-deplete conditions were compared. This analysis revealed that ENV1 ferments pyruvate and the resultant acetyl-CoA leads to acetate synthesis under aerobic conditions, a hallmark of overflow metabolism. The anaerobic respiration global regulator arcA was upregulated when iron was available. An ΔarcA deletion mutant of ENV1 accumulated less acetate and, importantly, was sensitive to grazing by T. pyriformis. Based on the transcriptome response and quantification of metabolites, we conclude that ENV1 has adapted to overflow metabolism and has lost a control switch that shifts metabolism from acetate excretion to acetate assimilation, enabling it to excrete acetate continuously. We show that overflow metabolism and the acetate switch contribute to prey-predator interactions. IMPORTANCE Bacteria in the environment, including Vibrio spp., interact with protozoan predators. To defend against predation, bacteria evolve antipredator mechanisms ranging from changing morphology, biofilm formation, and secretion of toxins or virulence factors. Some of these adaptations may result in strains that are pathogenic to humans. Therefore, it is important to study predator defense strategies of environmental bacteria. V. vulnificus thrives in coastal waters and infects humans. Very little is known about the defense mechanisms V. vulnificus expresses against predation. Here, we show that a V. vulnificus strain (ENV1) has rewired the central carbon metabolism, enabling the production of excess organic acid that is toxic to the protozoan predator T. pyriformis. This is a previously unknown mechanism of predation defense that protects against protozoan predators.


Subject(s)
Tetrahymena pyriformis , Vibrio vulnificus , Acetates , Animals , Genotype , Predatory Behavior
6.
Microb Cell Fact ; 21(1): 183, 2022 Sep 07.
Article in English | MEDLINE | ID: mdl-36071458

ABSTRACT

BACKGROUND: Fed-batch mode is the standard culture technology for industrial bioprocesses. Nevertheless, most of the early-stage cell and process development is carried out in batch cultures, which can bias the initial selection of expression systems. Cell engineering can provide an alternative to fed-batch cultures for high-throughput screening and host selection. We have previously reported a library of Escherichia coli strains with single and multiple deletions of genes involved in glucose transport. Compared to their wild type (W3110), the mutant strains displayed lower glucose uptake, growth and aerobic acetate production rates. Therefore, when cultured in batch mode, such mutants may perform similar to W3110 cultured in fed-batch mode. To test that hypothesis, we evaluated the constitutive expression of the green fluorescence protein (GFP) in batch cultures in microbioreactors using a semi defined medium supplemented with 10 or 20 g/L glucose + 0.4 g yeast extract/g glucose. RESULTS: The mutant strains cultured in batch mode displayed a fast-growth phase (growth rate between 0.40 and 0.60 h-1) followed by a slow-growth phase (growth rate between 0.05 and 0.15 h-1), similar to typical fed-batch cultures. The phase of slow growth is most probably caused by depletion of key amino acids. Three mutants attained the highest GFP fluorescence. Particularly, a mutant named WHIC (ΔptsHIcrr, ΔmglABC), reached a GFP fluorescence up to 14-fold greater than that of W3110. Strain WHIC was cultured in 2 L bioreactors in batch mode with 100 g/L glucose + 50 g/L yeast extract. These cultures were compared with exponentially fed-batch cultures of W3110 maintaining the same slow-growth of WHIC (0.05 h-1) and using the same total amount of glucose and yeast extract than in WHIC cultures. The WHIC strain produced approx. 450 mg/L GFP, while W3110 only 220 mg/L. CONCLUSION: The combination of cell engineering and high throughput screening allowed the selection of a particular mutant that mimics fed-batch behavior in batch cultures. Moreover, the amount of GFP produced by the strain WHIC was substantially higher than that of W3110 under both, batch and fed-batch schemes. Therefore, our results represent a valuable technology for accelerated bioprocess development.


Subject(s)
Batch Cell Culture Techniques , Escherichia coli , Biological Transport , Bioreactors , Escherichia coli/metabolism , Glucose/metabolism , Green Fluorescent Proteins/genetics , Green Fluorescent Proteins/metabolism
7.
J Bacteriol ; 203(20): e0029621, 2021 09 23.
Article in English | MEDLINE | ID: mdl-34339295

ABSTRACT

Pyruvate is a key metabolite in living cells and has been shown to play a crucial role in the virulence of several bacterial pathogens. The bioluminescent Vibrio campbellii, a severe infectious burden for marine aquaculture, excretes extraordinarily large amounts of pyruvate during growth and rapidly retrieves it by an as-yet-unknown mechanism. We have now identified the responsible pyruvate transporter, here named BtsU, and our results show that it is the only pyruvate transporter in V. campbellii. Expression of btsU is tightly regulated by the membrane-integrated LytS-type histidine kinase BtsS, a sensor for extracellular pyruvate, and the LytTR-type response regulator BtsR. Cells lacking either the pyruvate transporter or sensing system show no chemotactic response toward pyruvate, indicating that intracellular pyruvate is required to activate the chemotaxis system. Moreover, pyruvate sensing and uptake were found to be important for the resuscitation of V. campbellii from the viable but nonculturable state and the bacterium's virulence against brine shrimp larvae. IMPORTANCE Bacterial infections are a serious threat to marine aquaculture, one of the fastest growing food sectors on earth. Therefore, it is extremely important to learn more about the pathogens responsible, one of which is Vibrio campbellii. This study sheds light on the importance of pyruvate sensing and uptake for V. campbellii, and reveals that the bacterium possesses only one pyruvate transporter, which is activated by a pyruvate-responsive histidine kinase/response regulator system. Without the ability to sense or take up pyruvate, the virulence of V. campbellii toward gnotobiotic brine shrimp larvae is strongly reduced.


Subject(s)
Carrier Proteins/metabolism , Pyruvic Acid/metabolism , Vibrio/metabolism , Vibrio/pathogenicity , Animals , Artemia/microbiology , Bacterial Proteins/genetics , Bacterial Proteins/metabolism , Biological Transport , Carrier Proteins/genetics , Culture Media/chemistry , Gene Expression Regulation, Bacterial , Genotype , Larva/microbiology , Pyruvic Acid/chemistry , Vibrio/genetics , Virulence
8.
Bull Math Biol ; 83(12): 120, 2021 10 31.
Article in English | MEDLINE | ID: mdl-34718881

ABSTRACT

Metabolic behaviours of proliferating cells are often explained as a consequence of rational optimization of cellular growth rate, whereas microeconomics formulates consumption behaviours as optimization problems. Here, we pushed beyond the analogy to precisely map metabolism onto the theory of consumer choice. We thereby revealed the correspondence between long-standing mysteries in both fields: the Warburg effect, a seemingly wasteful but ubiquitous strategy where cells favour aerobic glycolysis over more energetically efficient oxidative phosphorylation, and Giffen behaviour, the unexpected consumer behaviour where a good is demanded more as its price rises. We identified the minimal, universal requirements for the Warburg effect: a trade-off between oxidative phosphorylation and aerobic glycolysis and complementarity, i.e. impossibility of substitution for different metabolites. Thus, various hypotheses for the Warburg effect are integrated into an identical optimization problem with the same universal structure. Besides, the correspondence between the Warburg effect and Giffen behaviour implies that oxidative phosphorylation is counter-intuitively stimulated when its efficiency is decreased by metabolic perturbations such as drug administration or mitochondrial dysfunction; the concept of Giffen behaviour bridges the Warburg effect and the reverse Warburg effect. This highlights that the application of microeconomics to metabolism can offer new predictions and paradigms for both biology and economics.


Subject(s)
Glycolysis , Neoplasms , Humans , Mathematical Concepts , Models, Biological , Neoplasms/metabolism , Oxidative Phosphorylation
9.
Cell Mol Life Sci ; 77(3): 395-413, 2020 Feb.
Article in English | MEDLINE | ID: mdl-31768608

ABSTRACT

Microorganisms acquire energy and nutrients from dynamic environments, where substrates vary in both type and abundance. The regulatory system responsible for prioritizing preferred substrates is known as carbon catabolite repression (CCR). Two broad classes of CCR have been documented in the literature. The best described CCR strategy, referred to here as classic CCR (cCCR), has been experimentally and theoretically studied using model organisms such as Escherichia coli. cCCR phenotypes are often used to generalize universal strategies for fitness, sometimes incorrectly. For instance, extremely competitive microorganisms, such as Pseudomonads, which arguably have broader global distributions than E. coli, have achieved their success using metabolic strategies that are nearly opposite of cCCR. These organisms utilize a CCR strategy termed 'reverse CCR' (rCCR), because the order of preferred substrates is nearly reverse that of cCCR. rCCR phenotypes prefer organic acids over glucose, may or may not select preferred substrates to optimize growth rates, and do not allocate intracellular resources in a manner that produces an overflow metabolism. cCCR and rCCR have traditionally been interpreted from the perspective of monocultures, even though most microorganisms live in consortia. Here, we review the basic tenets of the two CCR strategies and consider these phenotypes from the perspective of resource acquisition in consortia, a scenario that surely influenced the evolution of cCCR and rCCR. For instance, cCCR and rCCR metabolism are near mirror images of each other; when considered from a consortium basis, the complementary properties of the two strategies can mitigate direct competition for energy and nutrients and instead establish cooperative division of labor.


Subject(s)
Carbon/metabolism , Catabolite Repression/physiology , Pseudomonadaceae/metabolism , Escherichia coli/metabolism , Glucose/metabolism , Humans , Phenotype
10.
Cell Mol Life Sci ; 77(3): 441-453, 2020 Feb.
Article in English | MEDLINE | ID: mdl-31758233

ABSTRACT

Living cells can express different metabolic pathways that support growth. The criteria that determine which pathways are selected in which environment remain unclear. One recurrent selection is overflow metabolism: the simultaneous usage of an ATP-efficient and -inefficient pathway, shown for example in Escherichia coli, Saccharomyces cerevisiae and cancer cells. Many models, based on different assumptions, can reproduce this observation. Therefore, they provide no conclusive evidence which mechanism is causing overflow metabolism. We compare the mathematical structure of these models. Although ranging from flux balance analyses to self-fabricating metabolism and expression models, we can rewrite all models into one standard form. We conclude that all models predict overflow metabolism when two, model-specific, growth-limiting constraints are hit. This is consistent with recent theory. Thus, identifying these two constraints is essential for understanding overflow metabolism. We list all imposed constraints by these models, so that they can hopefully be tested in future experiments.


Subject(s)
Escherichia coli/metabolism , Metabolic Networks and Pathways/physiology , Saccharomyces cerevisiae/metabolism , Adenosine Triphosphate/metabolism , Models, Biological
11.
J Math Biol ; 82(3): 13, 2021 02 02.
Article in English | MEDLINE | ID: mdl-33528643

ABSTRACT

Fast growing E. coli cells, in glucose-aerobic conditions, excrete fermentation by-products such as acetate. This phenomenon is known as overflow metabolism and has been observed in a diverse range of microorganisms. In this paper, we study a chemostat model subject to overflow metabolism: if the substrate uptake rate (or the specific growth rate) is above a threshold rate (different from zero), then secretion of a by-product happens. We assume that the presence of the by-product has an inhibitory effect on the growth of the microorganism. The model is described by a non-smooth differential system of dimension three. We prove the existence of at most one equilibrium (or steady-state) with presence of microorganism, which is globally stable. We use these results to discuss the performance of chemostat-type systems to produce biomass or recombinant proteins.


Subject(s)
Escherichia coli , Models, Biological , Acetates/metabolism , Biomass , Escherichia coli/growth & development , Escherichia coli/metabolism , Fermentation , Glucose/metabolism
12.
Metab Eng ; 60: 138-147, 2020 07.
Article in English | MEDLINE | ID: mdl-32330653

ABSTRACT

Chinese hamster ovary (CHO) cells are most prevalently used for producing recombinant therapeutics in biomanufacturing. Recently, more rational and systems approaches have been increasingly exploited to identify key metabolic bottlenecks and engineering targets for cell line engineering and process development based on the CHO genome-scale metabolic model which mechanistically characterizes cell culture behaviours. However, it is still challenging to quantify plausible intracellular fluxes and discern metabolic pathway usages considering various clonal traits and bioprocessing conditions. Thus, we newly incorporated enzyme kinetic information into the updated CHO genome-scale model (iCHO2291) and added enzyme capacity constraints within the flux balance analysis framework (ecFBA) to significantly reduce the flux variability in biologically meaningful manner, as such improving the accuracy of intracellular flux prediction. Interestingly, ecFBA could capture the overflow metabolism under the glucose excess condition where the usage of oxidative phosphorylation is limited by the enzyme capacity. In addition, its applicability was successfully demonstrated via a case study where the clone- and media-specific lactate metabolism was deciphered, suggesting that the lactate-pyruvate cycling could be beneficial for CHO cells to efficiently utilize the mitochondrial redox capacity. In summary, iCHO2296 with ecFBA can be used to confidently elucidate cell cultures and effectively identify key engineering targets, thus guiding bioprocess optimization and cell engineering efforts as a part of digital twin model for advanced biomanufacturing in future.


Subject(s)
CHO Cells/metabolism , Enzymes/genetics , Enzymes/metabolism , Animals , Cricetinae , Cricetulus , Genome Size , Glucose/metabolism , Kinetics , Lactic Acid/metabolism , Metabolic Engineering/methods , Metabolic Networks and Pathways , Mitochondria/metabolism , Models, Genetic , Oxidation-Reduction , Pyruvic Acid/metabolism
13.
J Bacteriol ; 201(13)2019 07 01.
Article in English | MEDLINE | ID: mdl-30988035

ABSTRACT

During aerobic growth on glucose, Escherichia coli excretes acetate, a mechanism called "overflow metabolism." At high concentrations, the secreted acetate inhibits growth. Several mechanisms have been proposed for explaining this phenomenon, but a thorough analysis is hampered by the diversity of experimental conditions and strains used in these studies. Here, we describe the construction of a set of isogenic strains that remove different parts of the metabolic network involved in acetate metabolism. Analysis of these strains reveals that (i) high concentrations of acetate in the medium inhibit growth without significantly perturbing central metabolism; (ii) growth inhibition persists even when acetate assimilation is completely blocked; and (iii) regulatory interactions mediated by acetyl-phosphate play a small but significant role in growth inhibition by acetate. The major contribution to growth inhibition by acetate may originate in systemic effects like the uncoupling effect of organic acids or the perturbation of the anion composition of the cell, as previously proposed. Our data suggest, however, that under the conditions considered here, the uncoupling effect plays only a limited role.IMPORTANCE High concentrations of organic acids such as acetate inhibit growth of Escherichia coli and other bacteria. This phenomenon is of interest for understanding bacterial physiology but is also of practical relevance. Growth inhibition by organic acids underlies food preservation and causes problems during high-density fermentation in biotechnology. What causes this phenomenon? Classical explanations invoke the uncoupling effect of acetate and the establishment of an anion imbalance. Here, we propose and investigate an alternative hypothesis: the perturbation of acetate metabolism due to the inflow of excess acetate. We find that this perturbation accounts for 20% of the growth-inhibitory effect through a modification of the acetyl phosphate concentration. Moreover, we argue that our observations are not expected based on uncoupling alone.


Subject(s)
Acetates/metabolism , Escherichia coli/growth & development , Escherichia coli/genetics , Metabolic Networks and Pathways , Biological Transport , Fermentation , Gene Expression Regulation, Bacterial , Glucose/metabolism , Mutation
14.
Metab Eng ; 51: 59-69, 2019 01.
Article in English | MEDLINE | ID: mdl-30343048

ABSTRACT

One of the primary goals of microbial metabolic engineering is to achieve high titer, yield and productivity (TYP) of engineered strains. This TYP index requires optimized carbon flux toward desired molecule with minimal by-product formation. De novo redesign of central carbon and redox metabolism holds great promise to alleviate pathway bottleneck and improve carbon and energy utilization efficiency. The engineered strain, with the overexpression or deletion of multiple genes, typically can't meet the TYP index, due to overflow of central carbon and redox metabolism that compromise the final yield, despite a high titer or productivity might be achieved. To solve this challenge, we reprogramed the central carbon and redox metabolism of Bacillus subtilis and achieved high TYP production of N-acetylglucosamine. Specifically, a "push-pull-promote" approach efficiently reduced the overflown acetyl-CoA flux and eliminated byproduct formation. Four synthetic NAD(P)-independent metabolic routes were introduced to rewire the redox metabolism to minimize energy loss. Implementation of these genetic strategies led us to obtain a B. subtilis strain with superior TYP index. GlcNAc titer in shake flask was increased from 6.6 g L-1 to 24.5 g L-1, the yield was improved from 0.115 to 0.468 g GlcNAc g-1 glucose, and the productivity was increased from 0.274 to 0.437 g L-1 h-1. These titer and yield are the highest levels ever reported and, the yield reached 98% of the theoretical pathway yield (0.478 g g-1 glucose). The synthetic redesign of carbon metabolism and redox metabolism represent a novel and general metabolic engineering strategy to improve the performance of microbial cell factories.


Subject(s)
Acetylglucosamine/biosynthesis , Bacillus subtilis/genetics , Bacillus subtilis/metabolism , Carbon/metabolism , Acetyl Coenzyme A/metabolism , DNA, Bacterial/genetics , Gene Knockout Techniques , Glucose/metabolism , Metabolic Engineering , NADP/metabolism , Oxidation-Reduction , Polymerase Chain Reaction , Pyruvic Acid/metabolism
15.
Biotechnol Bioeng ; 116(6): 1484-1495, 2019 06.
Article in English | MEDLINE | ID: mdl-30712260

ABSTRACT

Escherichia coli has been the host organism most frequently investigated for efficient recombinant protein production. However, the production of a foreign protein in recombinant E. coli often leads to growth deterioration and elevated secretion of acetic acid. Such observed phenomena have been widely linked with cell stress responses and metabolic burdens originated particularly from the increased energy demand. In this study, flux balance analysis and dynamic flux balance analysis were applied to investigate the observed growth physiology of recombinant E. coli, incorporating the proteome allocation theory and an adjustable maintenance energy level (ATPM) to capture the proteomic and energetic burdens introduced by recombinant protein synthesis. Model predictions of biomass growth, substrate consumption, acetate excretion, and protein production with two different strains were in good agreement with the experimental data, indicating that the constraint on the available proteomic resource and the change in ATPM might be important contributors governing the growth physiology of recombinant strains. The modeling framework developed in this work, currently with several limitations to overcome, offers a starting point for the development of a practical, model-based tool to guide metabolic engineering decisions for boosting recombinant protein production.


Subject(s)
Biological Factors/metabolism , Escherichia coli/growth & development , Escherichia coli/metabolism , Metabolism , Recombinant Proteins/biosynthesis , Acetic Acid/metabolism , Escherichia coli/genetics , Metabolic Flux Analysis , Models, Biological , Recombinant Proteins/genetics
16.
Appl Microbiol Biotechnol ; 103(7): 2889-2902, 2019 Apr.
Article in English | MEDLINE | ID: mdl-30758523

ABSTRACT

Citric acid production by Aspergillus niger and itaconic acid production by Aspergillus terreus are two major examples of technical scale fungal fermentations based on metabolic overflow of primary metabolism. Both organic acids are formed by the same metabolic pathway, but whereas citric acid is the end product in A. niger, A. terreus performs two additional enzymatic steps leading to itaconic acid. Despite of this high similarity, the optimization of the production process and the mechanism and regulation of overflow of these two acids has mostly been investigated independently, thereby ignoring respective knowledge from the other. In this review, we will highlight where the similarities and the real differences of these two processes occur, which involves various aspects of medium composition, metabolic regulation and compartmentation, transcriptional regulation, and gene evolution. These comparative data may facilitate further investigations of citric acid and itaconic acid accumulation and may contribute to improvements in their industrial production.


Subject(s)
Aspergillus niger/metabolism , Aspergillus/metabolism , Citric Acid/metabolism , Succinates/metabolism , Aspergillus/genetics , Aspergillus niger/genetics , Fermentation , Metabolic Networks and Pathways
17.
J Bacteriol ; 200(2)2018 01 15.
Article in English | MEDLINE | ID: mdl-29061664

ABSTRACT

The peptide transporter carbon starvation (CstA) family (transporter classification [TC] 2.A.114) belongs to the second largest superfamily of secondary transporters, the amino acid/polyamine/organocation (APC) superfamily. No representative of the CstA family has previously been characterized either biochemically or structurally, but we have now identified the function of one of its members, the transport protein YjiY of Escherichia coli Expression of the yjiY gene is regulated by the LytS-like histidine kinase BtsS, a sensor of extracellular pyruvate, together with the LytTR-like response regulator BtsR. YjiY consists of 716 amino acids, which form 18 putative transmembrane helices. Transport studies with intact cells provided evidence that YjiY is a specific and high-affinity transporter for pyruvate (Km , 16 µM). Furthermore, reconstitution of the purified YjiY into proteoliposomes revealed that YjiY is a pyruvate/H+ symporter. It has long been assumed that E. coli possesses a transporter(s) for pyruvate, but the present study is the first to definitively identify such a protein. Based on its function, we propose to change the name of the uncharacterized gene yjiY to btsT for Brenztraubensäure (the German word for pyruvate) transporter.IMPORTANCE BtsT (formerly known as YjiY) is found in many commensal and pathogenic representatives of the Enterobacteriaceae This study for the first time characterizes a pyruvate transporter in E. coli, BtsT, as a specific pyruvate/H+ symporter. When nutrients are limiting, BtsT takes up pyruvate from the medium, thus enabling it to be used as a carbon source for the growth and survival of E. coli.


Subject(s)
Escherichia coli Proteins/metabolism , Escherichia coli/metabolism , Membrane Transport Proteins/metabolism , Symporters/metabolism , Biological Transport , Escherichia coli Proteins/genetics , Gene Expression Regulation, Bacterial , Membrane Transport Proteins/genetics , Monocarboxylic Acid Transporters , Pyruvates/metabolism , Symporters/genetics
18.
J Bacteriol ; 200(1)2018 01 01.
Article in English | MEDLINE | ID: mdl-29038258

ABSTRACT

Fluctuating environments and individual physiological diversity force bacteria to constantly adapt and optimize the uptake of substrates. We focus here on two very similar two-component systems (TCSs) of Escherichia coli belonging to the LytS/LytTR family: BtsS/BtsR (formerly YehU/YehT) and YpdA/YpdB. Both TCSs respond to extracellular pyruvate, albeit with different affinities, typically during postexponential growth, and each system regulates expression of a single transporter gene, yjiY and yhjX, respectively. To obtain insights into the biological significance of these TCSs, we analyzed the activation of the target promoters at the single-cell level. We found unimodal cell-to-cell variability; however, the degree of variance was strongly influenced by the available nutrients and differed between the two TCSs. We hypothesized that activation of either of the TCSs helps individual cells to replenish carbon resources. To test this hypothesis, we compared wild-type cells with the btsSR ypdAB mutant under two metabolically modulated conditions: protein overproduction and persister formation. Although all wild-type cells were able to overproduce green fluorescent protein (GFP), about half of the btsSR ypdAB population was unable to overexpress GFP. Moreover, the percentage of persister cells, which tolerate antibiotic stress, was significantly lower in the wild-type cells than in the btsSR ypdAB population. Hence, we suggest that the BtsS/BtsR and YpdA/YpdB network contributes to a balancing of the physiological state of all cells within a population.IMPORTANCE Histidine kinase/response regulator (HK/RR) systems enable bacteria to respond to environmental and physiological fluctuations. Escherichia coli and other members of the Enterobacteriaceae possess two similar LytS/LytTR-type HK/RRs, BtsS/BtsR (formerly YehU/YehT) and YpdA/YpdB, which form a functional network. Both systems are activated in response to external pyruvate, typically when cells face overflow metabolism during post-exponential growth. Single-cell analysis of the activation of their respective target genes yjiY and yhjX revealed cell-to-cell variability, and the range of variation was strongly influenced by externally available nutrients. Based on the phenotypic characterization of a btsSR ypdAB mutant compared to the parental strain, we suggest that this TCS network supports an optimization of the physiological state of the individuals within the population.


Subject(s)
Escherichia coli Proteins/metabolism , Escherichia coli/metabolism , Protein Kinases/metabolism , Pyruvic Acid/metabolism , Transcription Factors/metabolism , Escherichia coli/genetics , Escherichia coli/growth & development , Gene Deletion , Gene Expression Regulation, Bacterial , Green Fluorescent Proteins/genetics , Histidine Kinase/metabolism , Membrane Transport Proteins/metabolism , Mutation , Promoter Regions, Genetic , Signal Transduction , Single-Cell Analysis
19.
Biochem Soc Trans ; 46(2): 269-284, 2018 04 17.
Article in English | MEDLINE | ID: mdl-29472366

ABSTRACT

Resource scarcity is a common stress in nature and has a major impact on microbial physiology. This review highlights microbial acclimations to resource scarcity, focusing on resource investment strategies for chemoheterotrophs from the molecular level to the pathway level. Competitive resource allocation strategies often lead to a phenotype known as overflow metabolism; the resulting overflow byproducts can stabilize cooperative interactions in microbial communities and can lead to cross-feeding consortia. These consortia can exhibit emergent properties such as enhanced resource usage and biomass productivity. The literature distilled here draws parallels between in silico and laboratory studies and ties them together with ecological theories to better understand microbial stress responses and mutualistic consortia functioning.


Subject(s)
Metabolic Networks and Pathways , Microbial Consortia/physiology , Adaptation, Physiological , Biofilms , Biomass , Bioreactors , Computer Simulation , Models, Biological
20.
Prep Biochem Biotechnol ; 48(5): 391-401, 2018 May 28.
Article in English | MEDLINE | ID: mdl-29688129

ABSTRACT

Human interferon-gamma (hIFNG) production is limited by various gene-level bottlenecks including translation, protein folding, and secretion which depends upon the physiological state of the organism. In this study gene-level and substrate-level modulations have been used to control Bacillus subtilis physiology for >15 fold extracellular soluble hIFNG production. Two variants of the native human interferon-gamma gene (hifng) were designed and synthesized, namely, cohifnghis and cohifng having codon adaptation index 25.33 and 26.89% higher than the native gene, respectively. BScoIFNG and BScoIFNGhis with ΔG of -100.0 and -113.7 kcal mol-1 resulted in 30 and 6.5% higher hIFNG compared to the native gene in complex medium. BScoIFNG produced 1.53 fold higher hIFNG using glucose-based defined medium as compared to the complex medium by modulating the physiological parameter growth rate from 0.35 to 0.26 hr-1. Further modulatory effect of various phosphotransferase transport system (PTS) and no-PTS sugars, sugar alcohols, and organic acids was quantified on the physiology of B. subtilis WB800N for extracellular hIFNG production. Sorbitol and glycerol emerged as the best hIFNG producers with lowest growth and substrate consumption rates. BScoIFNG produced maximum 3.15 mg L-1 hIFNG at 50 g L-1 glycerol with highest hIFNG yield (Yp/x = 0.136) and lowest substrate uptake rate (qs = 0.26).


Subject(s)
Bacillus subtilis/genetics , Cloning, Molecular/methods , Interferon-gamma/genetics , Bacillus subtilis/growth & development , Bacillus subtilis/metabolism , Codon , Genetic Engineering/methods , Humans , Industrial Microbiology/methods , Interferon-gamma/metabolism , Plasmids/genetics , Plasmids/metabolism , Recombinant Proteins/genetics , Recombinant Proteins/metabolism , Transformation, Bacterial
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