Combinatorial modulation of <Emphasis Type="Italic">galP</Emphasis> and <Emphasis Type="Italic">glk</Emphasis> gene expression for improved alternative glucose utilization

Phosphoenolpyruvate (PEP) is an important precursor for anaerobic production of succinate and malate. Although inactivating PEP/carbohydrate phosphotransferase systems (PTS) could increase PEP supply, the resulting strain had a low glucose utilization rate. In order to improve anaerobic glucose utilization rate for efficient production of succinate and malate, combinatorial modulation of galactose permease (galP) and glucokinase (glk) gene expression was carried out in chromosome of an Escherichia coli strain with inactivated PTS. Libraries of artificial regulatory parts, including promoter and messenger RNA stabilizing region (mRS), were firstly constructed in front of β-galactosidase gene (lacZ) in E. coli chromosome through λ-Red recombination. Most regulatory parts selected from mRS library had constitutive strengths under different cultivation conditions. A convenient one-step recombination method was then used to modulate galP and glk gene expression with different regulatory parts. Glucose utilization rates of strains modulated with either galP or glk all increased, and the rates had a positive relation with expression strength of both genes. Combinatorial modulation had a synergistic effect on glucose utilization rate. The highest rate (1.64 g/L h) was tenfold higher than PTS⁻ strain and 39% higher than the wild-type E. coli. These modulated strains could be used for efficient anaerobic production of succinate and malate.     

The properties and potential metabolic role of glucokinase in halotolerant obligate methanotroph <Emphasis Type="Italic">Methylomicrobium alcaliphilum</Emphasis> 20Z

Aerobic bacteria utilizing methane as the carbon and energy source do not use sugars as growth substrates but possess the gene coding for glucokinase (Glk), an enzyme converting glucose into glucose 6-phosphate. Here we demonstrate the functionality and properties of Glk from an obligate methanotroph Methylomicrobium alcaliphilum 20Z. The recombinant Glk obtained by heterologous expression in Escherichia coli was found to be close in biochemical properties to other prokaryotic Glks. The homodimeric enzyme (2 × 35 kDa) catalyzed ATP-dependent phosphorylation of glucose and glucosamine with nearly equal activity, being inhibited by ADP (K _i = 2.34 mM) but not affected by glucose 6-phosphate. Chromosomal deletion of the glk gene resulted in a loss of Glk activity and retardation of growth as well as in a decrease of intracellular glycogen content. Inactivation of the genes encoding sucrose phosphate synthase or amylosucrase, the enzymes involved in glycogen biosynthesis via sucrose as intermediate, did not prevent glycogen accumulation. In silico analysis revealed glk orthologs predominantly in methanotrophs harboring glycogen synthase genes. The data obtained suggested that Glk is implicated in the regulation of glycogen biosynthesis/degradation in an obligate methanotroph.     

Expression of a xylose-specific transporter improves ethanol production by metabolically engineered Zymomonas mobilis

Zymomonas mobilis is a promising organism for biofuel production as it can produce ethanol from glucose at high rates. However, Z. mobilis does not natively ferment C5 sugars such as xylose. While it has been engineered to do so, the engineered strains do not metabolize these sugars at high rates. Previous research has identified some of the bottlenecks associated with xylose metabolism in Z. mobilis. In this work, we investigated transport as a possible bottleneck. In particular, we hypothesized that the slow uptake of xylose through the promiscuous Glf transporter may limit the efficiency of xylose metabolism in Z. mobilis. To test this hypothesis, we expressed XylE, the low-affinity xylose transporter from Escherichia coli, in a xylose-utilizing strain of Z. mobilis. Our results show that the expression of this pentose-specific transporter improves the rate of xylose utilization in Z. mobilis; however, this enhancement is seen only at high xylose concentrations. In addition, we also found that overexpression of the promiscuous Z. mobilis transporter Glf yielded similar results, suggesting that the transport bottleneck is not due to the specificity, but rather the capacity for sugar uptake.     

Expression of galP and glk in a Escherichia coli PTS mutant restores glucose transport and increases glycolytic flux to fermentation products

In Escherichia coli, the uptake and phosphorylation of glucose is carried out mainly by the phosphotransferase system (PTS). Despite the efficiency of glucose transport by PTS, the required consumption of 1 mol of phosphoenolpyruvate (PEP) for each mol of internalized glucose represents a drawback for some biotechnological applications where PEP is a precursor of the desired product. For this reason, there is considerable interest in the generation of strains that can transport glucose efficiently by a non-PTS mechanism. The purpose of this work was to study the effect of different gene expression levels, of galactose permease (GalP) and glucokinase (Glk), on glucose internalization and phosphorylation in a E. coli PTS(-) strain. The W3110 PTS(-), designated VH32, showed limited growth on glucose with a specific growth rate (mu) of 0.03 h(-1). A low copy plasmid family was constructed containing E. coli galP and glk genes, individually or combined, under the control of a trc-derived promoter set. This plasmid family was used to transform the VH32 strain, each plasmid having different levels of expression of galP and glk. Experiments in minimal medium with glucose showed that expression of only galP under the control of a wild-type trc promoter resulted in a mu of 0.55 h(-1), corresponding to 89% of the mu measured for W3110 (0.62 h(-1)). In contrast, no increase in specific growth rate (mu) was observed in VH32 with a plasmid expressing only glk from the same promoter. Strains transformed with part of the plasmid family, containing both galP and glk genes, showed a mu value similar to that of W3110. Fermentor experiments with the VH32 strain harboring plasmids pv1Glk1GalP, pv4Glk5GalP, and pv5Glk5GalP showed that specific acetate productivity was twofold higher than in W3110. Introduction of plasmid pLOI1594, coding for pyruvate decarboxylase and alcohol dehydrogenase from Zymomonas mobilis, to strain VH32 carrying one of the plasmids with galP and glk caused a twofold increase in ethanol productivity over strain W3110, also containing pLOI1594.     

Characterization of the Zymomonas mobilis glucose facilitator gene product (glf) in recombinant Escherichia coli: examination of transport mechanism, kinetics and the role of glucokinase in glucose transport

Zymomonas mobilis is known to transport glucose by a facilitated diffusion process. A putative glucose facilitator gene (glf), closely related to a large family of glucose transporters, is located in a cluster of genes that code for enzymes of glucose metabolism. The Z. mobilis glf gene is able to complement glucose transport in an Escherichia coli strain that is defective in native glucose transport and glucokinase. In this study, the recombinant E coli was shown to be capable of influx counterflow when preloaded with glucose and had an apparent K_m for glucose of approximately 1.1 - 2.9 mM, consistent with the function of Gif as a low-affinity glucose facilitator. The ability of glucokinase mutants expressing glf to transport glucose made it clear that glucokinase activity was not required for Glf-dependent glucose transport. The possibility that glucokinase can interact with Glf to improve the affinity for glucose was not supported since expression of the Z mobilis glucokinase gene, in addition to glf, did not affect the K_m of Glf for glucose in recombinant E. coli The inability of various sugars to compete with glucose during glucose transport by recombinant E. coli expressing glf indicated that Glf is specific for glucose. While the results of fructose transport assays did not completely rule out the possibility of very low affinity for fructose, the apparent specificity of Gif for glucose makes it possible that Z. mobilis utilizes a different transporter(s) for fructose.     

Expression of Galactose Permease and Pyruvate Carboxylase in Escherichia coli ptsG Mutant Increases the Growth Rate and Succinate Yield under Anaerobic Conditions

In Escherichia coli, disruption of ptsG, which encodes the glucose-specific permease of the phosphotransferase transport system (PTS) protein EIICB^Glc, is crucial for high succinate production. This mutation can, however, cause very slow growth and low glucose consumption rates. The ptsG mutant (TUQ2), from wild type E. coli W1485, and E. coli galP (encoding galactose permease) and glk (encoding glucose kinase) gene expression plasmids were constructed. TUQ2 increased the generation time to approximately 4 h and gave a higher final cell density of 0.5 g/l by expression of galP. However, glk expression had no effect on the mutant. After expression of pyruvate carboxylase (PYC) and galactose permease, the ptsG mutant showed higher succinate yield (1.2 mol/mol glucose) and the specific rate of glucose consumption from 0.33 to 0.6 g/1 h. Received 31 August 2005; Revisions requested 27 September 2005; Revisions received 1 November 2005; Accepted 2 November 2005 An erratum to this article is available at .     

Metabolic engineering of <Emphasis Type="Italic">Escherichia coli</Emphasis> for improving <Emphasis Type="SmallCaps">l</Emphasis>-3,4-dihydroxyphenylalanine (<Emphasis Type="SmallCaps">l</Emphasis>-DOPA) synthesis from glucose

l-3,4-dihydroxyphenylalanine (l-DOPA) is an aromatic compound employed for the treatment of Parkinson's disease. Metabolic engineering was applied to generate Escherichia coli strains for the production of l-DOPA from glucose by modifying the phosphoenolpyruvate:sugar phosphotransferase system (PTS) and aromatic biosynthetic pathways. Carbon flow was directed to the biosynthesis of l-tyrosine (l-Tyr), an l-DOPA precursor, by transforming strains with compatible plasmids carrying genes encoding a feedback-inhibition resistant version of 3-deoxy-d-arabino-heptulosonate-7-phosphate synthase, transketolase, the chorismate mutase domain from chorismate mutase-prephenate dehydratase from E. coli and cyclohexadienyl dehydrogenase from Zymomonas mobilis. The effects on l-Tyr production of PTS inactivation (PTS⁻ gluc⁺ phenotype), as well as inactivation of the regulatory protein TyrR, were evaluated. PTS inactivation caused a threefold increase in the specific rate of l-Tyr production (q _l-Tyr), whereas inactivation of TyrR caused 1.7- and 1.9-fold increases in q _l-Tyr in the PTS⁺ and the PTS⁻ gluc⁺ strains, respectively. An 8.6-fold increase in l-Tyr yield from glucose was observed in the PTS⁻ gluc⁺ tyrR ⁻ strain. Expression of hpaBC genes encoding the enzyme 4-hydroxyphenylacetate 3-hydroxylase from E. coli W in the strains modified for l-Tyr production caused the synthesis of l-DOPA. One of such strains, having the PTS⁻ gluc⁺ tyrR ⁻ phenotype, displayed the best production parameters in minimal medium, with a specific rate of l-DOPA production of 13.6 mg/g/h, l-DOPA yield from glucose of 51.7 mg/g and a final l-DOPA titer of 320 mg/l. In a batch fermentor culture in rich medium this strain produced 1.51 g/l of l-DOPA in 50 h.     

Coutilization of glucose and glycerol enhances the production of aromatic compounds in an Escherichia coli strain lacking the phosphoenolpyruvate: carbohydrate phosphotransferase system

Background  

Escherichia coli strains lacking the phosphoenolpyruvate: carbohydrate phosphotransferase system (PTS) are capable of coutilizing glucose and other carbon sources due to the absence of catabolite repression by glucose. In these strains, the lack of this important regulatory and transport system allows the coexistence of glycolytic and gluconeogenic pathways. Strains lacking PTS have been constructed with the goal of canalizing part of the phosphoenolpyruvate (PEP) not consumed in glucose transport to the aromatic pathway. The deletion of the ptsHIcrr operon inactivates PTS causing poor growth on this sugar; nonetheless, fast growing mutants on glucose have been isolated (PB12 strain). However, there are no reported studies concerning the growth potential of a PTS^- strain in mixtures of different carbon sources to enhance the production of aromatics compounds.     

Model-assisted formate dehydrogenase-O (fdoH) gene knockout for enhanced succinate production in Escherichia coli from glucose and glycerol carbon sources

Succinic acid is an important platform chemical that has broad applications and is been listed as one of the top twelve bio-based chemicals produced from biomass by the US Department of Energy. The metabolic role of Escherichia coli formate dehydrogenase-O (fdoH) under anaerobic conditions in relation to succinic acid production remained largely unspecified. Herein we report, what are to our knowledge, the first metabolic fdoH gene knockout that have enhanced succinate production using glucose and glycerol substrates in E. coli. Using the most recent E. coli reconstruction iJO1366, we engineered its host metabolism to enhance the anaerobic succinate production by deleting the fdoH gene, which blocked H⁺ conduction across the mutant cell membrane for the enhanced succinate production. The engineered mutant strain BMS4 showed succinate production of 2.05 g l^?1 (41.2-fold in 7 days) from glycerol and .39 g l^?1 (6.2-fold in 1 day) from glucose. This work revealed that a single deletion of the fdoH gene is sufficient to increase succinate production in E. coli from both glucose and glycerol substrates.     

Cloning and expression of the structural gene for pyruvate decarboxylase of Zymomonas mobilis in Escherichia coli

A genomic library of Zymomonas mobilis DNA was constructed in Escherichia coli using cosmid vector pHC79. Immunological screening of 483 individual E. coli strains revealed two clones expressing pyruvate decarboxylase, the key enzyme for efficient ethanol production of Z. mobilis. The two plasmids, pZM1 and pZM2, isolated from both E. coli strains were found to be related and to exhibit a common 4.6 kb SphI fragment on which the gene coding for pyruvate decarboxylase, pdc, was located.The pdc gene was similarily well expressed in both aerobically and anaerobically grown E. coli cells, and exerted a considerable effect on the amount of fermentation products formed. During fermentative growth on 25 mM glucose, plasmid-free E. coli lacking a pdc gene produced 6.5 mM ethanol, 8.2 mM acetate, 6.5 mM lactate, 0.5 mM succinate, and about 1 mM formate leaving 10.4 mM residual glucose. In contrast, recombinant E. coli harbouring a cloned pdc gene from Z. mobilis completely converted 25 mM glucose to up to 41.5 mM ethanol while almost no acids were formed.     

Analysis of differentially upregulated proteins in ptsHIcrr− and rppH− mutants in Escherichia coli during an adaptive laboratory evolution experiment

The previous deletion of the cytoplasmic components of the phosphotransferase system (PTS) in Escherichia coli JM101 resulted in the PTS⁻ derivative strain PB11 with severely impaired growth capability in glucose as the sole carbon source. Previous adaptive laboratory evolution (ALE) experiment led to select a fast-growing strain named PB12 from PB11. Comparative genome analysis of PB12 showed a chromosomal deletion, which result in the loss of several genes including rppH which codes for the RNA pyrophosphohydrolase RppH, involved in the preparation of hundreds of mRNAs for further degradation by RNase E. Previous inactivation of rppH in PB11 (PB11rppH⁻) improved significantly its growing capabilities and increased several mRNAs respect its parental strain PB11. These previous results led to propose to the PB11rppH⁻ mutant as an intermediate between PB11 and PB12 strains merged during the early ALE experiment. In this contribution, we report the metabolic response to the PTS⁻ and rppH⁻ mutations in the deep of a proteomic approach to understanding the relevance of rppH⁻ phenotype during an ALE experiment. Differentially upregulated proteins between the wild-type JM101/PB11, PB11/PB11rppH⁻, and PB11/PB12 comparisons led to identifying 45 proteins between strain comparisons. Downregulated or upregulated proteins in PB11rppH⁻ were found expressed at an intermediate level with respect to PB11 and PB12. Many of these proteins were found involved in non-previously metabolic traits reported in the study of the PTS⁻ strains, including glucose, amino acids, ribose transport; amino acid biosynthesis; NAD biosynthesis/salvage pathway, biosynthesis of Ac-CoA precursors; detoxification and degradation pathways; stress response; protein synthesis; and possible mutator activities between comparisons. No changes were found in the expression of galactose permease GalP, previously proposed as the primary glucose transporter in the absence of PTS selected by the PTS⁻ derivatives during the ALE experiment. This result suggests that the evolving PTS⁻ population selected other transporters such as LamB, MglB, and ManX instead of GalP for glucose uptake during the early ALE experiment. Analysis of the biological relevance of the metabolic traits developed by the studied strains provided valuable information to understand the relevance of the rppH⁻ mutation in the PTS⁻ background during an ALE experiment as a strategy for the selection of valuable phenotypes for metabolic engineering purposes.

     

Production of glucose-6-phosphate by glucokinase coupled with an ATP regeneration system

A process of glucose-6-phosphate (G-6-P) production coupled with an adenosine triphosphate (ATP) regeneration system was constructed that utilized acetyl phosphate (ACP) via acetate kinase (ACKase). The genes glk and ack from Escherichia coli K12 were amplified and cloned into pET-28a(+), then transformed into E. coli BL21 (DE3) and the recombinant strains were named pGLK and pACK respectively. Glucokinase (glkase) in pGLK and ACKase in pACK were both overexpressed in soluble form. G-6-P was efficiently produced from glucose and ACP using a very small amount of ATP. The conversion yield was greater than 97 % when the reaction solution containing 10 mM glucose, 20 mM ACP-Na₂, 0.5 mM ATP, 5 mM Mg²⁺, 50 mM potassium phosphate buffer (pH 7.0), 4.856 U glkase and 3.632 U ACKase were put into 37 °C water bath for 1 h.     

Specific spin labelling of the sugar-H+ symporter,GalP, in cell membranes of Escherichia coli: site mobility and overall rotational diffusion of the protein

The d-galactose-H⁺ symport protein (GalP) of Escherichia coli is a homologue of the human glucose transport protein, GLUT1. After amplified expression of the GalP transporter in E. coli, other membrane proteins were prereacted with N-ethylmaleimide in the presence of excess d-galactose to protect GalP. Inner membranes were then specifically spin labelled on Cys³⁷⁴ of GalP with 4-maleimide-2,2,6,6-tetramethylpiperidine-1-oxyl. The electron paramagnetic resonance (EPR) spectra are characteristic of a single labelling site in which the mobility of the spin label is very highly constrained. This is confirmed with other nitroxyl spin labels, which are derivatives of iodoacetamide and indanedione. Saturation transfer EPR spectra indicate that the overall rotation of the GalP protein in the membrane is slow at low temperatures (approx. 2°C), but considerably more rapid and highly anisotropic at physiological temperatures. The rate of rotation about the membrane normal at 37°C is consistent with predictions for a 12-transmembrane helix assembly that is less than closely packed.     

Enhancement of succinate production by metabolically engineered Escherichia coli with co-expression of nicotinic acid phosphoribosyltransferase and pyruvate carboxylase

Escherichia coli BA002, in which the ldhA and pflB genes are deleted, cannot utilize glucose anaerobically due to the inability to regenerate NAD⁺. To restore glucose utilization, overexpression of nicotinic acid phosphoribosyltransferase (NAPRTase) encoded by the pncB gene, a rate-limiting enzyme of NAD(H) synthesis pathway, resulted in a significant increase in cell mass and succinate production under anaerobic conditions. However, a high concentration of pyruvate accumulated. Thus, co-expression of NAPRTase and the heterologous pyruvate carboxylase (PYC) of Lactococcus lactis subsp. cremoris NZ9000 in recombinant E. coli BA016 was investigated. The total concentration of NAD(H) was 9.8-fold higher in BA016 than in BA002, and the NADH/NAD⁺ ratio decreased from 0.60 to 0.04. Under anaerobic conditions, BA016 consumed 17.50 g l^?1 glucose and produced 14.08 g l^?1 succinate with a small quantity of pyruvate. Furthermore, when the reducing agent dithiothreitol or reduced carbon source sorbitol was added, the cell growth and carbon source consumption rate of BA016 was reasonably enhanced and succinate productivity increased.     

Dual Substrate Specificity of an N-Acetylglucosamine Phosphotransferase System in Clostridium beijerinckii

The solventogenic clostridia have a considerable capacity to ferment carbohydrate substrates with the production of acetone and butanol, making them attractive organisms for the conversion of waste materials to valuable products. In common with other anaerobes, the clostridia show a marked dependence on the phosphoenolpyruvate (PEP)-dependent phosphotransferase system (PTS) to accumulate sugars and sugar derivatives. In this study, we demonstrate that extracts of Clostridium beijerinckii grown on N-acetylglucosamine (GlcNAc) exhibit PTS activity for the amino sugar. The PTS encoded by the divergent genes cbe4532 (encoding the IIC and IIB domains) and cbe4533 (encoding a IIA domain) was shown to transport and phosphorylate GlcNAc and also glucose. When the genes were recombined in series under the control of the lac promoter in pUC18 and transformed into a phosphotransferase mutant (nagE) of Escherichia coli lacking GlcNAc PTS activity, the ability to take up and ferment GlcNAc was restored, and extracts of the transformant showed PEP-dependent phosphorylation of GlcNAc. The gene products also complemented an E. coli mutant lacking glucose PTS activity but were unable to complement the same strain for PTS-dependent mannose utilization. Both GlcNAc and glucose induced the expression of cbe4532 and cbe4533 in C. beijerinckii, and consistent with this observation, extracts of cells grown on glucose exhibited PTS activity for GlcNAc, and glucose did not strongly repress utilization of GlcNAc by growing cells. On the basis of the phylogeny and function of the encoded PTS, we propose that the genes cbe4532 and cbe4533 should be designated nagE and nagF, respectively.     

A direct comparison of approaches for increasing carbon flow to aromatic biosynthesis inEscherichia coli

Different approaches to increasing carbon commitment to aromatic amino acid biosynthesis were compared in isogenic strains ofEscherichia coli. In a strain having a wild-type PEP: glucose phosphotransferase (PTS) system, inactivation of the genes encoding pyruvate kinase (pykA andpykF) resulted in a 3.4-fold increase in carbon flow to aromatic biosynthesis. In a strain already having increased carbon flow to aromatics by virtue of overexpression of thetktA gene (encoding transketolase), thepykA and/orpykF mutations had no effect. A PTS glucose⁺ mutant showed a 1.6-fold increase in carbon flow to aromatics compared to the PTS⁺ control strain. In the PTS^– glucose⁺ host background, overexpression oftktA caused a further 3.7-fold increase in carbon flow, while inactivation ofpykA andpykF caused a 5.8-fold increase. When all of the variables tested (PTS^– glucose⁺,pykA, pykF, and overexpressedtktA) were combined in a single strain, a 19.9-fold increase in carbon commitment to aromatic biosynthesis was achieved.     

Identification of PTSFru as the major fructose uptake system of Clostridium acetobutylicum

As a member of the saccharolytic clostridia, a variety of different carbohydrates like glucose, fructose, or mannose can be used as carbon and energy source by Clostridium acetobutylicum ATCC 824. Thirteen phosphoenolpyruvate-dependent phosphotransferase systems (PTS) have been identified in C. acetobutylicum, which are likely to be responsible for the uptake of hexoses, hexitols, or disaccharides. Here, we focus on three PTS which are expected to be involved in the uptake of fructose, PTS^Fru, PTS^ManI, and PTS^ManII. To analyze their individual functions, each PTS was inactivated via homologous recombination or insertional mutagenesis. Standardized comparative batch fermentations in a synthetic medium with glucose, fructose, or mannose as sole carbon source identified PTS^Fru as primary uptake system for fructose, whereas growth with fructose was not impaired in PTS^ManI and slightly altered in PTS^ManII-deficient strains of C. acetobutylicum. The inactivation of PTS^ManI resulted in slower growth on mannose whereas the loss of PTS^ManII revealed no phenotype during growth on mannose. This is the first time that it has been shown that PTS^Fru and PTS^ManI of C. acetobutylicum are directly involved in fructose and mannose uptake, respectively. Moreover, comprehensive comparison of the fermentation products revealed that the loss of PTS^Fru prevents the solvent shift as no butanol and only basic levels of acetone and ethanol could be determined.     

Cloning and sequencing of two genes fromStaphylococcus carnosus coding for glucose-specific PTS and their expression inEscherichia coliK-12

Phosphoenolpyruvate (PEP)-dependent phosphorylation experiments have indicated that the grampositive bacteriumStaphylococcus carnosus possesses an EIICBA fusion protein specific for glucose. Here we report the cloning of a 7 kb genomic DNA fragment containing two genes,glcA andglcB, coding for the glucose-specific PTS transporters EII^Glc1 and EII^Glc2 which are 69% identical. The translation products derived from the nucleotide sequence consist of 675 and 692 amino acid residues and have calculated molecular weights of 73 025 and 75 256, respectively. Both genes can be stably maintained inEscherichia coli cells and restore the ability to ferment glucose toptsG deletion mutants ofE. coli. This demonstrates the ability of the PTS proteins HPr and/or EIIA^Glc of a gram-negative organism (E. coli) to phosphorylate an EIICBA^Glc from a gram-positive organism (S. carnosus).     

Recent progress in metabolic engineering for the production of biofuels and biochemicals from renewable sources with particular emphasis on catabolite regulation and its modulation

Recent metabolic engineering practice was briefly reviewed including the case where a mixture of multiple sugars obtained from lignocellulose, etc. was used as a carbon source to produce a variety of biofuels and biochemicals for the realization of green society. In the wild type Escherichia coli, sequential utilization of carbon sources is observed as known as diauxie phenomenon due to carbon catabolite repression (CCR), where much attention has been focused on co-consumption of multiple sugars to improve the productivities of the target metabolites. Although co-consumption of multiple sugars can be attained by modulating phosphotransferase system (PTS) and mgsA, pgi, etc. in E. coli, the glucose uptake rate inherently became lower, and thus the productivity of such metabolite as ethanol may not be improved, where this may be improved by amplifying the non-PTS pathway genes such as galP and glk. It should be noted that the modulation of PTS gene might change the robustness from the systems biology point of view.