Next Article in Journal
Evaluating Bio-Hydrogen Production Potential and Energy Conversion Efficiency from Glucose and Xylose under Diverse Concentrations
Next Article in Special Issue
Hydrogen-Rich Water Can Restrict the Formation of Biogenic Amines in Red Beet Pickles
Previous Article in Journal
The Effect of Different Fining Treatments on Phenolic and Aroma Composition of Grape Musts and Wines
Previous Article in Special Issue
Deep Eutectic Solvent Pretreatment of Water Hyacinth for Improved Holocellulosic Saccharification and Fermentative Co-Production of Xylitol and Lipids Using Rhodosporidium toruloides NCIM 3547
 
 
Font Type:
Arial Georgia Verdana
Font Size:
Aa Aa Aa
Line Spacing:
Column Width:
Background:
Article

Engineering Escherichia coli for Efficient Aerobic Conversion of Glucose to Malic Acid through the Modified Oxidative TCA Cycle

by
Alexandra Yu. Skorokhodova
*,
Anastasiya A. Stasenko
,
Natalya V. Krasilnikova
,
Andrey Yu. Gulevich
and
Vladimir G. Debabov
Research Center of Biotechnology of the Russian Academy of Sciences, 119071 Moscow, Russia
*
Author to whom correspondence should be addressed.
Fermentation 2022, 8(12), 738; https://doi.org/10.3390/fermentation8120738
Submission received: 15 November 2022 / Revised: 9 December 2022 / Accepted: 13 December 2022 / Published: 14 December 2022
(This article belongs to the Special Issue Bioprocess and Metabolic Engineering)

Abstract

:
Malic acid is a versatile building-block chemical that can serve as a precursor of numerous valuable products, including food additives, pharmaceuticals, and biodegradable plastics. Despite the present petrochemical synthesis, malic acid, being an intermediate of the TCA cycle of a variety of living organisms, can also be produced from renewable carbon sources using wild-type and engineered microbial strains. In the current study, Escherichia coli was engineered for efficient aerobic conversion of glucose to malic acid through the modified oxidative TCA cycle resembling that of myco- and cyanobacteria and implying channelling of 2-ketoglutarate towards succinic acid via succinate semialdehyde formation. The formation of succinate semialdehyde was enabled in the core strain MAL 0 (∆ackA-pta, ∆poxB, ∆ldhA, ∆adhE, ∆ptsG, PL-glk, Ptac-galP, ∆aceBAK, ∆glcB) by the expression of Mycobacterium tuberculosis kgd gene. The secretion of malic acid by the strain was ensured, resulting from the deletion of the mdh, maeA, maeB, and mqo genes. The Bacillus subtilis pycA gene was expressed in the strain to allow pyruvate to oxaloacetate conversion. The corresponding recombinant was able to synthesise malic acid from glucose aerobically with a yield of 0.65 mol/mol. The yield was improved by the derepression in the strain of the electron transfer chain and succinate dehydrogenase due to the enforcement of ATP hydrolysis and reached 0.94 mol/mol, amounting to 94% of the theoretical maximum. The implemented strategy offers the potential for the development of highly efficient strains and processes of bio-based malic acid production.

1. Introduction

Malic, or 2-hydroxybutanedioic, acid is an important dicarboxylate that can serve as a precursor of many value-added products, including in the food, pharmaceutical, and chemical industries [1,2,3,4,5]. Along with the structurally related dicarboxlylic acids, succinic and fumaric, malic acid was rated among the top 12 valuable building block chemicals by the US Department of Energy [6]. Currently, most malic acid is produced via the hydration of maleic anhydride, which, in turn, is obtained from petroleum-derived benzene or butane [6,7]. Nevertheless, as an intermediate of the central metabolism of a variety of living organisms, malic acid can potentially be produced biosynthetically from renewable carbon sources, e.g., plant biomass-derived sugars.
Although malic acid is not generally secreted by the vast majority of known microorganisms, several fungi of the genus Aspergillus, such as A. flavus, A. niger, and A. oryzae, are naturally capable of producing this dicarboxylate during utilisation of glucose and other carbon sources. The ability to produce malic acid from glucose was first observed for A. flavus, which converted the substrate to the target product with a yield of 0.78 mol/mol [8]. The corresponding yield has further been improved through the optimisation of the biosynthetic process conditions and reached the maximum value of 1.26 mol/mol [9]. However, the secretion of carcinogenic aflatoxins by A. flavus severely limited the potential application of this fungus for the industrial bio-production of malic acid. A number of A. oryzae strains have also been found to convert glucose to malic acid with relatively high efficiency. The production of this acid from glucose with a yield of 0.9 mol/mol and a titre of 30.3 g/L has been demonstrated using the strain NRRL 3488 [10], while the strain DSM 1863 was able to accumulate up to 58.2 g/L malic acid, converting substrate to the target product with a yield of 0.68 mol/mol [11]. At the same time, the total l-malic acid production of 178.0 g/L has been achieved with the strain DSM 1863 using repeated-batch cultivation [12]. The A. niger strains ATCC 9142 and ATCC 10577 synthesised malic acid by utilising thin stillage containing 3.4 g/L glucose, 17.1 g/L glycerol, and 15.8 g/L lactic acid, accumulating in the medium up to 20 g/L of the corresponding dicarboxylate [13].
Several metabolic engineering approaches have been applied to improve the biosynthetic performance of wild-type fungal malic acid producers. Most of them were aimed at the enhancement of the reductive formation of the target product from oxaloacetate (OAA) via the malate dehydrogenase-catalysed reaction upon the intensification of the formation of the corresponding substrate from the glycolytic precursors, pyruvic acid and phosphoenolpyruvate (PEP). Thus, the yield of malic acid synthesised by the strain NRRL 3488 was increased up to 1.38 mol/mol resulting from the overexpression of the native genes pyc, mdh3, and c4t318, which code for cytosolic pyruvate carboxylase, malate dehydrogenase, and the four-carbon dicarboxylates transporter [14]. In the case of A. niger, overexpression in the strain of the same genes, along with the concomitant inactivation of oxaloacetate acetylhydrolase, ensured the production of malic acid from glucose by the corresponding strain S575, with a yield increased to 1.27 mol/mol [15].
In addition to Aspergillus species, in recent years, industrially relevant microorganisms such as Saccharomyces cerevisiae and Escherichia coli have successfully been engineered to produce malic acid from carbohydrate carbon sources. Various attempts have been made to ensure an efficient reductive formation of the target product in the recombinant strains. The production of malic acid from glucose with a yield of 0.42 mol/mol by the S. cerevisiae strain RWB525 was achieved resulting from the overexpression of the native pyruvate carboxylase and malate dehydrogenase genes in the parent strain CEN.PK 113-7D lacking pyruvate decarboxylase and, therefore, deficient in ethanol formation [16]. A similar yield was achieved upon the overexpression in the strain of the corresponding genes from R. oryzae and A. flavus [17].
E. coli possesses a complete set of enzymes involved in the functioning of the entire reductive branch of the TCA, which results in the formation of succinic acid under anaerobic conditions. Thus, to allow the reductive formation of malic acid in this bacterium, fumarases, which convert the target product to fumaric acid, need to be primarily inactivated. The inactivation of the mixed-acid fermentation pathways, competing with malic acid biosynthesis for reducing equivalents and key precursor metabolites, is another obligatory requirement. These are generally achieved through the deletion of the fumA, fumB, and fumC genes encoding fumarases and the ackA, pta, poxB, ldhA, and adhE genes coding for the enzymes catalysing the major reactions of acetic acid, lactic acid, and ethanol formation [18,19,20]. Additional metabolic engineering interventions aimed at the improvement of the characteristics of E. coli strains synthesising malic acid anaerobically comprise the prevention of pyruvate to acetyl-CoA conversion by the inactivation of pyruvate formate lyase [18,19], increasing the intracellular OAA availability by the overexpression of genes encoding anaplerotic enzymes [20,21], targeting of enzymes responsible for OAA and malic acid formation to both the periplasm and cytoplasm [22], and the integration of synthetic modules of CO2 fixation and mitigation [23]. The data concerning the effect of manipulation of the expression of malic enzymes that catalyse the interconversion of pyruvic and malic acids are controversial. Both concomitant inactivation of native NADH- and NADPH-dependent malic enzymes [18] and overexpression of the heterologous gene encoding NADPH-dependent enzyme from Arabidopsis thaliana [19] have been shown to be favourable for malic acid synthesis by recombinant E. coli strains, while the overexpression of E. coli NADH-dependent malic enzymes led to increased production of malic acid by Zymomonas mobilis [24]. The most efficient anaerobic conversion of carbohydrate substrate to the target product to date was achieved with an E. coli strain XZ658 (ATCC 8739 ∆ldhA, ∆ackA, ∆adhE, ∆pflB, ∆mgsA, ∆poxB, ∆frdBC, ∆sfcA, ∆maeB, ∆fumB, ∆fumAC), which was engineered by combining most of these approaches and was able to synthesise malic acid from glucose with a yield of 1.42 mol/mol [18].
As a facultative anaerobe, E. coli can also synthesise malic acid aerobically via the oxidative TCA cycle and/or in the reactions of the glyoxylate shunt (GS). The operation of GS leads to the formation of one molecule of malic acid and one molecule of succinic acid, which can further be converted to malic acid by the sequential action of succinate dehydrogenase and fumarase. Indeed, Trichez et al. recently reported the engineering of E. coli for aerobic biosynthesis of malic acid from glucose resulting from the combined action of the oxidative TCA cycle and GS [25]. The notable secretion of malic acid by the engineered strain during aerobic glucose utilisation was achieved primarily by preventing the conversion of the target product to OAA or pyruvic acid by the inactivation of the malate dehydrogease, malate-quinone oxidoreductase, and malic enzymes due to the deletion of mdh, mqo, maeA and maeB genes. The operation of GS was ensured through the inactivation of the transcriptional regulator IclR, which represses the expression of the aceBAK operon genes encoding GS enzymes. The gene arcA was deleted in the strain to avoid the effect of oxygen limitation, causing ArcA-mediated repression of genes coding for the enzymes implicated in respiratory metabolism and NADH accumulation. Finally, malic acid-insensitive phosphoenolpyruvate carboxylase, PpcK620S, and NADH-insensitive citrate synthase, GltAR164L, were expressed in the strain to improve the channelling of PEP, OAA, and acetyl-CoA toward the initial reactions of the oxidative TCA cycle. The resulting strain was capable of converting glucose to malic acid with a yield of 0.82 mol/mol. However, metabolic flux analysis demonstrated that most of the malic acid was synthesised by the strain via GS, while the flux through the reactions of the oxidative TCA downstream of isocitrate dehydrogenase was insignificant. The main reason for the prevalent participation of GS in the synthesis of the target product appears to be that the expression of 2-ketoglutarate dehydrogenase in E. coli is rather low during aerobic growth in rich and glucose-containing media [26], thus limiting the functioning of the entire oxidative TCA cycle. In another study aimed at the engineering of E. coli for the production of malic acid through GS, Gao et al. implemented a similar strategy to create the core-producing strain B0013-44 (B0013 ΔadhE, ΔackA-pta, ΔldhA, ΔmaeA, ΔmaeB, Δmdh, ΔiclR, ΔarcA), which was able to convert glucose to the target product with a yield of about 0.45 mol/mol [27]. The yield of malic acid was significantly improved and reached 0.85 mol/mol upon the direct overexpression and optimisation of the transcription in the B0013-44-derived strain B0013-47 of the native and heterologous genes encoding enzymes that catalyse pyruvate carboxylation, pycA from A. flavus, initial reactions of the TCA cycle leading to isocitrate formation, E. coli genes gltA and acnB, and key GS reactions, aceA from E. coli and aceB from Streptomyces coelicolor.
We previously implemented a novel design for the engineering of E. coli strains for efficient production of succinic and fumaric acids, the direct precursors of malic acid, from glucose through the modified oxidative TCA cycle instead of GS [28,29]. The corresponding design implied the artificial channelling of 2-ketoglutarate towards succinic acid via intermediate succinate semialdehyde (SSA) formation, thus bypassing the 2-ketoglutarate dehydrogenase-catalysed reaction in a manner similar to that of the variant TCA cycle found in myco- [30] and cyanobacteria [31]. In the present study, we report the successful application of an appropriate design to create an E. coli strain capable of efficient aerobic conversion of glucose to malic acid.
The previously engineered E. coli strain MSG1.0 ΔaceBAK ΔglcB (MG1655 ∆ackA-pta, ∆poxB, ∆ldhA, ∆adhE, ∆ptsG, PL-glk, Ptac-galP, ∆aceBAK, ∆glcB) [28], devoid of all mixed-acid fermentation pathways, GS reactions, and possessing a modified system of glucose transport and phosphorylation, was selected as a chassis for the construction of the malic acid-producing strain. Initially, the mdh, maeA, maeB, and mqo genes were sequentially deleted in the strain to ensure the secretion of malic acid as a notable end-product of aerobic glucose utilisation. The Bacillus subtilis pycA gene, encoding pyruvate carboxylase, was expressed in the strain to enable the carboxylation of pyruvic acid to OAA. The formation of SSA from 2-ketoglutarate was allowed, resulting from the expression of the Mycobacterium tuberculosis kgd gene coding for 2-ketoglutarate decarboxylase (EC 4.1.1.71), which is absent in E. coli, while the native cellular succinate semialdehyde dehydrogenase Sad was responsible for further oxidation of SSA to succinic acid. To stimulate glucose consumption by the engineered strain and to further improve its biosynthetic characteristics, the activity of ATPase was finally enhanced by the deletion of atpFH genes. As a result, the engineered E. coli strain was able to convert glucose to malic acid aerobically with a yield value of 0.94 mol/mol, which exceeded those reported previously for aerobic processes and was close to the corresponding stoichiometric maximum.

2. Materials and Methods

2.1. Bacterial Strains, Plasmids, and Media

The bacterial strains and plasmids used in this study are listed in Table 1. E. coli K-12 strain MG1655 was used as the parent for the construction of all mutants described in the study.
Chromosomal modifications were performed using the lambda Red recombineering technique [32]. The primers that were used are listed in Table S1. Linear DNA fragments, comprising the chloramphenicol acetyltransferase (cat) gene flanked by λattR and λattL, which were used for the inactivation of the mdh, maeA, maeB, mqo, and atpFH genes, were obtained with PCR using primer pairs P1, P2; P5, P6; P9, P10; P13, P14; and P17, P18 as well as the pMW118-(λattL-Cm-λattR) plasmid [33] as a template. The PCR products were integrated separately into the chromosome of the E. coli MG1655 strain carrying the pKD46 [32] helper plasmid. The deletions of the target genes in the chromosomes of the obtained strains were verified by PCR using the locus-specific primers P3, P4; P7, P8; P11, P12; P15, P16; and P19, P20. The integration of the B. subtilis pycA gene encoding pyruvate carboxylase into the chromosome instead of the poxB gene under the control of the strong constitutive promoter PL of phage lambda and the native ribosome binding site was performed as described previously [29].
The modifications were first obtained individually and then combined in the chromosomes of the target strains by P1-mediated transductions. Excision of the antibiotic resistance marker from the chromosomes of the strains was performed using the pMWts-Int/Xis plasmid, as described previously [34]. The transformation of the strains with the pMW-kgd plasmid carrying the Mycobacterium tuberculosis kgd gene encoding 2-ketoglutarate decarboxylase [35] was performed according to a standard procedure.
E. coli cells were grown in Luria-Bertani (LB), SOB, SOC, and М9 media. Ampicillin (100 μg/mL) and/or chloramphenicol (30 μg/mL) were added as needed.

2.2. Culturing of the Engineered Strains for Aerobic Production of Malic Acid

For malic acid production, the engineered strains were initially grown overnight in M9 medium containing 2 g/L glucose at 37 °C. Five millilitres of the overnight culture was diluted ten times with 45 mL of M9 medium containing 10 g/L (55.5 mM) glucose, 10 g/L yeast extract, and 2.5 g/L NaHCO3. The resulting cultures were incubated aerobically in 750 mL flasks with vented plugs at 37 °C on a rotary shaker at 250 rpm for 8 or 19 h. After 2.5 h of incubation, isopropyl-β-D-thiogalactoside (IPTG) was added to the medium at a final concentration of 1 mM to induce the expression of the kgd gene.
Two-stage fermentation was performed as follows. For the initial biomass accumulation, cells were grown as described above and harvested after 8 h of flask cultivation and appropriate induction of kgd gene expression. The cell suspensions were centrifuged for 15 min at ~2000× g and 4 °C. The cell pellets were resuspended in 50 mL of modified М9 medium containing 10 g/L glucose and 2.5 g/L NaHCO3, but lacking NH4+ ions, to an OD600 of ~6.5 (DCW ~2.6). The cultures were further incubated in 750 mL flasks with vented plugs at 37 °C on a rotary shaker at 250 rpm for 19 h.
All experiments were performed in biological triplicates, and the media were supplemented with 100 mg/L ampicillin to maintain plasmid stability when necessary.

2.3. Analytical Techniques

Fermentation samples were freed from biomass by centrifugation for 10 min at 15,000× g and the supernatants were used for further analysis.
The concentrations of organic acids and glucose in the culture media were measured by high-performance liquid chromatography using a Waters HPLC system (Waters, Milford, MA, USA). For the organic acid measurements, a Rezex ROA-Organic Acid H+ (8%) ion-exclusion column (300 mm × 7.8 mm, 8 μm, Phenomenex, Torrance, CA, USA) was used with detection at 210 nm. An aqueous solution of sulphuric acid (2.5 mM) was used as the solvent at a flow rate of 0.5 mL/min. For the glucose measurements, a Waters HPLC system equipped with a Waters 2414 refractive index detector and a Spherisorb-NH2 reversed-phase column (4.6 mm × 250 mm, 5 μm, Waters, Milford, MA, USA) was used. The mobile phase contained acetonitrile/water in a ratio of 75/25 (v/v) at a flow rate of 1.0 mL/min. Samples were identified by comparing the retention times with those of the corresponding standards.

3. Results and Discussion

3.1. Construction and Evaluation of an Engineered E. coli Strain Capable of the Aerobic Production of Malic Acid from Glucose

The E. coli strain MSG1.0 ΔaceBAK ΔglcB [28], designated as MAL 0 (Table 1), was selected as a chassis to construct a strain capable of producing malic acid from glucose under aerobic conditions. This strain was previously engineered to serve as a platform for the development of efficient producers of valuable 2-ketoglutarate derivatives. The competing pathways for acetyl-CoA and pyruvate utilisation leading to acetic acid, lactic acid, and ethanol formation were inactivated in the strain by the deletion of the ackA, pta, poxB, ldhA, and adhE genes, encoding key enzymes catalysing the respective reactions. The increased intracellular availability of PEP for OAA biosynthesis was ensured in the strain due to PEP-independent glucose transport and phosphorylation resulting from the inactivation of the main E. coli glucose permease ptsG gene upon the enhanced expression of the galP and glk genes, which encode the H+-symporter of galactose and ATP-dependent glucokinase. The functioning of GS was precluded in the strain through the deletion of aceBAK operon genes, which encode isocitrate lyase, malate synthase A, and bifunctional kinase/phosphatase of isocitrate dehydrogenase, as well as the glcB gene encoding malate synthase G (Figure 1a).
The design of the target malic acid-producing strain implied the formation of the end product through the pathway resembling the variant TCA cycle of myco- and cyanobacteria [30,31]. These bacteria lack 2-ketoglutarate dehydrogenase activity and are unable to convert 2-ketoglutarate to succinic acid via intermediate succinyl-CoA formation. The respective TCA cycle variant bypasses the 2-ketoglutarate dehydrogenase- and the succinyl-CoA synthetase-mediated reactions and ensures the closing of the cycle resulting from the sequential action of 2-ketoglutarate decarboxylase, EC 4.1.1.71, catalysing the decarboxylation of 2-ketoglutarate with SSA formation, and succinate-semialdehyde dehydrogenase oxidising SSA to succinic acid. E. coli naturally possess two succinate-semialdehyde dehydrogenases, represented by both NAD+-dependent Sad and NADP+-dependent GabD. The expression of the NAD+-dependent succinate-semialdehyde dehydrogenase gene, sad, is known to be markedly increased in E. coli in the presence of the appropriate substrate, assuming the participation of the enzyme in the cellular defence from the toxic effect of this reactive aldehyde [36]. Thus, the intracellular formation of SSA resulting from 2-ketoglutarate decarboxylation could serve as a signal for an adaptive response and ensure a rather high level of native cellular SSA-neutralising succinate-semialdehyde dehydrogenase activity. However, E. coli lack 2-ketoglutarate decarboxylase classified as EC 4.1.1.71 and cannot convert 2-ketoglutarate to SSA. Therefore, to allow the channelling of 2-ketoglutarate to succinic acid via intermediate SSA formation, the Mycobacterium tuberculosis kgd gene, encoding 2-ketoglutarate decarboxylase, was expressed in strain MAL 0 and its engineered derivatives (Figure 1b).
Upon the aerobic utilisation of glucose during growth in a complex nutrient medium, the strain MAL 0 [pMW-kgd] did not synthesise detectable amounts of malic acid, irrespective of the induction of kgd gene expression, secreting pyruvic, acetic, and succinic acids as the main products (Table 2).
The carbon recovery, which was calculated based on the amounts of detected carboxylic acids secreted by the strain, reached the value of 46% in the absence of IPTG, the specific inducer of the expression of the kgd gene, in the medium. This indicated that without expression of the 2-ketoglutarate decarboxylase gene, the activity of the native oxidative TCA cycle in the strain was rather low, resulting in glucose overflow metabolism [37,38]. The corresponding effect was not so pronounced in the case of the strain MAL 0 [pMW-kgd] expressing 2-ketoglutarate decarboxylase. The strain secreted markedly less pyruvic acid, apparently channelling most of it through an operational TCA cycle. The drop in the value of carbon recovery demonstrated by the strain to 24% supported the latter assumption since the multiple turnovers of the entire oxidative TCA cycle lead to considerable carbon loss via CO2-dissimilating reactions. It should be noted that the observed secretion of acetic acid by the strain lacking phosphotransacetylase, acetate kinase, and pyruvate oxidase could have resulted, in this case, from the background activity of E. coli acyl-CoA thioesterases YciA and TesB. This suggested non-optimal action in the cells of the TCA cycle or its initial stages that led to the accumulation of excessive intracellular acetyl-CoA levels. Nevertheless, to ensure the formation of malic acid as the terminal product of aerobic utilisation of glucose by the strain MAL 0 [pMW-kgd], the TCA cycle should be interrupted at the stage of the conversion of the respective intermediate to the gluconeogenic derivatives.
E. coli possesses several enzymes that can participate in the gluconeogenic conversion of malic acid to OAA and pyruvic acid. These are malate dehydrogenase, Mdh, and malate:quinone oxidoreductase, Mqo, which oxidise malate to generate OAA, using NAD+ or quinone as an electron acceptor, as well as NAD+- and NADP+-dependent malic enzymes, MaeA and MaeB, correspondingly, which oxidatively decarboxylate malic acid to pyruvate [39]. Malate dehydrogenase serves in E. coli as the main enzyme catalysing the terminal step of the TCA cycle, while the contribution of malate:quinone oxidoreductase to the oxidation of malic acid to OAA in this bacterium appears to be insignificant [40]. Moreover, the expression of the mdh gene is activated by CRP-cАМP [41,42] and, therefore, could increase in PTS-negative strains with a constitutively active adenylate cyclase. On the other hand, malic enzymes are known to be subjected to allosteric inhibition by OAA, and their activity could be rather low in the strains with intact malate dehydrogenase [43]. Therefore, to prevent the unwanted drainage of the target product formed in the TCA cycle via malate-consuming reactions, the mdh gene encoding malate dehydrogenase was initially deleted in the strain MAL 0 [pMW-kgd].
The metabolite profiles formed by the resulting strain MAL M [pMW-kgd] during aerobic utilisation of glucose were similar to those of the parent strain MAL 0 [pMW-kgd], and malic acid was absent among the secreted products (Table 2 and Figure 2a,b). Nevertheless, the yield of pyruvic acid secreted by the strain MAL M [pMW-kgd] without induction of kgd gene expression slightly increased compared to the strain MAL 0 [pMW-kgd] (Table 2). This observation, along with the increased carbon recovery, could indicate the further retardation of the depressed native TCA cycle in the strain MAL 0 [pMW-kgd] due to the inactivation of malate dehydrogenase. On the contrary, in the case of the induced expression of the heterologous 2-ketoglutarate decarboxylase, the yield of pyruvic acid and the value of carbon recovery demonstrated by the Mdh-deficient strain were lower than those of the parent strain. This could suggest the relative increase in the carbon flux through the modified TCA cycle due to the derepression of malic enzymes resulting from the decrease in the intracellular free OAA level. Therefore, the genes maeA and maeB, encoding malic enzymes, were then deleted in the strain MAL M [pMW-kgd].
During aerobic utilisation of glucose, the strain MAL 3M [pMW-kgd], devoid of malate dehydrogenase and both malic enzymes, formed metabolite profiles nearly identical to those of the parent strain MAL M [pMW-kgd] (Figure 2a,b), and the yields of the respective products were almost unchanged (Table 2). Moreover, the strain still did not secrete malic acid either with or without induction of the expression of the kgd gene. Since the metabolite production by MAL 3M [pMW-kgd] was not affected by the absence of maeA and maeB genes, it could be supposed that the malic enzymes were not responsible for the intracellular malate leakage in the parental strain MAL 1M [pMW-kgd] and that malate:quinone oxidoreductase was the primary enzyme oxidising malic acid in the engineered Mdh-deficient strains. However, it has previously been shown that the concomitant inactivation in E. coli of only malate dehydrogenase and malate:quinone oxidoreductase is insufficient to ensure the efficient TCA cycle-dependent conversion of glucose to malic acid, and the activity of the malic enzymes prevents the accumulation of the target product [25]. Therefore, to eliminate potential pathways of gluconeogenic malate consumption completely, the mqo gene was further deleted in the strain MAL 3M [pMW-kgd] with the inactivated malic enzymes rather than in MAL 1M [pMW-kgd].
The resulting strain MAL 4M [pMW-kgd] synthesised malic acid from glucose aerobically both in the absence and presence of IPTG in the medium, converting most of the consumed glucose to pyruvic acid (Table 2 and Figure 2a,b). At the same time, the carbon recovery values increased to 96 and 95%, indicating that the turnover of the TCA cycle was almost completely terminated in the strain. As a result, the induced expression of the 2-ketoglutarate decarboxylase gene led to only a minor increase in the yield of the target product from 12.5 to 14.9%. The decline in the replenishment of OAA via the TCA cycle limited the availability of the corresponding intermediate not only for the initiation of new rounds of the cycle and the biosynthesis of malic acid but also for the biosynthesis of aspartate-family amino acids. The latter led to a drastic decrease in biomass formation by the strain since, during the growth in rich or complex LB-like media, E. coli completely consumes available amino acids at the early stages of growth [44,45] and then needs to synthesise corresponding building blocks intracellularly to maintain further proliferation. This effect was more pronounced in the case of the induced kgd gene expression. It was most likely caused by an additional decline in the intracellular availability of succinyl-CoA for the biosynthesis of the methionine, lysine, and the cell wall components due to the diversion of 2-ketoglutarate towards succinate via the intermediate SSA formation instead of succinyl-CoA. Similar bypassing of the succinyl-CoA synthetase-catalysed reaction during 2-ketoglutarate-dependent hydroxylation of proline coupled with the formation of succinic acid has recently been shown to inhibit the growth of the engineered E. coli strains [46,47]. The retardation in biomass formation by the strain MAL 4M [pMW-kgd] expressing 2-ketoglutarate decarboxylase led, in turn, to a decrease in glucose consumption (Figure 2b).
Nevertheless, despite the negative effect of the introduced genetic modifications on the biomass formation and substrate consumption by MAL 4M [pMW-kgd], the strain was able to aerobically convert glucose to malic acid both through the native and modified TCA cycle, demonstrating a potential for the further optimisation of its biosynthetic characteristics.

3.2. Improvement of the Engineered Malic Acid-Producing Strain and Evaluation of Its Biosynthetic Potential

The observed pronounced secretion of pyruvic acid by MAL 4M [pMW-kgd] and the low activity in the strain of the truncated TCA cycle was most likely caused by the insufficient intracellular generation of OAA from the glycolytic precursors. E. coli cells possess two enzymes responsible for the anaplerotic formation of OAA. These are PEP-carboxylating phosphoenolpyruvate carboxylase and phosphoenolpyruvate carboxykinase [39]. The activity of anaplerotic pyruvate carboxylase is absent in E. coli. Phosphoenolpyruvate carboxylase irreversibly carboxylates the corresponding substrate to form OAA, while the reaction catalysed by phosphoenolpyruvate carboxykinase is reversible. Consequently, during the utilisation of glycolytic substrates, phosphoenolpyruvate carboxylase serves in E. coli as the main anaplerotic enzyme [39]. However, phosphoenolpyruvate carboxylase competes for the common precursor metabolite, PEP, with glycolytic pyruvate kinases synthesising pyruvic acid, which is required for further acetyl-CoA formation. Thus, the presence of heterologous pyruvate carboxylase in the engineered E. coli strains could favour the production of malic acid via the oxidative TCA cycle, providing more flexibility to anaplerotic processes and redirecting excess pyruvate towards the OAA formation. It should be noted that in PTS-negative strains, namely pyruvate kinases are primarily responsible for the formation of pyruvic acid from PEP during utilisation of glucose instead of a PEP-dependent system of glucose transport and phosphorylation. The overexpression of phosphoenolpyruvate carboxylase in the PTS-negative strain MAL 4M [pMW-kgd] could therefore cause limitation in the relative intracellular acetyl-CoA availability preventing the proper functioning of the TCA cycle. Taking into account these considerations, we decided to introduce heterologous pyruvate carboxylase in the engineered strain to ensure the efficient formation of OAA instead of the overexpression of the malate-insensitive variant of the native phosphoenolpyruvate carboxylase that was performed previously [25]. Accordingly, the Bacillus subtilis pycA gene, encoding pyruvate carboxylase, was integrated into the chromosome of the strain MAL 4M [pMW-kgd] under the control of the lambda phage PL promoter.
Without induction of kgd gene expression, the resulting strain MAL 4MP [pMW-kgd] converted glucose to malic acid with a yield of 35.1% (Table 2). The yield of pyruvic acid dropped more than 2 times to 62.3% (Table 2). The consumption of the carbohydrate substrate by the strain slightly improved (Figure 2a and Figure 3a), while the carbon recovery decreased to 69% (Table 2).
These results indicated that the truncated native TCA cycle was activated in the strain resulting from the action of pyruvate carboxylase, which supplied it with an extra OAA. However, this activation was incomplete. Indeed, when accounting for the amounts of CO2 generated during the synthesis of succinic, fumaric, and malic acids through the reactions of the oxidative TCA cycle in the total sum of the products formed by the strain, the value of carbon recovery reached only 86%, indicating a partial carbon loss during the glucose catabolism. The corresponding loss of carbon was apparently caused by the emergence in the strain of the glutamate overflow [44,48] resulting from the inefficient operation of the TCA cycle due to the insufficient activity of 2-ketoglutarate dehydrogenase. Glutamate overflow is a metabolic effect that occurs when the carbon flux through the oxidative TCA cycle exceeds the catalytic capacity of 2-ketoglutarate dehydrogenase, leading to the formation of glutamic acid from excess 2-ketoglutarate instead of its conversion to succinyl-CoA. As mentioned above, the expression of 2-ketoglutarate dehydrogenase in E. coli during aerobic growth in glucose-containing media is rather low [26].
Upon the expression of the 2-ketoglutarate decarboxylase gene, the strain MAL 4MP [pMW-kgd] synthesised malic acid as the main product of aerobic utilisation of glucose (Figure 3b) with a yield that increased to ~56% (Table 2). The secretion of pyruvic acid by the strain almost ceased, while succinic and fumaric acids, along with acetic acid, accumulated as the main by-products (Figure 3b and Table 2). The profile of metabolites secreted by the strain was therefore shifted towards the preferred formation of four-carbon intermediates of the TCA cycle instead of three- and two-carbon acetic and pyruvic acids originating from glycolysis (Figure 3b). Consequently, the proportion of four-carbon dicarboxylates among the products formed by the strain MAL 4MP [pMW-kgd] increased from 40% to 77% resulting from the kgd gene expression. This indicated the markedly intensified carbon flux through the truncated TCA cycle in the strain MAL 4MP [pMW-kgd] expressing both pyruvate carboxylase and 2-ketoglutarate decarboxylase and the diminished contribution of glucose overflow metabolism to the formation of the end-products of carbohydrate substrate utilisation. Although the carbon recovery, which was calculated based on the amounts of products secreted by the strain in the culture medium, constituted only 72% (Table 2), the value, calculated by taking into account the amounts of CO2 generated during the synthesis of intermediates of the oxidative TCA cycle in the total sum of products formed by the strain, was almost 100%. The above observation suggested that glutamate overflow was also successfully overcome in the strain MAL 4MP [pMW-kgd] with the active 2-ketoglutarate decarboxylase due to the efficient channelling of 2-ketoglutarate towards the synthesis of succinic acid via the intermediate generation of SSA followed by the further formation of malic acid through the downstream reactions of the modified TCA cycle.
Nevertheless, despite the strain being able to convert glucose to malic acid via the modified TCA cycle with relatively high efficiency, succinic acid synthesised in the strain resulting from the action of the artificial 2-ketoglutarate decarboxylase-mediated bypass was incompletely converted to the target product. The yields of succinic and fumaric acids formed by the strain MAL 4MP [pMW-kgd] upon the induction of the expression of the 2-ketoglutarate decarboxylase gene were even higher than those in the case of the absence of the induction. Moreover, the strain did not consume all the glucose available. In this regard, it should be noted that E. coli can utilise both succinate and fumarate as carbon sources under aerobic conditions. Thus, the problem of incomplete substrate consumption and the by-production of succinic and fumaric acids by the engineered malic acid-producing strain can be overcome, in particular, by prolonging the cultivation process. In this case, succinic and fumaric acids that accumulate in the medium will be gradually re-consumed by the strain and converted to the target product via the succinate dehydrogenase- and fumarase-catalysed reactions of the truncated oxidative TCA cycle.
The effect of prolonged cultivation on aerobic fumaric acid production from glucose by the strain MAL 4MP [pMW-kgd] was assessed for both induced and uninduced cultures. Upon prolongation of the cultivation period to 19 h, the strain MAL 4MP [pMW-kgd] consumed glucose completely irrespective of the induction of kgd gene expression (Figure 3a,b). Without induction, the strain synthesised succinic, fumaric, and malic acids with yield values similar to those demonstrated in 8 h of cultivation (Table 3 and Table 2), while the yield of pyruvic acid decreased 1.7-fold, and acetic acid was absent among the end-products formed by the strain (Table 3 and Figure 3a). This observation implied that part of the pyruvic acid and all of the acetic acid were re-assimilated from the medium by the strain after glucose exhaustion in accordance with the well-known effect of the acetate switch [49]. While acetic acid was apparently utilised by acetyl-CoA synthetase Asc to form acetyl-CoA and pyruvic acid was converted to OAA by pyruvate carboxylase, the almost unchanged yields of four-carbon dicarboxylates synthesised by the strain, along with the decreased carbon recovery, suggested that both of these metabolites, replenishing the pool of key TCA cycle precursors, primarily contributed to glutamate overflow.
On the other hand, during 19 h of cultivation, the strain MAL 4MP [pMW-kgd] expressing 2-ketoglutarate decarboxylase synthesised malic acid with a yield that increased from 55.9% to 65.5 % along with the concomitant and nearly proportional decrease in the yield of fumaric acid from 20.7% to 11.5% (Table 3 and Table 2). This could indicate that the strain partially re-assimilated secreted fumaric acid and successfully converted it to the target product. The strain did not accumulate acetic acid but secreted more pyruvic acid compared to 8 h of incubation (Table 3). Contrary to the uninduced culture, acetyl-CoA derived from acetic acid was presumably utilised by the strain to support cellular growth. The relatively decreased carbon recovery and improved biomass formation demonstrated by the strain (Table 3) supported this assumption. Increased secretion of pyruvic acid, in this case, was most likely caused by an elevated carbon flux through glycolysis due to the intensification of substrate consumption resulting in a relative increase in the residual glucose overflow metabolism. At the same time, the yield of succinic acid synthesised by the strain MAL 4MP [pMW-kgd] with the active 2-ketoglutarate decarboxylase was not affected by the prolongation of the cultivation period. Thus, the strain was unable to utilise succinic acid secreted into the medium and channel it to malic acid even after the depletion of glucose, suggesting the limitation in the carbon flux through the terminal reactions of the truncated TCA cycle. Taking into account the observed re-assimilation by the strain of synthesised fumaric acid, this limitation could primarily be due to the insufficiency of the activity of succinate dehydrogenase caused by the overload of the respiratory electron transfer chain.
It is known that E. coli, like the mitochondria of eukaryotic organisms, is subjected to respiratory control [50] when ATP is not produced through oxidative phosphorylation until enough ADP is available. The ADP level increases when ATP is consumed, and the demand of non- or poorly growing cultures for ATP is decreased, thus limiting the relative intracellular ADP availability. The strain MAL 4MP [pMW-kgd] demonstrated notable retardation in biomass formation (Table 2 and Table 3) that could lead to the accumulation of excessive intracellular levels of ATP formed both glycolytically and via oxidative phosphorylation. The consequent decline in ATP generation by (F1F0) H+-ATP synthase could cause an increase in the membrane proton gradient, inhibiting cytochromes bo and bd and resulting in the limitation in the relative availability of quinones required for the action of succinate dehydrogenase. Therefore, the biosynthetic characteristics of the strain could benefit from the enforcement of ATP hydrolysis.
The intracellular ATP supply can be decreased in E. coli using several approaches that are primarily based on the manipulation of components of the (F1F0) H+-ATP synthase complex in order to prevent oxidative phosphorylation and/or enhance ATP hydrolysis. The overexpression of the genes encoding the components of the cytoplasmic F1 subunit comprising the catalytic site will promote ATP hydrolysis. Conversely, the inactivation of the genes that code for the components of the membrane-bound F0 subunit, which forms the proton channel, will block ATP production via oxidative phosphorylation with a concomitant increase in ATPase activity. A similar effect will be achieved due to the uncoupling of the subunits resulting from the deletion of the genes encoding components that are responsible for the assembly of the complex. Although these approaches have previously been applied to promote glycolysis in the strains engineered for the production of pyruvic and acetic acids [51,52,53], they could also be used for the derepression of the electron transfer chain and associated succinate dehydrogenase. Thus, to stimulate ATP hydrolysis by the (F1)-ATPase while uncoupling the proton channelling through the F0 component from the subsequent ATP generation, the genes atpF and atpH, which code for the delta and b subunits involved in the binding of the respective parts of (F1F0) H+-ATP synthase complex, were deleted in the strain MAL 4MP [pMW-kgd].
Without induction of kgd gene expression, the resulting strain MAL 4MPA [pMW-kgd] synthesised malic acid from glucose with a yield of 41.8%, which was only slightly higher than that demonstrated by the parent strain (Table 3). The overall yield of four-carbon dicarboxylates produced by the strain was also increased insignificantly and reached 60% versus 49.9% in the case of MAL 4MP [pMW-kgd]. Thus, the enforced ATP hydrolysis had little impact on the biosynthetic performance of the engineered strain synthesising malic acid through the suboptimally functioning native TCA cycle. However, the decline in the intracellular availability of ATP led to a two-fold decrease in biomass accumulation by the strain (Table 3).
The activation of the modified TCA cycle in the ATP synthase deficient MAL 4MPA [pMW-kgd] due to the expression of the 2-ketoglutarate decarboxylase gene led to dramatic changes in the metabolite production, substrate consumption, and biomass formation by the strain. The yield of malic acid produced by the strain rose almost 1.4 times compared to the parent strain and more than two times compared to the uninduced culture, reaching 90.4% (Table 3). The strain did not secrete pyruvic, acetic, and succinic acids, accumulating minute amounts of fumaric acid as the only by-product formed. This indicated that the electron transfer chain was successfully derepressed in the strain as a result of the enforcement of ATP hydrolysis, enabling efficient operation of the entire modified TCA cycle. Nevertheless, although the strain converted the substrate to the target product almost quantitatively, the glucose consumption by the strain dropped nearly 2.7 times concomitantly with the drastic decrease in biomass formation (Figure 3b, Table 3). It has previously been shown that the deletion of atpFH genes in pyruvate-producing E. coli strains decreases the growth rate slightly but promotes the glycolytic flux [51,52]. Thus, the decrease in glucose consumption by the strain MAL 4MPA [pMW-kgd] expressing 2-ketoglutarate decarboxylase was apparently caused by the growth retardation due to the 2-ketoglutarate decarboxylase-mediated bypassing of the reaction catalysed by succinyl-CoA synthetase. During the conversion of succinyl-CoA to succinic acid, succinyl-CoA synthetase generates ATP via substrate-level phosphorylation. Therefore, the avoiding of the corresponding reaction in the ATP synthase deficient strain resulted in an additional limitation in ATP availability for the cellular anabolic pathways participating in proliferation.
Since the namely impaired biomass formation by the MAL 4MPA [pMW-kgd] expressing 2-ketoglutarate decarboxylase led to a decrease in substrate consumption, limiting the accumulation of the target product, the biosynthetic potential of the engineered malic acid-producing strain was also evaluated during a two-stage fermentation. This process comprised a growth phase for biomass accumulation and a subsequent production phase. An increased amount of biomass of the strain MAL 4MPA [pMW-kgd] was obtained at the first stage, and then, during the second stage, which was uncoupled from growth, the producing strain performed as a whole-cell biocatalyst, efficiently converting substrate to the target product.
The yield of malic acid synthesised from glucose by the uninduced culture of the strain MAL 4MPA [pMW-kgd] functioning in biocatalyst mode increased compared to that achieved upon prolonged growth and reached ~60% (Table 3 and Table 4). It was caused by the cessation of accumulation by the strain of succinic and fumaric acids, which were absent among the detected products of glucose utilisation and were apparently completely re-assimilated from the medium, after the exhaustion of carbohydrate substrate, by an increased cellular mass. Nevertheless, the secretion of pyruvic acid by the strain continued and carbon recovery remained incomplete, reaffirming the suboptimal functioning of the native TCA cycle.
Activation of the modified TCA cycle by enabling shunting of 2-ketoglutarate to succinic acid due to the induction of kgd gene expression led to an elevation in the yield of malic acid synthesised from glucose by MAL 4MPA [pMW-kgd] performing as a biocatalyst up to the value of 93.7%, which was comparable to that demonstrated by the strain expressing 2-ketoglutarate decarboxylase in the case of growth prolongation. However, the respective yield value was achieved along with the complete consumption of available glucose by the engineered strain. The strain accumulated no other intermediates of the TCA cycle besides malic acid, secreting trace amounts of pyruvic acid as the only by-product detected. The carbon recovery, which was calculated using the amounts of secreted products, was almost unchanged (Table 3 and Table 4), and the value calculated accounting for the CO2 emission retained as high as nearly 100%. These results indicated that the engineered malic acid-producing strain MAL 4MPA [pMW-kgd] could serve as an efficient whole-cell biocatalyst converting glucose to the target product almost quantitatively. Moreover, its biosynthetic performance may be further improved by both the optimisation of the cultivation conditions and the additional metabolic engineering interventions.
Indeed, the observed residual secretion of pyruvic acid by the strain could be caused by either the insufficiency of pyruvate carboxylase activity or the limitations in the availability of dissolved bicarbonate required for OAA formation. The insufficiency of pyruvate carboxylase may be overcome by the integration of the additional copies of the pycA gene into the chromosome of the strain, whereas the cellular demand for bicarbonate may be satisfied by increasing the concentration of HCO3 ions in the medium. Alternatively, pyruvate carboxylase with a low Km for HCO3 may be used along with the overexpression of carbonic anhydrase.
It should be noted that the specific productivity of malic acid and specific rate of glucose consumption demonstrated by the strain MAL 4MPA [pMW-kgd] expressing 2-ketoglutarate decarboxylase and functioning in biocatalyst mode constituted 0.143 g/g DCW/h and 0.204 g/g DCW/h, which were lower than those achieved during growth-coupled production (0.230 g/g DCW/h and 0.342 g/g DCW/h). Thus, the consumption of glucose and the accumulation of the target product by the biocatalytically performing strain appeared to be restricted by amounts of the substrate (55 mM) added to the medium and may improve upon its excess.

4. Conclusions

We metabolically engineered E. coli to efficiently convert glucose to malic acid aerobically through the modified oxidative TCA cycle, implying artificial channelling of 2-ketoglutarate to SSA and then to succinic acid in a manner analogous to that of the variant TCA cycle of myco- and cyanobacteria. The yield of the target product reached 0.65 mol/mol and was further improved to 0.94 mol/mol by the derepression in the strain of the electron transfer chain and succinate dehydrogenase resulting from the enforcement of ATP hydrolysis. The respective value amounted to 94% of the theoretical maximum and exceeded the best value, 0.85 mol/mol, reported previously for an E. coli strain engineered for aerobic production of malic acid. While the current work represents a proof-of-concept study, the implemented strategy enabling almost quantitative conversion of substrate to target product by the directly engineered E. coli strain provides a framework for the further development of highly efficient strains and processes for the bio-based production of malic acid from renewable raw materials.

Supplementary Materials

The following supporting information can be downloaded at: https://www.mdpi.com/article/10.3390/fermentation8120738/s1, Table S1: Primers used in the study.

Author Contributions

Conceptualisation, A.Y.G. and A.Y.S.; methodology, A.Y.G., A.A.S., and A.Y.S.; validation, N.V.K., A.A.S., and A.Y.S.; formal analysis, A.Y.G. and A.Y.S.; investigation, A.A.S., N.V.K., and A.Y.S.; data curation, A.Y.G. and A.Y.S.; writing—original draft preparation, A.Y.G. and A.Y.S.; writing—review and editing, A.Y.G., A.Y.S., and V.G.D.; supervision, V.G.D.; project administration, A.Y.G.; funding acquisition, A.Y.G. All authors have read and agreed to the published version of the manuscript.

Funding

This research was funded by the Russian Science Foundation grant number 22-14-00040.

Institutional Review Board Statement

Not applicable.

Informed Consent Statement

Not applicable.

Data Availability Statement

The data presented in this study are available in the article.

Conflicts of Interest

The authors declare no conflict of interest.

References

  1. Chi, Z.; Wang, Z.P.; Wang, G.Y.; Khan, I.; Chi, Z.M. Microbial biosynthesis and secretion of malic acid and its applications. Crit. Rev. Biotechnol. 2014, 36, 99–107. [Google Scholar] [CrossRef] [PubMed]
  2. Thakker, C.; Martínez, I.; Li, W.; San, K.Y.; Bennett, G.N. Metabolic engineering of carbon and redox flow in the production of small organic acids. J. Ind. Microbiol. Biotechnol. 2015, 42, 403–422. [Google Scholar] [CrossRef] [PubMed] [Green Version]
  3. Wei, Z.; Xu, Y.; Xu, Q.; Cao, W.; Huang, H.; Liu, H. Microbial biosynthesis of L-malic acid and related metabolic engineering strategies: Advances and prospects. Front. Bioeng. Biotechnol. 2021, 9, 765685. [Google Scholar] [CrossRef] [PubMed]
  4. Kövilein, A.; Kubisch, C.; Cai, L.; Ochsenreither, K. Malic acid production from renewables: A review. J. Chem. Technol. Biotechnol. 2019, 95, 513–526. [Google Scholar] [CrossRef] [Green Version]
  5. Wu, N.; Zhang, J.; Chen, Y.; Xu, Q.; Song, P.; Li, Y.; Li, K.; Liu, H. Recent advances in microbial production of L-malic acid. Appl. Microbiol. Biotechnol. 2022, 106, 7973–7992. [Google Scholar] [CrossRef]
  6. Werpy, T.; Petersen, G. Top Value Added Chemicals from Biomass, Volume I: Results of Screening for Potential Candidates from Sugars and Synthesis Gas; US Department of Energy: Washington, DC, USA, 2004. [Google Scholar]
  7. Kim, J.S.; Baek, J.H.; Ryu, Y.B.; Hong, S.S.; Lee, M.S. Liquid hydrogenation of maleic anhydride with Pd/C catalyst at low pressure and temperature in batch reactor. J. Nanosci. Nanotechnol. 2015, 15, 290–294. [Google Scholar] [CrossRef]
  8. Peleg, Y.; Stieglitz, B.; Goldberg, I. Malic-acid accumulation by Aspergillus flavus. 1. Biochemical aspects of acid biosynthesis. Appl. Microbiol. Biotechnol. 1988, 28, 69–75. [Google Scholar] [CrossRef]
  9. Battat, E.; Peleg, Y.; Bercovitz, A.; Rokem, J.S.; Goldberg, I. Optimization of L-malic acid production by Aspergillus flavus in a stirred fermenter. Biotechnol. Bioeng. 1991, 37, 1108–1116. [Google Scholar] [CrossRef]
  10. Knuf, C.; Nookaew, I.; Remmers, I.; Khoomrung, S.; Brown, S.; Berry, A.; Nielsen, J. Physiological characterization of the high malic acid-producing Aspergillus oryzae strain 2103a–68. Appl. Microbiol. Biotechnol. 2014, 98, 3517–3527. [Google Scholar] [CrossRef]
  11. Ochsenreither, K.; Fischer, C.; Neumann, A.; Syldatk, C. Process characterization and influence of alternative carbon sources and carbon-to-nitrogen ratio on organic acid production by Aspergillus oryzae DSM1863. Appl. Microbiol. Biotechnol. 2014, 98, 5449–5460. [Google Scholar] [CrossRef]
  12. Schmitt, V.; Derenbach, L.; Ochsenreither, K. Enhanced L-malic acid production by Aspergillus oryzae DSM 1863 using repeated-batch cultivation. Front. Bioeng. Biotechnol. 2022, 9, 760500. [Google Scholar] [CrossRef] [PubMed]
  13. West, T.P. Malic acid production from thin stillage by Aspergillus species. Biotechnol. Lett. 2011, 33, 2463–2467. [Google Scholar] [CrossRef] [PubMed]
  14. Brown, S.H.; Bashkirova, L.; Berka, R.; Chandler, T.; Doty, T.; McCall, K.; McCulloch, M.; McFarland, S.; Thompson, S.; Yaver, D.; et al. Metabolic engineering of Aspergillus oryzae NRRL 3488 for increased production of L-malic acid. Appl. Microbiol. Biotechnol. 2013, 97, 8903–8912. [Google Scholar] [CrossRef] [PubMed]
  15. Xu, Y.; Shan, L.; Zhou, Y.; Xie, Z.; Ball, A.S.; Cao, W.; Liu, H. Development of a Cre-loxP-based genetic system in Aspergillus niger ATCC1015 and its application to construction of efficient organic acid-producing cell factories. Appl. Microbiol. Biotechnol. 2019, 103, 8105–8114. [Google Scholar] [CrossRef] [PubMed]
  16. Zelle, R.M.; de Hulster, E.; van Winden, W.A.; de Waard, P.; Dijkema, C.; Winkler, A.A.; Geertman, J.-M.A.; van Dijken, J.P.; Pronk, J.T.; van Maris, A.J. Malic acid production by Saccharomyces cerevisiae: Engineering of pyruvate carboxylation, oxaloacetate reduction, and malate export. Appl. Environ. Microbiol. 2008, 74, 2766–2777. [Google Scholar] [CrossRef] [Green Version]
  17. Chen, X.; Wang, Y.; Dong, X.; Hu, G.; Liu, L. Engineering rTCA pathway and C4-dicarboxylate transporter for L-malic acid production. Appl. Microbiol. Biotechnol. 2017, 101, 4041–4052. [Google Scholar] [CrossRef]
  18. Zhang, X.; Wang, X.; Shanmugam, K.T.; Ingram, L.O. L-malate production by metabolically engineered Escherichia coli. Appl. Environ. Microb. 2011, 77, 427–434. [Google Scholar] [CrossRef] [Green Version]
  19. Dong, X.; Chen, X.; Qian, Y.; Wang, Y.; Wang, L.; Qiao, W.; Liu, L. Metabolic engineering of Escherichia coli W3110 to produce L-malate. Biotechnol. Bioeng. 2017, 114, 656–664. [Google Scholar] [CrossRef]
  20. Jiang, Y.; Zheng, T.; Ye, X.; Xin, F.; Zhang, W.; Dong, W.; Ma, J.; Jiang, M. Metabolic engineering of Escherichia coli for l-malate production anaerobically. Microb. Cell Fact. 2020, 19, 165. [Google Scholar] [CrossRef]
  21. Park, S.; Chang, K.S.; Jin, E.; Pack, S.P.; Lee, J. Oxaloacetate and malate production in engineered Escherichia coli by expression of codon-optimized phosphoenolpyruvate carboxylase2 gene from Dunaliella salina. Bioprocess. Biosyst. Eng. 2013, 36, 127–131. [Google Scholar] [CrossRef]
  22. Guo, L.; Zhang, F.; Zhang, C.; Hu, G.; Gao, C.; Chen, X.; Liu, L. Enhancement of malate production through engineering of the periplasmic rTCA pathway in Escherichia coli. Biotechnol. Bioeng. 2018, 115, 1571–1580. [Google Scholar] [CrossRef] [PubMed]
  23. Hu, G.; Li, Z.; Ma, D.; Ye, C.; Zhang, L.; Gao, C.; Liu, L.; Chen, X. Light-driven CO2 sequestration in Escherichia coli to achieve theoretical yield of chemicals. Nat. Catal. 2021, 4, 395–406. [Google Scholar] [CrossRef]
  24. Khandelwal, R.; Srivastava, P.; Bisaria, V.S. Expression of Escherichia coli malic enzyme gene in Zymomonas mobilis for production of malic acid. J. Biotechnol. 2022, 351, 23–29. [Google Scholar] [CrossRef] [PubMed]
  25. Trichez, D.; Auriol, C.; Baylac, A.; Irague, R.; Dressaire, C.; Carnicer-Heras, M.; Heux, S.; François, J.M. Engineering of Escherichia coli for Krebs cycle-dependent production of malic acid. Microb. Cell Fact. 2018, 17, 113. [Google Scholar] [CrossRef] [Green Version]
  26. Park, S.J.; Chao, G.; Gunsalus, R.P. Aerobic regulation of the sucABCD genes of Escherichia coli, which encode alpha-ketoglutarate dehydrogenase and succinyl coenzyme A synthetase: Roles of ArcA, Fnr, and the upstream sdhCDAB promoter. J. Bacteriol. 1997, 179, 4138–4142. [Google Scholar] [CrossRef] [Green Version]
  27. Gao, C.; Wang, S.; Hu, G.; Guo, L.; Chen, X.; Xu, P.; Liu, L. Engineering Escherichia coli for malate production by integrating modular pathway characterization with CRISPRi-guided multiplexed metabolic tuning. Biotechnol Bioeng. 2018, 115, 661–672. [Google Scholar] [CrossRef]
  28. Skorokhodova, A.Y.; Stasenko, A.A.; Gulevich, A.Y.; Debabov, V.G. Construction of a synthetic bypass for improvement of aerobic synthesis of succinic acid through the oxidative branch of the tricarboxylic acid cycle by recombinant Escherichia coli strains. Appl. Biochem. Microbiol. 2018, 54, 245–251. [Google Scholar] [CrossRef]
  29. Skorokhodova, A.Y.; Gulevich, A.Y.; Debabov, V.G. Engineering Escherichia coli for efficient aerobic conversion of glucose to fumaric acid. Biotechnol. Rep. 2022, 33, e00703. [Google Scholar] [CrossRef]
  30. Tian, J.; Bryk, R.; Itoh, M.; Suematsu, M.; Nathan, C. Variant tricarboxylic acid cycle in Mycobacterium tuberculosis: Identification of alpha-ketoglutarate decarboxylase. Proc. Natl. Acad. Sci. USA 2005, 102, 10670–10675. [Google Scholar] [CrossRef] [Green Version]
  31. Zhang, S.; Bryant, D.A. The tricarboxylic acid cycle in cyanobacteria. Science 2011, 334, 1551–1553. [Google Scholar] [CrossRef]
  32. Datsenko, K.A.; Wanner, B.L. One-step inactivation of chromosomal genes in Escherichia coli K-12 using PCR products. Proc. Natl. Acad. Sci. USA 2000, 97, 6640–6645. [Google Scholar] [CrossRef] [PubMed] [Green Version]
  33. Katashkina, J.I.; Skorokhodova, A.Y.; Zimenkov, D.V.; Gulevich, A.Y.; Minaeva, N.I.; Doroshenko, V.G.; Biryukova, I.Y.; Mashko, S.V. Tuning the expression level of a gene located on a bacterial chromosome. Mol. Biol. 2005, 39, 719–726. [Google Scholar] [CrossRef]
  34. Gulevich, A.Y.; Skorokhodova, A.Y.; Ermishev, V.Y.; Krylov, A.A.; Minaeva, N.I.; Polonskaya, Z.M.; Zimenkov, D.V.; Biryukova, I.V.; Mashko, S.V. A new method for the construction of translationally coupled operons in a bacterial chromosome. Mol. Biol. 2009, 43, 505–514. [Google Scholar] [CrossRef] [PubMed]
  35. Gulevich, A.Y.; Skonechny, M.S.; Sukhozhenko, A.V.; Skorokhodova, A.Y.; Debabov, V.G. Study on aerobic biosynthesis of 4-hydroxybutyric acid by Escherichia coli cells upon heterologous expression of the 2-ketoglutarate decarboxylase gene. Appl. Biochem. Microbiol. 2015, 51, 804–811. [Google Scholar] [CrossRef]
  36. Fuhrer, T.; Chen, L.; Sauer, U.; Vitkup, D. Computational prediction and experimental verification of the gene encoding the NAD+/NADP+-dependent succinate semialdehyde dehydrogenase in Escherichia coli. J. Bacteriol. 2007, 189, 8073–8078. [Google Scholar] [CrossRef] [Green Version]
  37. De Mey, M.; Lequeux, G.J.; Beauprez, J.J.; Maertens, J.; Van Horen, E.; Soetaert, W.K.; Vanrolleghem, P.A.; Vandamme, E.J. Comparison of different strategies to reduce acetate formation in Escherichia coli. Biotechnol. Prog. 2007, 23, 1053–1063. [Google Scholar] [CrossRef]
  38. Veit, A.; Polen, T.; Wendisch, V.F. Global gene expression analysis of glucose overflow metabolism in Escherichia coli and reduction of aerobic acetate formation. Appl. Microbiol. Biotechnol. 2007, 74, 406–421. [Google Scholar] [CrossRef]
  39. Sauer, U.; Eikmanns, B.J. The PEP-pyruvate-oxaloacetate node as the switch point for carbon flux distribution in bacteria. FEMS Microbiol. Rev. 2005, 29, 765–794. [Google Scholar] [CrossRef] [Green Version]
  40. van der Rest, M.E.; Frank, C.; Molenaar, D. Functions of the membrane-associated and cytoplasmic malate dehydrogenases in the citric acid cycle of Escherichia coli. J. Bacteriol. 2000, 182, 6892–6899. [Google Scholar] [CrossRef] [Green Version]
  41. Khankal, R.; Chin, J.W.; Ghosh, D.; Cirino, P.C. Transcriptional effects of CRP* expression in Escherichia coli. J. Biol. Eng. 2009, 3, 13. [Google Scholar] [CrossRef]
  42. Park, S.J.; Cotter, P.A.; Gunsalus, R.P. Regulation of malate dehydrogenase (mdh) gene expression in Escherichia coli in response to oxygen, carbon, and heme availability. J. Bacteriol. 1995, 177, 6652–6656. [Google Scholar] [CrossRef] [PubMed] [Green Version]
  43. Bologna, F.P.; Andreo, C.S.; Drincovich, M.F. Escherichia coli malic enzymes: Two isoforms with substantial differences in kinetic properties, metabolic regulation, and structure. J. Bacteriol. 2007, 189, 5937–5946. [Google Scholar] [CrossRef] [PubMed] [Green Version]
  44. Chang, D.E.; Shin, S.; Rhee, J.S.; Pan, J.G. Acetate metabolism in a pta mutant of Escherichia coli W3110: Importance of maintaining acetyl coenzyme A flux for growth and survival. J. Bacteriol. 1999, 181, 6656–6663. [Google Scholar] [CrossRef] [Green Version]
  45. Baev, M.V.; Baev, D.; Radek, A.J.; Campbell, J.W. Growth of Escherichia coli MG1655 on LB medium: Monitoring utilization of amino acids, peptides, and nucleotides with transcriptional microarrays. Appl. Microbiol. Biotechnol. 2006, 71, 317–322. [Google Scholar] [CrossRef] [PubMed]
  46. Theodosiou, E.; Frick, O.; Bühler, B.; Schmid, A. Metabolic network capacity of Escherichia coli for Krebs cycle-dependent proline hydroxylation. Microb. Cell Fact. 2015, 14, 108. [Google Scholar] [CrossRef] [PubMed] [Green Version]
  47. Theodosiou, E.; Breisch, M.; Julsing, M.K.; Falcioni, F.; Bühler, B.; Schmid, A. An artificial TCA cycle selects for efficient α-ketoglutarate dependent hydroxylase catalysis in engineered Escherichia coli. Biotechnol. Bioeng. 2017, 114, 1511–1520. [Google Scholar] [CrossRef] [Green Version]
  48. Burgard, A.; Burk, M.J.; Osterhout, R.; Van Dien, S.; Yim, H. Development of a commercial scale process for production of 1,4-butanediol from sugar. Curr. Opin. Biotechnol. 2016, 42, 118–125. [Google Scholar] [CrossRef] [PubMed]
  49. Wolfe, A.J. The acetate switch. Microbiol. Mol. Biol. Rev. 2005, 69, 12–50. [Google Scholar] [CrossRef] [Green Version]
  50. Burstein, C.; Tiankova, L.; Kepes, A. Respiratory control in Escherichia coli K 12. Eur. J. Biochem. 1979, 94, 387–392. [Google Scholar] [CrossRef]
  51. Causey, T.B.; Shanmugam, K.T.; Yomano, L.P.; Ingram, L.O. Engineering Escherichia coli for efficient conversion of glucose to pyruvate. Proc. Natl. Acad. Sci. USA 2004, 101, 2235–2240. [Google Scholar] [CrossRef]
  52. Zhu, Y.; Eiteman, M.A.; Altman, R.; Altman, E. High glycolytic flux improves pyruvate production by a metabolically engineered Escherichia coli strain. Appl. Environ. Microbiol. 2008, 74, 6649–6655. [Google Scholar] [CrossRef] [PubMed] [Green Version]
  53. Causey, T.B.; Zhou, S.; Shanmugam, K.T.; Ingram, L.O. Engineering the metabolism of Escherichia coli W3110 for the conversion of sugar to redox-neutral and oxidized products: Homoacetate production. Proc. Natl. Acad. Sci. USA 2003, 100, 825–832. [Google Scholar] [CrossRef] [PubMed]
Figure 1. Central carbon metabolism in engineered E. coli strains under aerobic conditions with glucose as a carbon source. (a) The core strain MAL 0; (b) The best-performing malic acid-producing strain MAL 4MPA [pMW-kgd]. The enzymes are indicated by their gene names. Heterologous genes and enzymes are as follows: kgd, M. tuberculosis 2-ketoglutarate decarboxylase; pycA, B. subtilis pyruvate carboxylase. Abbreviations of key metabolites in the pathways are Ac-CoA, acetyl-CoA; G-6-P, glucose-6-phosphate; OAA, oxaloacetate; PEP, phosphoenolpyruvate; Pyr, pyruvate; SSA, succinate semialdehyde. The deleted genes are marked with crossed circles. Dotted arrows indicate reactions with decreased intensity. The reactions, as well as the genes of the respective enzymes, substrates, products, and cofactors that are absent or inactive in the constructed strains, are shown in grey. The reactions of the artificial pathway of malic acid biosynthesis, starting from pyruvate and including shunting of 2-ketoglutarate to succinic acid via intermediate SSA formation, which was engineered in the current study, are highlighted by wide blue arrows.
Figure 1. Central carbon metabolism in engineered E. coli strains under aerobic conditions with glucose as a carbon source. (a) The core strain MAL 0; (b) The best-performing malic acid-producing strain MAL 4MPA [pMW-kgd]. The enzymes are indicated by their gene names. Heterologous genes and enzymes are as follows: kgd, M. tuberculosis 2-ketoglutarate decarboxylase; pycA, B. subtilis pyruvate carboxylase. Abbreviations of key metabolites in the pathways are Ac-CoA, acetyl-CoA; G-6-P, glucose-6-phosphate; OAA, oxaloacetate; PEP, phosphoenolpyruvate; Pyr, pyruvate; SSA, succinate semialdehyde. The deleted genes are marked with crossed circles. Dotted arrows indicate reactions with decreased intensity. The reactions, as well as the genes of the respective enzymes, substrates, products, and cofactors that are absent or inactive in the constructed strains, are shown in grey. The reactions of the artificial pathway of malic acid biosynthesis, starting from pyruvate and including shunting of 2-ketoglutarate to succinic acid via intermediate SSA formation, which was engineered in the current study, are highlighted by wide blue arrows.
Fermentation 08 00738 g001
Figure 2. Metabolite production and substrate consumption by the strains MAL 0 [pMW-kgd], MAL M [pMW-kgd], MAL 3M [pMW-kgd], and MAL 4M [pMW-kgd] during 8 h of aerobic glucose utilisation in the absence (a) or presence (b) of IPTG.
Figure 2. Metabolite production and substrate consumption by the strains MAL 0 [pMW-kgd], MAL M [pMW-kgd], MAL 3M [pMW-kgd], and MAL 4M [pMW-kgd] during 8 h of aerobic glucose utilisation in the absence (a) or presence (b) of IPTG.
Fermentation 08 00738 g002
Figure 3. Metabolite production and substrate consumption by the strains MAL 4MP [pMW-kgd] and MAL 4MPA [pMW-kgd] strains during 8 h and 19 h (marked with dotted square) of aerobic glucose utilisation in the absence (a) or presence (b) of IPTG. The parameters for the strain MAL 4MPA [pMW-kgd] functioning in “biocatalyst” mode are marked with asterisks.
Figure 3. Metabolite production and substrate consumption by the strains MAL 4MP [pMW-kgd] and MAL 4MPA [pMW-kgd] strains during 8 h and 19 h (marked with dotted square) of aerobic glucose utilisation in the absence (a) or presence (b) of IPTG. The parameters for the strain MAL 4MPA [pMW-kgd] functioning in “biocatalyst” mode are marked with asterisks.
Fermentation 08 00738 g003
Table 1. Bacterial strains and plasmids used in this study.
Table 1. Bacterial strains and plasmids used in this study.
Strain/PlasmidGenotypeReference
E. coli strains
MG1655Wild-type E. coli K-12 strain VKPM B-6195VKPM
MAL 0MG1655 ∆ackA-pta, ∆poxB, ∆ldhA, ∆adhE, ∆ptsG, PL-glk, Ptac-galP, ∆aceBAK, ∆glcB[28]
MAL MMG1655 ∆ackA-pta, ∆poxB, ∆ldhA, ∆adhE, ∆ptsG, PL-glk, Ptac-galP, ∆aceBAK, ∆glcB, ∆mdhThis study
MAL 3MMG1655 ∆ackA-pta, ∆poxB, ∆ldhA, ∆adhE, ∆ptsG, PL-glk, Ptac-galP, ∆aceBAK, ∆glcB, ∆mdh, ∆maeA, ∆maeBThis study
MAL 4MMG1655 ∆ackA-pta, ∆poxB, ∆ldhA, ∆adhE, ∆ptsG, PL-glk, Ptac-galP, ∆aceBAK, ∆glcB, ∆mdh, ∆maeA, ∆maeB, ∆mqoThis study
MAL 4MPMG1655 ∆ackA-pta, ∆ldhA, ∆adhE, ∆ptsG, PL-glk, Ptac-galP, ∆aceBAK, ∆glcB, ∆mdh, ∆maeA, ∆maeB, ∆mqo; poxB::PL-pycABsThis study
MAL 4MPAMG1655 ∆ackA-pta, ∆ldhA, ∆adhE, ∆ptsG, PL-glk, Ptac-galP, ∆aceBAK, ∆glcB, ∆mdh, ∆maeA, ∆maeB, ∆mqo; poxB::PL-pycABs; ∆atpFHThis study
Plasmids
pKD46pINT-ts, bla, ParaBgam-bet-exo[32]
pMW118-(λattL-Cm-λattR)pSC101, bla, cat, λattL-catattR cassette[33]
pMWts-Int/XispSC101-ts, bla, PRxis-int, cIts857[34]
pMW-kgdpMW119 with cloned M. tuberculosis 2-ketoglutarate decarboxylase gene (kgd)[35]
Table 2. Molar yields of metabolites produced by the MAL 0 [pMW-kgd], MAL M [pMW-kgd], MAL 3M [pMW-kgd], MAL 4M [pMW-kgd], and MAL 4MP [pMW-kgd] strains during 8 h of aerobic glucose utilisation.
Table 2. Molar yields of metabolites produced by the MAL 0 [pMW-kgd], MAL M [pMW-kgd], MAL 3M [pMW-kgd], MAL 4M [pMW-kgd], and MAL 4MP [pMW-kgd] strains during 8 h of aerobic glucose utilisation.
StrainIPTGPyruvateAcetateSuccinateFumarateMalate% C-Recovery aDCW
(g/L)
MAL 0 [pMW-kgd]71.9 ± 1.615.7 ± 0.47.0 ± 0.2n.d.n.d.464.18 ± 0.12
+12.5 ± 0.324.8 ± 1.113.6 ± 0.6n.d.n.d.244.90 ± 0.15
MAL M [pMW-kgd]98.0 ± 1.713.7 ± 0.55.2 ± 0.4n.d.n.d.594.16 ± 0.10
+5.8 ± 0.324.2 ± 0.94.0 ± 0.3n.d.n.d.144.82 ± 0.16
MAL 3M [pMW-kgd]98.7 ± 1.512.0 ± 0.44.9 ± 0.4n.d.n.d.584.20 ± 0.12
+1.5 ± 0.120.7 ± 1.07.1 ± 0.6n.d.n.d.134.96 ± 0.15
MAL 4M [pMW-kgd]159.6 ± 2.111.2 ± 0.52.9 ± 0.23.6 ± 0.212.5 ± 0.4962.75 ± 0.07
+135.9 ± 1.829.0 ± 1.26.6 ± 0.55.2 ± 0.214.9 ± 0.5952.27 ± 0.06
MAL 4MP [pMW-kgd]62.3 ± 1.012.1 ± 0.66.5 ± 0.48.8 ± 0.335.1 ± 0.6692.72 ± 0.08
+3.8 ± 0.223.5 ± 1.216.9 ± 0.720.7 ± 0.855.9 ± 0.9721.74 ± 0.04
Data are the means ± standard deviations of three replicates. Molar yields of the secreted metabolites are given in % per mole of consumed glucose (mol/mol, %). n.d.—not detected. a—Carbon recovery was calculated as the ratio of total moles of carbon in the end-products per moles of carbon in total glucose consumed and expressed on a percentage basis.
Table 3. Molar yields of metabolites produced by the MAL 4MP [pMW-kgd] and MAL 4MPA [pMW-kgd] strains during 19 h of aerobic glucose utilisation.
Table 3. Molar yields of metabolites produced by the MAL 4MP [pMW-kgd] and MAL 4MPA [pMW-kgd] strains during 19 h of aerobic glucose utilisation.
StrainIPTGPyruvateAcetateSuccinateFumarateMalate% C-Recovery aDCW (g/L)
MAL 4MP [pMW-kgd]36.9 ± 0.7n.d.5.9 ± 0.48.3 ± 0.335.7 ± 0.7522.74 ± 0.08
+8.6 ± 0.4n.d.17.2 ± 0.711.5 ± 0.565.5 ± 1.2672.76 ± 0.09
MAL 4MPA [pMW-kgd]31.8 ± 0.6n.d.10.1 ± 0.511.1 ± 0.641.8 ± 0.7581.32 ± 0.03
+n.d.n.d.n.d.9.1 ± 0.290.4 ± 1.5670.58 ± 0.02
Data are the means ± standard deviations of three replicates. Molar yields of the secreted metabolites are given in % per mole of consumed glucose (mol/mol, %). n.d.—not detected. a—Carbon recovery was calculated as the ratio of total moles of carbon in the end-products per moles of carbon in total glucose consumed and expressed on a percentage basis.
Table 4. Molar yields of metabolites produced by the strain MAL 4MPA [pMW-kgd] during functioning in biocatalyst mode.
Table 4. Molar yields of metabolites produced by the strain MAL 4MPA [pMW-kgd] during functioning in biocatalyst mode.
StrainIPTGPyruvateAcetateSuccinateFumarateMalate% C-Recovery aDCW (g/L)
MAL 4MPA [pMW-kgd]36.2 ± 0.8n.d.n.d.n.d.59.9 ± 1.3582.56 ± 0.07
+2.8 ± 0.1n.d.n.d.n.d.93.7 ± 1.8642.58 ± 0.05
Data are the means ± standard deviations of three replicates. Molar yields of the secreted metabolites are given in % per mole of consumed glucose (mol/mol, %). n.d.—not detected. a—Carbon recovery was calculated as the ratio of total moles of carbon in the end-products per moles of carbon in total glucose consumed and expressed on a percentage basis.
Publisher’s Note: MDPI stays neutral with regard to jurisdictional claims in published maps and institutional affiliations.

Share and Cite

MDPI and ACS Style

Skorokhodova, A.Y.; Stasenko, A.A.; Krasilnikova, N.V.; Gulevich, A.Y.; Debabov, V.G. Engineering Escherichia coli for Efficient Aerobic Conversion of Glucose to Malic Acid through the Modified Oxidative TCA Cycle. Fermentation 2022, 8, 738. https://doi.org/10.3390/fermentation8120738

AMA Style

Skorokhodova AY, Stasenko AA, Krasilnikova NV, Gulevich AY, Debabov VG. Engineering Escherichia coli for Efficient Aerobic Conversion of Glucose to Malic Acid through the Modified Oxidative TCA Cycle. Fermentation. 2022; 8(12):738. https://doi.org/10.3390/fermentation8120738

Chicago/Turabian Style

Skorokhodova, Alexandra Yu., Anastasiya A. Stasenko, Natalya V. Krasilnikova, Andrey Yu. Gulevich, and Vladimir G. Debabov. 2022. "Engineering Escherichia coli for Efficient Aerobic Conversion of Glucose to Malic Acid through the Modified Oxidative TCA Cycle" Fermentation 8, no. 12: 738. https://doi.org/10.3390/fermentation8120738

APA Style

Skorokhodova, A. Y., Stasenko, A. A., Krasilnikova, N. V., Gulevich, A. Y., & Debabov, V. G. (2022). Engineering Escherichia coli for Efficient Aerobic Conversion of Glucose to Malic Acid through the Modified Oxidative TCA Cycle. Fermentation, 8(12), 738. https://doi.org/10.3390/fermentation8120738

Note that from the first issue of 2016, this journal uses article numbers instead of page numbers. See further details here.

Article Metrics

Back to TopTop