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<front>
<journal-meta>
<journal-id journal-id-type="publisher-id">Front. Microbiol.</journal-id>
<journal-title>Frontiers in Microbiology</journal-title>
<abbrev-journal-title abbrev-type="pubmed">Front. Microbiol.</abbrev-journal-title>
<issn pub-type="epub">1664-302X</issn>
<publisher>
<publisher-name>Frontiers Media S.A.</publisher-name>
</publisher>
</journal-meta>
<article-meta>
<article-id pub-id-type="doi">10.3389/fmicb.2022.991963</article-id>
<article-categories>
<subj-group subj-group-type="heading">
<subject>Microbiology</subject>
<subj-group>
<subject>Original Research</subject>
</subj-group>
</subj-group>
</article-categories>
<title-group>
<article-title>Glutamate as a non-conventional substrate for high production of the recombinant protein in <italic>Escherichia coli</italic></article-title>
</title-group>
<contrib-group>
<contrib contrib-type="author">
<name>
<surname>Chiang</surname>
<given-names>Chung-Jen</given-names>
</name>
<xref rid="aff1" ref-type="aff"><sup>1</sup></xref>
<uri xlink:href="https://loop.frontiersin.org/people/816604/overview"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Hu</surname>
<given-names>Mu-Chen</given-names>
</name>
<xref rid="aff2" ref-type="aff"><sup>2</sup></xref>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Ta</surname>
<given-names>Thanh</given-names>
</name>
<xref rid="aff2" ref-type="aff"><sup>2</sup></xref>
<uri xlink:href="https://loop.frontiersin.org/people/1910155/overview"/>
</contrib>
<contrib contrib-type="author" corresp="yes">
<name>
<surname>Chao</surname>
<given-names>Yun-Peng</given-names>
</name>
<xref rid="aff2" ref-type="aff"><sup>2</sup></xref>
<xref rid="aff3" ref-type="aff"><sup>3</sup></xref>
<xref rid="aff4" ref-type="aff"><sup>4</sup></xref>
<xref rid="c001" ref-type="corresp"><sup>&#x002A;</sup></xref>
<uri xlink:href="https://loop.frontiersin.org/people/1047529/overview"/>
</contrib>
</contrib-group>
<aff id="aff1"><sup>1</sup><institution>Department of Medical Laboratory Science and Biotechnology, China Medical University</institution>, <addr-line>Taichung</addr-line>, <country>Taiwan</country></aff>
<aff id="aff2"><sup>2</sup><institution>Department of Chemical Engineering, Feng Chia University</institution>, <addr-line>Taichung</addr-line>, <country>Taiwan</country></aff>
<aff id="aff3"><sup>3</sup><institution>Department of Medical Research, China Medical University Hospital</institution>, <addr-line>Taichung</addr-line>, <country>Taiwan</country></aff>
<aff id="aff4"><sup>4</sup><institution>Department of Food Nutrition and Health Biotechnology, Asia University</institution>, <addr-line>Taichung</addr-line>, <country>Taiwan</country></aff>
<author-notes>
<fn id="fn0001" fn-type="edited-by"><p>Edited by: Stefan Junne, Technical University of Berlin, Germany</p></fn>
<fn id="fn0002" fn-type="edited-by"><p>Reviewed by: Jorge Bolivar Perez, Universidad de C&#x00E1;diz, Spain; Danielle Maria Perpetua Oliveira, Federal University of Rio de Janeiro, Brazil</p></fn>
<corresp id="c001">&#x002A;Correspondence: Yun-Peng Chao, <email>ypchao@fcu.edu.tw</email></corresp>
<fn id="fn0003" fn-type="other"><p>This article was submitted to Microbiotechnology, a section of the journal Frontiers in Microbiology</p></fn>
</author-notes>
<pub-date pub-type="epub">
<day>14</day>
<month>09</month>
<year>2022</year>
</pub-date>
<pub-date pub-type="collection">
<year>2022</year>
</pub-date>
<volume>13</volume>
<elocation-id>991963</elocation-id>
<history>
<date date-type="received">
<day>12</day>
<month>07</month>
<year>2022</year>
</date>
<date date-type="accepted">
<day>23</day>
<month>08</month>
<year>2022</year>
</date>
</history>
<permissions>
<copyright-statement>Copyright &#x00A9; 2022 Chiang, Hu, Ta and Chao.</copyright-statement>
<copyright-year>2022</copyright-year>
<copyright-holder>Chiang, Hu, Ta and Chao</copyright-holder>
<license xlink:href="http://creativecommons.org/licenses/by/4.0/">
<p>This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY). The use, distribution or reproduction in other forums is permitted, provided the original author(s) and the copyright owner(s) are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms.</p>
</license>
</permissions>
<abstract>
<p>The economic viability of the biomass-based biorefinery is readily acknowledged by implementation of a cascade process that produces value-added products such as enzymes prior to biofuels. Proteins from the waste stream of biorefinery processes generally contain glutamate (Glu) in abundance. Accordingly, this study was initiated to explore the potential of Glu for production of recombinant proteins in <italic>Escherichia coli</italic>. The approach was first adopted by expression of D-hydantoinase (HDT) in commercially-available BL21(DE3) strain. Equipped with the mutant <italic>gltS</italic> (<italic>gltS&#x002A;</italic>), the strain grown on Glu produced the maximum HDT as compared to the counterpart on glucose, glycerol, or acetate. The Glu-based production scheme was subsequently reprogrammed based on the L-arabinose-regulated T7 expression system. The strain with <italic>gltS&#x002A;</italic> was further engineered by rewiring metabolic pathways. With low ammonium, the resulting strain produced 1.63-fold more HDT. The result indicates that Glu can serve as a carbon and nitrogen source. Overall, our proposed approach may open up a new avenue for the enzyme biorefinery platform based on Glu.</p>
</abstract>
<kwd-group>
<kwd>recombinant proteins</kwd>
<kwd>glutamate</kwd>
<kwd>metabolic engineering</kwd>
<kwd>enzyme biorefinery</kwd>
<kwd>protein waste</kwd>
</kwd-group>
<contract-num rid="cn1">MY3</contract-num>
<contract-sponsor id="cn1">the Ministry of Science and Technology</contract-sponsor>
<counts>
<fig-count count="5"/>
<table-count count="1"/>
<equation-count count="0"/>
<ref-count count="43"/>
<page-count count="8"/>
<word-count count="5713"/>
</counts>
</article-meta>
</front>
<body>
<sec id="sec1" sec-type="intro">
<title>Introduction</title>
<p>To mitigate global climate change, the biorefinery platform has been implemented to largely produce fuels and chemicals for replacement of counterparts derived from fossil fuels (<xref ref-type="bibr" rid="ref32">Saini et al., 2017</xref>; <xref ref-type="bibr" rid="ref36">Takkellapati et al., 2018</xref>; <xref ref-type="bibr" rid="ref15">Francois et al., 2020</xref>; <xref ref-type="bibr" rid="ref35">Sun et al., 2021</xref>). The platform technology that manages the sustainable feedstock such as lignocellulosic biomass has many potential applications in industry. The exploitation of microbes for production of lignocellulosic ethanol (LE) presents to be a good example (<xref ref-type="bibr" rid="ref23">Liu et al., 2019</xref>). However, the development progress of LE is afflicted by its higher production cost as compared to the petroleum price (<xref ref-type="bibr" rid="ref37">Tuck et al., 2012</xref>). A cascade process has been suggested to produce value-added products prior to biofuels, which renders the biomass-based biorefinery economically viable (<xref ref-type="bibr" rid="ref13">Escamilla-Alvarado et al., 2017</xref>). Enzymes, functional proteins, organic chemicals, and antibiotics are bio-based products of industrial importance. Among them, enzymes are extensively applied in the sector of biofuels, chemicals, cosmetics, detergent, food, pharmaceuticals, pulp, and textiles (<xref ref-type="bibr" rid="ref22">Li et al., 2012</xref>; <xref ref-type="bibr" rid="ref17">Jegannathan and Nielsen, 2013</xref>). Their global market value now reaches billions of dollars while the market volume continuously increases with industrialization.</p>
<p>Recognized as a biotechnology-friendly microbe, <italic>Escherichia coli</italic> has been commonly applied for the mass production of recombinant proteins. Glucose serves as the main carbon source in the culture medium. The dissimilation of glucose proceeding through glycolysis is highly efficient in <italic>E. coli</italic>. However, the presence of excessive glucose results in acetate overflow which handicaps cellular activities (<xref ref-type="bibr" rid="ref26">Millard et al., 2021</xref>). This issue has been addressed by the strategy of lowering glucose uptake in cells, involving augmentation of the anaplerotic reaction, recruitment of inferior permeases for glucose transport, or inactivation of certain global regulators (<xref ref-type="bibr" rid="ref24">March et al., 2002</xref>; <xref ref-type="bibr" rid="ref29">Perrenoud and Sauer, 2005</xref>; <xref ref-type="bibr" rid="ref1">Anda et al., 2006</xref>). An alternative method aims to improve activity of the tricarboxylic acid (TCA) cycle by decoupling the <italic>arcA</italic>/<italic>arcB</italic>-mediated control circuit (<xref ref-type="bibr" rid="ref38">Vemuri et al., 2006</xref>). Results of these engineering approaches are generally encouraging. Nevertheless, it remains challenging to overproduce recombinant proteins in cells. The biosynthesis capacity of cells is usually overloaded by the forced expression of a recombinant protein, which leads to the adverse response known as &#x201C;metabolic burden&#x201D; (<xref ref-type="bibr" rid="ref28">Oh and Liao, 2000</xref>). The shortage of cellular resources further triggers the global stress response that disables cell activities (<xref ref-type="bibr" rid="ref16">Gill et al., 2000</xref>).</p>
<p>The problem of metabolic burden caused by protein overproduction can be partially solved in <italic>E. coli</italic> cultured with rich media (<xref ref-type="bibr" rid="ref28">Oh and Liao, 2000</xref>). Yeast extract which consists of amino acids, vitamins, and trace growth elements is commonly supplemented as a major component in rich media (<xref ref-type="bibr" rid="ref2">Bekatorou et al., 2006</xref>). However, its composition varies from batch to batch. This, in turn, renders the culturing condition and productivity of <italic>E. coli</italic> difficult to control (<xref ref-type="bibr" rid="ref30">Potvin et al., 1997</xref>). Notice that a prerequisite for the LE production calls on the enzymatic hydrolysis of lignocellulose into fermentable sugars. Indeed, there is 20&#x2013;30% of the total production cost for LE coming from hydrolytic enzymes (<xref ref-type="bibr" rid="ref33">Singh et al., 2019</xref>). As illustrated with a hydrolytic enzyme (<italic>&#x03B2;</italic>-glucosidase), the techno-economic analysis reveals that glucose mainly contributes to the cost of raw materials that account for 25% of the production cost for the enzyme (<xref ref-type="bibr" rid="ref14">Ferreira et al., 2018</xref>). Taken together, it is necessary to make more efforts toward achieving the efficient and cost-effective production of enzymes in the biorefinery sector.</p>
<p>In biorefinery, the processing of feedstocks which comprise starch, hemicelluloses, and oil generally leads to the associated production of proteins in the waste stream (<xref ref-type="bibr" rid="ref21">Li et al., 2018</xref>). The estimated production of protein wastes can reach 100 million tons per year if biomass-derived fuels provide 10% of transportation fuels for the global need (<xref ref-type="bibr" rid="ref37">Tuck et al., 2012</xref>). Therefore, it is appealing to valorize the current biorefinery process into which the protein-based production platform is integrated (<xref ref-type="bibr" rid="ref37">Tuck et al., 2012</xref>; <xref ref-type="bibr" rid="ref21">Li et al., 2018</xref>). Protein waste coming from various sources contains glutamate (Glu) in abundance (<xref ref-type="bibr" rid="ref19">Lammens et al., 2012</xref>). Taking sugar beet vinasse as an example, the mass fraction of Glu reaches 63% of the total amino acids in the protein content (<xref ref-type="bibr" rid="ref12">Deike and Mol, 1996</xref>). This apparently makes Glu promising for industrial applications owing to its renewable and sustainable nature. In this context, our previous study illustrated that Glu substituted for yeast extract in the minimal medium was useful for the enzyme production in <italic>E. coli</italic> (<xref ref-type="bibr" rid="ref8">Chiang et al., 2020b</xref>). In contrast to complex media, minimal media which contain defined nutrient compositions are favorable for scale-up because of their easy preparation and consistent quality. In addition, evolved <italic>E. coli</italic> gains an excellent capability of metabolizing Glu (<xref ref-type="bibr" rid="ref10">Chiang et al., 2021b</xref>). This study was therefore initiated to explore Glu as a potential substrate applied for the enzyme production. As a result, the recombinant D-hydantoinase (HDT) was highly expressed in the engineered <italic>E. coli</italic> grown on the minimal medium containing Glu that served as a carbon and nitrogen source.</p>
</sec>
<sec id="sec2" sec-type="materials|methods">
<title>Materials and methods</title>
<sec id="sec3">
<title>Genetic manipulation</title>
<p>PCR was applied for cloning of the <italic>gltS&#x002A;</italic> (mutant <italic>gltS</italic>) gene of BL21(mut) strain with primers (5&#x2032;-ccatgattacgccaagcttgggctcatcaccaaaaatatg and 5&#x2032;-gtaacactggcagagcattacaagacggtaaatcagttc). Meanwhile, the vector backbone of pTH19Kr plasmid was produced by PCR with primers (5&#x2032;-caagcttggcgtaatcatgg and 5&#x2032;-taatgctctgccagtgttac). Two PCR DNAs were then spliced together by using the ZFusion kit (ZGene Biotech Inc., Taiwan), leading to pTH-gltS&#x002A; plasmid. pPhi-TrHDTCh is a conditionally-replicating plasmid and carries the HDT gene under the control of the T7 promoter (P<sub>T7</sub>::HDT) (<xref ref-type="bibr" rid="ref7">Chiang et al., 2020a</xref>). It was implemented to integrate the DNA containing P<sub>T7</sub>::HDT into the bacterial genome at the &#x03A6;80 <italic>attB</italic> according to the reported protocol (<xref ref-type="bibr" rid="ref6">Chiang et al., 2008</xref>). Furthermore, <italic>zwf</italic> and <italic>pgl</italic> were fused with the &#x03BB;P<sub>L</sub> promoter (P&#x03BB;P<sub>L</sub>). This was conducted by the PCR-amplification of the patch DNA from either pPR-zwf or pSPL-pgl plasmid with primers RC11417/RC11418 or RC13034/RC13035 (<xref ref-type="bibr" rid="ref31">Saini et al., 2016</xref>). The patch DNA mainly comprised the LE<italic>&#x002A;-kan</italic>-RE<italic>&#x002A;</italic>-P&#x03BB;P<sub>L</sub> cassette flanked by homologous extensions. The genomic insertion of the DNA cassette proceeded through the &#x03BB; Red-mediated homologous recombination after the patch DNA was electroporated into the host cell.</p>
</sec>
<sec id="sec4">
<title>Protein production</title>
<p>LB medium consisting of 10&#x2009;g/l tryptone, 5&#x2009;g/l yeast extract, and 5&#x2009;g/l NaCl was routinely used to prepare bacterial strains for overnight. The plasmid-carrying strain was maintained in the presence of 30&#x2009;&#x03BC;g/ml ampicillin (Amp) or 50&#x2009;&#x03BC;g/ml kanamycin (Kan). The overnight culture was seeded into baffled flasks (125&#x2009;ml) containing M9 medium (20&#x2009;ml) plus 10&#x2009;g/l sodium Glu (VeDan Co., Taiwan) unless stated otherwise. The composition of M9 medium comprised 6&#x2009;g/l Na<sub>2</sub>HPO<sub>4</sub>, 3&#x2009;g/l KH<sub>2</sub>PO<sub>4</sub>, 0.5&#x2009;g/l NaCl, 1&#x2009;g/l NH<sub>4</sub>Cl, 1&#x2009;mM MgSO<sub>4</sub>, and 0.1&#x2009;mM CaCl<sub>2</sub>. In the minimal medium, the dosage of Amp or of Kan was cut by half for use whenever necessary. The cell growth was followed by measuring the absorbance at 550&#x2009;nm (OD<sub>550</sub>) with a spectrophotometer. The bacterial culture was conducted at 37&#x00B0;C with vigorously shaking. The protein production in the strain was induced by the addition of IPTG (1&#x2009;mM) or L-arabinose (30&#x2009;&#x03BC;M) upon the cell density reaching around 0.3 at OD<sub>550</sub>, followed by reducing the temperature to 30&#x00B0;C throughout the experiment. The analysis of Glu and organic acids essentially followed the reported method (<xref ref-type="bibr" rid="ref9">Chiang et al., 2021a</xref>). In brief, Glu in the sample was derivatized by the addition of the solution containing borate buffer (pH 10.2), o-phthaldialdehyde solution, and 9-fluorenylmethoxycarbonyl chloride. The analysis was conducted using the ODS Hypersil column with HPLC Chromaster 5,160 (Hitachi, Tokyo, Japan). The mobile phase consisted of solution A (NaH<sub>2</sub>PO<sub>4</sub>&#x2027;H<sub>2</sub>O) and solution B (acetonitrile, methanol, and deionized water). Organic acids were analyzed using the Aminex HPX-87H column with the mobile phase containing 0.005&#x2009;N H<sub>2</sub>SO<sub>4</sub>.</p>
</sec>
<sec id="sec5">
<title>Protein analysis</title>
<p>The bacterial culture (1&#x2009;ml) was centrifuged at the end of experiments, and cell pellets were re-suspended in 0.2&#x2009;ml Tris&#x2013;HCl buffer (0.1&#x2009;M) at pH 8.0. Cells were disrupted by sonication at the frequency of 20&#x2009;kHz for 90&#x2009;s (15&#x2009;s of sonication followed by 15&#x2009;s of pause). Cell-free extract (CFX) was obtained by recovering the supernatant after the cell lysate was centrifuged for 10&#x2009;min at 12,000&#x2009;&#x00D7;&#x2009;<italic>g</italic> at 4&#x00B0;C. The protein content of CFX was determined by Bio-Rad Protein Assay Kit. Proteins in CFX (20&#x2009;&#x03BC;l) were analyzed by sodium dodecyl sulfate-polyacrylamide gel electrophoresis (SDS-PAGE). The HDT content as resolved in SDS-PAGE was quantified by using Image Analyzer GAS9000 (UVItech). The activity assay of HDT was determined according to the previous report (<xref ref-type="bibr" rid="ref11">Chiang et al., 2014</xref>). In brief, the reaction was initiated at 40&#x00B0;C upon the addition of 10&#x2009;&#x03BC;l CFX into the reaction solution (1&#x2009;ml) consisting of 0.1&#x2009;M Tris&#x2013;HCl buffer (pH 8.0), 6&#x2009;mM D,L-hydroxyphenyl hydantoin (HPH), and 0.5&#x2009;mM MnCl<sub>2</sub>. The solution was heated at 100&#x00B0;C for 10&#x2009;min to terminate the reaction which proceeded for 15&#x2009;min. The remaining HPH was analyzed by HPLC and calculated for the volumetric activity (U/l) of HDT. The volumetric activity was then multiplied by the culture volume to give the total HDT yield (U).</p>
</sec>
</sec>
<sec id="sec6" sec-type="results">
<title>Results</title>
<sec id="sec7">
<title>Protein production using Glu</title>
<p>HDT (E.C.3.5.2.2) from <italic>Agrobacterium radiobacter</italic> NRRL B11291 has an industrial application for manufacturing of unnatural D-amino acids and 3-carbamoyl-&#x03B1;-picolinic acid for the synthesis of antibiotics and modern agrochemicals like nicotinoid insecticides, respectively (<xref ref-type="bibr" rid="ref27">Moriya et al., 1993</xref>). Without interfering with cell physiology, this enzyme was chosen as the model protein. The HDT production was first investigated in BL21(DE3) strain that harbored pET-TrChHDT plasmid containing P<sub>T7</sub>::HDT (<xref ref-type="bibr" rid="ref8">Chiang et al., 2020b</xref>). The strain is known to carry the <italic>lac</italic>-dependent T7 expression system (<xref ref-type="bibr" rid="ref40">Wagner et al., 2008</xref>). In addition, <italic>E. coli</italic> is unable to utilize Glu as a sole carbon source. This issue was addressed by construction of pTH-gltS&#x002A; plasmid which carries <italic>gltS&#x002A;</italic> with its own promoter. The physiological function of <italic>gltS&#x002A;</italic> is responsible for the efficient transport of Glu (<xref rid="fig1" ref-type="fig">Figure 1</xref>), which renders <italic>E. coli</italic> capable of metabolizing Glu (<xref ref-type="bibr" rid="ref10">Chiang et al., 2021b</xref>). Finally, the Glu-positive strain was obtained by introduction of pTH-gltS&#x002A; plasmid into BL21(DE3) strain bearing pET-TrChHDT.</p>
<fig position="float" id="fig1">
<label>Figure 1</label>
<caption><p>Schematic illustration of Glu metabolism in <italic>Escherichia coli</italic>. Related genes in metabolic pathways involve as follows: <italic>aspC</italic>, aspartate aminotransferase; <italic>aspA</italic>, Asp ammonia-lyase; <italic>glnA</italic>, glutamine synthetase; <italic>gltA</italic>, citrate synthase; <italic>gltS&#x002A;</italic>, Na<sup>+</sup>/Glu symporter; <italic>pckA</italic>, phosphoenolpyruvate carboxykinases; <italic>pfkA</italic>, 6-phosphofructokinase; <italic>pgl</italic>, lactonase; <italic>ppc</italic>, PEP carboxylase; <italic>pykF</italic>, pyruvate kinase; <italic>zwf</italic>, glucose-6-phosphate dehydrogenase. Abbreviations: Ace, acetate; Asp, aspartate; CIT, citrate; F6P, fructose-6-phosphate; FDP, fructose-biphosphate; FUM, fumarate; G6P, glucose-6-phosphate; Gln, glutamine; &#x03B1;-KG, &#x03B1;-ketoglutarate; MAL, malate; OAA, oxaloacetate; PEP, phosphoenolpyruvate; PGA, 3-phosphoglyceraldehyde; PYR, pyruvate; R5P, ribose-5-phosphate.</p></caption>
<graphic xlink:href="fmicb-13-991963-g001.tif"/>
</fig>
<p>The HDT production in the strain was carried out with the minimal medium containing Glu, glucose, glycerol, or acetate. As shown in <xref rid="fig2" ref-type="fig">Figure 2</xref>, the cell growth was relatively well on the medium containing glucose, glycerol, and Glu. In sharp contrast to others, the strain exhibited poor growth on acetate. The total HDT production in terms of the enzyme activity (U) was determined for the strain grown on various carbon sources except acetate when entering the stationary growth phase. Interestingly, the Glu-grown strain produced the maximum level of HDT. It indicates that the protein production is promising for the strain dependent on Glu.</p>
<fig position="float" id="fig2">
<label>Figure 2</label>
<caption><p>The protein production for the strain using various substrates. The HDT production was conducted with BL21(DE3) strain which harbored pET-TrChHDT plasmid in the presence of various carbon sources (10 g/l). The growth of the acetate-grown strain was sustained by supplement of yeast extract (2 g/l). To grow on Glu, the strain was additionally transformed with pTH-gltS&#x002A; plasmid. A typical growth profile on each substrate and the HDT production (bars) were shown for the recombinant strain. HDT was analyzed for the strain grown on glucose (Glc), glycerol (Gly), Glu, and acetate (Ace) at 11 h, 13 h, 13 h, and 27 h, respectively. The experiment was performed in triplicate and data were shown with the standard deviation.</p></caption>
<graphic xlink:href="fmicb-13-991963-g002.tif"/>
</fig>
</sec>
<sec id="sec8">
<title>The Glu-based production system</title>
<p>BAD-5 strain harbors a genomic copy of L-arabinose (Ara)-inducible T7 expression system (<xref ref-type="bibr" rid="ref42">Wang et al., 2011</xref>). Its Ara metabolism is interrupted by inactivation of <italic>araBAD</italic> operon, which, in turn, maintains the consistent inducibility of Ara. The Ara-based expression system has been illustrated to achieve the homogenous and efficient production of the cloned protein at a sub-saturated level of Ara. It was intriguing to investigate the usefulness of this expression system for the Glu-based protein production. To do so, BAD-5 strain was engineered by genomic insertion of P<sub>T7</sub>::HDT, consequently giving BAD-HDT strain. With pTH-gltS&#x002A; plasmid, BAD-HDT strain was applied for the HDT production using Glu. As depicted in <xref rid="fig3" ref-type="fig">Figure 3</xref>, the strain (BAD-HDT/pTH-gltS&#x002A;) produced HDT with a yield reaching 76&#x2009;U. This production yield is comparable to that obtained by BL21(DE3) strain harboring the HDT-borne plasmid (<xref rid="fig2" ref-type="fig">Figure 2</xref>). Accordingly, BAD-HDT strain was employed for further investigations.</p>
<fig position="float" id="fig3">
<label>Figure 3</label>
<caption><p>The protein production in Glu-dependent strain. The HDT production was conducted with BAD-HDT/pTH-gltS&#x002A; strain in the presence of Glu (10 g/l). A typical growth profile and the HDT production (bar) were shown for the recombinant strain. The experiment was performed in triplicate and data were shown with the standard deviation.</p></caption>
<graphic xlink:href="fmicb-13-991963-g003.tif"/>
</fig>
</sec>
<sec id="sec9">
<title>Strain improvement</title>
<p>In our previous study, central metabolic pathways that affect the cell growth were identified in Glu metabolism involving the assimilation pathway, the tricarboxylic (TCA) cycle, and gluconeogenesis (<xref ref-type="bibr" rid="ref10">Chiang et al., 2021b</xref>). In particular, gluconeogenesis links to the pentose phosphate (PP) pathway (<xref rid="fig1" ref-type="fig">Figure 1</xref>). The oxidative route of the PP pathway provides NADPH which is favorable for biosynthesis (<xref ref-type="bibr" rid="ref43">White, 2007</xref>). We previously showed that the enhanced level of <italic>zwf</italic> (encoding glucose 6-phosphate dehydrogenase) and <italic>pgl</italic> (encoding lactonase) increases the intracellular level of NADPH (<xref ref-type="bibr" rid="ref31">Saini et al., 2016</xref>). BAD-HDT strain was then engineered to overexpress <italic>zwf</italic> and <italic>pgl</italic> according to the reported method, resulting in BAD-HDT-1 strain. In the presence of Glu, the strain with pTH-gltS&#x002A; plasmid (BAD-HDT-1/pTH-gltS&#x002A;) enabled production of HDT at 108&#x2009;U (<xref rid="fig4" ref-type="fig">Figure 4A</xref>).</p>
<fig position="float" id="fig4">
<label>Figure 4</label>
<caption><p>The protein production for the genetically-modified strain. The HDT production was conducted with BAD-HDT-1/pTH-gltS&#x002A; strain <bold>(A)</bold> and BAD-HDT-1/pTH-gltS&#x002A; strain bearing pACYC-aspA plasmid in the presence of Glu (10 g/l) <bold>(B)</bold>. A typical growth profile and the HDT production (bar) were shown for the recombinant strain. The experiment was performed in triplicate and data were shown with the standard deviation.</p></caption>
<graphic xlink:href="fmicb-13-991963-g004.tif"/>
</fig>
<p>In general, the flux distribution between the TCA cycle and gluconeogenesis allocates precursor metabolites available for biosynthesis of amino acids in Glu metabolism. The assimilation route consists of two consecutive reaction steps catalyzed by aspartate (Asp) aminotransferase (encoded by <italic>aspC</italic>) and Asp-ammonia lyase (encoded by <italic>aspA</italic>), which converts Glu to &#x03B1;-ketoglutarate (&#x03B1;-KG) in the TCA cycle. The activity of Asp-ammonia lyase was found to modulate the flux distribution in favor of the TCA cycle (<xref ref-type="bibr" rid="ref10">Chiang et al., 2021b</xref>). Accordingly, BAD-HDT-1/pTH-gltS&#x002A; strain was equipped with the T7A1 promoter-driven <italic>aspA</italic> by recruitment of pACYC-aspA plasmid (<xref ref-type="bibr" rid="ref41">Wang et al., 2006</xref>). It resulted in a marginal increase in the HDT production for the resulting strain (<xref rid="fig4" ref-type="fig">Figure 4B</xref>).</p>
</sec>
<sec id="sec10">
<title>Improvement of the protein production</title>
<p>The deamination reaction involved in the assimilation pathway of Glu produces ammonium (<xref rid="fig1" ref-type="fig">Figure 1</xref>). The released ammonium may provide the nitrogen source for the Glu-dependent strain. To test this hypothesis, BAD-HDT-1/pTH-gltS&#x002A; strain was cultured with the minimal medium containing Glu (10&#x2009;g/l) and various levels of NH<sub>4</sub>Cl. The final biomass was determined after the cell grew at 14&#x2009;h. Consequently, the cell density of the strain receiving the 1/3 dosage of NH<sub>4</sub>Cl remained unaffected as compared to that of the counterpart with a full dosage of NH<sub>4</sub>Cl. However, it caused a 10% decrease in the biomass when the 1/5 dosage of NH<sub>4</sub>Cl was administrated. The HDT production in BAD-HDT-1/pTH-gltS&#x002A; strain was then conducted with the medium containing a 1/3 dosage of NH<sub>4</sub>Cl. In addition, the Glu level in the medium was doubled to increase the protein production. As shown in <xref rid="fig5" ref-type="fig">Figure 5</xref>, the HDT production in the strain reached 175&#x2009;U.</p>
<fig position="float" id="fig5">
<label>Figure 5</label>
<caption><p>Improvement of the protein production in the engineered strain. The HDT production in BAD-HDT-1/pTH-gltS&#x002A; and BAD-HDT-1/pTH-gltS&#x002A;/pPC201 strain was carried out in the minimal medium containing Glu (20 g/l) and NH<sub>4</sub>Cl (0.35 g/l). A typical growth profile and the HDT production (bars) were shown for the recombinant strains. The experiment was performed in triplicate and data were shown with the standard deviation. Strains were designated as BAD-HDT-1 and BAD-HDT-1/pPC201 for clarity.</p></caption>
<graphic xlink:href="fmicb-13-991963-g005.tif"/>
</fig>
<p>It was found that BAD-HDT-1/pTH-gltS&#x002A; strain produced a detectable level of acetate (<italic>ca.</italic> 1.3&#x2009;g/l) in the presence of high Glu. The availability of phosphoenolpyruvate (PEP) leads to the formation of acetate from pyruvate (PYR) and is likely reduced by PEP carboxylase (encoded by <italic>ppc</italic>) which converts PEP to oxaloacetate (OAA) (<xref rid="fig1" ref-type="fig">Figure 1</xref>). BAD-HDT-1/pTH-gltS&#x002A; strain was then transformed with pPC201 plasmid which contains the <italic>trc</italic> promoter-regulated <italic>ppc</italic> (<xref ref-type="bibr" rid="ref5">Chao and Liao, 1993</xref>). Consequently, the resulting strain (BAD-HDT-1/pTH-gltS&#x002A;/pPC201) produced HDT with 200&#x2009;U and reduced the acetate production to 0.6&#x2009;g/l (<xref rid="fig5" ref-type="fig">Figure 5</xref>).</p>
</sec>
</sec>
<sec id="sec11" sec-type="discussions">
<title>Discussion</title>
<p>Recombinant proteins have been commonly produced in <italic>E. coli</italic> using glucose. However, the adverse event of acetate overflow occurs in response to surplus glucose. Glycerol is utilized less efficiently than glucose in <italic>E. coli</italic>. This, in turn, lowers the production of acetate as a result of the induced &#x201C;carbon stress-based acetate recycling pathway&#x201D; (<xref ref-type="bibr" rid="ref25">Mart&#x00ED;nez-G&#x00F3;mez et al., 2012</xref>). The use of glycerol is particularly useful for overproduction of aggregate-prone proteins which link to the stress response (<xref ref-type="bibr" rid="ref34">Strandberg and Enfors, 1991</xref>). Nevertheless, an increase in glycerol utilization leads to PYR overflow in <italic>E. coli</italic> (<xref ref-type="bibr" rid="ref7">Chiang et al., 2020a</xref>). Acetate is inexpensive but metabolized very slowly by <italic>E. coli</italic>. The acetate-based production of the single chain derivative of monellin was proven promising (<xref ref-type="bibr" rid="ref20">Leone et al., 2015</xref>). However, the nutrient supplement is necessary to sustain growth of the strain dependent on acetate.</p>
<p>In this study, Glu was explored for production of the recombinant protein. BL21(DE3) strain is recognized as the most commonly used producer in the field. The recruitment of <italic>gltS&#x002A;</italic> rendered the strain capable of utilizing Glu, which likely eliminates the kinetic constraint of Glu assimilation enzymes. The efficiency of the protein production was first evaluated in the strain using various substrates. <xref rid="fig2" ref-type="fig">Figure 2</xref> showed that the maximum production of HDT was obtained for the strain grown on Glu. The strain metabolized various carbon sources at a different rates and displayed distinct growth profiles. Accordingly, the production rate (U/h) was calculated by dividing the HDT yield (U) by the time (h) in which the protein was sampled for the measurement. This gave the HDT productivity based on Glu, glycerol, glucose, and acetate reaching 5.5, 4.6, 3.9, and 2.3&#x2009;U/h, respectively. Overall, Glu apparently serves as an excellent substrate for the protein production in <italic>E. coli</italic>.</p>
<p>The Glu-based production system was refined by development of BAD-HDT strain that carried the Ara-inducible T7 expression system and a genomic copy of P<sub>T7</sub>::HDT. In Glu metabolism, the assimilation pathway leads to the production of &#x03B1;-KG (<xref rid="fig1" ref-type="fig">Figure 1</xref>). The continued oxidation of &#x03B1;-KG in the TCA cycle produces OAA. PEP carboxykinase (encoded by <italic>pckA</italic>) decarboxylates OAA to form PEP, which mainly serves for gluconeogenesis. It is apparent that Glu metabolism closely relies on the TCA cycle. Notice that BAD-HDT strain belongs to <italic>E. coli</italic> B strain which displays a higher activity of the TCA cycle than K12 strain (<xref ref-type="bibr" rid="ref39">Waegeman et al., 2011</xref>). To improve the protein production in the strain, the gluconeogenic flux was directed into the oxidative route in the PP pathway by enhanced expression of <italic>zwf</italic> and <italic>pgl</italic> (<xref rid="fig1" ref-type="fig">Figure 1</xref>). It resulted in a 42% increase in the HDT production for BAD-HDT-1/pTH-gltS&#x002A; strain (<xref rid="fig4" ref-type="fig">Figure 4</xref>; <xref rid="tab1" ref-type="table">Table 1</xref>). PYR kinase (encoded by <italic>pykF</italic>) is subjected to the repression of Cra (encoding fructose repressor) and controls the flow direction of glycolytic flux that bifurcates at the PEP node (<xref ref-type="bibr" rid="ref3">Bledig et al., 1996</xref>). Cra is inactivated upon binding to intermediate metabolites (i.e., glycolytic intermediates) derived from glucose (<xref ref-type="bibr" rid="ref4">Bley et al., 2018</xref>). Our previous study illustrated that the Glu-positive strain deprived of <italic>pfkA</italic> [encoding 6-phosphofructokinase (PFK)] failed to grow on Glu (<xref ref-type="bibr" rid="ref10">Chiang et al., 2021b</xref>). The function of PFK is responsible for phosphorylation of fructose 6-phosphate to form fructose-1,6-biphosphate. The essential role of PFK in Glu metabolism likely elevates the level of glycolytic intermediates. This, in turn, disables Cra and induces the catabolite activation of <italic>pykF</italic>. Accordingly, the further oxidization of PEP mediated by PYR kinase may restrict the gluconeogenic flux (<xref rid="fig1" ref-type="fig">Figure 1</xref>). This flux constraint appears to be eased by activation of the oxidative PP pathway after recruitment of <italic>zwf</italic> and <italic>pgl</italic>.</p>
<table-wrap position="float" id="tab1">
<label>Table 1</label>
<caption><p>The summary of engineered strains applied for the HDT production.</p></caption>
<table frame="hsides" rules="groups">
<thead>
<tr>
<th align="left" valign="middle">Strain</th>
<th align="center" valign="middle">&#x03BC; (1/h)</th>
<th align="center" valign="middle">X (g DCW/l)</th>
<th align="center" valign="middle">Y (U/g DCW/l)</th>
</tr>
</thead>
<tbody>
<tr>
<td align="char" valign="top" char=".">BAD-HDT/pTH-gltS&#x002A;</td>
<td align="char" valign="top" char="&#x00B1;">0.25 &#x00B1; 0.01</td>
<td align="char" valign="top" char="&#x00B1;">1.42 &#x00B1; 0.06</td>
<td align="char" valign="top" char="&#x00B1;">53.5</td>
</tr>
<tr>
<td align="char" valign="top" char=".">BAD-HDT-1/pTH-gltS&#x002A;</td>
<td align="char" valign="top" char="&#x00B1;">0.27 &#x00B1; 0.02</td>
<td align="char" valign="top" char="&#x00B1;">1.82 &#x00B1; 0.06</td>
<td align="char" valign="top" char="&#x00B1;">59.3</td>
</tr>
<tr>
<td align="char" valign="top" char=".">BAD-HDT-1/pTH-gltS&#x002A;/pPC201</td>
<td align="char" valign="top" char="&#x00B1;">0.23 &#x00B1; 0.01</td>
<td align="char" valign="top" char="&#x00B1;">3.30 &#x00B1; 0.08</td>
<td align="char" valign="top" char="&#x00B1;">60.6</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<p>Engineered strains were applied for the HDT production based on Glu. Their specific growth rate (&#x03BC;), final biomass (<italic>X</italic>), and specific HDT yield (<italic>Y</italic>) were summarized in the Table. DCW, dry cell weight.</p>
</table-wrap-foot>
</table-wrap>
<p>The reaction catalyzed by Asp-ammonia lyase releases ammonia in Glu metabolism (<xref rid="fig1" ref-type="fig">Figure 1</xref>). It was illustrated that BAD-HDT-1/pTH-gltS&#x002A; strain displayed no growth defect in the Glu-containing medium with a 1/3 dosage of NH<sub>4</sub>Cl. The result suggests that the liberated ammonium supplements the nitrogen source which is sufficient to sustain cell activities. In contrast, the administration of a 1/3 dosage of NH<sub>4</sub>Cl caused a decrease (&#x003E;50%) in the biomass of the strain grown on glucose, glycerol, or acetate. The HDT production in BAD-HDT-1/pTH-gltS&#x002A; strain was further improved in the presence of high Glu (<italic>ca.</italic> 20&#x2009;g/l) and low NH<sub>4</sub>Cl (<italic>ca.</italic> 0.33&#x2009;g/l) (<xref rid="fig5" ref-type="fig">Figure 5</xref>). However, the approach resulted in the accumulation of acetate with a concentration lower than the inhibitory level. The underlying mechanism for acetate overflow remains unclear. With an enhanced level of <italic>ppc</italic>, BAD-HDT-1/pTH-gltS&#x002A;/pPC201 strain enabled reduction of acetate and production of 1.63-fold more HDT than its parent strain (BAD-HDT/pTH-gltS&#x002A;). It is likely that the activity of PEP carboxylase reduces the PEP pool and provides more OAA in favor of the reaction catalyzed by citrate synthase (encoded by <italic>gltA</italic>) (<xref rid="fig1" ref-type="fig">Figure 1</xref>). Notice that the availability of Glu leads to formation of glutamine (Gln) through Gln synthetase (encoded by <italic>glnA</italic>). The reductive synthesis of more than 10 amino acids requires ammonia supplied by Glu and Gln (<xref ref-type="bibr" rid="ref43">White, 2007</xref>). This apparently adds one more advantage to Glu applied for the protein production.</p>
<p>In summary, this preliminary study illustrated the potential of Glu for overexpressing recombinant proteins in <italic>E. coli</italic>. Glu is the first commercially-available amino acid as produced by the fermentation process, and its market size reaches 1.5 million tons per year and increasingly grows (<xref ref-type="bibr" rid="ref18">Kumar et al., 2014</xref>). In addition, the abundance of Glu exists in the protein waste associated with the conventional biomass-treatment process. It is expected that waste streams of these production processes would provide a sustainable and renewable source of Glu. The focus of our continued work is development of a streamlined process to recover Glu from the protein waste. Accordingly, the developed approach based on Glu may open up a new avenue for the enzyme biorefinery platform.</p>
</sec>
<sec id="sec12" sec-type="data-availability">
<title>Data availability statement</title>
<p>The raw data supporting the conclusions of this article will be made available by the authors, without undue reservation.</p>
</sec>
<sec id="sec13">
<title>Author contributions</title>
<p>C-JC and Y-PC conceived the idea and wrote the manuscript. M-CH and TT performed the experiment. All authors contributed to the article and approved the submitted version.</p>
</sec>
<sec id="sec15">
<title>Funding</title>
<p>This work was co-supported by China Medical University (CMU111-MF-79) and the Ministry of Science and Technology (MOST 108-2221-E-035-052-MY3), Taiwan.</p>
</sec>
<sec id="conf1" sec-type="COI-statement">
<title>Conflict of interest</title>
<p>The authors declare that the research was conducted in the absence of any commercial or financial relationships that could be construed as a potential conflict of interest.</p>
</sec>
<sec id="sec100" sec-type="disclaimer">
<title>Publisher&#x2019;s note</title>
<p>All claims expressed in this article are solely those of the authors and do not necessarily represent those of their affiliated organizations, or those of the publisher, the editors and the reviewers. Any product that may be evaluated in this article, or claim that may be made by its manufacturer, is not guaranteed or endorsed by the publisher.</p>
</sec>
</body>
<back>
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