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<front>
<journal-meta>
<journal-id journal-id-type="publisher-id">Front. Bioeng. Biotechnol.</journal-id>
<journal-title>Frontiers in Bioengineering and Biotechnology</journal-title>
<abbrev-journal-title abbrev-type="pubmed">Front. Bioeng. Biotechnol.</abbrev-journal-title>
<issn pub-type="epub">2296-4185</issn>
<publisher>
<publisher-name>Frontiers Media S.A.</publisher-name>
</publisher>
</journal-meta>
<article-meta>
<article-id pub-id-type="publisher-id">1118948</article-id>
<article-id pub-id-type="doi">10.3389/fbioe.2023.1118948</article-id>
<article-categories>
<subj-group subj-group-type="heading">
<subject>Bioengineering and Biotechnology</subject>
<subj-group>
<subject>Original Research</subject>
</subj-group>
</subj-group>
</article-categories>
<title-group>
<article-title>Dynamic and balanced regulation of the <italic>thrABC</italic> operon gene for efficient synthesis of L-threonine</article-title>
<alt-title alt-title-type="left-running-head">Hao et al.</alt-title>
<alt-title alt-title-type="right-running-head">
<ext-link ext-link-type="uri" xlink:href="https://doi.org/10.3389/fbioe.2023.1118948">10.3389/fbioe.2023.1118948</ext-link>
</alt-title>
</title-group>
<contrib-group>
<contrib contrib-type="author">
<name>
<surname>Hao</surname>
<given-names>Ruxin</given-names>
</name>
<xref ref-type="fn" rid="fn1">
<sup>&#x2020;</sup>
</xref>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Wang</surname>
<given-names>Sumeng</given-names>
</name>
<xref ref-type="fn" rid="fn1">
<sup>&#x2020;</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/699005/overview"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Jin</surname>
<given-names>Xin</given-names>
</name>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Yang</surname>
<given-names>Xiaoya</given-names>
</name>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Qi</surname>
<given-names>Qingsheng</given-names>
</name>
<uri xlink:href="https://loop.frontiersin.org/people/223015/overview"/>
</contrib>
<contrib contrib-type="author" corresp="yes">
<name>
<surname>Liang</surname>
<given-names>Quanfeng</given-names>
</name>
<xref ref-type="corresp" rid="c001">&#x2a;</xref>
<uri xlink:href="https://loop.frontiersin.org/people/260166/overview"/>
</contrib>
</contrib-group>
<aff>
<institution>State Key Laboratory of Microbial Technology</institution>, <institution>Shandong University</institution>, <addr-line>Jinan</addr-line>, <country>China</country>
</aff>
<author-notes>
<fn fn-type="edited-by">
<p>
<bold>Edited by:</bold> <ext-link ext-link-type="uri" xlink:href="https://loop.frontiersin.org/people/800706/overview">Wei Luo</ext-link>, Jiangnan University, China</p>
</fn>
<fn fn-type="edited-by">
<p>
<bold>Reviewed by:</bold> <ext-link ext-link-type="uri" xlink:href="https://loop.frontiersin.org/people/631730/overview">Yu Wang</ext-link>, Tianjin Institute of Industrial Biotechnology (CAS), China</p>
<p>
<ext-link ext-link-type="uri" xlink:href="https://loop.frontiersin.org/people/46513/overview">Pablo Carbonell</ext-link>, Universitat Polit&#xe8;cnica de Val&#xe8;ncia, Spain</p>
</fn>
<corresp id="c001">&#x2a;Correspondence: Quanfeng Liang, <email>liangquanfeng@sdu.edu.cn</email>
</corresp>
<fn fn-type="equal" id="fn1">
<label>
<sup>&#x2020;</sup>
</label>
<p>These authors have contributed equally to this work</p>
</fn>
<fn fn-type="other">
<p>This article was submitted to Synthetic Biology, a section of the journal Frontiers in Bioengineering and Biotechnology</p>
</fn>
</author-notes>
<pub-date pub-type="epub">
<day>02</day>
<month>03</month>
<year>2023</year>
</pub-date>
<pub-date pub-type="collection">
<year>2023</year>
</pub-date>
<volume>11</volume>
<elocation-id>1118948</elocation-id>
<history>
<date date-type="received">
<day>08</day>
<month>12</month>
<year>2022</year>
</date>
<date date-type="accepted">
<day>21</day>
<month>02</month>
<year>2023</year>
</date>
</history>
<permissions>
<copyright-statement>Copyright &#xa9; 2023 Hao, Wang, Jin, Yang, Qi and Liang.</copyright-statement>
<copyright-year>2023</copyright-year>
<copyright-holder>Hao, Wang, Jin, Yang, Qi and Liang</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>L-threonine is an essential amino acid used widely in food, cosmetics, animal feed and medicine. The <italic>thrABC</italic> operon plays an important role in regulating the biosynthesis of L-theronine. In this work, we systematically analyzed the effects of separating <italic>thrAB</italic> and <italic>thrC</italic> in different proportions on strain growth and L-threonine production in <italic>Escherichia coli</italic> firstly. The results showed that higher expression of <italic>thrC</italic> than <italic>thrAB</italic> enhanced cell growth and L-threonine production; however, L-threonine production decreased when the <italic>thrC</italic> proportion was too high. The highest L-threonine production was achieved when the expression intensity ratio of <italic>thrAB</italic> to <italic>thrC</italic> was 3:5. Secondly, a stationary phase promoter was also used to dynamically regulate the expression of engineered <italic>thrABC</italic>. This strategy improved cell growth and shortened the fermentation period from 36&#xa0;h to 24&#xa0;h. Finally, the acetate metabolic overflow was reduced by deleting the <italic>ptsG</italic> gene, leading to a further increase in L-threonine production. With these efforts, the final strain P<sub>
<italic>2.1</italic>
</sub>-2901&#x394;<italic>ptsG</italic> reached 40.06&#xa0;g/L at 60&#xa0;h fermentation, which was 96.85% higher than the initial control strain TH and the highest reported titer in shake flasks. The maximum L-threonine yield and productivity was obtained in reported fed-batch fermentation, and L-threonine production is close to the highest titer (127.30&#xa0;g/L). In this work, the expression ratio of genes in the <italic>thrABC</italic> operon in <italic>E. coli</italic> was studied systematically, which provided a new approach to improve L-threonine production and its downstream products.</p>
</abstract>
<kwd-group>
<kwd>L-Threonine</kwd>
<kwd>
<italic>thrABC</italic>
</kwd>
<kwd>balance</kwd>
<kwd>dynamic</kwd>
<kwd>
<italic>ptsG</italic>
</kwd>
</kwd-group>
</article-meta>
</front>
<body>
<sec id="s1">
<title>Introduction</title>
<p>As the basic unit of proteins, amino acids play an important role in the nutrition and health maintenance of humans and animals (<xref ref-type="bibr" rid="B12">Lee et al., 2013</xref>). Among the 20 amino acids, L-threonine, as one of the nine essential amino acids, is used widely in food, cosmetics, animal feed and medicine. The market demand for L-threonine produced by microbial fermentation is increasing because of the growing demand for this amino acid (<xref ref-type="bibr" rid="B23">Wendisch, 2020</xref>). Amino acid synthesis starts at the glycolytic pathway when glucose is used as the carbon source. L-threonine biosynthesis uses the TCA cycle intermediate oxaloacetate or fumarate as a precursor. Aspartate transaminase, encoded by <italic>aspC</italic>, initially catalyzes oxaloacetate or aspartase, encoded by <italic>aspA</italic>, catalyzes fumarate to L-aspartate (<xref ref-type="bibr" rid="B15">Mu et al., 2021</xref>). Starting from L-aspartate, the L-threonine pathway consists of five enzymes that catalyze the reaction: aspartokinase encoded by <italic>thrA</italic>, <italic>metL</italic> or <italic>lysC</italic>; semialdehyde dehydrogenase encoded by <italic>asd</italic>; homoserine dehydrogenase encoded by <italic>thrA</italic>; homoserine kinase encoded by <italic>thrB</italic>; and threonine synthase encoded by <italic>thrC</italic> (<xref ref-type="bibr" rid="B20">Wang et al., 2022a</xref>) (<xref ref-type="fig" rid="F1">Figure 1</xref>). Many strategies for synthesizing L-threonine have been explored, including overexpression of key genes, elimination of competing pathways and feedback inhibition, regulation of capacity and increased extracellular transport of L-threonine (<xref ref-type="bibr" rid="B14">Lee et al., 2007</xref>; <xref ref-type="bibr" rid="B2">Dong et al., 2011</xref>; <xref ref-type="bibr" rid="B15">Mu et al., 2021</xref>).</p>
<fig id="F1" position="float">
<label>FIGURE 1</label>
<caption>
<p>The metabolic pathway of L-threonine production in <italic>Escherichia coli</italic> and the modification strategy used in this study. G6P, glucose-6-phosphate; PEP, phosphoenol pyruvate; PYR, pyruvate; AcCoA, acetyl-coenzyme A; Ac-P, phosphorylated acetyl coenzyme A; CIT, citrate; ICI, isocitrate; GLYX, glyoxylate; &#x3b1;-KG, &#x3b1;-ketoglutarate; SUC, succinate; FUM, fumarate; MAL, malate; OAA, oxaloacetate; ASP, aspartate; ASP-P, aspartate phosphate; ASP-SA, aspartate semialdehyde; HOM, L-homoserine; HOM-P, homoserine phosphate; THR, L-threonine.</p>
</caption>
<graphic xlink:href="fbioe-11-1118948-g001.tif"/>
</fig>
<p>In <italic>Escherichia coli</italic>, <italic>thrA</italic>, <italic>thrB</italic> and <italic>thrC</italic> are arranged adjacently on the chromosome to form the <italic>thrABC</italic> operon. The <italic>thrABC</italic> operon controls several key enzymes, from L-Aspartate-4-semialdehyde to L-threonine synthesis. Research on <italic>thrABC</italic> expression and regulation is important for L-threonine synthesis and the downstream products, L-isoleucine and L-glycine. Overexpression of the <italic>thrABC</italic> operon in a bacterial strain increased L-threonine production significantly (<xref ref-type="bibr" rid="B13">Lee et al., 2003</xref>; <xref ref-type="bibr" rid="B28">Zhao et al., 2018</xref>), and an L-isoleucine-producing strain was constructed by overexpressing <italic>thrABC</italic> (<xref ref-type="bibr" rid="B16">Park et al., 2012</xref>). Threonine synthase encoded by <italic>thrC</italic> catalyzes the production of L-threonine from homoserine phosphate, which is the last step in the synthesis of L-threonine. Lee et al. reported that this reaction step is slower than reactions catalyzed upstream, and they studied how assembling homoserine dehydrogenase (HDH), homoserine kinase (HK) and different amounts of threonine synthase (TS) on the DNA scaffold affected the production rate of L-threonine (<xref ref-type="bibr" rid="B12">Lee et al., 2013</xref>). However, no study has examined the effect of reducing TS expression below that of HDH and HK. Recent studies have shown that regulating the ratio of different genes on the same operon is crucial for the efficient synthesis of products (<xref ref-type="bibr" rid="B25">Zelcbuch et al., 2013</xref>). Therefore, systematically studying the effect of varying the expression ratio of the <italic>thrABC</italic> operon genes may improve L-threonine production.</p>
<p>Dynamic regulation can prevent metabolic burden on cells caused by constitutive gene expression in L-threonine production. We previously designed a positive feedback strategy to dynamically regulate the expression of threonine transporters, which alleviated the adverse effects of overexpressed transporters on cells and excreted intracellular metabolites (<xref ref-type="bibr" rid="B20">Wang et al., 2022a</xref>). In addition, promoters of <italic>cysH</italic>, <italic>cysJ</italic> and <italic>cysD</italic> that can be activated by L-threonine control the expression of <italic>aspC</italic> gene, which did not affect cell growth and increased the production of L-threonine (<xref ref-type="bibr" rid="B29">Zhao et al., 2020</xref>).</p>
<p>In this study, we developed a new strategy for dynamic and balanced regulation of the <italic>thrABC</italic> operon for efficient synthesis of L-threonine (<xref ref-type="fig" rid="F1">Figure 1</xref>). We first explored the optimal expression levels of <italic>thrAB</italic> and <italic>thrC</italic> to improve L-threonine production. We then used dynamic regulation to control the expression of <italic>thrABC</italic>. Finally, we deleted the PTS system in an effort to reduce metabolic overflow and further increase L-threonine production.</p>
</sec>
<sec sec-type="materials|methods" id="s2">
<title>Materials and methods</title>
<sec id="s2-1">
<title>Construction of strains and plasmids</title>
<p>The strains and plasmids used in this study are listed in <xref ref-type="sec" rid="s9">Supplementary Tables S1, S2</xref>. <italic>E. coli</italic> DH5&#x3b1; was used for molecular cloning and manipulation of plasmids. All primers used are listed in <xref ref-type="sec" rid="s9">Supplementary Table S3</xref>. All plasmids were constructed using the Gibson assembly method (<xref ref-type="bibr" rid="B7">Gibson et al., 2009</xref>). <italic>E. coli</italic> K-12 MG1655 was used for RBS strength characterization. RBS (B0029, B0030, B0031, B0032, B0033, B0034, B0035, B0064 and J61101) of different strengths were analyzed by the ratio of RFP to OD<sub>600</sub>. Nine plasmids were assembled. The expression of <italic>thrAB</italic> and <italic>thrC</italic> was regulated by using the primers listed in <xref ref-type="sec" rid="s9">Supplementary Table S3</xref>, which replaced various RBS to construct L-threonine production plasmids (PA-29<italic>thrAB-</italic>29<italic>thrC</italic>, PA-29<italic>thrAB-</italic>01<italic>thrC</italic>, PA-29<italic>thrAB-</italic>35<italic>thrC</italic>, PA-01<italic>thrAB-</italic>29<italic>thrC</italic>, PA-01<italic>thrAB-</italic>01<italic>thrC</italic>, PA-01<italic>thrAB-</italic>35<italic>thrC</italic>, PA-35<italic>thrAB-</italic>29<italic>thrC</italic>, PA-35<italic>thrAB-</italic>01<italic>thrC</italic> and PA-35<italic>thrAB-</italic>35<italic>thrC</italic>). The TH strain producing L-threonine was provided by the Fufeng Group (Qingdao, China) and derived from <italic>E. coli</italic> K-12 MG1655. Three genes <italic>thrA</italic>, <italic>thrB</italic> and <italic>thrC</italic> increase from one copy number to four copies in the genome. Comparison of partial genes of strains TH and MG1655 are listed in <xref ref-type="sec" rid="s9">Supplementary Table S4</xref>. The expression level of <italic>thrAB</italic> and <italic>thrC</italic> in L-threonine production was balanced by transforming the above plasmids into strain TH to generate strains 2929, 2935, 2901, 0129, 0101, 0135, 3529, 3535 and 3501. P<sub>
<italic>flic</italic>
</sub>, P<sub>
<italic>1.1</italic>
</sub> and P<sub>
<italic>2.1</italic>
</sub> promoter sequences were derived from reports (<xref ref-type="bibr" rid="B9">Jaishankar and Srivastava, 2020</xref>; <xref ref-type="bibr" rid="B27">Zhang et al., 2021</xref>). The <italic>ptsG</italic> gene deletion experiment was carried out by homologous recombination (<xref ref-type="bibr" rid="B1">Datsenko and Wanner, 2000</xref>). All fragments were amplified with Phanta HS ultra-fidelity DNA polymerase (Vazyme Biotech, Nanjing, China).</p>
</sec>
<sec id="s2-2">
<title>RBS characterization</title>
<p>RBS characterization was achieved by monitoring the RFP fluorescence and cell density in real-time using a multiple detection microplate analyzer (SynergyHT, BioTek, Winooski, VT, United States). The details are as follows. The seeds of RBS characterization strains were prepared by transferring a single colony to a 12-well microassay plate containing 2&#xa0;mL LB medium with 34&#xa0;&#x3bc;g/mL chloramphenicol. The cells were grown at 37&#xb0;C for 12&#xa0;h. Next, 2% (v/v) of the seeds were inoculated into 0.2&#xa0;mL LB medium with 34&#xa0;&#x3bc;g/mL chloramphenicol in a 96-well microassay plate to detect red fluorescence. The 96-well plate was incubated at 37&#xb0;C with oscillation. During RBS characterization, strain growth was measured at 600&#xa0;nm. The red fluorescence was detected by excitation at 590&#xa0;nm and emission at 645&#xa0;nm.</p>
</sec>
<sec id="s2-3">
<title>Medium and L-threonine fermentation</title>
<p>LB medium was used for plasmid construction and RBS strength characterization. L-threonine fermentation medium consists of 15&#xa0;g/L (NH<sub>4</sub>)<sub>2</sub>SO<sub>4</sub>, 2&#xa0;g/L KH<sub>2</sub>PO<sub>4</sub>, 1&#xa0;g/L MgSO<sub>4</sub>&#xb7;7H<sub>2</sub>O, 2&#xa0;g/L yeast extract and 0.02&#xa0;g/L FeSO4 (<xref ref-type="bibr" rid="B11">Kruse et al., 2002</xref>). Glucose (40&#xa0;g/L) was added as the initial carbon source and 20&#xa0;g/L CaCO<sub>3</sub> was used to adjust the pH during fermentation. For shake flask fermentation, a single colony was incubated in fresh LB medium at 37&#xb0;C for 12&#xa0;h. The precultured seeds were then transferred with 1% (v/v) inoculation to a 300&#xa0;mL shake flask that contained 20&#xa0;mL fermentation medium. Fermentation was carried out at 220&#xa0;rpm and 37&#xb0;C. Cultures were supplemented with 40&#xa0;g/L glucose when the glucose level was lower than 15&#xa0;g/L.</p>
<p>The fed-batch culture was carried out in a 5-L bioreactor containing 4L medium (20&#xa0;g/L (NH<sub>4</sub>)<sub>2</sub>SO<sub>4</sub>, 3&#xa0;g/L yeast extract, 2&#xa0;g/L KH<sub>2</sub>PO<sub>4</sub>, 2&#xa0;g/L MgSO<sub>4</sub>&#xb7;7H<sub>2</sub>O, 5&#xa0;mg/L FeSO<sub>4</sub>&#xb7;7H<sub>2</sub>O, 5&#xa0;mg/L MnSO<sub>4</sub>&#xb7;4H<sub>2</sub>O, 0.5&#xa0;g/L betaine). Temperature was maintained at 37&#xb0;C, the aeration rate at 1.5 vvm, pH was maintained automatically at 7.0 with NH<sub>4</sub>OH, and the dissolved oxygen value was maintained below 30%. 20&#xa0;g/L initial amount of sterilized glucose was added in the working culture, and glucose concentration was controlled by continuous feeding.</p>
</sec>
<sec id="s2-4">
<title>Analytical methods</title>
<p>One milliliter of the culture was mixed vigorously, and 0.1&#xa0;mL was transferred to a 1.5&#xa0;mL centrifuge tube. One millimolar HCl (0.9&#xa0;mL) was added to this culture, and the sample was mixed to remove residual CaCO<sub>3</sub>. Subsequently, the OD<sub>600</sub> was measured using a spectrophotometer (Shimadzu, Kyoto, Japan). For glucose and acetate assays, the cultures were centrifuged at 12,000&#xa0;rpm for 2&#xa0;min to collect the supernatant. The collected supernatant was filtered through a 0.22&#xa0;&#x3bc;m water membrane for analysis. A refractive index detector (RID-10A; Shimadzu, Kyoto, Japan) and an AminexHPX-87H ion exclusion column (Bio-Rad Laboratories, Hercules, CA, United States) were used with 5 mM H<sub>2</sub>SO<sub>4</sub> as the mobile phase and a flow rate of 0.6&#xa0;mL/min.</p>
<p>For the detection of L-threonine, the collected supernatant was deproteinized with 5% trichloroacetic acid. Subsequently, the pretreated supernatant was derivatized with triethylamine and phenyl isothiocyanate, followed by extraction with <italic>n</italic>-hexane (<xref ref-type="bibr" rid="B20">Wang et al., 2022a</xref>). Briefly, 0.2&#xa0;mL of sample and standard L-threonine were pretreated with a mixture of triethylamine-acetonitrile (1.4&#xa0;mL of triethylamine mixed with 8.6&#xa0;mL of acetonitrile). Next, we added phenylisothiocyanate-acetonitrile (25&#xa0;&#x3bc;L of phenylisothiocyanate mixed with 2&#xa0;mL of acetonitrile) to pretreat samples and the L-threonine standard for 1&#xa0;h at room temperature. <italic>n</italic>-Hexane (0.4&#xa0;mL) was added, and the sample was shaken vigorously. The lower layer (0.2&#xa0;mL) was collected and diluted with 0.8&#xa0;mL deionized water. The solution was filtered with a 0.22&#xa0;&#x3bc;m organic membrane, and samples were detected using an HPLC equipped with a diode array detector (SPD-M20A; Shimadzu, Kyoto, Japan) and a VenusilAA (4.6 &#xd7; 250&#xa0;mm, 5&#xa0;&#x3bc;m, AgelaTechanology) column at 40&#xb0;C. The mobile phase consisted of (A) 15.2&#xa0;g sodium acetate dissolved in 1850&#xa0;mL of ultrapure water and mixed with 140&#xa0;mL of acetonitrile and (B) 80% (v/v) acetonitrile and 20% (v/v) ultrapure water. The flow rate was 1&#xa0;mL/min. The L-threonine concentration was quantified using the corresponding standard curve and peak area.</p>
</sec>
</sec>
<sec sec-type="results|discussion" id="s3">
<title>Results and discussion</title>
<sec id="s3-1">
<title>Balancing the expression of <italic>thrAB</italic> and <italic>thrC</italic> to promote cell growth and L-threonine production</title>
<p>In the biosynthesis of L-threonine in <italic>E. coli</italic>, genes <italic>thrA</italic>, <italic>thrB</italic> and <italic>thrC</italic> encoding the last three key enzymes of this biosynthesis are located on the <italic>thrABC</italic> operon. ThrC catalyzes the final step of L-threonine synthesis, and this reaction is slow (<xref ref-type="bibr" rid="B12">Lee et al., 2013</xref>). As the rate-limiting step of L-threonine production, it is necessary to enhanced the expression of <italic>thrC</italic>. We used the L-threonine-producing strain TH available from FuFeng Group as the initial strain, which was derived from MG1655 (<xref ref-type="sec" rid="s9">Supplementary Table S2</xref>). Initially, we enhanced the expression of <italic>thrC</italic> on the low copy PCL-1920 plasmid and transformed the plasmid into the initial strain TH to obtain the pcl-<italic>thrC</italic> strain. However, the production of L-threonine and cell growth of the strain was not significantly improved compared with the original strain TH (<xref ref-type="sec" rid="s9">Supplementary Figure S1A,B</xref>). We analyzed that the reason is the weak degree of enhanced expression. Next, we enhanced the expression of <italic>thrC</italic> on the medium copy PACYC-Duet plasmid and transformed the plasmid into the initial strain TH to obtain the PA-<italic>thrC</italic> strain. Although the production of L-threonine increased, cell growth and the glucose consumption rate were seriously impeded during early cultivation (<xref ref-type="fig" rid="F2">Figures 2A&#x2013;C</xref>). In addition, <italic>thrA</italic>, <italic>thrB</italic>, <italic>thrC</italic> are located on the <italic>thrABC</italic> operon. So the overexpressed <italic>thrC</italic> might disrupt the balance between <italic>thrAB</italic> and <italic>thrC</italic>. Therefore, we analyzed the influence of various ratios of <italic>thrAB</italic> and <italic>thrC</italic> on L-threonine synthesis and cell growth. Ribosome binding sites (RBS) define the translation efficiency of genes and are typically used in gene regulation studies (<xref ref-type="bibr" rid="B8">Hur et al., 2020</xref>; <xref ref-type="bibr" rid="B21">Wang et al., 2022b</xref>). We selected three RBS with different intensities by fluorescence characterization, RBS0035 (2615), J61101 (958) and RBS0029 (585), to regulate <italic>thrAB</italic> and <italic>thrC</italic> expression levels, with an intensity ratio between them of 13:5:3 (<xref ref-type="fig" rid="F2">Figure 2D</xref>). We constructed nine strains containing various combinations and levels of <italic>thrAB</italic> and <italic>thrC</italic> expression.</p>
<fig id="F2" position="float">
<label>FIGURE 2</label>
<caption>
<p>Comparison of the fermentation results of overexpressed <italic>thrC</italic> by medium copy PACYC-Duet plasmid and control TH and characterization results of different RBS intensities. The PA-ThrC strain overexpresses <italic>thrC</italic> on the PACYC-Duet plasmid. All results were derived from three (<italic>n</italic> &#x3d; 3) independent repeats. <bold>(A)</bold> Comparison of cell growth (OD<sub>600</sub>) between overexpressing <italic>thrC</italic> and control strains. <bold>(B)</bold> Glucose consumption by the overexpressing <italic>thrC</italic> and control strains. <bold>(C)</bold> Comparison of L-threonine titer between the overexpressing <italic>thrC</italic> strain and the control strain after fermentation for 48&#xa0;h. <bold>(D)</bold> The fluorescence intensity of RFP was monitored in real-time by a multi-detection microplate reader to characterize and screen RBS with different intensities. The RBS intensity was calculated using the ratio of RFP to OD<sub>600</sub>.</p>
</caption>
<graphic xlink:href="fbioe-11-1118948-g002.tif"/>
</fig>
<p>The results showed that different combinations of <italic>thrAB</italic> and <italic>thrC</italic> expression levels had different effects on cell growth. High expression of <italic>thrC</italic> promoted growth and L-threonine accumulation simultaneously; however, there were also ratios between <italic>thrAB</italic> and <italic>thrC</italic> when the level of L-threonine decreased because the proportion of <italic>thrC</italic> was too high. Among the nine strains constructed, the 2901 strain (<italic>thrAB</italic>:<italic>thrC</italic> &#x3d; 3:5) yielded the highest L-threonine titer. The 2935 strain (3:13) grew slowly because of the large difference in the expression levels of <italic>thrAB</italic> and <italic>thrC</italic>. Optimal growth was observed for the 0135 strain (5:13) (<xref ref-type="fig" rid="F3">Figure 3A</xref>; <xref ref-type="fig" rid="F4">Figure 4</xref>). Accumulation of L-threonine was poor when <italic>thrC</italic> was expressed weakly, and different ratios had minimal effect on L-threonine production (<xref ref-type="fig" rid="F3">Figure 3B</xref>, <xref ref-type="fig" rid="F4">Figure 4</xref>). Equal expression levels of <italic>thrAB</italic> and <italic>thrC</italic> in strain 3535 yielded a relatively good L-threonine titer, but production was lower than that of strain 2901 (<xref ref-type="fig" rid="F3">Figure 3C</xref>, <xref ref-type="fig" rid="F4">Figure 4</xref>). The results indicated that high expression of <italic>thrC</italic> in an appropriate <italic>thrAB</italic>:<italic>thrC</italic> ratio yielded optimal cell growth and L-threonine production.</p>
<fig id="F3" position="float">
<label>FIGURE 3</label>
<caption>
<p>The effect of different expression intensities of <italic>thrAB</italic> and <italic>thrC</italic> on strain TH growth. According to the RBS strength, the adjusted expression of <italic>thrAB</italic> and <italic>thrC</italic> was classified into three groups: ThrAB &#x3c; ThrC, ThrAB &#x3e; ThrC and ThrAB &#x3d; ThrC. All results were calculated from three (<italic>n</italic> &#x3d; 3) independent repeats. <bold>(A)</bold> Strains with <italic>thrAB</italic> expression weaker than <italic>thrC</italic> were constructed using different combinations of RBS, and fermentation results OD<sub>600</sub> are shown. <bold>(B)</bold> Strains with <italic>thrAB</italic> expression stronger than <italic>thrC</italic> were constructed by using different combinations of RBS, and fermentation results OD<sub>600</sub> are shown. <bold>(C)</bold> Strains with equal expression strengths of <italic>thrAB</italic> and <italic>thrC</italic> were constructed by using different combinations of RBS, and fermentation results OD<sub>600</sub> are shown.</p>
</caption>
<graphic xlink:href="fbioe-11-1118948-g003.tif"/>
</fig>
<fig id="F4" position="float">
<label>FIGURE 4</label>
<caption>
<p>The effect of different expression intensities of <italic>thrAB</italic> and <italic>thrC</italic> on L-threonine production by the TH strain. All results were derived from three (<italic>n</italic> &#x3d; 3) independent repeats.</p>
</caption>
<graphic xlink:href="fbioe-11-1118948-g004.tif"/>
</fig>
<p>In summary, the results showed that when the expression of <italic>thrC</italic> was higher than <italic>thrAB</italic>, it was beneficial to the growth and production of L-threonine, and the level of L-threonine decreased when the expression of <italic>thrC</italic> was much higher than <italic>thrAB</italic> in particular strains. Using a <italic>thrAB</italic>:<italic>thrC</italic> expression ratio of 3:5 yielded the highest production of L-threonine. Production of L-threonine by proportional expression of <italic>thrAB</italic> and <italic>thrC</italic> was found to be a more effective approach to produce L-threonine than direct overexpression of <italic>thrABC</italic> (<xref ref-type="bibr" rid="B28">Zhao et al., 2018</xref>).</p>
</sec>
<sec id="s3-2">
<title>Dynamic regulation of the engineered <italic>thrABC</italic> to counter metabolic burden and increase L-threonine productivity</title>
<p>As described above, L-threonine production was promoted by carefully regulating the expression levels of <italic>thrAB</italic> and <italic>thrC</italic> and optimizing the <italic>thrAB</italic>:<italic>thrC</italic> ratio; however, constitutive overexpression of the <italic>thrABC</italic> operon inhibited cell growth (<xref ref-type="fig" rid="F3">Figures 3A&#x2013;C</xref>). We adopted a dynamic regulation strategy to ensure that the metabolic burden caused by the premature introduction of the <italic>thrABC</italic> operon was alleviated. Instead of using IPTG and other chemical inducers, a growth-related promoter was used to control <italic>thrABC</italic> expression after obtaining a high cell density. Several stationary phase promoters with different strengths have been obtained previously by random mutagenesis of a wild-type stationary phase promoter (<xref ref-type="bibr" rid="B17">Shimada et al., 2004</xref>). The strength of the P<sub>
<italic>1.1</italic>
</sub> and P<sub>
<italic>2.1</italic>
</sub> promoters obtained was equivalent to <italic>E. coli</italic> promoters (<xref ref-type="bibr" rid="B9">Jaishankar and Srivastava, 2020</xref>). The promoters of <italic>fliA</italic>, <italic>fliC</italic> and <italic>flgC</italic> involved in flagella construction were also identified as stationary phase promoters. The transcriptional intensity of these promoters is active during the lag and early exponential phases but inhibited throughout the late exponential and stationary phases (<xref ref-type="bibr" rid="B26">Zhang et al., 2019</xref>).</p>
<p>The effect of dynamic regulation of <italic>thrABC</italic> on strain growth and production was verified by using three stationary phase promoters, P<sub>
<italic>fliC</italic>
</sub>, P<sub>
<italic>1.1</italic>
</sub> and P<sub>
<italic>2.1</italic>
</sub>, for <italic>thrABC</italic> regulation in the PA-29<italic>thrAB-</italic>01<italic>thrC</italic> plasmid (<xref ref-type="fig" rid="F5">Figure 5A</xref>). The results showed that the strains controlled by the three stationary phase promoters displayed improved growth in the early stage, and L-threonine production increased significantly compared with the control group. Among these strains, growth was strongest for strain P<sub>
<italic>2.1</italic>
</sub>-2901, which was controlled by P<sub>
<italic>2.1</italic>
</sub>, and L-threonine production was similar to that of the strain controlled by the tac promoter (<xref ref-type="fig" rid="F5">Figures 5B,C</xref>). This observation is because the P<sub>
<italic>2.1</italic>
</sub> promoter is the strongest among the three tested (<xref ref-type="bibr" rid="B9">Jaishankar and Srivastava, 2020</xref>). We measured L-threonine production in each period and found that L-threonine accumulation in the P<sub>
<italic>2.1</italic>
</sub>-2901 strain was the fastest, with the L-threonine titer and productivity reaching 26.02&#xa0;g/L and 1.08&#xa0;g/L/h at 24 h, respectively. L-threonine production by strain P<sub>
<italic>2.1</italic>
</sub>-2901 was 44.56% and 65.00% higher than that of the control strain TH and strain 2901 controlled by the tac promoter, respectively (<xref ref-type="fig" rid="F5">Figure 5C</xref>). This result arises because the replaced stationary phase promoter is more active during the early exponential phase, which promotes the overexpression of the <italic>thrABC</italic> operon to accelerate the accumulation of L-threonine. This phenomenon suggests that this strategy can enhance product titer and shorten the fermentation period. The overexpression of the <italic>thrABC</italic> gene controlled by the stationary phase promoter can improve L-threonine yield (<xref ref-type="fig" rid="F5">Figure 5D</xref>).</p>
<fig id="F5" position="float">
<label>FIGURE 5</label>
<caption>
<p>The effect of dynamic control of the <italic>thrABC</italic> operon with a stationary phase promoter on the growth and L-threonine production in <italic>Escherichia coli</italic> TH. All results were calculated from three (<italic>n</italic> &#x3d; 3) independent repeats. <bold>(A)</bold> The strain was constructed by replacing the tac promoter with different promoters. <bold>(B)</bold> The OD<sub>600</sub> of fermenting strains is controlled by a stationary phase promoter. <bold>(C)</bold> Samples were taken at 12, 24, 30, 36 and 48&#xa0;h during fermentation to measure L-threonine production. <bold>(D)</bold> The yield of the final product was calculated by the ratio of glucose consumption to L-threonine titer. <bold>(E)</bold> The content of the by-product acetate and other metabolites at the end of fermentation for 48&#xa0;h.</p>
</caption>
<graphic xlink:href="fbioe-11-1118948-g005.tif"/>
</fig>
<p>Although we increased L-threonine productivity by using a stationary phase promoter, the strains with better growth in the early stage also produced a large amount of acetate (<xref ref-type="fig" rid="F5">Figure 5E</xref>). Studies have suggested that the rapid use of glucose during the early stage of cell growth will lead to an acetate overflow (<xref ref-type="bibr" rid="B4">Eiteman and Altman, 2006</xref>). Thus, we next tried to reduce the acetate overflow.</p>
</sec>
<sec id="s3-3">
<title>Decreasing glucose transport to reduce acetate overflow and improve L-threonine production</title>
<p>The phosphotransferase system (PTS) is the major glucose transport system in <italic>E. coli</italic>. Deletion of PTS has been reported to reduce acetate overflow and increase the production of recombinant proteins and biochemicals (<xref ref-type="bibr" rid="B19">Wang et al., 2006</xref>; <xref ref-type="bibr" rid="B10">Kang et al., 2009</xref>). We deleted the <italic>ptsG</italic> gene in three threonine-producing strains, TH, 2901 and P<sub>
<italic>2.1</italic>
</sub>-2901, to examine the effect of PTS activity on L-threonine production.</p>
<p>The growth of the three strains was retarded after deleting <italic>ptsG</italic>, which was caused by the decrease in the glucose uptake rate by the cells. The growth of the 2901&#x394;<italic>ptsG</italic> strain was inhibited significantly because of the combined effects of <italic>thrABC</italic> overexpression and <italic>ptsG</italic> deletion. Optimal growth was observed for strain P<sub>
<italic>2.1</italic>
</sub>-2901<italic>&#x394;ptsG</italic>, reaching a stable growth state after 36 h, whereas the 2901&#x394;<italic>ptsG</italic> strain showed slower growth up to 60&#xa0;h (<xref ref-type="fig" rid="F6">Figures 6A,B</xref>). This observation also reflects the advantages of dynamic regulation. Using the P<sub>
<italic>2.1</italic>
</sub>-2901&#x394;<italic>ptsG</italic> strain can shorten the fermentation period and increase L-threonine production. L-threonine production by the three strains was improved when compared with the corresponding strains without the <italic>ptsG</italic> deletion, with an increase in L-threonine yield (<xref ref-type="fig" rid="F6">Figure 6C</xref>). At 60 h, L-threonine production by strain P<sub>
<italic>2.1</italic>
</sub>-2901&#x394;<italic>ptsG</italic> reached 40.06&#xa0;g/L, which was 36.30% and 7.95% higher than that of TH&#x394;<italic>ptsG</italic> and 2901&#x394;<italic>ptsG</italic> strains, respectively (<xref ref-type="fig" rid="F6">Figure 6D</xref>). As expected, acetate was not generated during fermentation.</p>
<fig id="F6" position="float">
<label>FIGURE 6</label>
<caption>
<p>The effect of deleting <italic>ptsG</italic> on the growth and L-threonine production of strain TH. All results were determined from three (<italic>n</italic> &#x3d; 3) independent repeats. <bold>(A)</bold> Growth of strains before <italic>ptsG</italic> gene deletion. <bold>(B)</bold> Growth of strains after <italic>ptsG</italic> gene deletion. <bold>(C)</bold> The yield of the final product was calculated by the glucose consumption and L-threonine titer. <bold>(D)</bold> During fermentation, samples taken at 12, 24, 36, 48 and 60&#xa0;h were used to measure L-threonine production.</p>
</caption>
<graphic xlink:href="fbioe-11-1118948-g006.tif"/>
</fig>
<p>To further verify the properties of P<sub>
<italic>2.1</italic>
</sub>-2901&#x394;<italic>ptsG</italic> for L-threonine production, fed-batch fermentation was performed in 5-L bioreactor, using TH as a control. The cell density, glucose consumption levels (<xref ref-type="fig" rid="F7">Figure 7A</xref>) and L-threonine titer (<xref ref-type="fig" rid="F7">Figure 7B</xref>) are depicted. Following 48&#xa0;h of cultivation, P<sub>
<italic>2.1</italic>
</sub>-2901&#x394;<italic>ptsG</italic> could produce 121.05&#xa0;g/L L-threonine, leading to a yield of 0.60&#xa0;g/g glucose and productivity of 2.52&#xa0;g/L/h. TH could produce 98.88&#xa0;g/L L-threonine in 48 h, with a yield and productivity of 0.49&#xa0;g/g glucose and 2.06&#xa0;g/L/h, respectively. After 48&#xa0;h of incubation, unfavorable growth conditions and irreparable cellular damage lead to a death phase and long-term stationary phase (<xref ref-type="bibr" rid="B6">Finkel, 2006</xref>), resulting in the lose viability of L-threonine production and glucose consumption. In contrast to the results of other reports, P<sub>
<italic>2.1</italic>
</sub>-2901&#x394;<italic>ptsG</italic> achieved the highest productivity and yield. Therefore, with respect to the three major parameters in industrial production, P<sub>
<italic>2.1</italic>
</sub>-2901&#x394;<italic>ptsG</italic> possesses substantial L-threonine production ability.</p>
<fig id="F7" position="float">
<label>FIGURE 7</label>
<caption>
<p>The fed-batch process with P<sub>
<italic>2.1</italic>
</sub>-2901&#x394;<italic>ptsG</italic> and TH in a 5-L bioreactor. Biomass, glucose consumption, and L-threonine titer were monitored in real time. <bold>(A)</bold> Biomass and glucose consumption of strains. <bold>(B)</bold> L-threonine titer of strains.</p>
</caption>
<graphic xlink:href="fbioe-11-1118948-g007.tif"/>
</fig>
<p>The reaction catalyzed by ThrC is the rate-limiting step of L-threonine production and overexpression of <italic>thrC</italic> inhibits cell growth. Here, we showed that balanced regulation of <italic>thrAB</italic> and <italic>thrC</italic> expression levels promotes <italic>E. coli</italic> growth and L-threonine production. L-threonine production was further improved by dynamically regulating the overexpression of <italic>thrABC</italic>. Finally, the deletion of <italic>ptsG</italic> reduced acetate production and further increased the titer and yield of L-threonine. With the above approaches, we obtained strain P<sub>
<italic>2.1</italic>
</sub>-2901&#x394;<italic>ptsG</italic>, with the titer of L-threonine by fermentation in a shake flask for 60&#xa0;h reaching 40.06&#xa0;g/L, which is 96.85% higher than that of the control strain TH (20.35&#xa0;g/L) and the highest titer reported in a shake flask (<xref ref-type="table" rid="T1">Table 1</xref>). The yield reached 0.84&#xa0;g/g, which was 44.82% higher than the control strain TH (0.58&#xa0;g/g). P<sub>
<italic>2.1</italic>
</sub>-2901&#x394;<italic>ptsG</italic> could produce 121.05&#xa0;g/L L-threonine in 48&#xa0;h, with a yield and productivity of 0.60&#xa0;g/g glucose and 2.52&#xa0;g/L/h by fed-batch fermentation, respectively. The maximum L-threonine yield and productivity was obtained in reported fed-batch fermentation, and L-threonine titer is close to the maximum (127.30&#xa0;g/L) (<xref ref-type="table" rid="T1">Table 1</xref>). This study provided a new concept for improving L-threonine production and downstream products.</p>
<table-wrap id="T1" position="float">
<label>TABLE 1</label>
<caption>
<p>L-threonine production using different strategies.</p>
</caption>
<table>
<thead valign="top">
<tr>
<th rowspan="2" align="center">Species</th>
<th colspan="3" align="center">Shake flasks fermentation</th>
<th colspan="3" align="center">Fed-batch fermentation</th>
<th rowspan="2" align="center">Source</th>
</tr>
<tr>
<th align="center">Titer (g/L)</th>
<th align="center">Yield (g/g)</th>
<th align="center">Productivity (g/L/h)</th>
<th align="center">Titer (g/L)</th>
<th align="center">Yield (g/g)</th>
<th align="center">Productivity (g/L/h)</th>
</tr>
</thead>
<tbody valign="top">
<tr>
<td align="left">
<italic>E. coli</italic> (TWF083)</td>
<td align="center">29.73</td>
<td align="center">-</td>
<td align="center">-</td>
<td align="center">116.62</td>
<td align="center">0.49</td>
<td align="center">2.43</td>
<td>
<xref ref-type="bibr" rid="B29">Zhao et al. (2020)</xref>
</td>
</tr>
<tr>
<td align="left">
<italic>E. coli</italic> (TWF044)</td>
<td align="center">28.49</td>
<td align="center">0.72</td>
<td align="center">-</td>
<td align="center">103.89</td>
<td align="center">0.45</td>
<td align="center">-</td>
<td>
<xref ref-type="bibr" rid="B24">Yang et al. (2019)</xref>
</td>
</tr>
<tr>
<td align="left">
<italic>E. coli</italic> (TSW009)</td>
<td align="center">26.00</td>
<td align="center">0.65</td>
<td align="center">0.54</td>
<td align="center">-</td>
<td align="center">-</td>
<td align="center">-</td>
<td>
<xref ref-type="bibr" rid="B21">Wang et al. (2022b)</xref>
</td>
</tr>
<tr>
<td align="left">
<italic>E. coli</italic> (TWF113 / pFT24rpa 1)</td>
<td align="center">25.85</td>
<td align="center">-</td>
<td align="center">-</td>
<td align="center">-</td>
<td align="center">-</td>
<td align="center">-</td>
<td>
<xref ref-type="bibr" rid="B5">Fang et al. (2020)</xref>
</td>
</tr>
<tr>
<td align="left">
<italic>E. coli</italic> (JLTHR)</td>
<td align="center">-</td>
<td align="center">-</td>
<td align="center">-</td>
<td align="center">127.30</td>
<td align="center">0.58</td>
<td align="center">-</td>
<td>
<xref ref-type="bibr" rid="B18">Su et al. (2018)</xref>
</td>
</tr>
<tr>
<td align="left">
<italic>E. coli</italic> (WMZ016/pFW01-thrA&#x2a;BC-rhtC)</td>
<td align="center">17.98</td>
<td align="center">0.35</td>
<td align="center">-</td>
<td align="center">-</td>
<td align="center">-</td>
<td align="center">-</td>
<td>
<xref ref-type="bibr" rid="B30">Zhu et al. (2019)</xref>
</td>
</tr>
<tr>
<td align="left">
<italic>Halomonas bluephagenesis (TDHR3-42-p226)</italic>
</td>
<td align="center">7.50</td>
<td align="center">-</td>
<td align="center">-</td>
<td align="center">33.00</td>
<td align="center">
</td>
<td align="center">1.40</td>
<td>
<xref ref-type="bibr" rid="B3">Du et al. (2020)</xref>
</td>
</tr>
<tr>
<td align="left">
<italic>Cotynebacterium glutamicum</italic>
</td>
<td align="center">12.80</td>
<td align="center">-</td>
<td align="center">-</td>
<td align="left"/>
<td align="center">-</td>
<td align="center">-</td>
<td>
<xref ref-type="bibr" rid="B22">Wei et al. (2018)</xref>
</td>
</tr>
<tr>
<td align="left">
<italic>E. coli (P<italic>
<sub>2.1</sub>
</italic>-2901&#x0394;ptsG)</italic>
</td>
<td align="center">40.06</td>
<td align="center">0.84</td>
<td align="center">0.67</td>
<td align="center">121.05</td>
<td align="center">0.60</td>
<td align="center">2.52</td>
<td>This Study</td>
</tr>
</tbody>
</table>
</table-wrap>
</sec>
</sec>
</body>
<back>
<sec sec-type="data-availability" id="s4">
<title>Data availability statement</title>
<p>The original contributions presented in the study are included in the article/<xref ref-type="sec" rid="s9">Supplementary Material</xref>, further inquiries can be directed to the corresponding author.</p>
</sec>
<sec id="s5">
<title>Author contributions</title>
<p>RH and SW: Investigation, conceptualization, and writing original draft. XJ and XY: Data curation and formal analysis. QQ and QL: Conceptualization, funding acquisition, resource management, project administration, supervision, and writing: review and editing.</p>
</sec>
<sec id="s6">
<title>Funding</title>
<p>This research was funded by the National Key Research and Development Program of China (2022YFC3401300) and National Natural Science Foundation of China (31971336, 31770095).</p>
</sec>
<ack>
<p>Strain TH was kindly provided by the Fufeng Group. We thank Chengjia Zhang and Nannan Dong from the Analysis and Testing Center of the State Key Laboratory for Microbial Technology (Shandong University) for assistance in the fermentation experiment. We thank Liwen Bianji (Edanz) for editing the English text of a draft of this manuscript.</p>
</ack>
<sec id="s7">
<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 sec-type="disclaimer" id="s8">
<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>
<sec id="s9">
<title>Supplementary material</title>
<p>The Supplementary Material for this article can be found online at: <ext-link ext-link-type="uri" xlink:href="https://www.frontiersin.org/articles/10.3389/fbioe.2023.1118948/full#supplementary-material">https://www.frontiersin.org/articles/10.3389/fbioe.2023.1118948/full&#x23;supplementary-material</ext-link>
</p>
<supplementary-material xlink:href="DataSheet1.docx" id="SM1" mimetype="application/docx" xmlns:xlink="http://www.w3.org/1999/xlink"/>
</sec>
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