<?xml version="1.0" encoding="UTF-8"?>
<!DOCTYPE article PUBLIC "-//NLM//DTD Journal Publishing DTD v2.3 20070202//EN" "journalpublishing.dtd">
<article article-type="research-article" dtd-version="2.3" xml:lang="EN" xmlns:mml="http://www.w3.org/1998/Math/MathML" xmlns:xlink="http://www.w3.org/1999/xlink">
<front>
<journal-meta>
<journal-id journal-id-type="publisher-id">Front. Catal.</journal-id>
<journal-title>Frontiers in Catalysis</journal-title>
<abbrev-journal-title abbrev-type="pubmed">Front. Catal.</abbrev-journal-title>
<issn pub-type="epub">2673-7841</issn>
<publisher>
<publisher-name>Frontiers Media S.A.</publisher-name>
</publisher>
</journal-meta>
<article-meta>
<article-id pub-id-type="publisher-id">774512</article-id>
<article-id pub-id-type="doi">10.3389/fctls.2021.774512</article-id>
<article-categories>
<subj-group subj-group-type="heading">
<subject>Catalysis</subject>
<subj-group>
<subject>Original Research</subject>
</subj-group>
</subj-group>
</article-categories>
<title-group>
<article-title>Improving the Stability and Activity of Arginine Decarboxylase at Alkaline pH for the Production of Agmatine</article-title>
<alt-title alt-title-type="left-running-head">Hong et&#x20;al.</alt-title>
<alt-title alt-title-type="right-running-head">Improving the Stability and Activity of Arginine decarboxylase</alt-title>
</title-group>
<contrib-group>
<contrib contrib-type="author">
<name>
<surname>Hong</surname>
<given-names>Eun Young</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<xref ref-type="aff" rid="aff2">
<sup>2</sup>
</xref>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Lee</surname>
<given-names>Sun-Gu</given-names>
</name>
<xref ref-type="aff" rid="aff3">
<sup>3</sup>
</xref>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Yun</surname>
<given-names>Hyungdon</given-names>
</name>
<xref ref-type="aff" rid="aff4">
<sup>4</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/1438756/overview"/>
</contrib>
<contrib contrib-type="author" corresp="yes">
<name>
<surname>Kim</surname>
<given-names>Byung-Gee</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<xref ref-type="aff" rid="aff2">
<sup>2</sup>
</xref>
<xref ref-type="aff" rid="aff5">
<sup>5</sup>
</xref>
<xref ref-type="aff" rid="aff6">
<sup>6</sup>
</xref>
<xref ref-type="corresp" rid="c001">&#x2a;</xref>
<uri xlink:href="https://loop.frontiersin.org/people/278237/overview"/>
</contrib>
</contrib-group>
<aff id="aff1">
<label>
<sup>1</sup>
</label>School of Chemical and Biological Engineering, Seoul National University, <addr-line>Seoul</addr-line>, <country>South Korea</country>
</aff>
<aff id="aff2">
<label>
<sup>2</sup>
</label>Institute of Molecular Biology and Genetics, Seoul National University, <addr-line>Seoul</addr-line>, <country>South Korea</country>
</aff>
<aff id="aff3">
<label>
<sup>3</sup>
</label>Department of Chemical Engineering, Pusan National University, <addr-line>Busan</addr-line>, <country>South Korea</country>
</aff>
<aff id="aff4">
<label>
<sup>4</sup>
</label>Department of Bioscience and Biotechnology, Konkuk University, <addr-line>Seoul</addr-line>, <country>South Korea</country>
</aff>
<aff id="aff5">
<label>
<sup>5</sup>
</label>Bioengineering Institute, Seoul National University, <addr-line>Seoul</addr-line>, <country>South Korea</country>
</aff>
<aff id="aff6">
<label>
<sup>6</sup>
</label>Institute of Engineering Research, Seoul National University, <addr-line>Seoul</addr-line>, <country>South Korea</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/1082251/overview">Gonzalo De Gonzalo</ext-link>, Sevilla University, Spain</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/1141678/overview">Rosli Md Illias</ext-link>, Universiti Teknologi Malaysia, Malaysia</p>
<p>
<ext-link ext-link-type="uri" xlink:href="https://loop.frontiersin.org/people/1073636/overview">Rolandas Meskys</ext-link>, Vilnius University, Lithuania</p>
</fn>
<corresp id="c001">&#x2a;Correspondence: Byung-Gee Kim, <email>byungkim@snu.ac.kr</email>
</corresp>
<fn fn-type="other">
<p>This article was submitted to Biocatalysis, a section of the journal Frontiers in Catalysis</p>
</fn>
</author-notes>
<pub-date pub-type="epub">
<day>23</day>
<month>11</month>
<year>2021</year>
</pub-date>
<pub-date pub-type="collection">
<year>2021</year>
</pub-date>
<volume>1</volume>
<elocation-id>774512</elocation-id>
<history>
<date date-type="received">
<day>12</day>
<month>09</month>
<year>2021</year>
</date>
<date date-type="accepted">
<day>02</day>
<month>11</month>
<year>2021</year>
</date>
</history>
<permissions>
<copyright-statement>Copyright &#xa9; 2021 Hong, Lee, Yun and Kim.</copyright-statement>
<copyright-year>2021</copyright-year>
<copyright-holder>Hong, Lee, Yun and Kim</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&#x20;terms.</p>
</license>
</permissions>
<abstract>
<p>Agmatine, involved in various modulatory actions in cellular mechanisms, is produced from arginine (Arg) by decarboxylation reaction using arginine decarboxylase (ADC, EC 4.1.1.19). The major obstacle of using wild-type <italic>Escherichia coli</italic> ADC (ADC<italic>es</italic>) in agmatine production is its sharp activity loss and instability at alkaline pH. Here, to overcome this problem, a new disulfide bond was rationally introduced in the decameric interface region of the enzyme. Among the mutants generated, W16C/D43C increased both thermostability and activity. The half-life (T<sub>1/2</sub>) of W16C/D43C at pH 8.0 and 60&#xb0;C was 560&#xa0;min, which was 280-fold longer than that of the wild-type, and the specific activity at pH 8.0 also increased 2.1-fold. Site-saturation mutagenesis was subsequently performed at the active site residues of ADC<italic>es</italic> using the disulfide-bond mutant (W16C/D43C) as a template. The best variant W16C/D43C/I258A displayed a 4.4-fold increase in the catalytic efficiency when compared with the wild-type. The final mutant (W16C/D43C/I258A) was successfully applied to <italic>in&#x20;vitro</italic> synthesis of agmatine with an improved yield and productivity (&#x3e;89.0% yield based on 100&#xa0;mM of Arg within 5&#xa0;&#x2009;h).</p>
</abstract>
<kwd-group>
<kwd>disulfide bridge</kwd>
<kwd>enzyme catalysis</kwd>
<kwd>
<italic>Escherichia coli</italic> arginine decarboxylase</kwd>
<kwd>protein design</kwd>
<kwd>site-saturation mutagenesis</kwd>
</kwd-group>
</article-meta>
</front>
<body>
<sec id="s1">
<title>Introduction</title>
<p>Agmatine ((4-aminobutyl)guanidine) is a critical arginine metabolite synthesized through ADC reaction, and it has various actions in the body. It is a potential candidate for therapeutic use in various diseases, including neurotrauma diseases, mood disorders, diabetes mellitus, cognitive disorders, and cancer (<xref ref-type="bibr" rid="B3">Aricioglu et&#x20;al., 2003</xref>; <xref ref-type="bibr" rid="B37">Roth et&#x20;al., 2004</xref>; <xref ref-type="bibr" rid="B46">Wade et&#x20;al., 2009</xref>; <xref ref-type="bibr" rid="B24">Keynan et&#x20;al., 2010</xref>; <xref ref-type="bibr" rid="B17">Haenisch et&#x20;al., 2011</xref>; <xref ref-type="bibr" rid="B39">Song et&#x20;al., 2014</xref>; <xref ref-type="bibr" rid="B35">Rahangdale et&#x20;al., 2021</xref>). An interesting recent study evaluated the pharmacological effects of treating agmatine on the offspring of rats exposed to alcohol in the prenatal period. The results showed potential for treating cognitive impairment and other neurological complications associated with fetal alcohol spectrum disorders (<xref ref-type="bibr" rid="B1">Aglawe et&#x20;al., 2021</xref>). Agmatine has also been shown to have significant hepatic and renal protective functions in cholestatic animals. This mechanism of action of agmatine may be related to its antioxidant properties (<xref ref-type="bibr" rid="B31">Ommati et&#x20;al., 2020</xref>). The practical function of agmatine as a diverse drug candidate in the body is also related to its interference with imidazoline receptors (<xref ref-type="bibr" rid="B47">Zomkowski et&#x20;al., 2002</xref>; <xref ref-type="bibr" rid="B28">Neis et&#x20;al., 2016</xref>). Based on the promising results of agmatine against various illnesses, the molecule may be utilized for potential therapeutic targets (<xref ref-type="bibr" rid="B33">Piletz et&#x20;al., 2013</xref>).</p>
<p>ADC<italic>es</italic> is a robust biocatalyst that produces agmatine from the decarboxylation of Arg. Studies have shown that ADC<italic>es</italic> have excellent characteristics, such as high specific activity and high substrate selectivity, compared to ADCs from other origins (<xref ref-type="bibr" rid="B5">Blethen et&#x20;al., 1968</xref>; <xref ref-type="bibr" rid="B27">Morris and Boeker, 1983</xref>). The major problem using ADC<italic>es</italic> for the synthesis of agmatine is that the activity and stability of the enzyme vary greatly depending on pH conditions. ADC<italic>es</italic> uses pyridoxal 5-phosphate (PLP) as a cofactor to decarboxylate the &#x3b1;-carboxyl group of Arg and consumes a proton (<xref ref-type="fig" rid="F1">Figure&#x20;1</xref>). As a result, the reaction pH increases during the generation of agmatine and significantly affects ADC<italic>es</italic> structural stability and activity. Under acidic conditions, the five homodimers of ADC<italic>es</italic> spontaneously associate as a decamer, becoming an active form, whereas the structure dissociates as an inactive homodimer form under neutral or alkaline conditions. Even though it is not sure why the homodimer structures are inactive, ADC<italic>es</italic> gain their active functionality depending on the pH (<xref ref-type="bibr" rid="B2">Andrell et&#x20;al., 2009</xref>; <xref ref-type="bibr" rid="B23">Kanjee et&#x20;al., 2011</xref>). Thus, it is desirable to overcome this problem via protein engineering to apply the enzyme for stable agmatine production.</p>
<fig id="F1" position="float">
<label>FIGURE 1</label>
<caption>
<p>General scheme of chemical synthesis of agmatine.</p>
</caption>
<graphic xlink:href="fctls-01-774512-g001.tif"/>
</fig>
<p>Various diamines from renewable carbon sources are becoming essential in building a sustainable chemical industry, and decarboxylases are frequently applied for such purposes (<xref ref-type="bibr" rid="B10">Chae et&#x20;al., 2020</xref>). However, similar to ADC<italic>es</italic>, various decarboxylases such as lysine decarboxylase (<xref ref-type="bibr" rid="B23">Kanjee et&#x20;al., 2011</xref>), glutamate decarboxylase (<xref ref-type="bibr" rid="B9">Capitani et&#x20;al., 2003</xref>), and ornithine decarboxylase often tend to lose their activities depending on the reaction pH. Even though buffers and pH titers can be used to maintain the pH of the decarboxylation reaction at the required pH, the use of additives in mass production adds additional costs, dilutes the concentration of the target product, and complicates the purification process. Thus, if the enzyme is active even in alkaline conditions without the additives, it can reduce the final production cost, which is advantageous for the industrial-scale process. For this reason, several studies aimed to improve various decarboxylase activities at alkaline pH (<xref ref-type="bibr" rid="B16">Guirard and Snell, 1980</xref>; <xref ref-type="bibr" rid="B43">Thu Ho et&#x20;al., 2013</xref>; <xref ref-type="bibr" rid="B19">Hong et&#x20;al., 2017</xref>). Even though there is a previous study producing agmatine using ADC, recombinant wild-type ADCs are used in the reaction (<xref ref-type="bibr" rid="B40">Sun et&#x20;al., 2015</xref>), and no attempt was undertaken to alter the properties of the enzyme for industrial applications.</p>
<p>Random mutagenesis, often used in directed evolution to improve the desired properties of a target protein, creates a wide variety of libraries covering the entire protein sequence. Intensive labor is required to find desirable mutants within a limited time (<xref ref-type="bibr" rid="B34">Porter et&#x20;al., 2016</xref>). Thus, to reduce the library size efficiently and screen effective mutants, advanced bioinformatics and computational tools are often used to create smart libraries. Through rigorous computational methods, calculating the conservative scores based on multiple sequence alignments to analyze putative positive mutation sites called &#x201c;hot spots&#x201d; (<xref ref-type="bibr" rid="B18">Hazes and Dijkstra, 1988</xref>; <xref ref-type="bibr" rid="B14">Craig and Dombkowski, 2013</xref>), or homology modeling based on the sequence similarity of proteins are some frequently applied technical examples to help select critical residues in the enzyme (<xref ref-type="bibr" rid="B11">Choi et&#x20;al., 2014a</xref>; <xref ref-type="bibr" rid="B12">Choi et&#x20;al., 2014b</xref>; <xref ref-type="bibr" rid="B13">Choi et&#x20;al., 2016</xref>; <xref ref-type="bibr" rid="B22">Jung et&#x20;al., 2018</xref>). Subsequently, protein engineering techniques such as multiple site-saturation mutagenesis (SSM)) (<xref ref-type="bibr" rid="B36">Reetz and Carballeira, 2007</xref>; <xref ref-type="bibr" rid="B41">Sun et&#x20;al., 2016</xref>) or site-directed mutagenesis (SDM) (<xref ref-type="bibr" rid="B7">Bornscheuer and Pohl, 2001</xref>) can be applied to the selected residues to generate mutation libraries.</p>
<p>In this study, to improve ADC<italic>es</italic> enzyme activity and stability at alkaline pH, we selected residues to perform mutations by computationally analyzing the enzyme&#x2019;s structural changes and active sites. Substantial improvements in thermal stability and specific activity at alkaline pH were achieved by introducing a new disulfide pair in the decameric interface of the ADC<italic>es</italic> homodimer subunit. Our results provide a general mutation strategy for enhancing enzyme stability by disulfide bond formation on oligomeric state proteins and subsequently enhancing their specific activity via active site mutations.</p>
</sec>
<sec sec-type="materials|methods" id="s2">
<title>Materials and Methods</title>
<sec id="s2-1">
<title>Construction of ADC<italic>es</italic> in Expression Vector</title>
<p>DNA manipulations were performed according to the method of Sambrook, etc. (<xref ref-type="bibr" rid="B38">Sambrook et al., 2006</xref>). <italic>E.coli</italic> DH5&#x3b1; was used for DNA manipulation, and <italic>E.coli</italic> BL21 (DE3) was used as a host strain for gene expression. <italic>Escherichia coli</italic> BL21 (DE3) genomic DNA was used as the source for adiA gene, which encodes protein ADC<italic>es</italic> (GenBank accession: CAQ34466). To express <italic>C</italic>-terminal His-tagged fusion ADC<italic>es</italic>, the coding region of adiA was amplified by PCR using forward primer 5&#x2032;- TAT&#x200b;AAT<underline>CAT&#x200b;ATG</underline>ATG&#x200b;AAA&#x200b;GTA&#x200b;TTA&#x200b;ATT&#x200b;GTT&#x200b;GAA -3&#x2032; and reverse primer 5&#x2032;- ATA&#x200b;TA<underline>CTC&#x200b;GAG</underline>CGC&#x200b;TTT&#x200b;CAC&#x200b;GCA&#x200b;CAT -3&#x2019;. The PCR product was digested with restriction enzymes (<italic>Nde</italic>I<italic>/Xho</italic>I) and inserted into the corresponding restriction enzyme sites in pET24ma vector (<xref ref-type="bibr" rid="B26">Lee et al., 2010</xref>) as reported previously (<xref ref-type="bibr" rid="B21">Hong, 2017</xref>).</p>
</sec>
<sec id="s2-2">
<title>Disulfide Bond Design of ADC<italic>es</italic>
</title>
<p>ADC<italic>es</italic> PDB structure (2VYC) was analyzed using DbD v2.12, which predicts the appropriate pair of residues capable of disulfide bonding (<xref ref-type="bibr" rid="B14">Craig and Dombkowski, 2013</xref>). Predicted pairs were identified using Pymol, and mutation was performed by only selecting disulfide residue pairs in the interfacial region. The primer sequences for the three disulfide-linked mutants W16C/D42C, W16C/D43C, and W16C/D42C/D43C are shown in <xref ref-type="sec" rid="s11">Supplementary Table&#x20;S1</xref>.</p>
</sec>
<sec id="s2-3">
<title>Site-Saturation Mutagenesis</title>
<p>To screen for positive mutants in selected residues of ADC<italic>es,</italic> NNK codons were used for site-saturated mutagenesis (<xref ref-type="bibr" rid="B20">Hong et&#x20;al., 2018</xref>). The primers corresponding to <xref ref-type="sec" rid="s11">Supplementary Table S1</xref> were used for PCR to perform alanine scanning and site-saturated mutation. The gene libraries were treated with <italic>Dpn</italic>I for 1&#x2009;h at 37&#xb0;C, and 10&#xa0;&#x3bc;l of the library plasmids were transformed into <italic>E.&#x20;coli</italic> BL21 (DE3). To screen mutants from a single residue, &#x223c;200 colonies were examined to ensure a mutation coverage of 95% or greater. The mutant libraries were cultured in 96&#x20;deep-well plates for 20&#xa0;h, and after centrifuging the cultured cells, the supernatant was discarded, and the relative activity of mutants was measured.</p>
</sec>
<sec id="s2-4">
<title>Expression and Purification of ADC<italic>es</italic> Variants</title>
<p>According to the previously reported method, the expression and purification of ADC<italic>es</italic> variants were carried out (<xref ref-type="bibr" rid="B21">Hong, 2017</xref>). IPTG (0.2&#xa0;mM) was added to the culture when the OD<sub>600</sub> reached 0.8, and the cells were harvested after 18&#xa0;h induction at 18&#xb0;C. His<sub>6</sub>-tagged fusion proteins were purified at 4&#xb0;C with Ni-NTA agarose resin from Qiagen (Hilden, Germany). Elution containing the purified His<sub>6</sub>-tagged ADC<italic>es</italic> variants was concentrated by ultrafiltration using Centriplus YM-30 (Millipore, Bedford, MA) with a molecular weight cut-off of 100&#xa0;kDa.</p>
</sec>
<sec id="s2-5">
<title>Temperature Effect on ADC<italic>es</italic> Variants</title>
<p>The protein melting temperature (<italic>T</italic>
<sub>
<italic>m</italic>
</sub>) of the variants were compared by SYPRO Orange excitation/emission wavelength profile (<xref ref-type="bibr" rid="B29">Niesen et&#x20;al., 2007</xref>). 1000X SYPRO Orange was dissolved in Tris-HCl (50&#xa0;mM, pH 8.0) buffer, and 20&#xa0;&#x3bc;l solution was added to the 0.5&#xa0;&#x3bc;g purified enzyme. Light cycler 480 II System (Roche Applied Science) was used for the detection of fluorescence changes at specific time points. By the excitation/emission curve, &#x394; <italic>T</italic>
<sub>
<italic>m</italic>
</sub> was calculated (<xref ref-type="bibr" rid="B21">Hong, 2017</xref>).</p>
<p>The thermal activity of ADC was evaluated by measuring the enzyme activity at various temperatures. The purified enzyme variants were incubated for 1&#xa0;h at 33 to 65&#xb0;C, and then cooled on ice for 10&#x20;min. The residual enzyme activity was then measured.</p>
<p>To confirm thermal stability under acidic or alkaline conditions, the purified enzyme was placed in 50&#xa0;mM citrate buffer, pH 5.6, or 50&#xa0;mM sodium phosphate buffer, pH 8.0, respectively. The samples were then placed in 60&#xb0;C water bath. Residual activity was calculated based on the ADC activities of non-incubated enzymes. All reactions were done in triplicate.</p>
</sec>
<sec id="s2-6">
<title>Enzyme Assay</title>
<p>The relative reaction rates of the mutant libraries were quantitatively measured by a colorimetric method using cresol red (pKa &#x3d; 8.3) (<xref ref-type="bibr" rid="B21">Hong, 2017</xref>). The decarboxylase reaction was measured using 5&#xa0;mM pH8.0 sodium phosphate buffer, 4&#xa0;mM&#xa0;L-Arg, 0.2&#xa0;mM PLP and 0.2&#xa0;mM indicator. For high-throughput library screening, the same method was applied, and the cultured mutants were examined in 96-well plates. The increase in absorbance at 574&#xa0;nm was recorded using a UV spectrophotometer (BMG LABTECH, Germany), and the activity was determined via the &#x394;OD on the basis of the solution containing all substances other than the enzyme.</p>
<p>To determine the <italic>k</italic>
<sub>cat</sub> and K<sub>M</sub> values, 200&#xa0;&#x3bc;l reaction was performed in 96-well plates using purified enzymes. The reactivity was confirmed at 45&#xb0;C by increasing Arg concentrations from 0.5 to 20&#xa0;mM in pH 8.0 potassium phosphate buffer. <italic>k</italic>
<sub>cat</sub> and K<sub>M</sub> were calculated with the nonlinear regression analysis of the Michaelis-Menten equation by GraphPad Prism 7 (<ext-link ext-link-type="uri" xlink:href="https://www.graphpad.com/">https://www.graphpad.com/</ext-link>scientific-software/prism/) software.</p>
<p>To determine enzyme activity at various pH, a reaction solution was obtained using the following 60&#xa0;mM buffers: sodium citrate (pH 5.0&#x2013;6.0); sodium phosphate (pH 7.0&#x2013;8.0); and Tris-HCl (pH 8.8). 30&#x20;mM&#xa0;L-Arg, 0.1&#xa0;mM PLP, and 7.5&#xa0;&#x3bc;g of purified enzyme were added to the reaction mixture. Enzyme activity was measured using&#x20;HPLC.</p>
</sec>
<sec id="s2-7">
<title>Batch Reaction for Agmatine Production</title>
<p>To compare agmatine production over time, 150&#xa0;&#x3bc;g of the purified enzyme was added to the 500&#xa0;&#x3bc;l reaction mixture of 100&#xa0;mM Arg and 0.2&#xa0;mM PLP. Reactions were carried out at 45&#xb0;C and quantitated by HPLC after certain time intervals. All the reactions were done in triplicate.</p>
</sec>
<sec id="s2-8">
<title>Analysis of Substrate and Products</title>
<p>Quantitative analysis of Arg and agmatine was performed using Younglin HPLC system with IonoSpher 5&#xa0;C, G100x3 Column (Agilent, United&#x20;States). The flow rate of eluant consisting of 0.6&#xa0;g&#xa0;L<sup>&#x2212;1</sup> citrate, 4&#xa0;g&#xa0;L<sup>&#x2212;1</sup> tartaric acid, 1.4&#xa0;g&#xa0;L<sup>&#x2212;1</sup> ethylene diamine, 5% methanol in 95% water was 0.9&#xa0;ml&#xa0;min<sup>&#x2212;1</sup> at 40&#xb0;C. Refractive index (RI) detection was used for the detection of substrate and product. Retention times for Arg and agmatine were 1.5 and 4.1&#xa0;min, respectively.</p>
</sec>
<sec id="s2-9">
<title>Molecular Modeling Studies</title>
<p>The ADC mutants were modeled by introducing the mutant residues into the reported wild-type structure (PDB 2VYC) using SWISS-MODEL (<xref ref-type="bibr" rid="B6">Bordoli et&#x20;al., 2009</xref>). The template and W16C/D43C/I258A ADC mutant had three amino acid differences, resulting in a sequence identity of nearly 100%. The docking model of substrate Arg into the ADC active site was generated around 5&#xa0;&#xc5; of the PLP site using AutoDock Vina 1.1.2 (<xref ref-type="bibr" rid="B45">Trott and Olson, 2010</xref>).</p>
</sec>
</sec>
<sec sec-type="results" id="s3">
<title>Results</title>
<sec id="s3-1">
<title>Design and Selection of ADC<italic>es</italic> Disulfide Bridge Variants</title>
<p>ADC<italic>es</italic> have been reported to be activated depending on pH due to its conformation changes (<xref ref-type="bibr" rid="B2">Andrell et&#x20;al., 2009</xref>). To confirm the pH dependent activity of ADC<italic>es</italic>, the specific activity was measured in a pH range between 5.0 and 8.0. The highest specific activity of the ADC<italic>es</italic> was observed at pH 5.0, and the activity decreased sharply when the pH increased. Little activity remaining at pH above 7.0, which is in good agreement with the reported activity profile (<xref ref-type="bibr" rid="B23">Kanjee et&#x20;al., 2011</xref>) (<xref ref-type="sec" rid="s11">Supplementary Figure&#x20;S1</xref>).</p>
<p>To rationally create a focused, smart library for selecting ADC<italic>es</italic> mutants with enhanced structural stability at alkaline pH, insertion of disulfide bonds at the decameric interface was attempted. A web-based tool, &#x201c;Disulfide by Design (DbD) v2.12&#x201d;, was used for <italic>in silico</italic> design of new disulfide bridges using the 3D structure of ADC<italic>es</italic> (PDB 2VYC). The computational algorithm predicted the distance between the two C<sub>&#x3b2;</sub>s of a Cys pair when a particular target residue is mutated to cysteine (Cys) and verified possible disulfide bonds (<xref ref-type="bibr" rid="B14">Craig and Dombkowski, 2013</xref>). Out of 83 disulfide pair candidates, five pairs were situated on the decamer interface region. Among the five putative disulfide bond pairs, we narrowed down the putative mutation targets to the residues involved in the pentameric inner ring formation. Thus, the <italic>N</italic>-terminal wing domain interface in helix &#x3b1;&#x2032; 1 and helix &#x3b1;&#x2032; 2 regions were selected and counted as &#x2018;hot-spot&#x2019; (<xref ref-type="bibr" rid="B2">Andrell et&#x20;al., 2009</xref>) (<xref ref-type="fig" rid="F2">Figure&#x20;2A</xref>). From the two putative disulfide pair candidates in the hot-spot regions, W16C was predicted to form a disulfide bond with D42C or D43C, respectively. W16 is located in helix &#x3b1;&#x2032; 1, whereas D42 and D43 residues are in helix &#x3b1;&#x2032; 2 of another homodimer subunit (<xref ref-type="fig" rid="F2">Figure&#x20;2B</xref>). To examine the activity and stability changes of ADC<italic>es</italic> through Cys substitution, two mutants were generated: W16C/D42C and W16C/D43C.</p>
<fig id="F2" position="float">
<label>FIGURE 2</label>
<caption>
<p>Proposed disulfide bridges in the interface of ADC<italic>es</italic>. <bold>(A)</bold> The potential residue pairs for disulfide formation from DbD V1.20. Out of the five predicted pairs located in the decamer interface, only two pairs are in the &#x201c;hot-spot&#x201d;, the intrinsic interface only for decameric structures. <bold>(B)</bold> The &#x201c;hot-spot&#x201d; decameric interface region of ADC<italic>es</italic> (PDB 2VYC). The basic unit of ADC<italic>es</italic> is composed of five homodimers that combine as a decamer. To define the monomers, monomer A is colored in red and monomer B is colored in blue. The green structure represents the other monomers in the pentameric ring among the decameric monomers. There were two disulfide bond pairs predicted in the interface. W16 in helix &#x3b1;&#x2032; 1 in monomer B was predicted to form a disulfide bond with D42 and D43 in helix &#x3b1;&#x2032; 2 in monomer A, respectively.</p>
</caption>
<graphic xlink:href="fctls-01-774512-g002.tif"/>
</fig>
<p>The enzyme activities of the two resulting mutants were measured at pH 8.0 using their cell extracts. As given in <xref ref-type="sec" rid="s11">Supplementary Figure S2</xref>, the relative activities of the variants were measured using ADC<italic>es</italic> activity as control. Among the two mutants examined, only W16C/D43C mutation was active towards the substrate. When protein expression levels were compared, the protein expression level of the W16C/D42C mutant was similar to that of the wild-type, but this mutant lost activity (<xref ref-type="sec" rid="s11">Supplementary Figure S3</xref>); thus, only W16C/D43C mutant was chosen for further enzyme characterization.</p>
</sec>
<sec id="s3-2">
<title>Enzymatic Activity of Purified W16C/D43C Mutant at Alkaline pHs</title>
<p>To better understand and precisely compare the W16C/D43C mutant activity, enzyme reactions were conducted in different alkaline pH buffers using the purified enzymes. At pH 8.0, the specific activity of ADC<italic>es</italic> and W16C/D43C mutant were 3.01&#x20;&#xb1; 0.10 and 6.28&#x20;&#xb1; 0.12&#xa0;&#x3bc;mol/min/mg, respectively, whereas at pH 8.8, the specific activity of ADC<italic>es</italic> and W16C/D43C mutant were 2.73&#x20;&#xb1; 0.11 and 5.05&#x20;&#xb1; 0.6&#xa0;&#x3bc;mol/min/mg, respectively. One thing to note is that W16C/D43C mutant showed almost two-fold enhanced specific activity (i.e.,&#x20;2.1 and 1.9 folds at pH 8.0 and 8.8, respectively) at alkaline conditions compared to the wild-type (<xref ref-type="fig" rid="F3">Figure&#x20;3</xref>). The purified enzyme reaction at pH 8.0 showed higher activity enhancement than the cell extract (<xref ref-type="sec" rid="s11">Supplementary Figure&#x20;S2</xref>).</p>
<fig id="F3" position="float">
<label>FIGURE 3</label>
<caption>
<p>Specific activity of ADC<italic>es</italic> and W16C/D43C in alkaline pH. Each purified enzyme was tested against 30&#xa0;mM concentration Arg. Values are expressed as&#x20;&#x3bc;mol per min per mg of purified enzyme. Experimental points represent mean values of triple replicates. Error bars represent the standard deviations.</p>
</caption>
<graphic xlink:href="fctls-01-774512-g003.tif"/>
</fig>
</sec>
<sec id="s3-3">
<title>Determination of the Thermostability of ADC<italic>es</italic> Variants</title>
<p>The thermostability of wild-type and W16C/D43C was compared by incubating the purified enzymes at 60&#xb0;C, as explained in the <italic>Material and Methods</italic> section. To examine the thermostability at different pH, the samples were incubated at pH 5.6 (<xref ref-type="fig" rid="F4">Figure&#x20;4A</xref>) and pH 8.0 (<xref ref-type="fig" rid="F4">Figure&#x20;4B</xref>), respectively. The wild-type activity dropped to almost zero within 10&#xa0;min at both pH 5.6 and 8.0 conditions; However, W16C/D43C maintained activity compared to wild-type at both pHs. When the enzymes were heated at pH 5.6, W16C/D43C was exceptionally stable, and nearly 97% of the initial activity remained after 10&#xa0;min incubation. The dramatic thermostability enhancement was calculated by the half-life (<italic>t</italic>
<sub>
<italic>1/2-pH5.6</italic>
</sub>) as shown in <xref ref-type="sec" rid="s11">Supplementary Figure S4a</xref>. The <italic>t</italic>
<sub>
<italic>1/2-pH5.6</italic>
</sub> of W16C/D43C mutant was 2100&#xa0;min, 1050-fold as that of ADC<italic>es</italic> at 60&#xb0;C. In the case of pH 8.0 (<xref ref-type="sec" rid="s11">Supplementary Figure S4b</xref>), the <italic>t</italic>
<sub>
<italic>1/2-pH8.0</italic>
</sub> of W16C/D43C mutant was 560&#xa0;min, almost 280-fold as that of the wild-type indicating that the dramatic thermostability enhancement of W16C/D43C mutant was maintained under both acidic and alkaline conditions.</p>
<fig id="F4" position="float">
<label>FIGURE 4</label>
<caption>
<p>Thermal stability of W16C/D43C mutant compared to ADC<italic>es</italic>. The half-life of W16C/D43C mutant was compared to that of ADC<italic>es</italic> by incubating the purified samples at 60&#xb0;C and measuring the remaining activity. The samples were respectively incubated at <bold>(A)</bold> pH5.6 using 50&#xa0;mM citric buffer and <bold>(B)</bold> pH 8.0 using 50&#xa0;mM sodium phosphate buffer. <bold>(C)</bold> To determine <italic>T</italic>
<sub>
<italic>50</italic>
</sub>, the remaining enzyme activities were measured after the enzyme variants were incubated from 33&#xb0;C to 65&#xb0;C for 1&#xa0;h. The <italic>closed circle</italic> represents ADC<italic>es</italic>, and the <italic>open circle</italic> represents W16C/D43C. Experimental points represent mean values of triplicate measurements. Error bars represent the standard deviations.</p>
</caption>
<graphic xlink:href="fctls-01-774512-g004.tif"/>
</fig>
<p>
<italic>T</italic>
<sub>
<italic>50,</italic>
</sub> the temperature at which any enzyme loses 50% of its activity after 1&#xa0;h incubation, was also measured (<xref ref-type="fig" rid="F4">Figure&#x20;4C</xref>), and the W16C/D43C mutant displayed 12.7&#x20;&#xb1; 3.2&#xb0;C higher <italic>T</italic>
<sub>
<italic>50</italic>
</sub> than ADC<italic>es</italic>. All of the examined thermostability values were summarized in <xref ref-type="table" rid="T1">Table&#x20;1</xref>, verifying that the disulfide bond mutation substantially enhanced the ADC&#x2019;s stability.</p>
<table-wrap id="T1" position="float">
<label>TABLE 1</label>
<caption>
<p>Thermal parameters of the ADC variant.</p>
</caption>
<table>
<thead valign="top">
<tr>
<th align="left">Variants</th>
<th align="center">
<italic>T</italic>
<sub>
<italic>50</italic>
</sub> [&#xba;C]</th>
<th align="center">
<italic>t</italic>
<sub>
<italic>1/2-pH5.6</italic>
</sub> (min)<xref ref-type="table-fn" rid="Tfn1">
<sup>a</sup>
</xref>
</th>
<th align="center">
<italic>t</italic>
<sub>
<italic>1/2-pH8.0</italic>
</sub> (min)<xref ref-type="table-fn" rid="Tfn2">
<sup>b</sup>
</xref>
</th>
</tr>
</thead>
<tbody valign="top">
<tr>
<td align="left">Wild-type</td>
<td align="char" char="plusmn">45.9&#x20;&#xb1; 4.37</td>
<td align="char" char=".">2.01</td>
<td align="char" char=".">2.01</td>
</tr>
<tr>
<td align="left">W16C/D43C</td>
<td align="char" char="plusmn">58.6&#x20;&#xb1; 1.16</td>
<td align="char" char=".">2111</td>
<td align="char" char=".">561</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<fn id="Tfn1">
<label>a</label>
<p>t<sub>(1/2)</sub> &#x3d;(ln2/k<sub>d</sub>), K<sub>d</sub> (first-order rate constant of inactivation) was determined based on <xref ref-type="sec" rid="s11">Supplementary Figure S4a</xref> after incubating the samples at pH 5.6 (60&#xb0;C).</p>
</fn>
<fn id="Tfn2">
<label>b</label>
<p>t<sub>(1/2)</sub> &#x3d;(ln2/k<sub>d</sub>), K<sub>d</sub> (first-order rate constant of inactivation) was determined based on <xref ref-type="sec" rid="s11">Supplementary Figure S4b</xref> after incubating the samples at pH 8.0 (60&#xb0;C).</p>
</fn>
</table-wrap-foot>
</table-wrap>
</sec>
<sec id="s3-4">
<title>Site-Saturation Mutagenesis in the Active Site Residues</title>
<p>In order to further increase the activity of W16C/D43C disulfide bond mutant, single SSMs at the active site residues of ADC<italic>es</italic> were subsequently performed. Candidate residues for mutagenesis were selected based on ADC<italic>es</italic> -Arg docking simulations and the previously reported agmatine aldimine structure at ADC<italic>es</italic> active site (<xref ref-type="bibr" rid="B2">Andrell et&#x20;al., 2009</xref>). Among the residues directly contacting the cofactor PLP or the substrate Arg, the residues interacting with the phosphate group of PLP and carboxylic group of Arg were carefully examined. Among 13 residues, seven residues near the phosphate group of PLP and six residues near the carboxylic group of Arg were chosen (<xref ref-type="fig" rid="F5">Figure&#x20;5A</xref>). To minimize the experiments for SSM, alanine scanning was performed in these residues before SSM. When the corresponding amino acids of the selected residues were substituted to Ala, only the two mutants, C254A and I258A, maintained more than 60% of their original activities towards Arg (<xref ref-type="fig" rid="F5">Figures 5B,C</xref>). The activity loss of most of Ala substituted mutants was somewhat expected because the examined residues were highly conserved based on the conservation analysis using HotSpot Wizard 2.0 (<xref ref-type="bibr" rid="B4">Bendl et&#x20;al., 2016</xref>) (<xref ref-type="fig" rid="F5">Figure&#x20;5A</xref>).</p>
<fig id="F5" position="float">
<label>FIGURE 5</label>
<caption>
<p>
<bold>(A)</bold> Schematic diagram showing the interactions stabilizing PLP in the active site of ADC<italic>es</italic> (PDB2VYC). The thick grey line shows the pocket interacting with the substrate Arg. The degree of conservation is indicated by different colors and is based on the result of HotSpot Wizard. Relative activities of alanine-substituted mutant enzymes for ADC<italic>es</italic> residues interacting with the <bold>(B)</bold> phosphate group of PLP and <bold>(C)</bold> carboxylic group of Arg.</p>
</caption>
<graphic xlink:href="fctls-01-774512-g005.tif"/>
</fig>
<p>C254 and I258 were subjected to SSM using the disulfide bond mutant (W16C/D43C) template. Degenerate NNK codons were used for the library construction, and at least 172 mutant clones were examined to ensure a mutation coverage of 95% or more for a single SSM (<xref ref-type="bibr" rid="B30">Nov 2013</xref>). 200 colonies were selected from each residue library from the agar plates, and, in total, 400 clone activities were compared through whole-cell cultures in 96 well plates at pH 8.0. Among the mutants, 12 colonies with higher activity than the template W16C/D43C were identified. However, only one mutant displayed more than 1.4-fold increased activity, and its mutation site was identified as W16C/D43C/I258A. Interestingly, the best mutant from the SSM library at position I258 was the same mutant created by alanine scanning.</p>
</sec>
<sec id="s3-5">
<title>Characterization of ADC<italic>es</italic> Variants</title>
<p>To investigate the mutational effect on the kinetic values<bold>,</bold> the kinetic parameters of W16C/D43C, I258A, and the final mutant W16C/D43C/I258A of ADC were determined after purification at pH 8.0, as shown in <xref ref-type="table" rid="T2">Table&#x20;2</xref>. Compared with ADC<italic>es</italic>, all the three variants displayed an increase in <italic>k</italic>
<sub>cat</sub> and a decrease in <italic>K</italic>
<sub>M</sub> value, resulting in enhanced catalytic efficiency (<italic>k</italic>
<sub>cat</sub>
<italic>/K</italic>
<sub>M</sub>). In particular, the final mutant W16C/D43C/I258A showed enhanced <italic>k</italic>
<sub>cat</sub> value for Arg (2.1 fold increase) and showed decreased K<sub>M</sub> value (2.0 fold decrease), resulting in a significant <italic>k</italic>
<sub>cat</sub>
<italic>/K</italic>
<sub>M</sub> value (4.4 fold increase) compared to that of the wild-type.</p>
<table-wrap id="T2" position="float">
<label>TABLE 2</label>
<caption>
<p>Kinetic parameters of ADC variants based on Michaelis-Menten equation.</p>
</caption>
<table>
<thead valign="top">
<tr>
<th align="left">Variants</th>
<th align="center">
<italic>K</italic>
<sub>M</sub> (mM)</th>
<th align="center">
<italic>k</italic>
<sub>cat</sub> (s<sup>&#x2212;1</sup>)</th>
<th align="center">
<italic>k</italic>
<sub>cat</sub>/<italic>K</italic>
<sub>M</sub> (s<sup>&#x2212;1</sup> mM<sup>&#x2212;1</sup>)</th>
</tr>
</thead>
<tbody valign="top">
<tr>
<td align="left">Wild- type</td>
<td align="char" char="plusmn">4.35&#x20;&#xb1; 0.30</td>
<td align="char" char="plusmn">1.03&#x20;&#xb1; 0.03</td>
<td align="char" char=".">0.24</td>
</tr>
<tr>
<td align="left">W16C/D43C</td>
<td align="char" char="plusmn">3.20&#x20;&#xb1; 0.30</td>
<td align="char" char="plusmn">2.23&#x20;&#xb1; 0.07</td>
<td align="char" char=".">0.70</td>
</tr>
<tr>
<td align="left">I258A</td>
<td align="char" char="plusmn">2.25&#x20;&#xb1; 0.35</td>
<td align="char" char="plusmn">1.81&#x20;&#xb1; 0.09</td>
<td align="char" char=".">0.81</td>
</tr>
<tr>
<td align="left">W16C/D43C/I258A</td>
<td align="char" char="plusmn">2.13&#x20;&#xb1; 0.51</td>
<td align="char" char="plusmn">2.19&#x20;&#xb1; 0.16</td>
<td align="char" char=".">1.03</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<fn>
<p>All enzyme assays were performed at 45&#xb0;C and pH 8.0 in potassium phosphate buffer. The results are presented as means&#x20;&#xb1; standard deviations for triplicates.</p>
</fn>
</table-wrap-foot>
</table-wrap>
<p>In order to confirm the influence of the additional active site mutation (W16C/D43C/I258A) on the disulfide mutant (W16C/D43C), the melting temperatures (<italic>Tm</italic>) of ADC<italic>es</italic> variants were measured using differential scanning fluorometry (DSF) (<xref ref-type="sec" rid="s11">Supplementary Figure S5</xref>). The disulfide bond W16C/D43C mutant exhibited 18&#xb0;C higher <italic>Tm</italic> than that of ADC<italic>es</italic>. However, I258A mutation alone harmed the stability of ADC<italic>es</italic> and displayed 2.4&#xb0;C lower <italic>Tm</italic> value. Nonetheless, when the single mutation (I258A) was combined with the disulfide mutation (W16C/D43C), the melting temperature of the final mutant (W16C/D43C/I258A) was 81.7&#x20;&#xb1; 0.01&#xb0;C, which was 16.0&#xb0;C higher than the wild-type. The final mutant W16C/D43C/I258A provided dramatic structural stability against the single I258A mutation.</p>
</sec>
<sec id="s3-6">
<title>Batch Reaction of ADC<italic>es</italic> Variants</title>
<p>Finally, the time course of agmatine production was monitored by HPLC with RI detector using the purified enzyme variants (150&#xa0;&#x3bc;g) together with 100&#xa0;mM Arg and 0.2&#xa0;mM PLP. The starting pH of the batch reaction for agmatine production using Arg monohydrochloride as substrate was ca. 6.7. As shown in <xref ref-type="fig" rid="F6">Figure&#x20;6</xref>, the examined three mutants were identified to be superior to ADC<italic>es</italic> in converting Arg into agmatine throughout the whole reaction. I258A and W16C/D43C/I258A mutants exhibited an initial conversion rate of up to 1.4- and 1.5-fold, respectively, within 20&#xa0;min compared to the wild type. In terms of the final yield, W16C/D43C and W16C/D43C/I258A mutants with the disulfide bond mutation showed 1.8- and 2-fold increases of agmatine yield compared to the wild-type within 5&#xa0;h, respectively. As a result, due to the improved stability and the activity, W16C/D43C/I258A mutant showed the highest agmatine yield, which is ca. 2-fold improvement (&#x3e;89% yield within 5&#xa0;h) in total compared to that of the wild-type (&#x3e;43% yield within 5&#xa0;h).</p>
<fig id="F6" position="float">
<label>FIGURE 6</label>
<caption>
<p>Time course agmatine production. Agmatine production was compared at 45&#xb0;C using the purified enzymes of ADC<italic>es</italic>, W16C/D43C, I258A, and W16C/D43C/I258A. The reaction mixture contained 100&#xa0;mM Arg, 0.2&#xa0;mM of PLP, and 150&#xa0;&#x3bc;g purified enzymes.</p>
</caption>
<graphic xlink:href="fctls-01-774512-g006.tif"/>
</fig>
</sec>
</sec>
<sec sec-type="discussion" id="s4">
<title>Discussion</title>
<p>Intracellular ADC<italic>es</italic> activate according to the acid stress response of <italic>E.&#x20;coli</italic> cells, and by its decarboxylation mechanism, consumes a proton in the cytoplasm. Consumption of the protons in acidic conditions allows the cells to maintain a neutral pH suitable for cell growth. However, ADC<italic>es</italic> are no longer active when the pH becomes neutral or alkaline. This phenomenon occurs to avoid excessive degradation of Arg in the cells (<xref ref-type="bibr" rid="B2">Andrell et&#x20;al., 2009</xref>). However, the acid response of ADC<italic>es</italic> causes problems when applied for industrial agmatine production because the pH increases rapidly due to the high concentration of substrate used in the reaction process.</p>
<p>ADC<italic>es</italic> belongs to the prokaryotic ornithine decarboxylase (pODC) subclass of Fold Type 1&#x20;PLP-dependent decarboxylase, composed of five domains: an <italic>N</italic>-terminal wing domain, linker domain, PLP-binding domain, the aspartate aminotransferase-like small domain followed by a <italic>C</italic>-terminal domain (<xref ref-type="bibr" rid="B2">Andrell et&#x20;al., 2009</xref>). The <italic>N</italic>-terminal wing domain is vital in creating the decamer structure. Through hydrogen bondings or electrostatic interactions in this domain, ADC<italic>es</italic> forms an active decamer from the inactive homodimers depending on the pH. In particular, the first two &#x3b1;-helices present in the ADC<italic>es</italic> wing domain are essential for creating the pentameric structure of the enzyme (<xref ref-type="bibr" rid="B2">Andrell et&#x20;al., 2009</xref>). Thus, these specific interface regions were selected to generate disulfide bridge mutants.</p>
<p>When creating SSM libraries, residues close to the active site and substrate-binding pocket were selected. We were particularly interested in the residues interacting with the phosphate group of cofactor PLP, which are essential in binding the ligand to PLP-dependent enzymes (<xref ref-type="bibr" rid="B15">Denesyuk et&#x20;al., 2002</xref>). The residues interacting with the phosphate group of PLP were examined primarily. Due to the extremely high conservation scores of the examined seven residues (<xref ref-type="fig" rid="F5">Figure&#x20;5A</xref>), all the Ala substituted mutants lost their original activities. According to a reported study of other amino acid decarboxylases, the carbon dioxide releasing process from the &#x3b1;-carbon of the substrate is the rate-limiting step of decarboxylation reactions (<xref ref-type="bibr" rid="B25">Kluger and Rathgeber, 2008</xref>); thus, the residues near the carboxyl group of Arg where its dynamic interaction occurs were selected for further Ala scanning. Although mutating the substrate interacting residues is very likely to reduce the original activity of the enzyme (<xref ref-type="bibr" rid="B44">Toscano et&#x20;al., 2007</xref>), interestingly enough, a mutant with improved activity was discovered.</p>
<p>A few reports analyzed ADC catalytic efficiency from various origins. In one of the studies, the ADC from G. <italic>forsetii</italic> was evaluated after analyzing the phylogenetic distribution of various forms of ADC (<xref ref-type="bibr" rid="B8">Burrell et&#x20;al., 2010</xref>). The <italic>k</italic>
<sub>cat</sub>
<italic>/K</italic>
<sub>M</sub> value of the G. <italic>forsetii</italic> ADC at pH 8.5 was 0.22 mM-1s-1. Considering that the mutant W16C/D43C/I258A in this study exhibited a value of 1.03 mM-1s-1&#x20;<italic>k</italic>
<sub>cat</sub>
<italic>/K</italic>
<sub>M</sub> at pH 8.0, it is not easy to compare the activities accurately because of the slightly different alkaline pH conditions used for the evaluation. However, roughly speaking, our final W16C/D43C/I258A mutant is approximately 4.7-fold more active than the <italic>G. forsetii</italic> ADC at alkaline conditions. From another recent study, the catalytic efficiency of ADC from <italic>Shewanella algae</italic> was characterized (<xref ref-type="bibr" rid="B32">Pei et&#x20;al., 2021</xref>). Even though the <italic>k</italic>
<sub>cat</sub> (12.62&#x20;&#xb1; 0.68&#xa0;s<sup>&#x2212;1</sup>) for this variant was comparatively high, because of its high <italic>K</italic>
<sub>M</sub> (14.55&#x20;&#xb1; 1.45&#xa0;mM), when the overall <italic>k</italic>
<sub>cat</sub>
<italic>/K</italic>
<sub>M</sub> value was compared to the final W16C/D43C/I258A mutant of this study it had lower catalytic efficiency. Compared with the papers reported so far, the W16C/D43C/I258A mutant developed in our article has higher catalytic activity at alkaline&#x20;pH.</p>
<p>The increased activity of the W16C/D43C/I258A mutant showed that the catalytic activity of an enzyme could be improved by subtle changes in the amino acid side chains, as reported (<xref ref-type="bibr" rid="B42">Taylor and Vaisman, 2010</xref>). To better understand the cause of increased activity, the structure of the final mutant W16C/D43C/I258A was modeled and compared with that of the wild type (<xref ref-type="fig" rid="F7">Figure&#x20;7</xref>). For ADC<italic>es</italic>, the distance between the sec-butyl side chain of I258 and the C<sub>&#x3b1;</sub> atom of Arg and the distance between the sec-butyl side chain of I258 and the guanidino group of Arg were determined as 9.6&#xa0;&#xc5; and 6.3&#xa0;&#xc5;, respectively. On the other hand, in the W16C/D43C/I258A mutant case, the distances were identified as 10.1&#xa0;&#xc5; and 7.1&#xa0;&#xc5;, respectively. Based on the protein modeling results of the I258A mutant, when the bulky hydrophobic side chain of Ile was replaced with the more diminutive amino acid Ala, this may have minimized the steric hindrance, thus improving substrate binding to the active site. However, it is difficult to explain the affinity change due to the long structural distance between the substrate Arg and the Ala of I258A amino acid residue (&#x3e;6&#xa0;&#xc5;) when docking simulation is performed. Therefore, the docking simulation result cannot suggest the exact cause of the productivity improvement due to the interaction change caused by the mutation of the enzyme. If the protein structure of the W16C/D43C/I258A mutation is resolved through further studies, a more accurate explanation will be possible. Further studies such as molecular dynamics simulations could also explain the cause of <italic>k</italic>
<sub>cat</sub> increase and <italic>K</italic>
<sub>M</sub> decrease in the mutant.</p>
<fig id="F7" position="float">
<label>FIGURE 7</label>
<caption>
<p>Structural comparison of active sites of ADC<italic>es</italic> (left) and W16C/D43C/I258A mutant (right). Arg is placed in the active site through simulation. I258 in ADC<italic>es</italic> and the Ala in I258A mutant are shown in yellow and red, respectively.</p>
</caption>
<graphic xlink:href="fctls-01-774512-g007.tif"/>
</fig>
<p>The starting pH of the batch reaction for agmatine production using Arg monohydrochloride as substrate was ca. 6.7. After 5&#xa0;h, the pH of the reaction mixture using the ADC<italic>es</italic> reached around 8.1, whereas the mutant reached near 8.4. The higher final pH of the reaction using the mutant indicates that the W16C/D43C/I258A mutant&#x2019;s reaction consumes more protons which means more agmatine was produced than the wild-type at alkaline conditions. The stability enhancement of the enzyme could be advantageous in the process development of agmatine production. Although the water solubility of Arg is high at 20&#xb0;C, i.e.,&#x20;149&#xa0;g/L, the substrate solubility could be further increased at a higher temperature, and more significant amounts of agmatine production could be achieved using the mutant.</p>
</sec>
<sec sec-type="conclusion" id="s5">
<title>Conclusion</title>
<p>In conclusion, we rationally selected mutational target sites of ADC<italic>es</italic> for disulfide bond formation based on its PDB structure (2VYC). We chose the best performers by creating smart, focused libraries with SSM. Protein-ligand docking simulations for this mutant showed that when the hydrophobic side chain of Ile at position 258 was replaced by the smaller amino acid Ala, the space of the active site to which the substrate binds was expanded. Due to the enhanced activity and stability at alkaline pH, the final mutant W16C/D43C/I258A showed better agmatine production throughout the reaction than the wild-type.</p>
</sec>
</body>
<back>
<sec id="s6">
<title>Data Availability Statement</title>
<p>The datasets presented in this study can be found in online repositories. The names of the repository/repositories and accession number(s) can be found in the article/<xref ref-type="sec" rid="s11">Supplementary Material</xref>.</p>
</sec>
<sec id="s7">
<title>Author Contributions</title>
<p>All authors contributed to the conception and the main idea of the work. EH drafted the main text, figures, and tables. B-GK supervised the work and provided the comments and additional scientific information. S-GL and HY also reviewed and revised the text. All authors read and approved the final version of the work to be published.</p>
</sec>
<sec id="s8">
<title>Funding</title>
<p>This research was supported by Basic Science Research Program through the National Research Foundation of Korea (NRF) funded by the Ministry of Education (NRF-2018R1A6A3A01012771) and (NRF-2019R1I1A1A01059843). This work was supported by the Korea Medical Device Development Fund grant funded by the Korea government (the Ministry of Science and ICT, the Ministry of Trade, Industry and Energy, the Ministry of Health &#x26; Welfare, the Ministry of Food and Drug Safety) (Project Number: KMDF_PR_20200901_0151). This work was supported by the Korea Medical Device Development Fund grant funded by the Korea government (the Ministry of Science and ICT, the Ministry of Trade, Industry and Energy, the Ministry of Health &#x26; Welfare, the Ministry of Food and Drug Safety) (Project Number: KMDF_PR_21A0301L1-11). The Institute of Engineering Research at Seoul National University provided research facilities for this work.</p>
</sec>
<sec sec-type="COI-statement" id="s9">
<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="s10">
<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="s11">
<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/fctls.2021.774512/full#supplementary-material">https://www.frontiersin.org/articles/10.3389/fctls.2021.774512/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>
<ref-list>
<title>References</title>
<ref id="B1">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Aglawe</surname>
<given-names>M. M.</given-names>
</name>
<name>
<surname>Kale</surname>
<given-names>M. B.</given-names>
</name>
<name>
<surname>Rahangdale</surname>
<given-names>S. R.</given-names>
</name>
<name>
<surname>Kotagale</surname>
<given-names>N. R.</given-names>
</name>
<name>
<surname>Umekar</surname>
<given-names>M. J.</given-names>
</name>
<name>
<surname>Taksande</surname>
<given-names>B. G.</given-names>
</name>
</person-group> (<year>2021</year>). <article-title>Agmatine Improves the Behavioral and Cognitive Impairments Associated with Chronic Gestational Ethanol Exposure in Rats</article-title>. <source>Brain Res. Bull.</source> <volume>167</volume>, <fpage>37</fpage>&#x2013;<lpage>47</lpage>. <pub-id pub-id-type="doi">10.1016/j.brainresbull.2020.11.015</pub-id> </citation>
</ref>
<ref id="B2">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Andr&#xe9;ll</surname>
<given-names>J.</given-names>
</name>
<name>
<surname>Hicks</surname>
<given-names>M. G.</given-names>
</name>
<name>
<surname>Palmer</surname>
<given-names>T.</given-names>
</name>
<name>
<surname>Carpenter</surname>
<given-names>E. P.</given-names>
</name>
<name>
<surname>Iwata</surname>
<given-names>S.</given-names>
</name>
<name>
<surname>Maher</surname>
<given-names>M. J.</given-names>
</name>
</person-group> (<year>2009</year>). <article-title>Crystal Structure of the Acid-Induced Arginine Decarboxylase from <italic>Escherichia coli</italic>: Reversible Decamer Assembly Controls Enzyme Activity</article-title>. <source>Biochemistry</source> <volume>48</volume>, <fpage>3915</fpage>&#x2013;<lpage>3927</lpage>. <pub-id pub-id-type="doi">10.1021/bi900075d</pub-id> </citation>
</ref>
<ref id="B3">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Aricioglu</surname>
<given-names>F.</given-names>
</name>
<name>
<surname>Korcegez</surname>
<given-names>E.</given-names>
</name>
<name>
<surname>Bozkurt</surname>
<given-names>A.</given-names>
</name>
<name>
<surname>Ozyalcin</surname>
<given-names>S.</given-names>
</name>
</person-group> (<year>2003</year>). <article-title>Effect of Agmatine on Acute and Mononeuropathic Pain</article-title>. <source>Ann. N.Y Acad. Sci.</source> <volume>1009</volume>, <fpage>106</fpage>&#x2013;<lpage>115</lpage>. <pub-id pub-id-type="doi">10.1196/annals.1304.010</pub-id> </citation>
</ref>
<ref id="B4">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Bendl</surname>
<given-names>J.</given-names>
</name>
<name>
<surname>Stourac</surname>
<given-names>J.</given-names>
</name>
<name>
<surname>Sebestova</surname>
<given-names>E.</given-names>
</name>
<name>
<surname>Vavra</surname>
<given-names>O.</given-names>
</name>
<name>
<surname>Musil</surname>
<given-names>M.</given-names>
</name>
<name>
<surname>Brezovsky</surname>
<given-names>J.</given-names>
</name>
<etal/>
</person-group> (<year>2016</year>). <article-title>HotSpot Wizard 2.0: Automated Design of Site-Specific Mutations and Smart Libraries in Protein Engineering</article-title>. <source>Nucleic Acids Res.</source> <volume>44</volume>, <fpage>W479</fpage>&#x2013;<lpage>W487</lpage>. <pub-id pub-id-type="doi">10.1093/nar/gkw416</pub-id> </citation>
</ref>
<ref id="B5">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Blethen</surname>
<given-names>S. L.</given-names>
</name>
<name>
<surname>Boeker</surname>
<given-names>E. A.</given-names>
</name>
<name>
<surname>Snell</surname>
<given-names>E. E.</given-names>
</name>
</person-group> (<year>1968</year>). <article-title>Arginine Decarboxylase from <italic>Escherichia coli</italic>
</article-title>. <source>J.&#x20;Biol. Chem.</source> <volume>243</volume>, <fpage>1671</fpage>&#x2013;<lpage>1677</lpage>. <pub-id pub-id-type="doi">10.1016/s0021-9258(18)93498-8</pub-id> </citation>
</ref>
<ref id="B6">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Bordoli</surname>
<given-names>L.</given-names>
</name>
<name>
<surname>Kiefer</surname>
<given-names>F.</given-names>
</name>
<name>
<surname>Arnold</surname>
<given-names>K.</given-names>
</name>
<name>
<surname>Benkert</surname>
<given-names>P.</given-names>
</name>
<name>
<surname>Battey</surname>
<given-names>J.</given-names>
</name>
<name>
<surname>Schwede</surname>
<given-names>T.</given-names>
</name>
</person-group> (<year>2009</year>). <article-title>Protein Structure Homology Modeling Using SWISS-MODEL Workspace</article-title>. <source>Nat. Protoc.</source> <volume>4</volume>, <fpage>1</fpage>&#x2013;<lpage>13</lpage>. <pub-id pub-id-type="doi">10.1038/nprot.2008.197</pub-id> </citation>
</ref>
<ref id="B7">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Bornscheuer</surname>
<given-names>U. T.</given-names>
</name>
<name>
<surname>Pohl</surname>
<given-names>M.</given-names>
</name>
</person-group> (<year>2001</year>). <article-title>Improved Biocatalysts by Directed Evolution and Rational Protein Design</article-title>. <source>Curr. Opin. Chem. Biol.</source> <volume>5</volume>, <fpage>137</fpage>&#x2013;<lpage>143</lpage>. <pub-id pub-id-type="doi">10.1016/s1367-5931(00)00182-4</pub-id> </citation>
</ref>
<ref id="B8">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Burrell</surname>
<given-names>M.</given-names>
</name>
<name>
<surname>Hanfrey</surname>
<given-names>C. C.</given-names>
</name>
<name>
<surname>Murray</surname>
<given-names>E. J.</given-names>
</name>
<name>
<surname>Stanley-Wall</surname>
<given-names>N. R.</given-names>
</name>
<name>
<surname>Michael</surname>
<given-names>A. J.</given-names>
</name>
</person-group> (<year>2010</year>). <article-title>Evolution and Multiplicity of Arginine Decarboxylases in Polyamine Biosynthesis and Essential Role in Bacillus Subtilis Biofilm Formation</article-title>. <source>J.&#x20;Biol. Chem.</source> <volume>285</volume>, <fpage>39224</fpage>&#x2013;<lpage>39238</lpage>. <pub-id pub-id-type="doi">10.1074/jbc.m110.163154</pub-id> </citation>
</ref>
<ref id="B9">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Capitani</surname>
<given-names>G.</given-names>
</name>
<name>
<surname>De Biase</surname>
<given-names>D.</given-names>
</name>
<name>
<surname>Aurizi</surname>
<given-names>C.</given-names>
</name>
<name>
<surname>Gut</surname>
<given-names>H.</given-names>
</name>
<name>
<surname>Bossa</surname>
<given-names>F.</given-names>
</name>
<name>
<surname>Grutter</surname>
<given-names>M. G.</given-names>
</name>
</person-group> (<year>2003</year>). <article-title>Crystal Structure and Functional Analysis of <italic>Escherichia coli</italic> Glutamate Decarboxylase</article-title>. <source>EMBO J.</source> <volume>22</volume>, <fpage>4027</fpage>&#x2013;<lpage>4037</lpage>. <pub-id pub-id-type="doi">10.1093/emboj/cdg403</pub-id> </citation>
</ref>
<ref id="B10">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Chae</surname>
<given-names>T. U.</given-names>
</name>
<name>
<surname>Ahn</surname>
<given-names>J.&#x20;H.</given-names>
</name>
<name>
<surname>Ko</surname>
<given-names>Y.-S.</given-names>
</name>
<name>
<surname>Kim</surname>
<given-names>J.&#x20;W.</given-names>
</name>
<name>
<surname>Lee</surname>
<given-names>J.&#x20;A.</given-names>
</name>
<name>
<surname>Lee</surname>
<given-names>E. H.</given-names>
</name>
<etal/>
</person-group> (<year>2020</year>). <article-title>Metabolic Engineering for the Production of Dicarboxylic Acids and Diamines</article-title>. <source>Metab. Eng.</source> <volume>58</volume>, <fpage>2</fpage>&#x2013;<lpage>16</lpage>. <pub-id pub-id-type="doi">10.1016/j.ymben.2019.03.005</pub-id> </citation>
</ref>
<ref id="B11">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Choi</surname>
<given-names>H.</given-names>
</name>
<name>
<surname>Kyeong</surname>
<given-names>H.-H.</given-names>
</name>
<name>
<surname>Choi</surname>
<given-names>J.&#x20;M.</given-names>
</name>
<name>
<surname>Kim</surname>
<given-names>H.-S.</given-names>
</name>
</person-group> (<year>2014a</year>). <article-title>Rational Design of Ornithine Decarboxylase with High Catalytic Activity for the Production of Putrescine</article-title>. <source>Appl. Microbiol. Biotechnol.</source> <volume>98</volume>, <fpage>7483</fpage>&#x2013;<lpage>7490</lpage>. <pub-id pub-id-type="doi">10.1007/s00253-014-5669-8</pub-id> </citation>
</ref>
<ref id="B12">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Choi</surname>
<given-names>Y. H.</given-names>
</name>
<name>
<surname>Kim</surname>
<given-names>J.&#x20;H.</given-names>
</name>
<name>
<surname>Park</surname>
<given-names>J.&#x20;H.</given-names>
</name>
<name>
<surname>Lee</surname>
<given-names>N.</given-names>
</name>
<name>
<surname>Kim</surname>
<given-names>D.-H.</given-names>
</name>
<name>
<surname>Jang</surname>
<given-names>K.-S.</given-names>
</name>
<etal/>
</person-group> (<year>2014b</year>). <article-title>Protein Engineering of &#x3b1;2,3/2,6-Sialyltransferase to Improve the Yield and Productivity of <italic>In Vitro</italic> Sialyllactose Synthesis</article-title>. <source>Glycobiology</source> <volume>24</volume>, <fpage>159</fpage>&#x2013;<lpage>169</lpage>. <pub-id pub-id-type="doi">10.1093/glycob/cwt092</pub-id> </citation>
</ref>
<ref id="B13">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Choi</surname>
<given-names>Y. H.</given-names>
</name>
<name>
<surname>Kim</surname>
<given-names>J.&#x20;H.</given-names>
</name>
<name>
<surname>Park</surname>
<given-names>B. S.</given-names>
</name>
<name>
<surname>Kim</surname>
<given-names>B.-G.</given-names>
</name>
</person-group> (<year>2016</year>). <article-title>Solubilization and Iterative Saturation Mutagenesis of &#x3b1;1,3-Fucosyltransferase fromHelicobacter Pylorito Enhance its Catalytic Efficiency</article-title>. <source>Biotechnol. Bioeng.</source> <volume>113</volume>, <fpage>1666</fpage>&#x2013;<lpage>1675</lpage>. <pub-id pub-id-type="doi">10.1002/bit.25944</pub-id> </citation>
</ref>
<ref id="B14">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Craig</surname>
<given-names>D. B.</given-names>
</name>
<name>
<surname>Dombkowski</surname>
<given-names>A. A.</given-names>
</name>
</person-group> (<year>2013</year>). <article-title>Disulfide by Design 2.0: a Web-Based Tool for Disulfide Engineering in Proteins</article-title>. <source>BMC Bioinf.</source> <volume>14</volume>, <fpage>346</fpage>. <pub-id pub-id-type="doi">10.1186/1471-2105-14-346</pub-id> </citation>
</ref>
<ref id="B15">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Denesyuk</surname>
<given-names>A. I.</given-names>
</name>
<name>
<surname>Denessiouk</surname>
<given-names>K. A.</given-names>
</name>
<name>
<surname>Korpela</surname>
<given-names>T.</given-names>
</name>
<name>
<surname>Johnson</surname>
<given-names>M. S.</given-names>
</name>
</person-group> (<year>2002</year>). <article-title>Functional Attributes of the Phosphate Group Binding Cup of Pyridoxal Phosphate-dependent Enzymes</article-title>. <source>J.&#x20;Mol. Biol.</source> <volume>316</volume>, <fpage>155</fpage>&#x2013;<lpage>172</lpage>. <pub-id pub-id-type="doi">10.1006/jmbi.2001.5310</pub-id> </citation>
</ref>
<ref id="B16">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Guirard</surname>
<given-names>B. M.</given-names>
</name>
<name>
<surname>Snell</surname>
<given-names>E. E.</given-names>
</name>
</person-group> (<year>1980</year>). <article-title>Purification and Properties of Ornithine Decarboxylase from <italic>Lactobacillus</italic> Sp. 30a</article-title>. <source>J.&#x20;Biol. Chem.</source> <volume>255</volume>, <fpage>5960</fpage>&#x2013;<lpage>5964</lpage>. <pub-id pub-id-type="doi">10.1016/s0021-9258(19)70724-8</pub-id> </citation>
</ref>
<ref id="B17">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Haenisch</surname>
<given-names>B.</given-names>
</name>
<name>
<surname>B&#xf6;nisch</surname>
<given-names>H.</given-names>
</name>
<name>
<surname>Cichon</surname>
<given-names>S.</given-names>
</name>
<name>
<surname>Allam</surname>
<given-names>J.-P.</given-names>
</name>
<name>
<surname>Novak</surname>
<given-names>N.</given-names>
</name>
<name>
<surname>Molderings</surname>
<given-names>G. J.</given-names>
</name>
</person-group> (<year>2011</year>). <article-title>Effects of Exogenous Agmatine in Human Leukemia HMC-1 and HL-60 Cells on Proliferation, Polyamine Metabolism and Cell Cycle</article-title>. <source>Leuk. Res.</source> <volume>35</volume>, <fpage>1248</fpage>&#x2013;<lpage>1253</lpage>. <pub-id pub-id-type="doi">10.1016/j.leukres.2010.12.023</pub-id> </citation>
</ref>
<ref id="B18">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Hazes</surname>
<given-names>B.</given-names>
</name>
<name>
<surname>Dijkstra</surname>
<given-names>B. W.</given-names>
</name>
</person-group> (<year>1988</year>). <article-title>Model Building of Disulfide Bonds in Proteins with Known Three-Dimensional Structure</article-title>. <source>Protein Eng. Des. Sel.</source> <volume>2</volume>, <fpage>119</fpage>&#x2013;<lpage>125</lpage>. <pub-id pub-id-type="doi">10.1093/protein/2.2.119</pub-id> </citation>
</ref>
<ref id="B19">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Hong</surname>
<given-names>E. Y.</given-names>
</name>
<name>
<surname>Lee</surname>
<given-names>S. G.</given-names>
</name>
<name>
<surname>Park</surname>
<given-names>B. J.</given-names>
</name>
<name>
<surname>Lee</surname>
<given-names>J.&#x20;M.</given-names>
</name>
<name>
<surname>Yun</surname>
<given-names>H.</given-names>
</name>
<name>
<surname>Kim</surname>
<given-names>B. G.</given-names>
</name>
</person-group> (<year>2017</year>). <article-title>Simultaneously Enhancing the Stability and Catalytic Activity of Multimeric Lysine Decarboxylase CadA by Engineering Interface Regions for Enzymatic Production of Cadaverine at High Concentration of Lysine</article-title>. <source>Biotechnol. J.</source> <volume>12</volume>, <fpage>1700278</fpage>. <pub-id pub-id-type="doi">10.1002/biot.201700278</pub-id> </citation>
</ref>
<ref id="B20">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Hong</surname>
<given-names>E. Y.</given-names>
</name>
<name>
<surname>Kim</surname>
<given-names>J.&#x20;Y.</given-names>
</name>
<name>
<surname>Upadhyay</surname>
<given-names>R.</given-names>
</name>
<name>
<surname>Park</surname>
<given-names>B. J.</given-names>
</name>
<name>
<surname>Lee</surname>
<given-names>J.&#x20;M.</given-names>
</name>
<name>
<surname>Kim</surname>
<given-names>B.-G.</given-names>
</name>
</person-group> (<year>2018</year>). <article-title>Rational Engineering of Ornithine Decarboxylase with Greater Selectivity for Ornithine over Lysine through Protein Network Analysis</article-title>. <source>J.&#x20;Biotechnol.</source> <volume>281</volume>, <fpage>175</fpage>&#x2013;<lpage>182</lpage>. <pub-id pub-id-type="doi">10.1016/j.jbiotec.2018.07.020</pub-id> </citation>
</ref>
<ref id="B21">
<citation citation-type="book">
<person-group person-group-type="author">
<name>
<surname>Hong</surname>
<given-names>E. Y.</given-names>
</name>
</person-group> (<year>2017</year>). <source>Study on Diamine Production by Protein Engineering of Amino Acid Decarboxylases</source>. <publisher-name>Seoul National University</publisher-name>. <comment>Doctoral dissertation Doctoral dissertation</comment>. </citation>
</ref>
<ref id="B22">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Jung</surname>
<given-names>E.</given-names>
</name>
<name>
<surname>Park</surname>
<given-names>B. G.</given-names>
</name>
<name>
<surname>Yoo</surname>
<given-names>H.-W.</given-names>
</name>
<name>
<surname>Kim</surname>
<given-names>J.</given-names>
</name>
<name>
<surname>Choi</surname>
<given-names>K.-Y.</given-names>
</name>
<name>
<surname>Kim</surname>
<given-names>B.-G.</given-names>
</name>
</person-group> (<year>2018</year>). <article-title>Semi-rational Engineering of CYP153A35 to Enhance &#x3c9;-hydroxylation Activity toward Palmitic Acid</article-title>. <source>Appl. Microbiol. Biotechnol.</source> <volume>102</volume>, <fpage>269</fpage>&#x2013;<lpage>277</lpage>. <pub-id pub-id-type="doi">10.1007/s00253-017-8584-y</pub-id> </citation>
</ref>
<ref id="B23">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Kanjee</surname>
<given-names>U.</given-names>
</name>
<name>
<surname>Gutsche</surname>
<given-names>I.</given-names>
</name>
<name>
<surname>Ramachandran</surname>
<given-names>S.</given-names>
</name>
<name>
<surname>Houry</surname>
<given-names>W. A.</given-names>
</name>
</person-group> (<year>2011</year>). <article-title>The Enzymatic Activities of the <italic>Escherichia coli</italic> Basic Aliphatic Amino Acid Decarboxylases Exhibit a pH Zone of Inhibition</article-title>. <source>Biochemistry</source> <volume>50</volume>, <fpage>9388</fpage>&#x2013;<lpage>9398</lpage>. <pub-id pub-id-type="doi">10.1021/bi201161k</pub-id> </citation>
</ref>
<ref id="B24">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Keynan</surname>
<given-names>O.</given-names>
</name>
<name>
<surname>Mirovsky</surname>
<given-names>Y.</given-names>
</name>
<name>
<surname>Dekel</surname>
<given-names>S.</given-names>
</name>
<name>
<surname>Gilad</surname>
<given-names>V. H.</given-names>
</name>
<name>
<surname>Gilad</surname>
<given-names>G. M.</given-names>
</name>
</person-group> (<year>2010</year>). <article-title>Safety and Efficacy of Dietary Agmatine Sulfate in Lumbar Disc-Associated Radiculopathy. An Open-Label, Dose-Escalating Study Followed by a Randomized, Double-Blind, Placebo-Controlled Trial</article-title>. <source>Pain Med.</source> <volume>11</volume>, <fpage>356</fpage>&#x2013;<lpage>368</lpage>. <pub-id pub-id-type="doi">10.1111/j.1526-4637.2010.00808.x</pub-id> </citation>
</ref>
<ref id="B25">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Kluger</surname>
<given-names>R.</given-names>
</name>
<name>
<surname>Rathgeber</surname>
<given-names>S.</given-names>
</name>
</person-group> (<year>2008</year>). <article-title>Catalyzing Separation of Carbon Dioxide in Thiamin Diphosphate-Promoted Decarboxylation</article-title>. <source>FEBS J.</source> <volume>275</volume>, <fpage>6089</fpage>&#x2013;<lpage>6100</lpage>. <pub-id pub-id-type="doi">10.1111/j.1742-4658.2008.06739.x</pub-id> </citation>
</ref>
<ref id="B26">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Lee</surname>
<given-names>J.-H.</given-names>
</name>
<name>
<surname>Chung</surname>
<given-names>S.-W.</given-names>
</name>
<name>
<surname>Lee</surname>
<given-names>H.-J.</given-names>
</name>
<name>
<surname>Jang</surname>
<given-names>K.-S.</given-names>
</name>
<name>
<surname>Lee</surname>
<given-names>S.-G.</given-names>
</name>
<name>
<surname>Kim</surname>
<given-names>B.-G.</given-names>
</name>
</person-group> (<year>2010</year>). <article-title>Optimization of the Enzymatic One Pot Reaction for the Synthesis of Uridine 5&#x2032;-diphosphogalactose</article-title>. <source>Bioproc. Biosyst. Eng.</source> <volume>33</volume>, <fpage>71</fpage>&#x2013;<lpage>78</lpage>. <pub-id pub-id-type="doi">10.1007/s00449-009-0365-2</pub-id> </citation>
</ref>
<ref id="B27">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Morris</surname>
<given-names>D. R.</given-names>
</name>
<name>
<surname>Boeker</surname>
<given-names>E. A.</given-names>
</name>
</person-group> (<year>1983</year>). <article-title>[18] Biosynthetic and Biodegradative Ornithine and Arginine Decarboxylases from <italic>Escherichia coli</italic>
</article-title>. <source>Methods Enzymol.</source> <volume>94</volume>, <fpage>125</fpage>&#x2013;<lpage>134</lpage>. <pub-id pub-id-type="doi">10.1016/s0076-6879(83)94020-x</pub-id> </citation>
</ref>
<ref id="B28">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Neis</surname>
<given-names>V. B.</given-names>
</name>
<name>
<surname>Bettio</surname>
<given-names>L. E. B.</given-names>
</name>
<name>
<surname>Moretti</surname>
<given-names>M.</given-names>
</name>
<name>
<surname>Rosa</surname>
<given-names>P. B.</given-names>
</name>
<name>
<surname>Ribeiro</surname>
<given-names>C. M.</given-names>
</name>
<name>
<surname>Freitas</surname>
<given-names>A. E.</given-names>
</name>
<etal/>
</person-group> (<year>2016</year>). <article-title>Acute Agmatine Administration, Similar to Ketamine, Reverses Depressive-like Behavior Induced by Chronic Unpredictable Stress in Mice</article-title>. <source>Pharmacol. Biochem. Behav.</source> <volume>150-151</volume>, <fpage>108</fpage>&#x2013;<lpage>114</lpage>. <pub-id pub-id-type="doi">10.1016/j.pbb.2016.10.004</pub-id> </citation>
</ref>
<ref id="B29">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Niesen</surname>
<given-names>F. H.</given-names>
</name>
<name>
<surname>Berglund</surname>
<given-names>H.</given-names>
</name>
<name>
<surname>Vedadi</surname>
<given-names>M.</given-names>
</name>
</person-group> (<year>2007</year>). <article-title>The Use of Differential Scanning Fluorimetry to Detect Ligand Interactions that Promote Protein Stability</article-title>. <source>Nat. Protoc.</source> <volume>2</volume>, <fpage>2212</fpage>&#x2013;<lpage>2221</lpage>. <pub-id pub-id-type="doi">10.1038/nprot.2007.321</pub-id> </citation>
</ref>
<ref id="B30">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Nov</surname>
<given-names>Y.</given-names>
</name>
</person-group> (<year>2013</year>). <article-title>Fitness Loss and Library Size Determination in Saturation Mutagenesis</article-title>. <source>PLoS One</source> <volume>8</volume>, <fpage>e68069</fpage>. <pub-id pub-id-type="doi">10.1371/journal.pone.0068069</pub-id> </citation>
</ref>
<ref id="B31">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Ommati</surname>
<given-names>M. M.</given-names>
</name>
<name>
<surname>Farshad</surname>
<given-names>O.</given-names>
</name>
<name>
<surname>Mousavi</surname>
<given-names>K.</given-names>
</name>
<name>
<surname>Taghavi</surname>
<given-names>R.</given-names>
</name>
<name>
<surname>Farajvajari</surname>
<given-names>S.</given-names>
</name>
<name>
<surname>Azarpira</surname>
<given-names>N.</given-names>
</name>
<etal/>
</person-group> (<year>2020</year>). <article-title>Agmatine Alleviates Hepatic and Renal Injury in a Rat Model of Obstructive Jaundice</article-title>. <source>PharmaNutrition</source> <volume>13</volume>, <fpage>100212</fpage>. <pub-id pub-id-type="doi">10.1016/j.phanu.2020.100212</pub-id> </citation>
</ref>
<ref id="B32">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Pei</surname>
<given-names>X. D.</given-names>
</name>
<name>
<surname>Lu</surname>
<given-names>L. H.</given-names>
</name>
<name>
<surname>Yue</surname>
<given-names>S. Y.</given-names>
</name>
<name>
<surname>Li</surname>
<given-names>Y.</given-names>
</name>
<name>
<surname>Liu</surname>
<given-names>X. L.</given-names>
</name>
<name>
<surname>Li</surname>
<given-names>F.</given-names>
</name>
<etal/>
</person-group> (<year>2021</year>). <article-title>Characterization of a Novel Shewanella Algae Arginine Decarboxylase Expressed in <italic>Escherichia coli</italic>
</article-title>. <source>Mol. Biotechnol.</source> <pub-id pub-id-type="doi">10.1007/s12033-021-00397-6</pub-id> </citation>
</ref>
<ref id="B33">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Piletz</surname>
<given-names>J.&#x20;E.</given-names>
</name>
<name>
<surname>Aricioglu</surname>
<given-names>F.</given-names>
</name>
<name>
<surname>Cheng</surname>
<given-names>J.-T.</given-names>
</name>
<name>
<surname>Fairbanks</surname>
<given-names>C. A.</given-names>
</name>
<name>
<surname>Gilad</surname>
<given-names>V. H.</given-names>
</name>
<name>
<surname>Haenisch</surname>
<given-names>B.</given-names>
</name>
<etal/>
</person-group> (<year>2013</year>). <article-title>Agmatine: Clinical Applications after 100&#x20;Years in Translation</article-title>. <source>Drug Discov. Today</source> <volume>18</volume>, <fpage>880</fpage>&#x2013;<lpage>893</lpage>. <pub-id pub-id-type="doi">10.1016/j.drudis.2013.05.017</pub-id> </citation>
</ref>
<ref id="B34">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Porter</surname>
<given-names>J.&#x20;L.</given-names>
</name>
<name>
<surname>Rusli</surname>
<given-names>R. A.</given-names>
</name>
<name>
<surname>Ollis</surname>
<given-names>D. L.</given-names>
</name>
</person-group> (<year>2016</year>). <article-title>Directed Evolution of Enzymes for Industrial Biocatalysis</article-title>. <source>Chembiochem</source> <volume>17</volume>, <fpage>197</fpage>&#x2013;<lpage>203</lpage>. <pub-id pub-id-type="doi">10.1002/cbic.201500280</pub-id> </citation>
</ref>
<ref id="B35">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Rahangdale</surname>
<given-names>S.</given-names>
</name>
<name>
<surname>Fating</surname>
<given-names>R.</given-names>
</name>
<name>
<surname>Gajbhiye</surname>
<given-names>M.</given-names>
</name>
<name>
<surname>Kapse</surname>
<given-names>M.</given-names>
</name>
<name>
<surname>Inamdar</surname>
<given-names>N.</given-names>
</name>
<name>
<surname>Kotagale</surname>
<given-names>N.</given-names>
</name>
<etal/>
</person-group> (<year>2021</year>). <article-title>Involvement of Agmatine in Antidepressant-like Effect of HMG-CoA Reductase Inhibitors in Mice</article-title>. <source>Eur. J.&#x20;Pharmacol.</source> <volume>892</volume>, <fpage>173739</fpage>. <pub-id pub-id-type="doi">10.1016/j.ejphar.2020.173739</pub-id> </citation>
</ref>
<ref id="B36">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Reetz</surname>
<given-names>M. T.</given-names>
</name>
<name>
<surname>Carballeira</surname>
<given-names>J.&#x20;D.</given-names>
</name>
</person-group> (<year>2007</year>). <article-title>Iterative Saturation Mutagenesis (ISM) for Rapid Directed Evolution of Functional Enzymes</article-title>. <source>Nat. Protoc.</source> <volume>2</volume>, <fpage>891</fpage>&#x2013;<lpage>903</lpage>. <pub-id pub-id-type="doi">10.1038/nprot.2007.72</pub-id> </citation>
</ref>
<ref id="B37">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Roth</surname>
<given-names>B. L.</given-names>
</name>
<name>
<surname>Sheffler</surname>
<given-names>D. J.</given-names>
</name>
<name>
<surname>Kroeze</surname>
<given-names>W. K.</given-names>
</name>
</person-group> (<year>2004</year>). <article-title>Magic Shotguns versus Magic Bullets: Selectively Non-selective Drugs for Mood Disorders and Schizophrenia</article-title>. <source>Nat. Rev. Drug Discov.</source> <volume>3</volume>, <fpage>353</fpage>&#x2013;<lpage>359</lpage>. <pub-id pub-id-type="doi">10.1038/nrd1346</pub-id> </citation>
</ref>
<ref id="B38">
<citation citation-type="book">
<person-group person-group-type="author">
<name>
<surname>Sambrook</surname>
<given-names>J.</given-names>
</name>
<name>
<surname>Russell</surname>
<given-names>D. W.</given-names>
</name>
<name>
<surname>Sambrook</surname>
<given-names>J.</given-names>
</name>
</person-group> (<year>2006</year>). <source>The Condensed Protocols from Molecular Cloning : A Laboratory Manual</source>. <publisher-loc>Cold Spring Harbor, N.Y.</publisher-loc> <publisher-name>Cold Spring Harbor Laboratory Press</publisher-name>. </citation>
</ref>
<ref id="B39">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Song</surname>
<given-names>J.</given-names>
</name>
<name>
<surname>Hur</surname>
<given-names>B. E.</given-names>
</name>
<name>
<surname>Bokara</surname>
<given-names>K. K.</given-names>
</name>
<name>
<surname>Yang</surname>
<given-names>W.</given-names>
</name>
<name>
<surname>Cho</surname>
<given-names>H. J.</given-names>
</name>
<name>
<surname>Park</surname>
<given-names>K. A.</given-names>
</name>
<etal/>
</person-group> (<year>2014</year>). <article-title>Agmatine Improves Cognitive Dysfunction and Prevents Cell Death in a Streptozotocin-Induced Alzheimer Rat Model</article-title>. <source>Yonsei Med. J.</source> <volume>55</volume>, <fpage>689</fpage>&#x2013;<lpage>699</lpage>. <pub-id pub-id-type="doi">10.3349/ymj.2014.55.3.689</pub-id> </citation>
</ref>
<ref id="B40">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Sun</surname>
<given-names>X.</given-names>
</name>
<name>
<surname>Song</surname>
<given-names>W.</given-names>
</name>
<name>
<surname>Liu</surname>
<given-names>L.</given-names>
</name>
</person-group> (<year>2015</year>). <article-title>Enzymatic Production of Agmatine by Recombinant Arginine Decarboxylase</article-title>. <source>J.&#x20;Mol. Catal. B: Enzym.</source> <volume>121</volume>, <fpage>1</fpage>&#x2013;<lpage>8</lpage>. <pub-id pub-id-type="doi">10.1016/j.molcatb.2015.06.008</pub-id> </citation>
</ref>
<ref id="B41">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Sun</surname>
<given-names>Z.</given-names>
</name>
<name>
<surname>Lonsdale</surname>
<given-names>R.</given-names>
</name>
<name>
<surname>Wu</surname>
<given-names>L.</given-names>
</name>
<name>
<surname>Li</surname>
<given-names>G.</given-names>
</name>
<name>
<surname>Li</surname>
<given-names>A.</given-names>
</name>
<name>
<surname>Wang</surname>
<given-names>J.</given-names>
</name>
<etal/>
</person-group> (<year>2016</year>). <article-title>Structure-Guided Triple-Code Saturation Mutagenesis: Efficient Tuning of the Stereoselectivity of an Epoxide Hydrolase</article-title>. <source>ACS Catal.</source> <volume>6</volume>, <fpage>1590</fpage>&#x2013;<lpage>1597</lpage>. <pub-id pub-id-type="doi">10.1021/acscatal.5b02751</pub-id> </citation>
</ref>
<ref id="B42">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Taylor</surname>
<given-names>T. J.</given-names>
</name>
<name>
<surname>Vaisman</surname>
<given-names>I. I.</given-names>
</name>
</person-group> (<year>2010</year>). <article-title>Discrimination of Thermophilic and Mesophilic Proteins</article-title>. <source>BMC Struct. Biol.</source> <volume>10 Suppl 1</volume> (<issue>Suppl. 1</issue>), <fpage>S5</fpage>. <pub-id pub-id-type="doi">10.1186/1472-6807-10-S1-S5</pub-id> </citation>
</ref>
<ref id="B43">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Thu Ho</surname>
<given-names>N. A.</given-names>
</name>
<name>
<surname>Hou</surname>
<given-names>C. Y.</given-names>
</name>
<name>
<surname>Kim</surname>
<given-names>W. H.</given-names>
</name>
<name>
<surname>Kang</surname>
<given-names>T. J.</given-names>
</name>
</person-group> (<year>2013</year>). <article-title>Expanding the Active pH Range of <italic>Escherichia coli</italic> Glutamate Decarboxylase by Breaking the Cooperativeness</article-title>. <source>J.&#x20;Biosci. Bioeng.</source> <volume>115</volume>, <fpage>154</fpage>&#x2013;<lpage>158</lpage>. <pub-id pub-id-type="doi">10.1016/j.jbiosc.2012.09.002</pub-id> </citation>
</ref>
<ref id="B44">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Toscano</surname>
<given-names>M. D.</given-names>
</name>
<name>
<surname>Woycechowsky</surname>
<given-names>K. J.</given-names>
</name>
<name>
<surname>Hilvert</surname>
<given-names>D.</given-names>
</name>
</person-group> (<year>2007</year>). <article-title>Minimalist Active-Site Redesign: Teaching Old Enzymes New Tricks</article-title>. <source>Angew. Chem. Int. Ed.</source> <volume>46</volume>, <fpage>3212</fpage>&#x2013;<lpage>3236</lpage>. <pub-id pub-id-type="doi">10.1002/anie.200604205</pub-id> </citation>
</ref>
<ref id="B45">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Trott</surname>
<given-names>O.</given-names>
</name>
<name>
<surname>Olson</surname>
<given-names>A. J.</given-names>
</name>
</person-group> (<year>2010</year>). <article-title>AutoDock Vina: Improving the Speed and Accuracy of Docking with a New Scoring Function, Efficient Optimization, and Multithreading</article-title>. <source>J.&#x20;Comput. Chem.</source> <volume>31</volume>, <fpage>455</fpage>&#x2013;<lpage>461</lpage>. <pub-id pub-id-type="doi">10.1002/jcc.21334</pub-id> </citation>
</ref>
<ref id="B46">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Wade</surname>
<given-names>C. L.</given-names>
</name>
<name>
<surname>Eskridge</surname>
<given-names>L. L.</given-names>
</name>
<name>
<surname>Nguyen</surname>
<given-names>H. O. X.</given-names>
</name>
<name>
<surname>Kitto</surname>
<given-names>K. F.</given-names>
</name>
<name>
<surname>Stone</surname>
<given-names>L. S.</given-names>
</name>
<name>
<surname>Wilcox</surname>
<given-names>G.</given-names>
</name>
<etal/>
</person-group> (<year>2009</year>). <article-title>Immunoneutralization of Agmatine Sensitizes Mice to &#x3bc;-Opioid Receptor Tolerance</article-title>. <source>J.&#x20;Pharmacol. Exp. Ther.</source> <volume>331</volume>, <fpage>539</fpage>&#x2013;<lpage>546</lpage>. <pub-id pub-id-type="doi">10.1124/jpet.109.155424</pub-id> </citation>
</ref>
<ref id="B47">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Zomkowski</surname>
<given-names>A. D. E.</given-names>
</name>
<name>
<surname>Hammes</surname>
<given-names>L.</given-names>
</name>
<name>
<surname>Lin</surname>
<given-names>J.</given-names>
</name>
<name>
<surname>Calixto</surname>
<given-names>J.&#x20;B.</given-names>
</name>
<name>
<surname>Santos</surname>
<given-names>A. R. S.</given-names>
</name>
<name>
<surname>Rodrigues</surname>
<given-names>A. L. S.</given-names>
</name>
</person-group> (<year>2002</year>). <article-title>Agmatine Produces Antidepressant-Like Effects in Two Models of Depression in Mice</article-title>. <source>Neuroreport</source> <volume>13</volume>, <fpage>387</fpage>&#x2013;<lpage>391</lpage>. <pub-id pub-id-type="doi">10.1097/00001756-200203250-00005</pub-id> </citation>
</ref>
</ref-list>
</back>
</article>