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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">757953</article-id>
<article-id pub-id-type="doi">10.3389/fbioe.2021.757953</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>Construction of an Acetate Metabolic Pathway to Enhance Electron Generation of Engineered <italic>Shewanella oneidensis</italic>
</article-title>
<alt-title alt-title-type="left-running-head">Zhang et&#x20;al.</alt-title>
<alt-title alt-title-type="right-running-head">Engineering <italic>Shewanella</italic> Utilizes Acetate</alt-title>
</title-group>
<contrib-group>
<contrib contrib-type="author">
<name>
<surname>Zhang</surname>
<given-names>Junqi</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="fn" rid="fn1">
<sup>&#x2020;</sup>
</xref>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Chen</surname>
<given-names>Zheng</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="fn" rid="fn1">
<sup>&#x2020;</sup>
</xref>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Liu</surname>
<given-names>Changjiang</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="fn" rid="fn1">
<sup>&#x2020;</sup>
</xref>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Li</surname>
<given-names>Jianxun</given-names>
</name>
<xref ref-type="aff" rid="aff3">
<sup>3</sup>
</xref>
</contrib>
<contrib contrib-type="author">
<name>
<surname>An</surname>
<given-names>Xingjuan</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>Wu</surname>
<given-names>Deguang</given-names>
</name>
<xref ref-type="aff" rid="aff4">
<sup>4</sup>
</xref>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Sun</surname>
<given-names>Xi</given-names>
</name>
<xref ref-type="aff" rid="aff5">
<sup>5</sup>
</xref>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Zhang</surname>
<given-names>Baocai</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>Fu</surname>
<given-names>Longping</given-names>
</name>
<xref ref-type="aff" rid="aff6">
<sup>6</sup>
</xref>
</contrib>
<contrib contrib-type="author" corresp="yes">
<name>
<surname>Li</surname>
<given-names>Feng</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="corresp" rid="c001">&#x2a;</xref>
<uri xlink:href="https://loop.frontiersin.org/people/694406/overview"/>
</contrib>
<contrib contrib-type="author" corresp="yes">
<name>
<surname>Song</surname>
<given-names>Hao</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="corresp" rid="c001">&#x2a;</xref>
<uri xlink:href="https://loop.frontiersin.org/people/234551/overview"/>
</contrib>
</contrib-group>
<aff id="aff1">
<label>
<sup>1</sup>
</label>Frontier Science Center for Synthetic Biology and Key Laboratory of Systems Bioengineering (Ministry of Education), Tianjin University, <addr-line>Tianjin</addr-line>, <country>China</country>
</aff>
<aff id="aff2">
<label>
<sup>2</sup>
</label>Collaborative Innovation Center of Chemical Science and Engineering, School of Chemical Engineering and Technology, Tianjin University, <addr-line>Tianjin</addr-line>, <country>China</country>
</aff>
<aff id="aff3">
<label>
<sup>3</sup>
</label>Institute of Food Science and Technology, Chinese Academy of Agricultural Sciences, <addr-line>Beijing</addr-line>, <country>China</country>
</aff>
<aff id="aff4">
<label>
<sup>4</sup>
</label>Department of Brewing Engineering, Moutai Institute, <addr-line>Renhuai</addr-line>, <country>China</country>
</aff>
<aff id="aff5">
<label>
<sup>5</sup>
</label>College of Biological Engineering, Tianjin Agricultural University, <addr-line>Tianjin</addr-line>, <country>China</country>
</aff>
<aff id="aff6">
<label>
<sup>6</sup>
</label>College of Chemistry, Nankai University, <addr-line>Tianjin</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/463575/overview">Yuan Lu</ext-link>, Tsinghua 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/91409/overview">Manuel Porcar</ext-link>, University of Valencia, Spain</p>
<p>
<ext-link ext-link-type="uri" xlink:href="https://loop.frontiersin.org/people/192158/overview">Kengo Inoue</ext-link>, University of Miyazaki, Japan</p>
<p>
<ext-link ext-link-type="uri" xlink:href="https://loop.frontiersin.org/people/117343/overview">Bin Cao</ext-link>, Nanyang Technological University, Singapore</p>
</fn>
<corresp id="c001">&#x2a;Correspondence: Feng Li, <email>messilifeng@163.com</email>; Hao Song, <email>hsong@tju.edu.cn</email>
</corresp>
<fn fn-type="equal" id="fn1">
<label>
<sup>&#x2020;</sup>
</label>
<p>These authors have contributed equally to this&#x20;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>19</day>
<month>11</month>
<year>2021</year>
</pub-date>
<pub-date pub-type="collection">
<year>2021</year>
</pub-date>
<volume>9</volume>
<elocation-id>757953</elocation-id>
<history>
<date date-type="received">
<day>13</day>
<month>08</month>
<year>2021</year>
</date>
<date date-type="accepted">
<day>08</day>
<month>10</month>
<year>2021</year>
</date>
</history>
<permissions>
<copyright-statement>Copyright &#xa9; 2021 Zhang, Chen, Liu, Li, An, Wu, Sun, Zhang, Fu, Li and Song.</copyright-statement>
<copyright-year>2021</copyright-year>
<copyright-holder>Zhang, Chen, Liu, Li, An, Wu, Sun, Zhang, Fu, Li and Song</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>
<bold>Background:</bold> Microbial fuel cells (MFCs) are a novel bioelectrochemical devices that can use exoelectrogens as biocatalyst to convert various organic wastes into electricity. Among them, acetate, a major component of industrial biological wastewater and by-product of lignocellulose degradation, could release eight electrons per mole when completely degraded into CO<sub>2</sub> and H<sub>2</sub>O, which has been identified as a promising carbon source and electron donor. However, <italic>Shewanella oneidensis</italic> MR-1, a famous facultative anaerobic exoelectrogens, only preferentially uses lactate as carbon source and electron donor and could hardly metabolize acetate in MFCs, which greatly limited Coulombic efficiency of MFCs and the capacity of bio-catalysis.</p>
<p>
<bold>Results:</bold> Here, to enable acetate as the sole carbon source and electron donor for electricity production in <italic>S. oneidensis</italic>, we successfully constructed three engineered <italic>S. oneidensis</italic> (named AceU1, AceU2, and AceU3) by assembling the succinyl-CoA:acetate CoA-transferase (SCACT) metabolism pathways, including acetate coenzyme A transferase encoded by <italic>ato1</italic> and <italic>ato2</italic> gene from <italic>G. sulfurreducens</italic> and citrate synthase encoded by the <italic>gltA</italic> gene from <italic>S. oneidensis</italic>, which could successfully utilize acetate as carbon source under anaerobic and aerobic conditions. Then, biochemical characterizations showed the engineered strain AceU3 generated a maximum power density of 8.3&#x20;&#xb1; 1.2&#xa0;mW/m<sup>2</sup> with acetate as the sole electron donor in MFCs. In addition, when further using lactate as the electron donor, the maximum power density obtained by AceU3 was 51.1&#x20;&#xb1; 3.1&#xa0;mW/m<sup>2</sup>, which approximately 2.4-fold higher than that of wild type (WT). Besides, the Coulombic efficiency of AceU3 strain could reach 12.4% increased by 2.0-fold compared that of WT, which demonstrated that the engineered strain AceU3 can further utilize acetate as an electron donor to continuously generate electricity.</p>
<p>
<bold>Conclusion:</bold> In the present study, we first rationally designed <italic>S. oneidensis</italic> for enhancing the electron generation by using acetate as sole carbon source and electron donor. Based on synthetic biology strategies, modular assembly of acetate metabolic pathways could be further extended to other exoelectrogens to improve the Coulombic efficiency and broaden the spectrum of available carbon sources in MFCs for bioelectricity production.</p>
</abstract>
<kwd-group>
<kwd>acetate</kwd>
<kwd>microbial fuel cell</kwd>
<kwd>synthetic biology</kwd>
<kwd>
<italic>Shewanella oneidensis</italic>
</kwd>
<kwd>coulombic efficiency</kwd>
</kwd-group>
</article-meta>
</front>
<body>
<sec id="s1">
<title>Introduction</title>
<p>During the last few decades, energy exhaustion, water scarcity and environmental pollution have been among the greatest challenges of our time. Therefore, researchers are increasingly interested in the development of cost-effective methods for capturing potential energy from high-concentration saline wastewater. Bioelectrochemical systems (BESs), such as microbial electrolysis cells (<xref ref-type="bibr" rid="B33">Luo et&#x20;al., 2011</xref>; <xref ref-type="bibr" rid="B58">Zhang and Angelidaki, 2014</xref>; <xref ref-type="bibr" rid="B11">Jafary et&#x20;al., 2015</xref>) (MECs) and microbial fuel cells (<xref ref-type="bibr" rid="B5">Chaudhuri and Lovley, 2003</xref>; <xref ref-type="bibr" rid="B32">Logan, 2009</xref>; <xref ref-type="bibr" rid="B30">Logan and Rabaey, 2012</xref>; <xref ref-type="bibr" rid="B60">Zhao et&#x20;al., 2020</xref>) (MFCs) are promising technologies for sustainable power generation and contaminants degradation (<xref ref-type="bibr" rid="B50">Xie et&#x20;al., 2013</xref>; <xref ref-type="bibr" rid="B48">Wang et&#x20;al., 2015</xref>; <xref ref-type="bibr" rid="B2">Butti et&#x20;al., 2016</xref>; <xref ref-type="bibr" rid="B34">Mohan et&#x20;al., 2016</xref>; <xref ref-type="bibr" rid="B14">Kronenberg et&#x20;al., 2017</xref>; <xref ref-type="bibr" rid="B16">Kumar et&#x20;al., 2017</xref>; <xref ref-type="bibr" rid="B43">Santoro et&#x20;al., 2017</xref>; <xref ref-type="bibr" rid="B61">Zhen et&#x20;al., 2017</xref>; <xref ref-type="bibr" rid="B10">Ilamathi and Jayapriya, 2018</xref>). In particular, MFCs can directly harvest electrical power from wastewater by employing electroactive microorganisms (<xref ref-type="bibr" rid="B19">Li et&#x20;al., 2018a</xref>; <xref ref-type="bibr" rid="B20">Li et&#x20;al., 2018b</xref>). Compared with traditional electrocatalysis systems, much variety of substrates which include organic acids (lactate (<xref ref-type="bibr" rid="B4">Chae et&#x20;al., 2009</xref>), acetate (<xref ref-type="bibr" rid="B55">You et&#x20;al., 2015</xref>), pyruvate (<xref ref-type="bibr" rid="B40">Pillot et&#x20;al., 2020</xref>) etc.) and various carbohydrates (glucose (<xref ref-type="bibr" rid="B4">Chae et&#x20;al., 2009</xref>), starch (<xref ref-type="bibr" rid="B9">Han et&#x20;al., 2020</xref>) etc.) in wastewater and marine sediment could be used as electron donors/acceptors for BESs due to diversified electrochemically active bacteria (EAB). As a major component of industrial biological wastewater and lignocellulosic biomass hydrolysate, acetate has been paid great attention to bio-manufacturing and has a strong potential to compete with sugar-based carbon source (<xref ref-type="bibr" rid="B26">Lim et&#x20;al., 2018</xref>; <xref ref-type="bibr" rid="B39">Novak and Pfl&#xfc;gl, 2018</xref>). However, utilization of acetate is limited in many EAB by some biological factors which like lack of uptake transporters (<xref ref-type="bibr" rid="B7">Enerson and Drewes, 2003</xref>; <xref ref-type="bibr" rid="B8">Gimenez et&#x20;al., 2003</xref>; <xref ref-type="bibr" rid="B35">Morris and Felmlee, 2008</xref>), energetic requirements for transport (<xref ref-type="bibr" rid="B27">Lin et&#x20;al., 2006</xref>), or the availability of enzymes to oxidize substrates (<xref ref-type="bibr" rid="B1">Brown et&#x20;al., 1977</xref>; <xref ref-type="bibr" rid="B17">Kumari et&#x20;al., 1995</xref>; <xref ref-type="bibr" rid="B6">Dittrich et&#x20;al., 2005</xref>; <xref ref-type="bibr" rid="B44">Shi et&#x20;al., 2005</xref>).</p>
<p>
<italic>Shewanella oneidensis</italic> MR-1, one of the most widely studied dissimilatory metal-reducing bacterium, can conduct extracellular electrons transfer (EET) through its electroactive biofilm. It has been extensively studied for dissecting inward EET mechanism (<xref ref-type="bibr" rid="B41">Pirbadian et&#x20;al., 2014</xref>; <xref ref-type="bibr" rid="B15">Kumar et&#x20;al., 2016</xref>; <xref ref-type="bibr" rid="B49">Xiao et&#x20;al., 2017</xref>; <xref ref-type="bibr" rid="B25">Light et&#x20;al., 2018</xref>), developing gene editing tools (<xref ref-type="bibr" rid="B56">Yu et&#x20;al., 2011</xref>; <xref ref-type="bibr" rid="B29">Liu et&#x20;al., 2015</xref>; <xref ref-type="bibr" rid="B52">Yang et&#x20;al., 2015</xref>), exploring novel technologies for polymer and nanoparticle synthesis (<xref ref-type="bibr" rid="B53">Yong et&#x20;al., 2012</xref>; <xref ref-type="bibr" rid="B54">Yong et&#x20;al., 2014</xref>; <xref ref-type="bibr" rid="B57">Yu et&#x20;al., 2015</xref>), bioremediations of toxic metals (<xref ref-type="bibr" rid="B47">Vikrant et&#x20;al., 2018</xref>), and electro-fermentations (<xref ref-type="bibr" rid="B31">Logan et&#x20;al., 2008</xref>; <xref ref-type="bibr" rid="B46">Varrone et&#x20;al., 2014</xref>; <xref ref-type="bibr" rid="B13">Kitching et&#x20;al., 2017</xref>) in recent decades. However, <italic>S. oneidensis</italic> MR-1 has great limitation in substrate utilization, which hinder its practical applications in BESs. Lactate, as a preferential electron donor, could only be consumed and converted to acetate, which could not to be metabolized to CO<sub>2</sub> and H<sub>2</sub>O under anaerobic conditions in MFCs, resulting insufficient utilization of lactate and leaving eight electrons in acetate. Even to enhance the efficiency of electron donor utilization, constructing a synthetic microbial consortium does not completely release electrons. Thus, the incomplete utilization of electron donors of <italic>S. oneidensis</italic> extremely decreases the Coulombic efficiency of MFCs and restricts the development and applications of various&#x20;BES.</p>
<p>In microorganisms, acetate is usually metabolized to acetyl-CoA <italic>via</italic> three pathways catalyzed by: 1) acetate kinase phosphotransacetylase (ACKA-PTA) (<xref ref-type="bibr" rid="B42">Rose et&#x20;al., 1954</xref>; <xref ref-type="bibr" rid="B6">Dittrich et&#x20;al., 2005</xref>; <xref ref-type="bibr" rid="B44">Shi et&#x20;al., 2005</xref>) encoded by <italic>ackA</italic> and <italic>pta</italic>, 2) acetyl-CoA synthetase (ACS) (<xref ref-type="bibr" rid="B12">Jogl and Tong, 2004</xref>) encoded by <italic>acs</italic> or 3) acetate coenzyme A transferase, encoded by <italic>ato1</italic> and <italic>ato2</italic> gene, respectively. Both of ACKA-PTA and ACS pathway need to consume ATP to drive acetate utilization, but acetate could be efficiently converted to acetyl-CoA by assistance of succinyl-CoA without ATP consumption in the third pathway in <italic>Geobacter sulfurreducens</italic>. ACKA-PTA pathway in <italic>S. oneidensis</italic> could metabolize acetate under aerobic conditions. However, acetate is hardly utilized for <italic>S. oneidensis</italic> due to insufficient energetic requirements by the interruption of tricarboxylic acid (TCA) cycle under anaerobic conditions. Thus, the crucial problem is how to broaden and strengthen lactate utilization efficiency of <italic>S. oneidensis</italic> to thoroughly release electrons.</p>
<p>Recently, many strategies were used for improving bioelectricity production and Coulombic efficiency in <italic>Shewanella</italic>-inoculated MFCs that focus on increasing intracellular electrons generation and enhancing the extracellular electrons transfer rate of exoelectrogens (<xref ref-type="bibr" rid="B24">Li et&#x20;al., 2019</xref>; <xref ref-type="bibr" rid="B59">Zhang et&#x20;al., 2019</xref>). For example, redirecting metabolic flux towards NAD<sup>&#x2b;</sup> biosynthesis resulted more electrons from the increased oxidation of electron donor to EET pathways of <italic>S. oneidensis</italic> (<xref ref-type="bibr" rid="B21">Li et&#x20;al., 2018c</xref>; <xref ref-type="bibr" rid="B22">Li et&#x20;al., 2018d</xref>). Furthermore, enhancing flavins biosynthesis and transportation in a hydrophobic chassis of <italic>S. oneidensis</italic> could significantly boost its EET rate and performance (<xref ref-type="bibr" rid="B28">Lin et&#x20;al., 2018</xref>). However, increasing EET rate and Coulombic efficiency via broadening substrate spectrum and enhancing utilization rate, which are the rate-limiting steps of whole bioelectricity transfer process, have been largely neglected in the&#x20;past.</p>
<p>Herein, to enable <italic>S. oneidensis</italic> to completely utilize acetate for the bioelectricity production in MFCs under anaerobic condition, we successfully constructed engineered <italic>S. oneidensis</italic> by assembling the succinyl-CoA:acetate CoA-transferase (SCACT) metabolism pathway (<xref ref-type="fig" rid="F1">Figure&#x20;1</xref>). At the beginning, to broaden the substrate spectrum of <italic>S. oneidensis</italic>, acetate coenzyme A transferase encoded by <italic>ato1</italic> and <italic>ato2</italic> gene from <italic>G. sulfurreducens</italic> was heterologously expressed in <italic>S. oneidensis,</italic> which could catalyse acetate to acetyl-CoA without ATP consumption. Then, to further accelerate the acetate assimilation rate, we also overexpressed a citrate synthase encoded by the <italic>gltA</italic> gene in engineered <italic>S. oneidensis</italic>. Finally, an engineered strain was constructed and its ability to generate electricity using acetate or lactate was compared with wild-type strain. To the best of our knowledge, this is the first report on the rationally designed <italic>Shewanella</italic> that could use acetate as the carbon source and electron donor to produce electricity. Furthermore, this engineering strategy also offered the possibility of other exoelectrogens to broaden the spectrum of available carbon sources and improve the Coulombic efficiency in&#x20;MFCs.</p>
<fig id="F1" position="float">
<label>FIGURE 1</label>
<caption>
<p>Construction of engineered <italic>S. oneidensis</italic> strains to enable acetate utilization and electricity generation based on synthetic biology strategies. A unique acetate utilization way constructing by <italic>ato1</italic> and <italic>ato2</italic> (the genes encoding succinyl: acetate coenzyme A transferase from <italic>G. sulfurreducens</italic> and <italic>gltA</italic> (the gene encoding citrate synthase) from <italic>S. oneidensis</italic>, which is free of energy-consuming and restores vitality of TCA in anaerobic conditions.</p>
</caption>
<graphic xlink:href="fbioe-09-757953-g001.tif"/>
</fig>
</sec>
<sec sec-type="results|discussion" id="s2">
<title>Results and Discussion</title>
<sec id="s2-1">
<title>Acetate Metabolic Pathway Construction for <italic>S. oneidensis Via</italic> Synthetic Biology Strategy</title>
<p>In <italic>S. oneidensis</italic>, acetate is usually converted to acetyl coenzyme A <italic>via</italic> ACS and ACKA/PTA pathways under aerobic conditions, and then enters the main metabolic pathway (<xref ref-type="fig" rid="F1">Figure&#x20;1</xref>). However, under anaerobic condition in MFCs, both ACS and ACKA/PTA pathways have remarkably limited capacities for acetate assimilation and large accumulation of acetate can cause disturbances of intracellular pH homeostasis. Conversely, SCACT from <italic>G. sulfurreducens</italic> is a new pathway of acetate metabolism that enables acetate to obtain CoA directly from succinate-CoA to generate acetyl-CoA without consuming ATP and converts succinyl-CoA to succinate accelerating the TCA cycle (<xref ref-type="bibr" rid="B45">Ueki and Zhou, 2021</xref>). To realize <italic>S. oneidensis</italic> to continually utilize acetate as sole carbon source for the bioelectricity production in MFCs, we firstly adopted the synthetic biology strategies to heterologously express the acetate coenzyme A transferase encoded by <italic>ato1</italic> and <italic>ato2</italic> gene from <italic>G. sulfurreducens</italic> to catalyse acetate converted in to acetyl-CoA, which not only enhanced the assimilation capacity of acetate without energy consumption, but also accelerated the conversion of succinate-CoA to succinate of the TCA cycle. And then to further improve the flux of acetyl-CoA into the TCA cycle, a citrate synthase encoded by the <italic>gltA</italic> gene from <italic>S. oneidensis</italic> was further overexpressed to avoid excessive accumulation of acetyl-CoA, thus constructing acetate-fed <italic>S. oneidensis</italic> from reconstructing the SCACT pathway and enhancing the rate of acetate utilization.</p>
<p>The multi-module gene assembly was carried out as previously reported in <italic>S. oneidensis</italic>, a Biobrick<sup>TM</sup> compatible vector named pYYDT was inductively expressed by kanamycin (<xref ref-type="bibr" rid="B52">Yang et&#x20;al., 2015</xref>). Furthermore, to enhance codon fitness, we used <italic>in&#x20;vitro</italic> chemical synthesis of codon-optimized genes, rather than direct molecular cloning from other bacteria. We finally constructed engineered strains AceU1 (including <italic>ato1</italic> and <italic>ato2</italic> genes for succinyl-CoA:acetate CoA-transferase), AceU2 (including <italic>gltA</italic> gene for the citrate synthase) and AceU3 (including <italic>ato1</italic>, <italic>ato2</italic> and <italic>gltA</italic> gene) for further improving the Coulombic efficiency of classical lactate fed MFCs, plasmid construction as shown in <xref ref-type="sec" rid="s10">Supplementary Figure S1</xref>. Expression level of mRNA in each of these strains was quantified by real-time PCR (RT-PCR). Under the conditions of adding 0.75&#xa0;mM IPTG as inducer, the transcriptional expression levels of <italic>ato1</italic>, <italic>ato2</italic> and <italic>gltA</italic> were 5.0, 4.1 and 5.1 folds higher than the normalization gene, respectively (<xref ref-type="sec" rid="s10">Supplementary Figure S2</xref>). This result indicated that the three target genes could be well expressed in AceUs.</p>
</sec>
<sec id="s2-2">
<title>Characterization of Acetate Utilization and Cell Growth of Engineered <italic>S. oneidensis</italic>
</title>
<p>The cell growth activity and acetate consumption of wild-type (WT, harboring the empty vector pYYDT) and three engineering <italic>S. oneidensis</italic> strains AceU1, AceU2 and AceU3, were cultured in SBM medium added with 10&#xa0;mM acetate as sole carbon source under aerobic and anaerobic conditions, respectively.</p>
<p>Under aerobic condition, the growth curves of these engineered strains demonstrate that AceU1, AceU2 and AceU3 have better ability to grow in SBM medium with acetate as the sole carbon source than the WT (<xref ref-type="fig" rid="F2">Figure&#x20;2A</xref>) Additionally, the engineering strain AceU3 showed a higher growth biomass than AceU1 and AceU2. The acetate consumption rate of engineered strains AceU3 is 0.40&#xa0;mM/h, which is faster than that of AceU1 and AceU2 (0.25&#xa0;mM/h and 0.30&#xa0;mM/h) (<xref ref-type="fig" rid="F2">Figure&#x20;2B</xref>). This indicated that the constructed acetate metabolic pathway has a positive effect on cell growth under aerobic conditions.</p>
<fig id="F2" position="float">
<label>FIGURE 2</label>
<caption>
<p>Growth curves and acetate consumption of the WT and the recombinant <italic>S. oneidensis</italic> strains under aerobic or anaerobic conditions. <bold>(A)</bold> Aerobic growth curve (OD<sub>600</sub> &#x223c; <italic>t</italic>) in SBM supplemented with 10&#xa0;mM acetate. <bold>(B)</bold> Acetate consumption under aerobic condition. <bold>(C)</bold> Anaerobic growth curve (OD<sub>600</sub> &#x223c; <italic>t</italic>) in SBM supplemented with 10&#xa0;mM acetate. <bold>(D)</bold> Acetate consumption under anaerobic condition. The error bars were calculated from triplicate experiments.</p>
</caption>
<graphic xlink:href="fbioe-09-757953-g002.tif"/>
</fig>
<p>The respiratory of WT and engineered strains were also determined under anaerobic condition with acetate as unique carbon source. Unlike aerobic condition, WT strain was barely able to use acetate while engineered strains had significant growth advantages, indicated the substrate spectrum of <italic>S. oneidensis</italic> had been broadened. Growth rates of engineered strains AceU1 and AceU3 were similar to aerobic condition (<xref ref-type="fig" rid="F2">Figure&#x20;2C</xref>). Acetate was consumed by AceU3 at a rate of &#x223c;0.23&#xa0;mM/h, which was faster than that of AceU1 and AceU2 (&#x223c;0.17&#xa0;mM/h and &#x223c;0.0022&#xa0;mM/h) (<xref ref-type="fig" rid="F2">Figure&#x20;2D</xref>). These results showed that the SCACT pathway is able to convert acetate to acetyl-CoA in one step with less energy consumption compared with the native ACS and ACKA/PTA pathways. Moreover, the AceU2 showed significantly different of acetate consumption rate under both culture conditions, which is 0.30&#xa0;mM/h and 0.0022&#xa0;mM/h, respectively. This result further suggested that inadequate downstream carbon flux of acetyl-CoA was a major limitation of acetate metabolism under aerobic condition, whereas the limited synthesis of ATP was insufficient to supply acetate metabolic equivalents under anaerobic condition, which limiting the ability to utilize acetate. In addition, the comparison of the three engineered strains showed that AceU3 had the highest capacity for acetate utilization, indicating that combination of reconstitution of the SCACT pathway and expression of <italic>gltA</italic> to enhance acetyl-coA conversion can accelerate the utilization of acetate. In conclusion, we broadened the substrate spectrum of <italic>S. oneidensis</italic> with enhanced acetate assimilation and tolerance capacity.</p>
</sec>
<sec id="s2-3">
<title>Microbial fuel cells Performance Analysis With Acetate as Sole Electron Donor</title>
<p>Under anaerobic condition, Dual-chamber MFCs were used to evaluate the electrochemical performance of engineered strains AceU1, AceU2, and AceU3 using acetate as the sole electron donor or carbon sources. The engineered strains and WT were inoculated into anodic chamber of MFCs, respectively. And output voltages were real-time recorded every 30&#xa0;min with a data acquisition system.</p>
<p>Initially, 20&#xa0;mM acetate was added as electron donor to evaluate the power output capacity of each engineered <italic>S. oneidensis</italic> strain in MFCs (<xref ref-type="fig" rid="F3">Figure&#x20;3A</xref>). The WT and AceU2 strains could barely generate any voltage output with acetate as sole carbon source, which illustrated that WT and AceU2 strains could not utilize acetate. Whereas the engineered strains AceU1 and AceU3 could generate a maximum output voltage of&#x223c;35&#x20;&#xb1; 3.5&#xa0;mV and&#x223c;50.2&#x20;&#xb1; 1.3&#xa0;mV (<italic>n</italic>&#x20;&#x3d; 3), suggesting that genetically programmed SCACT pathway genes and citrate synthase genes could activate acetate metabolism and enabled acetate as the sole electron donor for electricity production. The electron transfer efficiency also was analyzed by linear sweep voltammetry (LSV) and cyclic voltammetry (CV) as shown in <xref ref-type="fig" rid="F3">Figures 3B,C</xref>. The AceU3 strain had the best electrochemical performance with a peak power density of 8.3&#x20;&#xb1; 1.2&#xa0;mW/m<sup>2</sup> (<xref ref-type="fig" rid="F3">Figure&#x20;3B</xref>). Among the three engineered strains, AceU3 is the combination of AceU1 and AceU2 functions, which showed better electrochemical properties. Current density of AceU3 was obviously improved compared to other strains, indicating a higher electron transfer efficiency (<xref ref-type="fig" rid="F3">Figure&#x20;3C</xref>). Meanwhile, there were typical redox peaks in CV curves starting around &#x2212;0.4&#xa0;V (vs Ag/AgCl), which belongs to flavins-mediated extracellular electron transfer. It suggested that the novel degradation pathway not only accelerated acetate assimilation, but also in some way promoted the flavin-mediated electron transfer process. As shown in <xref ref-type="fig" rid="F3">Figure&#x20;3D</xref>, the acetate metabolite concentrations in the anolyte during MFC discharge were quantified to evaluate electrochemical performance. Acetate consumption of AceU3 strains was significantly better than AceU1 and AceU2, and these results were consistent with the power generation. Thus, it proved the development of bioelectricity performances of engineered strains was brought out by the accelerated acetate utilization&#x20;rate.</p>
<fig id="F3" position="float">
<label>FIGURE 3</label>
<caption>
<p>Electrochemical analysis of the electrical production properties of WT and engineered <italic>S. oneidensis</italic> strains (AceU1, AceU2 and AceU3) with acetate as carbon sources. <bold>(A)</bold> MFCs discharge curve of four strains WT, AceU1, AceU2 and AceU3, using acetate as carbon source. 20&#xa0;mM acetate was added at the initiation of MFC operations. <bold>(B)</bold> MFCs power density output curves obtained by linear sweep voltammetry (LSV) with a slow scan rate of 0.1&#xa0;mV/s. <bold>(C)</bold> Cyclic voltammetry (CV) analysis of four strains. <bold>(D)</bold> The acetate consumption curve in MFC.</p>
</caption>
<graphic xlink:href="fbioe-09-757953-g003.tif"/>
</fig>
</sec>
<sec id="s2-4">
<title>Electrochemical Properties Analysis With Lactate as Sole Electron Donor</title>
<p>It is well known that acetate is a secondary metabolite produced by incomplete oxidation of lactate which is one of the most favorable carbon sources under anaerobic conditions in <italic>S. oneidensis</italic>. Although we have successfully constructed engineered strains using acetate as a carbon source and electron donor, it is unknown whether the electrons in lactate can be fully obtained and then enhanced coulomb efficiency when using lactate as a substrate, which contains a higher number of electrons. To verify the changes of lactate utilization capacity and coulomb efficiency of the engineered strain, the multiple cycles of voltage output of AceU3 were measured in MFCs to assess multicycle operation (<xref ref-type="fig" rid="F4">Figure&#x20;4A</xref>). After 760&#xa0;h when output voltage was firstly decreased to baseline level, another 20&#xa0;mM lactate was added to anode chamber. Both MFCs of WT and AceU3 showed stable electricity generation during two consecutively discharged cycles, but AceU3 duration in steady state was longer than that of WT in each cycle. Moreover, the output voltage of AceU3 (328.2&#x20;&#xb1; 6.0&#xa0;mV and 375.4&#x20;&#xb1; 4.2&#xa0;mV) in each cycle was higher than of that of WT (272.1&#x20;&#xb1; 5.5&#xa0;mV and 298&#x20;&#xb1; 4.6&#xa0;mV), indicating that some new redox reactions joined into the system and changed to anodic electrodynamic potential providing a more powerful driving force. Interestingly, the output voltage of AceU3 in second cycle was obviously higher than the first cycle, indicated that electroactive biofilms were formed on the surface of the electrodes during the first cycle. It suggested that the novel acetate metabolism pathway could promote the formation of electroactive biofilm. Another evidence for the engineered metabolism system facilitating electron transfer is the performance of power density. The power output showed that AceU3 had the highest power density (51.0&#x20;&#xb1; 3.1&#xa0;mW/m<sup>2</sup>), which is 2.4&#x20;times higher than that of WT (21.1&#x20;&#xb1; 2.4&#xa0;mW/m<sup>2</sup>) (<xref ref-type="fig" rid="F4">Figure&#x20;4B</xref>).</p>
<fig id="F4" position="float">
<label>FIGURE 4</label>
<caption>
<p>Electrochemical performances analysis of WT and ET <italic>S. oneidensis</italic> in MFCs with lactate as carbon source. <bold>(A)</bold> Output voltage curves changed a part of anolyte with fresh anolyte when output voltage was completely declined. Catholyte was changed whenever needed. <bold>(B)</bold> MFCs power density output curves obtained by linear sweep voltammetry (LSV) with a fixed scan rate of 0.1&#xa0;mV/s. <bold>(C)</bold> Coulombic efficiency of MFCs which inoculated WT and AceU3. <bold>(D)</bold> Cyclic voltammetry (CV) analysis of four strains. All error bars were calculated from triplicate experiments.</p>
</caption>
<graphic xlink:href="fbioe-09-757953-g004.tif"/>
</fig>
<p>Furthermore, the Coulombic efficiency was also used to calculate the Coulombic rate between the actual recovered and the total amount in the substrate. And the Coulombic efficiency calculations showed that AceU3 had the highest Coulombic efficiency in MFC (12.4%) which was 2&#x20;times that of the WT strain (<xref ref-type="fig" rid="F4">Figure&#x20;4C</xref>). It illustrated that the novel pathway could enhance lactate utilization efficiency and avoid more electrons lost in other processes. Besides, the dropping slope of polarization curves obtained from the strain AceU3 was smaller than one obtained from WT, implying that the internal charge transfer resistance of the MFC inoculated with AceU3 was relatively smaller (<xref ref-type="sec" rid="s10">Supplementary Figure S3</xref>). Furthermore, to further study the EET efficiency of engineered strain AceU3, the cyclic voltammetry (CV) at 1&#xa0;mV/s was applied to reveal the redox reaction kinetics. As shown in <xref ref-type="fig" rid="F4">Figure&#x20;4D</xref>, there were typical redox peaks of flavin in the CV curves at &#x223c; &#x2212;0.4V (vs Ag/AgCl), which indicated that the EET of AceU3 is similar with WT but with higher current density than that of WT. Meanwhile, biochemical characterization showed that the biosynthesis of flavin was increased in AceU3, confirming to the analysis results of CV (<xref ref-type="fig" rid="F5">Figure&#x20;5A</xref>). In addition, the amount of attached biomass was assessed, and the formation of biofilm on the electrode surface was observed by confocal microscope (<xref ref-type="fig" rid="F5">Figure&#x20;5B</xref>; <xref ref-type="sec" rid="s10">Supplementary Figure S4</xref>). This result indicated that engineered strain AceU3 possessed a stronger drive to fully assimilate lactate, and accelerated the TCA cycle. Furthermore, it also illustrated that enhanced acetate consumption could enhance biofilm formation and improve cellular activity. It is speculated that this may be due to the enhanced synthesis and regulation of c-di-GMP by acetate metabolism, which could promote biofilm formation and EET in <italic>Shewanella</italic> (<xref ref-type="bibr" rid="B37">Mukherjee et&#x20;al., 2020</xref>; <xref ref-type="bibr" rid="B38">Ng et&#x20;al., 2020</xref>). In addition, the efficient biofilm formation on anodes in the engineered <italic>S. oneidensis</italic> strains enabled an accumulation of flavin which eventually enhanced EET efficiency and electricity generation.</p>
<fig id="F5" position="float">
<label>FIGURE 5</label>
<caption>
<p>Biochemical analyses of the engineered <italic>S. oneidensis</italic> and WT. <bold>(A)</bold> Determination of flavin concentration in the anolytes of MFCs, and <bold>(B)</bold> the attached biomass of each strain on anode surfaces. All error bars were calculated from triplicate experiments.</p>
</caption>
<graphic xlink:href="fbioe-09-757953-g005.tif"/>
</fig>
</sec>
</sec>
<sec sec-type="conclusion" id="s3">
<title>Conclusion</title>
<p>In the present study, we first rationally designed <italic>S. oneidensis</italic> for enhancing the electron generation by using acetate as sole carbon source and electron donor. To enable <italic>S. oneidensis</italic> to continually utilize acetate as the sole carbon source for bioelectricity generation in MFCs after lactate was completely consumed, we rationally constructed engineered <italic>S. oneidensis</italic> (namely AceUs) by heterologously overexpressing the citrate synthase (encoding by the <italic>gltA</italic> gene) and acetyl-CoA transferase (encoding by <italic>ato1</italic> and <italic>ato2</italic> gene) from <italic>Geobacter sulfurreducens</italic>. For the first time we broadened the substrate spectrum of <italic>S. oneidensis</italic> that could degrade acetate in MFCs and present an accelerated electricity transfer rate. Moreover, when using lactate as sole electron donor for MFCs, the maximum power density of AceU3 strain could reach 51.1&#xa0;mW/m<sup>2</sup>, which was 2.4&#x20;times than that of WT strain. In addition, the Coulombic efficiency of AceU3 strain could reach 12.4%, surprisingly higher than that of the control strain (6.1%). Our work rationally engineered the metabolism of acetate after lactate was fully consumed and significantly enlarged the spectrum of carbon sources that could be taken by <italic>S. oneidensis</italic>.</p>
</sec>
<sec sec-type="methods" id="s4">
<title>Methods</title>
<sec id="s4-1">
<title>
<italic>In vitro</italic> Gene Synthesis</title>
<p>The <italic>gltA</italic> gene encoding the citrate synthase, <italic>ato1</italic> and <italic>ato2</italic> genes encoding the acetyl-CoA transferase enzymes originated from <italic>Geobacter sulfurreducens</italic> PCA were identified in the NCBI database. Subsequently, the gene codon sequences were optimized for <italic>S. oneidensis</italic> MR-1 in Java codon adaption tool (JCAT) in order to replace rare codons of tRNAs to ensure the translation (<xref ref-type="sec" rid="s10">Supplementary Table S1</xref>). The restriction enzyme sites of <italic>EcoRI</italic>, <italic>XbaI</italic>, <italic>SpeI</italic> and <italic>SbfI</italic> were avoided in the optimized sequences.</p>
</sec>
<sec id="s4-2">
<title>Strain Construction and Transformation and Culture</title>
<p>The plasmid construction was performed in <italic>E.&#x20;coli</italic> Trans T1 that was cultured in the LB (Luria&#x2013;Bertani) medium at 37&#xb0;C with 220&#xa0;rpm. The gene biobrick including <italic>gltA</italic>, <italic>ato1</italic> and <italic>ato2</italic> was inserted into the vector pYYDT to form the expression plasmid pYYDT-AceUs (see <xref ref-type="sec" rid="s10">Supplementary Table S2</xref> for primer sequences) by BioBrick<sup>&#xae;</sup> Assembly Kit (New England BioLabs inc., United&#x20;States). The pYYDT- AceUs was firstly transformed into the plasmid donor strain <italic>E.&#x20;coli</italic> WM3064 (a dap auxotroph) which was needed to add 100&#xa0;<inline-formula id="inf1">
<mml:math id="m1">
<mml:mi>&#x3bc;</mml:mi>
</mml:math>
</inline-formula>g/ml 2,6-diaminopimelic acid (DAP) for the growth, then transferred into <italic>S. oneidensis</italic> by conjugation. Whenever needed, 50&#xa0;&#xb5;g/ml kanamycin was added in the culture medium. All the strains and plasmids are listed in <xref ref-type="table" rid="T1">Table&#x20;1</xref>.</p>
<table-wrap id="T1" position="float">
<label>TABLE 1</label>
<caption>
<p>Strains and plasmids used in this&#x20;study.</p>
</caption>
<table>
<thead valign="top">
<tr>
<th align="left">Strains or plasmids</th>
<th align="center">Feature (s)</th>
<th align="center">Source</th>
</tr>
</thead>
<tbody valign="top">
<tr>
<td align="left">Strains</td>
<td align="left"/>
<td align="left"/>
</tr>
<tr>
<td align="left">
<italic>S. oneidensis</italic>
</td>
<td align="left"/>
<td align="left"/>
</tr>
<tr>
<td align="left">&#x2003;MR-1 (wild type)</td>
<td align="left">Parent strain</td>
<td align="left">Our lab</td>
</tr>
<tr>
<td align="left">&#x2003;AceU1</td>
<td align="left">Carrying pYYDT&#x2014;AceU1</td>
<td align="left">This study</td>
</tr>
<tr>
<td align="left">&#x2003;AceU2</td>
<td align="left">Carrying pYYDT&#x2014;AceU2</td>
<td align="left">This study</td>
</tr>
<tr>
<td align="left">&#x2003;AceU3</td>
<td align="left">Carrying pYYDT&#x2014;AceU3</td>
<td align="left">This study</td>
</tr>
<tr>
<td align="left">
<italic>E.&#x20;coli</italic>
</td>
<td align="left"/>
<td align="left"/>
</tr>
<tr>
<td rowspan="2" align="left">&#x2003;Trans T1</td>
<td align="left">F-<inline-formula id="inf2">
<mml:math id="m2">
<mml:mi>&#x3c6;</mml:mi>
</mml:math>
</inline-formula>80 (<italic>lac</italic>Z) &#x394;M15&#x394;<italic>lac</italic>X74<italic>hsdR</italic>
</td>
<td rowspan="2" align="left">Transgen Biotech</td>
</tr>
<tr>
<td align="left">(rk<sup>&#x2212;</sup>, m<sub>k</sub>
<sup>&#x2b;</sup>) &#x394;<italic>rec</italic>A1398<italic>end</italic>A1tonA</td>
</tr>
<tr>
<td align="left">&#x2003;WM3064</td>
<td align="left">A dap auxotroph <italic>E.&#x20;coli</italic>
</td>
<td align="left">Our lab</td>
</tr>
<tr>
<td align="left">Plasmids</td>
<td align="left"/>
<td align="left"/>
</tr>
<tr>
<td align="left">&#x2003;pYYDT</td>
<td align="left">5.9&#xa0;kb; Km<sup>r</sup>; <italic>lacZ</italic>
</td>
<td align="left">Our lab</td>
</tr>
<tr>
<td align="left">&#x2003;pYYDT-AceU1</td>
<td align="left">Plasmid with the <italic>Ato1</italic> and <italic>Ato2</italic> genes inserted</td>
<td align="left">This study</td>
</tr>
<tr>
<td align="left">&#x2003;pYYDT-AceU2</td>
<td align="left">Plasmid with the <italic>gltA</italic> gene inserted</td>
<td align="left">This study</td>
</tr>
<tr>
<td align="left">&#x2003;pYYDT-AceU3</td>
<td align="left">Plasmid with the <italic>gltA</italic>, <italic>Ato1</italic> and <italic>Ato2</italic> genes inserted</td>
<td align="left">This study</td>
</tr>
</tbody>
</table>
</table-wrap>
</sec>
<sec id="s4-3">
<title>The Expression of Target Genes Detected by Quantitative Real-Time Reverse Transcription Polymerase Chain Reaction</title>
<p>Quantitative real-time reverse transcription polymerase chain reaction (qRT-PCR) can be used to analyze the expression of genes by quantifying the genes cDNA abundance. To analyze the expression of <italic>gltA</italic>, <italic>ato1</italic> and <italic>ato2</italic> genes, the recombinant <italic>Shewanella</italic> was induced by 0.75&#xa0;mM IPTG. When in mid-log-phase cultures, total RNA was isolated by a bacterium total RNA extraction kit (APEXBIO, China). Then, the GoScript reverse transcription system (Promega, WI, United&#x20;States) was used to synthesize the cDNA. Gene <italic>gyrB</italic> was used as normalization. Quantitative analyses of target gene expression were performed using SsoAdvanced SYBR Green supermix (Bio-Rad, CA, United&#x20;States) (<xref ref-type="bibr" rid="B3">Cao et&#x20;al., 2017</xref>). Samples were tested in triplicate using the listed primers (<xref ref-type="sec" rid="s10">Supplementary Table&#x20;S2</xref>).</p>
</sec>
<sec id="s4-4">
<title>Evaluation Cell Growth of Wild Type, AceU Strains and Quantification of Acetate Consumption</title>
<p>To determine situation of cell growth, 2&#xa0;ml culture suspension of the wild-type (WT) or engineered acetate-utilizing <italic>S. oneidensis</italic> strain was inoculated into 100&#xa0;ml SBM medium. The cell cultures were incubated at 30&#xb0;C 200&#xa0;rpm, and samples were withdrawn periodically for the determination of cell density (optical density at 600&#xa0;nm, i.e. <italic>OD</italic>
<sub>600</sub>), and <italic>OD</italic>
<sub>600</sub> was measured by ultraviolet and visible spectrophotometer (TU-1810, Beijing, China) (<xref ref-type="bibr" rid="B18">Li et&#x20;al., 2017</xref>). Both WT and AceU strain were cultured in 10&#xa0;ml LB broth overnight at 30&#xb0;C 200&#xa0;rpm. Then, 3% inoculation amount of each suspension was transferred to SBM (pH 7.2) supplemented with 10&#xa0;mM acetate as substrates. Whenever needed, 50&#xa0;&#x3bc;g/ml kanamycin, 40&#xa0;mM Fumarate and 0.75&#xa0;mM IPTG were supplemented. The metabolites in the shake flasks were analyzed by a high-performance liquid chromatography (HPLC) system, which was equipped with a UV detector. All fermentation samples and standard solutions were pretreated by a 0.22&#xa0;&#x3bc;m filter before HPLC testing. Acetate concentration was analyzed using HPLC with an Aminex HPX-87H column (Bio-Rad) at 65&#xb0;C, using 5&#xa0;mM H<sub>2</sub>SO<sub>4</sub> as eluent, at a flow rate of 0.6&#xa0;ml/min by UV spectrophotometer at 210&#xa0;nm.</p>
</sec>
<sec id="s4-5">
<title>Microbial Fuel Cells Setup</title>
<p>The WT strain and AceUs strain (harboring the empty vector pYYDT and pYYDT-AceU, respectively) from &#x2212;80&#xb0;C freezer stock were inoculated into 3&#xa0;ml LB broth supplemented with 50&#xa0;&#x3bc;g/ml kanamycin shaking at 30&#xb0;C 200&#xa0;rpm overnight. Then, 2&#xa0;ml suspension was transferred to 100&#xa0;ml LB broth with 50&#xa0;&#x3bc;g/ml kanamycin and 0.75&#xa0;mM IPTG as an inducer. When cultured around 12&#xa0;h, the suspension was subsequently centrifuged 5,000&#xa0;rpm for 10&#xa0;min at 4&#xb0;C. Finally, the cell pellets were adjusted to <italic>OD</italic>
<sub>600</sub> 0.5 and dispersed into 140&#xa0;ml anolyte. Carbon cloth was used as the electrodes for anode (2.5&#xa0;cm <inline-formula id="inf3">
<mml:math id="m3">
<mml:mo>&#xd7;</mml:mo>
</mml:math>
</inline-formula> 2.5&#xa0;cm) and cathode (2.5&#xa0;cm <inline-formula id="inf4">
<mml:math id="m4">
<mml:mo>&#xd7;</mml:mo>
</mml:math>
</inline-formula> 3&#xa0;cm). The dual-chamber MFCs (140&#xa0;ml) were separated by Nafion 117 membrane were separated by Nafion 117 membrane, which was pretreated in 1&#xa0;M HCl overnight, and washed three times with sterile distilled water before MFC setup. The anolyte consisted of 95% M9 buffer supplemented with 20&#xa0;mM sodium lactate and 5%&#xa0;(v/v) LB broth. The cathodic electrolyte was made of 50&#xa0;mM K<sub>3</sub>[Fe(CN)<sub>6</sub>], 50&#xa0;mM KH<sub>2</sub>PO<sub>4</sub> and 50&#xa0;mM K<sub>2</sub>HPO<sub>4</sub>. The dual-chamber MFCs were separated by Nafion 117 membrane, which was pretreated in 1&#xa0;M HCl for overnight, and kept in sterile distilled water before H-cell MFC setup. The MFCs across 2&#xa0;k&#x3a9; resistors were incubated at 30&#xb0;C in biochemical incubator, and the output voltages were recorded by a digital multimeter (DT9205A).</p>
</sec>
<sec id="s4-6">
<title>The Calculation of Coulombic Efficiency</title>
<p>The total coulombs, where <italic>n</italic>
<sub>
<italic>x</italic>
</sub> is the number of moles of substrate, <italic>b</italic>
<sub>
<italic>x</italic>
</sub> is the moles of electrons per mole of substrate, and <italic>F</italic> is Faraday&#x2019;s constant. The general procedure of lactate and acetate completely degradation can be described as:<disp-formula id="equ1">
<mml:math id="m5">
<mml:mrow>
<mml:msub>
<mml:mi mathvariant="normal">C</mml:mi>
<mml:mi mathvariant="normal">3</mml:mi>
</mml:msub>
<mml:msub>
<mml:mi mathvariant="normal">H</mml:mi>
<mml:mi mathvariant="normal">6</mml:mi>
</mml:msub>
<mml:msub>
<mml:mi mathvariant="normal">O</mml:mi>
<mml:mi mathvariant="normal">3</mml:mi>
</mml:msub>
<mml:mi mathvariant="normal">&#x2b;3</mml:mi>
<mml:msub>
<mml:mi mathvariant="normal">O</mml:mi>
<mml:mi mathvariant="normal">2</mml:mi>
</mml:msub>
<mml:mo>&#x2192;</mml:mo>
<mml:mn>3</mml:mn>
<mml:mi mathvariant="normal">C</mml:mi>
<mml:msub>
<mml:mi mathvariant="normal">O</mml:mi>
<mml:mi mathvariant="normal">2</mml:mi>
</mml:msub>
<mml:mi mathvariant="normal">&#x2b;3</mml:mi>
<mml:msub>
<mml:mi mathvariant="normal">H</mml:mi>
<mml:mi mathvariant="normal">2</mml:mi>
</mml:msub>
<mml:mi mathvariant="normal">O</mml:mi>
</mml:mrow>
</mml:math>
<label>(1)</label>
</disp-formula>
<disp-formula id="equ2">
<mml:math id="m6">
<mml:mrow>
<mml:msub>
<mml:mi mathvariant="normal">C</mml:mi>
<mml:mi mathvariant="normal">2</mml:mi>
</mml:msub>
<mml:msub>
<mml:mi mathvariant="normal">H</mml:mi>
<mml:mi mathvariant="normal">4</mml:mi>
</mml:msub>
<mml:msub>
<mml:mi mathvariant="normal">O</mml:mi>
<mml:mi mathvariant="normal">2</mml:mi>
</mml:msub>
<mml:mi mathvariant="normal">&#x2b;2</mml:mi>
<mml:msub>
<mml:mi mathvariant="normal">O</mml:mi>
<mml:mi mathvariant="normal">2</mml:mi>
</mml:msub>
<mml:mo>&#x2192;</mml:mo>
<mml:mn>2</mml:mn>
<mml:mi mathvariant="normal">C</mml:mi>
<mml:msub>
<mml:mi mathvariant="normal">O</mml:mi>
<mml:mi mathvariant="normal">2</mml:mi>
</mml:msub>
<mml:mi mathvariant="normal">&#x2b;2</mml:mi>
<mml:msub>
<mml:mi mathvariant="normal">H</mml:mi>
<mml:mi mathvariant="normal">2</mml:mi>
</mml:msub>
<mml:mi mathvariant="normal">O</mml:mi>
</mml:mrow>
</mml:math>
<label>(2)</label>
</disp-formula>which means each mole of lactate and acetate could contribute 12 and 8&#xa0;mol electrons (<inline-formula id="inf5">
<mml:math id="m7">
<mml:mrow>
<mml:msub>
<mml:mi mathvariant="italic">b</mml:mi>
<mml:mi mathvariant="italic">1</mml:mi>
</mml:msub>
<mml:mo>&#x3d;</mml:mo>
<mml:mn>12</mml:mn>
</mml:mrow>
</mml:math>
</inline-formula> and <inline-formula id="inf6">
<mml:math id="m8">
<mml:mrow>
<mml:msub>
<mml:mi mathvariant="italic">b</mml:mi>
<mml:mi mathvariant="italic">a</mml:mi>
</mml:msub>
<mml:mo>&#x3d;</mml:mo>
<mml:mn>8</mml:mn>
</mml:mrow>
</mml:math>
</inline-formula>) respectively. The Coulombs actually recovered was determined by integrating the current (<italic>I</italic>) over a period of batch cycle (<italic>t</italic>). So, the Coulombic efficiency can be evaluated over a period of time as:<disp-formula id="e3">
<mml:math id="m9">
<mml:mrow>
<mml:msub>
<mml:mi mathvariant="italic">C</mml:mi>
<mml:mi mathvariant="italic">E</mml:mi>
</mml:msub>
<mml:mo>&#x3d;</mml:mo>
<mml:mfrac>
<mml:mrow>
<mml:msub>
<mml:mi>M</mml:mi>
<mml:mi>S</mml:mi>
</mml:msub>
<mml:mstyle displaystyle="true">
<mml:mrow>
<mml:msubsup>
<mml:mo>&#x222b;</mml:mo>
<mml:mn>0</mml:mn>
<mml:mrow>
<mml:msub>
<mml:mi>t</mml:mi>
<mml:mi>b</mml:mi>
</mml:msub>
</mml:mrow>
</mml:msubsup>
<mml:mrow>
<mml:mi>I</mml:mi>
<mml:mtext>&#x2009;</mml:mtext>
<mml:mi>d</mml:mi>
<mml:mi>t</mml:mi>
</mml:mrow>
</mml:mrow>
</mml:mstyle>
</mml:mrow>
<mml:mrow>
<mml:mi>F</mml:mi>
<mml:msub>
<mml:mi>b</mml:mi>
<mml:mrow>
<mml:mi>E</mml:mi>
<mml:mi>S</mml:mi>
</mml:mrow>
</mml:msub>
<mml:msub>
<mml:mi>V</mml:mi>
<mml:mrow>
<mml:mi>A</mml:mi>
<mml:mi>n</mml:mi>
</mml:mrow>
</mml:msub>
<mml:mi mathvariant="italic">&#x394;</mml:mi>
<mml:mi>C</mml:mi>
</mml:mrow>
</mml:mfrac>
<mml:mo>&#x3d;</mml:mo>
<mml:mfrac>
<mml:mrow>
<mml:msub>
<mml:mi>M</mml:mi>
<mml:mi>S</mml:mi>
</mml:msub>
<mml:mi>I</mml:mi>
<mml:msub>
<mml:mi>t</mml:mi>
<mml:mi>b</mml:mi>
</mml:msub>
</mml:mrow>
<mml:mrow>
<mml:mi>F</mml:mi>
<mml:msub>
<mml:mi>b</mml:mi>
<mml:mrow>
<mml:mi>E</mml:mi>
<mml:mi>S</mml:mi>
</mml:mrow>
</mml:msub>
<mml:msub>
<mml:mi>V</mml:mi>
<mml:mrow>
<mml:mi>A</mml:mi>
<mml:mi>n</mml:mi>
</mml:mrow>
</mml:msub>
<mml:mi mathvariant="italic">&#x394;</mml:mi>
<mml:mi>C</mml:mi>
</mml:mrow>
</mml:mfrac>
</mml:mrow>
</mml:math>
<label>(3)</label>
</disp-formula>where <italic>M</italic>
<sub>
<italic>S</italic>
</sub> (g/mol) is the molecular weight of the substrate, <italic>F</italic> is Faraday&#x2019;s constant (98,485&#xa0;C/mol of electrons), <italic>C</italic> is the symbol of Coulomb, <italic>I</italic> (A) is the current, <italic>t</italic>
<sub>
<italic>b</italic>
</sub> (s) is the time period of a batch cycle, <italic>b</italic>
<sub>
<italic>ES</italic>
</sub> is the stoichiometric number of moles of electrons produced per mole of substrate, <italic>V</italic>
<sub>
<italic>An</italic>
</sub> (L) is the volume of liquid in the anode compartment, and &#x394;<italic>c</italic> (g/L) is the substrate concentration change over the bath cycle time (<xref ref-type="bibr" rid="B51">Yan et&#x20;al., 2015</xref>; <xref ref-type="bibr" rid="B23">Li et&#x20;al., 2018e</xref>).</p>
</sec>
<sec id="s4-7">
<title>Electrochemical Analyses</title>
<p>Electrochemical analysis is carried out at the steady state of the MFCs when the output voltage of the MFCs is at its maximum. Cyclic voltammetry (CV) analysis was conducted on a three-electrode mode with a scan rate of 1&#xa0;mV/s, in which the Ag/AgCl as reference electrode by a CHI1000C multichannel electrochemical workstation (CH Instrument, Shanghai, China). To obtain the polarization curves, linear sweep voltammetry (LSV) analysis with a slow scan rate of 0.1&#xa0;mV/s was conducted on a two-electrode mode by an electrochemical workstation CHI1000C (CH Instrument, Shanghai, China).</p>
</sec>
<sec id="s4-8">
<title>Quantification of Riboflavin and Electrode Attachment Biomass</title>
<p>For determination of riboflavin content in MFC, the 5&#xa0;ml of anode solution was collected, then centrifuged at 1,200&#xa0;rpm/min for 5&#xa0;min and filtered through a 0.22&#xa0;&#x3bc;m filter membrane to remove bacteria. All standard solutions and samples were determined by HPLC with reverse-phase C18 column (10&#xa0;cm &#xd7; 2.1 mm, 5&#xa0;&#x3bc;m) (<xref ref-type="bibr" rid="B52">Yang et&#x20;al., 2015</xref>). Anodic attached biofilm measurement, the anode carbon cloth was collected and placed in a 50&#xa0;ml test tube. Allow the cells to lyse and assay using the pierce<sup>TM</sup> BCA protein assay kit (made by Thermo) (<xref ref-type="bibr" rid="B18">Li et&#x20;al., 2017</xref>). Biofilms biovolume and thickness in the anode carbon cloth were monitored using a CLSM (Nikon, Ti2-E full electric inverted microscope) (<xref ref-type="bibr" rid="B36">Mukherjee et&#x20;al., 2018</xref>).</p>
</sec>
</sec>
</body>
<back>
<sec id="s5">
<title>Data Availability Statement</title>
<p>The raw data supporting the conclusion of this article will be made available by the authors, without undue reservation.</p>
</sec>
<sec id="s6">
<title>Author Contributions</title>
<p>JZ, ZC and CL have contributed equally to this work, designed the project, performed experiments, analyzed data, and drafted the article. JL and XA helped to perform some experiments and drafted the manuscript; DW, XS, BZ and LF provided some reagents, helped design the experiment and drafted the article. FL and HS designed and supervised the project, analyzed data, and critically revised the article.</p>
</sec>
<sec id="s7">
<title>Funding</title>
<p>This research was supported by the National Key Research and Development Program of China (No. 2018YFA0901300), the National Natural Science Foundation of China (NSFC 32071411, 32001034 and 31701569), Tianjin Science and Technology Plan Project (20JCQNJC00830), Foundation of Basic Research Program (Foundation) of Guizhou Province (20201Y150), the Young Science and Technology Talents Growth Project of Education Department of Guizhou Province (KY2018445), Key Laboratory of Wuliangye-flavor Liquor Solid-state Fermentation, China National Light Industry (2021JJ013), and Tianjin Research Innovation Project for Postgraduate Students (2020YJSB045).</p>
</sec>
<sec sec-type="COI-statement" id="s8">
<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="s9">
<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="s10">
<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.2021.757953/full#supplementary-material">https://www.frontiersin.org/articles/10.3389/fbioe.2021.757953/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>
<sec id="s11">
<title>Abbreviations</title>
<p>BES, bioelectrochemical systems; CV, cyclic voltammetry; ET, engineered type; EET, extracellular electron transfer; LSV, linear sweep voltammetry; MECs, microbial electrolytic cells; MFCs, microbial fuel cells; WT, wild type; TCA, tricarboxylic acid&#x20;cycle.</p>
</sec>
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