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<front>
<journal-meta>
<journal-id journal-id-type="publisher-id">Front. Microbiol.</journal-id>
<journal-title>Frontiers in Microbiology</journal-title>
<abbrev-journal-title abbrev-type="pubmed">Front. Microbiol.</abbrev-journal-title>
<issn pub-type="epub">1664-302X</issn>
<publisher>
<publisher-name>Frontiers Media S.A.</publisher-name>
</publisher>
</journal-meta>
<article-meta>
<article-id pub-id-type="doi">10.3389/fmicb.2017.00920</article-id>
<article-categories>
<subj-group subj-group-type="heading">
<subject>Microbiology</subject>
<subj-group>
<subject>Original Research</subject>
</subj-group>
</subj-group>
</article-categories>
<title-group>
<article-title>Impact of Ferrous Iron on Microbial Community of the Biofilm in Microbial Fuel Cells</article-title>
</title-group>
<contrib-group>
<contrib contrib-type="author">
<name><surname>Liu</surname> <given-names>Qian</given-names></name>
<uri xlink:href="http://loop.frontiersin.org/people/415310/overview"/>
</contrib>
<contrib contrib-type="author">
<name><surname>Liu</surname> <given-names>Bingfeng</given-names></name>
</contrib>
<contrib contrib-type="author">
<name><surname>Li</surname> <given-names>Wei</given-names></name>
</contrib>
<contrib contrib-type="author">
<name><surname>Zhao</surname> <given-names>Xin</given-names></name>
<uri xlink:href="http://loop.frontiersin.org/people/439403/overview"/>
</contrib>
<contrib contrib-type="author">
<name><surname>Zuo</surname> <given-names>Wenjing</given-names></name>
<uri xlink:href="http://loop.frontiersin.org/people/399107/overview"/>
</contrib>
<contrib contrib-type="author" corresp="yes">
<name><surname>Xing</surname> <given-names>Defeng</given-names></name>
<xref ref-type="author-notes" rid="fn001"><sup>&#x002A;</sup></xref>
<uri xlink:href="http://loop.frontiersin.org/people/93693/overview"/>
</contrib>
</contrib-group>
<aff><institution>State Key Laboratory of Urban Water Resource and Environment, School of Municipal and Environmental Engineering, Harbin Institute of Technology</institution> <country>Harbin, China</country></aff>
<author-notes>
<fn fn-type="edited-by"><p>Edited by: <italic>Haoyi Cheng, Research Center for Eco-Environmental Sciences (CAS), China</italic></p></fn>
<fn fn-type="edited-by"><p>Reviewed by: <italic>Xianhua Liu, Tianjin University, China; Ping Li, China University of Geosciences, China</italic></p></fn>
<fn fn-type="corresp" id="fn001"><p>&#x002A;Correspondence: <italic>Defeng Xing, <email>dxing@hit.edu.cn</email></italic></p></fn>
<fn fn-type="other" id="fn002"><p>This article was submitted to Microbiotechnology, Ecotoxicology and Bioremediation, a section of the journal Frontiers in Microbiology</p></fn>
</author-notes>
<pub-date pub-type="epub">
<day>07</day>
<month>06</month>
<year>2017</year>
</pub-date>
<pub-date pub-type="collection">
<year>2017</year>
</pub-date>
<volume>8</volume>
<elocation-id>920</elocation-id>
<history>
<date date-type="received">
<day>08</day>
<month>01</month>
<year>2017</year>
</date>
<date date-type="accepted">
<day>08</day>
<month>05</month>
<year>2017</year>
</date>
</history>
<permissions>
<copyright-statement>Copyright &#x00A9; 2017 Liu, Liu, Li, Zhao, Zuo and Xing.</copyright-statement>
<copyright-year>2017</copyright-year>
<copyright-holder>Liu, Liu, Li, Zhao, Zuo and Xing</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) or licensor are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms.</p></license>
</permissions>
<abstract>
<p>The performance of microbial electrochemical cells depends upon microbial community structure and metabolic activity of the electrode biofilms. Iron as a signal affects biofilm development and enrichment of exoelectrogenic bacteria. In this study, the effect of ferrous iron on microbial communities of the electrode biofilms in microbial fuel cells (MFCs) was investigated. Voltage production showed that ferrous iron of 100 &#x03BC;M facilitated MFC start-up compared to 150 &#x03BC;M, 200 &#x03BC;M, and without supplement of ferrous iron. However, higher concentration of ferrous iron had an inhibitive influence on current generation after 30 days of operation. Illumina Hiseq sequencing of 16S rRNA gene amplicons indicated that ferrous iron substantially changed microbial community structures of both anode and cathode biofilms. Principal component analysis showed that the response of microbial communities of the anode biofilms to higher concentration of ferrous iron was more sensitive. The majority of predominant populations of the anode biofilms in MFCs belonged to <italic>Geobacter</italic>, which was different from the populations of the cathode biofilms. An obvious shift of community structures of the cathode biofilms occurred after ferrous iron addition. This study implied that ferrous iron influenced the power output and microbial community of MFCs.</p>
</abstract>
<kwd-group>
<kwd>microbial fuel cell</kwd>
<kwd>ferrous iron</kwd>
<kwd>electricity generation</kwd>
<kwd>microbial community</kwd>
<kwd>high throughput sequencing</kwd>
</kwd-group>
<contract-num rid="cn001">51422805</contract-num>
<contract-sponsor id="cn001">National Natural Science Foundation of China<named-content content-type="fundref-id">10.13039/501100001809</named-content></contract-sponsor>
<counts>
<fig-count count="6"/>
<table-count count="1"/>
<equation-count count="0"/>
<ref-count count="48"/>
<page-count count="9"/>
<word-count count="0"/>
</counts>
</article-meta>
</front>
<body>
<sec><title>Introduction</title>
<p>Microbial electrochemical cell (MEC) has been admired as a versatile device that can be used for alternative energy generation, electrosynthesis, biosensor, and waste treatment (<xref ref-type="bibr" rid="B16">Hou et al., 2016</xref>; <xref ref-type="bibr" rid="B24">Liu et al., 2016a</xref>; <xref ref-type="bibr" rid="B17">Huang et al., 2017</xref>). However, practical implementation of microbial fuel cells (MFCs) remains restricted by reasons of low electron transfer efficiency and high material costs (<xref ref-type="bibr" rid="B26">Logan et al., 2006</xref>). For the past few years, researchers studied electrode materials, exoelectrogenic bacteria, reactor configuration and operational conditions of MFCs (<xref ref-type="bibr" rid="B40">Watson and Logan, 2010</xref>; <xref ref-type="bibr" rid="B46">Yong et al., 2011</xref>; <xref ref-type="bibr" rid="B20">Janicek, 2015</xref>), and pointed out that microbial biofilm was the most direct and key element that affect current generation (<xref ref-type="bibr" rid="B33">Mohan et al., 2008</xref>). However, microbial biofilm and its community structure of MFCs can be influenced by temperature, pH, carbon source, inoculum, and metal ion (<xref ref-type="bibr" rid="B27">Lu et al., 2011</xref>, <xref ref-type="bibr" rid="B28">2012</xref>; <xref ref-type="bibr" rid="B36">Patil et al., 2011</xref>; <xref ref-type="bibr" rid="B43">Wu et al., 2013</xref>). The diverse populations developed in the biofilms in MECs have been widely analyzed (<xref ref-type="bibr" rid="B32">Mei et al., 2015</xref>). <italic>Geobacter</italic> as a typical dissimilatory metal-reducing bacterium (DMRB) is commonly identified in MFCs (<xref ref-type="bibr" rid="B34">Mohan et al., 2014</xref>; <xref ref-type="bibr" rid="B48">Zhu et al., 2014</xref>; <xref ref-type="bibr" rid="B22">Kumar et al., 2016</xref>). Hence, to understand and optimize ecological conditions that facilitate exoelectrogens enrichment and electron transfer are essential for MEC application.</p>
<p>Iron plays a central role in the development and maintenance of biofilm of <italic>Pseudomonas</italic> (<xref ref-type="bibr" rid="B18">Hunter et al., 2013</xref>). Although ferric iron has been identified as an important parameter affecting the biofilm formation (<xref ref-type="bibr" rid="B2">Banin et al., 2005</xref>), the impact of ferrous iron on the biofilm is less known. Metal ions are essential minerals to composite microorganisms and biological molecules, including metalloproteins which play key roles in most biological processes (iron for respiration; <xref ref-type="bibr" rid="B9">Cvetkovic et al., 2010</xref>). The reactive metal ions may have the phenomenon of redox reaction, catalysis, or precipitation, etc. and thus directly affect the performance of MECs by influencing the metabolism of microorganisms or the activity of enzymes (<xref ref-type="bibr" rid="B29">Lu et al., 2015</xref>). Due to its high redox activity, the Fe<sup>2+</sup> is able to be oxidized at the anode in an air-cathode fuel cells which are capable of abiotic electricity generation (<xref ref-type="bibr" rid="B6">Cheng et al., 2007</xref>). The addition of ferrous sulfate to the anode medium has improved the power densities of MFCs during start-up period (<xref ref-type="bibr" rid="B41">Wei et al., 2013</xref>). However, there are less literatures concerning the response of exoelectrogenic community in the electrode biofilms to ferrous iron.</p>
<p>Ferrous iron used in catholyte of dual-chambered MFC enhanced power output by increasing salt concentration or improving cathode potential (<xref ref-type="bibr" rid="B37">Ter Heijne et al., 2007</xref>). A comparison of results with and without ferrous iron as a cathodic reactant also revealed that the addition of ferrous iron enhanced power generation in batch MFC (<xref ref-type="bibr" rid="B39">Wang et al., 2011</xref>). However, the knowledge related to the effects of ferrous iron on performances of MFCs and microbial communities of electrode biofilms is less known. To reveal the response of microbial community of the electrode biofilm to ferrous iron, in this study, electrochemical performances of MFCs supplemented with different concentrations of ferrous iron were investigated. Meanwhile, microbial community structures of the anodes and cathodes biofilms in MFCs were analyzed using Illumina Hiseq sequencing of 16S rRNA gene amplicons.</p>
</sec>
<sec id="s1" sec-type="materials|methods">
<title>Materials and Methods</title>
<sec><title>MFC Configuration and Operation</title>
<p>Single-chamber MFCs with volume of 14 mL were constructed as previously described (<xref ref-type="bibr" rid="B44">Xing et al., 2008</xref>). Anodes were made of carbon paper (Toray TGP-H-090, Japan), while cathodes were stainless steel mesh by rolling activated carbon and polytetrafluoroethylene (PTFE) (<xref ref-type="bibr" rid="B11">Dong et al., 2012</xref>) (the area of anode and cathode were both 7 cm<sup>2</sup>). Domestic wastewater was used as inoculum in the first 5 days. Nutrient solutions were consisted of 1 g/L sodium acetate, 5 mL/L vitamins, 12.5 mL/L minerals, 100 mM phosphate buffer saline (PBS, pH of 6) and FeSO<sub>4</sub> with different concentrations. The final pH value of nutrient solution was 6.2 &#x00B1; 0.1. The final concentrations of FeSO<sub>4</sub> in MFCs were 32 (control), 100, 150, and 200 &#x03BC;M.</p>
<p>Voltages across the external resistor (1000 &#x03A9;) of MFCs were measured using Keithley 2700 multimeter/data acquisition system. All MFCs were operated at 35&#x00B0;C and each Fe<sup>2+</sup> concentration have three replicates. Cyclic voltammetry (CV) measurements of MFCs at the 15th day were performed on Autolab potentiostat (Metrohm, Netherlands) with scan rate of 0.01 V/s.</p>
</sec>
<sec><title>DNA Extraction and Illumina Sequencing of 16S rRNA Gene</title>
<p>After MFCs were operated for 2 months, the anode and cathode biofilms of MFCs (control, fed with 100 and 200 &#x03BC;M Fe<sup>2+</sup>) were sampled for genomic DNA extraction by using PowerSoil DNA Isolation Kit according the manufacturer&#x2019;s instructions. DNA concentration and purity were determined by NanoPhotometer P-Class (Implen, GmbH). Prior to polymerase chain reaction (PCR) amplification, DNA of anode and cathode biofilms from three duplicated bioreactors were mixed. The V4 region (length of &#x223C;373 bp) of bacterial 16S rRNA gene was amplified by using a set of bacterial primers 515F (5&#x2032;-GTGCCAGCMGCCGCGGTAA-3&#x2032;) and 806R (5&#x2032;-GGACTACHVGGGTWTCTAAT-3&#x2032;). After integrated with barcode, PCR amplification was implemented by using ABI GeneAmp<sup>&#x00AE;</sup> 9700 PCR system.</p>
<p>Sequencing was performed on Illumina Hiseq platforms according to the standard protocols. Raw Tags were overlapped by using the Fast Length Adjustment of SHort reads (FLASH; V1.2.7)<sup><xref ref-type="fn" rid="fn01">1</xref></sup> software (<xref ref-type="bibr" rid="B30">Magoc and Salzberg, 2011</xref>) and filtered following pipelines of Quantitative Insights Into Microbial Ecology (QIIME, V1.7.0; <xref ref-type="bibr" rid="B4">Caporaso et al., 2010</xref>). Effective tags were obtained by removing chimeric sequences after aligned using Gold database<sup><xref ref-type="fn" rid="fn02">2</xref></sup>. Operational taxonomic units (OTUs) were determined based on the threshold of 97% similarity using UPARSE software (Uparse V7.0.1001). A representative sequence of each OTU was aligned for taxonomic identification using the GreenGene database<sup><xref ref-type="fn" rid="fn03">3</xref></sup> and Ribosomal Database Project (RDP) classifier (version 2.2)<sup><xref ref-type="fn" rid="fn04">4</xref></sup> with the threshold of 80&#x2013;100% (<xref ref-type="bibr" rid="B10">DeSantis et al., 2006</xref>; <xref ref-type="bibr" rid="B38">Wang et al., 2007</xref>). The raw Illumina sequencing data were deposited in the Sequence Read Archive (SRA) of National Center for Biotechnology Information (NCBI) under the accession Nos. SRR5266191&#x2013;SRR5266196.</p>
</sec>
</sec>
<sec><title>Results and Discussion</title>
<sec><title>Electricity Generation and Electrochemical Activity of MFCs</title>
<p>Cyclic voltammetry curves showed that MFCs supplemented with 100 &#x03BC;M ferrous ion (Fe<sup>2+</sup>) obtained the highest current peak on the 15th day (<bold>Figure <xref ref-type="fig" rid="F1">1</xref></bold>). The results suggested that low concentration of Fe<sup>2+</sup> could obviously improve electrochemical activity of MFCs in the start-up period. During another 15 days of operation, MFCs with 100 &#x03BC;M ferrous ion showed the best electrochemical characteristics compared to MFCs with 150 and 200 &#x03BC;M Fe<sup>2+</sup>, and MFCs without additional Fe<sup>2+</sup> supplement (<bold>Figure <xref ref-type="fig" rid="F2">2</xref></bold>). The maximum voltage of 0.55 V was monitored in MFCs fed with 100 &#x03BC;M Fe<sup>2+</sup>, and then following the order control (0.54 V), 150 &#x03BC;M Fe<sup>2+</sup> (0.52 V) and 200 &#x03BC;M Fe<sup>2+</sup> (0.47 V). After all MFCs were operated for 30 days, MFCs of control groups maintained the steady voltage output, while other MFCs with Fe<sup>2+</sup> addition performed a weaken efficiency.</p>
<fig id="F1" position="float">
<label>FIGURE 1</label>
<caption><p><bold>Cyclic voltammetry curves of MFCs supplemented with different concentrations of ferrous iron on 15th day</bold>.</p></caption>
<graphic xlink:href="fmicb-08-00920-g001.tif"/>
</fig>
<fig id="F2" position="float">
<label>FIGURE 2</label>
<caption><p><bold>Voltage curves of MFCs supplemented with ferrous iron of different concentrations</bold>.</p></caption>
<graphic xlink:href="fmicb-08-00920-g002.tif"/>
</fig>
</sec>
<sec><title>Community Diversity of MFCs with Different Concentrations of Fe<sup>2+</sup></title>
<p>Since the power outputs of MFCs with 150 and 200 &#x03BC;M were similar, and the CV result of 200 &#x03BC;M adequately represented the decrease of electrochemical activity of electrode biofilms, the biofilm samples of MFCs with ferrous iron of 150 &#x03BC;M were not used for microbial community analysis. After quality filtering the raw tags, 50,373 to 54,932 effective tags were obtained per sample, with average length of 373 bp. Total OTUs at the 97% similarity were ranged from 630 to 824 per sample with an average of 710 OTUs (<bold>Table <xref ref-type="table" rid="T1">1</xref></bold>). The anode biofilms in MFCs supplemented with ferrous iron showed slightly lower population diversity than that in control MFCs without ferrous iron supplement. Shannon indices were 3.72, 4.71, and 5.21 for the anodes biofilms with 100, 200 &#x03BC;M Fe<sup>2+</sup>, and without Fe<sup>2+</sup>, respectively. By contrast, Fe<sup>2+</sup> increased the population diversities of the cathode biofilms, Shannon indices increased from 4.3 (control) to 5.02 (100 &#x03BC;M Fe<sup>2+</sup>) and 5.54 (200 &#x03BC;M Fe<sup>2+</sup>), suggesting that Fe<sup>2+</sup> affected microbial community structure of the electrode biofilms in MFCs. Principal component analysis based on OTUs showed three clusters, the anode biofilms of MFC without Fe<sup>2+</sup> was separated from the anode biofilms of MFC supplemented with Fe<sup>2+</sup> of 100 and 200 &#x03BC;M Fe<sup>2+</sup> and the cathode biofilms (control, 100, and 200 &#x03BC;M Fe<sup>2+</sup>; <bold>Figure <xref ref-type="fig" rid="F3">3</xref></bold>).</p>
<table-wrap position="float" id="T1">
<label>Table 1</label>
<caption><p>Qualities of reads identified by Illumina Hiseq sequencing and bacterial diversity estimates based on OTUs (97% similarity).</p></caption>
<table cellspacing="5" cellpadding="5" frame="hsides" rules="groups">
<thead>
<tr>
<th valign="top" align="left">Sample name</th>
<th valign="top" align="center">Effective tags</th>
<th valign="top" align="center">OTUs</th>
<th valign="top" align="center">Shannon</th>
<th valign="top" align="center">Chao1</th>
<th valign="top" align="center">Simpson</th>
<th valign="top" align="center">ACE</th>
<th valign="top" align="center">Good&#x2019;s coverage</th>
</tr>
</thead>
<tbody>
<tr>
<td valign="top" align="left">Anode (control)</td>
<td valign="top" align="center">53,807</td>
<td valign="top" align="center">824</td>
<td valign="top" align="center">5.21</td>
<td valign="top" align="center">908.307</td>
<td valign="top" align="center">0.884</td>
<td valign="top" align="center">900.018</td>
<td valign="top" align="center">0.997</td>
</tr>
<tr>
<td valign="top" align="left">Anode (100 &#x03BC;M)</td>
<td valign="top" align="center">53,136</td>
<td valign="top" align="center">630</td>
<td valign="top" align="center">3.716</td>
<td valign="top" align="center">691.84</td>
<td valign="top" align="center">0.733</td>
<td valign="top" align="center">703.657</td>
<td valign="top" align="center">0.998</td>
</tr>
<tr>
<td valign="top" align="left">Anode (200 &#x03BC;M)</td>
<td valign="top" align="center">54,932</td>
<td valign="top" align="center">679</td>
<td valign="top" align="center">4.706</td>
<td valign="top" align="center">785.135</td>
<td valign="top" align="center">0.886</td>
<td valign="top" align="center">796.327</td>
<td valign="top" align="center">0.997</td>
</tr>
<tr>
<td valign="top" align="left">Cathode (control)</td>
<td valign="top" align="center">51,054</td>
<td valign="top" align="center">692</td>
<td valign="top" align="center">4.3</td>
<td valign="top" align="center">755.5</td>
<td valign="top" align="center">0.748</td>
<td valign="top" align="center">773.924</td>
<td valign="top" align="center">0.997</td>
</tr>
<tr>
<td valign="top" align="left">Cathode (100 &#x03BC;M)</td>
<td valign="top" align="center">54,592</td>
<td valign="top" align="center">697</td>
<td valign="top" align="center">5.021</td>
<td valign="top" align="center">757.026</td>
<td valign="top" align="center">0.879</td>
<td valign="top" align="center">771.527</td>
<td valign="top" align="center">0.998</td>
</tr>
<tr>
<td valign="top" align="left">Cathode (200 &#x03BC;M)</td>
<td valign="top" align="center">50,373</td>
<td valign="top" align="center">741</td>
<td valign="top" align="center">5.542</td>
<td valign="top" align="center">810.327</td>
<td valign="top" align="center">0.927</td>
<td valign="top" align="center">813.045</td>
<td valign="top" align="center">0.997</td>
</tr>
<tr>
<td valign="top" align="left"></td>
</tr>
</tbody>
</table>
</table-wrap>
<fig id="F3" position="float">
<label>FIGURE 3</label>
<caption><p><bold>Principal component analysis based on operational taxonomic units of the anode and cathode biofilms of MFCs</bold>.</p></caption>
<graphic xlink:href="fmicb-08-00920-g003.tif"/>
</fig>
</sec>
<sec><title>Bacterial Composition of the Anode and Cathode Biofilms</title>
<p>The bacterial communities of the anode biofilms were substantially shifted when additional Fe<sup>2+</sup> was supplemented in MFCs. <italic>Proteobacteria</italic> were the most dominant phylum observed both in the anode (71&#x2013;75%, relative abundance) and cathode biofilms (41&#x2013;78%) (<bold>Figure <xref ref-type="fig" rid="F4">4A</xref></bold>). <italic>Chlorobi</italic> (11&#x2013;14%) and <italic>Bacteroidetes</italic> (4&#x2013;8%) were also predominant phyla in the anode biofilms. The relative abundances of <italic>Lentisphaerae</italic> in the cathode biofilms, were much higher than that in the anode biofilms, reached to 31% (100 &#x03BC;M Fe<sup>2+</sup>), 22% (200 &#x03BC;M Fe<sup>2+</sup>), and 4% (control). <italic>Deltaproteobacteria</italic>, <italic>Ignavibacteria</italic>, and <italic>Betaproteobacteria</italic> were the most predominant classes in the anode biofilms and accounted for 75% more or less, of which, the abundance of <italic>Deltaproteobacteria</italic> in the anode of MFCs with 100 &#x03BC;M reached to 50%, speculating that <italic>Deltaproteobacteria</italic> were the dominant class since MFC start-up period (<bold>Figure <xref ref-type="fig" rid="F4">4B</xref></bold>). By contrast, microbial community structures of cathodes were different from anodes. <italic>Alphaproteobacteria</italic>, <italic>Gammaproteobacteria</italic>, <italic>Bacteroidia</italic>, and <italic>Lentisphaeria</italic> were the predominant classes on the cathodes. Cathodes of MFCs with additional Fe<sup>2+</sup> had similar communities that were much different with control group.</p>
<fig id="F4" position="float">
<label>FIGURE 4</label>
<caption><p><bold>Microbial community taxonomic wind-rose plots based on relative abundance of 16S rRNA sequences of the anode and cathode biofilms in MFCs at the phylum</bold> <bold>(A)</bold> and class levels <bold>(B)</bold>.</p></caption>
<graphic xlink:href="fmicb-08-00920-g004.tif"/>
</fig>
<p>The predominant genera varied significantly among all anodes and cathodes biofilms (<bold>Figure <xref ref-type="fig" rid="F5">5</xref></bold>). The majority of predominant populations in the control MFCs were affiliated with <italic>Geobacter</italic> spp. (30.7%) and <italic>Legionella</italic> spp. (50.3%). <italic>Geobacter</italic> was also the predominant genus in the anode of MFC supplemented with 100 and 200 &#x03BC;M Fe<sup>2+</sup>, the relative abundance of which population reached up to 49.3 and 24.4%. Another predominant genus in the anode biofilms of MFC (200 &#x03BC;M Fe<sup>2+</sup>) was affiliated to <italic>Rhodanobacter</italic> (19%). In the cathode biofilms of MFCs with 100 and 200 &#x03BC;M Fe<sup>2+</sup>, higher relative abundance of predominant genera belonged to <italic>Legionella</italic> spp. (2 and 6%), and no absolutely predominant populations were present. Hierarchical cluster analysis of microbial communities based on genus taxonomy revealed that the relative abundance of <italic>Sphaerochaeta</italic>, <italic>Dechloromonas</italic>, <italic>Paracoccus</italic>, <italic>Thermomonas</italic>, and <italic>Rhodanobacter</italic> increased in the anode biofilms of MFCs supplemented with 200 &#x03BC;M Fe<sup>2+</sup> (<bold>Figure <xref ref-type="fig" rid="F6">6</xref></bold>). Meanwhile, the relative abundance of <italic>Gordonia</italic>, <italic>Sphingopyxis</italic>, <italic>Hydrogenophaga</italic>, and <italic>Janthinobacterium</italic> in the cathode biofilms of MFCs with 200 &#x03BC;M Fe<sup>2+</sup> were relatively higher than that in the cathodes biofilms of MFCs without Fe<sup>2+</sup> and with 100 &#x03BC;M Fe<sup>2+</sup>, but higher proportion of <italic>Thauera</italic>, <italic>Dokdonella</italic>, <italic>Fusibacter</italic>, <italic>Devosia</italic>, and <italic>Desulfovibrio</italic> were observed in the cathode biofilms of MFCs with 100 &#x03BC;M Fe<sup>2+</sup>.</p>
<fig id="F5" position="float">
<label>FIGURE 5</label>
<caption><p><bold>Relative abundance of predominant genera in the anode and cathode biofilms in MFCs supplemented with different concentrations of ferrous iron</bold>.</p></caption>
<graphic xlink:href="fmicb-08-00920-g005.tif"/>
</fig>
<fig id="F6" position="float">
<label>FIGURE 6</label>
<caption><p><bold>Hierarchical cluster analysis of predominant populations in the anode and cathode biofilms in MFCs.</bold> The genera with the relative abundance of the top 35 are shown. The species clustering tree is on the left and the sample clustering tree is on the top. Each box of the heatmap represents a <italic>Z</italic>-score, a positive score indicates a datum above the mean, while a negative score indicates a datum below the mean.</p></caption>
<graphic xlink:href="fmicb-08-00920-g006.tif"/>
</fig>
</sec>
<sec><title>Effect of Fe<sup>2+</sup> on Predominant Populations in the Electrode Biofilms</title>
<p>Ferrous iron with appropriate concentration (100 &#x03BC;M) stimulated electrochemical activity of MFCs during the start-up period, but Fe<sup>2+</sup> cannot enhance power output after 30 days of operation and higher concentration of Fe<sup>2+</sup> had the negative effect (<xref ref-type="bibr" rid="B41">Wei et al., 2013</xref>), presumably the Fe<sup>2+</sup> facilitated biofilm formation at the early stage. The metal ions may act as redox active sites in the enzymes which catalyze the electron transfer and redox reaction to affect the performance of bio-electrochemical systems (BESs) (<xref ref-type="bibr" rid="B29">Lu et al., 2015</xref>). In mature anode biofilms, pH decreased through different growth phases, showing that the pH is not always a limiting factor in a biofilm. Meanwhile, increasing redox potential at the biofilm electrode was associated only with the biofilm, demonstrating that microbial biofilms respire in a unique internal environment (<xref ref-type="bibr" rid="B1">Babauta et al., 2012</xref>). Oxidation of ferrous ion by microbes is an important component of iron geochemical cycle (<xref ref-type="bibr" rid="B7">Croal et al., 2004</xref>). Recent studies also confirmed that Fe<sup>2+</sup> oxidation provides an energetic benefit for some microbes&#x2019; growth when using Fe<sup>2+</sup> and acetate as the co-substrate (<xref ref-type="bibr" rid="B35">Muehe et al., 2009</xref>; <xref ref-type="bibr" rid="B5">Chakraborty et al., 2011</xref>). Illumina Hiseq sequencing of 16S rRNA gene indicated that Fe<sup>2+</sup> shifted bacterial community and influenced enrichment of exoelectrogenic bacteria in the anode biofilms.</p>
<p>An excessive amount of metal salts may result in negative effects on the performance of BESs by inhibiting the activity of microorganisms (<xref ref-type="bibr" rid="B21">Jiang et al., 2011</xref>). The relative abundance of <italic>Geobacter</italic> increased from 30.7 to 49.3% in MFCs with 100 &#x03BC;M Fe<sup>2+</sup> but decreased to 24.4% in MFCs with 200 &#x03BC;M Fe<sup>2+</sup>, implying higher Fe<sup>2+</sup> concentration could not further enrich <italic>Geobacter</italic>. As a result, the power output of MFC with higher Fe<sup>2+</sup> concentration (200 &#x03BC;M) was lower than control and 100 &#x03BC;M Fe<sup>2+</sup> during MFC steady operation. <italic>Rhodanobacter</italic> accounted for a large proportion (19%) in MFCs with Fe<sup>2+</sup> concentration of 200 &#x03BC;M. To date, the function of <italic>Rhodanobacter</italic> was mostly investigated on denitrifying (<xref ref-type="bibr" rid="B15">Green et al., 2012</xref>) and thiosulfate-oxidizing (<xref ref-type="bibr" rid="B23">Lee et al., 2007</xref>), but little is reported about Fe<sup>2+</sup> oxidation especially mediated by C-type cytochromes (<xref ref-type="bibr" rid="B8">Croal et al., 2007</xref>; <xref ref-type="bibr" rid="B3">Bird et al., 2011</xref>). Whether it participates in interspecies interaction with <italic>Geobacter</italic> should be further proved. Other exoelectrogenic bacteria also formed a certain proportion in different anode biofilms, such as <italic>Pseudomonas</italic> (1&#x2013;6%) and <italic>Arcobacter</italic> (3&#x2013;7%) (<xref ref-type="bibr" rid="B12">Fedorovich et al., 2009</xref>; <xref ref-type="bibr" rid="B46">Yong et al., 2011</xref>). <italic>Pseudomonas</italic> has a positive role to benefit other exoelectrogens in anode biofilm under a high concentration of salt addition (<xref ref-type="bibr" rid="B25">Liu et al., 2016b</xref>). <italic>Arcobacter</italic> can be selectively enriched in an acetate-fed MFC and rapidly generates a strong electronegative potential (<xref ref-type="bibr" rid="B12">Fedorovich et al., 2009</xref>). It indicated that additional ions, like Fe<sup>2+</sup>, will take part in biofilm metabolism or microbial communication, which resulted in community structure changes.</p>
<p>The microbial communities on the cathodes clearly differed from the anodes biofilms in all MFCs. The most predominant genera in the cathode biofilms of MFCs without additional ferrous iron came from <italic>Legionella</italic> spp. (50.3% of relative abundance). However, the relative abundance of <italic>Legionella</italic> on the cathode biofilms declined to 2&#x2013;6% with Fe<sup>2+</sup> addition, suggesting that <italic>Legionella</italic> was inhibited by high concentration of Fe<sup>2+</sup>. The abundance of Fe(II)-oxidizing bacteria, <italic>Janthinobacterium</italic> (<xref ref-type="bibr" rid="B13">Geissler et al., 2011</xref>), in the cathode biofilms of MFC with 200 &#x03BC;M Fe<sup>2+</sup> were relatively higher than other groups (<bold>Figure <xref ref-type="fig" rid="F6">6</xref></bold>). Hierarchical cluster analysis based on genus taxonomy demonstrated that the response of predominant populations in the electrode biofilms to ferrous iron occurred, indicating the effect of ferrous iron on microbial community in MFCs.</p>
</sec>
<sec><title>Effect of Environmental Factors on MFC Performances</title>
<p>Some environmental factors, such as nutrients, pH, and temperature, influence the performances of MFCs by changing microbial activity and community structure. Our study indicated that ferrous iron changed microbial community structures of electrode biofilms of MFCs. Other metals (e.g., Ca, Mg, Pt, Au, Pd, Fe, V, Mn) and metal-nanomaterials affected current generation of MECs by changing the metabolism and enzyme activity of microorganisms (<xref ref-type="bibr" rid="B29">Lu et al., 2015</xref>). These studies have analyzed effect of single metal on electricity generation by MFCs, however, the effect of combined metals on microbial community structure and performance of MFCs should be further investigated.</p>
<p>Neutral pH is considered as the optimal condition for current generation by MFCs (<xref ref-type="bibr" rid="B14">Gil et al., 2003</xref>; <xref ref-type="bibr" rid="B19">Jadhav and Ghangrekar, 2009</xref>). However, a higher pH has been demonstrated to enhance the electrochemical activity of riboflavin which is a metabolite responsible for extracellular electron transfer in some species (<xref ref-type="bibr" rid="B47">Yuan et al., 2011</xref>; <xref ref-type="bibr" rid="B45">Yong et al., 2013</xref>). By contrast, MFCs have also been operated at pH less than 4.0 and produced high current densities by acidophilic bacterium (<xref ref-type="bibr" rid="B31">Malki et al., 2008</xref>; <xref ref-type="bibr" rid="B42">Winfield et al., 2016</xref>). Previous studies proved that temperate substantially affected the performances of MECs or MFCs by shaping microbial community (<xref ref-type="bibr" rid="B27">Lu et al., 2011</xref>, <xref ref-type="bibr" rid="B28">2012</xref>). Synergistic effect of metals, pH and temperature on performances of MECs and correlation analysis of these environmental factors should be further investigated in the future.</p>
</sec>
</sec>
<sec><title>Author Contributions</title>
<p>DX designed the experiment. QL performed specific experiments. QL, BL, and DX contributed to analyze the experiment data. QL, WL, WZ, XZ, and DX wrote the manuscript. All authors were involved in revision of the manuscript and approved its final version.</p>
</sec>
<sec><title>Conflict of Interest Statement</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>
</body>
<back>
<fn-group>
<fn fn-type="financial-disclosure">
<p><bold>Funding.</bold> This study was supported by National Natural Science Foundation of China (Nos. 51422805, 31270004), the Science Fund for Distinguished Young Scholars of Heilongjiang Province (Grant No. JC201407), the State Key Laboratory of Urban Water Resource and Environment (Harbin Institute of Technology) (No. 2016DX10).</p>
</fn>
</fn-group>
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