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<front>
<journal-meta>
<journal-id journal-id-type="publisher-id">Front. Cell. Infect. Microbiol.</journal-id>
<journal-title>Frontiers in Cellular and Infection Microbiology</journal-title>
<abbrev-journal-title abbrev-type="pubmed">Front. Cell. Infect. Microbiol.</abbrev-journal-title>
<issn pub-type="epub">2235-2988</issn>
<publisher>
<publisher-name>Frontiers Media S.A.</publisher-name>
</publisher>
</journal-meta>
<article-meta>
<article-id pub-id-type="doi">10.3389/fcimb.2023.1118630</article-id>
<article-categories>
<subj-group subj-group-type="heading">
<subject>Cellular and Infection Microbiology</subject>
<subj-group>
<subject>Original Research</subject>
</subj-group>
</subj-group>
</article-categories>
<title-group>
<article-title>The quorum quenching enzyme Aii20J modifies <italic>in vitro</italic> periodontal biofilm formation</article-title>
</title-group>
<contrib-group>
<contrib contrib-type="author">
<name>
<surname>Parga</surname>
<given-names>Ana</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/1092582"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Muras</surname>
<given-names>Andrea</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<xref ref-type="author-notes" rid="fn003">
<sup>&#x2020;</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/458918"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Otero-Casal</surname>
<given-names>Paz</given-names>
</name>
<xref ref-type="aff" rid="aff2">
<sup>2</sup>
</xref>
<xref ref-type="aff" rid="aff3">
<sup>3</sup>
</xref>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Arredondo</surname>
<given-names>Alexandre</given-names>
</name>
<xref ref-type="aff" rid="aff4">
<sup>4</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/1017617"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Soler-Oll&#xe9;</surname>
<given-names>Agn&#xe8;s</given-names>
</name>
<xref ref-type="aff" rid="aff4">
<sup>4</sup>
</xref>
</contrib>
<contrib contrib-type="author">
<name>
<surname>&#xc0;lvarez</surname>
<given-names>Gerard</given-names>
</name>
<xref ref-type="aff" rid="aff4">
<sup>4</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/2150905"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Alcaraz</surname>
<given-names>Luis D.</given-names>
</name>
<xref ref-type="aff" rid="aff5">
<sup>5</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/189240"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Mira</surname>
<given-names>Alex</given-names>
</name>
<xref ref-type="aff" rid="aff6">
<sup>6</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/96413"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Blanc</surname>
<given-names>Vanessa</given-names>
</name>
<xref ref-type="aff" rid="aff4">
<sup>4</sup>
</xref>
</contrib>
<contrib contrib-type="author" corresp="yes">
<name>
<surname>Otero</surname>
<given-names>Ana</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<xref ref-type="author-notes" rid="fn001">
<sup>*</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/484144"/>
</contrib>
</contrib-group>
<aff id="aff1">
<sup>1</sup>
<institution>Department of Microbiology and Parasitology, CIBUS-Faculty of Biology, Universidade de Santiago de Compostela</institution>, <addr-line>Santiago de Compostela</addr-line>, <country>Spain</country>
</aff>
<aff id="aff2">
<sup>2</sup>
<institution>Department of Surgery and Medical-Surgical Specialties, Faculty of Medicine and Odontology, Universidade de Santiago de Compostela</institution>, <addr-line>Santiago de Compostela</addr-line>, <country>Spain</country>
</aff>
<aff id="aff3">
<sup>3</sup>
<institution>Unit of Oral Health, Santa Comba-Negreira, (CS) SERGAS</institution>, <addr-line>Santiago de Compostela</addr-line>, <country>Spain</country>
</aff>
<aff id="aff4">
<sup>4</sup>
<institution>Department of Microbiology, Dentaid Research Center</institution>, <addr-line>Cerdanyola Del Vall&#xe8;s</addr-line>, <country>Spain</country>
</aff>
<aff id="aff5">
<sup>5</sup>
<institution>Department of Cellular Biology, Faculty of Sciences, National Autonomous University of Mexico</institution>, <addr-line>Coyoac&#xe1;n</addr-line>, <country>Mexico</country>
</aff>
<aff id="aff6">
<sup>6</sup>
<institution>Department of Genomics and Health, FISABIO Foundation</institution>, <addr-line>Valencia</addr-line>, <country>Spain</country>
</aff>
<author-notes>
<fn fn-type="edited-by">
<p>Edited by: Uelinton Manoel Pinto, University of S&#xe3;o Paulo, Brazil</p>
</fn>
<fn fn-type="edited-by">
<p>Reviewed by: Tom Defoirdt, Ghent University, Belgium; Jessica Kajfasz, University of Florida, United States</p>
</fn>
<fn fn-type="corresp" id="fn001">
<p>*Correspondence: Ana Otero, <email xlink:href="mailto:anamaria.otero@usc.es">anamaria.otero@usc.es</email>
</p>
</fn>
<fn fn-type="present-address" id="fn003">
<p>&#x2020;Present address: Andrea Muras, Laboratory of Microbial Pathogenesis, Navarrabiomed, Public University of Navarre (UPNA), University Hospital of Navarra, IdisNa, Pamplona, Spain</p>
</fn>
<fn fn-type="other" id="fn002">
<p>This article was submitted to Bacteria and Host, a section of the journal Frontiers in Cellular and Infection Microbiology</p>
</fn>
</author-notes>
<pub-date pub-type="epub">
<day>02</day>
<month>02</month>
<year>2023</year>
</pub-date>
<pub-date pub-type="collection">
<year>2023</year>
</pub-date>
<volume>13</volume>
<elocation-id>1118630</elocation-id>
<history>
<date date-type="received">
<day>07</day>
<month>12</month>
<year>2022</year>
</date>
<date date-type="accepted">
<day>20</day>
<month>01</month>
<year>2023</year>
</date>
</history>
<permissions>
<copyright-statement>Copyright &#xa9; 2023 Parga, Muras, Otero-Casal, Arredondo, Soler-Oll&#xe9;, &#xc0;lvarez, Alcaraz, Mira, Blanc and Otero</copyright-statement>
<copyright-year>2023</copyright-year>
<copyright-holder>Parga, Muras, Otero-Casal, Arredondo, Soler-Oll&#xe9;, &#xc0;lvarez, Alcaraz, Mira, Blanc and Otero</copyright-holder>
<license xlink:href="http://creativecommons.org/licenses/by/4.0/">
<p>This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY). The use, distribution or reproduction in other forums is permitted, provided the original author(s) and the copyright owner(s) are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms.</p>
</license>
</permissions>
<abstract>
<sec>
<title>Introduction</title>
<p>Recent studies have revealed the presence of <italic>N</italic>-acyl-homoserine lactones (AHLs) quorum sensing (QS) signals in the oral environment. Yet, their role in oral biofilm development remains scarcely investigated. The use of quorum quenching (QQ) strategies targeting AHLs has been described as efficient for the control of pathogenic biofilms. Here, we evaluate the use of a highly active AHL-targeting QQ enzyme, Aii20J, to modulate oral biofilm formation <italic>in vitro</italic>.</p>
</sec>
<sec>
<title>Methods</title>
<p>The effect of the QQ enzyme was studied in <italic>in vitro</italic> multispecies biofilms generated from oral samples taken from healthy donors and patients with periodontal disease. Subgingival samples were used as inocula, aiming to select members of the microbiota of the periodontal pocket niche in the <italic>in vitro</italic> biofilms. Biofilm formation abilities and microbial composition were studied upon treating the biofilms with the QQ enzyme Aii20J.</p>
</sec>
<sec>
<title>Results and Discussion</title>
<p>The addition of the enzyme resulted in significant biofilm mass reductions in 30 &#x2013; 60% of the subgingival-derived biofilms, although standard AHLs could not be found in the supernatants of the cultured biofilms. Changes in biofilm mass were not accompanied by significant alterations of bacterial relative abundance at the genus level. The investigation of 125 oral supragingival metagenomes and a synthetic subgingival metagenome revealed a surprisingly high abundance and broad distribution of homologous of the AHL synthase HdtS and several protein families of AHL receptors, as well as an enormous presence of QQ enzymes, pointing to the existence of an intricate signaling network in oral biofilms that has been so far unreported, and should be further investigated. Together, our findings support the use of Aii20J to modulate polymicrobial biofilm formation without changing the microbiome structure of the biofilm. Results in this study suggest that AHLs or AHL-like molecules affect oral biofilm formation, encouraging the application of QQ strategies for oral health improvement, and reinforcing the importance of personalized approaches to oral biofilm control.</p>
</sec>
</abstract>
<kwd-group>
<kwd>acyl-homoserine lactones</kwd>
<kwd>quorum quenching</kwd>
<kwd>oral biofilm</kwd>
<kwd>multispecies biofilm</kwd>
<kwd>antibiofilm strategies</kwd>
<kwd>oral metagenomes</kwd>
<kwd>bacterial diversity</kwd>
<kwd>periodontal disease</kwd>
</kwd-group>
<contract-num rid="cn001">ED481A-2019/194</contract-num>
<contract-num rid="cn002">DTS21/00015</contract-num>
<contract-sponsor id="cn001">Conseller&#xed;a de Cultura, Educaci&#xf3;n e Ordenaci&#xf3;n Universitaria, Xunta de Galicia<named-content content-type="fundref-id">10.13039/501100008425</named-content>
</contract-sponsor>
<contract-sponsor id="cn002">Instituto de Salud Carlos III<named-content content-type="fundref-id">10.13039/501100004587</named-content>
</contract-sponsor>
<counts>
<fig-count count="6"/>
<table-count count="0"/>
<equation-count count="0"/>
<ref-count count="96"/>
<page-count count="17"/>
<word-count count="10360"/>
</counts>
</article-meta>
</front>
<body>
<sec id="s1" sec-type="intro">
<title>Introduction</title>
<p>Most oral bacteria are embedded in a matrix of extracellular polymers of host and bacterial origin and attached to the tooth surface forming a biofilm, presenting altered phenotypes compared to planktonic cells (<xref ref-type="bibr" rid="B17">Donlan and Costerton, 2002</xref>; <xref ref-type="bibr" rid="B49">Marsh, 2006</xref>). The two major oral bacterial diseases, dental caries and periodontal disease (PD), are caused by changes in local environmental conditions that result in a loss of the ecological equilibrium in the oral microbiota, eventually leading to a pathogenic biofilm (<xref ref-type="bibr" rid="B47">Marsh, 1994</xref>; <xref ref-type="bibr" rid="B48">Marsh, 2003</xref>; <xref ref-type="bibr" rid="B6">Belda-Ferre et&#xa0;al., 2012</xref>; <xref ref-type="bibr" rid="B30">Hajishengallis et&#xa0;al., 2012</xref>). Therefore, it is not a single pathogen but rather the entire community residing in the oral cavity and its functional activities that are responsible for the progression of these diseases (<xref ref-type="bibr" rid="B19">Duran-Pinedo and Frias-Lopez, 2015</xref>; <xref ref-type="bibr" rid="B96">Yost et&#xa0;al., 2015</xref>). In this context, interfering with biofilm formation processes through modulation of microbial interactions has been proposed as a relevant strategy for preventing and treating oral polymicrobial diseases (<xref ref-type="bibr" rid="B82">Sim&#xf3;n-Soro and Mira, 2015</xref>).</p>
<p>Cell density-dependent gene-regulation processes, known as quorum sensing (QS), have been proposed as potential targets for developing strategies to inhibit oral biofilm formation (<xref ref-type="bibr" rid="B63">Muras et&#xa0;al., 2018b</xref>; <xref ref-type="bibr" rid="B64">Muras and Otero, 2020</xref>; <xref ref-type="bibr" rid="B65">Muras et&#xa0;al., 2020b</xref>). Among the three most studied QS signals, the presence of Gram-positive autoinducer peptides has been reported in various oral streptococci, while the universal autoinducer-2 (AI-2) has been found in both Gram-positive and Gram-negative oral pathogens (<xref ref-type="bibr" rid="B88">Whittaker et&#xa0;al., 1996</xref>; <xref ref-type="bibr" rid="B23">Frias et&#xa0;al., 2001</xref>; <xref ref-type="bibr" rid="B11">Burgess et&#xa0;al., 2002</xref>; <xref ref-type="bibr" rid="B41">Kolenbrander et&#xa0;al., 2006</xref>). The <italic>N</italic>-acyl-homoserine lactones (AHLs), the QS signals typically used by Gram-negative bacteria, have traditionally been considered non-relevant in the oral cavity due to the lack of success in detecting their production in pure cultures of oral pathogens in the past (<xref ref-type="bibr" rid="B88">Whittaker et&#xa0;al., 1996</xref>; <xref ref-type="bibr" rid="B23">Frias et&#xa0;al., 2001</xref>; <xref ref-type="bibr" rid="B11">Burgess et&#xa0;al., 2002</xref>; <xref ref-type="bibr" rid="B37">Jakubovics and Kolenbrander, 2010</xref>; <xref ref-type="bibr" rid="B34">Huang et&#xa0;al., 2011</xref>; <xref ref-type="bibr" rid="B29">Guo et&#xa0;al., 2014</xref>). Despite this, a diversity of AHLs has been found in saliva samples and extracted teeth, including C<sub>8</sub>-HSL, C<sub>14</sub>-HSL, and C<sub>18</sub>-HSL (<xref ref-type="bibr" rid="B43">Kumari et&#xa0;al., 2006</xref>; <xref ref-type="bibr" rid="B65">Muras et&#xa0;al., 2020b</xref>). Additionally, AHL-producing bacterial strains have been isolated from dentine caries (<xref ref-type="bibr" rid="B27">Goh et&#xa0;al., 2014</xref>; <xref ref-type="bibr" rid="B26">Goh et&#xa0;al., 2016</xref>) and human tongue surface (<xref ref-type="bibr" rid="B94">Yin et&#xa0;al., 2012a</xref>; <xref ref-type="bibr" rid="B95">Yin et&#xa0;al., 2012b</xref>; <xref ref-type="bibr" rid="B13">Chen et&#xa0;al., 2013</xref>). Previous studies had observed that AHLs and AHL analogs modified protein expression in <italic>Porphyromonas gingivalis</italic> (<xref ref-type="bibr" rid="B42">Komiya-Ito et&#xa0;al., 2006</xref>; <xref ref-type="bibr" rid="B4">Asahi et&#xa0;al., 2010</xref>) and the production of OC<sub>8</sub>-HSL has been described in pure cultures of this periodontopathogen (<xref ref-type="bibr" rid="B65">Muras et&#xa0;al., 2020b</xref>). Moreover, a recent study on the effect of exogenous AHLs on <italic>in vitro</italic> oral biofilms proved that certain AHLs affected bacterial lactic acid production and protease activity and that the addition of C<sub>6</sub>-HSL shifted the microbial composition of biofilms towards a periodontal bacterial profile (<xref ref-type="bibr" rid="B62">Muras et&#xa0;al., 2020a</xref>). In addition, bacterial gene clusters predicted to be related to homoserine lactone biosynthesis have been described in the genomes of bacteria from caries and periodontitis patients (<xref ref-type="bibr" rid="B1">Aleti et&#xa0;al., 2019</xref>). Together, these results suggest that the established role of AHLs in the current paradigm of cell-to-cell communication in oral biofilms should be revised (<xref ref-type="bibr" rid="B64">Muras and Otero, 2020</xref>; <xref ref-type="bibr" rid="B65">Muras et&#xa0;al., 2020b</xref>, <xref ref-type="bibr" rid="B61">Muras et&#xa0;al., 2022</xref>). Confirmation of the role of AHLs as QS signals in oral biofilm formation would open a broad range of possibilities for the prevention and treatment of oral diseases.</p>
<p>Different strategies to interfere with QS systems are present in natural environments. The use of these strategies in both natural and <italic>in vitro</italic> conditions has been successful in decreasing biofilm mass in single-species (<xref ref-type="bibr" rid="B85">Sun et&#xa0;al., 2021</xref>) and multispecies biofilms (<xref ref-type="bibr" rid="B40">Jo et&#xa0;al., 2016</xref>; <xref ref-type="bibr" rid="B33">Huang et&#xa0;al., 2019</xref>; <xref ref-type="bibr" rid="B80">Schwab et&#xa0;al., 2019</xref>; <xref ref-type="bibr" rid="B39">Jeong et&#xa0;al., 2020</xref>; <xref ref-type="bibr" rid="B65">Muras et&#xa0;al., 2020b</xref>; <xref ref-type="bibr" rid="B61">Muras et&#xa0;al., 2022</xref>). The use of these strategies is less likely to promote antimicrobial resistance than antibiotics, as they do not interfere directly with bacterial growth (<xref ref-type="bibr" rid="B77">Romero et&#xa0;al., 2014</xref>; <xref ref-type="bibr" rid="B53">Mayer et&#xa0;al., 2015</xref>; <xref ref-type="bibr" rid="B76">Romero et&#xa0;al., 2015</xref>, <xref ref-type="bibr" rid="B52">Mayer et&#xa0;al., 2018</xref>; <xref ref-type="bibr" rid="B25">Garc&#xed;a-Contreras et&#xa0;al., 2016</xref>; <xref ref-type="bibr" rid="B28">Guendouze et&#xa0;al., 2017</xref>; <xref ref-type="bibr" rid="B63">Muras et&#xa0;al., 2018b</xref>). The enzymatic inactivation of QS signals, also known as quorum quenching (QQ), has been thoroughly studied (<xref ref-type="bibr" rid="B76">Romero et&#xa0;al., 2015</xref>), especially enzymes capable of disrupting AHLs (<xref ref-type="bibr" rid="B16">Dong et&#xa0;al., 2001</xref>). Remarkably, the presence of QQ activity against AHLs has already been described in cultivable bacteria from saliva and dental plaque samples (<xref ref-type="bibr" rid="B65">Muras et&#xa0;al., 2020b</xref>). The use of Aii20J, a broad-range, highly active AHL-lactonase belonging to the metallo-beta-lactamase family (<xref ref-type="bibr" rid="B53">Mayer et&#xa0;al., 2015</xref>), has yielded interesting results for controlling several AHL-regulated phenotypes in Gram-negative pathogenic bacteria (<xref ref-type="bibr" rid="B53">Mayer et&#xa0;al., 2015</xref>, <xref ref-type="bibr" rid="B52">Mayer et&#xa0;al., 2018</xref>; <xref ref-type="bibr" rid="B51">Mayer et&#xa0;al., 2020</xref>) and reducing oral biofilm grown <italic>in vitro</italic> from saliva and in a mixed biofilm of six oral pathogens (<xref ref-type="bibr" rid="B65">Muras et&#xa0;al., 2020b</xref>).</p>
<p>In this study, we assessed the effect of Aii20J on oral polymicrobial biofilms generated <italic>in vitro</italic> using samples from healthy donors and patients with PD. Subgingival samples were chosen to inoculate the biofilms, as they are expected to be more representative of the periodontal microbiota than saliva samples. <italic>In vitro</italic> biofilms were characterized in terms of total biomass and microbial diversity achieved in the presence of the enzyme. Additionally, supragingival shotgun metagenomes were investigated for the presence of QS- and QQ-related sequences.</p>
</sec>
<sec id="s2" sec-type="materials|methods">
<title>Materials and methods</title>
<sec id="s2_1">
<title>Subject recruitment</title>
<p>An initial group of 17 patients (female/male: 11/6; mean age: 48 &#xb1; 13 years) and 35 additional patients (female/male: 19/16; 60 &#xb1; 15 years) were recruited from the University Dental Clinic of the Faculty of Medicine and Dentistry at the University of Santiago de Compostela between December 2019 and March 2020, and between June 2020 and May 2022, respectively. In the first group of patients (<italic>n</italic> = 17), saliva and subgingival samples were taken to optimize biofilm generation conditions (see section 2.5). In the second group of patients (<italic>n</italic> = 35), only subgingival samples were taken, as a result of the optimization done with the first group. Oral health status was assessed according to the proceedings from the 2017 World Workshop on the Classification of Periodontal and Peri-Implant Diseases and Conditions (<xref ref-type="bibr" rid="B69">Papapanou et&#xa0;al., 2018</xref>; <xref ref-type="bibr" rid="B87">Tonetti et&#xa0;al., 2018</xref>) (<xref ref-type="supplementary-material" rid="SM1">
<bold>Supplementary Tables S1, S2</bold>
</xref>). Antibiotic treatment up to one month prior to sampling was the exclusion criterium set for the study.</p>
</sec>
<sec id="s2_2">
<title>Ethics statement</title>
<p>The investigation protocol 2009/319 for patient recruitment and sample handling, modified in July 2017, was approved by the Ethical Committee of Clinical Investigations of Galicia (Xunta de Galicia). Written informed consent was obtained from all participants in this study.</p>
</sec>
<sec id="s2_3">
<title>Production and purification of the AHL-lactonase Aii20J</title>
<p>The QQ enzyme Aii20J, a lactonase enzyme obtained from the QQ marine bacterium <italic>Tenacibaculum</italic> 20J (<xref ref-type="bibr" rid="B75">Romero et&#xa0;al., 2011</xref>; <xref ref-type="bibr" rid="B77">Romero et&#xa0;al., 2014</xref>), was obtained as previously described (<xref ref-type="bibr" rid="B52">Mayer et&#xa0;al., 2018</xref>). Briefly, protein expression was induced by adding 1 mM Isopropyl-D-thiogalatopyranoside to a suspension of a recombinant <italic>E. coli</italic> BL21(DE3)pLysS containing Aii20J. The induced cells were lysed by sonication, and purification of Aii20J was achieved using the His GraviTrap affinity column protein purification kit (GE Healthcare). The remaining imidazole from the purification buffer solutions was removed by dialyzing the sample in D-tubes (MWCO 10 kDa) (Merck KGaA, Darmstadt, DE) in sterile Milli-Q water. When appropriate, purified Aii20J was added to the biofilms at a working concentration of 20 &#xb5;g mL<sup>-1</sup>, corresponding to ten times the minimum concentration of purified enzyme needed to degrade 10 &#xb5;M of C<sub>6</sub>-HSL in 24 h. The AHL-degradation capacity of purified Aii20J and remaining Aii20J activity in biofilms&#x2019; supernatants was routinely verified using a chromogenic assay (see &#x201c;Quorum quenching activity solid plate assays&#x201d; section below).</p>
</sec>
<sec id="s2_4">
<title>Quorum quenching activity solid plate assays</title>
<p>The AHL degradation activity of Aii20J, both purified and after total incubation time in biofilm supernatants, was tested using solid plate assays. QQ activity in saliva samples was assessed using the same methodology. Assays were carried out using the AHL biosensor strains <italic>Chromobacterium subtsugae</italic> CV026 for short-chain AHLs (<xref ref-type="bibr" rid="B55">McClean et&#xa0;al., 1997</xref>; <xref ref-type="bibr" rid="B31">Harrison and Soby, 2020</xref>) and <italic>C. violaceum</italic> VIR07 for long-chain AHLs (<xref ref-type="bibr" rid="B59">Morohoshi et&#xa0;al., 2008</xref>). Samples were mixed with either C<sub>6</sub>-HSL (10 &#xb5;M) or C<sub>12</sub>-HSL (10 &#xb5;M) (Sigma-Aldrich, Merck). These AHLs are commonly used as representatives of short- and long-chain AHLs, respectively (<xref ref-type="bibr" rid="B65">Muras et&#xa0;al., 2020b</xref>). PBS pH 6.5 with the corresponding AHL (10 &#x3bc;M) was used as negative control (<xref ref-type="bibr" rid="B63">Muras et&#xa0;al., 2018b</xref>). The pH of the saliva samples was checked beforehand and acidified when it exceeded pH 7 to avoid the spontaneous opening of the lactone ring of the AHLs at high pH values (<xref ref-type="bibr" rid="B93">Yates et&#xa0;al., 2002</xref>). All mixtures were incubated for 24&#xa0;h at 22&#xb0;C.</p>
<p>The presence of the AHLs was detected by adding a mixture of an overnight culture of the corresponding biosensor and soft Luria-Bertani (LB) (0.8% agar) in a 1:4 proportion on top of an LB agar plate. Wells were manufactured onto the agar, and 100 &#xb5;L of the sample were placed in each well. Plates were incubated for 24&#xa0;h at 30&#xb0;C. The lack of violet pigmentation, as opposed to the violet halo observed around the negative controls, indicated QS inhibition. This assay allows identifying in a rather precise manner if the QS inhibition is due to an enzymatic degradation or to the presence of a QS inhibitor molecule. Enzymatic degradation is often displayed as a lack of pigmented halo or as a halo of reduced diameter respect to the negative control. On the other hand, QS inhibitors diffuse with the AHL added to the sample; the different titers of both components, with the AHL normally present in a much higher titer, result in an inner non-pigmented halo surrounded by an outer violet halo (<xref ref-type="bibr" rid="B60">Muras et&#xa0;al., 2018a</xref>). Furthermore, this assay allows differentiating between QS inhibition (observation of growth-turbid halos) and cell growth inhibition (observation of transparent halos) (<xref ref-type="bibr" rid="B60">Muras et&#xa0;al., 2018a</xref>).</p>
</sec>
<sec id="s2_5">
<title>Sample collection, biofilm generation, and biofilm quantification</title>
<p>The initial biofilm collection was derived from saliva and subgingival samples from seven healthy donors (codes H1 &#x2013; H7) and ten patients with PD (codes P1 &#x2013; P10) (<xref ref-type="supplementary-material" rid="SM1">
<bold>Supplementary Table S1</bold>
</xref>) and cultured immediately. Saliva samples were collected in sterile tubes and diluted 1:100 in each culture media used (<xref ref-type="bibr" rid="B22">Fernandez y Mostajo et&#xa0;al., 2017</xref>; <xref ref-type="bibr" rid="B62">Muras et&#xa0;al., 2020a</xref>). Subgingival samples consisted of gingival crevicular fluid (GCF) collected by inserting 16 sterile paper points (4 in each mouth quadrant) in the gingival sulcus for 1 minute. In patients with PD, samples were taken from the deepest periodontal pockets. Samples were transported in 1 mL of thioglycollate broth (Merck), from which a 1:53 dilution with the corresponding medium was made (<xref ref-type="bibr" rid="B58">Mira et&#xa0;al., 2019</xref>). For this initial collection, saliva and subgingival samples were inoculated in 1) Brain Heart Infusion (BHI) (PanReac, Barcelona, ES) in aerobic conditions and 2) Schaedler medium supplemented with vitamin K1 (0.1 mg L<sup>-1</sup>) (SCH-K1) (Conda Pronadisa, Madrid, ES) in anaerobic conditions. The Aii20J enzyme was added at the moment of the inoculation, at a final concentration of 20 &#xb5;g mL<sup>-1</sup>. Negative controls received sterile Milli-Q water. The purified Aii20J (35 kDa in size) was filtered through a Centricon with a molecular weight cut-off of 10 kDa (Merck) to remove the enzyme and use the remaining soluble fraction as an additional control (<xref ref-type="supplementary-material" rid="SM1">
<bold>Supplementary Figure S7</bold>
</xref>). A heat-inactivated Aii20J (90&#xa0;min at 121&#xb0;C) that did not conserve AHL-degrading activity was also tested (<xref ref-type="supplementary-material" rid="SM1">
<bold>Supplementary Figure S7</bold>
</xref>). Biofilms were grown for 24&#xa0;h at 37&#xb0;C.</p>
<p>
<italic>In vitro</italic> oral biofilms (<italic>n</italic> = 17) were generated using the culture media and conditions described above and measured in parallel using two different methodologies. The first is a modification of the Amsterdam Active Attachment model (AAA model) (<xref ref-type="bibr" rid="B21">Exterkate et&#xa0;al., 2010</xref>; <xref ref-type="bibr" rid="B62">Muras et&#xa0;al., 2020a</xref>). Briefly, the lids of 12-well cell culture plates (VWR) were replaced by custom-made stainless-steel lids onto which 12 silicone tubes were attached, allowing for the insertion of glass coverslips (18 &#xd7; 18&#xa0;mm) (Menzel Gl&#xe4;ser, Braunschweig, DE) to serve as substrata for biofilm formation. The glass coverslips fit vertically into the culture plate wells, filled with 3 mL of the corresponding adjusted inocula (<xref ref-type="bibr" rid="B65">Muras et&#xa0;al., 2020b</xref>), prompting the active attachment of bacterial cells onto their surface. Aii20J was added at a final concentration of 20 &#xb5;g mL<sup>-1</sup>. The AAA model allows the refreshment of culture media and treatments at 12&#xa0;h by transferring the lid with the glass coverslips to a new plate. When required, anaerobiosis was achieved using an anaerobiosis jar (OXOID, Basingstoke, GB) with AnaeroGen 2.5L Atmosphere Generation System (OXOID). Biofilms were quantified by crystal violet (CV) assay. After incubation, coverslips were allowed to dry in a fresh plate, and biofilms were stained for 20 minutes with 2 mL of a 0.04% CV solution (v/v in distilled water) (Panreac). The excess dye was removed by washing twice with distilled water. Before releasing the CV for quantification, pictures were taken to perform visual examinations of the biofilms. When two independent observers found control and Aii20J-treated biofilms to be visually distinguishable, the biofilms were considered to have macroscopical differences (<xref ref-type="supplementary-material" rid="SM1">
<bold>Supplementary Figure S2</bold>
</xref>). Finally, CV bound to the biofilms was diluted in 3 mL of a 33% acetic acid solution (v/v in distilled water) (Scharlab, Barcelona, ES). Sample absorbance was measured at 590 nm. All experiments were performed in triplicate.</p>
<p>The second methodology used was the xCELLigence Real Time Cell Analyzer (RTCA) System (ACEA, Biosciences Inc., San Diego, US) (<xref ref-type="bibr" rid="B63">Muras et&#xa0;al., 2018b</xref>, <xref ref-type="bibr" rid="B65">Muras et&#xa0;al. 2020b</xref>; <xref ref-type="bibr" rid="B58">Mira et&#xa0;al., 2019</xref>). E-plates 16 (ACEA, Biosciences Inc.) were inoculated with 100 &#x3bc;L of the corresponding culture medium and 80 &#x3bc;L of the saliva/subgingival samples. To lactonase-treated samples, 20 &#x3bc;L of Aii20J (to a final concentration of 20 &#xb5;g mL<sup>-1</sup>) were added, while 20 &#x3bc;L of sterile Milli-Q water were added to the control wells. An overlay of sterile paraffin was added when an anaerobic atmosphere was required. The xCELLigence measures changes in impedance as cells attach to the bottom of the E-plates, and the software computes cell index (CI) values that correspond to the amount of biofilm formed. All experiments were performed in triplicate.</p>
<p>A broader screening of culture conditions was then performed using subgingival samples (<italic>n</italic> = 35). Samples were collected following the previously described methodology and cultured in the AAA model. Culture conditions for four initial patients (H8, G1, P11, and P12) (<xref ref-type="supplementary-material" rid="SM1">
<bold>Supplementary Table S2</bold>
</xref>) were BHI in aerobiosis, BHI in anaerobiosis, SCH-K1 in anaerobiosis, and semi-defined McBain medium (<xref ref-type="bibr" rid="B54">McBain et&#xa0;al., 2005</xref>; <xref ref-type="bibr" rid="B38">Janus et&#xa0;al., 2015</xref>) in anaerobiosis. Subsequent biofilms from ten healthy donors (H9 &#x2013; H18), two patients with gingivitis (G2, G3), and 19 patients with periodontitis (P13 &#x2013; P31) (<xref ref-type="supplementary-material" rid="SM1">
<bold>Supplementary Table S2</bold>
</xref>) were inoculated in BHI-anaerobiosis and McBain-anaerobiosis. Biofilms were grown for 24&#xa0;h at 37&#xb0;C, with culture media and treatment refreshment at 12&#xa0;h. Biofilm quantification was performed as previously described.</p>
</sec>
<sec id="s2_6">
<title>Confocal-laser scanning microscopy</title>
<p>Subgingival-derived biofilms from patients P30 and P31 grown in McBain-anaerobiosis in the AAA model were further visualized using confocal-laser scanning microscopy (CLSM) to compare control and Aii20J-treated biofilms. Biofilms formed onto the glass coverslips were stained with two nucleic acid dyes; SYTO 9, which is membrane permeable and enters all bacterial cells, and propidium iodide (PI), which only enters membrane-damaged cells (LIVE/DEAD BacLight Bacterial Viability Kit, Thermo Fisher Scientific, Waltham, US). The staining solution was prepared by mixing SYTO 9 and PI in a 1:1 proportion and then diluting it 150-fold in sterile PBS (pH 7.4). Approximately 50 &#x3bc;L of the staining solution were poured onto each biofilm. Samples were kept for 15 minutes at room temperature and protected from light before image acquisition with a Leica Stellaris 8 FALCON confocal microscope, with the objective HC PL APO CS2 20x/0.75 Dry (Leica Microsystems GmbH, Wetzlar, DE). Biofilms were observed using the 499 nm laser excitation and 504 &#x2013; 555 nm emission band for SYTO 9, and 561 nm excitation laser and 570 &#x2013; 675 nm emission band for PI. Photographs were acquired at 20x magnification. To calculate the area covered by biofilms, eight fields for each condition were randomly selected and processed using the Leica Application Suite X software (LAS X v.3.7.4, Leica Microsystems). The area emitting photons from the SYTO 9 and PI channels was divided by the total field of view. The results are expressed in percentage of the area covered by biofilm structures in each condition.</p>
</sec>
<sec id="s2_7">
<title>Harvesting of biofilms and DNA extraction</title>
<p>Genomic DNA for sequencing analysis was obtained from biofilms grown in the AAA model. Biofilms were harvested by transferring the glass coverslips into 5 mL of sterile PBS. Then, they were sonicated for 15 minutes to disperse the biomass. Genomic DNA extraction was done using the &#x201c;DNeasy PowerBiofilm Kit&#x201d; (Qiagen, Germantown, US), following the manufacturer&#x2019;s instructions. Briefly, biofilms were subjected to chemical and mechanical lysis. Proteins and inhibitors were removed, followed by pH-driven precipitation of large insoluble macromolecules. Total genomic DNA was captured using a silica spin filter column and finally eluted. DNA concentration was measured using a NanoDrop (Thermo Scientific).</p>
</sec>
<sec id="s2_8">
<title>Library preparation and microbiome analysis</title>
<p>Microbial genomic DNA (5 ng &#xb5;L<sup>-1</sup> in 10 mM Tris pH 8.5) was used to amplify the 16S rRNA gene V3-V4 hypervariable regions. After size verification, the libraries were prepared according to the supplier&#x2019;s protocol (Illumina, Inc.), and the resulting 11 pM 20% on PhiX pooled library was sequenced using a 2x300 base pairs paired-end run (MiSeq Reagent kit V3(MS-102-3001)) on a MiSeq Sequencer.</p>
<p>Quality assessment was performed using the prinseq-lite program (<xref ref-type="bibr" rid="B79">Schmieder and Edwards, 2011</xref>). The pipeline DADA2 (<xref ref-type="bibr" rid="B12">Callahan et&#xa0;al., 2016</xref>) was used to analyze and cluster the sequences into amplicon sequence variants, classified to the genus level with the SILVA database (<xref ref-type="bibr" rid="B70">Quast et&#xa0;al., 2013</xref>). Computations and statistics were carried out in R RStatistics (<xref ref-type="bibr" rid="B72">R Core Team, 2022</xref>) using knitr, knitcitations, markdown (<xref ref-type="bibr" rid="B2">Allaire et&#xa0;al., 2014</xref>; <xref ref-type="bibr" rid="B9">Boettiger, 2014</xref>; <xref ref-type="bibr" rid="B92">Xie, 2014</xref>), biostrings, and vegan (<xref ref-type="bibr" rid="B68">Oksanen et&#xa0;al., 2017</xref>). The differential relative abundance of the bacterial genera identified was assessed with the packages Phyloseq and DESeq2 (<xref ref-type="bibr" rid="B46">Love et&#xa0;al., 2014</xref>). Differences were filtered with a log2 fold change threshold higher than 2 and by their base mean value, discarding the lower quartile. Beta diversity was studied using a PCoA of weighted UniFrac distances using the package Phyloseq. Differences between samples, grouped according to the studied variables, were analyzed using the PERMANOVA test implemented in the adonis function of the package vegan (<xref ref-type="bibr" rid="B68">Oksanen et&#xa0;al., 2017</xref>). Alpha diversity was analyzed with the R package Phyloseq (<xref ref-type="bibr" rid="B56">McMurdie and Holmes, 2013</xref>), using the Chao1 and the Shannon and Simpson indexes as richness and diversity estimators. The data&#x2019;s normality and homoscedasticity were assessed before choosing parametric or nonparametric tests included in the package stat (<xref ref-type="bibr" rid="B72">R Core Team, 2022</xref>).</p>
</sec>
<sec id="s2_9">
<title>Bacterial quantification by quantitative PCR</title>
<p>The amount of total bacteria, <italic>P. gingivalis</italic>, and <italic>P. endodontalis</italic> present in 33 subgingival biofilms from patients with periodontitis and grown in McBain-anaerobiosis in the AAA model was evaluated by quantitative PCR (qPCR) in a LightCycler 480 II Thermocycler (Roche Diagnostics GmbH, Mannheim, DE). The reactions were performed in a 20 &#x3bc;L volume containing LightCycler 480 II Probes Master (Roche Diagnostics GmbH), specific primers and probes for each bacteria or universal primers for Eubacteria (<xref ref-type="supplementary-material" rid="SM1">
<bold>Supplementary Table S3</bold>
</xref>), 5 &#x3bc;L of isolated DNA and PCR grade sterile water. Positive and negative controls and sample reactions were performed in duplicate. The samples underwent an initial amplification cycle of 95&#xb0;C &#x2013; 10&#xa0;min, followed by 40 cycles of 95&#xb0;C &#x2013; 10 s, annealing at 60&#xb0;C &#x2013; 30 s and extension at 72&#xb0;C &#x2013; 1 s. Crossing points (C<sub>P</sub>) were calculated with LightCycler 480 Software 1.5 (Roche Diagnostics GmbH) using the second derivative maximum method. Crossing point values were then extrapolated to colony-forming units (CFUs) using standard curves, as described in <xref ref-type="bibr" rid="B3">&#xc0;lvarez et&#xa0;al. (2013)</xref>. Briefly, to obtain standard curves, first pure bacterial cultures were generated in three biological replicates. When cultures reached log phase, CFU plating and, in parallel, DNA extractions for qPCR amplification were performed, both in 10-fold serial dilutions. Then, curves correlating CFUs/mL and C<sub>P</sub> values were generated using the qPCR software. Reproducibility of the R<sup>2</sup> values of the curves obtained from the different biological replicates was used as a quality criterium to consider the correlations reliable (<xref ref-type="bibr" rid="B3">&#xc0;lvarez et&#xa0;al., 2013</xref>).</p>
</sec>
<sec id="s2_10">
<title>AHL extraction and preparation for HPLC-MS analysis</title>
<p>To detect the presence of AHLs at low concentrations in untreated biofilms, the supernatants of the biofilm cultures were extracted to concentrate the polar molecules and analyze them by high-performance liquid chromatography-mass spectrometry (HPLC-MS). Glass coverslips from the AAA models were transferred, together with the spent culture media, into fresh tubes (VWR) and sonicated for 15 minutes to disperse the biomass. Samples were then acidified with HCl 1 M to induce the circularization of the lactone rings (<xref ref-type="bibr" rid="B93">Yates et&#xa0;al., 2002</xref>). Samples were extracted sequentially with two volumes of ethyl acetate (Scharlab) and two volumes of dichloromethane (Scharlab) (<xref ref-type="bibr" rid="B62">Muras et&#xa0;al., 2020a</xref>). The organic phases were evaporated in a Rotavapor-R (B&#xfc;chi), and the dry samples were resuspended in 1 mL of acetonitrile (Merck) and stored at -20&#xb0;C until its quantification by HPLC-MS. Fresh culture media were also extracted following the same procedures.</p>
<p>HPLC-MS analyses were performed at the Unit of Chromatographic Techniques and Water Analysis (University of A Coru&#xf1;a, ES) using an HPLC 1100 series (Agilent). The mass spectrometer (MS) used was an API 4000 triple quadrupole (Applied Biosystems). A calibration curve was obtained running standard synthetic AHLs (with and without oxo- and hydroxy-substitutions, ranging from 4 to 18 carbons in their acyl chains). The calibration curve was used to quantify AHLs in the samples. Elution times and molecular spectra of the standard synthetic AHLs were used to identify the AHLs present in the samples (<xref ref-type="bibr" rid="B74">Romero et&#xa0;al., 2010</xref>; <xref ref-type="bibr" rid="B52">Mayer et&#xa0;al., 2018</xref>).</p>
</sec>
<sec id="s2_11">
<title>Search of quorum-related sequences in oral metagenomes</title>
<p>A selection of QS and QQ-related sequences was made by manually searching NCBI&#x2019;s databases (<uri xlink:href="https://www.ncbi.nlm.nih.gov/">https://www.ncbi.nlm.nih.gov/</uri>) for annotated nucleotide and amino acid sequences with demonstrated activity. Selected QS sequences comprised AHL synthases (<italic>n</italic> = 36), AHL receptors (<italic>n</italic> = 28), the AI-2 synthase LuxS (<italic>n</italic> = 11), and AI-2 receptors (<italic>n</italic> = 3). PQS synthases (<italic>n</italic> = 2) and a PQS receptor (<italic>n</italic> = 1), were included as well. QS &#x201c;dialect&#x201d; systems were also selected, including non-AHL synthases (<italic>n</italic> = 5) and receptors (<italic>n</italic> = 10) in the analyses. Selected QQ sequences included three types of enzymes: lactonases (<italic>n</italic> = 63), acylases (<italic>n</italic> = 20), and paraoxonases (<italic>n</italic> = 3). Nucleotide sequences were translated into amino acid sequences using the software Expasy (<xref ref-type="bibr" rid="B20">Duvaud et&#xa0;al., 2021</xref>).</p>
<p>The initial 182 sequences were clustered into protein families using CD-HIT (<xref ref-type="bibr" rid="B24">Fu et&#xa0;al., 2012</xref>), establishing a minimum of 70% length coverage and 40% sequence identity to reduce redundancy. Even though several protein sequences have the same annotation, some were clustered into different protein families, reflecting evolutionary divergence, e.g., LuxS sequences were clustered into four groups with the representative type sequences corresponding to <italic>Vibrio harveyi, Streptococcus pyogenes, Bacillus thuringiensis</italic>, and <italic>Bacteroides heparinolyticus</italic>. The 182 sequences were clustered and grouped by function, resulting in 78 protein families. The accession numbers of the sequences in each protein family are available in <xref ref-type="supplementary-material" rid="SM1">
<bold>Supplementary Table S4</bold>
</xref>.</p>
<p>The representative sequences selected for each protein family were then used to query 118 shotgun oral metagenomes from the Human Microbiome Project (HMP) (<xref ref-type="bibr" rid="B35">Human Microbiome Project Consortium, 2012a</xref>; <xref ref-type="bibr" rid="B36">Human Microbiome Project Consortium, 2012b</xref>) (<uri xlink:href="https://portal.hmpdacc.org/">https://portal.hmpdacc.org/</uri>) (<xref ref-type="supplementary-material" rid="SM1">
<bold>Supplementary Table S5</bold>
</xref>) and seven oral metagenomes from a Spanish collection (<xref ref-type="bibr" rid="B6">Belda-Ferre et&#xa0;al., 2012</xref>). These 125 metagenomes corresponded to supragingival plaque samples. Due to the absence of metagenomic data from subgingival sites in the HMP, a &#x201c;synthetic&#x201d; subgingival metagenome was generated (<xref ref-type="supplementary-material" rid="SM1">
<bold>Supplementary Table S6</bold>
</xref>). To select the information contained in this metagenome, the 16S rRNA gene sequencing data from subgingival and supragingival sites available in the HMP (<xref ref-type="bibr" rid="B36">Human Microbiome Project Consortium, 2012b</xref>) was investigated. First, a comparison of the relative abundances of the bacterial genera present in&#xa0;subgingival and supragingival niches&#xa0;was done to evaluate the resemblance between&#xa0;both sites (<xref ref-type="supplementary-material" rid="SM1">
<bold>Supplementary Table S7</bold>
</xref>). Then, the bacterial genera of subgingival sites with abundance values over 1% were selected, and the genomes of the most representative species from each genera were retrieved (<xref ref-type="supplementary-material" rid="SM1">
<bold>Supplementary Table S6</bold>
</xref>) to generate the synthetic subgingival metagenome.</p>
<p>Sequence searches were performed using DIAMOND (<xref ref-type="bibr" rid="B10">Buchfink et&#xa0;al., 2021</xref>) with a minimum subject coverage of 70% and an e-value cut-off of 1e-10. Alignment results were parsed into tables using in-home scripts (available at <uri xlink:href="https://github.com/genomica-fciencias-unam/tabla_genes">https://github.com/genomica-fciencias-unam/tabla_genes</uri>). Statistical analyses were done using R (<xref ref-type="bibr" rid="B72">R Core Team, 2022</xref>) with the phyloseq (<xref ref-type="bibr" rid="B56">McMurdie and Holmes, 2013</xref>), ggplot2 (<xref ref-type="bibr" rid="B89">Wickham, 2009</xref>), vegan (<xref ref-type="bibr" rid="B68">Oksanen et&#xa0;al., 2017</xref>), and tydiverse (<xref ref-type="bibr" rid="B90">Wickham et&#xa0;al., 2019</xref>) packages. All R procedures are available as a jupyter notebook in the <xref ref-type="supplementary-material" rid="SM1">
<bold>Supplementary Material</bold>
</xref>.</p>
</sec>
<sec id="s2_12">
<title>Statistical analyses</title>
<p>Statistical analyses were performed using Prism 8.3.0 (GraphPad, San Diego, CA, USA, <uri xlink:href="http://www.graphpad.com">www.graphpad.com</uri>) or R (<xref ref-type="bibr" rid="B72">R Core Team, 2022</xref>). Two-tailed Student&#x2019;s <italic>t-</italic>tests (referred to in the text as <italic>t-</italic>tests) or ANOVAs were performed for normally distributed samples. Mann-Whitney tests were performed for non-normally distributed samples to compare control and Aii20J-treated biofilm mass and cell index values within the same donor. Wilcoxon matched-pairs signed-rank tests (referred to in the text as Wilcoxon tests) were performed to assess the significance of the differences between biofilms that were reduced in the presence of the enzyme and those that were increased in the presence of the enzyme, subject by subject, grouped according to their oral health status. Quantitative PCR results were analyzed using Mann-Whitney tests for independent samples. For all the statistical analyses, significant differences were determined with an &#x3b1; = 0.05.</p>
</sec>
</sec>
<sec id="s3" sec-type="results">
<title>Results</title>
<sec id="s3_1">
<title>Effect of sample origin and cultivation systems on <italic>in vitro</italic> oral biofilm response to the AHL-lactonase Aii20J</title>
<p>To assess the potential use of Aii20J in the prevention of oral diseases, the biofilm inhibitory capacity of the enzyme was first explored using two cultivation techniques: the AAA model (<xref ref-type="bibr" rid="B21">Exterkate et&#xa0;al., 2010</xref>; <xref ref-type="bibr" rid="B62">Muras et&#xa0;al., 2020a</xref>) and the xCELLigence system (ACEA, Biosciences Inc.). The AAA model was assembled with vertically placed glass coverslips onto which bacterial cells can only attach in an active manner. The AAA model allows the refreshment of culture media, further prompting biofilm formation. Besides, the substrata can be easily manipulated at the end of the incubation time to perform quantification assays, microscopy observations, and DNA extraction, allowing a complete characterization of the biofilms that is hampered by the use of the CV assay alone (<xref ref-type="bibr" rid="B63">Muras et&#xa0;al., 2018b</xref>). On the other hand, the xCELLigence system is a real-time monitoring technique based on cell index (CI) values that correlate to the amount of biofilm formed onto the bottom of modified culture plates (<xref ref-type="bibr" rid="B58">Mira et&#xa0;al., 2019</xref>). This system has been used to monitor oral biofilm formation (<xref ref-type="bibr" rid="B58">Mira et&#xa0;al., 2019</xref>), but is not suitable to detect structural differences in biofilms. Both systems were inoculated with saliva and subgingival samples from 17 subjects (<xref ref-type="supplementary-material" rid="SM1">
<bold>Supplementary Table S1</bold>
</xref>). Samples were grown aerobically in BHI medium and anaerobically in SCH-K1. Both culture media contain a high protein load, but the Schaedler medium has additional components that favor the growth of anaerobes, such as cysteine and hemin, and in addition to the commercial recipe, vitamin K1 (<xref ref-type="bibr" rid="B66">Murray, 1978</xref>; <xref ref-type="bibr" rid="B50">Marsh et&#xa0;al., 2016</xref>). The use of either aerobic or anaerobic atmospheres aimed to assess whether the effect of the enzyme would be different on bacterial communities grown under such conditions. We observed important variations in biofilm formation capacity among samples (<xref ref-type="supplementary-material" rid="SM1">
<bold>Supplementary Figures S3, S4</bold>
</xref>) without significant differences in biomass values between healthy and PD groups grown in the AAA model (<italic>t-</italic>test) (<xref ref-type="supplementary-material" rid="SM1">
<bold>Supplementary Figure S3</bold>
</xref>). In the xCELLigence system, PD samples yielded significantly higher cell index values than healthy samples for subgingival biofilms grown in BHI and saliva biofilms grown in SCH-K1 (<italic>t-</italic>test) (<xref ref-type="supplementary-material" rid="SM1">
<bold>Supplementary Figures S4A, D</bold>
</xref>). In addition, initial biofilm mass achieved in the control condition did not correlate with sensitivity to Aii20J in any cultivation system (Pearson r) (data not shown). Regarding the effect of Aii20J on biofilm formation, when cultivated in the AAA model, subgingival biofilms were more sensitive to the enzyme than saliva biofilms in both culture media (<xref ref-type="fig" rid="f1">
<bold>Figure&#xa0;1</bold>
</xref>). Analysis of the effect of the enzyme on subgingival biofilms grouped according to the oral health status of the patients showed a significant decrease in PD-derived biofilms grown in BHI and both healthy- and PD-derived biofilms grown in SCH-K1 (Wilcoxon test) (<xref ref-type="fig" rid="f1">
<bold>Figures&#xa0;1A, B</bold>
</xref>). For saliva biofilms cultured in the same conditions in the AAA model, only PD samples grown in SCH-K1 presented a significant biomass decrease (Wilcoxon test) (<xref ref-type="fig" rid="f1">
<bold>Figures&#xa0;1C, D</bold>
</xref>). However, the xCELLigence system was much less sensitive than the AAA model in detecting the effect of Aii20J, as significant changes were only found in two saliva-derived biofilms treated with Aii20J, either in BHI or SCH-K1 (<italic>t-</italic>test) (<xref ref-type="supplementary-material" rid="SM1">
<bold>Supplementary Figure S2</bold>
</xref>). Therefore, the AAA biofilm cultivation model and subgingival samples were selected for further experiments.</p>
<fig id="f1" position="float">
<label>Figure&#xa0;1</label>
<caption>
<p>Inhibition of saliva and subgingival biofilm formation in the AAA model in the presence of Aii20J. Results are represented as mean &#xb1; SD (<italic>n =</italic> 3) of the percentage of biomass in Aii20J-treated biofilms compared to controls (OD<sub>590nm</sub>), in which control biofilms are represented by the value &#x201c;0&#x201d;. Negative values on the y-axis indicate that the Aii20J-treated biofilm was reduced respect to the control, whereas positive values indicate that the Aii20J-treated biofilm was increased respect to the control. Samples used to inoculate the biofilms were obtained from healthy donors (light blue bars) and patients with periodontal disease (PD; dark blue bars). All biofilms were grown for 24 h. Subgingival samples were grown in BHI and aerobiosis <bold>(A)</bold> and SCH-K1 and anaerobiosis <bold>(B)</bold>. Saliva samples were grown in BHI and aerobiosis <bold>(C)</bold> and SCH-K1 and anaerobiosis <bold>(D)</bold>. Asterisks (*) indicate statistical significance (<italic>t-</italic>tests, *&#x3b1; = 0.05). Diamonds (&#x2666;) represent macroscopical differences between untreated and Aii20J-treated biofilms. In samples P5 <bold>(B)</bold> and H4, H5, H6 and P4 <bold>(D)</bold>, marked with an &#x201c;X&#x201d; on the x-axis, biofilms could not be quantified. Inserted in each graph is a boxplot (median and interquartile range -IQR-, whiskers range from minimum to maximum) comparing absolute values of biofilm mass (OD<sub>590nm</sub>) in control and Aii20J-treated samples from healthy donors (<italic>n =</italic> 7) and PD patients (<italic>n =</italic> 10). Asterisks (*) indicate statistical significance of the differences between biofilms that were reduced and those that were increased in the presence of Aii20J (Wilcoxon tests, *&#x3b1; = 0.05). AE, aerobiosis. ANE, anaerobiosis. BHI, Brain Heart Infusion. SCH-K1, Schaedler medium supplemented with 0.1 mg L<sup>-1</sup> of vitamin K1.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fcimb-13-1118630-g001.tif"/>
</fig>
<p>Additionally, we evaluated the presence of QS inhibitory activity among the initial saliva samples against short- (C<sub>6</sub>-HSL) and long-chain (C<sub>12</sub>-HSL) AHLs with standardized bioassays (<xref ref-type="bibr" rid="B75">Romero et&#xa0;al., 2011</xref>). QQ activity against C<sub>12</sub>-HSL was common, with five out of seven saliva samples from healthy donors and seven out of eight saliva samples of PD origin inhibiting AHL detection by the biosensor strain VIR07 (<xref ref-type="supplementary-material" rid="SM1">
<bold>Supplementary Figure S5</bold>
</xref>). Conversely, QQ against C<sub>6</sub>-HSL was scarce, with only two healthy and one PD saliva samples decreasing violacein production in the biosensor strain CV026 (<xref ref-type="supplementary-material" rid="SM1">
<bold>Supplementary Figure S5</bold>
</xref>). The small volume of the saliva samples collected did not allow assessing the presence of AHLs in these samples.</p>
<p>To assess which culture media and incubation conditions resulted in higher microbial diversity within the PD-derived biofilms, we chose four culture conditions: BHI-aerobiosis, BHI-anaerobiosis, SCH-K1-anaerobiosis, and in addition, McBain-anaerobiosis (<xref ref-type="fig" rid="f2">
<bold>Figures&#xa0;2A, B</bold>
</xref>). The use of McBain culture medium provides with a high protein load, and like the SCH-K1 medium, McBain comprises cysteine, hemin, and vitamin K1, that favor the proliferation of Gram-negative anaerobes. To achieve a higher resemblance with the oral environment, the McBain medium contains also mucin, one of the major salivary polypeptides, present in the acquired enamel pellicle. Experiments were performed using subgingival samples, as they are expected to be more representative of the periodontal microbiota than saliva samples. Regarding microbial diversity, the genus <italic>Streptococcus</italic> was predominant in all biofilms (<xref ref-type="fig" rid="f2">
<bold>Figure&#xa0;2B</bold>
</xref>), but McBain medium harbored the most diverse biofilms, with increased proportions of genera such as <italic>Veillonella, Granulicatella, Gemella</italic>, and <italic>Haemophilus</italic> both in control and Aii20J-treated biofilms, as compared with the other culture media. The presence of the QQ enzyme resulted in significant reductions of subgingival-derived biofilm mass even in Gram-positive predominated biofilms obtained in BHI and SCH-K1 media, without significantly changing bacterial relative abundance at the genus level (<xref ref-type="fig" rid="f2">
<bold>Figures&#xa0;2A, B</bold>
</xref>).</p>
<fig id="f2" position="float">
<label>Figure&#xa0;2</label>
<caption>
<p>Effect of culture media and conditions on <italic>in vitro</italic> subgingival-derived biofilm formation <bold>(A)</bold> and bacterial diversity <bold>(B)</bold> in the presence of Aii20J. Subgingival samples from four patients were grown in the AAA model for 24&#xa0;h in four different culture conditions: BHI in aerobiosis, and BHI, SCH-K1, and McBain medium in anaerobiosis. <bold>(A)</bold> Biofilm formation, represented as mean &#xb1; SD (<italic>n =</italic> 3) of control and Aii20J-treated biofilms absorbance values (OD<sub>590nm</sub>). Asterisks (*) indicate statistical significance (<italic>t-</italic>tests, *&#x3b1; = 0.05). Samples marked with a diamond (&#x2666;) presented macroscopical differences between untreated and Aii20J-treated biofilms. <bold>(B)</bold> Relative abundance (in percentage) of the most prevalent genera in the biofilms, as assessed by 16S rRNA gene sequencing. Genera detected in lower relative abundance appear under the category &#x201c;Other&#x201d;. AE, aerobiosis. ANE, anaerobiosis. BHI, Brain Heart Infusion. SCH-K1, Schaedler medium supplemented with 0.1 mg L<sup>-1</sup> of vitamin K1.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fcimb-13-1118630-g002.tif"/>
</fig>
</sec>
<sec id="s3_2">
<title>Effect of the AHL-lactonase Aii20J on <italic>in vitro</italic> subgingival-derived biofilm formation and bacterial diversity</title>
<p>Once we established the optimal conditions for obtaining diverse oral biofilms in the AAA model, we studied a greater number of samples, assessing changes in biofilm mass and microbial diversity in the presence of Aii20J. Subgingival samples were chosen as inocula since they present higher sensitivity to Aii20J than saliva samples, as seen in previous experiments (<xref ref-type="fig" rid="f1">
<bold>Figure&#xa0;1</bold>
</xref>). For these experiments, 35 patients were recruited; 11 healthy donors, three patients with gingivitis, and 21 with periodontitis (<xref ref-type="supplementary-material" rid="SM1">
<bold>Supplementary Table S2</bold>
</xref>). Biofilms were grown in BHI-anaerobiosis and McBain-anaerobiosis to compare the effect of Aii20J on biofilms dominated by Gram-positive bacteria and in more diverse biofilm communities, respectively. As seen with the initial set of patients, biofilm formation abilities varied widely depending on the donor (<xref ref-type="supplementary-material" rid="SM1">
<bold>Supplementary Figure S6</bold>
</xref>), with no significant differences in biomass values between healthy and PD groups being observed (<italic>t-</italic>test) (<xref ref-type="supplementary-material" rid="SM1">
<bold>Supplementary Figure S6</bold>
</xref>). Biomass values of untreated biofilms did not correlate with sensitivity to Aii20J (Pearson r) (data not shown).</p>
<p>Biomass was reduced in the presence of Aii20J in biofilms grown in both BHI-anaerobiosis and McBain-anaerobiosis, with few exceptions (<xref ref-type="fig" rid="f3">
<bold>Figure&#xa0;3</bold>
</xref>), confirming previous results obtained in <italic>Streptococcus</italic>-dominated biofilms (<xref ref-type="fig" rid="f1">
<bold>Figure&#xa0;1</bold>
</xref>). When the effect of Aii20J was analyzed by grouping the biofilms according to the oral health classification of the patients, PD-derived biofilms were significantly reduced in all culture conditions, whereas healthy-derived biofilms were significantly reduced only when grown in BHI (Wilcoxon test) (<xref ref-type="fig" rid="f3">
<bold>Figure&#xa0;3</bold>
</xref>). In subgingival, PD-derived biofilms, macroscopical differences (<xref ref-type="supplementary-material" rid="SM1">
<bold>Supplementary Figure S1</bold>
</xref>) were detected in 71% of biofilms grown in BHI and 38% of biofilms grown in McBain in the presence of Aii20J, and biomass decrease was statistically significant in 50% and 42% of the samples, respectively (<italic>t-</italic>test) (<xref ref-type="fig" rid="f3">
<bold>Figure&#xa0;3</bold>
</xref>). In subgingival, healthy-derived biofilms, macroscopical differences were found in 91% of biofilms grown in BHI and 18% of biofilms grown in McBain. Additionally, biomass reduction due to Aii20J was significant in 64% of healthy biofilms grown in BHI and 18% of healthy biofilms grown in McBain (<italic>t-</italic>test) (<xref ref-type="fig" rid="f3">
<bold>Figure&#xa0;3</bold>
</xref>). Assessment of additional controls, i.e., the fraction smaller than 10 kDa resulting from the purified Aii20J solution and the heat-inactivated Aii20J, yielded no differences in biofilm mass compared with water-only negative controls in biofilms from two periodontal donors susceptible to Aii20J (<xref ref-type="supplementary-material" rid="SM1">
<bold>Supplementary Figure S7</bold>
</xref>).</p>
<fig id="f3" position="float">
<label>Figure&#xa0;3</label>
<caption>
<p>Inhibition of subgingival-derived biofilm formation in the presence of Aii20J. Results are represented as mean &#xb1; SD (<italic>n =</italic> 3) of the percentage of biomass in Aii20J-treated biofilms compared to controls (OD<sub>590nm</sub>), in which control biofilms are represented by the value &#x201c;0&#x201d;. Negative values on the y-axis indicate that the Aii20J-treated biofilm was reduced respect to the control, whereas positive values indicate that the Aii20J-treated biofilm was increased respect to the control. Samples used to inoculate the biofilms were obtained from healthy donors (light blue bars) and patients with gingivitis or periodontitis (dark blue bars). All biofilms were grown on the AAA model for 24 h. Subgingival samples were cultured in anaerobiosis in BHI <bold>(A)</bold> and McBain medium <bold>(B)</bold>. Asterisks (*) indicate statistical significance (<italic>t-</italic>tests, *&#x3b1; = 0.05). Diamonds (&#x2666;) represent macroscopical differences between untreated and Aii20J-treated biofilms. Inserted in each graph is a boxplot (median and interquartile range -IQR-, whiskers range from minimum to maximum) comparing absolute values of biofilm mass (OD<sub>590nm</sub>) in control and Aii20J-treated biofilms from healthy donors (<italic>n =</italic> 11) and patients with gingivitis and periodontitis (<italic>n =</italic> 24). Asterisks (*) indicate statistical significance of the differences between biofilms that were reduced and those that were increased in the presence of Aii20J (Wilcoxon tests, **&#x3b1; = 0.01, ***&#x3b1; = 0.001, ****&#x3b1; = 0.0001). ANE, anaerobiosis. BHI, Brain Heart Infusion.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fcimb-13-1118630-g003.tif"/>
</fig>
<p>Subgingival biofilms from patients P30 and P31 grown in McBain were visualized under CLSM to compare biofilms that presented different responses to Aii20J in the CV assay (<xref ref-type="fig" rid="f3">
<bold>Figure&#xa0;3B</bold>
</xref>). Biofilms from patient P30 were significantly reduced in biomass in the CV assay and also showed a significant reduction in biofilm coverage when comparing CLSM photographs of control (11.0 &#xb1; 4.9%) and Aii20J-treated biofilms (5.8 &#xb1; 3.7%) (<italic>t-</italic>test) (<xref ref-type="supplementary-material" rid="SM1">
<bold>Supplementary Figure S8</bold>
</xref>). On the other hand, biofilms from patient P31 presented no significant differences in biofilm mass in the CV assay nor in biofilm coverage between control (3.26 &#xb1; 2.57%) and Aii20J-treated biofilms (3.57 &#xb1; 1.43%) (<xref ref-type="supplementary-material" rid="SM1">
<bold>Supplementary Figure S8</bold>
</xref>). However, control biofilms of patient P31 were predominantly stained with PI, whereas Aii20J-treated biofilms were predominantly stained with SYTO 9 (<xref ref-type="supplementary-material" rid="SM1">
<bold>Supplementary Figure S8</bold>
</xref>).</p>
<p>In parallel to biofilm quantification, biofilm mass from control and Aii20J-treated samples grown in McBain was collected for DNA extraction, as we previously observed that this culture medium allowed higher microbial diversity in biofilms from subgingival samples (<xref ref-type="fig" rid="f2">
<bold>Figure&#xa0;2</bold>
</xref>). Sequencing of the 16S rRNA gene confirmed the dominance of the genus <italic>Streptococcus</italic>, reaching a 45 &#x2013; 61% relative abundance in the biofilms (<xref ref-type="fig" rid="f4">
<bold>Figures&#xa0;4A&#x2013;C</bold>
</xref>). <italic>Veillonella, Haemophilus, Granulicatella, Gemella</italic>, and <italic>Aggregatibacter</italic> were also found in all biofilms within the top ten most relatively abundant genera. Beta diversity examined with Principal Coordinate Analysis (PCoA) and alpha diversity indexes revealed no significant differences in microbial composition between control and Aii20J-treated biofilms (<xref ref-type="fig" rid="f4">
<bold>Figures&#xa0;4D&#x2013;F</bold>
</xref>, <xref ref-type="supplementary-material" rid="SM1">
<bold>Supplementary Figure S9</bold>
</xref>). In addition to diversity indexes, a differential abundance analysis was performed grouping the biofilms according to the oral health status of the donors. In periodontitis-derived biofilms, the genus <italic>Porphyromonas</italic>, among others, significantly decreased its differential abundance in the presence of Aii20J (<xref ref-type="fig" rid="f5">
<bold>Figure&#xa0;5A</bold>
</xref>). Further quantification of <italic>Porphyromonas gingivalis</italic> and <italic>Porphyromonas endodontalis</italic>, both species linked to oral diseases (<xref ref-type="bibr" rid="B30">Hajishengallis et&#xa0;al., 2012</xref>; <xref ref-type="bibr" rid="B15">de Brito et&#xa0;al., 2020</xref>), was done using qPCR on periodontitis-derived biofilms (<italic>n =</italic> 19). No significant differences were found for <italic>P. gingivalis</italic> nor <italic>P. endodontalis</italic> CFUs between control and Aii20J-treated biofilms (Mann-Whitney test) (<xref ref-type="fig" rid="f5">
<bold>Figure&#xa0;5B</bold>
</xref>). Total 16S rRNA gene quantification for Eubacteria was performed as a normalization control.</p>
<fig id="f4" position="float">
<label>Figure&#xa0;4</label>
<caption>
<p>Relative abundance of the bacterial genera identified in the biofilms in the presence of Aii20J. Relative abundance is represented as the percentage of the ten most relatively abundant bacterial genera identified in each biofilm. Genera detected in lower relative abundance appear under the category &#x201c;Other&#x201d;. Subgingival samples were grown in the AAA model for 24&#xa0;h in McBain, with and without Aii20J. Samples were obtained from healthy donors <bold>(A)</bold>, <italic>n =</italic> 11), patients with gingivitis <bold>(B)</bold>, <italic>n =</italic> 3), and patients with periodontitis <bold>(C)</bold>, <italic>n =</italic> 19). Principal Coordinate Analysis (PCoA) of weighted Unifrac plots of the microbiome structure of the samples obtained from healthy donors <bold>(D)</bold>, <italic>n =</italic> 11), patients with gingivitis <bold>(E)</bold>, <italic>n =</italic> 3), and patients with periodontitis <bold>(F)</bold>, <italic>n =</italic> 19) are shown.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fcimb-13-1118630-g004.tif"/>
</fig>
<fig id="f5" position="float">
<label>Figure&#xa0;5</label>
<caption>
<p>Differential microbial abundance of important genera identified in subgingival, periodontitis-derived biofilms (<italic>n =</italic> 19) in the presence of Aii20J. Samples were grown in the AAA model for 24&#xa0;h in McBain, with and without Aii20J. <bold>(A)</bold> Genera with significant (&#x3b1; = 0.05) differential abundance in Aii20J-treated biofilms are shown. Data were analyzed using the DESeq2 package (<xref ref-type="bibr" rid="B46">Love et&#xa0;al., 2014</xref>). Genera with log2 fold change values &lt; 2 or &gt; 2 were considered to be significantly reduced or increased in Aii20J-treated biofilms, respectively. <bold>(B)</bold> Quantification, using qPCR, of total 16S rRNA, <italic>P. gingivalis</italic> and <italic>P. endodontalis</italic>, comparing control (black boxes) and Aii20J-treated biofilms (blue boxes). Boxplots represent the median and interquartile range (IQR), and whiskers range from Q1 - 1.5 IQR to Q3 + 1.5 IQR. Mann-Whitney tests (&#x3b1; = 0.05) for independent samples were performed. CFU, colony-forming unit.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fcimb-13-1118630-g005.tif"/>
</fig>
<p>Last, supernatants of untreated biofilms (<italic>n =</italic> 16) were investigated for the presence of the most common AHLs (from C<sub>4</sub>-HSL to C<sub>18</sub>-HSL, either with or without oxo and hydroxy substituents) by HPLC-MS analysis. None of these standard AHLs were identified in any of the samples.</p>
</sec>
<sec id="s3_3">
<title>Abundance of quorum-related sequences in oral supragingival metagenomes</title>
<p>The absence of standard AHLs in the supernatants of biofilm cultures and the impossibility of performing the same analytical procedures to detect AHLs on the original saliva and subgingival samples due to their reduced volume prompted the investigation of the presence of sequences related to AHL synthesis and sensing, as well as AHL enzymatic degradation in 125 metagenomes from supragingival plaque samples available in public databases (<xref ref-type="bibr" rid="B6">Belda-Ferre et&#xa0;al., 2012</xref>; <xref ref-type="bibr" rid="B35">Human Microbiome Project Consortium, 2012a</xref>; <xref ref-type="bibr" rid="B36">Human Microbiome Project Consortium, 2012b</xref>), and one synthetic subgingival metagenome that comprised the most representative bacterial species from the subgingival niche (<xref ref-type="supplementary-material" rid="SM1">
<bold>Supplementary Table S6</bold>
</xref>), and that displayed very similar results to those of the supragingival metagenomes in terms of sequences found and their abundance. The analysis of these metagenomes revealed a surprisingly high abundance of proteins homologous to the AHL synthase HdtS (<xref ref-type="fig" rid="f6">
<bold>Figure&#xa0;6</bold>
</xref>, <xref ref-type="supplementary-material" rid="SM1">
<bold>Supplementary Table S4</bold>
</xref>). This protein family comprised three HdtS sequences from <italic>Pseudomonas</italic>, and it appeared in nearly every metagenome, almost as abundantly as the four protein families of LuxS, included as reference in this analysis (<xref ref-type="fig" rid="f6">
<bold>Figure&#xa0;6</bold>
</xref>). Among the AHL receptors investigated, three protein families appeared in elevated abundance in both the supragingival metagenomes and the synthetic subgingival metagenome. Representative members of these families are AbaR of <italic>Acinetobacter</italic>, RhlR of <italic>Pseudomonas</italic>, and the promiscuous AHL-receptor SdiA of <italic>Burkholderia</italic> (<xref ref-type="fig" rid="f6">
<bold>Figure&#xa0;6</bold>
</xref>). These protein families appeared present in a high number of metagenomes, although their abundance was lower than that observed for HdtS. It is worth mentioning that the protein family represented by RhlR also comprised several SdiA sequences, including those from <italic>Escherichia coli</italic> and <italic>Salmonella</italic>, that were divergent from those classified together with the SdiA sequences of the <italic>Burkholderia</italic> family.</p>
<fig id="f6" position="float">
<label>Figure&#xa0;6</label>
<caption>
<p>Abundance of selected quorum sensing and quorum quenching protein families in supragingival shotgun metagenomes. Results are represented as a heatmap where rows are sorted by abundance and columns by non-metric multidimensional scaling distances. The last column on the right is the synthetic subgingival metagenome generated for this study (<xref ref-type="supplementary-material" rid="SM1">
<bold>Supplementary Table S6</bold>
</xref>). The complete set of queried metagenomes is available in <xref ref-type="supplementary-material" rid="SM1">
<bold>Supplementary Table S5</bold>
</xref>. Non-detected proteins are represented by blank spaces. QS, quorum sensing; QQ, quorum quenching; AHL, <italic>N</italic>-acyl-homoserine lactone; AI-2, autoinducer-2.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fcimb-13-1118630-g006.tif"/>
</fig>
<p>In addition to AHL synthases and receptors, we investigated the supragingival and subgingival metagenomes for the presence of AHL-inactivating enzymes: lactonases, acylases, and paraxonases. Protein families of lactonase and acylase enzymes appeared in extremely high abundances, in some cases, even higher than LuxS sequences (<xref ref-type="fig" rid="f6">
<bold>Figure&#xa0;6</bold>
</xref>). These <italic>in silico</italic> results align with those obtained <italic>in vitro</italic> on the high abundance of QS inhibitory activity among saliva samples (<xref ref-type="supplementary-material" rid="SM1">
<bold>Supplementary Figure S5</bold>
</xref>).</p>
</sec>
</sec>
<sec id="s4" sec-type="discussion">
<title>Discussion</title>
<p>This work aimed to evaluate the potential of the QQ enzyme Aii20J to prevent biofilm formation of periodontal origin based on <italic>in vitro</italic> studies. Given the rise of antimicrobial resistance in dentistry, alternative approaches to control periodontal diseases need to be explored (<xref ref-type="bibr" rid="B14">Cieplik et&#xa0;al., 2014</xref>; <xref ref-type="bibr" rid="B71">Rams et&#xa0;al., 2014</xref>). Several studies have described the effectiveness of QQ strategies against monospecific (<xref ref-type="bibr" rid="B85">Sun et&#xa0;al., 2021</xref>) and polymicrobial biofilms (<xref ref-type="bibr" rid="B40">Jo et&#xa0;al., 2016</xref>; <xref ref-type="bibr" rid="B33">Huang et&#xa0;al., 2019</xref>; <xref ref-type="bibr" rid="B80">Schwab et&#xa0;al., 2019</xref>; <xref ref-type="bibr" rid="B39">Jeong et&#xa0;al., 2020</xref>). Specifically, the inhibitory effect of the AHL-lactonase Aii20J on biofilm formation obtained from saliva samples has already been described (<xref ref-type="bibr" rid="B65">Muras et&#xa0;al., 2020b</xref>). Aii20J is a wide-spectrum, extremely thermoresistant enzyme that has no genotoxicity (UNE-EN ISO 10993-3:2015) and no cytotoxicity in eukaryotic cells (OECD Guideline 471) (unpublished results). Besides, we have confirmed that Aii20J retains its activity after 24 months in a commercial mouthwash at room temperature (unpublished results). Despite being a member of the metallo-beta-lactamase super-family, Aii20J does not affect beta-lactam antibiotics (<xref ref-type="bibr" rid="B53">Mayer et&#xa0;al., 2015</xref>) nor interferes with bacterial growth (<xref ref-type="bibr" rid="B63">Muras et&#xa0;al., 2018b</xref>), reducing the risk of inducing antimicrobial resistance. These properties make Aii20J a promising candidate for developing antibiofilm strategies in the oral health context.</p>
<p>Our results indicate that the AAA model, together with CV staining, is a more sensitive methodology than the xCELLigence system for detecting different responses of biofilms to Aii20J (<xref ref-type="fig" rid="f1">
<bold>Figure&#xa0;1</bold>
</xref>). The AAA model allows quantification, macroscopic evaluation (<xref ref-type="supplementary-material" rid="SM1">
<bold>Supplementary Figure S1</bold>
</xref>), and microscopy imaging (<xref ref-type="supplementary-material" rid="SM1">
<bold>Supplementary Figure S8</bold>
</xref>) of the biofilms attached to the glass coverslips, complementing the CV assay for detecting structural differences (<xref ref-type="bibr" rid="B63">Muras et&#xa0;al., 2018b</xref>). The AAA model also facilitates the refreshment of treatments and culture media, making more nutrients available for the attached cells, eliminating loose bacteria and metabolic waste, and ensuring the assessment of actively attached cells only. On the other hand, the xCELLigence system monitors biofilm growth during early adhesion stages (<xref ref-type="bibr" rid="B63">Muras et&#xa0;al., 2018b</xref>; <xref ref-type="bibr" rid="B58">Mira et&#xa0;al., 2019</xref>), reaching saturation after 10&#xa0;h of incubation (<xref ref-type="bibr" rid="B63">Muras et&#xa0;al., 2018b</xref>). In the AAA model, an end-point quantification technique, we describe significant biofilm alterations due to Aii20J. In contrast, in the xCELLigence system, a real-time monitoring technology, no significant changes were found for most samples. Thus, Aii20J may affect biofilm in its maturing phase rather than in the initial attachment stages.</p>
<p>Different culture media and conditions were examined to achieve biofilms that contained higher proportions of anaerobic Gram-negative bacteria. Biofilms inoculated in BHI and SCH-K1 harbored populations dominated by the genus <italic>Streptococcus</italic> (<xref ref-type="fig" rid="f2">
<bold>Figures&#xa0;2</bold>
</xref> and <xref ref-type="fig" rid="f4">
<bold>4</bold>
</xref>). However, McBain medium, containing a higher protein load than the other culture media, allowed the proliferation of more diverse communities (<xref ref-type="fig" rid="f4">
<bold>Figure&#xa0;4</bold>
</xref>). These conditions (the use of McBain in anaerobiosis) have already been proposed as an adequate option to recreate the gingival crevice niche <italic>in vitro</italic> (<xref ref-type="bibr" rid="B38">Janus et&#xa0;al., 2015</xref>), as high availability of nutrients and low oxygen conditions have been described to favor the proliferation of asaccharolytic and proteolytic bacteria <italic>in vivo</italic> (<xref ref-type="bibr" rid="B18">Drucker, 2000</xref>).</p>
<p>The addition of Aii20J resulted in significant biofilm mass decreases in most conditions tested. In the initial set of biofilms grown in BHI-aerobiosis and SCH-K1-anaerobiosis from different inocula, up to 41% of subgingival-derived biofilms were significantly reduced compared with the 29% of significantly reduced saliva biofilms (<xref ref-type="fig" rid="f1">
<bold>Figure&#xa0;1</bold>
</xref>). This differential response of the biofilms to the enzyme could be explained by the variation of bacterial communities between saliva and subgingival samples (<xref ref-type="bibr" rid="B83">Sim&#xf3;n-Soro et&#xa0;al., 2013</xref>). We also describe an increased sensitivity to Aii20J in PD samples compared to healthy samples, finding significant biofilm reductions in PD-derived biofilms treated with Aii20J in three of four conditions tested (<xref ref-type="fig" rid="f1">
<bold>Figure&#xa0;1</bold>
</xref>). Differences in the behavior of healthy- and PD-derived biofilms to the enzyme could be attributed to differences in genera that appear at low relative abundance. In subsequent experiments, subgingival samples from healthy and PD patients were grown under conditions driving to more diverse biofilms. Once more, Aii20J caused significant reductions in biomass in both diverse biofilms (McBain-anaerobiosis), and biofilms dominated by Gram-positive taxa (BHI-anaerobiosis), with 35 &#x2013; 87% of samples presenting macroscopical differences, respectively (<xref ref-type="fig" rid="f3">
<bold>Figure&#xa0;3</bold>
</xref>). These results further confirm the effectiveness of this enzyme as an <italic>in vitro</italic> biofilm inhibitory strategy. Even in non-responsive biofilms, as for patient P31, we could observe an effect of the enzyme on the biofilms using CLSM (<xref ref-type="supplementary-material" rid="SM1">
<bold>Supplementary Figure S8</bold>
</xref>). Specifically, untreated biofilms from patient P31 were predominantly stained with PI, i.e., contained mostly membrane-damaged cells, whereas Aii20J-treated biofilms were predominantly stained with SYTO 9, indicating that most cells were membrane-intact (<xref ref-type="supplementary-material" rid="SM1">
<bold>Supplementary Figure S8</bold>
</xref>). Reductions in response to Aii20J ranged from 50 &#x2013; 99% of initial biomass in several biofilms and between 20 &#x2013; 50% of initial biomass in most biofilms, whereas a small proportion presented little or no reductions when treated with Aii20J. This contrasting behavior among biofilms generated from different patients has already been described with the antibiotic amoxicillin (<xref ref-type="bibr" rid="B58">Mira et&#xa0;al., 2019</xref>). The observed heterogeneity in biofilm formation abilities and response to the QQ enzyme indicates the importance of using samples from different patients for assessing any oral treatment, as it allows observing different responses among individuals when considering the administration of a treatment. This is of special importance in the current context of oral health, with a growing consensus towards personalized therapy and the proposals of studying individual responses on complex samples before treatment administration (<xref ref-type="bibr" rid="B5">Bartold, 2017</xref>; <xref ref-type="bibr" rid="B7">Belibasakis et&#xa0;al., 2019</xref>).</p>
<p>Further investigations on the microbial diversity of biofilms grown in McBain revealed no significant changes in microbial relative abundance between control and Aii20J-treated samples (<xref ref-type="fig" rid="f4">
<bold>Figure&#xa0;4</bold>
</xref>, <xref ref-type="supplementary-material" rid="SM1">
<bold>Supplementary Figure S9</bold>
</xref>). In fact, similar studies on the effect of lactonases on polymicrobial biofilm communities also reported that relative abundances in the microbial population were not changed in the presence of QQ agents (<xref ref-type="bibr" rid="B40">Jo et&#xa0;al., 2016</xref>; <xref ref-type="bibr" rid="B80">Schwab et&#xa0;al., 2019</xref>). Conversely, some works did observe changes in the relative abundance of oral- (<xref ref-type="bibr" rid="B65">Muras et&#xa0;al., 2020b</xref>) and water-associated communities (<xref ref-type="bibr" rid="B33">Huang et&#xa0;al., 2019</xref>) in the presence of lactonases. The study of <xref ref-type="bibr" rid="B65">Muras et&#xa0;al. (2020b)</xref>, relied on the use of saliva samples from two subjects, whereas the present study increased to 33 the number of subjects studied, and used subgingival samples instead of saliva for investigating changes in microbial populations under the influence of Aii20J. These differences can explain the contrast in the findings reported by both studies. Additionally, <xref ref-type="bibr" rid="B65">Muras et&#xa0;al. (2020b)</xref> described changes in bacterial population only at the species level, as 99.74% of the population belonged to the genus <italic>Streptococcus.</italic> In contrast, in the present study, biofilm populations comprised <italic>Streptococcus</italic> proportions of 45 &#x2013; 63%, and the assessment of changes in bacterial population was done at the genus level, which can also explain the differences in the results of both studies.</p>
<p>Surprisingly, and despite the clear inhibitory effect observed in the presence of the Aii20J lactonase, none of the most common AHLs were detected in the supernatants of untreated biofilm cultures in this study. However, AHLs such as C<sub>8</sub>-HSL have been detected <italic>ex vivo</italic> in extracted teeth, and C<sub>8</sub>-HSL, C<sub>14</sub>-HSL, and C<sub>18</sub>-HSL have been found <italic>in vivo</italic> in saliva samples (<xref ref-type="bibr" rid="B65">Muras et&#xa0;al., 2020b</xref>). In addition, several oral isolates have been demonstrated to produce AHLs in pure or controlled mixed cultures <italic>in vitro</italic> (<xref ref-type="bibr" rid="B43">Kumari et&#xa0;al., 2006</xref>; <xref ref-type="bibr" rid="B94">Yin et&#xa0;al., 2012a</xref>; <xref ref-type="bibr" rid="B95">Yin et&#xa0;al., 2012b</xref>; <xref ref-type="bibr" rid="B13">Chen et&#xa0;al., 2013</xref>; <xref ref-type="bibr" rid="B27">Goh et&#xa0;al., 2014</xref>; <xref ref-type="bibr" rid="B26">Goh et&#xa0;al., 2016</xref>; <xref ref-type="bibr" rid="B65">Muras et&#xa0;al., 2020b</xref>), and predicted AHL-related genes have been described in oral genomes (<xref ref-type="bibr" rid="B1">Aleti et&#xa0;al., 2019</xref>). Here, culture conditions could be affecting the production of AHLs within the <italic>in vitro</italic> biofilms, either as a consequence of the selection of non-AHL producer bacteria or as a result of culture conditions affecting AHL producers. The latter has been previously demonstrated in the human pathogen <italic>Acinetobacter</italic>, which switches on and off its AHL-producing systems depending on incubation conditions <italic>in vitro</italic> (<xref ref-type="bibr" rid="B52">Mayer et&#xa0;al., 2018</xref>). Moreover, the low volume of biofilm and culture media available for AHL extraction could have hampered their detection by HPLC-MS, and we cannot fully rule out the presence of AHLs acting at a micro-scale within the biofilms.</p>
<p>The analysis of 125 supragingival plaque metagenomes and an additional synthetic subgingival metagenome revealed a high abundance of proteins related to AHL biosynthetic pathways. The abundance of LuxS was used as a reference, as it is implicated in central metabolism and, therefore, widely represented in Gram-positive and Gram-negative bacteria. However, AI-2, the molecule resulting from the detoxification of S-adenosylmethionine by the action of LuxS, can also act as a QS signal in some species (<xref ref-type="bibr" rid="B78">Schauder et&#xa0;al., 2001</xref>; <xref ref-type="bibr" rid="B91">Winzer et&#xa0;al., 2002</xref>). The fact that the response regulator of AI-2, the LuxR protein of <italic>V. harveyi</italic> (<xref ref-type="bibr" rid="B81">Showalter et&#xa0;al., 1990</xref>), is present in lower abundance in the metagenomes investigated (protein family &#x201c;AI&#x2212;2&#x2212;Receptors&#x2212;1&#x2212;LsrR&#x201d;) (<xref ref-type="fig" rid="f6">
<bold>Figure&#xa0;6</bold>
</xref>), indicates a primary metabolic role of LuxS in these samples. In this study, we describe a remarkably high abundance of sequences related to HdtS synthases in both supragingival metagenomes and the synthetic subgingival metagenome (<xref ref-type="fig" rid="f6">
<bold>Figure&#xa0;6</bold>
</xref>). HdtS does not belong to the main AHL synthase families, and it has been demonstrated to produce several AHLs, including OHC<sub>14:1</sub>-HSL, an uncommon AHL that can act as a bacteriocin (<xref ref-type="bibr" rid="B44">Laue et&#xa0;al., 2000</xref>). Besides, the analysis of the supragingival metagenomes revealed three protein families of AHL receptors present in high abundance levels among the metagenomes (<xref ref-type="fig" rid="f6">
<bold>Figure&#xa0;6</bold>
</xref>). Two of these families comprised several sequences of SdiA. SdiA is described as a LuxR solo, i.e., a bacterial receptor that cannot produce AHLs but respond to them (<xref ref-type="bibr" rid="B57">Michael et&#xa0;al., 2001</xref>). SdiA has been demonstrated to be highly promiscuous, presenting a broad ligand-binding specificity and being able to respond to molecules other than AHLs (<xref ref-type="bibr" rid="B67">Nguyen et&#xa0;al., 2015</xref>; <xref ref-type="bibr" rid="B84">Styles and Blackwell, 2018</xref>). Hence, we cannot fully disregard the possibility of signal molecules different from AHLs being the cognate ligands of SdiA receptors and being present in the oral environment. The increasing volume of studies on LuxR solos has revealed that these receptors can bind a wide range of AHL derivatives and molecules containing aromatic groups derived from fatty acid metabolic pathways (<xref ref-type="bibr" rid="B86">Tobias et&#xa0;al., 2020</xref>). These observations subscribe to those of <xref ref-type="bibr" rid="B1">Aleti et&#xa0;al. (2019)</xref>, who found putative AHL-biosynthesis genes in the genomes of human oral taxa. Altogether, these results suggest a role of uncommon AHLs or yet-undescribed AHL-like molecules in oral biofilms that are not identified when using standard AHLs as reference but that could be sensed by broad-range specificity receptors, such as SdiA and other LuxR solos. The findings reported herein with the use of supragingival metagenomes constitute novel knowledge on AHL-related metabolism in the oral cavity. A first approach to assess the abundance of these sequences in bacteria from the subgingival niche has been done with a synthetic subgingival metagenome. With the increase in the number of metagenomic studies and publicly available metagenomic data, further investigations will help confirm the abundance of QS-related sequences in the oral cavity, specifically in the subgingival niche.</p>
<p>Last, the search for sequences related to AHL-quenching also yielded surprising results, with a widespread abundance of QQ enzymes in the supragingival metagenomes and the subgingival synthetic metagenome investigated (<xref ref-type="fig" rid="f6">
<bold>Figure&#xa0;6</bold>
</xref>). Finding the protein family &#x201c;QQ-lactonases-14-AhlK&#x201d; among the most abundant groups is particularly interesting (<xref ref-type="fig" rid="f6">
<bold>Figure&#xa0;6</bold>
</xref>). This protein family contains, among others, the enzyme AiiB from <italic>Agrobacterium tumefaciens</italic>, a lactonase with a broad specificity of substrates (<xref ref-type="bibr" rid="B45">Liu et&#xa0;al., 2007</xref>). The existence of several QQ enzymes capable of degrading AHL derivatives and even molecules other than AHLs has been described in the literature (<xref ref-type="bibr" rid="B32">Hiblot et&#xa0;al., 2013</xref>; <xref ref-type="bibr" rid="B8">Bergonzi et&#xa0;al., 2019</xref>). The high abundance in supra- and subgingival metagenomes of QQ enzymes that may be degrading other molecules apart from AHLs aligns with the finding of promiscuous receptors in those same metagenomes (<xref ref-type="fig" rid="f6">
<bold>Figure&#xa0;6</bold>
</xref>), strengthening the idea of the presence of AHL-like molecules in the oral cavity. Therefore, we hypothesize that the Aii20J-mediated biofilm inhibitory effect described here may not be derived from the action of Aii20J on AHLs but on other signal molecules of related structure. A similar case has already been described with the QQ lactonase SsoPox, whose antibiofilm activity against <italic>Pseudomonas aeruginosa</italic> monospecies biofilm is more dependent on its promiscuous activity on the <italic>P. aeruginosa</italic> PQS signal than on its activity against AHLs (<xref ref-type="bibr" rid="B73">R&#xe9;my et&#xa0;al., 2020</xref>). When <xref ref-type="bibr" rid="B73">R&#xe9;my et&#xa0;al. (2020)</xref> compared SsoPox with a lactonase without activity against PQS, the latter presented a much lower antibiofilm activity despite being more active against AHLs, suggesting that wider-range lactonases have greater antibiofilm properties. Hence, our results on the antibiofilm activity of the lactonase Aii20J on oral samples could be explained by a possible susceptibility of uncommon AHLs or AHL-like molecules to the enzymatic activity of Aii20J. This is further reinforced by the finding of the PQS synthase (protein family &#x201c;PQS-Synthase-PqsABC&#x201d;), in high abundance in the supragingival and subgingival metagenomes (<xref ref-type="fig" rid="f6">
<bold>Figure&#xa0;6</bold>
</xref>). The confirmation of the presence of such molecules would imply a more complex signaling network in oral biofilms than currently established. Furthermore, the effect of Aii20J on biofilms dominated by <italic>Streptococcus</italic>, a Gram-positive that is neither expected to respond to AHLs nor is affected by this QQ enzyme in <italic>in vitro</italic> pure cultures (<xref ref-type="bibr" rid="B63">Muras et&#xa0;al., 2018b</xref>), could be partially explained by the introduction of non-AHL signals in the scenery. Future investigations on the substrate specificity of Aii20J towards molecules other than standard AHLs will help validate this hypothesis.</p>
<p>We describe the use of QQ strategies, specifically of the QQ lactonase Aii20J, as successful in reducing multispecies biofilms <italic>in vitro.</italic> We propose the use of Aii20J as a modulatory strategy for oral disease control, as it results in lower bacterial load within the biofilm. The biofilms generated in the presence of the enzyme are expected to respond better to other treatments, such as antibiotic therapy, due to their reduced structural density, and their potentially increased porosity, presenting QQ strategies as possible coadyuvants in these therapies. Despite these promising results, further <italic>in vitro</italic> studies, including the evaluation of the effect of Aii20J at a transcriptional and proteomic level are required to understand the mechanisms underneath the behavioral changes detected in such biofilms. Additionally, changes in enzymatic activities within these polymicrobial communities must be assessed, as functional activities such as proteases or siderophore production are intimately linked to bacterial virulence. Previous studies have already described changes in enzymatic activities driven by the presence of AHLs in <italic>in vitro</italic> oral biofilms (<xref ref-type="bibr" rid="B62">Muras et&#xa0;al., 2020a</xref>), suggesting that similar changes could be observed with the use of AHL-degrading enzymes. Regarding the abundance of QS-related sequences in oral metagenomes, since all available metagenomes were of supragingival origin, the investigation of subgingival samples for the presence of AHL-related sequences would shed light on the extent of their distribution in the oral cavity, confirming a correlation with the periodontal diseases and endorsing the use of strategies targeting QS components for oral health care. The final objective of testing QS-targeting strategies would be their transfer from <italic>in vitro</italic> experiments to <italic>in vivo</italic> and clinical trials. To do so, it would be interesting to assess the possible synergies of Aii20J with antimicrobials. Also, it would be necessary to assess the optimal <italic>in vivo</italic> delivery doses, retaining time, and other pharmacological aspects when considering the addition of the QQ enzyme to oral products.</p>
<p>Findings in this work suggest an important role of AHLs or AHL-like molecules in oral biofilm formation. Targeting these molecules results in significant biomass reductions <italic>in vitro</italic> with no significant alterations in microbial relative abundance. This study is first in describing a remarkably high abundance of an AHL synthase and promiscuous AHL receptors on supragingival and subgingival metagenomes. Overall, these results indicate that QQ strategies could be useful for controlling oral biofilm formation while highlighting the importance of a personalized assessment in the clinical practice.</p>
</sec>
<sec id="s5" sec-type="data-availability">
<title>Data availability statement</title>
<p>The datasets presented in this study can be found in online repositories. The names of the repository/repositories and accession number(s) can be found in the article/<xref ref-type="supplementary-material" rid="SM1">
<bold>Supplementary Material</bold>
</xref>.</p>
</sec>
<sec id="s6" sec-type="ethics-statement">
<title>Ethics statement</title>
<p>The studies involving human participants were reviewed and approved by Ethical Committee of Clinical Investigations of Galicia, Xunta de Galicia (Investigation protocol 2009/319, modified in July 2017). The patients/participants provided their written informed consent to participate in this study.</p>
</sec>
<sec id="s7" sec-type="author-contributions">
<title>Author contributions</title>
<p>All authors contributed extensively to the work presented in this paper. AP and AMu performed experiments, analyzed data, and wrote the manuscript with contributions from AA, AS-O, GA, and LDA. PO-C recruited the patients, collected the samples, and provided each patient&#x2019;s oral health status classification. AMi helped in experiment planification and formal analysis. VB gave technical support and conceptual advice. AO conceived the project, designed experiments with contributions from VB, corrected the manuscript, and supervised the study. All authors discussed the results and implications and commented on the manuscript at all stages. All authors contributed to the article and approved the submitted version.</p>
</sec>
</body>
<back>
<sec id="s8" sec-type="funding-information">
<title>Funding</title>
<p>This work was supported by a PDTS Project from the Instituto de Salud Carlos III (DTS21/00015). AP was supported by a predoctoral fellowship from the Conseller&#xed;a de Cultura, Educaci&#xf3;n e Ordenaci&#xf3;n Universitaria, Xunta de Galicia (ED481A-2019/194).</p>
</sec>
<ack>
<title>Acknowledgments</title>
<p>We want to thank Dr. Rub&#xe9;n Le&#xf3;n at Dentaid Research Center for his help selecting sampling and culture conditions and his valuable comments when discussing methodological approaches. We would like to thank RIAIDT-USC analytical facilities for their support with the confocal microscopy imaging and analyses.</p>
</ack>
<sec id="s9" sec-type="COI-statement">
<title>Conflict of interest</title>
<p>The Aii20J enzyme used in this study is protected by the following patent: Otero, A., Romero, M., and Mayer, C. 2016. Peptide with quorum-sensing inhibitory activity, polynucleotide that encodes said peptide, and the uses thereof. PCT/ES2014/070569.</p>
<p>The remaining authors declare that the research was conducted in the absence of any commercial or financial relationships that could be construed as a potential conflict of interest.</p>
</sec>
<sec id="s10" sec-type="disclaimer">
<title>Publisher&#x2019;s note</title>
<p>All claims expressed in this article are solely those of the authors and do not necessarily represent those of their affiliated organizations, or those of the publisher, the editors and the reviewers. Any product that may be evaluated in this article, or claim that may be made by its manufacturer, is not guaranteed or endorsed by the publisher.</p>
</sec>
<sec id="s11" sec-type="supplementary-material">
<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/fcimb.2023.1118630/full#supplementary-material">https://www.frontiersin.org/articles/10.3389/fcimb.2023.1118630/full#supplementary-material</ext-link>
</p>
<supplementary-material xlink:href="DataSheet_1.pdf" id="SM1" mimetype="application/pdf"/>
</sec>
<fn-group>
<title>Abbreviations</title>
<fn fn-type="abbr">
<p>AAA model, Amsterdam Active Attachment model; AE, aerobiosis; AHLs, <italic>N</italic>-acyl-homoserine lactones; ANE, anaerobiosis; BHI, Brain Heart Infusion; CFUs, colony-forming units; CI, Cell Index; C<sub>P</sub>, Crossing points; CSLM&#xa0;, confocal-laser scanning microscopy; CV, crystal violet; GCF, gingival crevicular fluid; HMP, Human Microbiome Project; HPLC-MS, high-performance liquid chromatography-mass spectrometry; HSL, homoserine lactone; IQR, interquartile range; LB, Luria-Bertani; MWCO, molecular weight cut-off; PBS, phosphate-buffered saline; PCA, Principal Components analysis; PCoA, Principal Coordinates analysis; PD, periodontal disease; PI, propidium iodide; qPCR, quantitative polymerase chain reaction; QQ, quorum quenching; QS, quorum sensing; SCH-K1, Schaedler medium supplemented with 0.1 mg L<sup>-1</sup> of vitamin K1.</p>
</fn>
</fn-group>
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