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<front>
<journal-meta>
<journal-id journal-id-type="publisher-id">Front. Microbiol.</journal-id>
<journal-title>Frontiers in Microbiology</journal-title>
<abbrev-journal-title abbrev-type="pubmed">Front. Microbiol.</abbrev-journal-title>
<issn pub-type="epub">1664-302X</issn>
<publisher>
<publisher-name>Frontiers Media S.A.</publisher-name>
</publisher>
</journal-meta>
<article-meta>
<article-id pub-id-type="doi">10.3389/fmicb.2023.1114574</article-id>
<article-categories>
<subj-group subj-group-type="heading">
<subject>Microbiology</subject>
<subj-group>
<subject>Original Research</subject>
</subj-group>
</subj-group>
</article-categories>
<title-group>
<article-title>Integrated conjugative plasmid drives high frequency chromosomal gene transfer in <italic>Sulfolobus islandicus</italic></article-title>
</title-group>
<contrib-group>
<contrib contrib-type="author">
<name><surname>Sanchez-Nieves</surname> <given-names>Ruben L.</given-names></name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
<xref ref-type="aff" rid="aff2"><sup>2</sup></xref>
<uri xlink:href="http://loop.frontiersin.org/people/2120472/overview"/>
</contrib>
<contrib contrib-type="author">
<name><surname>Zhang</surname> <given-names>Changyi</given-names></name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
<uri xlink:href="http://loop.frontiersin.org/people/55048/overview"/>
</contrib>
<contrib contrib-type="author" corresp="yes">
<name><surname>Whitaker</surname> <given-names>Rachel J.</given-names></name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
<xref ref-type="aff" rid="aff2"><sup>2</sup></xref>
<xref ref-type="corresp" rid="c001"><sup>&#x002A;</sup></xref>
<uri xlink:href="http://loop.frontiersin.org/people/54914/overview"/>
</contrib>
</contrib-group>
<aff id="aff1"><sup>1</sup><institution>Carl R. Woese Institute for Genomic Biology, University of Illinois Urbana-Champaign</institution>, <addr-line>Urbana, IL</addr-line>, <country>United States</country></aff>
<aff id="aff2"><sup>2</sup><institution>Department of Microbiology, University of Illinois Urbana-Champaign</institution>, <addr-line>Urbana, IL</addr-line>, <country>United States</country></aff>
<author-notes>
<fn fn-type="edited-by"><p>Edited by: Marleen van Wolferen, University of Freiburg, Germany</p></fn>
<fn fn-type="edited-by"><p>Reviewed by: Xu Feng, Shandong University, China; Issay Narumi, Toyo University, Japan; Susanne Erdmann, Max Planck Society, Germany</p></fn>
<corresp id="c001">&#x002A;Correspondence: Rachel J. Whitaker, <email>rwhitakr@illinois.edu</email></corresp>
<fn fn-type="other" id="fn004"><p>This article was submitted to Biology of Archaea, a section of the journal Frontiers in Microbiology</p></fn>
</author-notes>
<pub-date pub-type="epub">
<day>23</day>
<month>01</month>
<year>2023</year>
</pub-date>
<pub-date pub-type="collection">
<year>2023</year>
</pub-date>
<volume>14</volume>
<elocation-id>1114574</elocation-id>
<history>
<date date-type="received">
<day>02</day>
<month>12</month>
<year>2022</year>
</date>
<date date-type="accepted">
<day>09</day>
<month>01</month>
<year>2023</year>
</date>
</history>
<permissions>
<copyright-statement>Copyright &#x00A9; 2023 Sanchez-Nieves, Zhang and Whitaker.</copyright-statement>
<copyright-year>2023</copyright-year>
<copyright-holder>Sanchez-Nieves, Zhang and Whitaker</copyright-holder>
<license xlink:href="http://creativecommons.org/licenses/by/4.0/"><p>This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY). The use, distribution or reproduction in other forums is permitted, provided the original author(s) and the copyright owner(s) are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms.</p></license>
</permissions>
<abstract>
<p>Gene transfer in crenarchaea has been observed within natural and experimental populations of <italic>Sulfolobus.</italic> However, the molecular factors that govern how gene transfer and recombination manifest themselves in these populations is still unknown. In this study, we examine a plasmid-mediated mechanism of gene transfer in <italic>S. islandicus</italic> that results in localized high frequency recombination within the chromosome. Through chromosomal marker exchange assays with defined donors and recipients, we find that while bidirectional exchange occurs among all cells, those possessing the integrated conjugative plasmid, pM164, mobilize a nearby locus at a significantly higher frequency when compared to a more distal marker. We establish that <italic>traG</italic> is essential for this phenotype and that high frequency recombination can be replicated in transconjugants after plasmid transfer. Mapping recombinants through genomic analysis, we establish the distribution of recombinant tracts with decreasing frequency at increasing distance from pM164. We suggest the bias in transfer is a result of an Hfr (high frequency recombination)-like conjugation mechanism in this strain. In addition, we find recombinants containing distal non-selected recombination events, potentially mediated by a different host-encoded marker exchange (ME) mechanism.</p>
</abstract>
<kwd-group>
<kwd>recombination</kwd>
<kwd>gene transfer</kwd>
<kwd>conjugative plasmid</kwd>
<kwd><italic>Sulfolobus islandicus</italic></kwd>
<kwd>archaea</kwd>
<kwd>conjugation frequency</kwd>
</kwd-group>
<counts>
<fig-count count="6"/>
<table-count count="1"/>
<equation-count count="0"/>
<ref-count count="41"/>
<page-count count="10"/>
<word-count count="6971"/>
</counts>
</article-meta>
</front>
<body>
<sec id="S1" sec-type="intro">
<title>1. Introduction</title>
<p>The hyperthermophilic <italic>Sulfolobales</italic> are the genetically tractable model system of the crenarchaea, and the model archaeon that shares a most recent common ancestor with eukaryotes. Mechanisms of genetic exchange and recombination are not well understood in the Crenarchaea; however, they are important molecular components that may hold a key to understanding the origin of meiosis and eukaryogenesis (<xref ref-type="bibr" rid="B3">Bernstein et al., 1985</xref>; <xref ref-type="bibr" rid="B13">Gross and Bhattacharya, 2010</xref>). The Sulfolobales have been shown to exchange genetic markers when complementary auxotrophic mutants are co-incubated and plated on selective media. Previous studies showed that selected markers were transferred during marker exchange (ME) at relatively equal frequencies for both auxotrophs (<xref ref-type="bibr" rid="B12">Grogan, 1996</xref>). Further work showed that selected marker transfer occurs in small discontinuous patches that are dependent on minimal homology (<xref ref-type="bibr" rid="B14">Hansen et al., 2005</xref>). In most studies, ME is up-regulated with DNA damaging agent exposure leading to the current hypothesis that ME is a mechanism for DNA repair (<xref ref-type="bibr" rid="B28">Schmidt et al., 1999</xref>; <xref ref-type="bibr" rid="B1">Ajon et al., 2011</xref>; <xref ref-type="bibr" rid="B35">van Wolferen et al., 2015</xref>, <xref ref-type="bibr" rid="B37">2016</xref>, <xref ref-type="bibr" rid="B36">2020</xref>; <xref ref-type="bibr" rid="B8">Feng et al., 2018</xref>; <xref ref-type="bibr" rid="B29">Schult et al., 2018</xref>; <xref ref-type="bibr" rid="B34">Sun et al., 2018</xref>). It has been experimentally shown that in <italic>Sulfolobus acidocaldarius</italic>, exposure to DNA damaging agents results in induced type IV pilin-mediated cell aggregation (<xref ref-type="bibr" rid="B37">van Wolferen et al., 2016</xref>; <xref ref-type="bibr" rid="B34">Sun et al., 2018</xref>). Recently, it has been shown that S-layer glycosylation patterns and a specific sequence of the UpsA proteins are responsible for species-specific aggregation and ME (<xref ref-type="bibr" rid="B36">van Wolferen et al., 2020</xref>). In addition, a novel DNA uptake system (Ced system) that is also UV inducible has been shown to be essential for this process (<xref ref-type="bibr" rid="B35">van Wolferen et al., 2015</xref>). Still, the mechanism by which DNA is moved from donor to recipient cell is unknown. It has also been hypothesized that integrated conjugative elements and their transfer systems may be responsible for chromosomal DNA mobilization (<xref ref-type="bibr" rid="B32">She et al., 2004</xref>; <xref ref-type="bibr" rid="B5">Chen et al., 2005</xref>).</p>
<p>Sulfolobaceae possess the only experimentally characterized conjugative plasmids in Archaea (<xref ref-type="bibr" rid="B27">Schleper et al., 1995</xref>; <xref ref-type="bibr" rid="B23">Prangishvili et al., 1998</xref>; <xref ref-type="bibr" rid="B20">Lipps, 2006</xref>). Most of the plasmid-containing strains are from the <italic>S. islandicus</italic> species (<xref ref-type="bibr" rid="B23">Prangishvili et al., 1998</xref>; <xref ref-type="bibr" rid="B11">Greve et al., 2004</xref>). Conjugative plasmids and other mobile genetic elements (MGEs) integrate at tRNA sites and can be stably maintained within the chromosome (<xref ref-type="bibr" rid="B20">Lipps, 2006</xref>; <xref ref-type="bibr" rid="B4">Cadillo-Quiroz et al., 2012</xref>). Transfer of episomal plasmids, through conjugation between <italic>Sulfolobus</italic> spp., can be readily achieved in the lab through co-incubation in liquid media under shaking conditions (<xref ref-type="bibr" rid="B23">Prangishvili et al., 1998</xref>). Conjugative plasmids in <italic>Sulfolobus</italic>, described as pNOB8-like plasmids, usually possess an origin of replication, a <italic>repA</italic> homolog (implicated in replication), <italic>parAB</italic> partitioning homologs, a highly conserved <italic>plrA</italic> gene (implicated in plasmid regulation), a site-specific integrase, and transfer gene homologs <italic>trbE</italic> and <italic>traG</italic>, among other variable open reading frames (ORFs) (<xref ref-type="bibr" rid="B33">Stedman et al., 2000</xref>; <xref ref-type="bibr" rid="B11">Greve et al., 2004</xref>; <xref ref-type="bibr" rid="B32">She et al., 2004</xref>). Sequence alignments between pNOB8-like transfer genes, such as <italic>trbE</italic> and <italic>traG</italic>, have also shown that these genes are among the most conserved between plasmids (<xref ref-type="bibr" rid="B30">She et al., 2001</xref>). pNOB8-like plasmids can sometimes produce defective smaller plasmids that lack their transfer genes and can only be maintained in the presence of an intact copy, denoting the importance of these genes for mobilization (<xref ref-type="bibr" rid="B33">Stedman et al., 2000</xref>). Although molecular studies into the components of <italic>Sulfolobus</italic> plasmid transfer machinery have not been undertaken, studies in bacterial plasmids, such as the F plasmid in <italic>Escherichia coli</italic> and the Ti plasmid of <italic>Agrobacterium</italic> spp., have shown that TraG and TrbE, respectively are type IV secretion system conjugation components which form an essential function of the mate-pair formation (mpf) machinery and thus conjugation itself (<xref ref-type="bibr" rid="B9">Firth and Skurray, 1992</xref>; <xref ref-type="bibr" rid="B18">Li et al., 1999</xref>). The F plasmid in <italic>E. coli</italic>, specifically, has shown the ability to recombine into the chromosome and transfer chromosomal genes in a linear fashion from the origin of transfer (Hfr) (<xref ref-type="bibr" rid="B21">Lloyd and Buckman, 1995</xref>).</p>
<p>At a population level, there is evidence for chromosomal gene exchange and episomal plasmid transfer in <italic>Sulfolobus</italic> spp. (<xref ref-type="bibr" rid="B27">Schleper et al., 1995</xref>; <xref ref-type="bibr" rid="B4">Cadillo-Quiroz et al., 2012</xref>). Previous studies from isolate genomes of <italic>S. islandicus</italic> from a single hot spring in Kamchatka, Russia, have shown that closely related groups can maintain a level of gene flow which is higher within each group than it is between them, fitting the biological species definition. There is populational genomics evidence for differences in recombination between two &#x201C;species&#x201D;, with the highest exchange rates among strains in the &#x201C;Red&#x201D; group between isolates M.16.4 and M.16.40, although analysis of proximal regions to recombinant tracts suggests this has no relationship to regional homology (<xref ref-type="bibr" rid="B4">Cadillo-Quiroz et al., 2012</xref>). Genome analysis shows there are differences in recombination and structural changes in certain parts of the chromosome (<xref ref-type="bibr" rid="B16">Krause and Whitaker, 2015</xref>). It is not known whether this chromosomal architecture is a function of mechanisms of gene transfer and recombination or a function of differences in selective forces removing or maintaining variation in different regions.</p>
<p>In this study we show that the presence of an integrated conjugative plasmid, pM164, increases the frequency of marker exchange near its integration site in a manner that is dependent on the plasmid encoded TraG. Because high frequency of recombination occurs surrounding the plasmid integration site, we hypothesize that an Hfr-like (high frequency recombination) mechanism led to the bias in recombination frequency near the integrated element while background levels of recombination occur in other locations.</p>
</sec>
<sec id="S2" sec-type="materials|methods">
<title>2. Materials and methods</title>
<sec id="S2.SS1">
<title>2.1. <italic>Sulfolobus</italic> strains and growth conditions</title>
<p><italic>S. islandicus</italic> M.16.4 and its derivatives described in <xref ref-type="table" rid="T1">Table 1</xref>, were grown in tissue culture flasks (Falcon) at 73&#x00B0;C to 76&#x00B0;C without shaking. DY (dextrin-tryptone) media (pH 3.45) was used in all cases and contained the following components (per 1 L of Milli-Q H<sub>2</sub>O): basal salts (K<sub>2</sub>SO<sub>4</sub>, 3.0 g; NaH<sub>2</sub>PO<sub>4</sub>, 0.5 g; MgSO<sub>4</sub>, 0.145 g; CaCl<sub>2</sub> &#x22C5; 2H<sub>2</sub>O, 0.1 g), 20 &#x03BC;l trace mineral stock solution (3.0% FeCl<sub>3</sub>, 0.5% CoCl<sub>2</sub> &#x22C5; 6H<sub>2</sub>O, 0.5% MnCl<sub>2</sub> &#x22C5; 4H<sub>2</sub>O, 0.5% ZnCl<sub>2</sub>, and 0.5% CuCl<sub>2</sub> &#x22C5; 2H<sub>2</sub>O), 0.2% (wt/vol) dextrin, and 0.1% (wt/vol) tryptone. Plate media was prepared by pre-warming 2x DY media, supplemented with 20 mM of MgSO<sub>4</sub> and 7 mM CaCl<sub>2</sub> &#x22C5; H<sub>2</sub>O, and mixing an equal volume of a freshly boiling 1.7% (wt/vol) Gelrite solution. To grow uracil and agmatine auxotrophic strains, DY media was supplemented with a final concentration of 20 &#x03BC;g/ml of uracil and 50 &#x03BC;g/ml of agmatine. For 5-FOA counterselections, a final concentration of 50 &#x03BC;g/ml was also added to DY plate media. For general molecular cloning manipulations <italic>Escherichia coli</italic> (NEB 5-alpha competent <italic>E. coli</italic>) was utilized on LB media. Ampicillin (100 &#x03BC;g/ml) was added to media when required.</p>
<table-wrap position="float" id="T1">
<label>TABLE 1</label>
<caption><p>Strains and plasmids used in this study.</p></caption>
<table cellspacing="5" cellpadding="5" frame="box" rules="all">
<thead>
<tr>
<td valign="top" align="left" style="color:#ffffff;background-color: #7f8080;">Strain</td>
<td valign="top" align="left" style="color:#ffffff;background-color: #7f8080;">Genotype/Feature</td>
<td valign="top" align="center" style="color:#ffffff;background-color: #7f8080;">References</td>
</tr>
</thead>
<tbody>
<tr>
<td valign="top" align="left"><italic>S. islandicus</italic> M.16.4 (Red group)</td>
<td valign="top" align="left">Wild type (<italic>argD</italic><sup>+</sup><italic>pyrEF</italic><sup>+</sup><italic>lacS</italic><sup>+</sup>)</td>
<td valign="top" align="center"><xref ref-type="bibr" rid="B25">Reno et al., 2009</xref> PNAS</td>
</tr>
<tr>
<td valign="top" align="left"><italic>S. islandicus</italic> M.16.40 (Red group)</td>
<td valign="top" align="left">Wild type (<italic>argD</italic><sup>+</sup><italic>pyrEF</italic><sup>+</sup><italic>lacS</italic><sup>+</sup>)</td>
<td valign="top" align="center"><xref ref-type="bibr" rid="B4">Cadillo-Quiroz et al., 2012</xref></td>
</tr>
<tr>
<td valign="top" align="left"><italic>S. islandicus</italic> M.16.2 (Red group)</td>
<td valign="top" align="left">Wild type (<italic>argD</italic><sup>+</sup><italic>pyrEF</italic><sup>+</sup><italic>lacS</italic><sup>+</sup>)</td>
<td valign="top" align="center"><xref ref-type="bibr" rid="B4">Cadillo-Quiroz et al., 2012</xref></td>
</tr>
<tr>
<td valign="top" align="left"><italic>S. islandicus</italic> M.16.27 (Blue Group)</td>
<td valign="top" align="left">Wild type (<italic>argD</italic><sup>+</sup><italic>pyrEF</italic><sup>+</sup><italic>lacS</italic><sup>+</sup>)</td>
<td valign="top" align="center"><xref ref-type="bibr" rid="B25">Reno et al., 2009</xref> PNAS</td>
</tr>
<tr>
<td valign="top" align="left">RJW004</td>
<td valign="top" align="left">M.16.4&#x0394;<italic>argD&#x0394;pyrEF&#x0394;lacS</italic></td>
<td valign="top" align="center"><xref ref-type="bibr" rid="B40">Zhang et al., 2013a</xref></td>
</tr>
<tr>
<td valign="top" align="left">&#x0394;<italic>traG-</italic>RJW004</td>
<td valign="top" align="left">&#x0394;<italic>argD::argD&#x0394;pyrEF::pyrEF&#x0394;lacS</italic>&#x0394;<italic>traG</italic></td>
<td valign="top" align="center">This Study</td>
</tr>
<tr>
<td valign="top" align="left">RJW007</td>
<td valign="top" align="left">M.16.4&#x0394;<italic>argD&#x0394;pyrEFlacS<sup>+</sup></italic></td>
<td valign="top" align="center"><xref ref-type="bibr" rid="B39">Zhang and Whitaker, 2018</xref></td>
</tr>
<tr>
<td valign="top" align="left"><italic>S. islandicus</italic> M.16.2p</td>
<td valign="top" align="left">M.16.2 harboring conjugative plasmid pM164</td>
<td valign="top" align="center">This study</td>
</tr>
<tr>
<td valign="top" align="left" colspan="3" style="background-color: #dcdcdc;"><bold>Plasmid</bold></td>
</tr>
<tr>
<td valign="top" align="left">pSe-RP-<italic>StoargD-traG</italic></td>
<td valign="top" align="left">pSeSd-StoargD with <italic>S. islandicus</italic> M.16.4 CRISPR repeats and <italic>traG</italic> spacer + HR template; created through NEB Hifi assembly</td>
<td valign="top" align="center">This Study</td>
</tr>
</tbody>
</table>
</table-wrap>
</sec>
<sec id="S2.SS2">
<title>2.2. Mating assay</title>
<p>The mating assays for <italic>S. islandicus</italic> strains were performed through selection of agmatine prototrophy and 5-FOA resistance. Two genotypes are needed in order to perform the mating assay: a strain with functional <italic>lacS, argD</italic>, and <italic>pyrEF</italic> loci, and a strain with deletions in these three markers (<xref ref-type="fig" rid="F1">Figure 1</xref>).</p>
<fig id="F1" position="float">
<label>FIGURE 1</label>
<caption><p>Selection of <italic>argD</italic>+ <italic>pyrEF</italic>- recombinant genotypes. This schematic shows necessary genotypes utilized in the mating assays and the recombinants produced through selection. Selection is based on agmatine prototrophy and resistance to 5-FOA.</p></caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fmicb-14-1114574-g001.tif"/>
</fig>
<p>In all mating assays, both partner strains were grown to a mid-log phase, as detailed above, in either DY media or DY media supplemented with uracil and agmatine. Once strains reached their mid-log phase, their optical density (600 nm) was measured and equalized using warm DY media to an OD<sub>600</sub> of 0.3. The two strains were then mixed in equal parts and incubated at room temperature for 15 min. The co-incubates were then incubated under shaking conditions (180 rpm) at 76&#x00B0;C overnight. Following incubation, the mixed cultures were washed to remove agmatine using centrifugation and equalized to an OD<sub>600</sub> of 0.5. Finally, cultures underwent serial dilutions and were plated in either selective DY media containing 5-FOA and uracil (10<sup>0</sup> and 10<sup>&#x2013;1</sup> dilutions) or non-selective DY media containing agmatine and uracil (10<sup>&#x2013;4</sup> and 10<sup>&#x2013;5</sup> dilutions). After cells are plated, plates are incubated for 7&#x2013;14 days at 76&#x00B0;C. Once colonies are observed on plates, an X-gal solution (2 mg/ml) was sprayed on both selective and control plates to determine original background. After the genotype is confirmed through PCR, the colonies are counted and analyzed to determine the recombination frequency of both the tester strain and either the wild-type or mutants with all three genetic markers.</p>
<p>Recombinant frequencies are calculated through the following formula: <inline-formula><mml:math id="INEQ1"><mml:mrow><mml:mrow><mml:mi>r</mml:mi><mml:mi>e</mml:mi><mml:mi>c</mml:mi><mml:mi>o</mml:mi><mml:mi>m</mml:mi><mml:mi>b</mml:mi><mml:mi>i</mml:mi><mml:mi>n</mml:mi><mml:mi>a</mml:mi><mml:mi>n</mml:mi><mml:mpadded width="+5pt"><mml:mi>t</mml:mi></mml:mpadded><mml:mi>f</mml:mi><mml:mi>r</mml:mi><mml:mi>e</mml:mi><mml:mi>q</mml:mi><mml:mi>u</mml:mi><mml:mi>e</mml:mi><mml:mi>n</mml:mi><mml:mi>c</mml:mi><mml:mpadded width="+3.3pt"><mml:mi>y</mml:mi></mml:mpadded></mml:mrow><mml:mo lspace="0pt" rspace="2.8pt">=</mml:mo><mml:mfrac><mml:mrow><mml:mi>r</mml:mi><mml:mi>e</mml:mi><mml:mi>c</mml:mi><mml:mi>o</mml:mi><mml:mi>m</mml:mi><mml:mi>b</mml:mi><mml:mi>i</mml:mi><mml:mi>n</mml:mi><mml:mi>a</mml:mi><mml:mi>n</mml:mi><mml:mi>t</mml:mi><mml:mi>s</mml:mi><mml:mi>G</mml:mi><mml:mn>1</mml:mn></mml:mrow><mml:mrow><mml:mi>c</mml:mi><mml:mi>o</mml:mi><mml:mi>n</mml:mi><mml:mi>t</mml:mi><mml:mi>r</mml:mi><mml:mi>o</mml:mi><mml:mi>l</mml:mi><mml:mi>G</mml:mi><mml:mn>1</mml:mn></mml:mrow></mml:mfrac></mml:mrow></mml:math></inline-formula>, where <italic>recombinantsG1</italic> represents the cfu/ml of colonies on selective media of a particular genotype. <italic>ControlG1</italic> represents the cfu/ml of colonies counted on non-selective media of the same genotype, G1. Colonies are verified through PCR amplification using primers: <italic>argD_chk-F/R</italic> &#x0026; <italic>M16_pyrEFII-F/R</italic> (<xref ref-type="supplementary-material" rid="DS1">Supplementary Table 1</xref>).</p>
</sec>
<sec id="S2.SS3">
<title>2.3. Construction of <italic>traG</italic> in-frame deletion plasmids</title>
<p>Gene knockout shuttle vectors were constructed using NEBuilder Hifi assembly kit (NEB, USA) and according to manufacturer&#x2019;s protocol. IDT G-Blocks were synthesized for the <italic>traG</italic> spacer and recombination template. The shuttle vectors were cloned in NEB 5-alpha competent <italic>E. coli</italic> (High Efficiency; NEB, USA) cells and plated on LB with ampicillin (100 &#x03BC;g/ml). Shuttle vectors were subsequently isolated using the QIAprep Spin Miniprep Kit (Qiagen, USA) as per manufacturer&#x2019;s instructions.</p>
</sec>
<sec id="S2.SS4">
<title>2.4. Genetic manipulation of <italic>S. islandicus</italic> strains</title>
<p>Once knockout plasmids were isolated, plasmids were electroporated into competent RJW004 cells and incubated in incubation buffer for 1 hr (<xref ref-type="bibr" rid="B40">Zhang et al., 2013a</xref>). Transformations were then plated onto DY plates and incubated for 10&#x2013;14 days. After colonies appeared on media, X-gal staining and PCR amplification was performed on colonies to confirm vector presence in the strain. Once colonies were confirmed, they were grown in liquid DY media to mid-log phase.</p>
<p>These strains were subsequently plated onto counter-selective DY media containing uracil, agmatine, and 5-FOA at concentrations mentioned above. Plates were incubated for 10&#x2013;14 days. After incubation, colonies were stained with X-gal and picked for PCR amplification of target genes. Subsequently verified colonies were streaked for purification and subsequent DNA extraction and whole-genome sequencing.</p>
<p>Further manipulation of RJW004-&#x0394;<italic>traG</italic> was needed to obtain the proper genotype for mating assays (<xref ref-type="fig" rid="F4">Figure 4</xref>). The <italic>argD, pyrE</italic>, and <italic>pyrF</italic> genes were inserted through purification and electroporation of M.16.4-derived amplicons (<xref ref-type="bibr" rid="B39">Zhang and Whitaker, 2018</xref>). Because the source is isogenic to RJW004, no homology modifications were introduced into the amplification of the genes. Enrichment for 14 days was necessary for efficient isolation of <italic>pyrEF</italic><sup>+</sup> colonies. Genomic DNA was extracted and sent to sequencing for further verification.</p>
<fig id="F2" position="float">
<label>FIGURE 2</label>
<caption><p>Recombination frequencies of Red species isolates and Blue species representative (M.16.27) in mating assays with the tester strain, RJW004. White bars represent the recombinant frequency of <italic>argD</italic> recombinants, while black bars represent the recombinant frequency of &#x0394;<italic>pyrEF</italic> recombinants. Error bars represent highest and lowest replicate for each assay, &#x002A;represents a <italic>p</italic>-value of &#x003C;0.05 when compared to M.16.4 cross.</p></caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fmicb-14-1114574-g002.tif"/>
</fig>
<fig id="F3" position="float">
<label>FIGURE 3</label>
<caption><p><bold>(A)</bold> M16 genomes possess broad similarities, thus the genomic position of pM164 and pM1627 (&#x002A;not a complete plasmid) can be resolved by a general model in reference to the selective markers <italic>argD</italic> and <italic>pyrEF</italic>. Black numbered circles represent replication origins. <bold>(B)</bold> A clinker nucleotide alignment of pM164 and pM1627, which is missing essential plasmid components such as <italic>repA, parA</italic>, and <italic>trbE.</italic></p></caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fmicb-14-1114574-g003.tif"/>
</fig>
<fig id="F4" position="float">
<label>FIGURE 4</label>
<caption><p><bold>(A)</bold> Schematic diagram of <italic>traG</italic> gene deletion based on CRISPR-Cas system in <italic>S. islandicus</italic> M.16.4. The genome editing plasmid was designed by taking advantage of the native CRISPR-Cas system in <italic>S. islandicus</italic> to build a gRNA targeting <italic>traG</italic>. To avoid marker recombination, argD from <italic>S. tokodaii</italic> and <italic>pyrEF</italic>/<italic>lacS</italic> from <italic>S. solfataricus</italic> were utilized instead on native markers. <bold>(B)</bold> Recombinant frequencies of the <italic>traG</italic> deletion mutant compared to wild type. Error bars represent highest and lowest replicate for each assay, &#x002A;represents a <italic>p</italic>-value of &#x003C;0.05 when comparing to M.16.4 argD frequency.</p></caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fmicb-14-1114574-g004.tif"/>
</fig>
</sec>
<sec id="S2.SS5">
<title>2.5. Conjugation of pM164</title>
<p>Conjugation of pM164 into <italic>S. islandicus</italic> M.16.2 was performed according to <xref ref-type="bibr" rid="B23">Prangishvili et al. (1998)</xref> with minor modifications and a selection scheme (<xref ref-type="supplementary-material" rid="DS1">Supplementary Figure 1</xref>). In general, <italic>S. islandicus</italic> RJW004 was co-incubated with <italic>S. islandicus</italic> M.16.2 at a donor: recipient ratio of 1:10,000 for 48 h under shaking conditions in liquid DY media containing uracil and agmatine at 76&#x00B0;C. After incubation, the co-culture was diluted using serial dilutions to 10<sup>&#x2013;3</sup> of the original incubation and plated on DY media to select against RJW004. After incubation for 10 days, colonies were picked and verified for pM164 in the chromosome and original background through PCR amplification of pM164 region and the strain verification, respectively. M.16.2p was then purified through streaking and sent to sequencing using Illumina short reads. Additionally, circularization of pM164 was assessed through amplification of plasmid distal regions (<xref ref-type="supplementary-material" rid="DS1">Supplementary Figure 3</xref>).</p>
</sec>
<sec id="S2.SS6">
<title>2.6. Sequencing SNP analysis and bioinformatics</title>
<p>SNP analyses were performed on recombinant isolates from three independent tester/M.16.2p mating assays. Colonies were isolated and transferred to liquid DY media until mid-log phase. Subsequently, DNA extraction and Illumina short read sequencing were performed on 30 RJW004 recombinants. Sequencing files were then analyzed for M.16.2p-specific donor SNPs through Breseq analysis (<xref ref-type="bibr" rid="B6">Deatherage and Barrick, 2014</xref>). SNPs were then mapped onto an M.16.4 reference for analysis. Alignment for <xref ref-type="fig" rid="F3">Figure 3</xref> was performed using Clinker (<xref ref-type="bibr" rid="B10">Gilchrist and Chooi, 2021</xref>). Variant positions in core genome were assessed using Spine and Nucmer (<xref ref-type="bibr" rid="B17">Kurtz et al., 2004</xref>; <xref ref-type="bibr" rid="B22">Ozer et al., 2014</xref>).</p>
</sec>
<sec id="S2.SS7">
<title>2.7. Statistical analysis</title>
<p>Statistical analysis was performed on mating assays in all cases. Comparisons were done utilizing ANOVA when experiments involved more than two assays. In cases where two assays were compared a <italic>t</italic>-test was performed to assess significant differences. In all cases <italic>p</italic>-value-0.05 is utilized.</p>
</sec>
</sec>
<sec id="S3" sec-type="results">
<title>3. Results</title>
<sec id="S3.SS1">
<title>3.1. Mutnovsky Red group show varying levels of recombination frequencies</title>
<p>The natural isolates utilized in this study were isolated from the Mutnovsky region in Kamchatka Russia in 2010. We focus on one of two closely related but distinct groups (the Red group) observed to be diverging over time in a manner that represents incipient speciation from within the same hot spring (<xref ref-type="bibr" rid="B4">Cadillo-Quiroz et al., 2012</xref>). The Red group is composed of three natural isolates which are closely related and have shown evidence of high levels of recombination between them. At the nucleotide level, the Red group possess 6,052 variant positions across core genome and an ANI (average nucleotide identity) of above 99.75% in all cases. We include one Blue group strain, M.16.27, for comparison of transfer among incipient species.</p>
<p>To test recombination frequencies between these strains we utilized a tester strain, RJW004, which is an M.16.4 background strain possessing three gene deletions (&#x0394;<italic>argD, &#x0394;pyrEF</italic>, and &#x0394;<italic>lacS</italic>). This strain is crossed with wild-type strains in mating assays described in <xref ref-type="fig" rid="F1">Figure 1 (Zhang et al., 2013a</xref>,<xref ref-type="bibr" rid="B41">b</xref>). The <italic>lacS</italic> gene is not selected in this assay but used to differentiate donor and recipient genome backgrounds on selective plates through X-gal staining. Selection on uracil/5-FOA (5-Fluoroorotic acid) containing plates without agmatine selects for strains in wild type background (blue) that receive the &#x0394;<italic>pyrEF</italic> deletion locus from the tester (<italic>argD<sup>+</sup>pyrEF<sup>&#x2013;</sup>lacS<sup>+</sup></italic>), and the tester strain (white) that receives the <italic>argD</italic> locus from the WT (argD<sup>+</sup>pyrEF<sup>&#x2013;</sup>lacS<sup>&#x2013;</sup>) (<xref ref-type="fig" rid="F1">Figure 1</xref>). In the M.16.4 strain the selected markers (&#x0394;<italic>pyrEF, argD</italic>) are separated by 62Kb. To differentiate deletion from spontaneous mutations in each experiment WT and tester strains are plated on selective plates and the number of spontaneous mutations is subtracted from total.</p>
<p><xref ref-type="fig" rid="F1">Figure 1</xref> shows bi-directional recombination when the tester strain is crossed with WT strains from the same population. <xref ref-type="fig" rid="F2">Figure 2</xref> shows the recombination profiles of the above-mentioned natural isolates for our two selective markers. The recombination frequency of the &#x0394;<italic>pyrEF</italic> locus from the tester to WT strains is consistent, independent of the WT background, yet slightly higher in the cross with M.16.27. In contrast, <italic>argD</italic><sup>+</sup> recombinants showed substantial variation with M.16.4 having the highest recombination frequency, M.16.27 having the lowest frequency, and the M.16.2 assay possessing the lowest donor frequency of the red isolates (<xref ref-type="fig" rid="F2">Figure 2</xref>).</p>
</sec>
<sec id="S3.SS2">
<title>3.2. pM164 conjugation and transfer play a role in high frequency recombination</title>
<p>Interestingly, an integrated conjugative plasmid, named pM164, was found 8086bp from the highly transferred <italic>argD</italic> marker in M.16.4 and M.16.40 (<xref ref-type="fig" rid="F3">Figure 3</xref>). PCR amplification has also shown evidence of excision in M.16.4 along with the integrated version, providing evidence that pM164 is an active pNOB8-like element. Because the <italic>argD</italic> recombination frequency was associated with pM164, in both M.16.4 and M.16.40, we hypothesized that pM164 may well be driving the transfer of proximal genes like <italic>argD</italic>. We note that M.16.27 has a divergent plasmid integrated in a different position relative to markers and relatively closer (&#x223C;72 kb) to <italic>pyrEF</italic> than to <italic>arg</italic>D. This plasmid, however, lacks important plasmid components such as <italic>repA, parA</italic>, and <italic>trbE.</italic></p>
<p>In bacterial conjugation models <italic>traG</italic> (<italic>M164_1618</italic>), encoding for a VirD4-type conjugation component, is essential for plasmid transfer as it mediates the interactions between the mating pore and the DNA transfer system (<xref ref-type="bibr" rid="B2">Arends et al., 2013</xref>; <xref ref-type="bibr" rid="B15">Kohler et al., 2013</xref>). The <italic>traG</italic> gene was identified through comparisons to pNOB8 and its genomic characterization (<xref ref-type="bibr" rid="B31">She et al., 1998</xref>). TraG in <italic>Sulfolobus</italic> spp. contains a conjugation-specific type IV secretion system (T4SS) domain found in bacterial conjugation proteins such as VirD4, TrwB, and TraG (<xref ref-type="bibr" rid="B31">She et al., 1998</xref>). When compared, three motifs are present that correspond to bacterial conjugation proteins such as TrwB in <italic>E. coli</italic> and with the archaeal HerA helicase (<xref ref-type="supplementary-material" rid="DS1">Supplementary Figure 2</xref>). Thus, we hypothesized that a <italic>traG</italic> deletion in pM164 would abrogate transfer and thus the associated high frequency recombination of <italic>argD</italic>. We created a marker-less in-frame deletion of the pM164 <italic>traG</italic> (M164_1618) in RJW004, along with the appropriate marker insertions, to create an <italic>argD<sup>+</sup>pyrEF<sup>+</sup>lacS<sup>&#x2013;</sup>traG<sup>&#x2013;</sup></italic> strain by using the endogenous CRISPR-Cas system-based genome editing (<xref ref-type="bibr" rid="B19">Li et al., 2015</xref>). Because this strain is <italic>lacS<sup>&#x2013;</sup></italic>, it was paired with RJW007, an <italic>argD<sup>&#x2013;</sup>pyrEF<sup>&#x2013;</sup>lacS<sup>+</sup></italic> tester, to yield selectable recombinant genotypes (<xref ref-type="table" rid="T1">Table 1</xref>). An M.16.4 (wt)/RJW004 (tester) mating assay was performed for comparison. We found a significant decrease in <italic>argD</italic> recombination frequencies when <italic>traG</italic> was not present in the <italic>argD</italic> donor strain (<xref ref-type="fig" rid="F4">Figure 4</xref>). Background levels of marker exchange were maintained in these crosses, however, the bias for the <italic>argD</italic> marker was absent.</p>
</sec>
<sec id="S3.SS3">
<title>3.3. pM164 transfer increases recombination frequency in transconjugants</title>
<p>We tested whether pM164 is mobilizable and can independently transfer its high recombination phenotype to a na&#x00EF;ve strain. The red isolate, M.16.2, did not possess a conjugative plasmid but has an identical <italic>att</italic> site and selective marker locations, as such we chose to conjugate pM164 into M.16.2. The conjugation protocol was adapted from <xref ref-type="bibr" rid="B23">Prangishvili et al. (1998)</xref> and is diagramed in <xref ref-type="supplementary-material" rid="DS1">Supplementary Figure 1</xref> (see &#x201C;3. Materials and methods&#x201D;). First, &#x0394;<italic>traG</italic>-RJW004 was utilized as a pM164 donor to test the importance of <italic>traG</italic> to plasmid transfer in <italic>S. islandicus</italic> and found that only 1/99 recipient cells possessed pM164. Thus, much like in bacteria, <italic>traG</italic> is essential for conjugation in <italic>S. islandicus</italic> (<xref ref-type="bibr" rid="B38">Waters et al., 1992</xref>).</p>
<p>Using <italic>traG+</italic> donor we were able to obtain M.16.2 transconjugants possessing pM164. Transconjugants were verified for strain identity and the appropriate pM164 insertion event using PCR amplification of the <italic>att</italic> site (<xref ref-type="supplementary-material" rid="DS1">Supplementary Figure 1</xref>). 99% of colonies surveyed possessed pM164 in the insertion site, showing strong evidence of insertion site specificity and high efficiency of transfer (<xref ref-type="bibr" rid="B32">She et al., 2004</xref>). Highly efficient transfer is characteristic of conjugative plasmids in <italic>Sulfolobus</italic>, as has been observed previously by <xref ref-type="bibr" rid="B23">Prangishvili et al. (1998)</xref>. Of the colonies verified to possess pM164, three were purified and sent for sequencing to further confirm the strain and the presence of pM164 in the appropriate locus.</p>
<p>We mated M.16.2p, a pM164 transconjugant of the parental strain M.16.2, with the naive strain to assess the recombination frequencies of the two selectable markers (<xref ref-type="fig" rid="F5">Figure 5</xref>). Through sequencing we confirmed that M.16.2p does not possess any other MGE other than pM164 and further confirmed that pM164 is integrated into the correct position. We show that high frequency recombination of <italic>argD</italic> follows insertion of pM164 into the appropriate tRNA<italic>-</italic>adjacent attachment site. Thus, we show direct evidence of an integrated plasmid influencing core genome recombination dynamics in Archaea. These results provide evidence that indeed pM164 and not the strain is the deciding factor in localized high frequency recombination of <italic>argD.</italic></p>
<fig id="F5" position="float">
<label>FIGURE 5</label>
<caption><p>Recombination frequencies of genetic markers in M.16.2 transconjugant mating assays compared to parent strain. White bars represent the recombinant frequency of <italic>argD</italic>, while black bars represent the recombinant frequency of &#x0394;<italic>pyrEF</italic>. Error bars represent highest and lowest replicate for each assay, &#x002A;represents a <italic>p</italic>-value of &#x003C;0.05 when comparing to M.16.2 <italic>argD</italic> frequency.</p></caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fmicb-14-1114574-g005.tif"/>
</fig>
</sec>
<sec id="S3.SS4">
<title>3.4. Transferred recombinant tracts suggest transfer from plasmid is unidirectional in a background of unselected recombinant tracts</title>
<p>To gain further understanding into the mechanism of pM164 transfer, we sequenced 10 RJW004 recombinants from three independent M.16.2p mating assays for a total of 30 isolates. Each isolate represents independent recombination events within each experiment. We assess chromosomal regions that are transferred from M.16.2p to our tester strain, RJW004 (<xref ref-type="fig" rid="F6">Figure 6A</xref>). The M.16.2p donor locus that stretches between <italic>argD</italic> and the pM164 integration site were differentiated from the recipient (RJW004) locus through SNP analysis (<xref ref-type="fig" rid="F6">Figure 6</xref>). Because M.16.2 is highly similar to M.16.4, SNP positions scattered throughout the chromosome can be utilized as markers for recombination. We find consistent recombination tracts leading from the selected marker <italic>argD</italic> to pM164 in an uninterrupted manner. We also find a slope in recombinant SNPs upstream of <italic>argD</italic> that is not observed on the other end of pM164. From these data we infer that pM164 transfers unidirectionally while integrated in the chromosome, in a manner similar to Hfr strains in <italic>E. coli.</italic> In addition, we also found that 17/30 isolates possess unselected recombination events throughout the chromosome.</p>
<fig id="F6" position="float">
<label>FIGURE 6</label>
<caption><p><bold>(A)</bold> Frequency of M.16.2p donor SNPs within the <italic>argD</italic>/pM164 region in RJW004 recombinants. The green bar represents pM164 and the red line represents the <italic>argD</italic> locus. Gray bar represents variable gene content between strains in M.16.2p. <bold>(B)</bold> Donor <italic>SNP distribution along the M.16.4 chromosome in RJW004 recombinants.</italic> The bottom (line 0) represents the SNP positions of M.16.2p (donor) mapped on to M.16.4 genome. The colored blocks represent each replicate, each containing 10 independent isolates.</p></caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fmicb-14-1114574-g006.tif"/>
</fig>
<p>We find that long unselected donor tracts do not correlate with genomic distance from pM164. Thus, we hypothesize that although pM164 has a localized effect made apparent by the high frequency of unselected donor SNPs surrounding the <italic>argD/att</italic> region, the ME/Ced system most likely accounts for most of the intercellular mobilization of DNA throughout the chromosome. The localized high frequency effect is most likely due to unidirectional integrated plasmid transfer from a plasmid origin toward <italic>argD</italic>, these tracts are then resolved through homologous recombination between the chromosomes, defining the recombination tract lengths. These data, along with the essentiality of plasmid transfer through a TraG-mediated mechanism, show that in <italic>S. islandicus</italic> integrated plasmids can consistently and reproducibly create high-frequency marker exchange in nearby chromosomal loci.</p>
</sec>
</sec>
<sec id="S4" sec-type="discussion">
<title>4. Discussion</title>
<p>This study has uncovered evidence of plasmid-mediated high-frequency transfer of DNA in the strain M.16.4 from Kamchatka, Russia. We show that high frequency transfer requires TraG (<xref ref-type="fig" rid="F4">Figure 4</xref>) and is transferable through plasmid conjugation to M.16.2, demonstrating that this mechanism depends upon the plasmid pM164. Genome sequencing of recombinants showed that tracts within the <italic>argD</italic> genomic context mostly extend through to the pM164 <italic>att</italic> site which we interpret as integrated plasmid transfer in a manner similar to Hfr. This process increases recombination frequencies unidirectionally in this region directly adjacent to <italic>argD</italic>. This study is the first to directly demonstrate a role for integrated plasmids in the mobilization of chromosomal loci in <italic>Sulfolobus.</italic></p>
<p>In this work the ME system is active under uninduced conditions, which allows for genetic selections of chromosomal markers through co-incubation and plating on selective media. This was first noted by <xref ref-type="bibr" rid="B12">Grogan (1996)</xref> and has been the basis for many studies including those involved in the recombination mechanics with <italic>Sulfolobus</italic> and the UV-up-regulated system that allows for lateral gene transfer (<xref ref-type="bibr" rid="B12">Grogan, 1996</xref>; <xref ref-type="bibr" rid="B24">Reilly and Grogan, 2002</xref>; <xref ref-type="bibr" rid="B14">Hansen et al., 2005</xref>; <xref ref-type="bibr" rid="B1">Ajon et al., 2011</xref>; <xref ref-type="bibr" rid="B26">Rockwood et al., 2013</xref>; <xref ref-type="bibr" rid="B41">Zhang et al., 2013b</xref>; <xref ref-type="bibr" rid="B36">van Wolferen et al., 2020</xref>, <xref ref-type="bibr" rid="B37">2016</xref>). Here, we find an association of a 37 kb integrated conjugative plasmid and a highly recombining marker located 8 kb from the integration site. Interestingly, <xref ref-type="bibr" rid="B4">Cadillo-Quiroz et al. (2012)</xref> found that M.16.4 and M.16.40 (both contain pM164 variants) are strong DNA donors when compared to M.16.2, which does not possess an integrated plasmid. Furthermore M.16.27, from a co-existing, closely related species, contains a plasmid that does not confer this phenotype (<xref ref-type="fig" rid="F2">Figure 2</xref>). Our findings, in conjunction with previous studies looking into defective plasmids which lose <italic>traG</italic>, have shown that the protein encoded by <italic>traG</italic> plays a major role in archaeal plasmid transfer and is essential for this mechanism, although further molecular studies on the transfer mechanism of <italic>Sulfolobus</italic> spp. plasmids are lacking (<xref ref-type="bibr" rid="B33">Stedman et al., 2000</xref>). Specifically, genetic and biochemical analyses are needed to decipher more of the transfer components and their respective functions. Both our recombination assay with the natural isolate M.16.2 (<xref ref-type="fig" rid="F2">Figure 2</xref>), RJW004&#x0394;<italic>traG</italic> (<xref ref-type="fig" rid="F4">Figure 4</xref>) and previous work in <italic>S. acidocaldarius</italic> show bidirectional recombination in the absence of an active plasmid, suggesting an additional host-encoded mechanism for DNA transport (<xref ref-type="bibr" rid="B12">Grogan, 1996</xref>; <xref ref-type="bibr" rid="B37">van Wolferen et al., 2016</xref>).</p>
<p>In <italic>Sulfolobus</italic> plasmids, <italic>traG</italic> is one of the only discernible transfer genes that can be identified through annotation as conjugation-specific proteins (the other being <italic>trbE</italic>). It is currently not known whether <italic>traG</italic> plays a similar role in <italic>Sulfolobus</italic> as it does in bacteria, as the molecular components of the <italic>Sulfolobus</italic> plasmid transfer apparatus have not been subjected to genetic or biochemical analysis in the way their bacterial counterparts have. The structure of TraG in <italic>Sulfolobus</italic>, however, possess similar motifs to bacterial T4SS conjugation components, such as <italic>E coli</italic> TrwB and other <italic>Sulfolobus</italic> pNOB8-like plasmids (<xref ref-type="supplementary-material" rid="DS1">Supplementary Figure 2</xref>; <xref ref-type="bibr" rid="B31">She et al., 1998</xref>).</p>
<p>Through donor SNP analysis of <italic>argD+</italic> recombinant isolates we find that this high frequency phenomenon produces, in most cases, uninterrupted donor SNPs in the area between <italic>argD</italic>, which is under selection, and pM164, which is not (<xref ref-type="fig" rid="F6">Figure 6</xref>). These results suggest that the high frequency recombination observed in <italic>argD</italic> is due to the co-transfer of chromosomal DNA through a TraG-mediated mechanism that is then recombined into the recipient. Because of the slope observed at only one side of pM164 and not the other, our current model is that high recombination of <italic>argD</italic> is driven by unidirectional transfer of pM164 in a manner similar to Hfr strains in <italic>E. coli.</italic> These recombination tracts, spanning at least 8 kb, are in contrast to previous recombination dynamics observed in <italic>S. acidocaldarius</italic> that show minimal recombination past 300 bp of distance between selective markers, showing evidence of differing mechanisms present in this study (<xref ref-type="bibr" rid="B14">Hansen et al., 2005</xref>).</p>
<p>We hypothesized that an Hfr-like mechanism through a plasmid may explain this phenomenon. Recombination frequencies for the <italic>pyrEF</italic> locus are in all cases &#x223C;10<sup>&#x2013;5</sup> as is also shown in for the <italic>argD</italic> marker when pM164 is not present (<xref ref-type="fig" rid="F2">Figures 2</xref>, <xref ref-type="fig" rid="F5">5</xref>). Interestingly, this frequency is similar to the recombination frequency observed by <xref ref-type="bibr" rid="B1">Ajon et al. (2011)</xref> and <xref ref-type="bibr" rid="B14">Hansen et al. (2005)</xref> in <italic>S. acidocaldarius</italic> in induced condition. Here we find higher frequencies (&#x223C;10<sup>&#x2013;3</sup>) for <italic>argD</italic> in uninduced conditions. Similar phenomena, involving chromosomal high recombination near a mobile genetic element, have been observed in <italic>Staphylococcus aureus</italic> but over a much smaller scale and involving a conjugative transposon that circularizes with proximal parts of the host chromosome (<xref ref-type="bibr" rid="B7">Everitt et al., 2014</xref>). In this alternative model, plasmid DNA is excised imprecisely, taking flanking chromosomal regions with it, which then transfer through the plasmid-encoded transfer system and the genes in its chromosomal vicinity. Evidence of plasmid circularization has been noted in M.16.4 through plasmid end junction (<xref ref-type="supplementary-material" rid="DS1">Supplementary Figure 3</xref>). However, circularization would most likely encompass both distal regions of the inserted plasmid and not the unidirectional profile we find here (<xref ref-type="fig" rid="F6">Figure 6</xref>). Thus, we find that two alternative but not mutually exclusive mechanisms involving plasmid transfer could be affecting chromosomal regions nearby such as <italic>argD.</italic></p>
<p>Because recombination is occurring throughout the chromosome and the high sequence identity between isolates, it is difficult to observe the full effects that plasmid-mediated recombination has past the marker under selection. We found that SNPs were distributed mostly in two areas: (1) consistent tracts in the <italic>argD-</italic>pM164 region and (2) non-selected tracts that vary greatly in size and genomic location (<xref ref-type="fig" rid="F6">Figure 6</xref>). These non-selected tracts although variable in length and continuous, in most cases, are not linked to the plasmid regions and are thus attributed to the broader ME/Ced system described by <xref ref-type="bibr" rid="B12">Grogan (1996)</xref> and <xref ref-type="bibr" rid="B37">van Wolferen et al. (2016)</xref>. The ME/Ced system has been demonstrated to be a UV inducible gene import system in <italic>Sulfolobus</italic> spp. that do not carry a pM164-like plasmid (<xref ref-type="bibr" rid="B12">Grogan, 1996</xref>; <xref ref-type="bibr" rid="B1">Ajon et al., 2011</xref>). Whether there is a compatible donor mechanism (plasmid or otherwise) is not known. Although it has not been tested explicitly, transfer of chromosomal DNA through the Ced system has been hypothesized to be responsible for unselected ME observed genetically (<xref ref-type="bibr" rid="B14">Hansen et al., 2005</xref>). The Ced system is present in <italic>S. islandicus</italic>, therefore, if the Ced mediated uptake of chromosomal DNA is correct, we suggest that the transfer of unselected tracts in our study may be happening through this alternate system. However, from the current set of experiments, we cannot exclude the possibility that the entire chromosome is transferred through an Hfr-like conjugation mechanism then recombined in patches outside of the selected region. The potential existence of multiple systems together implies that in nature portions of the chromosome, due to proximity to an integrated plasmid, will evolve differently and potentially more rapidly than others. Conjugative plasmids in <italic>Sulfolobus</italic> spp. are known to transfer between species, thus this mechanism lowers the barrier for DNA to be introduced in a population (<xref ref-type="bibr" rid="B23">Prangishvili et al., 1998</xref>). This is in contrast to the ME/Ced system which is known to be species-specific due surface layer interactions (<xref ref-type="bibr" rid="B36">van Wolferen et al., 2020</xref>). Our findings show the effects of MGEs on M.16-type chromosome recombination dynamics, which were first observed in nature and then in the lab (<xref ref-type="bibr" rid="B4">Cadillo-Quiroz et al., 2012</xref>). We find that the transfer of pM164, an integrated conjugative plasmid, causes high frequency recombination of nearby chromosomal regions. How chromosomal DNA travels between cells is still largely unknown. In order to truly understand the effects of MGEs on chromosome dynamics more studies are needed to further elucidate the mechanism by which DNA is transferred in <italic>Sulfolobus</italic> spp. more generally. Particularly, more genetic and biochemical approaches are needed to both understand archaeal biology in reference to MGEs and their cell biology as a whole. This study provides evidence that a relationship between mechanisms exists, and that this relationship has evolutionary implications within populations of <italic>S. islandicus</italic>.</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 below: <ext-link ext-link-type="uri" xlink:href="https://www.ncbi.nlm.nih.gov/bioproject/PRJNA907032">https://www.ncbi.nlm.nih.gov/bioproject/PRJNA907032</ext-link>.</p>
</sec>
<sec id="S6" sec-type="author-contributions">
<title>Author contributions</title>
<p>RS-N and RW designed the research and drafted the manuscript. RS-N conducted experiments and performed data analysis and completed mutant construction and evaluation. CZ contributed to the experiment design and provided published strains. RS-N, CZ, and RW contributed to revising the manuscript. All authors made fundamental contributions to the manuscript and approved the final manuscript.</p>
</sec>
</body>
<back>
<sec id="S7" sec-type="funding-information">
<title>Funding</title>
<p>This work was funded mainly by a grant from the Division of Environmental Biology (DEB) (1355171 to RW), U.S. National Science Foundation. This work was also funded in part by the National Aeronautics and Space Administration (NASA) through the NASA Astrobiology Institute under cooperative agreement no. NNA13AA91A, issued through the Science Mission Directorate.</p>
</sec>
<ack>
<p>The authors thank Alan Collins for support in Bioinformatic analyses. The authors also thank Jaya Chandrashekhar for sequencing library prep and sample submission.</p>
</ack>
<sec id="S9" sec-type="COI-statement">
<title>Conflict of interest</title>
<p>The authors declare that the research was conducted in the absence of any commercial or financial relationships that could be construed as a potential conflict of interest.</p>
</sec>
<sec 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/fmicb.2023.1114574/full#supplementary-material">https://www.frontiersin.org/articles/10.3389/fmicb.2023.1114574/full#supplementary-material</ext-link></p>
<supplementary-material xlink:href="Data_Sheet_1.docx" id="DS1" mimetype="application/vnd.openxmlformats-officedocument.wordprocessingml.document" xmlns:xlink="http://www.w3.org/1999/xlink"/>
<supplementary-material xlink:href="Table_1.XLSX" id="TS1" mimetype="application/vnd.openxmlformats-officedocument.spreadsheetml.sheet" xmlns:xlink="http://www.w3.org/1999/xlink"/>
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