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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.2022.1026463</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>Isolation of novel cold-tolerance genes from rhizosphere microorganisms of Antarctic plants by functional metagenomics</article-title>
</title-group>
<contrib-group>
<contrib contrib-type="author">
<name>
<surname>de Francisco Mart&#x00ED;nez</surname>
<given-names>Patricia</given-names>
</name>
<xref rid="aff1" ref-type="aff"><sup>1</sup></xref>
<uri xlink:href="https://loop.frontiersin.org/people/606196/overview"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Morgante</surname>
<given-names>Ver&#x00F3;nica</given-names>
</name>
<xref rid="aff1" ref-type="aff"><sup>1</sup></xref>
<xref rid="aff2" ref-type="aff"><sup>2</sup></xref>
<uri xlink:href="https://loop.frontiersin.org/people/581612/overview"/>
</contrib>
<contrib contrib-type="author" corresp="yes">
<name>
<surname>Gonz&#x00E1;lez-Pastor</surname>
<given-names>Jos&#x00E9; Eduardo</given-names>
</name>
<xref rid="aff1" ref-type="aff"><sup>1</sup></xref>
<xref rid="c001" ref-type="corresp"><sup>&#x002A;</sup></xref>
<uri xlink:href="https://loop.frontiersin.org/people/163267/overview"/>
</contrib>
</contrib-group>
<aff id="aff1"><sup>1</sup><institution>Department of Molecular Evolution, Centro de Astrobiolog&#x00ED;a (CAB), CSIC-INTA</institution>, <addr-line>Madrid</addr-line>, <country>Spain</country></aff>
<aff id="aff2"><sup>2</sup><institution>Centro de Investigaci&#x00F3;n en Recursos Naturales y Sustentabilidad (CIRENYS), Universidad Bernardo O&#x2019;Higgins</institution>, <addr-line>Santiago</addr-line>, <country>Chile</country></aff>
<author-notes>
<fn id="fn0001" fn-type="edited-by"><p>Edited by: Baolei Jia, Chung-Ang University, South Korea</p></fn>
<fn id="fn0002" fn-type="edited-by"><p>Reviewed by: Deepak Sharma, Case Western Reserve University, United States; Ram Karan, King Abdullah University of Science and Technology, Saudi Arabia</p></fn>
<corresp id="c001">&#x002A;Correspondence: Jos&#x00E9; Eduardo Gonz&#x00E1;lez-Pastor, <email>gonzalezpje@cab.inta-csic.es</email></corresp>
<fn id="fn0003" fn-type="other"><p>This article was submitted to Extreme Microbiology, a section of the journal Frontiers in Microbiology</p></fn>
</author-notes>
<pub-date pub-type="epub">
<day>18</day>
<month>11</month>
<year>2022</year>
</pub-date>
<pub-date pub-type="collection">
<year>2022</year>
</pub-date>
<volume>13</volume>
<elocation-id>1026463</elocation-id>
<history>
<date date-type="received">
<day>23</day>
<month>08</month>
<year>2022</year>
</date>
<date date-type="accepted">
<day>25</day>
<month>10</month>
<year>2022</year>
</date>
</history>
<permissions>
<copyright-statement>Copyright &#x00A9; 2022 de Francisco Mart&#x00ED;nez, Morgante and Gonz&#x00E1;lez-Pastor.</copyright-statement>
<copyright-year>2022</copyright-year>
<copyright-holder>de Francisco Mart&#x00ED;nez, Morgante and Gonz&#x00E1;lez-Pastor</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>The microorganisms that thrive in Antarctica, one of the coldest environments on the planet, have developed diverse adaptation mechanisms to survive in these extreme conditions. Through functional metagenomics, in this work, 29 new genes related to cold tolerance have been isolated and characterized from metagenomic libraries of microorganisms from the rhizosphere of two Antarctic plants. Both libraries were hosted in two cold-sensitive strains of <italic>Escherichia coli:</italic> DH10B &#x0394;<italic>csdA</italic> and DH10B &#x0394;<italic>csdA &#x0394;rnr</italic>. The <italic>csdA</italic> gene encodes a DEAD-box RNA helicase and <italic>rnr</italic> gene encodes an exoribonuclease, both essential for cold-adaptation. Cold-tolerance tests have been carried out in solid and liquid media at 15&#x00B0;C. Among the cold-tolerance genes identified, 12 encode hypothetical and unknown proteins, and 17 encode a wide variety of different proteins previously related to other well-characterized ones involved in metabolism reactions, transport and membrane processes, or genetic information processes. Most of them have been connected to cold-tolerance mechanisms. Interestingly, 13 genes had no homologs in <italic>E. coli</italic>, thus potentially providing entirely new adaptation strategies for this bacterium. Moreover, ten genes also conferred resistance to UV-B radiation, another extreme condition in Antarctica.</p>
</abstract>
<kwd-group>
<kwd>cold-tolerance</kwd>
<kwd>UV-resistance</kwd>
<kwd>oxidative stress</kwd>
<kwd>functional metagenomics</kwd>
<kwd>extreme environments</kwd>
<kwd>Antarctic</kwd>
</kwd-group>
<contract-num rid="cn1">PEJD-2017-POST/BIO-4333</contract-num>
<contract-num rid="cn2">PGC2018-096956-B-C42</contract-num>
<contract-num rid="cn2">CTM2009-08648-E/ANT</contract-num>
<contract-num rid="cn2">CTM2011-14777-E/ANT</contract-num>
<contract-sponsor id="cn1">European Social Fund and Youth Employment Initiative (YEI)</contract-sponsor>
<contract-sponsor id="cn2">Spanish Ministry of Science and Innovation<named-content content-type="fundref-id">10.13039/501100004837</named-content>
</contract-sponsor>
<counts>
<fig-count count="6"/>
<table-count count="2"/>
<equation-count count="0"/>
<ref-count count="79"/>
<page-count count="20"/>
<word-count count="13147"/>
</counts>
</article-meta>
</front>
<body>
<sec id="sec1" sec-type="intro">
<title>Introduction</title>
<p>Antarctica is considered, on average, to be the coldest, driest, and windiest continent on Earth and it has the highest average altitude. In fact, its temperatures are really extreme, reaching values between &#x2212;20 and &#x2212;60&#x00B0;C in winter, and its average temperature is always below 0&#x00B0;C. Other extreme conditions that limit the development of life in Antarctica are strong winds, periodic freeze&#x2013;thaw cycles, high sublimation and evaporation rates, long periods of darkness, or high exposures to ultraviolet radiation (<xref ref-type="bibr" rid="ref19">Duarte et al., 2018</xref>).</p>
<p>Despite these drastic conditions, many organisms have been able to develop different molecular and morphological strategies that allow them to thrive optimally in these cold environments. They are collectively named psychrophiles or cold-adapted organisms (<xref ref-type="bibr" rid="ref16">Dhaulaniya et al., 2019</xref>). Microorganisms such as bacteria, archaea, algae, fungi, or protists prevail in these cold habitats and have a key role in the transport of energy, nutrient recycling, and mineralization processes, which are vital for the functioning of these terrestrial and aquatic ecosystems (<xref ref-type="bibr" rid="ref63">Ruisi et al., 2007</xref>). However, drastic low temperatures affect their cell envelope properties and functions by reducing membrane permeability and restricting its flexibility and diffusion rates. Moreover, embedded proteins also decrease their mobility and function, and turgor pressure is normally increased by ice formation or freeze&#x2013;thaw cycles (<xref ref-type="bibr" rid="ref12">Collins and Margesin, 2019</xref>). To counteract these deleterious effects, cold-adapted microorganisms usually introduce some changes in their membrane compositions favoring an increase in their fluidity and, therefore, their functionality under low temperatures (<xref ref-type="bibr" rid="ref28">Kahlke and Thorvaldsen, 2012</xref>). In addition, upregulation of membrane transport proteins has been detected in some psychrophiles, facilitating increased rates of diffusion and transport rates (<xref ref-type="bibr" rid="ref01">De Maayer et al., 2014</xref>).</p>
<p>Enzymes and proteins are also negatively affected at low temperatures (<xref ref-type="bibr" rid="ref16">Dhaulaniya et al., 2019</xref>) and their reaction rates might be considerably reduced under these conditions. However, psychrophiles have adapted their enzymes to extreme cold conditions by decreasing their structural (<xref ref-type="bibr" rid="ref65">Sindhu et al., 2017</xref>) and thermal stability (<xref ref-type="bibr" rid="ref40">Maiangwa et al., 2015</xref>), favoring its flexibility, specificity, and kinetics by increasing enzyme concentration, and evolving new alternative enzymes whose reaction rate is only controlled by diffusion and is completely independent of temperature (<xref ref-type="bibr" rid="ref22">Georlette et al., 2004</xref>). In addition, protein and RNA/DNA chaperones play an important role in cold-adaptation counteracting protein misfolding and aggregation as well as stabilizing RNA/DNA secondary structures. In this way, they are responsible for maintaining efficient transcription, translation, and DNA replication rates (<xref ref-type="bibr" rid="ref35">Lim et al., 2000</xref>).</p>
<p>Cold adaptation is also related to various metabolic adjustments that favor reduced ROS production and the conservation of energy for long-term survival. These metabolic adjustments include the downregulation of primary metabolism pathways, the activation of some alternative secondary pathways, and the metabolism and accumulation of reserve compounds, such as polyhydroxyalkanoate (PHA), which can be used as a dynamic reserve of carbon, nitrogen, and energy, but may also play a key role in cryoprotection, oxidative stress resistance, cell motility, or maintenance of cellular redox balance (<xref ref-type="bibr" rid="ref43">Meth&#x00E9; et al., 2005</xref>; <xref ref-type="bibr" rid="ref73">Tribelli et al., 2015</xref>; <xref ref-type="bibr" rid="ref72">Tribelli and Lopez, 2018</xref>).</p>
<p>Furthermore, subzero temperatures normally cause ice formation in the extracellular space and, therefore, osmotic stress, dehydration, cryoinjury, or even cell rupture and death (<xref ref-type="bibr" rid="ref21">Fonseca et al., 2016</xref>). Cold-adapted microorganisms respond to these deleterious effects by producing different types of cryoprotectants such as compatible solutes (<xref ref-type="bibr" rid="ref24">Goordial et al., 2016</xref>), ice-binding proteins (antifreeze and ice-nucleating proteins) (<xref ref-type="bibr" rid="ref39">Lorv et al., 2014</xref>; <xref ref-type="bibr" rid="ref76">Voets, 2017</xref>), biosurfactants (<xref ref-type="bibr" rid="ref30">Kitamoto et al., 2001</xref>; <xref ref-type="bibr" rid="ref54">Perfumo et al., 2018</xref>), or extracellular polymeric substances (<xref ref-type="bibr" rid="ref7">Caruso et al., 2018</xref>).</p>
<p>All of the cellular cold-adaptation strategies described above have already been well-characterized. Nonetheless, further research effort is needed. The research on psychrophiles is really interesting not only to increase our knowledge about cold-tolerant molecular mechanisms but also to describe new cold-active enzymes with new properties that could confer some advantages for many biotechnological processes (<xref ref-type="bibr" rid="ref19">Duarte et al., 2018</xref>). Some enzymes from these microorganisms have been used in the food industry to improve milk fermentation and meat and dough quality, in agriculture as biofertilizers, or in textile industry for dye removal or bleaching processes (<xref ref-type="bibr" rid="ref26">Gurung et al., 2013</xref>; <xref ref-type="bibr" rid="ref51">Nigam, 2013</xref>). On the other hand, psychrophilic microorganisms have strict requirements for their growth, so reproducing these conditions in the laboratory is quite difficult and many strains are not culturable under standard laboratory conditions. To overcome this problem and with the aim of searching for novel cold-tolerant genes and increasing our knowledge about the molecular mechanisms of cold adaptation, we used a functional metagenomic approach in this work. Through this methodology, we were able to access the entire genetic potential of microorganisms in the rhizosphere of two Antarctic plants: <italic>Deschampsia antarctica</italic> and <italic>Colobanthus quitensis</italic>. This procedure allows a culture-independent analysis of functional genes related to a cold response of microbial genes isolated from the Antarctic samples. As a result, 29 novel cold-tolerant genes were isolated and characterized in this study. Seventeen of them were similar to previously described genes and few of them had already been related to cold-acclimation processes, whereas others had not previously been linked to cold tolerance. Furthermore, 12 hypothetical or unknown proteins were also described in this study. This is a valuable finding since these genes could be related to novel cold-tolerance mechanisms not described until now. All these results offered us a broader view of the cold-adaptation mechanisms that microorganisms have developed under these extreme environments.</p>
</sec>
<sec id="sec2" sec-type="materials|methods">
<title>Materials and methods</title>
<sec id="sec3">
<title>Bacterial strains and growth conditions</title>
<p>Three strains of <italic>Escherichia coli</italic> have been used in this study: <italic>E. coli</italic> DH10B (Invitrogen) and two cold-sensitive mutants that we specifically constructed for this screening: <italic>E. coli</italic> DH10B <italic>&#x0394;csdA</italic> and <italic>E. coli</italic> DH10B <italic>&#x0394;csdA &#x0394;rnr. E. coli</italic> DH10B was used as a host to construct and to maintain the metagenomic libraries, while DH10B <italic>&#x0394;csdA</italic> and DH10B <italic>&#x0394;csdA &#x0394;rnr</italic> strains were used as hosts for screening for cold-tolerance genes. These three strains were routinely grown in Luria-Bertani (LB) medium (Conda) at 37&#x00B0;C. The growth medium for transformed <italic>E. coli</italic> strains was supplemented with 50&#x2009;mg/ml ampicillin (Ap) to maintain the pBluescript SKII (+) plasmid. When required, the working concentration of 5-bromo-4-chloro-3-indolyl-&#x03B2;-galactopyranoside (X-Gal) was 40&#x2009;&#x03BC;g/ml and of isopropyl &#x03B2;-D-1-thiogalactopyranoside (IPTG) was 100&#x2009;&#x03BC;M.</p>
</sec>
<sec id="sec4">
<title>Construction of <italic>Escherichia coli</italic> cold-sensitive mutant strains</title>
<p>Two cold-sensitive strains (<italic>E. coli</italic> DH10B <italic>&#x0394;csdA</italic> and <italic>E. coli</italic> DH10B <italic>&#x0394;csdA &#x0394;rnr</italic>) were constructed from <italic>E. coli</italic> DH10B cells (Invitrogen). The Counter-Selection BAC Modification Kit (Gene Bridges) was used to obtain both cold-sensitive mutants utilizing the Red/ET recombination technique (Gene Bridges) that allows the homologous recombination <italic>in vivo</italic> and, therefore, the specific exchange of our gene of interest (<italic>csdA</italic> or <italic>rnr</italic>) by an antibiotic resistance cassette (kanamycin was selected to obtain the DH10B <italic>&#x0394;csdA</italic> strain and chloramphenicol for DH10B <italic>&#x0394;csdA &#x0394;rnr</italic>). Specific DNA cassettes were designed and synthetized including the corresponding antibiotic resistance gene, restriction enzymes sites (BamHI and XbaI), and flanking fragments specific for the UTRs regions of <italic>csdA</italic> and <italic>rnr</italic> genes (Integrated DNA Technologies, IDT). <italic>E. coli</italic> DH10B cells were first transformed with the pRedET plasmid (Gene Bridges), which carries the &#x03BB; phage &#x03B3;<italic>&#x03B2;&#x03B1;</italic> operon under the control of the arabinose-inducible pBAD promoter and that confers tetracycline resistance. Then, we introduced our insert (previously amplified by PCR (primers are described in <xref ref-type="supplementary-material" rid="SM6">Supplementary Table S1</xref>) and linearized by BamHI/XbaI digestion) into these cells and homologous recombination was induced by adding 10% arabinose to the medium and incubating for 1&#x2009;h at 37&#x00B0;C. Selection of positive clones was performed by adding kanamycin (15&#x2009;&#x03BC;g/ml) or chloramphenicol (20&#x2009;&#x03BC;g/ml) to the LB-agar media. Correct insertion of the resistance cassette in the bacterial chromosome and the elimination of our gene of interest were verified by PCR (<xref ref-type="supplementary-material" rid="SM6">Supplementary Table S1</xref>).</p>
</sec>
<sec id="sec5">
<title>Construction of metagenomic libraries</title>
<p>Two metagenomic libraries have been constructed using DNA isolated from rhizosphere samples of two Antarctic plants: <italic>Colobanthus quitensis</italic> (library C) and <italic>Deschampsia antarctica</italic> (library D). Samples were recovered during the austral summer (February 2011) at Admiralty Bay in King George Island, located in the South Shetland archipelago in the north of Antarctic Peninsula. <italic>Deschampsia</italic> rhizosphere samples were obtained close to the Brazilian Antarctic Station (Esta&#x00E7;&#x00E3;o Ant&#x00E1;rtica Comandante Ferraz; GPS coordinates: 62&#x00B0;03&#x2032;40&#x2033;S&#x2013;58&#x00B0;23&#x2032;30&#x2033;W), while the <italic>Colobanthus</italic> samples were collected in the Antarctic Specially Protected Area (ASPA N&#x00B0; 151; GPS coordinates: 62&#x00B0;08&#x2032;00&#x2033;S&#x2013;58&#x00B0;28&#x2032;10&#x2033;W) adjacent to the Arctowski Polish Station.</p>
<p>Roots with soil particles tightly adhered to them were collected at a depth of 5&#x2009;cm and immediately kept in 50&#x2009;ml tubes containing RNA Later (Sigma) solution. All samples were collected in triplicate and stored frozen at &#x2013;80&#x00B0;C. In order to extract high-quality and intact metagenomic DNA from the rhizosphere samples, they were thawed and aseptically processed with the BIO101 FastDNA Spin kit for soil (Qbiogene), obtaining 20&#x2009;&#x03BC;g of DNA per gram of sample. Libraries were constructed using the high-copy number pBluescript II SK (+) vector and the <italic>E. coli</italic> DH10B strain as a host, as previously described (<xref ref-type="bibr" rid="ref45">Mirete et al., 2007</xref>; <xref ref-type="bibr" rid="ref23">Gonz&#x00E1;lez-Pastor and Mirete, 2010</xref>). Briefly, the metagenomic DNA was partially digested using Sau3AI and the fragments from 1 to 8&#x2009;Kbp were isolated by a 0.8% low-melting-point agarose gel electrophoresis with the QIAquick Gel Extraction kit (QIAGEN). The metagenomic DNA fragments were then ligated into the BamHI digested and dephosphorylated pBluescript II SK (+) vector. DNA (100&#x2013;125&#x2009;ng) purified from the gel was mixed with the vector in a 1:1 molar ratio. Ligation mixtures were incubated overnight at 16&#x00B0;C using T4 DNA ligase (Roche) and used to transform <italic>E. coli</italic> DH10B cells (Invitrogen) by electroporation with a MicroPulser (Bio-Rad) according to the manufacturer&#x2019;s instructions (<xref ref-type="bibr" rid="ref45">Mirete et al., 2007</xref>; <xref ref-type="bibr" rid="ref23">Gonz&#x00E1;lez-Pastor and Mirete, 2010</xref>). To estimate the average insert size of the library, the plasmids from ten random recombinant clones were isolated on LB-Ap plates and digested using either EcoRI or XbaI and XhoI restriction enzymes (Roche). To amplify these libraries, cells were grown at 37&#x00B0;C for 24&#x2009;h on LB-agar plates containing ampicillin (approximately 1.3&#x2009;&#x00D7;&#x2009;10<sup>4</sup>&#x2009;cells per plate). Then, cells from each plate were recovered, mixed with LB and 10% glycerol (<italic>w</italic>/<italic>v</italic>), and stored at &#x2212;80&#x00B0;C.</p>
</sec>
<sec id="sec6">
<title>Screening for cold-tolerant clones in the metagenomic libraries</title>
<p>Recombinant plasmids from the metagenomic libraries constructed in <italic>E. coli</italic> DH10B cells were extracted using the QIAprep Spin Miniprep kit (Qiagen) and 100&#x2009;ng of them were used to transform electrocompetent cells of <italic>E. coli</italic> DH10B <italic>&#x0394;csdA</italic> and DH10B <italic>&#x0394;csdA &#x0394;rnr</italic>, which had been previously prepared according to <xref ref-type="bibr" rid="ref18">Dower et al., 1988</xref>. To amplify the libraries, after electroporation, the transformed cells were grown in liquid LB-Ap medium at 37&#x00B0;C to increase the number of viable cells around 10<sup>4</sup> times. To select for cold-tolerant clones, a total of 3&#x2009;&#x00D7;&#x2009;10<sup>6</sup> recombinant clones from each library were spread on LB agar supplemented with Ap, X-Gal, and IPTG (around 10<sup>5</sup> cells per plate) and incubated at 15&#x00B0;C during 3&#x2013;5&#x2009;days until the appearance of colonies. To ensure that the resistance phenotype was not due to the presence of spontaneous chromosomal mutations, resistant colonies were pooled, and their plasmid DNA were isolated and used to transform DH10B <italic>&#x0394;csdA</italic> or DH10B <italic>&#x0394;csdA &#x0394;rnr</italic> cells. The new retransformed clones were grown again at 15&#x00B0;C on LB agar (Ap, X-Gal, IPTG) medium. Cold-tolerant clones were selected and their isolated recombinant plasmids were digested with XhoI and XbaI (Roche) to identify those which are unique in their restriction patterns.</p>
</sec>
<sec id="sec7">
<title><italic>In silico</italic> analysis of cold-tolerant clones</title>
<p>The DNA inserts cloned into pBluescript II SK (+) plasmids isolated from cold-tolerant clones were sequenced on both strands with universal primers M13F/M13R and with other primers specifically designed for primer walking by using the ABI PRISM dye terminator cycle-sequencing ready-reaction kit (PerkinElmer, Waltham, MA, United States) and an ABI PRISM 377 sequencer (PerkinElmer). Sequences were assembled and analyzed with the ApE program. Prediction of potential open reading frames (ORFs) was conducted using the online source ORF Finder, which is available at the NCBI webpage.<xref rid="fn0004" ref-type="fn"><sup>1</sup></xref> The bacterial code was selected by allowing ATG, CTG, GTG, and TTG as alternative start codons for translation to protein sequences. All the predicted ORFs longer than 90&#x2009;bp were translated and used as queries in BlastP. Their putative function was annotated based on their similarities to protein family domains by using NCBI&#x2019;s Conserved Domain Database and Pfam (Protein Families).<xref rid="fn0005" ref-type="fn"><sup>2</sup></xref> Those translated ORFs with an E-value higher than 0.001 in the BlastP searches were considered unknown proteins. For DNA-binding domain prediction, two different programs were used with default settings: DPP-PseAAC (<xref ref-type="bibr" rid="ref59">Rahman et al., 2018</xref>)<xref rid="fn0006" ref-type="fn"><sup>3</sup></xref> and DNABIND (<xref ref-type="bibr" rid="ref37">Liu and Hu, 2013</xref>).<xref rid="fn0007" ref-type="fn"><sup>4</sup></xref></p>
</sec>
<sec id="sec8">
<title>Cold-tolerance tests</title>
<p>All the positive clones isolated from the cold screening were tested in liquid and solid media at 15&#x00B0;C. Two controls were introduced in each experiment: a positive control (DH10B strain transformed with the empty pBluescript II SK (+) vector) and a negative control (DH10B <italic>&#x0394;csdA</italic> or DH10B <italic>&#x0394;csdA &#x0394;rnr</italic> strains transformed with the empty pBluescript II SK (+) vector). Solid medium tests were carried out by drop assay using cell cultures grown overnight at 37&#x00B0;C in LB-Ap liquid medium and whose OD<sub>600nm</sub> values were adjusted to 1. The following serial dilutions were made: 1, 1/5, 1/10, 1/50, 1/100, and 1/1,000 and they were distributed as drops of 10&#x2009;&#x03BC;l on LB-Ap solid medium. Plates were incubated at 15&#x00B0;C for 10&#x2009;days. The results were confirmed by repeating these tests at least three times using independent cultures. We also checked that all the strains had initially been adjusted to a similar cell density and that all of them have a similar viability by carrying out the same drop assay at 37&#x00B0;C (without a cold stress). In this control assay, we made the following serial dilutions: 1, 10<sup>&#x2212;1</sup>, 10<sup>&#x2212;2</sup>, 10<sup>&#x2212;3</sup>, 10<sup>&#x2212;4</sup>, and 10<sup>&#x2212;5</sup>, to observe possible cell viability differences between cold-tolerant clones and control strains.</p>
<p>Liquid medium tests were used to confirm the cold-tolerance results obtained in solid medium tests. They were performed in 96-well plates with cell cultures whose OD<sub>600nm</sub> values had previously been adjusted to 0.03. Cells were cultured in LB-Ap liquid medium at 15&#x00B0;C and 80&#x2009;rpm for 7&#x2009;days. Growth curves were constructed by measuring OD<sub>600nm</sub> values four times per day using the microplate reader SPECTROstar Nano (BMG Labtech). Non-inoculated wells served as blanks and their values were subtracted from those obtained in inoculated wells. Growth curves were built using the DMFit online tool included in the Combase website,<xref rid="fn0008" ref-type="fn"><sup>5</sup></xref> according to Baranyi and Roberts model (<xref ref-type="bibr" rid="ref4">Baranyi and Roberts, 1994</xref>). After obtaining the growth curves, we calculated two kinetic parameters for all of them: the specific growth rate (<italic>&#x03BC;</italic>, h<sup>&#x2212;1</sup>) and the generation time (Tg, h). The &#x03BC; was defined as the slope of the exponential phase of the growth curve (linear phase) and the Tg was calculated using the following formula: Tg&#x2009;=&#x2009;(Ln 2)/<italic>&#x03BC;</italic>. Liquid medium tests were repeated at least three times using independent cultures to confirm the results and six replicates of each strain were introduced in each plate. Moreover, growth curves were also built at 30&#x00B0;C to confirm that all the strains were able to grow at the same rate independently of the metagenomic insert that they contain. These control curves were obtained by measuring OD<sub>600nm</sub> values every hour for 30 or 40&#x2009;h in the TECAN Infinite M Nano microplate reader.</p>
</sec>
<sec id="sec9">
<title>Subcloning of independent genes to identify those that confer cold tolerance</title>
<p>To determine which genes could be directly involved in cold resistance in those recombinant plasmids containing more than one gene, all of them were cloned individually in the pBluescript SKII (+) vector. Therefore, fragments containing these genes and a region of &#x223C;&#x2009;200&#x2009;bp located upstream of the start codon, which probably incorporates native expression sequences (promoters and ribosome binding sites), were amplified by PCR using M13 primers and specific primers (<xref ref-type="supplementary-material" rid="SM6">Supplementary Table S1</xref>). The following reaction mixture was used in each PCR assay: 100&#x2009;ng of plasmid DNA, 500&#x2009;&#x03BC;M of each of the four dNTPs, 2.5&#x2009;U of <italic>Pfu</italic> Turbo DNA Polymerase (Agilent), and 200&#x2009;nM of each forward and reverse primers up to a total volume of 50&#x2009;&#x03BC;l. The PCR amplification program used was as follows: 1&#x2009;cycle of 5&#x2009;min at 95&#x00B0;C, 30&#x2009;cycles of 45&#x2009;s at 95&#x00B0;C, 30&#x2009;s at 52&#x00B0;C and 10&#x2009;min at 72&#x00B0;C, and finally, 1&#x2009;cycle of 10&#x2009;min at 72&#x00B0;C. PCR amplification products were excised from agarose gels and purified using the QIAquick Gel Extraction kit (Qiagen). Purified PCR products were digested with the appropriate restriction enzymes (XbaI/XhoI, XbaI/KpnI, or XbaI/SalI, Roche) and ligated into pBluescript II SK (+; using a 1:6 ratio) previously digested with the same restriction enzymes. DH10B <italic>&#x0394;csdA</italic> or DH10B <italic>&#x0394;csdA &#x0394;rnr</italic> cells were transformed with these recombinant plasmids and their response was compared to the original clones carrying complete environmental DNA fragments by cold tests in solid and liquid media. All genes were subcloned in the same orientation as the original clone.</p>
</sec>
<sec id="sec10">
<title>Overexpression of some <italic>Escherichia coli</italic> homologs in the cold-sensitive mutant strains</title>
<p>The <italic>E. coli</italic> homologs for some of the cold-tolerant genes isolated in this work were overexpressed in the <italic>E. coli</italic> DH10B <italic>&#x0394;csdA</italic> strain. These genes were selected from the genome of the <italic>E. coli</italic> DH10B strain by Blast (NCBI) and only those that shared a considerable similarity with the cold-tolerance genes (%ID &#x003E;&#x2009;25% and <italic>E</italic>-values &#x003C;&#x2009;0.001) were overexpressed. These <italic>E. coli</italic> genes were amplified by PCR using the genomic DNA of the DH10B strain as a template (the primers are described in <xref ref-type="supplementary-material" rid="SM6">Supplementary Table S1</xref>) and similarly subcloned into pBluescript II SK (+) vector as described in the previous section<italic>. E. coli</italic> DNA was isolated using the Wizard Genomic DNA Purification Kit as recommended by the manufacturer (Promega). <italic>E. coli</italic> DH10B <italic>&#x0394;csdA</italic> cells were transformed with these recombinant plasmids and the resulting strains overexpressing cold-tolerant homologs were tested for cold tolerance at 15&#x00B0;C in solid and liquid media as described above.</p>
</sec>
<sec id="sec11">
<title>Ultraviolet-radiation resistance test by drop assay</title>
<p>In order to investigate whether the cold-tolerant clones may be resistant to other types of stress conditions, they were exposed to UV-B radiation. First, overnight cultures of these clones in LB-Ap liquid medium were adjusted to an OD<sub>600 nm</sub> of 1 and serial dilutions were made (1/2, 1/4, 1/8, 1/10, and 1/100). Then, a 10&#x2009;&#x03BC;l drop of each dilution was inoculated on LB-Ap solid medium. As negative controls, the cold-sensitive strains DH10B <italic>&#x0394;csdA</italic> and DH10B <italic>&#x0394;csdA &#x0394;rnr</italic>, carrying the empty pBluescript II SK (+) vector, were used. Cells were irradiated with UV-B radiation at a dose of 4&#x2009;mJ/cm<sup>2</sup> and incubated overnight at 37&#x00B0;C. Then, their UV-resistance was evaluated by comparing the growth of cold-tolerant clones with negative controls. A control assay was performed with the same strains but they were not irradiated to verify their similar viability regardless of the applied treatment. The assay was repeated under the same conditions for the clones most resistant to UV-B radiation and their respective subclones were also tested to identify which genes were responsible for the UV-resistance observed in the complete clones.</p>
</sec>
</sec>
<sec id="sec12" sec-type="results">
<title>Results</title>
<sec id="sec13">
<title>Screening for genes involved in cold tolerance from the rhizosphere of Antarctic plants</title>
<p>In order to search for genes that could confer cold tolerance to <italic>E. coli</italic> from microorganisms of the rhizosphere of Antarctic plants, two metagenomic libraries were constructed using metagenomic DNA from rhizosphere samples of the <italic>Colobanthus quitensis</italic> (library C) and <italic>Deschampsia antarctica</italic> (library D) plants. Approximately 1,100,000 recombinant clones were obtained from each library. The average size of the DNA fragments cloned in the pBluescript II SK (+) vector used for the libraries was 4.5&#x2009;kb. Each library was amplified as described in Experimental Procedures. The DH10B strain used as a host for these libraries can grow at low temperatures, and was therefore not suitable for cold screening of metagenomic libraries. To avoid this problem, two cold-sensitive strains were constructed, DH10B <italic>&#x0394;csdA</italic> and DH10B <italic>&#x0394;csdA &#x0394;rnr</italic>, and the metagenomic libraries (C and D) were transferred to these strains. The <italic>csdA</italic> gene encodes a DEAD-box RNA helicase that is essential for the cold-acclimation process (<xref ref-type="bibr" rid="ref55">Phadtare, 2011</xref>) and the <italic>rnr</italic> gene encodes an exoribonuclease that is also induced at low temperatures. A single mutant for the <italic>rnr</italic> gene is not cold sensitive but the double mutant <italic>&#x0394;csdA &#x0394;rnr</italic> grows more slowly at 30&#x00B0;C and cannot grow at all at moderate low temperatures (20&#x00B0;C) (<xref ref-type="bibr" rid="ref2">Awano et al., 2007</xref>; <xref ref-type="bibr" rid="ref55">Phadtare, 2011</xref>). The growth of these two mutant strains was tested at 15&#x00B0;C in solid and liquid medium, and it was observed that they started to grow later (higher lag phases) and slower (longer generation times) than the parental strain DH10B (<xref rid="fig1" ref-type="fig">Figures 1</xref>, <xref rid="fig2" ref-type="fig">2</xref>; <xref ref-type="supplementary-material" rid="SM7">Supplementary Table S2</xref>). Therefore, to detect genes conferring cold tolerance, the metagenomic libraries in DH10B <italic>&#x0394;csdA</italic> and DH10B <italic>&#x0394;csdA &#x0394;rnr</italic> strains were grown on solid LB-Ap-medium at 15&#x00B0;C for a variable period of time between 3 and 5&#x2009;days, conditions in which the same strains harboring empty pBluescript II SK (+) plasmids did not grow.</p>
<fig position="float" id="fig1">
<label>Figure 1</label>
<caption>
<p>Drop assay of the 20 cold-resistant clones isolated from Antarctic metagenomic libraries: library C constructed from <italic>Colobanthus quitensis</italic> rhizosphere samples and library D from <italic>Deschampsia antarctica</italic> rhizosphere samples. The DH10B strain carrying an empty pBluescript vector was used as a positive control and both cold-sensitive strains (DH10B &#x0394;<italic>csdA</italic> and DH10B &#x0394;<italic>csdA</italic> &#x0394;<italic>rnr</italic>) also carrying empty pBluescript vectors were used as negative controls. The OD<sub>600 nm</sub> of overnight cultures was adjusted to values of 1.0 and serial dilutions were performed. 10&#x2009;&#x03BC;l drops were inoculated on LB-Ap<sub>50</sub> plates and grown at 15&#x00B0;C for 10&#x2006;days. Each experiment was repeated at least three times using independent cultures.</p>
</caption>
<graphic xlink:href="fmicb-13-1026463-g001.tif"/>
</fig>
<fig position="float" id="fig2">
<label>Figure 2</label>
<caption>
<p>Growth curves of the 20 cold-resistant clones isolated from Antarctic metagenomic libraries. The DH10B strain carrying an empty pBluescript vector was used as a positive control and both cold-sensitive strains (DH10B &#x0394;<italic>csdA</italic> and DH10B &#x0394;<italic>csdA</italic> &#x0394;<italic>rnr</italic>) also carrying empty pBluescript vectors were used as negative controls. All the clones were grown during 5&#x2009;h at 37&#x00B0;C with slight agitation and then their OD<sub>600 nm</sub> values were adjusted to 0.03. They were grown in 96-well microtiter plates during 140&#x2009;h at 15&#x00B0;C with a slight agitation (80&#x2009;rpm) and OD measures were taken in the SPECTROstar Nano (BMG Labtech) four times per day. Six replicates per clone were introduced in each assay and each experiment was repeated at least three times using independent cultures to corroborate the results. <bold>(A)</bold> Results obtained for 6 cold-resistant clones (pC1&#x2013;pC6) isolated from library C (<italic>Colobanthus quitensis</italic>) in the screening performed with the single cold-sensitive mutant (DH10B &#x0394;<italic>csdA</italic>). <bold>(B)</bold> Results obtained from the remaining 7 cold-resistant clones isolated from library C (pC7&#x2013;pC13) in the screening performed with the single cold-sensitive mutant. <bold>(C)</bold> Results obtained for the 6 cold-resistant clones (pD1&#x2013;pD6) isolated from library D (<italic>Deschampsia antarctica</italic>) in the screening performed with the single cold-sensitive mutant. <bold>(D)</bold> Results obtained for the cold-resistant clone pD7 isolated from library D in the screening performed with the cold-sensitive double mutant (DH10B &#x0394;<italic>csdA</italic> &#x0394;<italic>rnr</italic>).</p>
</caption>
<graphic xlink:href="fmicb-13-1026463-g002.tif"/>
</fig>
<p>A total of 60 cold-tolerant colonies (32 from library C and 28 from library D) were obtained from both libraries hosted in the cold-sensitive strain DH10B <italic>&#x0394;csdA</italic>. To ensure that the resistance phenotype was not due to the presence of spontaneous mutations, all these colonies were pooled and their recombinant plasmids were isolated and used to transform DH10B <italic>&#x0394;csdA</italic> cells. Finally, after re-isolating under cold conditions and studying the restriction patterns (obtained with XhoI and XbaI restriction enzymes) of 40 colonies from each library, we found 13 different clones from library C (pC1&#x2013;pC13) and 6 clones from library D (pD1&#x2013;pD6) that showed a clear cold-tolerance phenotype (<xref rid="fig1" ref-type="fig">Figure 1</xref>). On the other hand, in the screening performed with the double mutant DH10B <italic>&#x0394;csdA &#x0394;rnr</italic>, which is more sensitive to low temperatures than DH10B <italic>&#x0394;csdA</italic>, only one cold-tolerant colony was obtained from library D (pD7) after retransforming and analyzing 30 colonies from each library, following the same protocol described for the screening performed in the single mutant DH10B <italic>&#x2206;csdA</italic> (<xref rid="fig1" ref-type="fig">Figure 1</xref>).</p>
<p>The DH10B <italic>&#x0394;csdA</italic> and DH10B <italic>&#x0394;csdA &#x0394;rnr</italic> strains transformed with the recombinant plasmids also showed a better growth rate under low temperatures (15&#x00B0;C) in liquid media (<xref rid="fig2" ref-type="fig">Figure 2</xref>) than the cold-sensitive strains carrying an empty vector. Growth parameters calculated from these tests are compiled in <xref ref-type="supplementary-material" rid="SM7">Supplementary Table S2</xref>, showing that cold-tolerant clones were able to grow faster (lower generation time) or start to grow earlier than cold-sensitive mutants. On the other hand, no differences in growth rates were observed when cells were grown at 37&#x00B0;C on solid media (see <xref ref-type="supplementary-material" rid="SM1">Supplementary Figure S1</xref>) or when they were grown at 30&#x00B0;C in liquid media (<xref ref-type="supplementary-material" rid="SM2">Supplementary Figure S2</xref>). These results supported the idea that the environmental genes cloned in the pBluescript II SK (+) vector specifically contributed to an improvement of <italic>E. coli</italic> growth at low temperatures but not to a general cellular development as differences were not detected under optimal (37&#x00B0;C) or suboptimal (30&#x00B0;C) conditions.</p>
</sec>
<sec id="sec14">
<title>Identification of genes conferring cold tolerance</title>
<p>The metagenomic DNA fragments of each plasmid were sequenced by prime walking and a total of 29 genes were predicted in the 13 clones (pC1&#x2013;pC13) isolated from library C and in the 6 clones (pD1-pD6) from library D in the screening performed with the DH10B <italic>&#x0394;csdA</italic> strain (<xref rid="tab1" ref-type="table">Table 1</xref>; <xref rid="fig3" ref-type="fig">Figure 3</xref>). Moreover, two genes were predicted in the cold-tolerant pD7 clone isolated in the screening performed with the double mutant (<xref rid="tab1" ref-type="table">Table 1</xref>; <xref rid="fig3" ref-type="fig">Figure 3</xref>). Sequence analyses of these environmental DNA fragments revealed the presence of a single open reading frame (ORF) in pC4, pC5, pC7, pC8, pC13, pD1, pD3, pD4, pD5, and pD6; two ORFs in pC1, pC2, pC3, pC6, pC9, pC10, pC12, pD2, and pD7; and three ORFs in pC11. The G&#x2009;+&#x2009;C content of these DNA fragments ranged from 39.2 to 76.1%, indicating their diverse phylogenetic origin. Most of the genes analyzed in this study encode amino acid sequences similar to bacterial proteins. Using the BLASTp tool (NCBI website), we tried to relate them with previously characterized proteins, but 8 of them were similar to conserved hypothetical proteins (28%) and 4 were classified as unknown proteins (14%) as no similarity was found between them and previously annotated proteins (<xref rid="tab1" ref-type="table">Table 1</xref>; <xref rid="fig3" ref-type="fig">Figure 3</xref>). Using the NCBI Conserved Domain Database (CDD) and the Pfam Database to functionally categorize the recovered genes, a large variety of domains could be predicted (<xref rid="tab1" ref-type="table">Table 1</xref>). In addition, DNA-binding domains were predicted in some sequences using two bioinformatics programs (<xref rid="tab1" ref-type="table">Table 1</xref>).</p>
<table-wrap position="float" id="tab1">
<label>Table 1</label>
<caption>
<p>Description of cold-resistance clones isolated from metagenomic libraries C and D using DH10B <italic>csdA</italic> and DH10B &#x0394;<italic>csdA</italic> &#x0394;<italic>rnr</italic> strains as hosts, similarities with other known sequences and conserved domains found in them.</p>
</caption>
<table frame="hsides" rules="groups">
<thead>
<tr>
<th align="left" valign="top">ID clone</th>
<th align="center" valign="top">GenBank accession number</th>
<th align="center" valign="top">Insert length (bp)</th>
<th align="center" valign="top">% GC</th>
<th align="center" valign="top">ORF<xref rid="tfn1" ref-type="table-fn"><sup>a</sup></xref>
</th>
<th align="center" valign="top">Truncated ORFs</th>
<th align="center" valign="top">Length (aa)<xref rid="tfn2" ref-type="table-fn"><sup>b</sup></xref>
</th>
<th align="center" valign="top">Closest similar protein (microorganism; accession no.)<xref rid="tfn3" ref-type="table-fn"><sup>c</sup></xref>
</th>
<th align="center" valign="top">Identity (<italic>E</italic> value)</th>
<th align="center" valign="top">Length (aa)</th>
<th align="center" valign="top">Conserved domains (Conserved Domain Database (NCBI) and Pfam)</th>
<th align="center" valign="top">DNA-binding domain prediction<xref rid="tfn4" ref-type="table-fn"><sup>d</sup></xref>
</th>
</tr>
</thead>
<tbody>
<tr>
<td align="left" valign="top" rowspan="2">pC1</td>
<td align="left" valign="top" rowspan="2">MZ835316</td>
<td align="center" valign="top" rowspan="2">1,179</td>
<td align="center" valign="top" rowspan="2">56.8</td>
<td align="center" valign="top">(1)</td>
<td align="left" valign="top">N-term</td>
<td align="center" valign="top">160</td>
<td align="left" valign="top">Hypothetical protein (<italic>Acidobacteria bacterium</italic>; OLD28119.1)</td>
<td align="center" valign="top">76%<break/>(2<italic>E</italic>&#x2013;85)</td>
<td align="center" valign="top">275</td>
<td align="left" valign="top">
<bold><italic>&#x2212;</italic></bold>
</td>
<td align="center" valign="top">++</td>
</tr>
<tr>
<td align="center" valign="top">(2)</td>
<td align="left" valign="top">No</td>
<td align="center" valign="top">147</td>
<td align="left" valign="top">Hypothetical protein (<italic>Acidobacteria bacterium</italic>; PYQ34911.1)</td>
<td align="center" valign="top">41%<break/>(1<italic>E</italic>&#x2013;19)</td>
<td align="center" valign="top">144</td>
<td align="left" valign="top">
<bold><italic>&#x2212;</italic></bold>
</td>
<td align="center" valign="top">None</td>
</tr>
<tr>
<td align="left" valign="top" rowspan="2">pC2</td>
<td align="left" valign="top" rowspan="2">MZ835317</td>
<td align="center" valign="top" rowspan="2">514</td>
<td align="center" valign="top" rowspan="2">76.1</td>
<td align="center" valign="top">(1)</td>
<td align="left" valign="top">C-term</td>
<td align="center" valign="top">49</td>
<td align="left" valign="top">Pantetheine-phosphate adenylyltransferase (<italic>Actinocorallia hervida</italic>; WP 123662510.1)</td>
<td align="center" valign="top">86%<break/>(2<italic>E</italic>&#x2013;20)</td>
<td align="center" valign="top">161</td>
<td align="left" valign="top">Nucleotidyltransferase superfamily<break/>Phosphopantetheine adenylyltransferase<break/>Cytidylyltransferase-like</td>
<td align="center" valign="top">None</td>
</tr>
<tr>
<td align="center" valign="top">(2)</td>
<td align="left" valign="top">N-term</td>
<td align="center" valign="top">113</td>
<td align="left" valign="top">16S rRNA (guanine(966)-N(2))-methyltransferase RsmD (<italic>Sphaerisporangium sp</italic>; WP 113983382.1)</td>
<td align="center" valign="top">65%<break/>(4<italic>E</italic>&#x2013;36)</td>
<td align="center" valign="top">190</td>
<td align="left" valign="top">S-adenosyl methionine-dependent methyltransferase<break/>16S rRNA (guanine(966)-N(2))-methyltransferase RsmD</td>
<td align="center" valign="top">None</td>
</tr>
<tr>
<td align="left" valign="top" rowspan="2">pC3</td>
<td align="left" valign="top" rowspan="2">MZ835318</td>
<td align="center" valign="top" rowspan="2">1,977</td>
<td align="center" valign="top" rowspan="2">64.1</td>
<td align="center" valign="top">(1)</td>
<td align="left" valign="top">N-term</td>
<td align="center" valign="top">479</td>
<td align="left" valign="top">Hypothetical protein (<italic>Candidatus Melainabacteria bacterium</italic>; OGI06829.1.1)</td>
<td align="center" valign="top">46%<break/>(2<italic>E</italic>&#x2013;137)</td>
<td align="center" valign="top">730</td>
<td align="left" valign="top">S-adenosyl methionine-dependent methyltransferase<break/>Spermidine synthase</td>
<td align="center" valign="top">+</td>
</tr>
<tr>
<td align="center" valign="top">(2)</td>
<td align="left" valign="top">N-term</td>
<td align="center" valign="top">162</td>
<td align="left" valign="top">Hsp70 family protein (<italic>Acidobacteria bacterium</italic>; RPI53355.1)</td>
<td align="center" valign="top">73%<break/>(2<italic>E</italic>&#x2013;76)</td>
<td align="center" valign="top">439</td>
<td align="left" valign="top">Hsp70 protein<break/>Nucleotide-binding domain of the sugar kinase/HSP70/actin superfamily</td>
<td align="center" valign="top">+</td>
</tr>
<tr>
<td align="left" valign="top">pC4</td>
<td align="left" valign="top">MZ835319</td>
<td align="center" valign="top">219</td>
<td align="center" valign="top">54.8</td>
<td align="center" valign="top">(1)</td>
<td align="left" valign="top">N-term and C-term</td>
<td align="center" valign="top">73</td>
<td align="left" valign="top">Asparaginase (<italic>Burkholderia plantarii</italic>; WP 042628756.1)</td>
<td align="center" valign="top">92%<break/>(8<italic>E</italic>&#x2013;38)</td>
<td align="center" valign="top">382</td>
<td align="left" valign="top">Bacterial L-asparaginases and related enzymes</td>
<td align="center" valign="top">None</td>
</tr>
<tr>
<td align="left" valign="top">pC5</td>
<td align="left" valign="top">MZ835320</td>
<td align="center" valign="top">194</td>
<td align="center" valign="top">61.9</td>
<td align="center" valign="top">(1)</td>
<td align="left" valign="top">N-term</td>
<td align="center" valign="top">54</td>
<td align="left" valign="top">Cyclase (<italic>Rhodopseudomonas palustris</italic>, WP 044410308.1)</td>
<td align="center" valign="top">80%<break/>(9<italic>E</italic>&#x2013;25)</td>
<td align="center" valign="top">153</td>
<td align="left" valign="top">&#x2212;</td>
<td align="center" valign="top">++</td>
</tr>
<tr>
<td align="left" valign="top" rowspan="2">pC6</td>
<td align="left" valign="top">MZ835321</td>
<td align="center" valign="top" rowspan="2">2,169</td>
<td align="center" valign="top" rowspan="2">67.8</td>
<td align="center" valign="top">(1)</td>
<td align="left" valign="top">No</td>
<td align="center" valign="top">409</td>
<td align="left" valign="top">Murein L,D-transpeptidase (<italic>Sorangium cellulosum</italic>, WP 020741004.1)</td>
<td align="center" valign="top">50%<break/>(2<italic>E</italic>&#x2013;114)</td>
<td align="center" valign="top">453</td>
<td align="left" valign="top">L-D-transpeptidase catalytic domain (YkuD)</td>
<td align="center" valign="top">None</td>
<td/>
</tr>
<tr>
<td/>
<td/>
<td/>
<td align="center" valign="top">(2)</td>
<td align="left" valign="top">No</td>
<td align="center" valign="top">148</td>
<td align="left" valign="top">Hypothetical protein (<italic>Deltaproteobacteria bacterium</italic>, RLB59251.1)</td>
<td align="center" valign="top">35%<break/>(2<italic>E</italic>&#x2013;19)</td>
<td align="center" valign="top">159</td>
<td align="left" valign="top">&#x2212;</td>
<td align="center" valign="top">++</td>
</tr>
<tr>
<td align="left" valign="top">pC7</td>
<td align="left" valign="top">MZ835322</td>
<td align="center" valign="top">897</td>
<td align="center" valign="top">63.8</td>
<td align="center" valign="top">(1)</td>
<td align="left" valign="top">No</td>
<td align="center" valign="top">113</td>
<td align="left" valign="top">Extradiol dioxygenase (<italic>Candidatus Rokubacteria bacterium</italic>; PYO01824.1)</td>
<td align="center" valign="top">76%<break/>(5<italic>E</italic>&#x2013;59)</td>
<td align="center" valign="top">118</td>
<td align="left" valign="top">&#x2212;</td>
<td align="center" valign="top">None</td>
</tr>
<tr>
<td align="left" valign="top">pC8</td>
<td align="left" valign="top">MZ835323</td>
<td align="center" valign="top">2,130</td>
<td align="center" valign="top">60.3</td>
<td align="center" valign="top">(1)</td>
<td align="left" valign="top">N-term</td>
<td align="center" valign="top">556</td>
<td align="left" valign="top">ABC transporter permease (<italic>Chloroflexi bacterium</italic>, RLC95438.1)</td>
<td align="center" valign="top">39%<break/>(2<italic>E</italic>&#x2013;102)</td>
<td align="center" valign="top">986</td>
<td align="left" valign="top">FtsX-like permease family</td>
<td align="center" valign="top">None</td>
</tr>
<tr>
<td align="left" valign="top" rowspan="2">pC9</td>
<td align="left" valign="top" rowspan="2">MZ835324</td>
<td align="center" valign="top" rowspan="2">754</td>
<td align="center" valign="top" rowspan="2">64.5</td>
<td align="center" valign="top">(1)</td>
<td align="left" valign="top">No</td>
<td align="center" valign="top">115</td>
<td align="left" valign="top">Unknown</td>
<td align="center" valign="top">&#x2212;</td>
<td align="center" valign="top">&#x2212;</td>
<td align="left" valign="top">&#x2212;</td>
<td align="center" valign="top">++</td>
</tr>
<tr>
<td align="center" valign="top">(2)</td>
<td align="left" valign="top">C-term</td>
<td align="center" valign="top">87</td>
<td align="left" valign="top">Unknown</td>
<td align="center" valign="top">&#x2212;</td>
<td align="center" valign="top">&#x2212;</td>
<td align="left" valign="top">&#x2212;</td>
<td align="center" valign="top">None</td>
</tr>
<tr>
<td align="left" valign="top" rowspan="2">pC10</td>
<td align="left" valign="top" rowspan="2">MZ835325</td>
<td align="center" valign="top" rowspan="2">1,907</td>
<td align="center" valign="top" rowspan="2">54</td>
<td align="center" valign="top">(1)</td>
<td align="left" valign="top">No</td>
<td align="center" valign="top">435</td>
<td align="left" valign="top">Hypothetical protein (<italic>Acidobacteria bacterium</italic>; PYS51009.1)</td>
<td align="center" valign="top">73%<break/>(0.00)</td>
<td align="center" valign="top">436</td>
<td align="left" valign="top">Putative ATP-dependent DNA helicase<break/>Putative DNA-binding domain</td>
<td align="center" valign="top">++</td>
</tr>
<tr>
<td align="center" valign="top">(2)</td>
<td align="left" valign="top">N-term</td>
<td align="center" valign="top">117</td>
<td align="left" valign="top">Aminoacetone oxidase family FAD-binding enzyme (<italic>Blastocatellia bacterium</italic>; PWT92013.1)</td>
<td align="center" valign="top">65%<break/>(9<italic>E</italic>&#x2013;47)</td>
<td align="center" valign="top">392</td>
<td align="left" valign="top">HI0933-like protein</td>
<td align="center" valign="top">None</td>
</tr>
<tr>
<td align="left" valign="top" rowspan="3">pC11</td>
<td align="left" valign="top" rowspan="3">MZ835326</td>
<td align="center" valign="top" rowspan="3">3,214</td>
<td align="center" valign="top" rowspan="3">65.2</td>
<td align="center" valign="top">(1)</td>
<td align="left" valign="top">N-term</td>
<td align="center" valign="top">223</td>
<td align="left" valign="top">DNA ligase D (<italic>Acidobacteria bacterium</italic>; PYR88131.1)</td>
<td align="center" valign="top">83%<break/>(6E-125)</td>
<td align="center" valign="top">718</td>
<td align="left" valign="top">ATP-dependent DNA ligase</td>
<td align="center" valign="top">+</td>
</tr>
<tr>
<td align="center" valign="top">(2)</td>
<td align="left" valign="top">No</td>
<td align="center" valign="top">124</td>
<td align="left" valign="top">Ferredoxin (<italic>Acidobacteria bacterium</italic>; PYR75981.1)</td>
<td align="center" valign="top">74%<break/>(5<italic>E</italic>&#x2013;62)</td>
<td align="center" valign="top">122</td>
<td align="left" valign="top">Thioredoxin (TRX)-like [2Fe-2S] Ferredoxin (Fd) family</td>
<td align="center" valign="top">+</td>
</tr>
<tr>
<td align="center" valign="top">(3)</td>
<td align="left" valign="top">No</td>
<td align="center" valign="top">315</td>
<td align="left" valign="top">Hypothetical protein (<italic>Acidobacteria bacterium</italic>; PYQ53204.1)</td>
<td align="center" valign="top">36%<break/>(7<italic>E</italic>&#x2013;33)</td>
<td align="center" valign="top">256</td>
<td align="left" valign="top">&#x2212;</td>
<td align="center" valign="top">+</td>
</tr>
<tr>
<td align="left" valign="top" rowspan="2">pC12</td>
<td align="left" valign="top" rowspan="2">MZ835327</td>
<td align="center" valign="top" rowspan="2">1,420</td>
<td align="center" valign="top" rowspan="2">58.5</td>
<td align="center" valign="top">1</td>
<td align="left" valign="top">N-term</td>
<td align="center" valign="top">305</td>
<td align="left" valign="top">Lipopolysaccharide heptosyltransferase I (<italic>Acidobacteria bacterium</italic>; PYS36748.1)</td>
<td align="center" valign="top">78%<break/>(1<italic>E</italic>&#x2013;174)</td>
<td align="center" valign="top">362</td>
<td align="left" valign="top">Glycosyltransferase GTB type superfamily<break/>ADP-heptose: LPS heptosyltransferase</td>
<td align="center" valign="top">++</td>
</tr>
<tr>
<td align="center" valign="top">(2)</td>
<td align="left" valign="top">C-term</td>
<td align="center" valign="top">164</td>
<td align="left" valign="top">Isoprenylcysteine carboxyl methyltransferase family protein (<italic>Acidobacteria bacterium</italic>; PYS59682.1)</td>
<td align="center" valign="top">76%<break/>(3<italic>E</italic>&#x2013;86)</td>
<td align="center" valign="top">177</td>
<td align="left" valign="top">Phospholipid methyltransferase</td>
<td align="center" valign="top">+</td>
</tr>
<tr>
<td align="left" valign="top">pC13</td>
<td align="left" valign="top">MZ835328</td>
<td align="center" valign="top">711</td>
<td align="center" valign="top">64</td>
<td align="center" valign="top">(1)</td>
<td align="left" valign="top">N-term and C-term</td>
<td align="center" valign="top">237</td>
<td align="left" valign="top">Hypothetical protein (<italic>Verrucomicrobia bacterium</italic>; PYJ85122.1)</td>
<td align="center" valign="top">70%<break/>(2<italic>E</italic>&#x2013;114)</td>
<td align="center" valign="top">357</td>
<td align="left" valign="top">Alpha/beta hydrolase<break/>Enol-[acyl-carrier-protein] reductase (NADH)<break/>Serine aminopeptidase</td>
<td align="center" valign="top">+</td>
</tr>
<tr>
<td align="left" valign="top">pD1</td>
<td align="left" valign="top">MZ835329</td>
<td align="center" valign="top">1,689</td>
<td align="center" valign="top">60</td>
<td align="center" valign="top">(1)</td>
<td align="left" valign="top">C-term</td>
<td align="center" valign="top">471</td>
<td align="left" valign="top">Acyl-CoA-dehydrogenase (<italic>Xanthomonadaceae bacterium</italic>; ODU34393.1)</td>
<td align="center" valign="top">86%<break/>(0.00)</td>
<td align="center" valign="top">595</td>
<td align="left" valign="top">Acyl-CoA dehydrogenase</td>
<td align="center" valign="top">None</td>
</tr>
<tr>
<td align="left" valign="top" rowspan="2">pD2</td>
<td align="left" valign="top" rowspan="2">MZ835330</td>
<td align="center" valign="top" rowspan="2">1,337</td>
<td align="center" valign="top" rowspan="2">50.7</td>
<td align="center" valign="top">(1)</td>
<td align="left" valign="top">No</td>
<td align="center" valign="top">86</td>
<td align="left" valign="top">Unknown</td>
<td align="center" valign="top">&#x2212;</td>
<td align="center" valign="top">&#x2212;</td>
<td align="left" valign="top">&#x2212;</td>
<td align="center" valign="top">+</td>
</tr>
<tr>
<td align="center" valign="top">(2)</td>
<td align="left" valign="top">C-term</td>
<td align="center" valign="top">133</td>
<td align="left" valign="top">Unknown</td>
<td align="center" valign="top">&#x2212;</td>
<td align="center" valign="top">&#x2212;</td>
<td align="left" valign="top">&#x2212;</td>
<td align="center" valign="top">None</td>
</tr>
<tr>
<td align="left" valign="top">pD3</td>
<td align="left" valign="top">MZ835331</td>
<td align="center" valign="top">1,654</td>
<td align="center" valign="top">54.4</td>
<td align="center" valign="top">(1)</td>
<td align="left" valign="top">C-term</td>
<td align="center" valign="top">518</td>
<td align="left" valign="top">ATP-dependent DNA ligase (<italic>Acidobacteria bacterium</italic>; PYX11037.1)</td>
<td align="center" valign="top">72%<break/>(0.00)</td>
<td align="center" valign="top">567</td>
<td align="left" valign="top">ATP-dependent DNA ligase domain</td>
<td align="center" valign="top">++</td>
</tr>
<tr>
<td align="left" valign="top">pD4</td>
<td align="left" valign="top">MZ835332</td>
<td align="center" valign="top">659</td>
<td align="center" valign="top">57.8</td>
<td align="center" valign="top">(1)</td>
<td align="left" valign="top">N-term</td>
<td align="center" valign="top">134</td>
<td align="left" valign="top">Leucyl-tRNA synthetase (<italic>Kouleothrix aurantiaca</italic>; KPV53383.3)</td>
<td align="center" valign="top">81%<break/>(1<italic>E</italic>&#x2013;64)</td>
<td align="center" valign="top">920</td>
<td align="left" valign="top">tRNA synthetases class I<break/>Anticodon binding domain of tRNA</td>
<td align="center" valign="top">None</td>
</tr>
<tr>
<td align="left" valign="top">pD5</td>
<td align="left" valign="top">MZ835333</td>
<td align="center" valign="top">551</td>
<td align="center" valign="top">39.2</td>
<td align="center" valign="top">(1)</td>
<td align="left" valign="top">N-term</td>
<td align="center" valign="top">143</td>
<td align="left" valign="top">Hypothetical protein (<italic>Candidatus Levybacteria bacterium</italic>; OGH24733.1)</td>
<td align="center" valign="top">54%<break/>(3<italic>E</italic>&#x2013;43)</td>
<td align="center" valign="top">504</td>
<td align="left" valign="top">&#x2212;</td>
<td align="center" valign="top">None</td>
</tr>
<tr>
<td align="left" valign="top">pD6</td>
<td align="left" valign="top">MZ835334</td>
<td align="center" valign="top">335</td>
<td align="center" valign="top">67.8</td>
<td align="center" valign="top">(1)</td>
<td align="left" valign="top">N-term</td>
<td align="center" valign="top">52</td>
<td align="left" valign="top">GNAT family N-acetyltransferase (<italic>Kribbella sp</italic>; WP_077019138.1)</td>
<td align="center" valign="top">46%<break/>(1<italic>E</italic>&#x2013;08)</td>
<td align="center" valign="top">243</td>
<td align="left" valign="top">&#x2212;</td>
<td align="center" valign="top">None</td>
</tr>
<tr>
<td align="left" valign="top" rowspan="2">pD7<xref rid="tfn5" ref-type="table-fn"><sup>e</sup></xref>
</td>
<td align="left" valign="top" rowspan="2">MZ835335</td>
<td align="center" valign="top" rowspan="2">3,502</td>
<td align="center" valign="top" rowspan="2">57.8</td>
<td align="center" valign="top">1</td>
<td align="left" valign="top">C-term</td>
<td align="center" valign="top">251</td>
<td align="left" valign="top">Bifunctional ADP-dependent NAD(P)H-hydrate dehydratase/NAD(P)H-hydrate epimerase (<italic>Chthoniobacter flavus</italic>; WP_006981019.1</td>
<td align="center" valign="top">54.79%<break/>(5<italic>E</italic>&#x2013;74)</td>
<td align="center" valign="top">499</td>
<td align="left" valign="top">YjeF-related protein N-terminus<break/>Putative carbohydrate kinase<break/>Ribokinase/pfkB superfamily</td>
<td>+</td>
</tr>
<tr>
<td align="center" valign="top">(2)</td>
<td align="left" valign="top">No</td>
<td align="center" valign="top">460</td>
<td align="left" valign="top">DEAD/DEAH box helicase (<italic>Nitrosospira sp.,</italic> WP_090907573.1)</td>
<td align="center" valign="top">90.93% (0.00)</td>
<td align="center" valign="top">463</td>
<td align="left" valign="top">N-terminal helicase domain of the DEAD-box helicase superfamily<break/>Superfamily II DNA and RNA helicase<break/>ATP-dependent DNA helicase RecQ<break/>ATP-dependent RNA helicase SrmB</td>
<td>+</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<fn id="tfn1">
<label>a</label>
<p>ORFs involved in cold resistance are indicated in parentheses.</p></fn>
<fn id="tfn2">
<label>b</label>
<p>aa, amino acids.</p></fn>
<fn id="tfn3">
<label>c</label>
<p>Those sequences with an <italic>E</italic>-value higher than 0.001 in BLASTP searches were considered to be unknown proteins.</p></fn>
<fn id="tfn4">
<label>d</label>
<p>Each (+) sign means a positive prediction with one of the two bioinformatics programs (DPP-PseAAC and DNABIND) used to predict DNA-binding domains described in &#x201C;Materials and methods.&#x201D;</p></fn>
<fn id="tfn5">
<label>e</label>
<p>Clone isolated in the second screening performed with the double mutant <italic>DH10B &#x0394;csdA &#x0394;rnr</italic>.</p></fn>
</table-wrap-foot>
</table-wrap>
<fig position="float" id="fig3">
<label>Figure 3</label>
<caption>
<p>Schematic organization of the ORFs identified in each of the 20 cold-resistant clones. Arrows indicate the location and the transcriptional orientation of all the putative genes, being marked in green the ones related to a cold-tolerant phenotype and in yellow the ones that were not related to cold-tolerance. Truncated ORFs are indicated with an asterisk.</p>
</caption>
<graphic xlink:href="fmicb-13-1026463-g003.tif"/>
</fig>
<p>The recombinant plasmids pC4, pC5, pC7, pC8, pC13, pD1, pD3, pD4, pD5, and pD6 contained only one ORF each, which are responsible for their cold-tolerance phenotype (<xref rid="tab1" ref-type="table">Table 1</xref>; <xref rid="fig1" ref-type="fig">Figures 1</xref>, <xref rid="fig2" ref-type="fig">2</xref>). These clones encode diverse proteins, most of them previously annotated in different organisms. Briefly, pC4 encodes an asparaginase, pC5 a cyclase, pC7 an extradiol dioxygenase, pC8 an ABC transporter permease, pC13 a hypothetical protein, pD1 an acyl-CoA-dehydrogenase, pD3 an ATP-dependent DNA ligase, pD4 a leucyl-tRNA synthetase, pD5 a hypothetical protein, and pD6 a GNAT family N-acetyltransferase (<xref rid="tab1" ref-type="table">Table 1</xref>). However, the rest of the clones contained recombinant plasmids with two or more ORFs that were independently subcloned to define the putative genes responsible for cold tolerance. The results from solid and liquid tests comparing the tolerance of each subclone to the complete clone and to control strains are compiled in <xref ref-type="supplementary-material" rid="SM3">Supplementary Figures S3</xref>, <xref ref-type="supplementary-material" rid="SM4">S4</xref>. The DNA insert of pC1 contains two ORFs, both encoding hypothetical proteins. Both genes showed cold tolerance when they were subcloned independently and were able to grow similarly to the complete clone pC1 at 15&#x00B0;C in solid and liquid media (<xref ref-type="supplementary-material" rid="SM3">Supplementary Figures S3</xref>, <xref ref-type="supplementary-material" rid="SM4">S4A</xref>). In the case of the DNA insert from pC2, two ORFs were identified: <italic>orf1</italic> encoding a pantetheine-phosphate adenylyltransferase and <italic>orf2</italic> encoding a 16S rRNA methyltransferase. The clones harboring each one of these ORFs were cold resistant compared to our negative control and they were able to grow faster at 15&#x00B0;C in solid and liquid media than the DH10B <italic>&#x0394;csdA</italic> strain and even the complete clone (<xref ref-type="supplementary-material" rid="SM3">Supplementary Figures S3</xref>, <xref ref-type="supplementary-material" rid="SM4">S4B</xref>). The DNA insert of pC3 contains two ORFs: <italic>orf1</italic> encodes a hypothetical protein and <italic>orf2</italic> encodes a Hsp70 family protein. Both ORFs clearly conferred tolerance to low temperatures but <italic>orf2</italic> is slightly more resistant than <italic>orf1</italic> when subcloned independently (<xref ref-type="supplementary-material" rid="SM3">Supplementary Figures S3</xref>, <xref ref-type="supplementary-material" rid="SM4">S4C</xref>). In the case of the DNA insert of pC6, two ORFs were identified, encoding a murein L,D-transpeptidase and a hypothetical protein, respectively. Both genes showed cold tolerance when they were subcloned independently (<xref ref-type="supplementary-material" rid="SM3">Supplementary Figures S3</xref>, <xref ref-type="supplementary-material" rid="SM4">S4D</xref>). The DNA insert of pC9 also contains two ORFs, both encoding unknown proteins. Both ORFs conferred cold tolerance when independently subcloned (<xref ref-type="supplementary-material" rid="SM3">Supplementary Figures S3</xref>, <xref ref-type="supplementary-material" rid="SM4">S4E</xref>). pC10 clone contained a recombinant insert with two possible ORFs, encoding a hypothetical protein and an aminoacetone oxidase, respectively. Both ORFs showed a similar response to low temperatures when independently subcloned and this response was also similar to that observed for the complete clone, thus both subclones were related to cold tolerance (<xref ref-type="supplementary-material" rid="SM3">Supplementary Figures S3</xref>, <xref ref-type="supplementary-material" rid="SM4">S4F</xref>). Three ORFs have been described in the DNA insert of pC11: <italic>orf1</italic> encoding a DNA ligase, <italic>orf2</italic> encoding a ferredoxin and <italic>orf3</italic> encoding a hypothetical protein. These three ORFs showed a similar response to cold when they were subcloned independently and it was very similar to the cold tolerance showed by the complete clone (<xref ref-type="supplementary-material" rid="SM3">Supplementary Figures S3</xref>, <xref ref-type="supplementary-material" rid="SM4">S4G</xref>). pC12 clone contained a recombinant insert with two ORFs: <italic>orf1</italic> encodes a lipopolysaccharide heptosyltransferase and <italic>orf2</italic> encodes an isoprenylcysteine carboxyl methyltransferase. In this case, <italic>orf2</italic> seemed to be the main responsible for the cold tolerance showed by pC12, as <italic>orf1</italic> grew considerably slower than <italic>orf2</italic> at 15&#x00B0;C (<xref ref-type="supplementary-material" rid="SM4">Supplementary Figure S4H</xref>). This difference was best detected in the liquid test. The DNA insert of pD2 also contains two ORFs, both encoding unknown proteins. Both ORFs seemed to be responsible for cold tolerance (<xref ref-type="supplementary-material" rid="SM3">Supplementary Figures S3</xref>, <xref ref-type="supplementary-material" rid="SM4">S4I</xref>). Finally, pD7 clone isolated from the double mutant screening was also formed by two ORFs: <italic>orf1</italic> encodes a bifunctional ADP-dependent NAD(P)H-hydrate dehydratase/NAD(P)H-hydrate epimerase and <italic>orf2</italic> encodes a DEAD/DEAH box helicase. The second one was clearly related to cold tolerance (<xref ref-type="supplementary-material" rid="SM3">Supplementary Figures S3</xref>, <xref ref-type="supplementary-material" rid="SM4">S4J</xref>), whereas the <italic>orf1</italic> did not confer cold tolerance when independently subcloned.</p>
</sec>
<sec id="sec15">
<title>Evaluation of cold tolerance conferred by overexpressed <italic>Escherichia coli</italic> homologs in the cold-sensitive mutant DH10B <italic>&#x0394;csdA</italic></title>
<p>We found <italic>E. coli</italic> homologs for 16 of the 29 cold-tolerant genes described in this work (55% of the genes; <xref rid="tab2" ref-type="table">Table 2</xref>). For the rest of the genes (45% of the genes), we did not find any homologs in the <italic>E. coli</italic> genome, so they suppose totally new functions for our cold-sensitive strain. Of the 16 <italic>E. coli</italic> homologs, only 10 were identified in the genome of the DH10B strain. Seven of them were overexpressed in the DH10B <italic>&#x0394;csdA</italic> strain and their cold tolerance was tested in solid and liquid medium at 15&#x00B0;C in comparison with their respective genes identified in this study (<xref rid="fig4" ref-type="fig">Figures 4</xref>, <xref rid="fig5" ref-type="fig">5</xref>). We excluded from these overexpression tests the <italic>E. coli</italic> homologs for the pC10 <italic>orf1</italic> and pC13 genes, since they encode hypothetical proteins, and also for pD7 <italic>orf2</italic>, which encodes an RNA helicase that could be complementing the <italic>csdA</italic> mutation in the cold-sensitive <italic>E. coli</italic> strain (<xref rid="tab1" ref-type="table">Table 1</xref>). The overexpression of the seven <italic>E. coli</italic> homologs also increased cold tolerance and these transformed clones were able to grow similarly to the cold-resistant clones originally isolated from the Antarctic libraries (<xref rid="fig4" ref-type="fig">Figures 4</xref>, <xref rid="fig5" ref-type="fig">5</xref>). These results suggest that the proteins encoded by these <italic>E. coli</italic> genes might be directly or indirectly involved in cold-adaptation processes of this bacterium and, therefore, the overexpression of their environmental homologs also provided an advantage to grow at low temperatures.</p>
<table-wrap position="float" id="tab2">
<label>Table 2</label>
<caption>
<p><italic>Escherichia coli</italic> proteins homologous to cold-tolerant proteins encoded by the genes isolated from Antarctic metagenomic libraries.</p>
</caption>
<table frame="hsides" rules="groups">
<thead>
<tr>
<th align="left" valign="top">Clone name</th>
<th align="center" valign="top">Homologous <italic>E. coli</italic> protein [Accession number]</th>
<th align="center" valign="top">% ID; <italic>E</italic>-value</th>
</tr>
</thead>
<tbody>
<tr>
<td align="left" valign="top">pC2 <italic>orf1</italic></td>
<td align="left" valign="top">Pantetheine-phosphate adenylyltransferase [ACB04684.1]<sup>&#x002A;</sup>,<sup>a</sup></td>
<td align="center" valign="top">44% ID; 5<italic>E</italic>&#x2013;18</td>
</tr>
<tr>
<td align="left" valign="top">pC2 <italic>orf2</italic></td>
<td align="left" valign="top">16S rRNA (guanine(966)-N(2))-methyltransferase [ACB04521.1]<sup>&#x002A;</sup>,<sup>a</sup></td>
<td align="center" valign="top">34% ID; 4<italic>E</italic>&#x2013;12</td>
</tr>
<tr>
<td align="left" valign="top">pC3 <italic>orf2</italic></td>
<td align="left" valign="top">Predicted chaperone [ACB03241.1]<sup>&#x002A;</sup>,<sup>a</sup></td>
<td align="center" valign="top">27% ID; 3<italic>E</italic>&#x2013;11</td>
</tr>
<tr>
<td align="left" valign="top">pC4</td>
<td align="left" valign="top">L-asparaginase 2 (ansB) [WP_000394140.1]<sup>&#x002A;</sup>,<sup>a</sup></td>
<td align="center" valign="top">59% ID; 1<italic>E</italic>&#x2013;19</td>
</tr>
<tr>
<td align="left" valign="top">pC10 <italic>orf1</italic></td>
<td align="left" valign="top">ATP-dependent DNA helicase RecG [MHO04344.1]<sup>&#x002A;</sup></td>
<td align="center" valign="top">26% ID; 3<italic>E</italic>&#x2013;21</td>
</tr>
<tr>
<td align="left" valign="top">pC10 <italic>orf2</italic></td>
<td align="left" valign="top">Aminoacetone oxidase family FAD-binding enzyme [ACB04545.1]<sup>&#x002A;</sup>,<sup>a</sup></td>
<td align="center" valign="top">50% ID; 5<italic>E</italic>&#x2013;35</td>
</tr>
<tr>
<td align="left" valign="top">pC11 <italic>orf1</italic></td>
<td align="left" valign="top">DNA ligase D [MRF42153.1]</td>
<td align="center" valign="top">27% ID; 6<italic>E</italic>&#x2013;12</td>
</tr>
<tr>
<td align="left" valign="top">pC11 <italic>orf2</italic></td>
<td align="left" valign="top">(2Fe-2S) ferredoxin domain-containing protein [TFQ09129.1]</td>
<td align="center" valign="top">36% ID; 3<italic>E</italic>&#x2013;10</td>
</tr>
<tr>
<td align="left" valign="top">pC12 <italic>orf1</italic></td>
<td align="left" valign="top">Lipopolysaccharide heptosyltransferase II [MSF00387.1]</td>
<td align="center" valign="top">28% ID; 3<italic>E</italic>&#x2013;21</td>
</tr>
<tr>
<td align="left" valign="top">pC12 <italic>orf2</italic></td>
<td align="left" valign="top">Isoprenylcysteine carboxyl methyltransferase family protein [EFD8170757.1]</td>
<td align="center" valign="top">38% ID; 3<italic>E</italic>&#x2013;11</td>
</tr>
<tr>
<td align="left" valign="top">pC13</td>
<td align="left" valign="top">Alpha/beta hydrolase [WP_113373543.1]<sup>&#x002A;</sup></td>
<td align="center" valign="top">31% ID; 5<italic>E</italic>&#x2013;05</td>
</tr>
<tr>
<td align="left" valign="top">pD1</td>
<td align="left" valign="top">Acyl-CoA-dehydrogenase [ACB02896.1]<sup>&#x002A;</sup>,<sup>a</sup></td>
<td align="center" valign="top">26% ID; 8<italic>E</italic>&#x2013;16</td>
</tr>
<tr>
<td align="left" valign="top">pD3</td>
<td align="left" valign="top">ATP-dependent DNA ligase [MRF43127.1]</td>
<td align="center" valign="top">30% ID; 2<italic>E</italic>&#x2013;41</td>
</tr>
<tr>
<td align="left" valign="top">pD4</td>
<td align="left" valign="top">Leucyl-tRNA synthetase [ACB01864]<sup>&#x002A;</sup>,<sup>a</sup></td>
<td align="center" valign="top">40% ID; 1<italic>E</italic>&#x2013;27</td>
</tr>
<tr>
<td align="left" valign="top">pD7 <italic>orf1</italic></td>
<td align="left" valign="top">Bifunctional ADP-dependent NAD(P)H-hydrate dehydratase/NAD(P)H-hydrate epimerase [WP_130933370.1]</td>
<td align="center" valign="top">37% ID; 3<italic>E</italic>&#x2013;25</td>
</tr>
<tr>
<td align="left" valign="top">pD7 <italic>orf2</italic></td>
<td align="left" valign="top">RNA helicase [ACB01998.1]<sup>&#x002A;</sup></td>
<td align="center" valign="top">47% ID; 2<italic>E</italic>&#x2013;110</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<p><sup>&#x002A;</sup>Homologs identified in <italic>E. coli</italic> DH10B strain. <sup>a</sup><italic>E. coli</italic> DH10B homolog genes selected for overexpression experiments.</p>
</table-wrap-foot>
</table-wrap>
<fig position="float" id="fig4">
<label>Figure 4</label>
<caption>
<p>Comparative drop assay performed with some of the cold-tolerant genes characterized in this study and their homologous genes in <italic>Escherichia coli</italic> (see <xref rid="tab2" ref-type="table">Table 2</xref>) expressed in the DH10B &#x0394;<italic>csdA</italic> strain. DH10B strain carrying an empty pBluescript vector was used as a positive control and the single cold-sensitive mutant (DH10B &#x0394;<italic>csdA</italic>) also carrying an empty pBluescript vector was used as a negative control. The cell density of overnight cultures was adjusted to OD<sub>600 nm</sub> values of 1.0, serial dilutions were performed and 10&#x2009;&#x03BC;l drops of each dilution were inoculated on LB-Ap<sub>50</sub> plates and grown at 15&#x00B0;C for 10&#x2009;days. Each experiment was repeated at least three times using independent cultures.</p>
</caption>
<graphic xlink:href="fmicb-13-1026463-g004.tif"/>
</fig>
<fig position="float" id="fig5">
<label>Figure 5</label>
<caption>
<p>Comparison of the growth curves of some of the cold-tolerant genes characterized in this study and their homologous genes in <italic>E. coli</italic>. DH10B strain carrying an empty pBluescript vector was used as a positive control and the single cold-sensitive mutant (DH10B &#x0394;<italic>csdA</italic>) also carrying an empty pBluescript vector was used as a negative control. All clones were grown during 5&#x2009;h at 37&#x00B0;C with a slight agitation and then their OD<sub>600 nm</sub> values were adjusted to 0.03. They were grown in 96-well microtiter plates during 140&#x2009;h at 15&#x00B0;C with a slight agitation (80&#x2009;rpm) and OD measures were taken in the SPECTROstar Nano (BMG Labtech) four times per day. Six replicates per clone were introduced in each assay and each experiment was repeated at least three times using independent cultures to corroborate the results.</p>
</caption>
<graphic xlink:href="fmicb-13-1026463-g005.tif"/>
</fig>
</sec>
<sec id="sec16">
<title>Testing the resistance to UV-radiation of the cold-tolerant clones: Looking for cross-resistance</title>
<p>After exposing the cold-tolerant clones to UV-B radiation (4&#x2009;mJ/cm<sup>2</sup>), we observed that 8 of the 20 clones were considerably resistant to this type of stress conditions, approximately one order of magnitude higher compared to the negative controls (DH10B <italic>&#x0394;csdA</italic> or DH10B <italic>&#x0394;csdA &#x0394;rnr</italic> strains; <xref rid="fig6" ref-type="fig">Figure 6</xref>). These UV-resistant clones were the following: pC2, pC3, pC6, pC9, pC13, pD5, pD6, and pD7. Of them, pC13, pD5, and pD6 are composed of a single putative ORF, thus they were considered to be responsible for the UV-resistance. pC13 encodes a hypothetical protein that contains different conserved motifs: alpha/beta hydrolase, enol-[acyl-carrier-protein] reductase (NADH) and serine aminopeptidase). pD5 encodes a hypothetical protein but, in this case, it does not have any conserved motif. Finally, pD6 encodes a GNAT family N-acetyltransferase. For the other clones that contained two ORFs (<xref rid="tab1" ref-type="table">Table 1</xref>), the UV-resistance test was done with each ORF subcloned independently to know which one is directly involved in UV-resistance (<xref rid="fig6" ref-type="fig">Figure 6</xref>). In the case of pC2 clone, it seemed that <italic>orf2</italic> was clearly related to UV-resistance. It encodes for a protein that is similar (65% ID) to a 16S rRNA methyltransferase (<xref rid="tab1" ref-type="table">Table 1</xref>) and that contains a conserved motif of a S-adenosyl-methionine-dependent methyltransferase. In the case of pC3 and pC6 clones, neither of their ORFs was clearly involved in UV-resistance when independently subcloned, therefore, both ORFs seemed to be needed together to protect cells from UV-radiation (<xref rid="fig6" ref-type="fig">Figure 6</xref>). pC9 clone also contained two ORFs and <italic>orf2</italic> was clearly the one involved in UV-resistance. It encodes for an unknown protein, not previously characterized, and without any known conserved motif. Finally, in the case of the pD7 clone isolated in the screening performed with the double mutant, <italic>orf2</italic> might be the one involved in UV-resistance but its response was much less intense than that observed for the complete clone (<xref rid="fig6" ref-type="fig">Figure 6</xref>). This <italic>orf2</italic> encodes a complete DEAD/DEAH box helicase (91% ID) and showed the typical conserved motifs of these family proteins (<xref rid="tab1" ref-type="table">Table 1</xref>). The results of the control assay performed with the same clones and subclones not irradiated with UV-B radiation are compiled in <xref ref-type="supplementary-material" rid="SM5">Supplementary Figure S5</xref>.</p>
<fig position="float" id="fig6">
<label>Figure 6</label>
<caption>
<p>Drop assay of the cold-resistant clones and subclones that were also resistant to UV-B radiation. Both cold-sensitive strains (DH10B &#x0394;<italic>csdA</italic> and DH10B &#x0394;<italic>csdA</italic> &#x0394;<italic>rnr</italic>) carrying empty pBluescript vector were used as negative controls. The cell density of overnight cultures was adjusted to OD<sub>600 nm</sub> values of 1.0, serial dilutions were performed and 10&#x2009;&#x03BC;l drops of each dilution were inoculated on LB-Ap<sub>50</sub> plates and irradiated with a dose of UV-B of 4&#x2009;mJ/cm<sup>2</sup>. UV-B resistance was evaluated after growing cells overnight at 37&#x00B0;C. Each experiment was repeated at least three times using independent cultures.</p>
</caption>
<graphic xlink:href="fmicb-13-1026463-g006.tif"/>
</fig>
</sec>
</sec>
<sec id="sec17" sec-type="discussions">
<title>Discussion</title>
<p>Most of the molecular mechanisms of cold adaptation have been investigated in cultured microorganisms. Therefore, in order to expand the knowledge of these strategies, in this study, we proposed to identify new genes involved in cold adaptation from rhizosphere microorganisms of two Antarctic plants: <italic>Colobanthus quitensis</italic> and <italic>Deschampsia antarctica</italic>. To our knowledge, this is the first study applying a functional metagenomics approach (as culture-independent technique) to isolate cold-tolerance genes from environmental microorganisms. This strategy has been successfully used to study mechanisms of adaptation to diverse extreme conditions, such as acidic pH (<xref ref-type="bibr" rid="ref25">Guazzaroni et al., 2013</xref>), metals (<xref ref-type="bibr" rid="ref45">Mirete et al., 2007</xref>; <xref ref-type="bibr" rid="ref48">Morgante et al., 2014</xref>), high salinity (<xref ref-type="bibr" rid="ref29">Kapardar et al., 2010</xref>; <xref ref-type="bibr" rid="ref13">Culligan et al., 2012</xref>, <xref ref-type="bibr" rid="ref14">2013</xref>; <xref ref-type="bibr" rid="ref46">Mirete et al., 2015</xref>), UV-radiation (<xref ref-type="bibr" rid="ref32">Lamprecht-Grand&#x00ED;o et al., 2020</xref>), or perchlorate (<xref ref-type="bibr" rid="ref17">D&#x00ED;az-Rullo et al., 2021</xref>).</p>
<p>In this work, a total of 29 genes that enhanced the growth of <italic>E. coli</italic> cold-sensitive strains at low temperatures were identified and characterized. In this way, 21 cold-tolerant genes were isolated from <italic>Colobanthus quitensis</italic> library (C) and 8 from <italic>Deschampsia antarctica</italic> library (D). Twelve of these cold-tolerant genes (41%) were identified as genes encoding conserved hypothetical proteins (7 from library C; 1 from library D) and unknown proteins (no similarity to other proteins) (2 from library C; 2 from library D) that could be involved in new cold-tolerance mechanisms not described until now. On the other hand, 17 genes (59%) encode proteins similar to others previously characterized, including a wide variety of different potential functions that can be classified into four categories: (i) metabolic reactions (6 from library C; 1 from library D), (ii) transport and cellular processes (2 from library C), (iii) genetic information processing (3 from library C; 4 from library D); and (iv) non-totally defined function (1 from library C). Only one protein was included in the latter category: a cyclase partially encoded by the truncated gene isolated in the pC5 clone. It is difficult to identify the function of the cyclase isolated in this work, since it is truncated, and no conserved motifs have been described in it.</p>
<p>Of the 29 cold-tolerant genes isolated from the Antarctic metagenomic libraries, <italic>E. coli</italic> homologs were found for only 16 of them (10 in the specific case of the DH10B strain genome) (<xref rid="tab2" ref-type="table">Table 2</xref>). The remaining 13 genes provided totally new functions for this bacterium, optimizing its growth at low temperatures. Seven of the 10 <italic>E. coli</italic> DH10B homologs were overexpressed in the cold-sensitive mutant DH10B <italic>&#x0394;csdA</italic> and all conferred increased cold tolerance (<xref rid="fig4" ref-type="fig">Figures 4</xref>, <xref rid="fig5" ref-type="fig">5</xref>). In fact, all these genes have been related to cold-acclimation processes in other organisms as explained in detail below. Furthermore, some transcriptomic and proteomic analysis performed with <italic>E. coli</italic> cultures have confirmed an upregulation of some of them or other related genes after cold shock (<xref ref-type="bibr" rid="ref44">Mihoub et al., 2003</xref>; <xref ref-type="bibr" rid="ref57">Phadtare and Inouye, 2004</xref>; <xref ref-type="bibr" rid="ref75">Vidovic et al., 2011</xref>). Therefore, these <italic>E. coli</italic> genes, most related to DNA repair and replication, translation, protein folding or acetyl-CoA metabolism, are involved in cold stress response and their overexpression contribute to better growth of the cold-sensitive strain in a similar way as their environmental homologs (<xref rid="fig4" ref-type="fig">Figures 4</xref>, <xref rid="fig5" ref-type="fig">5</xref>).</p>
<sec id="sec18">
<title>Cold-tolerant genes encoding proteins involved in metabolic reactions</title>
<p>Regarding the category of &#x201C;metabolic reactions,&#x201D; seven genes were identified that code for: pantetheine-phosphate adenylyltransferase (pC2 <italic>orf1</italic>), asparaginase (pC4), murein L,D-transpeptidase (pC6 <italic>orf1</italic>), extradiol dioxygenase (pC7), aminoacetone oxidase family FAD-binding enzyme (pC10 <italic>orf2</italic>), ferredoxin (pC11 <italic>orf2</italic>), and acyl-CoA dehydrogenase (pD1). Although these metabolic proteins have very diverse functions, many of them could be clearly connected to cold-tolerance mechanisms of adaptation. In fact, overexpression experiments performed with <italic>E. coli</italic> homologs for pantetheine-phosphate adenylyltransferase, asparaginase, aminoacetone oxidase, and acyl-CoA-dehydrogenase also conferred greater cold tolerance to the cold-sensitive strain (<xref rid="fig4" ref-type="fig">Figures 4</xref>, <xref rid="fig5" ref-type="fig">5</xref>).</p>
<p>The pantetheine-phosphate adenylyltransferase (PPAT) and the acyl-CoA dehydrogenase (ACAD) are two proteins related to CoA metabolism. PPAT is a nucleotidyltransferase that participates in the biosynthesis of CoA from the pantothenic acid (<xref ref-type="bibr" rid="ref62">Rubio et al., 2008</xref>) while ACAD enzyme catalyzes the first reaction of each catabolic &#x03B2;-oxidation cycle, favoring the release of a variable number of acetyl-CoA molecules from a fatty acid molecule until its complete dissociation (<xref ref-type="bibr" rid="ref68">Swigonov&#x00E1; et al., 2009</xref>). Therefore, both proteins are directly involved in increasing CoA levels, an essential cofactor in numerous biosynthetic, degradative, and energy obtaining pathways. Some authors have reported that proteins related to the biosynthesis of acetyl-CoA and ketone bodies reutilization (MetF, ScoB or MmsA) are induced at subzero temperatures in the Antarctic bacterium <italic>Psychrobacter</italic> sp. (<xref ref-type="bibr" rid="ref31">Koh et al., 2017</xref>). <xref ref-type="bibr" rid="ref70">Ting et al. (2010)</xref> detected a higher expression of the ACAD enzyme at 10&#x00B0;C compared to the levels detected at 30&#x00B0;C in the proteomic study performed with the marine bacterium <italic>Sphingopyxis alaskensis.</italic> Finally, acetyl-CoA is a precursor of fatty acid synthesis, and ACAD enzymes might participate in the modification of lipid membrane composition. At low temperatures, shorter and more unsaturated fatty acids conferred a greater fluidity to membranes, as it was described in the marine cyanobacteria <italic>Synechococcus sp.</italic> (<xref ref-type="bibr" rid="ref31">Koh et al., 2017</xref>; <xref ref-type="bibr" rid="ref58">Pittera et al., 2018</xref>).</p>
<p>As a result of the increased acetyl-CoA/CoA ratio during cold acclimation, other metabolic pathways, such as the methylglyoxal (MGO) metabolism, are also affected (<xref ref-type="bibr" rid="ref60">Raymond-Bouchard et al., 2017</xref>). A protective role of the aminoacetone oxidase enzyme under stress conditions in the bacterium <italic>Streptococcus oligofermentans</italic> has been described (<xref ref-type="bibr" rid="ref47">Molla et al., 2014</xref>). Aminoacetone is a pro-oxidative compound that can be oxidized to the toxic MGO. However, aminoacetone oxidase may protect cells by acting as an antioxidant agent, reducing cellular aminoacetone contents under stress conditions, and avoiding the production of the toxic MGO (<xref ref-type="bibr" rid="ref71">Tressel et al., 1986</xref>; <xref ref-type="bibr" rid="ref47">Molla et al., 2014</xref>). On the other hand, ferredoxins are electron transfer proteins that are ubiquitous in biological redox systems across all domains of life. They constitute a highly diverse family of iron&#x2013;sulfur proteins that links important biochemical pathways for energy transduction, nutrient assimilation, and primary metabolism (<xref ref-type="bibr" rid="ref1">Atkinson et al., 2016</xref>). Ferredoxins show typical characteristics of cold-adapted enzymes, such as an increased structural flexibility, a low stability at moderate temperatures, and high activity rates at low temperatures (<xref ref-type="bibr" rid="ref15">Cvetkovska et al., 2018</xref>).</p>
<p>The extradiol dioxygenases constitute a large and diverse group of metalloenzymes that catalyze the rupture of aromatic rings in many different aerobic catabolic pathways (<xref ref-type="bibr" rid="ref74">Vaillancourt et al., 2004</xref>). To our knowledge, these enzymes have not previously been related to cold adaptation in a specific way. Our results have demonstrated that this enzyme may benefit the cell growth under low temperatures since is fully linked to catabolic reactions. Moreover, extradiol dioxygenases were also related to the acetyl-CoA metabolism, which has an essential role in cold adaptation as we have previously explained (<xref ref-type="bibr" rid="ref52">Nogales et al., 2007</xref>; <xref ref-type="bibr" rid="ref53">P&#x00E9;rez-Pantoja et al., 2010</xref>).</p>
<p>Many amino acid metabolism reactions are altered during cold adaptation with the aim of contributing to cell survival (<xref ref-type="bibr" rid="ref67">Sundareswaran et al., 2010</xref>; <xref ref-type="bibr" rid="ref6">Bocian et al., 2015</xref>). The L-asparaginase is one of these enzymes whose expression is induced under low temperatures in different organisms (<xref ref-type="bibr" rid="ref57">Phadtare and Inouye, 2004</xref>; <xref ref-type="bibr" rid="ref9">Cho et al., 2007</xref>; <xref ref-type="bibr" rid="ref67">Sundareswaran et al., 2010</xref>; <xref ref-type="bibr" rid="ref6">Bocian et al., 2015</xref>). Moreover, L-asparaginase activity has been described as beneficial for cold adaptation in the psychrophilic bacteria <italic>Pseudomonas syringae</italic> (<xref ref-type="bibr" rid="ref67">Sundareswaran et al., 2010</xref>). We have also isolated a cold-tolerant gene related to cell envelope metabolism that encodes a murein L,D-transpeptidase. This enzyme participates in the biosynthesis of the bacterial peptidoglycan that is part of bacterial cell walls. A thicker peptidoglycan layer and an upregulation of peptidoglycan biosynthesis have been described in different studies conducted at low temperatures (<xref ref-type="bibr" rid="ref61">Rodrigues et al., 2008</xref>; <xref ref-type="bibr" rid="ref8">Chen et al., 2009</xref>; <xref ref-type="bibr" rid="ref60">Raymond-Bouchard et al., 2017</xref>; <xref ref-type="bibr" rid="ref12">Collins and Margesin, 2019</xref>). A proteomic analysis performed with the psychrophilic bacteria <italic>Planococcus halocryophilus</italic> showed an increased expression of a DD-transpeptidase at &#x2212;10&#x00B0;C of more than 9-fold compared to the values obtained at 23&#x00B0;C. Likewise, other enzymes related to peptidoglycan biosynthesis (MurA and MurB) also increased their expression levels at subzero temperatures (<xref ref-type="bibr" rid="ref49">Mykytczuk et al., 2013</xref>; <xref ref-type="bibr" rid="ref60">Raymond-Bouchard et al., 2017</xref>).</p>
</sec>
<sec id="sec19">
<title>Cold-tolerant genes encoding proteins related to transport and membrane processes</title>
<p>Two cold-tolerant genes possibly encoding an ABC transporter permease (pC8) and an isoprenylcysteine carboxyl methyltransferase (pC12 <italic>orf2</italic>) are included in the second category of &#x201C;transport and cellular processes.&#x201D; Both proteins may favor cellular growth under low temperatures through different mechanisms. ABC transporters participate in a wide range of physiological processes. Specifically, previous transcriptomic and proteomic analysis have demonstrated the relevant role of ABC transporters on cold adaptation due to their ability to import/export a variety of different molecules across the cytoplasmic and outer membranes that may be reused for <italic>de novo</italic> synthesis of different nutrients and metabolites that are essential for cold acclimation (<xref ref-type="bibr" rid="ref57">Phadtare and Inouye, 2004</xref>; <xref ref-type="bibr" rid="ref50">Mykytczuk et al., 2011</xref>; <xref ref-type="bibr" rid="ref31">Koh et al., 2017</xref>). On the other hand, isoprenylcysteine carboxyl methyltransferases (ICMTs) are proteins responsible for the last step of a post-translational modification termed prenylation that can affect numerous proteins, favoring a better association of proteins to cellular membranes, protein&#x2013;protein interactions, and protein stability (<xref ref-type="bibr" rid="ref78">Zhang and Casey, 1996</xref>; <xref ref-type="bibr" rid="ref27">H&#x00E1;la and &#x017D;&#x00E1;rsk&#x00FD;, 2019</xref>). Recently, plant studies supported a possible connection between protein prenylation and its response to both abiotic and biotic stress conditions (<xref ref-type="bibr" rid="ref27">H&#x00E1;la and &#x017D;&#x00E1;rsk&#x00FD;, 2019</xref>).</p>
</sec>
<sec id="sec20">
<title>Cold-tolerant genes encoding proteins responsible for genetic information processing</title>
<p>Interestingly, seven cold-tolerant genes isolated in this work are included in the third category of &#x201C;genetic information processing&#x201D;: a 16S rRNA methyltransferase (pC2 <italic>orf2</italic>), a Hsp70 family protein (pC3 <italic>orf2</italic>), a DNA ligase (encoded by two clones: pC11 <italic>orf1</italic> and pD3), a leucyl-tRNA synthetase (pD4), a GNAT family N-acetyltransferase (pD6), and a DEAD/DEAH box helicase (pD7). In addition, overexpression experiments performed with <italic>E. coli</italic> homologs for 16S rRNA methyltransferase, Hsp70 family protein, and leucyl-tRNA synthetase also conferred higher cold tolerance to the cold-sensitive strain, which confirms its direct relation with cold acclimation (<xref rid="fig4" ref-type="fig">Figures 4</xref>, <xref rid="fig5" ref-type="fig">5</xref>).</p>
<p>16S rRNA (guanine-966-N2)-methyltransferase is responsible for the methylation of the 16S rRNA molecule at the N2 position of its G966 nucleotide (<xref ref-type="bibr" rid="ref3">Baldridge and Contreras, 2013</xref>). Nucleotide modifications are considered essential for ribosome maturation, but recent studies have also related them to response to stressful conditions such as temperature changes or antibiotic presence (<xref ref-type="bibr" rid="ref34">Lesnyak et al., 2007</xref>; <xref ref-type="bibr" rid="ref64">Sergiev et al., 2007</xref>). Studies performed with <italic>E. coli</italic> knockout mutants for methyltransferase genes have shown reduced growth rate under thermal stress compared to the wild-type strain.</p>
<p>Other enzymes related to RNA processing are aminoacyl-tRNA synthetases. These enzymes catalyze the binding of each amino acid to its tRNA molecule in a very specific reaction (<xref ref-type="bibr" rid="ref42">McClain, 1993</xref>). A proteomic analysis performed with the psychrophile <italic>Planococcus halocryophilus</italic> showed that a higher number of proteins related to amino acid and nucleotide recycling are detected at low temperatures. In fact, a higher abundance of some tRNA synthetases (for alanine and glutamic) was detected at &#x2013;10&#x00B0;C (<xref ref-type="bibr" rid="ref60">Raymond-Bouchard et al., 2017</xref>). On the other hand, studies with inactive pear embryos during its dormant phase evaluated the activity of aminoacyl-tRNA synthetases and they confirmed a higher activity of these enzymes after cold treatment (<xref ref-type="bibr" rid="ref69">Tao and Khan, 1974</xref>).</p>
<p>Molecular chaperones such as those of the Hsp70 family can interact with different proteins and favor their proper folding to achieve a specific functional conformation. They also participate in other cellular processes such as: molecule transport, disaggregation and degradation of different proteins, being important for many different processes related to DNA replication, cell division, and metabolism (<xref ref-type="bibr" rid="ref41">Maillot et al., 2019</xref>). Recent studies have supported the induction of heat-shock proteins in response to low temperatures, since correct folding and refolding of cold-damaged proteins are vital after cold shock (<xref ref-type="bibr" rid="ref33">Lelivelt and Kawula, 1995</xref>; <xref ref-type="bibr" rid="ref11">Chow and Tung, 1998</xref>; <xref ref-type="bibr" rid="ref57">Phadtare and Inouye, 2004</xref>; <xref ref-type="bibr" rid="ref66">Stetina et al., 2015</xref>; <xref ref-type="bibr" rid="ref41">Maillot et al., 2019</xref>). In fact, cell recovery rate after a freezing period at &#x2212;80&#x00B0;C was related to the abundance of heat-shock proteins previously accumulated in <italic>E. coli</italic> cells (<xref ref-type="bibr" rid="ref11">Chow and Tung, 1998</xref>).</p>
<p>Two cold-tolerant genes isolated in the Antarctic libraries encode DNA ligases, which are DNA-joining enzymes that are essential for survival of all organisms due to their critical roles in DNA replication and repair (<xref ref-type="bibr" rid="ref5">Berg et al., 2019</xref>). Some genomic studies performed with <italic>Psychrobacillus</italic> strains have suggested an evolution of their pan-genome structures to allow their adaptation to extremely cold habitats, consisting of changing their genome contents to gain higher capacity for DNA repair, translation, and membrane transport (<xref ref-type="bibr" rid="ref10">Choi et al., 2020</xref>). Similarly, some proteomic analyses carried out with different organisms have also supported the idea that an upregulation of proteins related to DNA repair, transcription, and translation is required to adapt to cold stress conditions (<xref ref-type="bibr" rid="ref60">Raymond-Bouchard et al., 2017</xref>; <xref ref-type="bibr" rid="ref38">Liu et al., 2020</xref>).</p>
<p>Another gene totally related to cold acclimation is the one encoding a DEAD/DEAH box helicase (pD7 <italic>orf2</italic>), isolated from library D in the screening performed with the double mutant DH10B <italic>&#x2206;csdA &#x2206;rnr</italic>. This gene could be complementing the mutation in the <italic>csdA</italic> gene that encodes a highly conserved DEAD box RNA helicase essential for cold acclimation in <italic>E. coli</italic>, and therefore would allow the growth of this mutant strain at 15&#x00B0;C. DEAD box helicases such as CsdA participate in ribosome subunit biogenesis, translation initiation, cell transport, gene regulation, and stabilization/degradation of mRNAs. Alternatively, they may prevent or resolve misfolded proteins, providing assistance to rRNAs to reach their active conformation (<xref ref-type="bibr" rid="ref2">Awano et al., 2007</xref>; <xref ref-type="bibr" rid="ref56">Phadtare, 2012</xref>). All of these actions are essential during cold adaptation, where secondary structures of RNA are stably formed under low temperatures and helicases are required for their unwinding, for ribosome binding, and, therefore, for translation initiation (<xref ref-type="bibr" rid="ref77">Yamanaka and Inouye, 2001</xref>; <xref ref-type="bibr" rid="ref56">Phadtare, 2012</xref>).</p>
<p>Finally, clone pD6 encodes a N-terminal truncated GNAT. GNATs (general control non-repressible 5-related N-terminal acetyltransferases) constitute an important family of proteins that includes more than 10,0000 members among eukaryotes, bacteria, and archaea (<xref ref-type="bibr" rid="ref20">Favrot et al., 2016</xref>). Acetylation appears as a major regulatory post-translational modification and is as widespread as phosphorylation. Specifically, GNAT transfers an acetyl group from acetyl-CoA to a wide diversity of substrates, from small molecules such as aminoglycoside antibiotics to macromolecules. In this way, these acetyltransferases are known to be involved in several cellular processes such as peptidoglycan recycling, detoxification pathways, production of virulence factors, iron acquisition, or redox balance (<xref ref-type="bibr" rid="ref20">Favrot et al., 2016</xref>). Therefore, although they have not been directly connected to cold tolerance in prokaryotes, since they participate in many processes, they could also be involved in it.</p>
</sec>
<sec id="sec21">
<title>New hypothetical and unknown proteins related to cold tolerance</title>
<p>In addition to all these cold-tolerant genes that are similar to previously characterized genes (17 of 29 genes) and that can be connected to a cold response, some genes encoding conserved hypothetical (8) and unknown (4) proteins have also been isolated from the Antarctic metagenomic libraries. Some of these hypothetical proteins showed conserved domains that may relate them to specific functions (<xref rid="tab1" ref-type="table">Table 1</xref>). In this way, the hypothetical protein encoded by the pC3 <italic>orf1</italic> gene might act as a spermidine synthase or as a S-adenosyl methionine-dependent methyltransferase. The hypothetical protein encoded by the pC10 <italic>orf1</italic> gene may be a putative ATP-dependent DNA helicase and the one encoded by the single gene of the pC13 clone might act as an alpha/beta hydrolase. For the remaining hypothetical and unknown proteins, no conserved motifs have been identified. However, some of them seem to have DNA-binding domains (predicted by both bioinformatic programs used in this work, see Materials and methods section) as the ones encoded by pC1 <italic>orf1</italic>, pC6 <italic>orf2</italic>, pC9 <italic>orf1</italic> or pC10 <italic>orf1</italic> (<xref rid="tab1" ref-type="table">Table 1</xref>). Therefore, some of these proteins could be related to DNA repair or protection mechanisms or genetic information processing, both essential during cold acclimation. In conclusion, regardless of their still unknown specific function, these hypothetical or unknown proteins provide totally new functions to <italic>E. coli</italic> cells, favoring their growth under low temperatures and could be of interest for future research.</p>
</sec>
<sec id="sec22">
<title>Resistance to UV-B radiation of some of the cold-tolerant clones: A cross-protection against other type of stress conditions</title>
<p>Exposure to low temperatures produces a multitude of alterations in cells, such as decreased solute and nutrient solubility, reduced diffusion rates, increased osmotic stress, and desiccation. In addition, the formation of ice crystals can cause cell damage. An increase in solvent viscosity and gas solubility and thus higher solubility of oxygen and reactive oxygen species (ROS) are also typical in cold habitats (<xref ref-type="bibr" rid="ref12">Collins and Margesin, 2019</xref>). In this way, continuous low temperatures are totally connected with oxidative stress conditions and cold-adapted organisms have probably also developed adaptation mechanisms for them.</p>
<p>According to our experiments, eight of the twenty cold-tolerant clones isolated in the Antarctic metagenomic libraries also showed a considerably resistance to UV-B radiation exposure, involving ten of the genes contained in these clones [pC2 <italic>orf2</italic>, pC3 (<italic>orf1</italic> and <italic>orf2</italic> acting together), pC6 (<italic>orf1</italic> and <italic>orf2</italic> acting together), pC9 <italic>orf2</italic>, pC13, pD5, pD6 and pD7 <italic>orf2</italic>] (<xref rid="fig6" ref-type="fig">Figure 6</xref>). Five of these genes encode hypothetical (pC3 <italic>orf1</italic>, pC6 <italic>orf2</italic>, pC13, pD5) or unknown (pC9 <italic>orf2</italic>) proteins with an undefined function, but in many of them, a DNA-binding domain was predicted with at least one of the two bioinformatic programs used in this work (<xref rid="tab1" ref-type="table">Table 1</xref>). Therefore, they could be involved in the protection or repair of DNA damage, normally caused by UV-radiation (<xref ref-type="bibr" rid="ref32">Lamprecht-Grand&#x00ED;o et al., 2020</xref>). The other five cold-tolerant genes that also conferred UV-resistance are similar to previously characterized genes. In fact, four of them (pC2 <italic>orf2</italic>, pC3 <italic>orf2</italic>, pD6, and pD7 <italic>orf2</italic>) have been related to genetic information processing, so they could be also connected to UV protection since they encode proteins normally induced under different stress conditions, favoring translation initiation, ribosome biogenesis, gene expression regulation, stabilization/degradation of mRNA molecules, or proper protein folding (<xref rid="tab1" ref-type="table">Table 1</xref>; <xref rid="fig6" ref-type="fig">Figure 6</xref>). Finally, the last UV-resistance gene encodes a murein L,D-transpeptidase that participates in the biosynthesis of the peptidoglycan layer, a physical barrier that can also protect cells from UV-radiation as an indirect mechanism (<xref ref-type="bibr" rid="ref36">Liu et al., 2010</xref>).</p>
</sec>
</sec>
<sec id="sec23" sec-type="conclusions">
<title>Conclusion</title>
<p>The isolation of 29 novel cold-tolerant genes in this work supports the use of a functional metagenomic approach to characterize new genes related to extreme temperature tolerance mechanisms. This work has revealed a wide variety of processes that could be related to cold-tolerance, such as different metabolic reactions, transport and membrane processes, or genetic information processing. Moreover, some of the proteins encoded by the novel cold-tolerant genes described in this work are conserved hypothetical or unknown proteins that have not previously been related to cold tolerance. Further characterization of the identified genes will improve understanding of the molecular mechanisms and metabolic pathways involved in low temperature acclimatization. On the other hand, the genes discovered in this work could be used in different biotechnological applications that require low temperatures.</p>
</sec>
<sec id="sec24" 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 at: <ext-link xlink:href="https://www.ncbi.nlm.nih.gov/genbank/" ext-link-type="uri">https://www.ncbi.nlm.nih.gov/genbank/</ext-link>, MZ835316-MZ835335.</p>
</sec>
<sec id="sec25">
<title>Author contributions</title>
<p>PF and JG-P designed the experiments and wrote the manuscript. VM participated in the revision of the manuscript and constructed the metagenomic library. VM and JG-P collected the environmental samples. PF performed the screening, the bioinformatic analysis, and the different tests of the tolerant clones. All authors contributed to the article and approved the submitted version.</p>
</sec>
<sec id="sec26" sec-type="funding-information">
<title>Funding</title>
<p>PF was supported by a postdoctoral fellowship from the <italic>Consejer&#x00ED;a de Educaci&#x00F3;n, Juventud y Deporte, Comunidad de Madrid</italic>, European Social Fund and Youth Employment Initiative (YEI) (PEJD-2017-POST/BIO-4333). VM was supported by a postdoctoral fellowship granted by Becas Chile 2010 Program, from the Chilean government. This research was supported by: (i) grants PGC2018-096956-B-C42, CTM2009-08648-E/ANT, and CTM2011-14777-E/ANT by the Spanish Ministry of Science and Innovation/State Agency of Research MCIN/AEI/10.13039/501100011033 and by &#x201C;ERDF A way of making Europe,&#x201D; and (ii) the European Commission, Horizon 2020 Framework Programme, Call: H2020-LEIT-BIO-2015-1, Project: METAFLUIDICS, GA 685474.</p>
</sec>
<sec id="conf1" 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="sec100" 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>
</body>
<back>
<ack>
<p>We thank Carolina Gonz&#x00E1;lez de Figueras from the Centro de Astrobiolog&#x00ED;a (CAB), for technical assistance, and also to Angeles Aguilera Baz&#x00E1;n (CAB), PI of the Antarctic projects, for organizing the campaign and her support.</p>
</ack>
<sec id="sec28" sec-type="supplementary-material">
<title>Supplementary material</title>
<p>The Supplementary material for this article can be found online at: <ext-link xlink:href="https://www.frontiersin.org/articles/10.3389/fmicb.2022.1026463/full#supplementary-material" ext-link-type="uri">https://www.frontiersin.org/articles/10.3389/fmicb.2022.1026463/full#supplementary-material</ext-link></p>
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<fn-group>
<fn id="fn0004"><p><sup>1</sup><ext-link xlink:href="https://www.ncbi.nlm.nih.gov/orffinder/" ext-link-type="uri">https://www.ncbi.nlm.nih.gov/orffinder/</ext-link></p></fn>
<fn id="fn0005"><p><sup>2</sup><ext-link xlink:href="https://www.ebi.ac.uk/Tools/hmmer/results/95FCB862-EF40-11E9-932A%20ACDA53F04F9B/score" ext-link-type="uri">https://www.ebi.ac.uk/Tools/hmmer/results/95FCB862-EF40-11E9-932A%20ACDA53F04F9B/score</ext-link></p></fn>
<fn id="fn0006"><p><sup>3</sup><ext-link xlink:href="http://77.68.43.135:8080/DPP-PseAAC/" ext-link-type="uri">http://77.68.43.135:8080/DPP-PseAAC/</ext-link></p></fn>
<fn id="fn0007"><p><sup>4</sup><ext-link xlink:href="https://dnabind.szialab.org/" ext-link-type="uri">https://dnabind.szialab.org/</ext-link></p></fn>
<fn id="fn0008"><p><sup>5</sup><ext-link xlink:href="https://browser.combase.cc/DMFit.aspx" ext-link-type="uri">https://browser.combase.cc/DMFit.aspx</ext-link></p></fn></fn-group></back></article>