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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.2022.879970</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>Metagenomes of Red Sea Subpopulations Challenge the Use of Marker Genes and Morphology to Assess <italic>Trichodesmium</italic> Diversity</article-title>
</title-group>
<contrib-group>
<contrib contrib-type="author" corresp="yes">
<name>
<surname>Koedooder</surname>
<given-names>Coco</given-names>
</name>
<xref rid="aff1" ref-type="aff"><sup>1</sup></xref>
<xref rid="aff2" ref-type="aff"><sup>2</sup></xref>
<xref rid="aff3" ref-type="aff"><sup>3</sup></xref>
<xref rid="c001" ref-type="corresp"><sup>&#x002A;</sup></xref>
<uri xlink:href="https://loop.frontiersin.org/people/575226/overview"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Landou</surname>
<given-names>Etai</given-names>
</name>
<xref rid="aff4" ref-type="aff"><sup>4</sup></xref>
<uri xlink:href="https://loop.frontiersin.org/people/1745318/overview"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Zhang</surname>
<given-names>Futing</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/1745439/overview"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Wang</surname>
<given-names>Siyuan</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/1791749/overview"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Basu</surname>
<given-names>Subhajit</given-names>
</name>
<xref rid="aff1" ref-type="aff"><sup>1</sup></xref>
<xref rid="aff2" ref-type="aff"><sup>2</sup></xref>
<xref rid="aff5" ref-type="aff"><sup>5</sup></xref>
<uri xlink:href="https://loop.frontiersin.org/people/737611/overview"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Berman-Frank</surname>
<given-names>Ilana</given-names>
</name>
<xref rid="aff6" ref-type="aff"><sup>6</sup></xref>
<uri xlink:href="https://loop.frontiersin.org/people/204937/overview"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Shaked</surname>
<given-names>Yeala</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/763668/overview"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Rubin-Blum</surname>
<given-names>Maxim</given-names>
</name>
<xref rid="aff3" ref-type="aff"><sup>3</sup></xref>
<uri xlink:href="https://loop.frontiersin.org/people/846157/overview"/>
</contrib>
</contrib-group>
<aff id="aff1"><sup>1</sup><institution>The Fredy and Nadine Herrmann Institute of Earth Sciences, Hebrew University of Jerusalem</institution>, <addr-line>Jerusalem</addr-line>, <country>Israel</country></aff>
<aff id="aff2"><sup>2</sup><institution>The Interuniversity Institute for Marine Sciences in Eilat</institution>, <addr-line>Eilat</addr-line>, <country>Israel</country></aff>
<aff id="aff3"><sup>3</sup><institution>Israel Oceanographic and Limnological Research</institution>, <addr-line>Haifa</addr-line>, <country>Israel</country></aff>
<aff id="aff4"><sup>4</sup><institution>Mina and Everard Goodman Faculty of Life Sciences, Bar Ilan University</institution>, <addr-line>Ramat Gan</addr-line>, <country>Israel</country></aff>
<aff id="aff5"><sup>5</sup><institution>Microsensor Research Group, Max Planck Institute for Marine Microbiology</institution>, <addr-line>Bremen</addr-line>, <country>Germany</country></aff>
<aff id="aff6"><sup>6</sup><institution>Department of Marine Biology, Leon H. Charney School of Marine Sciences, University of Haifa</institution>, <addr-line>Haifa</addr-line>, <country>Israel</country></aff>
<author-notes>
<fn id="fn0001" fn-type="edited-by"><p>Edited by: Francisco Rodriguez-Valera, Miguel Hern&#x00E1;ndez University of Elche, Spain</p></fn>
<fn id="fn0002" fn-type="edited-by"><p>Reviewed by: Luis Miguel Rodr&#x00ED;guez, University of Innsbruck, Austria; Eric Daniel Becraft, University of North Alabama, United States</p></fn>
<corresp id="c001">&#x002A;Correspondence: Coco Koedooder, <email>coco.koedooder@mail.huji.ac.il</email></corresp>
<fn id="fn0003" fn-type="other"><p>This article was submitted to Aquatic Microbiology, a section of the journal Frontiers in Microbiology</p></fn>
</author-notes>
<pub-date pub-type="epub">
<day>30</day>
<month>05</month>
<year>2022</year>
</pub-date>
<pub-date pub-type="collection">
<year>2022</year>
</pub-date>
<volume>13</volume>
<elocation-id>879970</elocation-id>
<history>
<date date-type="received">
<day>20</day>
<month>02</month>
<year>2022</year>
</date>
<date date-type="accepted">
<day>22</day>
<month>04</month>
<year>2022</year>
</date>
</history>
<permissions>
<copyright-statement>Copyright &#x00A9; 2022 Koedooder, Landou, Zhang, Wang, Basu, Berman-Frank, Shaked and Rubin-Blum.</copyright-statement>
<copyright-year>2022</copyright-year>
<copyright-holder>Koedooder, Landou, Zhang, Wang, Basu, Berman-Frank, Shaked and Rubin-Blum</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><italic>Trichodesmium</italic> are filamentous cyanobacteria of key interest due to their ability to fix carbon and nitrogen within an oligotrophic marine environment. Their blooms consist of a dynamic assemblage of subpopulations and colony morphologies that are hypothesized to occupy unique niches. Here, we assessed the poorly studied diversity of <italic>Trichodesmium</italic> in the Red Sea, based on metagenome-assembled genomes (MAGs) and <italic>hetR</italic> gene-based phylotyping. We assembled four non-redundant MAGs from morphologically distinct <italic>Trichodesmium</italic> colonies (tufts, dense and thin puffs). <italic>Trichodesmium thiebautii</italic> (puffs) and <italic>Trichodesmium erythraeum</italic> (tufts) were the dominant species within these morphotypes. While subspecies diversity is present for both <italic>T. thiebautii</italic> and <italic>T. erythraeum</italic>, a single <italic>T. thiebautii</italic> genotype comprised both thin and dense puff morphotypes, and we hypothesize that this phenotypic variation is likely attributed to gene regulation. Additionally, we found the rare non-diazotrophic clade IV and V genotypes, related to <italic>Trichodesmium nobis</italic> and <italic>Trichodesmium miru</italic>, respectively that likely occurred as single filaments. The <italic>hetR</italic> gene phylogeny further indicated that the genotype in clade IV could represent the species <italic>Trichodesmium contortum</italic>. Importantly, we show the presence of <italic>hetR</italic> paralogs in <italic>Trichodesmium</italic>, where two copies of the <italic>hetR</italic> gene were present within <italic>T. thiebautii</italic> genomes. This may lead to the overestimation of <italic>Trichodesmium</italic> diversity as one of the copies misidentified <italic>T. thiebautii</italic> as <italic>Trichodesmium aureum</italic>. Taken together, our results highlight the importance of re-assessing <italic>Trichodesmium</italic> taxonomy while showing the ability of genomics to capture the complex diversity and distribution of <italic>Trichodesmium</italic> populations.</p>
</abstract>
<kwd-group>
<kwd><italic>Trichodesmium</italic></kwd>
<kwd>hetR</kwd>
<kwd>cyanobacteria</kwd>
<kwd>morphotype</kwd>
<kwd>Red Sea</kwd>
<kwd>taxonomy</kwd>
<kwd>metagenome</kwd>
<kwd>biodiversity</kwd>
</kwd-group>
<contract-num rid="cn1">260/21</contract-num>
<contract-num rid="cn2">2020041</contract-num>
<contract-num rid="cn4">913/19</contract-num>
<contract-num rid="cn5">2019055</contract-num>
<contract-num rid="cn6">1126</contract-num>
<contract-sponsor id="cn1">Israel Science Foundation<named-content content-type="fundref-id">10.13039/501100003977</named-content>
</contract-sponsor>
<contract-sponsor id="cn2">Israel-United States Bi-National Science Foundation</contract-sponsor>
<contract-sponsor id="cn3">Schulich Marine Studies Initiative</contract-sponsor>
<contract-sponsor id="cn4">Israel Science Foundation<named-content content-type="fundref-id">10.13039/501100003977</named-content>
</contract-sponsor>
<contract-sponsor id="cn5">United States-Israel Binational Science Foundation<named-content content-type="fundref-id">10.13039/501100001742</named-content>
</contract-sponsor>
<contract-sponsor id="cn6">Israel Ministry of Science and Technology</contract-sponsor>
<contract-sponsor id="cn7">PBC Fellowship Program for Outstanding Chinese and Indian Post-Doctoral Fellows</contract-sponsor>
<counts>
<fig-count count="4"/>
<table-count count="0"/>
<equation-count count="0"/>
<ref-count count="62"/>
<page-count count="9"/>
<word-count count="6136"/>
</counts>
</article-meta>
</front>
<body>
<sec id="sec1" sec-type="intro">
<title>Introduction</title>
<p><italic>Trichodesmium</italic> is a genus of filamentous cyanobacteria known for its ability to form large visible surface blooms in tropical and subtropical regions of the ocean. Having first been described in 1770 by James Cook (<xref ref-type="bibr" rid="ref59">Transcription of National Library of Australia, 2004</xref>), <italic>Trichodesmium</italic> have been extensively studied due to their ability to form blooms of large biomass supporting marine food webs through their nitrogen and carbon fixing capabilities (<xref ref-type="bibr" rid="ref13">Dugdale et al., 1961</xref>) and subsequent relevance to biogeochemical cycles within oligotrophic marine environments (<xref ref-type="bibr" rid="ref10">Capone et al., 1997</xref>; <xref ref-type="bibr" rid="ref37">McKinna, 2015</xref>; <xref ref-type="bibr" rid="ref9">Capone, 2021</xref>).</p>
<p><italic>Trichodesmium</italic> blooms are dynamic over space and time, typically consisting of a complex assemblage of several different subpopulations and colony morphologies that are predicted to exhibit unique ecological lifestyles (<xref ref-type="bibr" rid="ref19">Hansel et al., 2016</xref>; <xref ref-type="bibr" rid="ref18">Gradoville et al., 2017</xref>; <xref ref-type="bibr" rid="ref14">Eichner et al., 2019</xref>; <xref ref-type="bibr" rid="ref12">Delmont, 2021</xref>; <xref ref-type="bibr" rid="ref20">Held et al., 2021</xref>; <xref ref-type="bibr" rid="ref62">Wang et al., 2021</xref>). For example, the comparison of two distinct puff-shaped morphotypes termed &#x201C;dense&#x201D; and &#x201C;thin&#x201D; colonies, isolated from the Red Sea displayed a remarkable heterogeneity in their preference to capture and center dust (<xref ref-type="bibr" rid="ref62">Wang et al., 2021</xref>). While colony morphotypes cannot always be linked to different genotypes or species (<xref ref-type="bibr" rid="ref52">Rouco et al., 2016</xref>; <xref ref-type="bibr" rid="ref18">Gradoville et al., 2017</xref>) genomic information regarding <italic>Trichodesmium</italic> colonies in this region is lacking in comparison to studies conducted in the Atlantic and Pacific Oceans.</p>
<p>The diversity of <italic>Trichodesmium</italic> bloom-forming populations was first assessed <italic>via</italic> colony morphology (<xref ref-type="bibr" rid="ref24">Janson et al., 1995</xref>). With the advent of molecular techniques, the use of single-marker genes represented a more accurate and consistent phylogenetic technique (<xref ref-type="bibr" rid="ref38">McManus and Katz, 2009</xref>). Marker genes that have been used to assess <italic>Trichodesmium</italic> diversity include the 16S rRNA, <italic>hetR</italic>, a regulatory gene for the development of heterocysts, and <italic>nifH</italic>, which encodes the nitrogenase iron protein. The <italic>hetR</italic> gene is considered a good marker to assess <italic>Trichodesmium</italic> diversity as it is more variable (10%) in comparison to genetic markers such as 16S ribosomal RNA (2&#x2013;3%) or <italic>nifH</italic> (2%; <xref ref-type="bibr" rid="ref44">Orcutt et al., 2002</xref>; <xref ref-type="bibr" rid="ref35">Lundgren et al., 2005</xref>).</p>
<p>Phylogenetic analysis using <italic>hetR</italic> as a marker gene separates <italic>Trichodesmium</italic> into four distinct clades: clade I (<italic>Trichodesmium thiebautii</italic>, <italic>Trichodesmium hildebrandtii</italic>, <italic>Trichodesmium tenue</italic>, and <italic>Trichodesmium pelagicum</italic>), clade II (<italic>Trichodesmium aureum</italic>), clade III (<italic>Trichodesmium erythraeum</italic>, <italic>Trichodesmium havanum</italic>), and clade IV (<italic>Trichodesmium contortum</italic>, <italic>Trichodesmium tenue</italic>; <xref ref-type="bibr" rid="ref35">Lundgren et al., 2005</xref>; <xref ref-type="bibr" rid="ref22">Hynes et al., 2012</xref>). Recently, a fifth clade (clade V) consisting of the non-diazotrophic <italic>Trichodesmium miru</italic> was proposed by <xref ref-type="bibr" rid="ref12">Delmont (2021)</xref>. Currently, genomes of clades I, III, (and V) are available, including that of the culturable clade III lineage <italic>Trichodesmium erythraeum</italic> IMS101 (<xref ref-type="bibr" rid="ref61">Walworth et al., 2015</xref>).</p>
<p>To better understand the taxonomic diversity of <italic>Trichodesmium</italic> in the Red Sea, we isolated colonies from the Gulf of Aqaba and compared the resulting metagenome-assembled genomes (MAGs) to those of other <italic>Trichodesmium</italic> populations from the Indian, Pacific and Atlantic Oceans. We confirmed the presence of these genomes in the Red Sea based on amplicon sequencing of the <italic>hetR</italic> gene, and, in light of our findings, evaluated the ability of this marker gene to capture <italic>Trichodesmium</italic> diversity.</p>
</sec>
<sec id="sec2" sec-type="materials|methods">
<title>Materials and Methods</title>
<sec id="sec3">
<title><italic>Trichodesmium</italic> Sampling and Extraction</title>
<p>To assess the <italic>Trichodesmium</italic> population of the Red Sea, <italic>Trichodesmium</italic> colonies were handpicked and separated into three distinct morphotypes (~100&#x2013;200 colonies each) throughout the winter bloom (November 2020) using a 100&#x2009;&#x03BC;m phytoplankton net at 20&#x2009;m depth in the Gulf of Aqaba (Eilat, Israel; 29.56&#x00B0;N, 34.95&#x00B0;E; <xref rid="fig1" ref-type="fig">Figure 1</xref>). Colonies were washed three times in 0.2&#x2009;&#x03BC;m filtered seawater before being filtered on a 0.2&#x2009;&#x03BC;m PCC filter using a vacuum pump. Filters were frozen in liquid N<sub>2</sub> and kept at &#x2212;80&#x00B0;C until analysis.</p>
<fig position="float" id="fig1">
<label>Figure 1</label>
<caption><p><italic>Trichodesmium</italic> colony morphotypes and their relative read abundance (%) in the Red Sea. Both <bold>(A)</bold> dense and <bold>(B)</bold> thin puff-shaped morphotypes, primarily consisted of <italic>Trichodesmium thiebautii</italic> genotype (dark green; MAG R02), while tuft-shaped morphotypes <bold>(C)</bold> were dominated by <italic>Trichodesmium erythraeum</italic> (light blue; MAG R01). All morphotypes contained low read abundance of non-diazotrophic MAG R03 (light green; MAG R03) and MAG R04 (black; MAG R04) genotypes, clustering within clade IV and V respectively.</p></caption>
<graphic xlink:href="fmicb-13-879970-g001.tif"/>
</fig>
<p>DNA was extracted from three <italic>Trichodesmium</italic> samples using the DNAeasy Plant Mini Kit (Qiagen) following the manufacturer&#x2019;s instructions. Metagenomic libraries were prepared at HyLabs (Rehovot, Israel) and sequenced with 30&#x2013;60 million 2&#x2009;&#x00D7;&#x2009;150&#x2009;bp reads on Illumina HiSeq 3000 at GENEWIZ (Leipzig, Germany). The metagenomic samples can be found under the accession numbers SRR17940154-6.</p>
</sec>
<sec id="sec4">
<title>Metagenomic Analysis</title>
<p><italic>Trichodesmium</italic> MAGs were binned from assemblies based on the raw reads from this study (PRJNA804487) and those from the previously published metagenomes of <italic>Trichodesmium</italic> from the Pacific (PRJNA435427; PRJNA358796) and Atlantic (PRJNA330990) Oceans (<xref ref-type="bibr" rid="ref17">Frischkorn et al., 2017</xref>, <xref ref-type="bibr" rid="ref15">2018a</xref>; <xref ref-type="bibr" rid="ref18">Gradoville et al., 2017</xref>). Metagenomes were assembled, annotated, and binned using the ATLAS (v2) pipeline (<xref ref-type="bibr" rid="ref31">Kieser et al., 2020</xref>; Supplementary R Markdown File). Briefly, raw sequences underwent quality control through the BBTools suite (<xref ref-type="bibr" rid="ref6">Bushnell, 2014</xref>; <xref ref-type="bibr" rid="ref7">Bushnell et al., 2017</xref>) and were assembled using metaSPAdes (<xref ref-type="bibr" rid="ref42">Nurk et al., 2017</xref>; k-mer lengths: 21, 33, 55, 99, and 121&#x2009;bp). MAGs were binned from each sample using MetaBAT 2 (<xref ref-type="bibr" rid="ref26">Kang et al., 2019</xref>), MaxBin 2.0 (<xref ref-type="bibr" rid="ref63">Wu et al., 2016</xref>), and VAMB (<xref ref-type="bibr" rid="ref41">Nissen et al., 2021</xref>). The completeness and redundancy of each bin were assessed using CheckM (<xref ref-type="bibr" rid="ref47">Parks et al., 2015</xref>). A non-redundant set of bins was produced using DAS Tool (<xref ref-type="bibr" rid="ref56">Sieber et al., 2018</xref>) and dRep (<xref ref-type="bibr" rid="ref43">Olm et al., 2017</xref>) based on an average nucleotide identity (ANI) cutoff of 97.5%. MAGs were taxonomically characterized using the genome taxonomy database tool kit GTDB-tk (<xref ref-type="bibr" rid="ref46">Parks et al., 2018</xref>). Genes were predicted using Prodigal (<xref ref-type="bibr" rid="ref21">Hyatt et al., 2010</xref>). We refer to the Red-Sea MAGs from this study as MAG R and MAGs based on other studies as MAG T. The genome of the cultured strain <italic>Trichodesmium erythraeum</italic> IMS101 and five TARA Oceans MAGs, including two novel non-diazotrophic genomes (<xref ref-type="bibr" rid="ref12">Delmont, 2021</xref>), were incorporated in the follow-up analysis. The ANI values for each MAG were analyzed using ANIb module in pyANI (<xref ref-type="bibr" rid="ref48">Pritchard et al., 2015</xref>).</p>
</sec>
<sec id="sec5">
<title>Amplicon Sequencing of the <italic>hetR</italic> Gene</title>
<p><italic>Trichodesmium</italic> samples (tuft and puff morphotypes) for amplicon sequencing of the <italic>hetR</italic> were collected in the Gulf of Aqaba (same location as above) during several blooms (2013&#x2013;2019). DNA was extracted using the phenol-chloroform method (<xref ref-type="bibr" rid="ref36">Massana et al., 1997</xref>). Partial <italic>hetR</italic> gene sequences (~355&#x2009;bp) were amplified using the forward primer (hetrR_50F), 5&#x2032;-ATTGAACCYA AACGGGTT-3&#x2032; and reverse primer (hetR_381R), 5&#x2032;-CGCTTAATATGTY CTGYCAAAGCTT-3&#x2032;, which were deduced from conserved regions of a <italic>Trichodesmium hetR</italic> nucleotide sequence alignment. 2&#x2009;&#x00D7;&#x2009;250&#x2009;bp reads were sequenced on Illumina MiSeq, following library preparation at HyLabs (Rehovot, Israel). The <italic>hetR</italic> amplicon samples can be found under the accession numbers SAMN25885796-803. Sequences were merged, denoised, and called into amplicon sequence variants (ASVs) using DADA2 in Qiime2 (<xref ref-type="bibr" rid="ref8">Callahan et al., 2016</xref>; <xref ref-type="bibr" rid="ref5">Bolyen et al., 2019</xref>). The ASVs were clustered into five OTUs at 98% similarity for further downstream analyses using the VSEARCH consensus taxonomy classifier (<xref ref-type="bibr" rid="ref51">Rognes et al., 2016</xref>).</p>
</sec>
<sec id="sec6">
<title><italic>Trichodesmium</italic> Phylogeny</title>
<p>We constructed multi-locus and single marker gene (<italic>hetR</italic>) phylogenies of <italic>Trichodesmium</italic>. We used the following genomes: the four <italic>Trichodesmium</italic> MAGs from this study, five <italic>Trichodesmium</italic> MAGs from the TARA Oceans dataset (<xref ref-type="bibr" rid="ref12">Delmont, 2021</xref>) and that of <italic>Trichodesmium erythraeum</italic> IMS101 PRJNA318 (<xref ref-type="bibr" rid="ref61">Walworth et al., 2015</xref>). The phylogenomic tree was constructed from a concatenated gene-alignment of a 251 single-copy gene-set hidden Markov Models (HMMs) for Cyanobacteria using GToTree (v.1.16.12; default settings; <xref ref-type="bibr" rid="ref33">Lee, 2019</xref>). The aligned protein sequences were refined using Gblocks (0.91b; default settings) to eliminate poorly aligned positions and divergent regions (<xref ref-type="bibr" rid="ref11">Castresana, 2000</xref>). A tree was subsequently constructed from the cleaned alignment using IQtree2 (v2.1.3) which implements ModelFinder (v1) to estimate the best-fit model (Q.plant+F&#x2009;+&#x2009;I&#x2009;+&#x2009;G4; <xref ref-type="bibr" rid="ref25">Kalyaanamoorthy et al., 2017</xref>; <xref ref-type="bibr" rid="ref39">Minh et al., 2020</xref>). Shimodaira&#x2013;Hasegawa approximate likelihood-ratio test (SH-aLRT) and ultrafast bootstrap approximation (UFBoot) branch support values were estimated from 1,000 bootstraps. The tree was visualized using FigTree (v1.4.4; <xref rid="fig2" ref-type="fig">Figure 2</xref>) and rooted with <italic>Okeania hirsuta</italic> (GCA_003838225; <xref ref-type="bibr" rid="ref40">Moss et al., 2018</xref>) as an outgroup.</p>
<fig position="float" id="fig2">
<label>Figure 2</label>
<caption><p>Multi-locus (251 HMMs) phylogenomic tree <bold>(A)</bold> and ANI heatmap <bold>(B)</bold> of <italic>Trichodesmium</italic> MAGs. All MAGs assembled in this study are marked in bold. Red Sea MAGs (our samples) are marked in blue. The phylogeny includes five MAGs from the TARA Oceans dataset and the laboratory culture <italic>Trichodesmium erythraeum</italic> IMS101. The tree was rooted at <italic>Okeania hirsuta</italic> (gray). The accession numbers for each MAG can be found in <xref ref-type="supplementary-material" rid="SM1">Supplementary Tables 1, 2</xref>, and their ANI values in <xref ref-type="supplementary-material" rid="SM1">Supplementary Tables 3a,b</xref>.</p></caption>
<graphic xlink:href="fmicb-13-879970-g002.tif"/>
</fig>
<p>The <italic>hetR</italic> marker gene was identified in <italic>Trichodesmium</italic> MAGs using the Rapid Annotation using Subsystem Technology (RAST v2.0; <xref ref-type="bibr" rid="ref1">Aziz et al., 2008</xref>). The <italic>hetR</italic> sequence and the neighboring genes cluster were identified by searching for the HetR amino acid sequence (Tery_1921; Q93CE9) using BLAST on the SEED (v2.0) server (<xref ref-type="bibr" rid="ref2">Aziz et al., 2012</xref>; <xref ref-type="bibr" rid="ref45">Overbeek et al., 2013</xref>). Coverage of the raw reads from the <italic>hetR</italic>-containing contig was further assessed in IGV (v2.12.3; <xref ref-type="bibr" rid="ref50">Robinson et al., 2011</xref>). The marker gene sequences from each <italic>Trichodesmium</italic> MAG were aligned with previously published ones (<xref ref-type="bibr" rid="ref23">Janson et al., 1999</xref>; <xref ref-type="bibr" rid="ref44">Orcutt et al., 2002</xref>; <xref ref-type="bibr" rid="ref22">Hynes et al., 2012</xref>) and those from our Red Sea <italic>hetR</italic> amplicon sequencing using the Multiple Alignment Fast Fourier Transformation (MAFFT v7.490; L-INS-i) software (<xref ref-type="bibr" rid="ref28">Katoh et al., 2002</xref>, <xref ref-type="bibr" rid="ref27">2005</xref>, <xref ref-type="bibr" rid="ref29">2019</xref>). All the <italic>hetR</italic> sequences used in this study can be found in <xref ref-type="supplementary-material" rid="SM1">Supplementary Table 5</xref>. This alignment was further cleaned using GBlocks (v0.91b; default settings; <xref ref-type="bibr" rid="ref11">Castresana, 2000</xref>). A phylogenetic tree rooted at the sequence of <italic>Okeania hirsuta</italic>, was constructed using IQtree2 (v2.1.3) for <italic>hetR</italic> (best-fit model TPM3&#x2009;+&#x2009;F&#x2009;+&#x2009;I) and visualized using FigTree (v1.4.4; <xref rid="fig3" ref-type="fig">Figure 3</xref>). Similarly, the phylogeny of the <italic>rbcL</italic> gene from <italic>Trichodesmium</italic> MAGs was also assessed (best-fit model TN&#x2009;+&#x2009;F&#x2009;+&#x2009;G4) and visualized in IQtree2 (<xref ref-type="supplementary-material" rid="SM2">Supplementary Figure 1</xref>).</p>
<fig position="float" id="fig3">
<label>Figure 3</label>
<caption><p><italic>Trichodesmium hetR</italic> phylogeny. The tree is based on the alignment of 312 nucleotide sequences. Bold text indicates the <italic>hetR</italic> sequences from metagenome-assembled genomes (MAGs; Red Sea sequences are marked in blue). Amplicon <italic>hetR</italic> sequences are shown in green. The five proposed <italic>Trichodemium</italic> clades are shown with colored boxes. Note that clades IV and V are polyphyletic and are therefore not completely resolved. MAGs R02 and T03 contain two <italic>hetR</italic> sequences, clustering within clades I and II, respectively. The average percentage identity (ANI) matrix between the <italic>hetR</italic> gene sequences can be found in <xref ref-type="supplementary-material" rid="SM1">Supplementary Table 4</xref>.</p></caption>
<graphic xlink:href="fmicb-13-879970-g003.tif"/>
</fig>
</sec>
</sec>
<sec id="sec7">
<title>Results and Discussion</title>
<p>Four non-redundant <italic>Trichodesmium</italic> MAGs were assembled from the Red Sea (<xref rid="fig1" ref-type="fig">Figure 1</xref>; <xref ref-type="supplementary-material" rid="SM1">Supplementary Table 1</xref>). Briefly, MAG R01 (<italic>T. erythraeum</italic>) and MAG R04 (<italic>T. miru</italic>-like) were assembled from the tuft sample. MAG R02 (<italic>T. thiebautii</italic>) was curated from dense-puff samples, while MAG R03 (<italic>T. nobis-like</italic>) was from long puffs. The MAGs were of high quality, being 90% complete and with less than 5% redundancy, apart from MAG R04 which was 86.29% complete. To provide a wider framework of <italic>Trichodesmium</italic> diversity, we assembled three non-redundant <italic>Trichodesmium</italic> MAGs from the Pacific and the Atlantic Ocean, based on previously published raw data (<xref ref-type="bibr" rid="ref17">Frischkorn et al., 2017</xref>, <xref ref-type="bibr" rid="ref16">2018b</xref>; <xref ref-type="bibr" rid="ref18">Gradoville et al., 2017</xref>). These included two high-quality MAGs T01-2 and T02, as well as the lower quality MAG T01-1 (<xref ref-type="supplementary-material" rid="SM1">Supplementary Table 2</xref>).</p>
<p>Our results suggest that <italic>T. erythraeum</italic> and <italic>T. thiebautii</italic> are the dominant <italic>Trichodesmium</italic> lineages in the Red Sea, where MAG R01 clustered with <italic>T. erythraeum</italic> (97.3% ANI), and MAG R02 with <italic>T. thiebautii</italic> (97.7&#x2013;98.3% ANI; <xref rid="fig2" ref-type="fig">Figure 2</xref>; <xref ref-type="supplementary-material" rid="SM1">Supplementary Table 3</xref>). The dominance of these lineages in the Red Sea could be confirmed from <italic>hetR</italic> gene phylotyping of <italic>Trichodesmium</italic> populations across several seasons (<xref ref-type="supplementary-material" rid="SM1">Supplementary Figure 2</xref>). Tuft colonies were primarily composed of <italic>T. erythraeum</italic> (~83% read abundance; <xref rid="fig1" ref-type="fig">Figure 1C</xref>; <xref ref-type="bibr" rid="ref44">Orcutt et al., 2002</xref>).</p>
<p>Both thin and dense puff-shaped colonies were dominated by <italic>T. thiebautii</italic> (~78% read abundance; <xref ref-type="supplementary-material" rid="SM1">Supplementary Table 1</xref>; <xref rid="fig1" ref-type="fig">Figures 1A</xref>,<xref rid="fig1" ref-type="fig">B</xref>). This finding is similar to another genomic study where radial (dense-like) and non-radial puff morphologies were linked to the same genotype of <italic>T. thiebautii</italic> (<xref ref-type="bibr" rid="ref18">Gradoville et al., 2017</xref>). Puff-shaped <italic>Trichodesmium</italic> colonies have the unique capability to interact, capture, and concentrate dust at the colony&#x2019;s core (<xref ref-type="bibr" rid="ref54">Rubin et al., 2011</xref>) which can allow colonies to obtain limiting nutrients from the marine environment, such as iron or phosphorous (<xref ref-type="bibr" rid="ref4">Basu and Shaked, 2018</xref>; <xref ref-type="bibr" rid="ref3">Basu et al., 2019</xref>). In the field, thin puffs isolated from the Red Sea were shown to be more interactive in comparison to dense puffs in the capturing and concentrating of dust at the colony&#x2019;s core, while exhibiting pronounced gliding motility (<xref ref-type="bibr" rid="ref62">Wang et al., 2021</xref>). Our findings highlight that these morphological variations do not appear to be explained genomically and that other yet uncharacterized factors are at play. We hypothesize that the observed variations in puff morphologies concerning the centering of dust (<xref ref-type="bibr" rid="ref30">Kessler et al., 2019</xref>; <xref ref-type="bibr" rid="ref62">Wang et al., 2021</xref>) are due to differences in gene regulation in response to yet unknown environmental conditions which may include nutrient limitation or grazing. In a laboratory setting, single filaments of <italic>T. erythraeum</italic> IMS101 clustered into the puff and tuft-shaped colonies when subjected to iron or phosphorous limitation (<xref ref-type="bibr" rid="ref60">Tzubari et al., 2018</xref>). Nonetheless, <italic>Trichodesmium</italic> displays functional variability and heterogeneity at a single-colony level that remains largely unexplained (<xref ref-type="bibr" rid="ref14">Eichner et al., 2019</xref>; <xref ref-type="bibr" rid="ref20">Held et al., 2021</xref>) and subsequently the ability to predict whether a colony will center dust still requires ongoing exploration.</p>
<p>Our data revealed subspecies diversity for both <italic>T. thiebautii</italic> and <italic>T. erythraeum</italic> (<xref rid="fig2" ref-type="fig">Figure 2</xref>). <italic>Trichodesmium thiebautii</italic> MAGs appeared to cluster according to broad geographical patterns as MAG R02 was more similar to that of <italic>T. thiebautii</italic> populations isolated from the Indian Ocean (98.3% ANI), than to the Atlantic <italic>T. thiebautii</italic> MAG (97.7% ANI). This concurs with the previous findings (<xref ref-type="bibr" rid="ref12">Delmont, 2021</xref>). We also found genomic diversity within <italic>T. erythraeum</italic> as revealed from two distinct <italic>T. erythraeum</italic> MAGs from the Pacific Ocean (96.6% ANI). MAG T01-1 was highly similar to that of <italic>T. erythraeum</italic> isolated from the Red Sea (97.6% ANI; MAG R01), whereas MAG T01-2 was closely related to <italic>T. erythraeum</italic> IMS101 (99.4% ANI), which was isolated from the Atlantic Ocean (<xref ref-type="bibr" rid="ref49">Prufert-Bebout et al., 1993</xref>). The <italic>hetR</italic> gene phylotyping of <italic>Trichodesmium</italic> populations in the Red Sea indicates the occurrence of an additional <italic>T. erythraeum</italic> subspecies similar to that of MAG T01-2 (<xref rid="fig3" ref-type="fig">Figure 3</xref>). We were, however, unable to assemble its genome or link it to a specific morphotype. It is still unclear if these two <italic>T. erythraeum</italic> subspecies within the Red Sea and the Pacific Ocean occupy distinct ecological niches.</p>
<p>We detected two potentially non-diazotrophic species within the Red Sea with minor read abundance in all three samples (<xref ref-type="supplementary-material" rid="SM1">Supplementary Table 1</xref>). Both genotypes could not be linked to a specific morphotype, and it is plausible that they either interleaved with <italic>T. thiebautii</italic> puffs or <italic>T. erythraeum</italic> tufts, or existed as single filaments. The low coverage reflected a previous estimate of the non-diazotrophic <italic>Trichodesmium</italic> of the Red Sea (<xref ref-type="bibr" rid="ref12">Delmont, 2021</xref>). Whereas MAG R03 clustered within clade IV, which includes the non-diazotrophic <italic>T. nobis</italic> (95.6% ANI), and MAG R04 clustered within clade V containing the non-diazotrophic <italic>T. miru</italic> (94.6% ANI), both MAGs are on the threshold of being a distinct species within clade IV and V, respectively. We, therefore, turned to the single-marker gene <italic>hetR</italic> to further differentiate these MAGs, as <italic>hetR</italic> phylogeny captures a larger diversity of <italic>Trichodesmium</italic> than is possible through the limited number of <italic>Trichodesmium</italic> genomes currently available. The <italic>hetR</italic> sequences, but not the genomes, are available for <italic>T. pelagicum</italic> (AF490696.1), <italic>T. hildebrandtii</italic> (AF490679.1) in clade I, <italic>T. aureum</italic> (AF490680.1) in clade II, and <italic>T. contortum</italic> (AF013031.1), <italic>T. tenue</italic> (AF013033.1) in clade IV and <italic>T. miru</italic> in clade V.</p>
<p>We show that <italic>T. nobis</italic> and <italic>T. contortum</italic> are closely related, potentially representing the same non-diazotrophic <italic>Trichodesmium</italic> species. Given that <italic>T. nobis</italic> has not been described morphologically, and the genome of <italic>T. contortum</italic> has not been sequenced, both can be linked through the phylogeny of marker genes. Whereas the previously published genome of <italic>T. nobis</italic> did not contain the <italic>hetR</italic> gene (<xref ref-type="bibr" rid="ref12">Delmont, 2021</xref>), the clade IV MAG R03 did, and its <italic>hetR</italic> gene sequence was 99.78% similar to that of <italic>T. contortum</italic> (<xref rid="fig3" ref-type="fig">Figure 3</xref>; <xref ref-type="supplementary-material" rid="SM1">Supplementary Table 4</xref>). Complementing our findings, morphological descriptions of <italic>T. contortum</italic> depict the species as single spiral-shaped trichomes, rather than colonies, that are sporadically present in low abundance (&#x003C;1% of total <italic>Trichodesmium</italic> biomass) within samples (<xref ref-type="bibr" rid="ref24">Janson et al., 1995</xref>; <xref ref-type="bibr" rid="ref34">Letelier and Karl, 1996</xref>; <xref ref-type="bibr" rid="ref44">Orcutt et al., 2002</xref>). MAG R03 lacked the nitrogenase gene cluster, confirming that this clade is non-diazotrophic.</p>
<p>Our results indicate that <italic>hetR</italic> phylotyping can overestimate the diversity within <italic>Trichodesmium</italic> populations, in particular regarding clade II. Intriguingly, both <italic>T. thiebautii</italic> MAGs contained two distinct <italic>hetR</italic> copies (906&#x2009;bp), which had 28 (MAG R02) and 29&#x2009;bp (MAG T02) single nucleotide polymorphisms within a sequence. Further inspection of the two copies showed that they were encoded in close vicinity of each other and that the synteny is highly conserved across all the <italic>Trichodesmium</italic> genomes (<xref rid="fig4" ref-type="fig">Figure 4</xref>). Metagenomic reads of MAG T02 mapped uniformly to both <italic>hetR</italic> copies in both the dense (50.53 and 49.47% <italic>hetR</italic> reads) and long-puff samples (49.21 and 50.21% <italic>hetR</italic> reads), indicating that they likely originate from a single population DNA. The putative pseudogenes between the two <italic>hetR</italic> genes did not match any known viral sequence, isolate spacer, or metagenomic spacer within the Integrated Microbial Genome/Virus Repository (IMG/VR v3; 10<sup>&#x2212;5</sup> cutoff value; <xref ref-type="bibr" rid="ref53">Roux et al., 2021</xref>). Therefore, we suspect that these <italic>hetR</italic> genes are likely paralogs, although it is still unclear how <italic>T. thiebautii</italic> benefits from retaining both <italic>hetR</italic> sequences. Each <italic>hetR</italic> sequence was placed into a distinct phylogenetic clade, where one copy grouped with the <italic>hetR</italic> sequence of <italic>T. aureum</italic> (clade II), and the other one was placed within clade I, together with <italic>T. thiebautii</italic>, <italic>T. pelagicum</italic>, and <italic>T. hildebrandtii</italic> (<xref rid="fig3" ref-type="fig">Figure 3</xref>).</p>
<fig position="float" id="fig4">
<label>Figure 4</label>
<caption><p>The <italic>hetR</italic> gene clusters in <italic>Trichodesmium</italic> sp. The synteny of the <italic>hetR</italic> genes (green) and the neighboring genes of the cluster is conserved between the <italic>Trichodesmium</italic> MAGs and <italic>Trichodesmium erythraeum</italic> IMS101. MAG R02 (<italic>Trichodesmium thiebautii</italic>) contains two <italic>hetR</italic> genes. Raw read counts, listed within the brackets, were mapped to the <italic>hetR</italic> gene cluster of MAG R02 from both the dense and long puff samples.</p></caption>
<graphic xlink:href="fmicb-13-879970-g004.tif"/>
</fig>
<p>Amplicon sequencing of the <italic>hetR</italic> gene showed highly similar abundances of <italic>T. thiebautii</italic> and <italic>T. aureum</italic> during most sampling days. Some fluctuations in the relative read abundance were observed (<xref ref-type="supplementary-material" rid="SM2">Supplementary Figure 2</xref>). These findings can hint at the occurrence of <italic>T. aureum</italic> in the Red Sea. Yet, the presence of <italic>T. aureum</italic>-like <italic>hetR</italic> sequence as a paralog in a single population of <italic>T. thiebautii</italic> can lead to similar observations. <italic>Trichodesmium aureum</italic> has previously been described based on cloning and Sanger sequencing of the <italic>hetR</italic> gene whereas its morphology has been described poorly (<xref ref-type="bibr" rid="ref35">Lundgren et al., 2005</xref>; <xref ref-type="bibr" rid="ref22">Hynes et al., 2012</xref>). Therefore, past distinctions made between <italic>T. thiebautii</italic> and <italic>T. aureum</italic> may reflect the morphological diversity within the same genotype or species. We note that the Atlantic <italic>T. thiebautii</italic> contained one <italic>hetR</italic> paralog that clustered with the <italic>hetR</italic> sequence of clade IV (<italic>T. erythraeum</italic>), yet we cannot exclude a binning artifact in this case, as the sequences did not belong to a single scaffold.</p>
</sec>
<sec id="sec8">
<title>Conclusion and Future Perspectives</title>
<p>Morphotype metagenomics enabled us to better capture the diversity that is present within <italic>Trichodesmium</italic> populations, while revisiting past attempts to differentiate between colonies (<xref ref-type="bibr" rid="ref55">Scornavacca et al., 2020</xref>; <xref ref-type="bibr" rid="ref58">Smith and Hahn, 2021</xref>). We were able to reconstruct the genomes of four different <italic>Trichodesmium</italic> species isolated from the Red Sea, that were subsequently assigned to four different <italic>Trichodesmium</italic> clades including the more elusive non-diazotrophic clades IV and V. Single-colony, rather than bulk population analysis, may help address whether these non-diazotrophic lineages occur as single free-floating filaments, from colonies of yet unknown morphology or are included within the single <italic>T. erythraeum</italic> puff or <italic>T. thiebautii</italic> puff colonies. We further show that <italic>hetR</italic> gene-based phylotyping could overestimate <italic>Trichodesmium</italic> diversity, highlighting the importance of re-assessing past attempts at phylogeny. Other marker genes such as full-length 16S rRNA as suggested by <xref ref-type="bibr" rid="ref12">Delmont (2021)</xref> or the single-copy cyanobacterial marker <italic>rbcL</italic> (<xref ref-type="bibr" rid="ref57">Singh et al., 2015</xref>) may assess the phylogenetic diversity of <italic>Trichodesmium</italic> (<xref ref-type="supplementary-material" rid="SM2">Supplementary Figure 1</xref>), although further verification will be required. Overall, the phylogenetic and functional diversity of <italic>Trichodesmium</italic> in the world&#x2019;s oceans is still poorly understood to date. Thus, genomics in combination with gene expression and physiology, especially as single-colony approaches, will remain an important avenue for future exploration of these key species.</p>
</sec>
<sec id="sec9" sec-type="data-availability">
<title>Data Availability Statement</title>
<p>The four Trichodesmium genomes, the raw metagenomic sequences and the hetR amplicon sequencing data presented in this study are deposited under the BioProject ID number PRJNA804487.</p>
</sec>
<sec id="sec10">
<title>Author Contributions</title>
<p>CK, YS, and MR-B conceived the study. CK, FZ, and SW collected and extracted the metagenomic samples. Under guidance of MR-B, CK analyzed the metagenomic data. EL and SB collected samples for <italic>hetR</italic> amplicon sequencing. Under the guidance of IB-F, EL extracted and analyzed the amplicon sequencing data. The manuscript was compiled and written by CK with the help of MR-B. YS, MR-B, IB-F, and EL provided feedback and guidance during the writing process. All authors contributed to the article and approved the submitted version.</p>
</sec>
<sec id="sec11" sec-type="funding-information">
<title>Funding</title>
<p>This work was funded by the Israel Science Foundation (260/21) and the Israel-United States Bi-National Science Foundation (2020041) to YS. This work was also financially supported in part by the Schulich Marine Studies Initiative to IB-F. MR-B acknowledges the support of the Israel Science Foundation (913/19), the United States-Israel Binational Science Foundation (2019055), and the Israel Ministry of Science and Technology (1126). FZ thanks the PBC Fellowship Program for Outstanding Chinese and Indian Post-Doctoral Fellows.</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="sec14" 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>The authors wish to thank Murielle Dray for technical support.</p>
</ack>
<sec id="sec13" 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.2022.879970/full#supplementary-material" ext-link-type="uri">https://www.frontiersin.org/articles/10.3389/fmicb.2022.879970/full#supplementary-material</ext-link></p>
<supplementary-material xlink:href="Table_1.XLSX" id="SM1" mimetype="application/vnd.openxmlformats-officedocument.spreadsheetml.sheet" xmlns:xlink="http://www.w3.org/1999/xlink"/>
<supplementary-material xlink:href="Data_Sheet_1.PDF" id="SM2" mimetype="application/pdf" xmlns:xlink="http://www.w3.org/1999/xlink"/>
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