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<front>
<journal-meta>
<journal-id journal-id-type="publisher-id">Front. Mar. Sci.</journal-id>
<journal-title>Frontiers in Marine Science</journal-title>
<abbrev-journal-title abbrev-type="pubmed">Front. Mar. Sci.</abbrev-journal-title>
<issn pub-type="epub">2296-7745</issn>
<publisher>
<publisher-name>Frontiers Media S.A.</publisher-name>
</publisher>
</journal-meta>
<article-meta>
<article-id pub-id-type="doi">10.3389/fmars.2021.736817</article-id>
<article-categories>
<subj-group subj-group-type="heading">
<subject>Marine Science</subject>
<subj-group>
<subject>Original Research</subject>
</subj-group>
</subj-group>
</article-categories>
<title-group>
<article-title>The Hologenome of <italic>Haliclona fulva</italic> (Porifera, Demospongiae) Reveals an Abundant and Diverse Viral Community</article-title>
</title-group>
<contrib-group>
<contrib contrib-type="author">
<name><surname>Garc&#x00ED;a-Bonilla</surname> <given-names>Erika</given-names></name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
<xref ref-type="aff" rid="aff2"><sup>2</sup></xref>
<xref ref-type="author-notes" rid="fn002"><sup>&#x2020;</sup></xref>
<uri xlink:href="http://loop.frontiersin.org/people/1523695/overview"/>
</contrib>
<contrib contrib-type="author">
<name><surname>Chaves-Moreno</surname> <given-names>Diego</given-names></name>
<xref ref-type="aff" rid="aff3"><sup>3</sup></xref>
<xref ref-type="author-notes" rid="fn002"><sup>&#x2020;</sup></xref>
<uri xlink:href="http://loop.frontiersin.org/people/471193/overview"/>
</contrib>
<contrib contrib-type="author">
<name><surname>Ria&#x00F1;o-Pach&#x00F3;n</surname> <given-names>Diego</given-names></name>
<xref ref-type="aff" rid="aff4"><sup>4</sup></xref>
<uri xlink:href="http://loop.frontiersin.org/people/50544/overview"/>
</contrib>
<contrib contrib-type="author">
<name><surname>Ter&#x00E1;n</surname> <given-names>Wilson</given-names></name>
<xref ref-type="aff" rid="aff5"><sup>5</sup></xref>
<uri xlink:href="http://loop.frontiersin.org/people/1316559/overview"/>
</contrib>
<contrib contrib-type="author">
<name><surname>Acosta</surname> <given-names>Alberto</given-names></name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
<uri xlink:href="http://loop.frontiersin.org/people/528958/overview"/>
</contrib>
<contrib contrib-type="author" corresp="yes">
<name><surname>Junca</surname> <given-names>Howard</given-names></name>
<xref ref-type="aff" rid="aff2"><sup>2</sup></xref>
<xref ref-type="corresp" rid="c001"><sup>&#x002A;</sup></xref>
<uri xlink:href="http://loop.frontiersin.org/people/33790/overview"/>
</contrib>
</contrib-group>
<aff id="aff1"><sup>1</sup><institution>Laboratorio Ecosistemas Marinos Estrat&#x00E9;gicos, Unidad de Ecolog&#x00ED;a y Sistem&#x00E1;tica - UNESIS, Facultad de Ciencias - Departamento de Biolog&#x00ED;a, Pontificia Universidad Javeriana</institution>, <addr-line>Bogot&#x00E1;</addr-line>, <country>Colombia</country></aff>
<aff id="aff2"><sup>2</sup><institution>RG Microbial Ecology: Metabolism, Genomics &#x0026; Evolution, Division of Ecogenomics &#x0026; Holobionts, Microbiomas Foundation</institution>, <addr-line>Ch&#x00ED;a</addr-line>, <country>Colombia</country></aff>
<aff id="aff3"><sup>3</sup><institution>Microbial Interactions and Processes Research Group, Helmholtz Centre for Infection Research</institution>, <addr-line>Braunschweig</addr-line>, <country>Germany</country></aff>
<aff id="aff4"><sup>4</sup><institution>Laborat&#x00F3;rio de Biologia Computacional, Evolutiva e de Sistemas, Centro de Energ&#x00ED;a Nuclear na Agricultura, Universidade de S&#x00E3;o Paulo</institution>, <addr-line>Piracicaba</addr-line>, <country>Brazil</country></aff>
<aff id="aff5"><sup>5</sup><institution>Biolog&#x00ED;a de Plantas y Sistemas Productivos, Departamento de Biolog&#x00ED;a, Facultad de Ciencias, Pontificia Universidad Javeriana</institution>, <addr-line>Bogot&#x00E1;</addr-line>, <country>Colombia</country></aff>
<author-notes>
<fn fn-type="edited-by"><p>Edited by: Zhiyong Li, Shanghai Jiao Tong University, China</p></fn>
<fn fn-type="edited-by"><p>Reviewed by: Xiubao Li, Hainan University, China; Frank O&#x2019;Neill Aylward, Virginia Tech, United States</p></fn>
<corresp id="c001">&#x002A;Correspondence: Howard Junca, <email>info@howardjunca.com</email></corresp>
<fn fn-type="equal" id="fn002"><p><sup>&#x2020;</sup>These authors have contributed equally to this work and share first authorship</p></fn>
<fn fn-type="other" id="fn004"><p>This article was submitted to Microbial Symbioses, a section of the journal Frontiers in Marine Science</p></fn>
</author-notes>
<pub-date pub-type="epub">
<day>02</day>
<month>11</month>
<year>2021</year>
</pub-date>
<pub-date pub-type="collection">
<year>2021</year>
</pub-date>
<volume>8</volume>
<elocation-id>736817</elocation-id>
<history>
<date date-type="received">
<day>05</day>
<month>07</month>
<year>2021</year>
</date>
<date date-type="accepted">
<day>13</day>
<month>10</month>
<year>2021</year>
</date>
</history>
<permissions>
<copyright-statement>Copyright &#x00A9; 2021 Garc&#x00ED;a-Bonilla, Chaves-Moreno, Ria&#x00F1;o-Pach&#x00F3;n, Ter&#x00E1;n, Acosta and Junca.</copyright-statement>
<copyright-year>2021</copyright-year>
<copyright-holder>Garc&#x00ED;a-Bonilla, Chaves-Moreno, Ria&#x00F1;o-Pach&#x00F3;n, Ter&#x00E1;n, Acosta and Junca</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>Viruses are among the most abundant biological entities in the ocean, largely responsible of modulating nutrients fluxes and influencing microbial composition and functioning. In marine invertebrate holobionts like sponges and their associated microbiomes, little is known about virome composition. Here, we characterized the <italic>Haliclona fulva</italic> hologenome, an encrusting low-microbial abundance sponge found across the Western Mediterranean Sea (35&#x2013;40 m of depth) producer of a large metabolic repertoire of bioactive compounds and harboring a distinct and stable associated microbiome. Assembled contigs from shotgun metagenome sequences obtained from <italic>H. fulva</italic> specimens were comprehensively analyzed regarding taxonomic and functional content revealing its remarkable and abundant viral community dominated by single-stranded DNA (ssDNA) virus. Viral families consistently detected in contigs are Circoviridae, Phycodnaviridae, Poxviridae, Herelleviridae, Mimiviridae, Microviridae, and notably the first reported encounter of Nanoviridae and Genomoviridae in Porifera, expanding their known host range. The relative abundance of inferred bacteriophages/prophages was low, suggesting that the prokaryotic community in this sponge has a limited host range and susceptibility. <italic>H. fulva</italic> showed a distinct viral composition supporting the general proposition of specific and coevolving viromes in marine holobionts.</p>
</abstract>
<kwd-group>
<kwd>holobiont</kwd>
<kwd>Porifera</kwd>
<kwd>ssDNA virus</kwd>
<kwd>Rep protein</kwd>
<kwd>shotgun hologenome</kwd>
<kwd>viral ecology</kwd>
</kwd-group>
<counts>
<fig-count count="5"/>
<table-count count="0"/>
<equation-count count="0"/>
<ref-count count="75"/>
<page-count count="12"/>
<word-count count="9413"/>
</counts>
</article-meta>
</front>
<body>
<sec id="S1" sec-type="intro">
<title>Introduction</title>
<p>Marine sponges represent one of the oldest animal holobiont associations on Earth resulting from the coevolved partnership of the multicellular host with microbial communities, allowing them to colonize different environments, to gain physical and chemical protection against depredators, and to perform functions essential for nutrient acquisition, storage and disposal (<xref ref-type="bibr" rid="B2">Bell, 2008</xref>; <xref ref-type="bibr" rid="B71">Webster and Thomas, 2016</xref>). Marine sponges are classified according to abundance of their associated microbial community as high microbial-abundance (HMA) and low microbial-abundance (LMA) (<xref ref-type="bibr" rid="B69">Vacelet and Donadey, 1977</xref>). HMA sponges are commonly harboring highly diverse microbial communities which contain bacterial and archaeal types that are found in Porifera; these assemblages of microorganisms are known &#x201C;sponges microbial signatures,&#x201D; while LMA sponges have a lower and variable diversity, and it can dominated by fewer microorganisms (<xref ref-type="bibr" rid="B63">Thomas et al., 2016</xref>). Bacterial and archaeal components of microbial communities have been extensively researched in a wide variety of sponge species over the last years (<xref ref-type="bibr" rid="B20">Hentschel et al., 2003</xref>; <xref ref-type="bibr" rid="B12">Giles et al., 2013</xref>; <xref ref-type="bibr" rid="B1">Bayer et al., 2014</xref>; <xref ref-type="bibr" rid="B63">Thomas et al., 2016</xref>), however, little is known about the ecology and functional role of other members such as the viruses present in the holobiont.</p>
<p>The abundance of viral particles in marine ecosystems can reach an average of 10<sup>7</sup> viruses-like particles/ml of surface seawater and a total estimated of 10<sup>30</sup> in the oceans (<xref ref-type="bibr" rid="B73">Wommack and Colwell, 2000</xref>). Viruses can control bacterial populations, increasing their diversity and shaping species composition (<xref ref-type="bibr" rid="B51">Rosenwasser et al., 2016</xref>). Furthermore, they can help to improve the host&#x2019;s defense mechanisms, i.e., they are considered part of their immune system, for example, in corals (<xref ref-type="bibr" rid="B3">Bettarel et al., 2015</xref>). Others functions related to viruses are associated with biogeochemical cycles, as they can contribute with the releasing organic matter to the environment <italic>via</italic> cell lysis, providing a carbon resource able to support the growth of several microbial groups (<xref ref-type="bibr" rid="B15">Guidi et al., 2016</xref>). Viruses are more likely to infect and lyse fast-growing cells to ensure a faster viral replication, a pattern named &#x201C;killing the winner&#x201D; (<xref ref-type="bibr" rid="B62">Thingstad and Lignell, 1997</xref>). Alternatively, instead of killing the winner they could integrate into their host genomes, replicating with them as a prophage. This mechanism, named &#x201C;piggyback the winner,&#x201D; can protect the bacteria from infections caused by others related phages and improve the host fitness (<xref ref-type="bibr" rid="B72">Weinbauer and Rassoulzadegan, 2004</xref>; <xref ref-type="bibr" rid="B56">Silveira and Rohwer, 2016</xref>). This scenario supports the exchange of genetic material between the host and the virus by genetic transduction (<xref ref-type="bibr" rid="B9">Coutinho et al., 2017</xref>). However, the switch between lytic and lysogenic cycles, as well as the factors driving both processes, are still unknown.</p>
<p>Virus can also reprogram the host&#x2019;s metabolism increasing their metabolic potential by the introduction of virus-encoded auxiliary metabolic genes (vAMGs) (<xref ref-type="bibr" rid="B5">Breitbart et al., 2007</xref>), some examples include the presence of genes related to collagen production, genes coding for ankyrin repeat proteins (ARPs), resistance genes to heavy metals and antimicrobial activity (<xref ref-type="bibr" rid="B33">Laffy et al., 2018</xref>; <xref ref-type="bibr" rid="B45">Pascelli et al., 2020</xref>).</p>
<p>Although some studies have described marine viral communities, their roles in animals and sponges in these environments is still poorly understood. The presence of virus like particles (VLPs) in marine sponges was observed and reported by <xref ref-type="bibr" rid="B69">Vacelet and Donadey (1977)</xref> by transmission electron microscopy (TEM). Recently, the generation of novel viral isolation methods, together with next generation sequencing technologies, have become powerful tools for studying viral communities. So far, only a few recent studies have characterized sponge-associated viral communities (<xref ref-type="bibr" rid="B34">Laffy et al., 2016</xref>, <xref ref-type="bibr" rid="B33">2018</xref>; <xref ref-type="bibr" rid="B26">Jahn et al., 2019</xref>, <xref ref-type="bibr" rid="B27">2021</xref>; <xref ref-type="bibr" rid="B6">Butina et al., 2020</xref>; <xref ref-type="bibr" rid="B45">Pascelli et al., 2020</xref>; <xref ref-type="bibr" rid="B68">Urayama et al., 2020</xref>), finding members belonging mainly to Caudovirales double-strand DNA (dsDNA) (families: Podoviridae, Siphoviridae, and Myoviridae), Microviridae, and Poxviridae; others representatives found in a lower relative abundance were Megavirales, Parvoviridae, Circoviridae, and Phycodnaviridae. Overall, these recent analysis show that sponges represent niches of viral diversity with a low variability in their assemblages, which is consistent with the microbial status assigned for the sponge. Interestingly, a study found a high degree of individuality in sponge viromes, which suggests unique individual fingerprints (<xref ref-type="bibr" rid="B33">Laffy et al., 2018</xref>).</p>
<p>However, research works about marine sponge viromes and their relationship with the microbial status of the holobiont are still scarce. In the present study, we are reporting the characterization by shotgun metagenomics of the functional traits encoded in the virome of <italic>Haliclona fulva</italic> (Demospongiae: Haplosclerida), selected as a suitable holobiont model given its particular features of: (1) low microbial abundance, largely dominated by two bacterial and archaeal types (<xref ref-type="bibr" rid="B11">Garc&#x00ED;a-Bonilla et al., 2019</xref>), and (2) remarkable producer of a large metabolic repertoire of bioactive compounds such as fulvynes, alkaloids, peptides, and polyacetylenes (<xref ref-type="bibr" rid="B43">Nuzzo et al., 2012</xref>; <xref ref-type="bibr" rid="B66">Tribalat et al., 2016</xref>).</p>
</sec>
<sec id="S2" sec-type="materials|methods">
<title>Materials and Methods</title>
<sec id="S2.SS1">
<title>Sample Collection</title>
<p>Three specimens of <italic>H. fulva</italic> (HF1, HF2, and HF3) were collected by SCUBA diving in the Mediterranean Sea at the Grotte du Lido, in the bay of Villefranche-sur-Mer, France (latitude: 43&#x00B0; 41&#x2032; 31.49&#x2033; N; longitude: 7&#x00B0; 19&#x2032; 12.19&#x2033; E) at 35 m depth. After collection, all individual samples were placed in independent plastic bags. They were preserved in ethanol 70% (v/v) and stored at &#x2212;20&#x00B0;C until further analysis. The samples were selected based on the findings of our previous study (<xref ref-type="bibr" rid="B11">Garc&#x00ED;a-Bonilla et al., 2019</xref>) and are coming from exactly the same spots and colonies/specimens analyzed regarding microbiome content by 16S amplicons, showing a stable and consistent microbial composition of low microbial abundance and diversity.</p>
</sec>
<sec id="S2.SS2">
<title>DNA Extraction and Sequencing</title>
<p>Metagenomic DNA was extracted from 15 g sponge wet weight using a MagAttract<sup>&#x00AE;</sup> HMW DNA kit (Qiagen, Germany) following the manufacturer&#x2019;s instructions. Tissue lysis was made for 16 h according to protocol. Extracted DNA was eluted with 50 &#x03BC;l water, and its concentration determined by fluorescence using the Qubit<sup>&#x00AE;</sup> dsDNA BR assay kit (Thermo Fisher Scientific). Nucleic acid integrity was verified by 0.8% agarose gel electrophoresis. Sponge DNA extracts were used as template to perform isothermal multiple displacement hologenome amplification with a phi29 polymerase of high processivity and fidelity in order to increase total DNA concentrations (<xref ref-type="bibr" rid="B36">Lasken, 2007</xref>) and to avoid the effect of coextracted enzymatic inhibitors detected in <italic>H. fulva</italic>, improving further downstream processes (library construction and sequencing). The amplification process was made using REPLI-g Mini kit (Qiagen, Germany), according to manufacturer&#x2019;s recommendations. Briefly, samples were incubated at 30&#x00B0;C for 11 h followed by 3 min at 65&#x00B0;C for polymerase inactivation. For all assays, a negative control was run to evaluate the presence of contaminants during amplification. Quantity and quality of DNA was measured as described previously.</p>
<p>Genomic libraries were constructed using TruSeq DNA PCR free kit (Illumina, United States). Shotgun hologenome sequencing was performed using paired-end Illumina technology (Macrogen, South Korea). The complete raw sequencing data obtained is publicly accessible at NCBI GenBank SRA under Bioproject <ext-link ext-link-type="DDBJ/EMBL/GenBank" xlink:href="PRJNA741981">PRJNA741981</ext-link>.</p>
</sec>
<sec id="S2.SS3">
<title>Raw Data Processing and Assembly</title>
<p>An initial filtering of the sequencing reads was done after visual evaluation using FastQC (v.0.11.8) consisting of a quality and length-based filtering performed with Trimmomatic (v.0.31). Filtered and processed reads were assembled using Megahit (v.1.0) (<xref ref-type="bibr" rid="B37">Li et al., 2014</xref>) and IDBA-UD (<xref ref-type="bibr" rid="B46">Peng et al., 2012</xref>) with default parameters. To compare, identify and join overlaps between reads from each assembly, we used minimus2 from the AMOS suite with default parameters (<xref ref-type="bibr" rid="B65">Treangen et al., 2011</xref>). Obtained contigs were filtered and those &#x003C;500 bp were removed. Protein-coding gene prediction was performed using Prodigal (v.2.6.3) (flag &#x2013;p, metagenomics mode) (<xref ref-type="bibr" rid="B24">Hyatt et al., 2010</xref>).</p>
</sec>
<sec id="S2.SS4">
<title>Taxonomical Metagenomic Annotation</title>
<p>In order to allocate contigs across the general taxonomic groups (bacteria, viruses, metazoa, archaea, and fungi), assembled reads from minimus2 were queried against the NCBI nucleotide collection database (nt downloaded December 2019) using blastn (v. 2.10.1), all hits with <italic>e</italic>-values &#x2264; 10<sup>&#x2013;5</sup> were processed. The number of hits linked to the distinct taxonomical groups (domains), were computed per contig (Query) and normalized by the number of all hits (per Query). Final assignment of the contig was given to the taxonomical group with the major number of hits, a criterion we are referring as supermajority-rule. Following the same rationale, we used such supermajority-rule to assign contigs to the different microbial orders.</p>
</sec>
<sec id="S2.SS5">
<title>Viral Community Analysis</title>
<p>To enhance the taxonomical classification within the viral contigs, larger putative-viral-contigs than 500 nt were blasted (blastn) against three databases: ViruSite (<xref ref-type="bibr" rid="B59">Stano et al., 2016</xref>), Viral RefSeq and viral genomes from NCBI (filtered by host such as bacteria, archaea, and invertebrates). An additional metric, identity ratio (alignment length &#x00D7; ID percentage/contig Length) (<xref ref-type="bibr" rid="B55">Sierra et al., 2010</xref>), was computed per blast result, then best hits with <italic>e</italic>-value &#x2264; 10<sup>&#x2013;3</sup> and ratio &#x2264;5 were selected as representative per database. Comparison across database searches (per contig) was computed, and taxonomical affiliation per contig was derived from the best scored hit (ratio and <italic>e</italic>-value) crosswise database.</p>
<p>Viral large contigs (&#x003E;4,000 pb) obtained from <italic>H. fulva</italic> metagenomes were blasted against Global Oceans Viromes (GOV) datasets and also against contigs from and ocean viral communities previously reported (<xref ref-type="bibr" rid="B52">Roux et al., 2016</xref>); eligible matches were selected following the same criteria mentioned above.</p>
<p>To refine the taxonomical classification, a phylogenetic approach was designed, using the information acquired by the taxonomical assignation cross-linked with the functional annotation of the predicted CDSs (prodigal). Briefly, CDSs were retrieved from presumptive viral contigs (length &#x2265;500 nt) and blasted (blastp) against the NR database from the NCBI. CDSs whose best hits were linked with the Rep-associated-protein (<italic>e</italic>-values &#x2264;10<sup>&#x2013;3</sup>) and were fully contained within the contig, were chosen as representative per contig. Each CDS was related to a contig name that included its taxonomic assignation, this information was added if existing, and that group was named the &#x201C;rep-group.&#x201D; In parallel, reference sequences distinctive of known viral families from aquatic environments or animals were retrieved from GenBank (<xref ref-type="supplementary-material" rid="DS1">Supplementary Table 1</xref>) and named as &#x201C;seed-group.&#x201D; These reference sequences were used as guides for the unclassified virome sequences.</p>
<p>Reference sequences (seed-group) either independently or joined with the unclassified Rep proteins (rep-group), were aligned using Muscle (v.3.8.31), followed by phylogenetic inference using RAxML (-m PROTGAMMAGTR -T 20 -p 12345 -x 12345). The best tree per reconstruction (seed-group and combined seed + rep group) were selected and transformed into a distance matrix, using the nwk2mat.py script.<sup><xref ref-type="fn" rid="footnote1">1</xref></sup> Similarity matrix was parsed using an in-house script that retrieves, for every unclassified Rep, the closest reference (shortest phylogenetic distance) sequence plus the top five subsequent sequences (<xref ref-type="supplementary-material" rid="DS1">Supplementary Table 2</xref>). Taxonomical associations were resolved using the closest reference as well as the reference tree, overall distances were computed and used as cut-off, for final identification.</p>
</sec>
<sec id="S2.SS6">
<title>Functional Annotation</title>
<p>To assess the metabolic potential of the model holobiont, the predicted protein sequences were searched against the EggNOG (v. 5.0.0) database of orthologous groups and functional annotation (<xref ref-type="bibr" rid="B23">Huerta-Cepas et al., 2016</xref>). Additionally, protein sequences were queried against NCBI-nr database, and conserved patterns or domains were searched against PFAM and TIGRFAM databases using InterProScan (v. 5.46-81) (<xref ref-type="bibr" rid="B28">Jones et al., 2014</xref>). The best hit for each protein with an <italic>e</italic>-value &#x003C; 10<sup>&#x2013;3</sup> and identity &#x003E;30% was considered for annotation.</p>
</sec>
</sec>
<sec id="S3" sec-type="results">
<title>Results</title>
<sec id="S3.SS1">
<title>Sequence Data Description</title>
<p>Three <italic>H. fulva</italic> hologenome samples harboring a well-defined, stable and particular microbial composition (<xref ref-type="bibr" rid="B11">Garc&#x00ED;a-Bonilla et al., 2019</xref>) were sequenced by Illumina technology. A total of 8,128,740, 5,458,396, and 2,705,172 raw reads were obtained for HF1, HF2, and HF3 samples. After data filtering and trimming, a total of 7,609,456, 4,718,775, and 2,468,369 reads remained for each sample. As different sequencing depths were obtained per sample and all specimens came from the same sampling area and time, and showed a very similar microbial composition (<xref ref-type="bibr" rid="B11">Garc&#x00ED;a-Bonilla et al., 2019</xref>), therefore, all reads were merged for downstream analyses in order to increase the chances to obtain larger contig assemblies. This larger hologenome assembly generated a total of 11,812 and 14,762 contigs from IDBA-UD and megahit, respectively. The comparison between both assemblers using minimus2 revealed that 9,005 contigs had overlaps, and 6,764 contigs were obtained as unique sequences (singleton). Assembly statistics showed that largest contig had 9,591 bp, N50 and N70 were 860 (<italic>n</italic> = 3,724) and 594 (<italic>n</italic> = 6,986), respectively. In total, 2,897 contigs larger than 1 kb were obtained. From this assembly, a total of 17,264 ORFs were predicted by Prodigal.</p>
</sec>
<sec id="S3.SS2">
<title><italic>Haliclona fulva</italic> Hologenome Composition</title>
<p>A total of 3,718 contigs, out of 15,769, could be assigned to a taxonomical group, according to the supermajority rule. Of those, 2,164 (58%) contigs were classified as metazoa, 893 (24%) as viruses, 295 (8%) as bacteria, 51 (1%) as fungi, and 22 (0.5%) as archaea (<xref ref-type="supplementary-material" rid="DS1">Supplementary Figure 1</xref>), each group with its respective GC content (<xref ref-type="fig" rid="F1">Figure 1</xref>).</p>
<fig id="F1" position="float">
<label>FIGURE 1</label>
<caption><p>GC content for each identified taxonomical group.</p></caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fmars-08-736817-g001.tif"/>
</fig>
<p>Overall, results showed that most eukaryotic contigs were assigned to metazoan, of them, one quarter of contigs did match with the order Haplosclerida, where <italic>H. fulva</italic> is classified, thus, this study contributes with the largest genomic information known and publicly available for this sponge species, currently having only a single 28S gene fragment reported (GenBank accession number <ext-link ext-link-type="DDBJ/EMBL/GenBank" xlink:href="AJ225829">AJ225829</ext-link>). For fungi, Aspergillaceae family was the most abundant, followed by Saccharomycetaceae (<xref ref-type="fig" rid="F2">Figure 2A</xref>).</p>
<fig id="F2" position="float">
<label>FIGURE 2</label>
<caption><p>Taxonomic description at family level for each group inside <italic>H. fulva</italic>-associated microbiome. <bold>(A)</bold> Fungi, <bold>(B)</bold> bacteria, <bold>(C)</bold> archaea, and <bold>(D)</bold> viruses.</p></caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fmars-08-736817-g002.tif"/>
</fig>
<p>In relation to prokaryotes, bacterial contigs were dominated by high GC content organism (<xref ref-type="fig" rid="F1">Figure 1</xref>). The predominant families were Synechococcaceae and Burkholderiaceae, followed by Pseudomonadaceae and Rhodobacteraceae. Others identified orders in a lower proportion were Enterobacteriaceae, Alcaligenaceae, among others (<xref ref-type="fig" rid="F2">Figure 2B</xref>). In this same trend, for archaea, the majority of contigs could not be classified to a known order, while Cenarchaeaceae was the family most abundant (<xref ref-type="fig" rid="F2">Figure 2C</xref>). Interestingly, in the case of virus, when nt database was used, the majority of contigs could not be taxonomically classified (<xref ref-type="fig" rid="F2">Figure 2D</xref>).</p>
<p>In order to assess the structure of the virome associated to the <italic>H. fulva</italic> microbiome accounting for 24% of the total contigs found, we developed an approach called supermajority rule to assign viral contigs (details in section &#x201C;Materials and Methods&#x201D;), and three reference databases were used for their taxonomic classification of this fraction. We were able to determine that out of 594 contigs that passed the filters and thresholds, 10% could be assigned to a described virus family. Among the used databases, we found a congruent (58%) identification between ViruSite and Viral genomes for viral contigs with assigned family classification. However, the amount of contigs classified varied greatly depending of the database used, ViruSite allowing us to classify 62% of the viral contigs, followed by Viral genomes (28%) (<xref ref-type="supplementary-material" rid="DS1">Supplementary Figure 2</xref>). Results for RefSeq database showed that it was the less prone to identify sequences because the obtained scores were below the fixed threshold, especially for the calculated ratio parameter. Using this database, only 9% contigs could be classified (<xref ref-type="supplementary-material" rid="DS1">Supplementary Figure 2</xref>). Analysis of viral community composition showed that single-stranded DNA (ssDNA) viruses were dominant, specifically, those belonging to Circoviridae (26 of identified contigs), unclassified viruses (16), and in a lower proportion Phycodnaviridae, Poxviridae, among others (<xref ref-type="fig" rid="F3">Figure 3</xref>).</p>
<fig id="F3" position="float">
<label>FIGURE 3</label>
<caption><p>Viral families identified in the associated-virome to <italic>Haliclona fulva</italic>.</p></caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fmars-08-736817-g003.tif"/>
</fig>
<p>Interestingly, the longest contigs obtained in this large <italic>H. fulva</italic> hologenome dataset were viral (<xref ref-type="supplementary-material" rid="DS1">Supplementary Figure 1</xref>). From those large contigs, 49 had a length more than 4 kb and only three were readily classified to a known family, while the remaining were grouped as unknown sequences. In order to mine deeper in these latter sequences, they were compared against GOV dataset. Blast results showed that 23 contigs passed the established criteria and the viral cluster that grouped more contigs was GOV_bin_5855_contig-100_112. However, neither information about taxonomy nor associated host has been linked/reported.</p>
<p>Because only a small fraction of the viruses detected could be identified using the described approaches, we decided to carry out a phylogenetic analysis using the replication associated (Rep) proteins identified in the viral contigs. Analysis showed that 127 ORFs corresponded to the complete protein, derived from 101 contigs. Overall, obtained results from calculated distances between viral sequences and reference sequences (<xref ref-type="supplementary-material" rid="DS1">Supplementary Table 2</xref>) showed the relationships of the proteins encoded in 54 unique contigs. The biggest cluster, represented by unclassified DNA viruses, contained 21 contigs, followed by the Phycodnaviridae cluster (12 contigs) and a cluster of unclassified ssDNA viruses (10 contigs). In a lower proportion, sequences belonging to Circoviridae, Cressdnaviricota_Circoviridae, and Cressdnaviricota were identified with 5, 4, and 2 clustered contigs, respectively (<xref ref-type="fig" rid="F4">Figure 4</xref>). These branches showed a close relationship, suggesting that REP protein phylogeny is a useful tool for clustering members inside a virome and increase/improve their identification (<xref ref-type="supplementary-material" rid="DS1">Supplementary Figure 3</xref>). In this study, using both supermajority rule and phylogeny approaches, we could assign a taxonomy to 20% contigs classified primary as viral.</p>
<fig id="F4" position="float">
<label>FIGURE 4</label>
<caption><p>Phylogenetic distance between the retrieved rep-like CDS (dots) representing a contig (rep-group), and the closest reference (seed-group) in the <italic>x</italic>-axis. A value of 3.0 was used as assignation threshold (dotted line).</p></caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fmars-08-736817-g004.tif"/>
</fig>
</sec>
<sec id="S3.SS3">
<title>Functional Annotation</title>
<p>A total of 2,895 protein coding genes were inferred from the <italic>H. fulva</italic> hologenome dataset. In summary, 888 proteins were associated to metazoa, 31 to fungi, 206 to bacteria, 32 to archaea, and 1,738 to viruses, which again account for the abundance and functional representativeness of this taxonomic group.</p>
<p>Concerning the eukaryotic host proteins detected, the majority could not be assigned to a specific function, indicating the largely unexplored genomic-encoded functionality and metabolic capabilities of marine sponges in general, and possibly related to the unique and huge chemodiversity reported for <italic>H. fulva</italic>. Among the identified functions, we observed housekeeping cellular processes such as replication, recombination, and repair; post-translational modifications, protein turnover, chaperones, signal transduction mechanisms, and carbohydrate transport and metabolism (<xref ref-type="fig" rid="F5">Figure 5</xref>). Conserved domain and protein family search using interproscan additionally revealed the presence of proteins classified as ATP-dependent DNA helicase PIF1-like (DNA replication), E3 ubiquitin-protein ligase TRIM71-like (Protein turnover), and ankyrin repeat domain, one of the most common protein domains in eukaryotes involved in protein/protein interaction.</p>
<fig id="F5" position="float">
<label>FIGURE 5</label>
<caption><p>Relative proportion of each known COG functional category predicted from the <italic>H. fulva</italic> hologenome. Assignment was assigned according to best EggNOG v5.0 match. Functional categories: S, function unknown; L, replication, recombination, and repair; O, post-translational modification, protein turnover, chaperones; T, signal transduction mechanisms; G, carbohydrate transport and metabolism; K, transcription; Z, cytoskeleton; U, intracellular trafficking, secretion, and vesicular transport; I, lipid transport and metabolism; P, inorganic ion transport and metabolism; C, energy production and conversion; E, amino acid transport and metabolism; Q, secondary metabolism biosynthesis, transport, and catabolism; D, cell cycle control, cell division, and chromosome partitioning; A, RNA processing and modification; B, chromatin structure and dynamics; M, cell wall/membrane/envelope biogenesis; J, translation, ribosomal structure, and biogenesis; H, coenzyme transport and metabolism.</p></caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fmars-08-736817-g005.tif"/>
</fig>
<p>Regarding fungal proteins, the same trend was observed, finding associations with housekeeping COG categories such as carbohydrate transport and metabolism, translation, ribosomal structure, and biogenesis; coenzyme transport and metabolism and transcription. Similar results were obtained from nr database and the protein domain search (InterProScan), where the majority of proteins were classified as hypothetical, and the identified domains were related with specific transcription factors and flavin-containing amine oxidoreductases.</p>
<p>With respect to archaea, the most abundant COG category was related to translation, ribosomal structure, and biogenesis (<xref ref-type="fig" rid="F5">Figure 5</xref>), and the most common domains found were associated with deoxyhypusine synthase, carbohydrate kinase, and glutaminase/asparaginase C-terminal domain.</p>
<p>For bacteria, COG analysis using EggNOG database showed that the most abundant functional categories assigned to proteins were amino acid transport and metabolism, followed by function unknown, energy production and conversion, and replication, recombination, and repair (<xref ref-type="fig" rid="F5">Figure 5</xref>). The analysis using nr database indicated the presence of proteins associated with transporters, especially for sugar, iron, amino acid, or ammonium; dehydrogenases, kinases, transferases or lyases, and many hypothetical proteins. Interproscan analysis showed that ABC-transporter-like, phosphoribulokinase/uridine kinase, serine dehydratase-like, and tetrahydrodipicolinate N-succinyltransferase were the most abundant domains.</p>
<p>In relation to viral-specific functions, the principal categories identified were unknown function, followed by replication, recombination, and repair, and coenzyme transport and metabolism (<xref ref-type="fig" rid="F5">Figure 5</xref>). The protein domain analyses showed also that the majority of proteins were assigned as hypothetical belonging to unclassified virus, followed by capsid formation, replication (rep), coat and tail tape measure associated proteins.</p>
</sec>
</sec>
<sec id="S4" sec-type="discussion">
<title>Discussion</title>
<sec id="S4.SS1">
<title>Community Structure and Functional Analysis</title>
<p>Hologenome analysis showed a diverse composition of the microbiome associated, which includes microbial members reported in other marine sponges. In the case of <italic>H. fulva</italic>, and to the best of our knowledge, this study would be the first report describing this holobiont functional traits. Sequence analysis of the sponge genomic counterpart remarkably showed little homology with known or functionally characterized sequences in public databases and also reflected the absence of previously reported representative sequences of <italic>H. fulva</italic>, which limited generating knowledge related with the particular biology of this model. Overall, functional categories associated with molecular processes (e.g., replication, recombination, and repair) and carbohydrate metabolism were dominant. Interestingly, the presence of diverse transposable elements were detected, a particular feature which have been widely reported in sponges (<xref ref-type="bibr" rid="B64">Thomas et al., 2010</xref>; <xref ref-type="bibr" rid="B58">Slaby et al., 2017</xref>), and seemingly implicated in the evolutionary processes of symbionts within its host, by means of producing rearrangements, deletions of genes, and alteration of metabolic pathways (<xref ref-type="bibr" rid="B41">Moran and Plague, 2004</xref>). Other important proteins were identified, among them, E3 ubiquitin-protein ligase TRIM71-like, which has been reported in the sponge <italic>Isodictya</italic> sp., playing a possible protective function against thermal stress (<xref ref-type="bibr" rid="B14">Gonz&#x00E1;lez-Aravena et al., 2019</xref>). Several <italic>H. fulva</italic> proteins were associated with responses to stress, HSP70 was detected, suggesting that the sponge could use this mechanism to withstand adverse/changing marine environment. The presence of ankyrin domains arises as involved in a probable transduction response to a so called microbial-associated molecular patterns (MAMPs) a role that has been also been identified in Mediterranean sponges as <italic>Aplysina aerophoba</italic> and <italic>Dysidea avara</italic> (<xref ref-type="bibr" rid="B47">Pita et al., 2018</xref>).</p>
<p>Analysis of the sponge-associated microbial community shows that, at eukaryotic level, the fungal population was shaped mainly by Eurotiales and Saccharomycetales orders, whose dominance has been previously reported in sponges (HMA and LMA) (<xref ref-type="bibr" rid="B75">Zhou et al., 2011</xref>; <xref ref-type="bibr" rid="B19">He et al., 2014</xref>). The functional role of fungal sequences in our results was associated to carbohydrate transport and metabolism, which suggest that they can participate in substrate degradation synthesized and stored by primary producers or the sponge. These genes were significantly abundant in the hologenome, and thus, seem important on providing and regulating nutrients access for the sponge host (<xref ref-type="bibr" rid="B38">Menezes et al., 2010</xref>). Additionally, fungi are also responsible of secondary metabolite production (<xref ref-type="bibr" rid="B22">H&#x00F6;ller et al., 2000</xref>; <xref ref-type="bibr" rid="B42">Nikolouli and Mossialos, 2012</xref>), and they might be key players in the chemical defense of the holobiont.</p>
<p>Regarding prokaryotic members, the archaeal component shows that even though a great portion is unknown, some contigs could be classified inside the Cenarchaeaceae family. These results are in agreement with the described microbial diversity of <italic>H. fulva</italic> (<xref ref-type="bibr" rid="B11">Garc&#x00ED;a-Bonilla et al., 2019</xref>), where we found that <italic>Cenarchaeum symbiosum</italic> was a dominant symbiont in the sponge, representing abundances up to 60% of its microbiome. Cenarchaeaceae group has two main clades, Cenarchaeum and Nitrosopumilus. These genera have dominated microbiomes in sponges thriving across different latitudes (<xref ref-type="bibr" rid="B25">Jackson et al., 2013</xref>; <xref ref-type="bibr" rid="B18">Hardoim and Costa, 2014</xref>; <xref ref-type="bibr" rid="B67">Turon and Uriz, 2020</xref>). At functional level, their presence is related with the nitrogen cycle, specifically, as ammonia-oxidizing (<xref ref-type="bibr" rid="B74">Zhang et al., 2014</xref>). In our study, the most common domains were deoxyhypusine synthase, carbohydrate kinase, and glutaminase/asparaginase C-terminal. The first one has been previously detected in various archaeal genomes, specifically in Crenarchaeota, and participate in polyamine metabolism (<xref ref-type="bibr" rid="B49">Prunetti et al., 2016</xref>). This metabolic pathway is still poorly understood but is considered being essential for cellular functions as growth translation, and secondary metabolites biosynthesis (<xref ref-type="bibr" rid="B39">Michael, 2016</xref>). The second one belongs to the reversible protein phosphorylation group, which is the main used strategy to transduce or respond to environmental stress (e.g., nutrients availability and temperature). In archaea, phosphorylated proteins also participate in functions such as DNA helicase, primase, ATPase, and transcription factors (<xref ref-type="bibr" rid="B13">Gong et al., 2020</xref>). Finally, the third one, glutaminase/asparaginase C-terminal domain plays an important role in the holobiont metabolism as: (i) asparaginases catalyze the hydrolysis of asparagine to aspartic acid and ammonia; (ii) L-asparaginase is involved in the biosynthesis of amino acids such as lysine, methionine and threonine; and (iii) glutaminase catalyze the deamidation of glutamine to glutamate with the concomitant releasing of ammonia (<xref ref-type="bibr" rid="B16">Guo et al., 2017</xref>). These are key processes since some metabolites can enter as input into the citric acid cycle, providing a carbon source and energy, or they can alternatively provide nitrogen.</p>
<p>Regarding bacteria, analysis showed that the majority of contigs were assigned to families such as Synechococcaceae, Burkholderiaceae, Pseudomonadaceae, and Rhodobacteraceae, which is in agreement with studies reporting them as important relatively abundant members of the sponge-microbiome association (<xref ref-type="bibr" rid="B21">Hentschel et al., 2012</xref>; <xref ref-type="bibr" rid="B63">Thomas et al., 2016</xref>). Overall, a low bacterial diversity was observed, which is in agreement with its classification as LMA sponge (<xref ref-type="bibr" rid="B40">Moitinho-Silva et al., 2017</xref>; <xref ref-type="bibr" rid="B11">Garc&#x00ED;a-Bonilla et al., 2019</xref>). Curiously, members belonging to Actinobacteria and Bacteroidetes were not detected, despite being reported as core microbium members of this sponge species, suggesting abundant taxa were more likely sequenced than lineages represented in low abundances in this enriched hologenome sequenced.</p>
<p>Our analysis showed that the most enriched functional category for this group was related with the metabolism and amino acids transport. It indicates that these functions collectively play a vital role for the sponge in processes such as nutrients uptake and excretion of waste products. For instance, the presence of different types of transporters and enzymes confirm its functional potential to degrade different substrates. Similar results were reported by <xref ref-type="bibr" rid="B58">Slaby et al. (2017)</xref>, who found that metabolism and energy production was enriched in a symbiont group identified in the sponge <italic>A. aerophoba</italic> (<xref ref-type="bibr" rid="B58">Slaby et al., 2017</xref>). In this context, our data suggest that for the carbon metabolism and energy production, one of the active pathways could be the autotrophic carbon fixation, which is consistent with the identified phosphoribulokinase domain (<xref ref-type="bibr" rid="B61">Taylor et al., 2007</xref>) and related to the lower light access in the microhabitats and depths at which the sponge is adapted (35&#x2013;40 m). Likewise, we also found serine dehydratase-like domain, which convert serine into pyruvate with the release of ammonia, a key intermediate for the citric acid cycle or gluconeogenesis.</p>
<p>Regarding amino acids metabolism, we found the tetrahydrodipicolinate N-succinyltransferase domain, which participates in lysine biosynthesis, pathway present in most Gram-negative bacteria and mycobacteria (<xref ref-type="bibr" rid="B54">Schnell et al., 2012</xref>). However, related genes to this pathway as dipicolinate synthase operon has been detected in <italic>Prochlorococcus</italic> cyanobacteria (<xref ref-type="bibr" rid="B44">Partensky et al., 1999</xref>), one of the most abundant bacterial types reported for <italic>H. fulva</italic> (<xref ref-type="bibr" rid="B11">Garc&#x00ED;a-Bonilla et al., 2019</xref>).</p>
</sec>
<sec id="S4.SS2">
<title>Viral Community</title>
<p>Analysis showed that on average 80% of the viral contigs could not be taxonomically assigned, suggesting that available information about this sequence diversity and identity in public databases is still extremely scarce for marine viral genomes. In consequence, the lack of data limits the extent and precision of the diversity description, overlooking its true taxonomical and functional potential (<xref ref-type="bibr" rid="B7">Cassman et al., 2012</xref>; <xref ref-type="bibr" rid="B52">Roux et al., 2016</xref>).</p>
<p>Analysis of <italic>H. fulva</italic> virome shows a high predominance of sequences probably originated from ssDNA viruses and specifically hosted in this sponge. While the sequence analyses confirms the outstanding diversity present in this hologenome dataset, the precise abundance should be taken with caution, as phi29-based MDA enrich ssDNA molecules and there is the possibility that naturally occurring ssDNA could be preferentially amplified over the ssDNA of denatured dsDNA (<xref ref-type="bibr" rid="B30">Kim and Bae, 2011</xref>). Also, the DNA extraction protocol used, clearly discarded the possibility to detect retro virus as RNA-based viral genomes could not be captured. The identified virus families detected in this <italic>H. fulva</italic> hologenome study have been widely reported as members of the viromes in invertebrate marine animals (<xref ref-type="bibr" rid="B34">Laffy et al., 2016</xref>, <xref ref-type="bibr" rid="B33">2018</xref>; <xref ref-type="bibr" rid="B45">Pascelli et al., 2020</xref>), and additionally, it has been suggested that around 50% of marine viruses have RNA or ssDNA genomes, and while it could not be confirmed by conventional count methods (<xref ref-type="bibr" rid="B60">Steward et al., 2013</xref>), the sequence frequencies detected are supporting this estimate.</p>
<p>The two analytical approaches that have been undertaken in this study to catch viral contigs and identify them was successful in the first described virome content associated to <italic>H. fulva</italic>. These approaches revealed that it is composed by eight families, which could be present in mammals, algae, birds, fish, insects, humans, and plants (<xref ref-type="bibr" rid="B10">Delwart and Li, 2012</xref>; <xref ref-type="bibr" rid="B31">Krupovic, 2013</xref>), and include members belonging to Circoviridae, Phycodnaviridae, Poxviridae, Nanoviridae, Mimiviridae, Microviridae, Herelleviridae, and Genomoviridae. Some of them has been previously reported as part of virome in both LMA and HMA sponges (<xref ref-type="bibr" rid="B45">Pascelli et al., 2020</xref>).</p>
<p>Overall, inside the group of ssDNA viruses, we found families belonging to the group of CRESS DNA viruses. They represent the smallest viral genomes known (<xref ref-type="bibr" rid="B31">Krupovic, 2013</xref>), having high substitution rates and are highly recombinogenic, which would explain its capacity to infect different hosts and new environments (<xref ref-type="bibr" rid="B29">Kazlauskas et al., 2018</xref>). In the marine environment the differential presence of some types of these viruses has been proposed as indicator of coral reef health status (<xref ref-type="bibr" rid="B4">Bettarel et al., 2018</xref>). Its detection in sponges was registered in 2015 (<xref ref-type="bibr" rid="B50">Rosario et al., 2015</xref>), and only a limited number of studies have described their distribution, which make difficult to determine their prevalence, function and classification by traditional methods (<xref ref-type="bibr" rid="B50">Rosario et al., 2015</xref>). As consequence of the limited knowledge and intragenic recombination, REPs phylogeny did not show a clear separation between clades as Circoviridae, Cressdnaviricota_Circoviridae, and Cressdnaviricota, since a diffuse evolutionary relationships between different CRESS DNA virus groups was observed (<xref ref-type="bibr" rid="B53">Roux et al., 2013</xref>; <xref ref-type="bibr" rid="B50">Rosario et al., 2015</xref>; <xref ref-type="bibr" rid="B29">Kazlauskas et al., 2018</xref>).</p>
<p>Other identified (ssDNA) families, represented by a low number of contigs, were Nanoviridae and Genomoviridae. The first one has been reported in aquatic and marine environments (<xref ref-type="bibr" rid="B32">Labont&#x00E9; and Suttle, 2013</xref>), while the second, as pathogens of humans and other vertebrates (e.g., domestic animals) (<xref ref-type="bibr" rid="B70">Varsani and Krupovic, 2017</xref>). Finding these viral families in hologenomic sequence datasets from Porifera, indicates they are actually replicating in marines sponge cells or on its associated eukaryotic microbiome, possibly the phototrophic fraction. To date, the knowledge about their biological or ecological role is scarce, for instance, Genomoviridae is a viral family recently established (<xref ref-type="bibr" rid="B70">Varsani and Krupovic, 2017</xref>), which includes a single classified virus and many sequences without information about their host and biology (<xref ref-type="bibr" rid="B57">Simmonds et al., 2017</xref>). Similarly, Nanoviridae has species infecting plants as host and has been poorly studied in marine environments, only its capacity to inhabit in low oxygen zones in the ocean has been reported (<xref ref-type="bibr" rid="B7">Cassman et al., 2012</xref>).</p>
<p>Members of the Microviridae family were also found and they were represented by the largest contigs found. They have been widely reported across Porifera (<xref ref-type="bibr" rid="B34">Laffy et al., 2016</xref>, <xref ref-type="bibr" rid="B33">2018</xref>; <xref ref-type="bibr" rid="B45">Pascelli et al., 2020</xref>), highlighting its abundance and importance in marine invertebrate and environments.</p>
<p>Regarding dsDNA virus, we found eukaryote-infecting families as Phycodnaviridae, Mimiviridae, and Poxviridae, all of them belonging to Megavirales order. They are nucleocytoplasmic large DNA virus (NCLDV) (<xref ref-type="bibr" rid="B8">Colson et al., 2013</xref>) shaping reef invertebrate virome (<xref ref-type="bibr" rid="B33">Laffy et al., 2018</xref>), and being reported across different species of Porifera (<xref ref-type="bibr" rid="B45">Pascelli et al., 2020</xref>). Phycodnaviridae infect algae (<xref ref-type="bibr" rid="B35">Larsen et al., 2008</xref>), but in sponges, they might be associated to photosynthetic symbionts. In general, these megaviral families provide a great functional potential for the holobiont, where they are responsible of coding metabolic genes that could integrate in the host genome and related to collagen, ankyrin, or nitrogen metabolism (<xref ref-type="bibr" rid="B45">Pascelli et al., 2020</xref>). However, in our results, contigs associated to those families had short length, which could have limited their functional analysis.</p>
<p>Finally, contigs belonging to Herelleviridae (dsDNA) of the Caudovirales order were identified. They were the only class of bacteriophage found in <italic>H. fulva</italic> virome, and its hosts belong to the phylum Firmicutes. In Porifera, several families have been described such as Myoviridae, Siphoviridae, and Podoviridae (<xref ref-type="bibr" rid="B33">Laffy et al., 2018</xref>; <xref ref-type="bibr" rid="B45">Pascelli et al., 2020</xref>), which are also found in aquatic environments (<xref ref-type="bibr" rid="B48">Potapov et al., 2019</xref>).</p>
<p>Regarding inferred functional traits in <italic>H. fulva</italic> virome, we mainly identified proteins associated with viral capsid and REP. These results indicate that viromes in this sponge harbor an interesting untapped diversity, and also pointed out about the need for extensive exploration of non-dsDNA viruses that are not having sufficient representation in public databases and can be of importance for sponge health.</p>
<p>It must be noted that inferring the respective hosts of the identified viral largely depends on the known taxonomy of the reported proven host, but the actual host range for a certain family could be indeed wider. On the other hand, many viral contigs could not be classified to any known family. Thus, this important clue remains an open question to understand the biological role of virome components and their ecological function in this holobiont association. It can be hypothesized that a possible role played by these viruses is to contribute on maintaining the stable characteristic composition and LMA status in <italic>H. fulva</italic> microbiome. This could be exerted either by direct deleterious/antagonistic effects against susceptible commensal microbes hampering their fitness for growth and sponge colonization, or by acting in sponge or microbiome cells modulating metabolome production and composition modulating the interplay of chemical defenses production and nutrients access and disposal. Given the general interest for understanding marine holobiont interactions, this could be an interesting path of research in future endeavors.</p>
<p>In this study, we characterized the virome associated to a LMA sponge as <italic>H. fulva</italic>, which showed a high predominance of eukaryote-infecting ssDNA viruses. Curiously, a low number of viral contigs related to prokaryotes (bacteriophages) was identified, which can be attributed to its particular and stable microbiome dominated up to 75% by two symbionts: Betaproteobacteria HF1 and <italic>C. symbiosum</italic> (<xref ref-type="bibr" rid="B11">Garc&#x00ED;a-Bonilla et al., 2019</xref>). However, as the main bacterial components do not have a phylogenetic closer model, it is difficult to predict possible relationships or interactions with other members inside the microbiome. For <italic>Cenarchaeum</italic> sp. molecular mechanisms used to inhibit or evade host consumption and defend against viral predation have been described (<xref ref-type="bibr" rid="B17">Hallam et al., 2006</xref>). In this context, it is plausible to think that the prokaryotic community in this sponge has a limited host range and susceptibility for prophages, which is coherent with the obtained results. According to that, <italic>H. fulva</italic> showed a particular viral composition, which is in agreement with results reported by <xref ref-type="bibr" rid="B33">Laffy et al. (2018)</xref>, who found that viruses infecting reef holobionts are host species specific and they are adapted to their individual host habitats. Probably, as in LMA sponges, the associated microbiome is also host specific, this may also contribute further in the selection of specific viral population strongly associated to the diversity of cell hosts conforming the holobiont.</p>
<p>We hypothesize that ssDNA viruses constitute an important component inside sponge viromes. Knowledge about its biology, diversity, and functional role remains to be explored. Marine viromics is a field relatively new, and Porifera species models can provide unique viral niches for its exploration and understanding.</p>
</sec>
</sec>
<sec id="S5" sec-type="data-availability">
<title>Data Availability Statement</title>
<p>The datasets presented in this study can be found in online repositories. The names of the repository/repositories and accession number(s) can be found below: <ext-link ext-link-type="uri" xlink:href="https://www.ncbi.nlm.nih.gov/bioproject">https://www.ncbi.nlm.nih.gov/bioproject</ext-link>, Bioproject <ext-link ext-link-type="DDBJ/EMBL/GenBank" xlink:href="PRJNA741981">PRJNA741981</ext-link>.</p>
</sec>
<sec id="S6">
<title>Author Contributions</title>
<p>HJ and EG-B designed the study. EG-B and DC-M wrote the initial draft of the manuscript and performed bioinformatics analyses and figures. HJ, WT, DR-P, and AA checked and corrected the manuscript. All authors approved the final manuscript.</p>
</sec>
<sec sec-type="COI-statement" id="conf1">
<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 sec-type="disclaimer" id="pudiscl1">
<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 acknowledge the financial support given by Pontificia Universidad Javeriana through Postdoctoral fellowship to EG-B (Project No. 8544), project code 9901. We thank Dr. Thierry P&#x00E9;rez (Institut M&#x00E9;diterran&#x00E9;en de Biodiversit&#x00E9; et d&#x2019;Ecologie Marine et Continentale, Marseille, France) for his help in sample collection and sponge taxonomical identification, and we thank Dr. C&#x00E9;sar Pedraza (Universidad Nacional de Colombia, Bogot&#x00E1;) for his excellent support in cloud systems engineering.</p>
</ack>
<sec id="S8" sec-type="supplementary-material">
<title>Supplementary Material</title>
<p>The Supplementary Material for this article can be found online at: <ext-link ext-link-type="uri" xlink:href="https://www.frontiersin.org/articles/10.3389/fmars.2021.736817/full#supplementary-material">https://www.frontiersin.org/articles/10.3389/fmars.2021.736817/full#supplementary-material</ext-link></p>
<supplementary-material xlink:href="Data_Sheet_1.pdf" id="DS1" mimetype="application/pdf" xmlns:xlink="http://www.w3.org/1999/xlink"/>
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