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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.2021.742469</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>Different Early Responses of Laminariales to an Endophytic Infection Provide Insights About Kelp Host Specificity</article-title>
</title-group>
<contrib-group>
<contrib contrib-type="author">
<name><surname>Xing</surname> <given-names>Qikun</given-names></name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
<xref ref-type="author-notes" rid="fn002"><sup>&#x2020;</sup></xref>
<uri xlink:href="http://loop.frontiersin.org/people/1453557/overview"/>
</contrib>
<contrib contrib-type="author">
<name><surname>Bernard</surname> <given-names>Miriam</given-names></name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
<xref ref-type="author-notes" rid="fn002"><sup>&#x2020;</sup></xref>
</contrib>
<contrib contrib-type="author">
<name><surname>Rousvoal</surname> <given-names>Sylvie</given-names></name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
</contrib>
<contrib contrib-type="author">
<name><surname>Corre</surname> <given-names>Erwan</given-names></name>
<xref ref-type="aff" rid="aff2"><sup>2</sup></xref>
<uri xlink:href="http://loop.frontiersin.org/people/616277/overview"/>
</contrib>
<contrib contrib-type="author">
<name><surname>Markov</surname> <given-names>Gabriel V.</given-names></name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
<uri xlink:href="http://loop.frontiersin.org/people/1081161/overview"/>
</contrib>
<contrib contrib-type="author">
<name><surname>Peters</surname> <given-names>Akira F.</given-names></name>
<xref ref-type="aff" rid="aff3"><sup>3</sup></xref>
</contrib>
<contrib contrib-type="author" corresp="yes">
<name><surname>Leblanc</surname> <given-names>Catherine</given-names></name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
<xref ref-type="corresp" rid="c001"><sup>&#x002A;</sup></xref>
<uri xlink:href="http://loop.frontiersin.org/people/269050/overview"/>
</contrib>
</contrib-group>
<aff id="aff1"><sup>1</sup><institution>Sorbonne Universit&#x00E9;, CNRS, UMR 8227, Integrative Biology of Marine Models, Station Biologique de Roscoff</institution>, <addr-line>Roscoff</addr-line>, <country>France</country></aff>
<aff id="aff2"><sup>2</sup><institution>Sorbonne Universit&#x00E9;, CNRS, FR2424, Analysis and Bioinformatics for Marine Science, Station Biologique de Roscoff</institution>, <addr-line>Roscoff</addr-line>, <country>France</country></aff>
<aff id="aff3"><sup>3</sup><institution>Bezhin Rosko</institution>, <addr-line>Santec</addr-line>, <country>France</country></aff>
<author-notes>
<fn fn-type="edited-by"><p>Edited by: Jin Liu, Peking University, China</p></fn>
<fn fn-type="edited-by"><p>Reviewed by: Jianhua Fan, East China University of Science and Technology, China; Xupeng Cao, Dalian Institute of Chemical Physics, Chinese Academy of Sciences (CAS), China</p></fn>
<corresp id="c001">&#x002A;Correspondence: Catherine Leblanc, <email>catherine.leblanc@sb-roscoff.fr</email></corresp>
<fn fn-type="other" id="fn002"><p><sup>&#x2020;</sup>These authors share first authorship</p></fn>
<fn fn-type="other" id="fn004"><p>This article was submitted to Marine Molecular Biology and Ecology, a section of the journal Frontiers in Marine Science</p></fn>
</author-notes>
<pub-date pub-type="epub">
<day>03</day>
<month>11</month>
<year>2021</year>
</pub-date>
<pub-date pub-type="collection">
<year>2021</year>
</pub-date>
<volume>8</volume>
<elocation-id>742469</elocation-id>
<history>
<date date-type="received">
<day>16</day>
<month>07</month>
<year>2021</year>
</date>
<date date-type="accepted">
<day>24</day>
<month>09</month>
<year>2021</year>
</date>
</history>
<permissions>
<copyright-statement>Copyright &#x00A9; 2021 Xing, Bernard, Rousvoal, Corre, Markov, Peters and Leblanc.</copyright-statement>
<copyright-year>2021</copyright-year>
<copyright-holder>Xing, Bernard, Rousvoal, Corre, Markov, Peters and Leblanc</copyright-holder>
<license xlink:href="http://creativecommons.org/licenses/by/4.0/"><p>This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY). The use, distribution or reproduction in other forums is permitted, provided the original author(s) and the copyright owner(s) are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms.</p></license>
</permissions>
<abstract>
<p>The filamentous algal endophyte <italic>Laminarionema elsbetiae</italic> is highly prevalent in European populations of the brown alga <italic>Saccharina latissima</italic>, but has also been found occasionally in the other kelp species <italic>Laminaria digitata</italic>. The presence of <italic>L. elsbetiae</italic> coincides with morphological changes in the hosts such as twisted stipes and deformed blades, however, little is known about the molecular bases of these algal host-endophyte interactions. Using a co-cultivation experiment, we showed that physiological and gene regulation responses, and later endophyte prevalences are different between the main and the occasional host. The contact with the endophyte <italic>L. elsbetiae</italic> induced a stronger and faster transcriptomic regulation in the occasional host <italic>L. digitata</italic> after 24 h, from which growth rate was later affected. During the first two days of co-cultivation, only 21 differentially expressed genes (DEGs) were common in both kelps, indicating a crucial difference between the molecular responses of the two hosts. By functional annotation, we identified DEGs related to host-endophyte recognition, defense response and cell wall modification. Our results suggest that expression pattern differences between the two kelps related to the recognition of the endophyte and later defense reactions could explain the variability of observed physiological responses and host-endophyte specificity in kelp natural populations.</p>
</abstract>
<kwd-group>
<kwd>biotic interactions</kwd>
<kwd>brown algae</kwd>
<kwd>defense responses</kwd>
<kwd>endophyte</kwd>
<kwd>Laminariales</kwd>
<kwd>physiology</kwd>
<kwd>transcriptomic (RNA-Seq)</kwd>
</kwd-group>
<counts>
<fig-count count="4"/>
<table-count count="3"/>
<equation-count count="0"/>
<ref-count count="77"/>
<page-count count="14"/>
<word-count count="11413"/>
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</front>
<body>
<sec sec-type="intro" id="S1">
<title>Introduction</title>
<p>Kelps &#x2013; including large brown macroalgae of the order Laminariales &#x2013; are major components of rocky intertidal and subtidal habitats (<xref ref-type="bibr" rid="B74">Wynne and Bold, 1985</xref>). They do not only serve as food source or habitats for animals, but also provide a substratum for smaller organisms growing on (epiphytes) or inside (endophytes) of their thalli, such as fungi, oomycetes or filamentous algae (<xref ref-type="bibr" rid="B6">Bartsch et al., 2008</xref>; <xref ref-type="bibr" rid="B23">Gachon et al., 2010</xref>). The prevalence of the latter can be very high, reaching up to 100% of infected individuals in natural kelp population (<xref ref-type="bibr" rid="B45">Lein et al., 1991</xref>; <xref ref-type="bibr" rid="B21">Ellertsdottir and Peters, 1997</xref>; <xref ref-type="bibr" rid="B8">Bernard M. et al., 2018</xref>). Furthermore, filamentous algal endophytes often coincide with disease symptoms in their hosts such as twisted stipes, crippled thalli or a reduced growth of the kelps (<xref ref-type="bibr" rid="B55">Peters, 1996</xref>; <xref ref-type="bibr" rid="B24">Gauna et al., 2009</xref>; <xref ref-type="bibr" rid="B67">Thomas et al., 2009</xref>), but the nature of endophytic relationships in different kelps species, from detrimental to neutral ones, is still an open question. As they have also been reported to lower the commercial value of infected kelps (<xref ref-type="bibr" rid="B75">Yoshida, 1979</xref>), endophytes represent a potential threat to the globally increasing seaweed aquaculture (<xref ref-type="bibr" rid="B23">Gachon et al., 2010</xref>).</p>
<p><italic>Laminarionema elsbetiae</italic> is a filamentous brown alga, which is commonly found as an endophyte in the sugar kelp Saccharina latissima along European coasts (<xref ref-type="bibr" rid="B21">Ellertsdottir and Peters, 1997</xref>; <xref ref-type="bibr" rid="B8">Bernard M. et al., 2018</xref>; <xref ref-type="bibr" rid="B7">Bernard M.S. et al., 2018</xref>). Occasionally it also infects <italic>Laminaria digitata</italic>, although this kelp is more often infected by other endophyte species belonging to the genus <italic>Laminariocolax</italic> (<xref ref-type="bibr" rid="B61">Russell, 1964</xref>; <xref ref-type="bibr" rid="B38">Kornmann and Sahling, 1994</xref>). In Asia, <italic>L. elsbetiae</italic> has been described infecting the economically important <italic>Saccharina japonica</italic>, but none of the other kelp species in the direct vicinity, such as <italic>Costaria costata</italic> or <italic>Undaria pinnatifida</italic> (<xref ref-type="bibr" rid="B34">Kawai and Tokuyama, 1995</xref>). Similarly, kelps in Northern Brittany have shown significant variation in the prevalence of <italic>L. elsbetiae</italic> according to different host species (<xref ref-type="bibr" rid="B8">Bernard M. et al., 2018</xref>). It therefore seems that kelp-endophyte relationships underlie a certain specificity, but the molecular bases of the interaction between kelps and brown algal endophytes remain poorly understood.</p>
<p>In macroalgae, as for most eukaryotic organisms, the activation of defense responses and innate immunity relies on a successful recognition of the potential attacker. This may either involve the perception of exogenous elicitors, i.e., highly conserved patterns in the cell envelope or cell wall, which are found only on the attacker, but not on the host itself, or endogenous elicitors, such as oligosaccharides deriving from the host&#x2019;s cell wall, which are released following an enzymatic degradation during a biotic attack (<xref ref-type="bibr" rid="B72">Weinberger, 2007</xref>). This non se recognition is followed by different inducible defense reactions. A fast and common eukaryotic stress response is the so-called oxidative burst, a release of reactive oxygen species (ROS). ROS do not only have direct cytotoxic effects on attackers, but are also involved in cell-wall strengthening and signaling processes (<xref ref-type="bibr" rid="B27">Hancock et al., 2001</xref>; <xref ref-type="bibr" rid="B40">K&#x00FC;pper et al., 2001</xref>, <xref ref-type="bibr" rid="B41">2002</xref>). Other defense pathways in kelps that may be activated during biotic interactions through gene expression regulation (<xref ref-type="bibr" rid="B17">Cosse et al., 2009</xref>) involve the production of fatty acids and oxylipins and the emission of volatile halogenated organic compounds (<xref ref-type="bibr" rid="B44">Leblanc et al., 2006</xref>; <xref ref-type="bibr" rid="B42">La Barre et al., 2010</xref>).</p>
<p>A well-studied alga-endophyte pathosystem is the interaction between the red alga <italic>Chondrus crispus</italic> and the green algal endophyte <italic>Ulvella operculata</italic>. Sporophytes of <italic>C. crispus</italic> are regularly infected by <italic>U. operculata</italic>, but the endophyte cannot penetrate beyond the outer cell layers of the gametophyte of <italic>C. crispus</italic> (<xref ref-type="bibr" rid="B16">Correa and McLachlan, 1994</xref>). <italic>U. operculata</italic> expresses carrageenolytic activity to degrade and penetrate into the cell wall of <italic>C. crispus</italic> (<xref ref-type="bibr" rid="B12">Bouarab et al., 1999</xref>). Previous studies on <italic>C. crispus</italic> suggested that the oxidative burst and the oxylipin pathway play an important role in the natural resistance of <italic>C. crispus</italic> gametophytes against <italic>U. operculata</italic> (<xref ref-type="bibr" rid="B12">Bouarab et al., 1999</xref>, <xref ref-type="bibr" rid="B11">2004</xref>). Electron microscopy observation suggested that the spores of <italic>L. elsbetiae</italic> penetrate the surface of <italic>S. latissima</italic> by locally dissolving the cell wall using alginolytic enzymes (<xref ref-type="bibr" rid="B29">Heesch and Peters, 1999</xref>). Oligosaccharides released during this interaction could act as endogenous elicitors that could be recognized by the kelp and trigger an activation of defense responses. However, further biochemical and molecular studies are necessary to confirm this hypothesis in kelps. Resistance of <italic>L. digitata</italic> against the endophyte <italic>Laminariocolax tomentosoides</italic> was increased after an oxidative burst elicited by endogenous oligoalginate elicitors or by a pre-treatment with arachidonic acid, a polyunsaturated fatty acid (<xref ref-type="bibr" rid="B41">K&#x00FC;pper et al., 2002</xref>, <xref ref-type="bibr" rid="B39">2009</xref>). Thus, several different pathways may be involved in the inducible defense of kelps against algal endophytes. <italic>In situ</italic> surveys in Brittany have shown that <italic>S. latissima</italic> sporophytes are infected early in their life by <italic>L. elsbetiae</italic> (<xref ref-type="bibr" rid="B8">Bernard M. et al., 2018</xref>). They confirmed different prevalence according to host species, with <italic>S. latissima</italic> being the principal host and <italic>L. digitata</italic> being infected only occasionally.</p>
<p>This paper aims at exploring the importance of both early recognition of endophytic presence and inducible defense responses in two different kelp species, in relationship with specific infection patterns observed in natural kelp populations. For this purpose, we investigated and compared the physiological and molecular responses of young sporophytes of the main host <italic>S. latissima</italic> and the occasional host <italic>L. digitata</italic> to an infection with <italic>L. elsbetiae</italic>. We developed a co-cultivation bioassay to measure the kelps&#x2019; growth over 14 days in the presence of the endophyte and measured the production of H<sub>2</sub>O<sub>2</sub> in kelp-endophyte co-cultures to follow the oxidative response of the kelps in the presence of endophytic algae. We tested pre-treatment with oligoalginates to further explore <italic>L. digitata</italic> physiological responses in presence of <italic>L. elsbetiae</italic> endophyte, using the co-cultivation bioassay. To understand the molecular bases of kelp-endophyte early interaction and its specificity, an RNA sequencing analysis was conducted to compare the regulation of gene expression of both kelp species during the first 2 days of contact with the endophyte <italic>L. elsbetiae</italic> in laboratory conditions.</p>
</sec>
<sec id="S2" sec-type="materials|methods">
<title>Materials and Methods</title>
<sec id="S2.SS1">
<title>Biological Material</title>
<p>Spores of fertile individuals of <italic>S. latissima</italic> and <italic>L. digitata</italic>, collected at Perharidy (near Roscoff, 48.73&#x00B0;N, 4.00&#x00B0;W) were released onto cover slips using the hanging-drop technique (<xref ref-type="bibr" rid="B73">Wynne, 1969</xref>). The cover slips with settled spores were cultivated at 14&#x00B0;C and exposed to 20 &#x03BC;mol photons s<sup>&#x2013;1</sup>m<sup>&#x2013;2</sup> of white light, with a 12 h light/dark cycle. The developing sporophytes were raised in 100 mL Petri dishes with weekly changes of culture medium. For all cultures, filtered autoclaved natural seawater (FSW) was enriched with Provasoli solution (10 mL Provasoli solution/L seawater) (<xref ref-type="bibr" rid="B58">Provasoli, 1968</xref>). After 4 weeks, the sporophytes were detached from the cover slips and transferred to 10 L bottles connected to an aeration system. Culture medium in the 10 L bottles was changed weekly. The culture conditions were the same as for the production of sporophytes from settled spores.</p>
<p>Cultures of the filamentous brown algae <italic>L. elsbetiae</italic>, <italic>Laminariocolax tomentosoides</italic>, and <italic>Microspongium tenuissimum</italic> were obtained from the Bezhin Rosko culture collection. They were kept in Petri dishes at 14&#x00B0;C and 5 &#x03BC;mol photons s<sup>&#x2013;1</sup>m<sup>&#x2013;2</sup> with monthly changes of culture medium.</p>
</sec>
<sec id="S2.SS2">
<title>Co-cultivation Bioassay, Growth and Chlorophyll Fluorescence Measurements</title>
<p>Both <italic>S. latissima</italic> and <italic>L. digitata</italic> species were co-cultivated with the endophyte for 2 weeks as described below.</p>
<p>Fifteen 2 L bottles were filled with 1.5 L sterile Provasoli-enriched FSW and connected to an aeration system (<xref ref-type="supplementary-material" rid="FS1">Supplementary Figure 1A</xref>). One kelp sporophyte was transferred to each of the bottles. A hole was punched in the kelp sporophytes at 1 cm distance from the basal meristem using a pipet tip. In the following experiment, the longitudinal growth of the sporophyte blade was measured by monitoring the distance of the hole from the basal meristem with a ruler (<xref ref-type="bibr" rid="B54">Parke, 1948</xref>) (<xref ref-type="supplementary-material" rid="FS1">Supplementary Figure 1B</xref>). The first measurement was done after 3&#x2013;5 days to ensure that the growth behavior of all sporophytes was similar. Subsequently, a filament of either <italic>L. elsbetiae</italic> or <italic>M. tenuissimum</italic> of similar size was added to 5 bottles each (<italic>N</italic> = 5). <italic>M. tenuissimum</italic> &#x2013; a filamentous brown alga which is not endophytic in <italic>S. latissima</italic> and <italic>L. digitata</italic> - was used as a control to test a nutrient competition effect. Nothing was added to the remaining 5 bottles (control cultures of sporophytes without endophyte).</p>
<p>After the addition of the filaments (day 0), growth of <italic>S. latissima</italic> was measured on days 3, 6, 9, 11, and 14. Growth of <italic>L. digitata</italic> was measured on days 3, 6, 10, and 14. To ensure a sufficient nutrient supply, an amount of 0.5 mL of Provasoli solution per day of experiment was added after each measurement. All co-cultivation experiments were performed at 14&#x00B0;C and 20 &#x03BC;mol photons s<sup>&#x2013;1</sup>m<sup>&#x2013;2</sup> with a 12 h light/dark cycle.</p>
<p>The maximum quantum yield of photosystem II (Fv/Fm) was measured on the same days using a JuniorPAM fluorometer (Walz, Germany). The sporophytes were dark-acclimated for 20 min prior to the measurement. After the last measurement, the kelp sporophytes were frozen in liquid nitrogen and kept at &#x2212;80&#x00B0;C for the molecular detection of the endophyte in the kelp tissue.</p>
<p>The growth curves and Fv/Fm graphs were drawn with GraphPad prism (GraphPad Prism Software, Inc., United States) and SPSS was used for statistical analyses (IBM Corp. Released 2015. IBM SPSS Statistics for Windows, Version 23.0. Armonk, NY, United States: IBM Corp.). Normality of the data and homogeneity of variances were tested with the Shapiro-Wilk test and the Levene test, respectively. Subsequently, data were analyzed with one-way ANOVAs. Significant differences were evaluated with the Tukey <italic>post hoc</italic> test.</p>
</sec>
<sec id="S2.SS3">
<title>Endophyte Detection</title>
<p>Direct microscopic observation was not adapted to the observation of endophyte spore settlements after 2 weeks, as first tested on two <italic>L. digitata</italic> plantlets, co-cultivated with endophytes. We therefore used a qPCR-based molecular approach: DNA extraction and qPCR quantification of endophytes in the hosts were performed as described previously (<xref ref-type="bibr" rid="B8">Bernard M. et al., 2018</xref>). In total, up to 15 individuals of <italic>S. latissima</italic> and 13 individuals of <italic>L. digitata</italic> from three independent co-cultivation bioassays with <italic>L. elsbetiae</italic> as well as 3 randomly chosen control sporophytes of each species were analyzed by qPCR for the detection of <italic>L. elsbetiae</italic> DNA using specific ITS primers. Cycle threshold (CT) values were calculated with the LightCycler 480 Software (Roche, Germany): endophyte DNA was amplified with a maximum of 33 cycles, and above 34 cycles, it was considered as undetectable.</p>
</sec>
<sec id="S2.SS4">
<title>Oligoguluronates <italic>L. digitata</italic> Pre-treatment and Co-cultivation Bioassay</title>
<p>Sixteen <italic>L. digitata</italic> sporophytes raised in laboratory culture were transferred to small glass beakers, filled with 50 mL autoclaved FSW. 150 &#x03BC;g/ml of oligoguluronate blocks (GG, prepared from <italic>L. hyperborea</italic> according to <xref ref-type="bibr" rid="B28">Haug et al. (1974)</xref> were added to 8 sporophytes. All beakers were placed on a shaker for 3 h (100 rpm) and the occurrence of an oxidative burst was measured as described below. After the incubation, the sporophytes were washed by transferring them to new beakers containing 50 mL autoclaved FSW and shaking for another 15 min. This washing step was repeated twice. A hole was punched in 1 cm distance of the meristem in the kelps and they were transferred to 2 L bottles. The first measurement was done after 3 days to assure that growth behavior of all sporophytes (control and GG-treated) was similar. Then, filaments of <italic>L. elsbetiae</italic> were added to 4 of the GG pre-treated and to 4 of the untreated <italic>L. digitata</italic> sporophytes. Growth was measured as described above on days 3, 7, 10, and 14. Statistical analysis were performed as described above.</p>
</sec>
<sec id="S2.SS5">
<title>Oxidative Response Measurement</title>
<p>The net production of H<sub>2</sub>O<sub>2</sub> in seawater surrounding kelp-endophyte co-cultures was determined using a luminol chemiluminescence method (<xref ref-type="bibr" rid="B40">K&#x00FC;pper et al., 2001</xref>). After measuring the fresh weight of young sporophytes of <italic>S. latissima</italic> and <italic>L. digitata</italic>, they were transferred to glass beakers containing 50 mL seawater and placed on a shaker (100rpm). The experimental set-up consisted of a control (only <italic>S. latissima</italic> or <italic>L. digitata</italic>), both kelps co-cultivated with the endophytes <italic>L. elsbetiae</italic> or <italic>L. tomentosoides</italic>, and 50 mL of seawater containing only filaments of <italic>L. elsbetiae</italic> or <italic>L. tomentosoides</italic>. As a positive control, 150 &#x03BC;g/mL of GG were added to another glass beaker containing 50 mL of seawater and a sporophyte of either <italic>S. latissima</italic> or <italic>L. digitata</italic>.</p>
<p>150 &#x03BC;L of seawater were taken as sample for each measurement. Measurements were done before starting the treatment (t = 0), and 2, 4, 6, 8, 10, 15, 20, 25, and 30 min after the addition of the endophytes or GG. For each measurement, 50 &#x03BC;L of 20 U.mL<sup>&#x2013;1</sup> horseradish peroxidase, dissolved in pH 7.8 phosphate buffer, and 100 &#x03BC;L of 0.3 M luminol (5-amino-2,3-dihydro-1,4-phtalazinedione) were added automatically to the sample by two injectors of the GloMax 20/20 Luminometer (Promega, United States). Chemiluminescence was measured immediately after the injection with a signal time of 1 s. A standard calibration curve from 0.1 &#x03BC;M to 20 mM H<sub>2</sub>O<sub>2</sub> was drawn to determine the concentration of H<sub>2</sub>O<sub>2</sub> in the seawater samples. H<sub>2</sub>O<sub>2</sub> production by the kelp per g fresh weight was estimated by integrating the total amount of H<sub>2</sub>O<sub>2</sub> monitored over 30 min and expressed as log2-transformed fold changes between control and treatments. The experiment was repeated 3 times and a one-sample-<italic>t</italic>-test was used for statistical analysis.</p>
</sec>
<sec id="S2.SS6">
<title>RNA Extraction for Sequencing</title>
<p>For transcriptomic analysis, 16 bottles were filled with 1.5 L autoclaved Provasoli enriched FSW and adapted to an aeration system. One sporophyte of <italic>S. latissima</italic> (3&#x2013;5 cm) was added to each bottle. After 24 h of acclimation time, filaments of <italic>L. elsbetiae</italic> were added to 8 of the bottles. The four individuals of the control group and 4 individuals co-cultivated with <italic>L. elsbetiae</italic> were taken after 24 and 48 h. The kelp sporophytes were blotted dry with tissue paper, frozen in liquid nitrogen and stored in &#x2212;80&#x00B0;C until RNA extraction. The same experimental set-up was used for <italic>L. digitata</italic> sporophytes (<xref ref-type="supplementary-material" rid="FS1">Supplementary Figure 1C</xref>).</p>
<p>RNA was extracted as described by <xref ref-type="bibr" rid="B30">Heinrich et al. (2012)</xref> with a combination of a classical CTAB-based method and the RNeasy Mini kit (QIAGEN, Hilden, Germany) including an on-column DNA digestion. Quantity and purity of the extracted RNA were tested on a NanoDrop<sup>TM</sup> spectrophotometer (Thermo Fisher Scientific Inc., Waltham, United States) and on a 2% agarose gel.</p>
<p>Based on the quality and concentration, three replicates of each condition and each kelp species were chosen for commercial library preparation and Illumina paired-end sequencing (HiSeq3000) at the Plateforme G&#x00E9;nomique du Genopole Toulouse Midi-Pyr&#x00E9;n&#x00E9;es GeT (France).</p>
</sec>
<sec id="S2.SS7">
<title><italic>De novo</italic> Assembly of the Transcriptome and Identification of Differentially Expressed Genes (DEGs)</title>
<p>The quality of the Illumina reads was checked using FastQC (<xref ref-type="bibr" rid="B3">Andrews, 2010</xref>). Reads were cleaned by removing adapters, low quality reads (Phred score &#x003C; 33) and short reads (&#x003C;50 nucleotides) with Trimmomatic (<xref ref-type="bibr" rid="B9">Bolger et al., 2014</xref>) and residual rRNA was removed with SortMeRNA (<xref ref-type="bibr" rid="B37">Kopylova et al., 2012</xref>). Another quality check was performed with FastQC on the processed reads to ensure that high quality reads were obtained through the cleaning steps. An additional cleaning step was done by removing reads of the endophyte by mapping to the transcriptome of <italic>L. elsbetiae</italic>, produced in the context of the Phaeoexplorer project<sup><xref ref-type="fn" rid="footnote1">1</xref></sup>.</p>
<p>A <italic>de novo</italic> transcriptome assembly was created for both kelp species separately based on the pooled processed control reads using Trinity (<xref ref-type="bibr" rid="B25">Grabherr et al., 2011</xref>) with the default options. The quality of the assembly was assessed by re-mapping the cleaned reads using the bowtie2 aligner (<xref ref-type="bibr" rid="B43">Langmead and Salzberg, 2012</xref>). Transcript abundance was estimated in TPM with PERL scripts implemented in Trinity. The quality of the transcriptome assemblies was evaluated by using BUSCO v2.0 (<xref ref-type="bibr" rid="B63">Sim&#x00E3;o et al., 2015</xref>) with eukaryote dataset and redundancy further reduced according to the TPM value.</p>
<p>Gene annotation was performed with a Blastx search against the NCBI-NR (Release 239) and the Uniprot databases (Release 2020_02) with an <italic>E</italic>-value cut-off of 10<sup>&#x2013;5</sup>. Furthermore, genes were assigned to 2nd level GO subcategories within the three root categories molecular function, cellular component and biological process using Blast2GO (<xref ref-type="bibr" rid="B15">Conesa et al., 2005</xref>).</p>
<p>Differential gene expression between the control and the co-cultivation treatments was determined separately for the 24 and 48 h samples using DESeq2 (<xref ref-type="bibr" rid="B47">Love et al., 2014</xref>). Log2 fold change values &#x2265; 0.7 and &#x2264; &#x2212;0.7 with a <italic>p</italic>-value &#x003C; 0.01 were considered to be up- and downregulated, respectively. Heat maps were plotted using the R package pheatmap.</p>
<p>The genes that were differentially expressed in both species were compared with Blastn (<italic>E</italic>-value cut-off of 10<sup>&#x2013;5</sup>) against each other in order to identify common DEGs.</p>
</sec>
</sec>
<sec sec-type="results" id="S3">
<title>Results</title>
<sec id="S3.SS1">
<title>The Effect of Co-cultivation With Algal Endophytes on Kelp Growth and Infection</title>
<p>No significant differences in growth occurred within 2 weeks of co-cultivation of <italic>S. latissima</italic> with the non-endophytic <italic>M. tenuissimum</italic> and endophytic <italic>L. elsbetiae</italic> (<xref ref-type="fig" rid="F1">Figure 1A</xref> and <xref ref-type="supplementary-material" rid="TS1">Supplementary Table 1</xref>).</p>
<fig id="F1" position="float">
<label>FIGURE 1</label>
<caption><p>Growth of <bold>(A)</bold> <italic>S. latissima</italic> and <bold>(B)</bold> <italic>L. digitata</italic> in control conditions (green), in presence of the non-endophytic <italic>M. tenuissimum</italic> (yellow) and the endophyte <italic>L. elsbetiae</italic> (red). The presented values are mean values with standard deviation (<italic>N</italic> = 5). Significant differences are indicated by asterisk (see <xref ref-type="supplementary-material" rid="TS1">Supplementary Table 1</xref>).</p></caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fmars-08-742469-g001.tif"/>
</fig>
<p>In the case of <italic>L. digitata</italic>, a significant difference between the treatments occurred 6 days after the addition of <italic>L. elsbetiae</italic> (<xref ref-type="fig" rid="F1">Figure 1B</xref> and <xref ref-type="supplementary-material" rid="TS1">Supplementary Table 1</xref>). The growth of <italic>L. digitata</italic> decreased significantly (<xref ref-type="fig" rid="F1">Figure 1B</xref>) as compared to the other treatments after 6 days of co-cultivation (<xref ref-type="supplementary-material" rid="TS1">Supplementary Table 1</xref>, one-way ANOVA, <italic>p</italic> = 0.013) and the difference persisted until the end of the experiment (<xref ref-type="supplementary-material" rid="TS1">Supplementary Table 1</xref>). There was no significant effect of co-cultivation with <italic>M. tenuissimum</italic> on the growth of <italic>L. digitata</italic>.</p>
<p>No significant differences in Fv/Fm occurred within <italic>S. latissima</italic> or <italic>L. digitata</italic> alone or in co-cultivation with <italic>M. tenuissimum</italic> and <italic>L. elsbetiae</italic> (<xref ref-type="supplementary-material" rid="TS1">Supplementary Table 1</xref>).</p>
<p>At the end of the experiment, i.e., after 2 weeks of co-cultivation, DNA of the endophyte was detected in 7 out of the fifteen <italic>S. latissima</italic> DNA samples using qPCR <italic>Laminarionema</italic> specific primers, whereas it was only detected in 4 out of 13 samples of the <italic>L. digitata</italic> DNA samples. No <italic>L. elsbetiae</italic> DNA was detected by qPCR in any of the controls.</p>
</sec>
<sec id="S3.SS2">
<title>Oligoguluronates (GG) Pre-treatment Modified <italic>L. digitata</italic> Responses Toward Algal Endophytes</title>
<p>Co-cultivation of <italic>L. digitata</italic> sporophytes with the endophyte <italic>L. elsbetiae</italic> resulted in a significant decrease of growth from day 3 until day 14 (red line in <xref ref-type="fig" rid="F2">Figure 2</xref> and <xref ref-type="supplementary-material" rid="TS2">Supplementary Table 2</xref>), as already described before (control as green line in <xref ref-type="fig" rid="F2">Figure 2</xref>). However, the addition of <italic>L. elsbetiae</italic> did not have any effect on the growth of <italic>L. digitata</italic> sporophytes that had been pre-treated with GG 3 days before the co-cultivation was started (golden line, <xref ref-type="fig" rid="F2">Figure 2</xref>). There was no effect of the GG elicitation pre-treatment alone on the growth of <italic>L. digitata</italic> (gray line in <xref ref-type="fig" rid="F2">Figure 2</xref>).</p>
<fig id="F2" position="float">
<label>FIGURE 2</label>
<caption><p>Growth of <italic>L. digitata</italic> without GG pre-treatment in control conditions (green) and in co-cultivation with <italic>L. elsbetiae</italic> (red) and of <italic>L. digitata</italic> with GG pre-treatment in control conditions (gray) and with <italic>L. elsbetiae</italic> (gold). Significant differences are indicated by asterisks (see <xref ref-type="supplementary-material" rid="TS2">Supplementary Table 2</xref>). The presented values are mean values with standard deviation (<italic>N</italic> = 4).</p></caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fmars-08-742469-g002.tif"/>
</fig>
</sec>
<sec id="S3.SS3">
<title>Oxidative Burst Measurement</title>
<p>As previously demonstrated by <xref ref-type="bibr" rid="B40">K&#x00FC;pper et al. (2001)</xref>, oligoguluronate (GG) blocks triggered an oxidative burst in both kelp species, which is indicated by a significant fold change of H<sub>2</sub>O<sub>2</sub> release as compared to the control (<xref ref-type="table" rid="T1">Table 1</xref>).</p>
<table-wrap position="float" id="T1">
<label>TABLE 1</label>
<caption><p>Mean values of log2FC in H<sub>2</sub>O<sub>2</sub> content monitored during 30 min in seawater surrounding the treated kelps as compared to the control (<italic>N</italic> = 3) and results of the statistical analysis using a one-sample <italic>t</italic>-test.</p></caption>
<table cellspacing="5" cellpadding="5" frame="hsides" rules="groups">
<thead>
<tr>
<td valign="top" align="left">Treatment</td>
<td valign="top" align="center">Mean log2FC</td>
<td valign="top" align="center">St. dev</td>
<td valign="top" align="center">t</td>
<td valign="top" align="center">Df</td>
<td valign="top" align="center"><italic>p</italic>-value</td>
</tr>
</thead>
<tbody>
<tr>
<td valign="top" align="left">Ldig + GG</td>
<td valign="top" align="center">3.49</td>
<td valign="top" align="center">1.31</td>
<td valign="top" align="center">4.60</td>
<td valign="top" align="center">2</td>
<td valign="top" align="center">0.02&#x002A;</td>
</tr>
<tr>
<td valign="top" align="left">Ldig + Lels</td>
<td valign="top" align="center">&#x2013;0.61</td>
<td valign="top" align="center">0.26</td>
<td valign="top" align="center">&#x2013;1.24</td>
<td valign="top" align="center">2</td>
<td valign="top" align="center">0.17</td>
</tr>
<tr>
<td valign="top" align="left">Ldig + Ltom</td>
<td valign="top" align="center">&#x2013;0.42</td>
<td valign="top" align="center">0.07</td>
<td valign="top" align="center">&#x2013;3.10</td>
<td valign="top" align="center">2</td>
<td valign="top" align="center">0.04&#x002A;</td>
</tr>
<tr>
<td valign="top" align="left">Slat + GG</td>
<td valign="top" align="center">3.56</td>
<td valign="top" align="center">1.78</td>
<td valign="top" align="center">3.47</td>
<td valign="top" align="center">2</td>
<td valign="top" align="center">0.04&#x002A;</td>
</tr>
<tr>
<td valign="top" align="left">Slat + Lels</td>
<td valign="top" align="center">&#x2013;0.24</td>
<td valign="top" align="center">0.52</td>
<td valign="top" align="center">&#x2013;0.78</td>
<td valign="top" align="center">2</td>
<td valign="top" align="center">0.26</td>
</tr>
<tr>
<td valign="top" align="left">Slat + Ltom</td>
<td valign="top" align="center">0.21</td>
<td valign="top" align="center">0.40</td>
<td valign="top" align="center">4.54</td>
<td valign="top" align="center">2</td>
<td valign="top" align="center">0.09</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<fn id="t1fn1"><p><italic>Ldig = <italic>L. digitata</italic>, GG = addition of oligoguluronates, Lels = <italic>L. elsbetiae</italic>, Ltom = <italic>L. tomentosoides</italic>, Slat = <italic>S. latissima</italic>. Significant differences of <italic>t</italic>-test are indicated by asterisks (&#x002A;).</italic></p></fn>
</table-wrap-foot>
</table-wrap>
<p>The addition of <italic>L. tomentosoides</italic> to <italic>S. latissima</italic> resulted in a slight increase of H<sub>2</sub>O<sub>2</sub> concentration in the seawater (log2FC = 0.21, one-sample <italic>t</italic>-test, <italic>p</italic> = 0.09, <xref ref-type="table" rid="T1">Table 1</xref>). When added to <italic>L. digitata</italic>, on the other hand, <italic>L. tomentosoides</italic> caused a significant decrease of the H<sub>2</sub>O<sub>2</sub> concentration in the seawater (log2FC = &#x2212;0.42, one-sample <italic>t</italic>-test, <italic>p</italic> = 0.04, <xref ref-type="table" rid="T1">Table 1</xref>). No significant changes in the H<sub>2</sub>O<sub>2</sub> concentration were observed after the addition of <italic>L. elsbetiae</italic> to both kelp species.</p>
</sec>
<sec id="S3.SS4">
<title>Global Transcriptomic Analysis of Early Kelp Responses Upon Endophyte Presence</title>
<p>The cleaned RNA sequencing reads of <italic>S. latissima</italic> and <italic>L. digitata</italic> were <italic>de novo</italic> assembled by Trinity and the general features of these two <italic>de novo</italic> transcriptomes are presented in <xref ref-type="supplementary-material" rid="TS3">Supplementary Table 3</xref>. 90% of total expression was present in 24,733 and 34,251 transcripts, respectively. The results of the BUSCO analysis revealed a near-complete gene sequence information for two transcriptomes with 82.4 and 84.4% complete BUSCO matches with eukaryotic dataset in <italic>S. latissima</italic> and <italic>L. digitata</italic>, respectively.</p>
<p>Overall, the distribution of GO terms for the three root categories &#x201C;Molecular Function,&#x201D; &#x201C;Cellular Component,&#x201D; and &#x201C;Biological process&#x201D; were similar for the assembled transcriptomes of <italic>S. latissima</italic> and <italic>L. digitata</italic> (<xref ref-type="supplementary-material" rid="FS2">Supplementary Figure 2</xref>). Within the molecular function category, most hits were assigned to catalytic activity and binding. Within the biological process root, most genes belonged to metabolic and cellular processes (<xref ref-type="supplementary-material" rid="FS2">Supplementary Figure 2</xref>). Overall, 47.34% of the obtained genes of <italic>S. latissima</italic> could be annotated whereas the annotation rate was slightly lower in <italic>L. digitata</italic> (45.66%).</p>
<p>The comparison between control and co-cultivated conditions identified 107 and 155 differentially expressed genes (DEG) at both time points in <italic>S. latissima</italic> and <italic>L. digitata</italic>, respectively (<xref ref-type="supplementary-material" rid="FS3">Supplementary Figure 3</xref>). Only six DEG were detected in <italic>S. latissima</italic> in presence of <italic>L. elsbetiae</italic> after 24 h, whereas 46 genes were significantly differentially expressed in <italic>L. digitata</italic> between control condition and co-culture with the endophyte (<xref ref-type="supplementary-material" rid="TS4">Supplementary Table 4</xref>). At 24 h, the majority of DEGs were downregulated in both species (<italic>S. latissima</italic>, 5 genes, i.e., 83.33% of DEG, <italic>L. digitata</italic>: 29 DEG, i.e., 63%), with stronger repression for those identified in <italic>S. latissima</italic> and for 16 DEG of <italic>L. digitata</italic> (<xref ref-type="fig" rid="F3">Figure 3A</xref>). Unlike <italic>S. latissima</italic>, where only one gene was moderated upregulated, 11 genes featured log2FC value above 5 compared to control in <italic>L. digitata</italic> (<xref ref-type="fig" rid="F3">Figure 3A</xref>).</p>
<fig id="F3" position="float">
<label>FIGURE 3</label>
<caption><p>Frequency distribution of log2FC among differentially expressed genes in <italic>S. latissima</italic> and <italic>L. digitata</italic> after <bold>(A)</bold> 24 h and <bold>(B)</bold> 48 h of co-cultivation with <italic>L. elsbetiae</italic>.</p></caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fmars-08-742469-g003.tif"/>
</fig>
<p>After 48 h, more changes in gene expression occurred and most detected DEG were upregulated in both species (<xref ref-type="fig" rid="F3">Figure 3B</xref>). In <italic>S. latissima</italic>, log2FC values of the 101 identified DEG ranged from 11.41 to &#x2212;28.27 (<xref ref-type="supplementary-material" rid="TS4">Supplementary Table 4</xref>), but the majority (78.22%) showed moderate expression log2FC between 2 and &#x2212;2 (<xref ref-type="fig" rid="F3">Figure 3B</xref> and <xref ref-type="supplementary-material" rid="TS4">Supplementary Table 4</xref>). In <italic>L. digitata</italic>, log2FC values of the 109 DEG ranged from 16.51 to &#x2212;14.28 (<xref ref-type="supplementary-material" rid="TS4">Supplementary Table 4</xref>): 52 DEGs (47.71%) showed moderate log2FC between 2 and &#x2212;2 and 29 DEGs (26.61%) were strongly upregulated (log2FC &#x003E; 6) (<xref ref-type="fig" rid="F3">Figure 3B</xref>, <xref ref-type="supplementary-material" rid="TS4">Supplementary Table 4</xref>). Among 262 DEGs identified in <italic>S. latissima</italic> and <italic>L. digitata</italic> in the 2-days cocultures with the endophyte, only 21 homologous genes were shared by both kelps.</p>
<p>Similar to the whole transcriptome analysis, an important part of the differentially expressed genes of both kelp species (between 39.0 to 45.0%) did not have a match through Blastx search in the available protein databases, as represented on <xref ref-type="fig" rid="F3">Figure 3</xref>. In the case of <italic>S. latissima</italic>, after 24 h of co-cultivation with the endophyte, only one gene had a match through Blastx search as a conserved unknown <italic>Ectocarpus</italic> protein (<xref ref-type="fig" rid="F3">Figure 3A</xref>, <xref ref-type="supplementary-material" rid="TS4">Supplementary Table 4</xref>). In <italic>L. digitata</italic>, among the 23 DEGs annotated based on at least one database after 24 h of the addition of <italic>L. elsbetiae</italic>, one putative respiratory burst oxidase homolog protein was significantly strongly upregulated (<xref ref-type="table" rid="T2">Table 2</xref>), and 9 genes corresponded to conserved unknown or hypothetical proteins in <italic>Ectocarpus</italic> genome (<xref ref-type="supplementary-material" rid="TS4">Supplementary Table 4</xref>).</p>
<table-wrap position="float" id="T2">
<label>TABLE 2</label>
<caption><p>Selected significant differentially expressed genes (DEGs) in <italic>L. digitata</italic> after co-cultivation with <italic>L. elsbetiae</italic> for 24 and 48 h vs. the control group (q &#x2264; 0.01, | log2 FC|&#x2265; 0.7).</p></caption>
<table cellspacing="5" cellpadding="5" frame="hsides" rules="groups">
<thead>
<tr>
<td valign="top" align="left">ID</td>
<td valign="top" align="left">Annotation</td>
<td valign="top" align="center"><italic>E</italic>-value</td>
<td valign="top" align="center" colspan="2">Log2Foldchange</td>
</tr>
<tr>
<td valign="top" align="center"></td>
<td valign="top" align="center"></td>
<td valign="top" align="center"></td>
<td valign="top" align="center" colspan="2"><hr/></td>
</tr>
<tr>
<td valign="top" align="left"/>
<td valign="top" align="left"/>
<td/>
<td valign="top" align="left">24 h</td>
<td valign="top" align="center">48 h</td>
</tr>
</thead>
<tbody>
<tr>
<td valign="top" align="left" colspan="5"><bold>Oxidative burst</bold></td>
</tr>
<tr>
<td valign="top" align="left">TRINITY_DN1 341_c1_g1_i6</td>
<td valign="top" align="left">Putative respiratory burst oxidase homolog protein</td>
<td valign="top" align="center">1.00E-158</td>
<td valign="top" align="center">9.89</td>
<td valign="top" align="center">&#x2212;</td>
</tr>
<tr>
<td valign="top" align="left"><bold>Defense responses</bold></td>
<td valign="top" align="left"/>
<td/>
<td valign="top" align="left"/>
<td valign="top" align="center"/>
</tr>
<tr>
<td valign="top" align="left">TRINITY_DN2 038_c0_g1_i2</td>
<td valign="top" align="left">Metacaspase</td>
<td valign="top" align="center">1.00E-61</td>
<td valign="top" align="center">&#x2013;</td>
<td valign="top" align="center">1.19</td>
</tr>
<tr>
<td valign="top" align="left">TRINITY_DN 39_c0_g1_i4</td>
<td valign="top" align="left">Serine Carboxypeptidase-like</td>
<td valign="top" align="center">1.00E-186</td>
<td valign="top" align="center">&#x2013;</td>
<td valign="top" align="center">1.56</td>
</tr>
<tr>
<td valign="top" align="left">TRINITY_DN 688_c0_g1_i3</td>
<td valign="top" align="left">Carbohydrate 4-sulfotransferase</td>
<td valign="top" align="center">1.00E-40</td>
<td valign="top" align="center">&#x2013;</td>
<td valign="top" align="center">1.65</td>
</tr>
<tr>
<td valign="top" align="left" colspan="5"><bold>Carbohydrate metabolism</bold></td>
</tr>
<tr>
<td valign="top" align="left">TRINITY_DN 3431_c4_g1_i2</td>
<td valign="top" align="left">Cellulose synthase (UDP-forming), family GT2</td>
<td valign="top" align="center">1.00E-225</td>
<td valign="top" align="center">&#x2013;</td>
<td valign="top" align="center">&#x2013;1.66</td>
</tr>
<tr>
<td valign="top" align="left">TRINITY_DN 2426_c0_g1_i5</td>
<td valign="top" align="left">Carbonic anhydrase</td>
<td valign="top" align="center">8.00E-58</td>
<td valign="top" align="center">&#x2013;</td>
<td valign="top" align="center">&#x2013;1.48</td>
</tr>
<tr>
<td valign="top" align="left">TRINITY_DN 545_c0_g1_i4</td>
<td valign="top" align="left">GDP-mannose dehydrogenase 2</td>
<td valign="top" align="center">1.00E-60</td>
<td valign="top" align="center">&#x2013;</td>
<td valign="top" align="center">1.38</td>
</tr>
<tr>
<td valign="top" align="left">TRINITY_DN 545_c0_g1_i5</td>
<td valign="top" align="left">GDP-mannose dehydrogenase 2</td>
<td valign="top" align="center">9.00E-60</td>
<td valign="top" align="center">&#x2013;</td>
<td valign="top" align="center">0.77</td>
</tr>
<tr>
<td valign="top" align="left" colspan="5"><bold>Photosynthesis</bold></td>
</tr>
<tr>
<td valign="top" align="left">TRINITY_DN 20532_c0_g1_i9</td>
<td valign="top" align="left">Light harvesting protein lhcf6</td>
<td valign="top" align="center">2.00E-60</td>
<td valign="top" align="center">&#x2013;</td>
<td valign="top" align="center">&#x2013;1.16</td>
</tr>
<tr>
<td valign="top" align="left">TRINITY_DN 25753_c0_g1_i1</td>
<td valign="top" align="left">Photosystem II reaction center protein D1</td>
<td valign="top" align="center">5.00E-208</td>
<td valign="top" align="center">&#x2013;</td>
<td valign="top" align="center">1.45</td>
</tr>
<tr>
<td valign="top" align="left" colspan="5"><bold>Fatty acid metabolism</bold></td>
</tr>
<tr>
<td valign="top" align="left">TRINITY_DN 4308_c2_g1_i1</td>
<td valign="top" align="left">Long-chain acyl-CoA synthetase</td>
<td valign="top" align="center">4.00E-98</td>
<td valign="top" align="center">&#x2013;</td>
<td valign="top" align="center">&#x2013;1.21</td>
</tr>
</tbody>
</table></table-wrap>
<p>After 48 h of co-cultivation of <italic>S. latissima</italic> with the endophyte, 19 DEGs corresponded to conserved unknown or hypothetical <italic>Ectocarpus</italic> proteins. A functional putative annotation was retrieved for only 38 genes out of 101 DEG (see <xref ref-type="supplementary-material" rid="TS4">Supplementary Table 4</xref>). Among those DEGs, several genes related to cell wall metabolism were significantly up-regulated, including five mannuronan C-5-epimerases, an endo-1,3-beta-glucanase, and an alginate lyase (<xref ref-type="table" rid="T3">Table 3</xref>). Two vanadium-dependent bromoperoxidases and a PAP2/haloperoxidase-like protein were also up-regulated, which could be related to antioxidative responses. In addition, two defense-related genes were identified as DEGs. One upregulated gene encoding a putative respiratory burst oxidase homolog protein might be involved in the oxidative burst and another gene encoding a putative LRR receptor-like serine/threonine-protein kinase related to PAMPs recognition was downregulated in the presence of <italic>L. elsbetiae</italic>. Additionally, three genes that might be involved in oxylipin signaling pathways were up-regulated, including one gene encoding lipoxygenase and two genes encoding lipases (<xref ref-type="table" rid="T3">Table 3</xref>). In <italic>L. digitata</italic>, a putative annotation was obtained for 60 DEGs (<xref ref-type="supplementary-material" rid="TS4">Supplementary Table 4</xref>). 31 DEGs were annotated as conserved unknown or hypothetical <italic>Ectocarpus</italic> proteins whereas a putative functional annotation was retrieved for 25 DEGs (see <xref ref-type="supplementary-material" rid="TS4">Supplementary Table 4</xref>). Among those DEG putative annotations, there were three up-regulated genes that might be related to defense responses such as metacaspase, serine carboxypeptidase-like and carbohydrate 4-sulfotransferase genes (<xref ref-type="table" rid="T2">Table 2</xref>). The co-cultivation with endophyte repressed the expression of genes involved in photosynthesis and carbohydrate metabolism such as a light harvesting protein lhcf6, a carbonic anhydrase and a cellulose synthase. However, a photosystem II reaction center protein D1 gene and two GDP-mannose dehydrogenase genes were up-regulated during the co-cultivation. The co-cultivation also induced the down-regulation of a gene involved in fatty acid metabolism, a long-chain acyl-CoA synthetase putative gene. Furthermore, a gene coding for a protein homologous to one of those upregulated in the <italic>Ectocarpus</italic> imm-mutant and a gene with high similarity to the <italic>Ectocarpus</italic> virus gene (EsV 1&#x2013;7), encoding for a cystein-rich protein, were strongly upregulated in the co-cultivation treatment with <italic>L. elsbetiae</italic> (<xref ref-type="supplementary-material" rid="TS4">Supplementary Table 4</xref>).</p>
<table-wrap position="float" id="T3">
<label>TABLE 3</label>
<caption><p>Selected significant differentially expressed genes (DEGs) in <italic>S. latissima</italic> after co-cultivation with <italic>L. elsbetiae</italic> for 24 and 48 h vs. the control group (q &#x2264; 0.01, | log2 FC|&#x2265; 0.7).</p></caption>
<table cellspacing="5" cellpadding="5" frame="hsides" rules="groups">
<thead>
<tr>
<td valign="top" align="left">ID</td>
<td valign="top" align="left">Annotation</td>
<td valign="top" align="center"><italic>E</italic>-value</td>
<td valign="top" align="center" colspan="2">Log2Foldchange</td>
</tr>
<tr>
<td valign="top" align="center"></td>
<td valign="top" align="center"></td>
<td valign="top" align="center"></td>
<td valign="top" align="center" colspan="2"><hr/></td>
</tr>
<tr>
<td valign="top" align="left"/>
<td valign="top" align="left"/>
<td/>
<td valign="top" align="left">24 h</td>
<td valign="top" align="center">48 h</td>
</tr>
</thead>
<tbody>
<tr>
<td valign="top" align="left" colspan="5"><bold>PAMPs recognition</bold></td>
</tr>
<tr>
<td valign="top" align="left">TRINITY_DN 16536_c0_g1_i5</td>
<td valign="top" align="left">LRR receptor-like serine/threonine-protein kinase</td>
<td valign="top" align="center">1.00E-26</td>
<td valign="top" align="center">&#x2013;</td>
<td valign="top" align="center">&#x2013;1.84</td>
</tr>
<tr>
<td valign="top" align="left"><bold>Oxidative burst</bold></td>
<td valign="top" align="left"/>
<td/>
<td valign="top" align="left"/>
<td valign="top" align="center"/>
</tr>
<tr>
<td valign="top" align="left">TRINITY_DN 1424_c0_g2_i1</td>
<td valign="top" align="left">Putative respiratory burst oxidase homolog protein</td>
<td valign="top" align="center">3.00E-25</td>
<td valign="top" align="center">&#x2013;</td>
<td valign="top" align="center">1.00</td>
</tr>
<tr>
<td valign="top" align="left" colspan="5"><bold>Cell wall modification</bold></td>
</tr>
<tr>
<td valign="top" align="left">TRINITY_DN 1914_c2_g2_i1</td>
<td valign="top" align="left">Mannuronan C-5-epimerase</td>
<td valign="top" align="center">8.00E-216</td>
<td valign="top" align="center">&#x2013;</td>
<td valign="top" align="center">0.92</td>
</tr>
<tr>
<td valign="top" align="left">TRINITY_DN 1276_c3_g1_i1</td>
<td valign="top" align="left">Mannuronan C-5-epimerase</td>
<td valign="top" align="center">3.00E-40</td>
<td valign="top" align="center">&#x2013;</td>
<td valign="top" align="center">&#x2013;1.18</td>
</tr>
<tr>
<td valign="top" align="left">TRINITY_DN 1252_c0_g1_i3</td>
<td valign="top" align="left">Mannuronan C-5-epimerase</td>
<td valign="top" align="center">9.00E-67</td>
<td valign="top" align="center">&#x2013;</td>
<td valign="top" align="center">1.10</td>
</tr>
<tr>
<td valign="top" align="left">TRINITY_DN 389_c4_g2_i1</td>
<td valign="top" align="left">Mannuronan C-5-epimerase</td>
<td valign="top" align="center">1.00E-83</td>
<td valign="top" align="center">&#x2013;</td>
<td valign="top" align="center">1.29</td>
</tr>
<tr>
<td valign="top" align="left">TRINITY_DN 15412_c0_g1_i2</td>
<td valign="top" align="left">Mannuronan C-5-epimerase</td>
<td valign="top" align="center">6.00E-13</td>
<td valign="top" align="center">&#x2013;</td>
<td valign="top" align="center">1.56</td>
</tr>
<tr>
<td valign="top" align="left">TRINITY_DN 3462_c3_g1_i1</td>
<td valign="top" align="left">Mannuronan C-5-epimerase</td>
<td valign="top" align="center">4.00E-11</td>
<td valign="top" align="center">&#x2013;</td>
<td valign="top" align="center">1.58</td>
</tr>
<tr>
<td valign="top" align="left">TRINITY_DN 6095_c0_g3_i2</td>
<td valign="top" align="left">Endo-1,3-beta-glucanase, family GH81</td>
<td valign="top" align="center">8.00E-33</td>
<td valign="top" align="left">-</td>
<td valign="top" align="center">2.93</td>
</tr>
<tr>
<td valign="top" align="left">TRINITY_DN 3341_c0_g2_i1</td>
<td valign="top" align="left">Alginate lyase</td>
<td valign="top" align="center">4.00E-89</td>
<td valign="top" align="center">&#x2013;</td>
<td valign="top" align="center">1.09</td>
</tr>
<tr>
<td valign="top" align="left" colspan="5"><bold>Antioxidative responses</bold></td>
</tr>
<tr>
<td valign="top" align="left">TRINITY_DN 1135_c0_g3_i1</td>
<td valign="top" align="left">PAP2/haloperoxidase-like protein</td>
<td valign="top" align="center">4.00E-18</td>
<td valign="top" align="center">&#x2013;</td>
<td valign="top" align="center">0.92</td>
</tr>
<tr>
<td valign="top" align="left">TRINITY_DN 2447_c1_g1_i2</td>
<td valign="top" align="left">Vanadium-dependent bromine peroxidase</td>
<td valign="top" align="center">1.00E-90</td>
<td valign="top" align="center">&#x2013;</td>
<td valign="top" align="center">1.33</td>
</tr>
<tr>
<td valign="top" align="left" colspan="5"><bold>Oxylipin signaling pathway</bold></td>
</tr>
<tr>
<td valign="top" align="left">TRINITY_DN 6827_c0_g1_i1</td>
<td valign="top" align="left">Lipoxygenase</td>
<td valign="top" align="center">3.00E-40</td>
<td valign="top" align="center">&#x2013;</td>
<td valign="top" align="center">0.84</td>
</tr>
<tr>
<td valign="top" align="left">TRINITY_DN 1527_c2_g1_i1</td>
<td valign="top" align="left">Lipase</td>
<td valign="top" align="center">3.00E-62</td>
<td valign="top" align="center">&#x2013;</td>
<td valign="top" align="center">0.95</td>
</tr>
<tr>
<td valign="top" align="left">TRINITY_DN 1527_c2_g2_i1</td>
<td valign="top" align="left">Lipase</td>
<td valign="top" align="center">2.00E-60</td>
<td valign="top" align="center">&#x2013;</td>
<td valign="top" align="center">1.03</td>
</tr>
</tbody>
</table></table-wrap>
</sec>
</sec>
<sec sec-type="discussion" id="S4">
<title>Discussion</title>
<p>In Brittany, <italic>L. elsbetiae</italic> is mainly found in <italic>S. latissima</italic>, whereas <italic>L. digitata</italic> is not only infected less frequently, but also with lower severity (<xref ref-type="bibr" rid="B8">Bernard M. et al., 2018</xref>; <xref ref-type="bibr" rid="B7">Bernard M.S. et al., 2018</xref>). However, until now, these endophytic interactions have rarely been studied apart from epidemiological surveys in natural kelp populations. This study provides a first insight into the bases of kelp-endophyte interactions on both physiological and molecular level and highlights the complex and specific cross-talk occurring after the recognition of endophytes by kelps which could explain host specificity.</p>
<sec id="S4.SS1">
<title>The Co-cultivation With <italic>L. elsbetiae</italic> Only Inhibited the Growth of the Occasional Host, <italic>L. digitata</italic></title>
<p>Previously, it was reported that algal endophytes can reduce the growth of their hosts by up to 70%, as it has been shown for the red algal endophyte <italic>Hypneocolax stellaris</italic> in its host, the rhodophyte <italic>Hypnea musciformis</italic> (<xref ref-type="bibr" rid="B4">Apt, 1984</xref>). Here we show that an effect on growth depends on the host species, as different physiological responses occurred between the two hosts <italic>S. latissima</italic> and <italic>L. digitata</italic> challenged by the endophyte <italic>L. elsbetiae</italic>.</p>
<p>The growth of the main host <italic>S. latissima</italic> was not affected by the endophyte during the 2 weeks of co-cultivation, and <italic>L. elsbetiae</italic> DNA was detected in half of the sporophytes at the end of the experiment. Although this detection does not prove that endophytic filaments were already growing inside of the kelp thallus, at least spores of the endophytes were likely to be attached to the kelp tissue by the end of the experiment. Thus, a direct and tiny contact between the endophyte and the kelp had been established, as already observed (<xref ref-type="bibr" rid="B29">Heesch and Peters, 1999</xref>), but without directly affecting the growth of <italic>S. latissima</italic>.</p>
<p>In contrast, the growth of the occasional host <italic>L. digitata</italic> was significantly reduced after a few days of co-cultivation, when only one third of the plantlets featured <italic>L. elsbetiae</italic> DNA contamination. As the filamentous brown alga, <italic>M. tenuissimum</italic>, did not have any effect on both kelps, nutrient competition could be excluded as a possible cause of the growth reduction. On the transcriptome level, the expression of several growth-related genes in <italic>L. digitata</italic> was impacted by the co-cultivation with <italic>L. elsbetiae</italic>. One gene encoding a putative cellulose synthase was significantly down-regulated 48 h after the addition of <italic>L. elsbetiae</italic>, and this might decrease cell elongation and division rate in young sporophytes. In <italic>Arabidopsis thaliana</italic>, lack of cellulose synthase resulted in a reduced cell growth rate of young seedlings (<xref ref-type="bibr" rid="B32">Hu et al., 2018</xref>). A gene coding for carbonic anhydrase, an essential enzyme for CO<sub>2</sub> fixation, was also down-regulated in <italic>L. digitata</italic>, suggesting an impact on carbon uptake and photosynthesis. It has been reported that endophytic pathogens can impair the efficiency of energy transfer from the light harvesting complexes to the reaction center of PS II in land plants (<xref ref-type="bibr" rid="B49">Luque et al., 1999</xref>; <xref ref-type="bibr" rid="B26">Guidi et al., 2007</xref>) and in the seagrass <italic>Zostera marina</italic> (<xref ref-type="bibr" rid="B59">Ralph and Short, 2002</xref>). In <italic>L. digitata</italic> co-cultivated with the endophyte, we also observed differential expression of photosynthesis-related genes. The down-regulation of a light harvesting protein gene lhcf6 suggests photoinhibition, which may be counteracted by the up-regulation of a photosystem II reaction center protein D1 gene as a key step in the repair of photodamaged PSII (<xref ref-type="bibr" rid="B53">Murata et al., 2007</xref>). Indeed, PAM measurements did not indicate any impact on the performance of photosystem II of the two kelp species, during the 2 weeks of co-cultivation. According to our data, the presence of <italic>L. elsbetiae</italic> did not strongly affect its main host, while it had a significant impact on photosynthesis and growth physiology of <italic>L. digitata</italic>, its occasional host. The decreased growth rate could be due to the trade-offs between algal defense and growth metabolisms during biotic interactions, as already shown in land plants (<xref ref-type="bibr" rid="B77">Z&#x00FC;st and Agrawal, 2017</xref>).</p>
</sec>
<sec id="S4.SS2">
<title><italic>L. digitata</italic> Had a More Rapid and Efficient Defense Strategy Than <italic>S. latissima</italic> Against <italic>L. elsbetiae</italic></title>
<p>In our study, the endophyte-detection results showed that the association with its host tends to be lower for <italic>L. digitata</italic> than for <italic>S. latissima</italic> after 2 weeks of co-cultivation, indicating that the mechanism of early resistance to the infection with <italic>L. elsbetiae</italic> may differ between the two hosts. In addition to different regulations of growth or photosynthesis pathways, the RNA-seq data provide insights of the defense-related transcriptional mechanisms occurring during the first infection step. Only a small portion (0.4%) of both transcriptomes showed significant expression differences, as already observed during the early steps of biotic interactions such as grazing in brown algae (<xref ref-type="bibr" rid="B22">Fl&#x00F6;the et al., 2014</xref>; <xref ref-type="bibr" rid="B60">Ritter et al., 2017</xref>) or bacterial infection in red algae (<xref ref-type="bibr" rid="B18">de Oliveira et al., 2017</xref>). Distinct transcriptomic regulation patterns appeared between the two kelps species, according to time and intensity of gene regulation. After 24 h of co-cultivation with the endophyte, only few genes were differentially regulated in <italic>S. latissima</italic>, whereas <italic>L. digitata</italic> already featured a stronger transcriptomic response. Although most of the DEGs were down-regulated in both species, a small portion of genes in <italic>L. digitata</italic> were already highly up-regulated after 24 h. After 48 h, almost the same amount of DEGs were found in both kelp species. Our results therefore suggest that the first contacts with the endophyte induced a faster and stronger transcriptomic response in the occasional host, <italic>L. digitata</italic>, than in the main host, <italic>S. latissima</italic>. The majority of differentially expressed genes were unique in the two hosts and only twenty-one genes were commonly differentially expressed in both kelps. This confirms that overall the two kelps react differently to the contact with the endophyte.</p>
<p>The overall rate of functional annotations was very low, as it is usually the case for non-model organisms (<xref ref-type="bibr" rid="B5">Armengaud et al., 2014</xref>). It is therefore difficult to fully understand the molecular responses of the two kelps toward an infection with <italic>L. elsbetiae</italic>, and further investigations will be necessary to characterize the functions of some conserved or specific unknown genes. However, some interesting gene candidates were annotated that are related to defense responses. Putative respiratory burst oxidase homolog protein (rboh) genes were strongly upregulated in the <italic>L. digitata</italic> samples after 24 h of the addition of the endophyte (<xref ref-type="fig" rid="F4">Figure 4A</xref>), and in <italic>S. latissima</italic> after 48 h, but with lower log2FC value (<xref ref-type="fig" rid="F4">Figure 4B</xref>). Rbohs are involved in oxidative bursts of plants (<xref ref-type="bibr" rid="B69">Torres and Dangl, 2005</xref>) and have been shown to be induced by elicitors and other stress conditions in some macroalgae (<xref ref-type="bibr" rid="B48">Luo et al., 2015</xref>; <xref ref-type="bibr" rid="B70">Wang et al., 2018</xref>). The local oxidative burst is known to be the earliest conserved response following recognition of the attack(er) in the plant and macroalgal innate immunity systems and the reactive oxygen species produced by Rbohs act as toxic compounds and/or as defense signals (<xref ref-type="bibr" rid="B57">Potin et al., 2002</xref>). The comparison of the expression of the putative rboh genes in the two species suggests that the immunity responses in <italic>L. digitata</italic> could be much quicker and stronger than the one in <italic>S. latissima</italic> after the first contact with the endophyte. The 24-h delay of transcriptomic regulations in <italic>S. latissima</italic> might be due to the repression of the attack(er) recognition in this species. A gene encoding LRR receptor-like serine/threonine-protein kinase was indeed downregulated in <italic>S. latissima</italic>, and not in <italic>L. digitata</italic>, after 48 h of the co-cultivation with <italic>L. elsbetiae</italic>. LRR receptor-like serine/threonine-protein kinases play a central role in the signaling of pathogen recognition in land plants (<xref ref-type="bibr" rid="B1">Afzal et al., 2008</xref>). It has been shown that viruses and bacteria have developed mechanisms to suppress the expression of genes involved in pathogen recognition in plants before an infection (<xref ref-type="bibr" rid="B65">Stack et al., 2005</xref>; <xref ref-type="bibr" rid="B2">Akira et al., 2006</xref>; <xref ref-type="bibr" rid="B10">Boller and He, 2009</xref>). The downregulation of this gene in <italic>S. latissima</italic> could result in an incomplete or inaccurate recognition of <italic>L. elsbetiae</italic> as an external biotic attack, avoiding the induction of immunity defense responses and leading to stronger infection. In <italic>S. latissima</italic>, no other putative known defense-related genes were found to be upregulated. Based on transcriptomic regulations, a different scenario seems to occur in <italic>L. digitata</italic>, where several defense-related genes were upregulated. For instance, a putative carbohydrate sulfotransferase gene, upregulated after 48 h, might have an effect on the recognition between host and endophyte. Carbohydrate sulfotransferases act by adding sulfonyl groups from 3&#x2032;phosphoadenosine-5&#x2032;phosphosulfate (PAPS) to a glycoside receptor and the sulfated carbohydrate can serve as a source of extracellular biological information to cells, influencing recognition events and signaling pathway (<xref ref-type="bibr" rid="B13">Bowman and Bertozzi, 1999</xref>). Metacaspase belongs to a cysteine protease family and has an essential role in programmed cell death caused by the immunity response of plants (<xref ref-type="bibr" rid="B64">Spoel and Dong, 2012</xref>). The upregulation of these genes were also observed in terrestrial plants during the contact with pathogens (<xref ref-type="bibr" rid="B31">Hoeberichts et al., 2003</xref>; <xref ref-type="bibr" rid="B33">Jayaswall et al., 2016</xref>). Furthermore, a serine carboxypeptidase-like protein (SCPL) was upregulated in <italic>L. digitata.</italic> SCPLs comprise a large family of protein hydrolyzing enzymes that play roles in multiple cellular processes. In addition, some SCPLs are involved in the biosynthesis of antimicrobial compounds and disease resistance in land plants (<xref ref-type="bibr" rid="B46">Liu et al., 2008</xref>; <xref ref-type="bibr" rid="B52">Mugford et al., 2009</xref>). The SCPL we found might be also involved in the biosynthesis of defense-related compounds. Their strong upregulation in <italic>L. digitata</italic> suggests that - unlike <italic>S. latissima</italic> - <italic>L. digitata</italic> recognizes the endophyte as a thread and activates defense reactions and efficient immunity responses, which could explain the lower infection patterns in natural <italic>L. digitata</italic> populations (<xref ref-type="bibr" rid="B8">Bernard M. et al., 2018</xref>; <xref ref-type="bibr" rid="B7">Bernard M.S. et al., 2018</xref>). In young plantlets, the activation of defense reactions could consume energy, resulting in the decrease of growth rate during the first contacts with endophytes.</p>
<fig id="F4" position="float">
<label>FIGURE 4</label>
<caption><p>Summary of induced responses in <bold>(A)</bold> <italic>L. digitata</italic> and <bold>(B)</bold> <italic>S. latissima</italic> during the interactions with <italic>L. elsbetiae</italic>. Red and blue arrows indicated, respectively, up- and downregulation of differentially expressed genes, in relationships with main cellular metabolisms (see also <xref ref-type="table" rid="T2">Tables 2</xref>, <xref ref-type="table" rid="T3">3</xref>).</p></caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fmars-08-742469-g004.tif"/>
</fig>
</sec>
<sec id="S4.SS3">
<title>Defense Elicitation Can Modify the Physiological Response of <italic>L. digitata</italic> Toward the Algal Endophyte</title>
<p>Above we hypothesized that the growth of <italic>L. digitata</italic> in the presence of <italic>L. elsbetiae</italic> was slowed down due to an activation of energy-costing defense reactions. Growth behavior of <italic>L. digitata</italic> in co-cultivation with the endophyte after GG elicitation, however, was similar to the controls. An elicitation with GG has been shown to strongly induce defense-related genes in <italic>L. digitata</italic> (<xref ref-type="bibr" rid="B17">Cosse et al., 2009</xref>). The pre-treatment could therefore restore normal growth behavior of the kelp in co-culture with the endophyte, due to the activation of the kelp defense reactions prior to the co-cultivation. Previously, resistance of <italic>L. digitata</italic> sporophytes against the filamentous algal endophyte <italic>L. tomentosoides</italic> has been induced by a GG pre-treatment (<xref ref-type="bibr" rid="B41">K&#x00FC;pper et al., 2002</xref>). The authors suggested that the oxidative burst caused by the addition of GG activated secondary, long-term defense mechanisms in the kelps that in a second time lead to a strengthening of their cell wall, thereby building up a mechanical barrier against the endophyte. In the field, the protection of juvenile sporophytes by GG elicitation was also observed in <italic>S. latissima</italic>, which reduced the density of endobionts and the number of bacterial cells on sporophytes (<xref ref-type="bibr" rid="B71">Wang et al., 2019</xref>).</p>
<p>Our experimental set-up, on the other hand, was rather monitoring the initial steps of kelp-endophyte interactions, mainly during the spore settlement and germination. The results suggest rapid and direct defense mechanisms that may have been enhanced through a GG-induced priming effect, as already observed in <italic>L. digitata</italic> (<xref ref-type="bibr" rid="B68">Thomas et al., 2011</xref>). Future studies using the qPCR bioassay could test a potential effect on long-term resistance of the kelp against the endophyte.</p>
</sec>
<sec id="S4.SS4">
<title><italic>S. latissima</italic> Gene Expression Responses Were Mainly Related to the Activation of Cell Wall Metabolism</title>
<p>In the co-cultivation with <italic>L. elsbetiae</italic>, many cell-wall modification-related genes were upregulated in <italic>S. latissima.</italic> Five mannuronan C-5 epimerase (MC5E) were upregulated in <italic>S. latissima</italic>. MC5E is catalyzing the last step of alginate biosynthesis, i.e., the conversion of mannuronic to guluronic acids (<xref ref-type="bibr" rid="B51">Michel et al., 2010</xref>). The upregulation of MC5E indicates activation of alginate synthesis and modification of the cell wall toward strengthening in <italic>S. latissima</italic> upon co-cultivation (<xref ref-type="fig" rid="F4">Figure 4B</xref>). Other genes associated with cell-wall metabolism were endo-1,3-beta-glucanase and alginate lyase. Endo-1,3-beta-glucanase catalyzes the hydrolysis of 1,3-beta-D-glucosidic linkages in callose, laminarin, and various carbohydrates found in the cell wall of plants (<xref ref-type="bibr" rid="B14">Casu et al., 2007</xref>). Alginate lyase can degrade alginate by cleaving the glycosidic bond through a &#x03B2;-elimination reaction, generating an oligomer with a 4-deoxy-L-erythro-hex-4-enepyranosyluronate at the non-reducing end (<xref ref-type="bibr" rid="B35">Kim et al., 2011</xref>). The functions of both genes are related to the degradation of the cell wall. The fact that these enzymes were upregulated 48 h after the infection with the endophyte suggests an enhanced activity of either decomposing the host cell wall or degrading the endophyte cell wall. Two DEGs in <italic>S. latissima</italic>, imm upregulated 3 and EsV 1&#x2013;7, were previously identified as members of a putative regulatory cascade with their potential life-cycle-related roles in <italic>E. siliculosus</italic> (<xref ref-type="bibr" rid="B56">Peters et al., 2008</xref>; <xref ref-type="bibr" rid="B50">Macaisne et al., 2017</xref>). The strong up-regulation of these two genes might lead to the regulation of the cell-cycle in order to repair damaged cell wall, which was also observed in the wounding responses of land plants (<xref ref-type="bibr" rid="B19">Dombrowski et al., 2020</xref>). The other gene regulations occurring after 48 h could be related to the accumulation and perception of cell wall degradation products, such as oligoalginates (<xref ref-type="fig" rid="F4">Figure 4B</xref>). Indeed, some stress-response related genes were upregulated in <italic>S. latissima</italic> such as vanadium dependent bromoperoxidases (vBPO) and vanadium dependent iodoperoxidases (vIPO) involved in halide metabolism of brown algae and upregulated during abiotic and biotic oxidative responses (<xref ref-type="bibr" rid="B17">Cosse et al., 2009</xref>; <xref ref-type="bibr" rid="B66">Strittmatter et al., 2016</xref>; <xref ref-type="bibr" rid="B62">Salavarr&#x00ED;a et al., 2018</xref>). Other upregulated genes were putatively involved in calcium and oxylipin signaling pathways, two key pathways activated upon biotic and abiotic stress (<xref ref-type="bibr" rid="B36">Knight, 1999</xref>; <xref ref-type="bibr" rid="B20">Eckardt, 2008</xref>; <xref ref-type="bibr" rid="B76">Zhang et al., 2014</xref>).</p>
</sec>
</sec>
<sec sec-type="conclusion" id="S5">
<title>Conclusion</title>
<p>The results presented in this study demonstrate that the main host <italic>S. latissima</italic> and the occasional host <italic>L. digitata</italic> both react to the endophyte <italic>L. elsbetiae</italic> on physiological and transcriptomic levels. These biotic interactions were not neutral, but the reactions of the two hosts showed significant different patterns during the first hours of contact with the endophytes. Based on dynamics of gene regulations, we propose that differences in the early recognition and the subsequent induced defense reactions in both kelps could explain the important prevalence of <italic>L. elsbetiae</italic> in <italic>S. latissima</italic>, and the lower infection of <italic>L. digitata</italic> in natural kelps populations.</p>
<p>During biotic interactions, the fitness of the endophyte could be related to its ability to infect its host whereas the fitness of the kelp host could be linked to its capacity to resist or adapt to the infection. Therefore, both partners are underlying strong selective pressures which are driving and accelerating co-evolution. The comparison of physiological interactions between the brown algal endophyte <italic>L. elsbetiae</italic> and its different kelp hosts here provides an experimental system to study defense responses in kelps upon endophyte infection and further explore co-evolution of algal endophytes and hosts.</p>
</sec>
<sec sec-type="data-availability" id="S6">
<title>Data Availability Statement</title>
<p>The RNA-seq datasets analyzed during the current study are available in the EMBL databases under the accession ID: <ext-link ext-link-type="DDBJ/EMBL/GenBank" xlink:href="PRJEB37483">PRJEB37483</ext-link>. All other data generated during this study are either included in this published article and its supplementary information files, or available from the corresponding author on request.</p>
</sec>
<sec id="S7">
<title>Author Contributions</title>
<p>QX, MB, AP, and CL conceived the experiments. QX, MB, and SR performed the experiments, processed algal, and RNA samples. QX and EC performed the bioinformatic analyses. QX, MB, GM, and CL interpreted the data. QX and MB wrote the first draft of the manuscript. All authors contributed to the revisions, read and 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="S13">
<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>
<sec sec-type="funding-information" id="S12">
<title>Funding</title>
<p>This work has benefited from the support of the European Union&#x2019;s Horizon 2020 Research and Innovation Program under the grant agreement N&#x00B0;727892, GENIALG (GENetic diversity exploitation for Innovative macro-228 ALGal biorefinery, <ext-link ext-link-type="uri" xlink:href="http://genialgproject.eu/">http://genialgproject.eu/</ext-link>) for data analysis and under the Marie Sk&#x0142;adowska-Curie grant agreement N&#x00B0; 642575 (MB&#x2019;s Ph.D. work), from the Blue Granary company (QX&#x2019;s Ph.D. work) and from the Centre National de la Recherche Scientifique (CNRS). It was also supported by the French National Research Agency via the &#x2018;Investment for the Future&#x2019; project IDEALG (no. ANR-10-BTBR-04).</p>
</sec>
<ack>
<p>We would like to thank L. Dartevelle and E. Rolland from the LBI2M&#x2019;s Algal Culture facilities and Nadia Collet for technical support during her internship. We are grateful to the Roscoff Bioinformatics platform ABiMS (<ext-link ext-link-type="uri" xlink:href="http://abims.sb-roscoff.fr">http://abims.sb-roscoff.fr</ext-link>), and to the Institut Fran&#x00E7;ais de Bioinformatique (ANR-11-INBS-0013), and BioGenouest for providing help and computational resources.</p>
</ack>
<sec id="S10" 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.2021.742469/full#supplementary-material">https://www.frontiersin.org/articles/10.3389/fmars.2021.742469/full#supplementary-material</ext-link></p>
<supplementary-material xlink:href="Presentation_1.PDF" id="FS1" mimetype="application/pdf" xmlns:xlink="http://www.w3.org/1999/xlink">
<label>Supplementary Figure 1</label>
<caption><p>Experimental set-up of the co-cultivation bioassay and sampling. <bold>(A)</bold> 2 L bottles used for co-cultivation bioassay; <bold>(B)</bold> Punching hole method of kelp sporophyte growth measurement. The tip of the red arrow shows the position of the hole punched with a pipet tip in 1 cm distance from the basal meristem; <bold>(C)</bold> Treatment and sampling of algae for transcriptomic analysis.</p></caption>
</supplementary-material>
<supplementary-material xlink:href="Presentation_1.PDF" id="FS2" mimetype="application/pdf" xmlns:xlink="http://www.w3.org/1999/xlink">
<label>Supplementary Figure 2</label>
<caption><p>Distribution of the functional categories derived from Gene Ontology terms obtained by Blast2GO hits of genes from the <italic>S. latissima</italic> and the <italic>L. digitata</italic> transcriptome.</p></caption>
</supplementary-material>
<supplementary-material xlink:href="Presentation_1.PDF" id="FS3" mimetype="application/pdf" xmlns:xlink="http://www.w3.org/1999/xlink">
<label>Supplementary Figure 3</label>
<caption><p>Expression levels of unigenes in triplicate samples from <bold>(A)</bold> <italic>S. latissima</italic> and <bold>(B)</bold> <italic>L. digitata</italic> after 24 and 48 h of culture without (Control: C1&#x2013;3) or with <italic>L. elsbetiae</italic> (Endophyte co-culture: E1&#x2013;3).</p></caption>
</supplementary-material>
<supplementary-material xlink:href="Presentation_1.PDF" id="TS1" mimetype="application/pdf" xmlns:xlink="http://www.w3.org/1999/xlink">
<label>Supplementary Table 1</label>
<caption><p>Statistical analysis of growth and Fv/Fm measurements during the co-cultivation bioassay with the two kelp species.</p></caption>
</supplementary-material>
<supplementary-material xlink:href="Presentation_1.PDF" id="TS2" mimetype="application/pdf" xmlns:xlink="http://www.w3.org/1999/xlink">
<label>Supplementary Table 2</label>
<caption><p>Statistical analysis of growth measurement between the co-cultivation bioassay and GG pre-treatment using <italic>L. digitata</italic>.</p></caption>
</supplementary-material>
<supplementary-material xlink:href="Presentation_1.PDF" id="TS3" mimetype="application/pdf" xmlns:xlink="http://www.w3.org/1999/xlink">
<label>Supplementary Table 3</label>
<caption><p>Summary of the Trinity assembly and annotation for <italic>S. latissima</italic> and <italic>L. digitata</italic>.</p></caption>
</supplementary-material>
<supplementary-material xlink:href="Presentation_1.PDF" id="TS4" mimetype="application/pdf" xmlns:xlink="http://www.w3.org/1999/xlink">
<label>Supplementary Table 4</label>
<caption><p>Lists of differentially expressed genes (DEG) of <italic>L. digitata</italic> and <italic>S. latissima</italic> after 24 and 48 h of co-culture with <italic>L. elsbetiae</italic>.</p></caption>
</supplementary-material>
<supplementary-material xlink:href="Data_Sheet_1.xls" id="DS1" mimetype="application/vnd.ms-excel" xmlns:xlink="http://www.w3.org/1999/xlink"/>
</sec>
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<p><ext-link ext-link-type="uri" xlink:href="https://phaeoexplorer.sb-roscoff.fr/">https://phaeoexplorer.sb-roscoff.fr/</ext-link></p></fn>
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