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<front>
<journal-meta>
<journal-id journal-id-type="publisher-id">Front. Ecol. Evol.</journal-id>
<journal-title>Frontiers in Ecology and Evolution</journal-title>
<abbrev-journal-title abbrev-type="pubmed">Front. Ecol. Evol.</abbrev-journal-title>
<issn pub-type="epub">2296-701X</issn>
<publisher>
<publisher-name>Frontiers Media S.A.</publisher-name>
</publisher>
</journal-meta>
<article-meta>
<article-id pub-id-type="doi">10.3389/fevo.2023.1242452</article-id>
<article-categories>
<subj-group subj-group-type="heading">
<subject>Ecology and Evolution</subject>
<subj-group>
<subject>Original Research</subject>
</subj-group>
</subj-group>
</article-categories>
<title-group>
<article-title>Isotopic niches of diadromous fishes inform on interspecific competition in an obstructed catchment</article-title>
</title-group>
<contrib-group>
<contrib contrib-type="author" corresp="yes">
<name>
<surname>Liz&#xe9;</surname>
<given-names>Anne</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="aff" rid="aff3">
<sup>3</sup>
</xref>
<xref ref-type="author-notes" rid="fn001">
<sup>*</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/503286"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Teichert</surname>
<given-names>Nils</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<xref ref-type="aff" rid="aff2">
<sup>2</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/2407884"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Roussel</surname>
<given-names>Jean-Marc</given-names>
</name>
<xref ref-type="aff" rid="aff4">
<sup>4</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/1935597"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Acou</surname>
<given-names>Anthony</given-names>
</name>
<xref ref-type="aff" rid="aff5">
<sup>5</sup>
</xref>
<xref ref-type="aff" rid="aff6">
<sup>6</sup>
</xref>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Feunteun</surname>
<given-names>Eric</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="aff" rid="aff7">
<sup>7</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/1309297"/>
</contrib>
<contrib contrib-type="author" corresp="yes">
<name>
<surname>Carpentier</surname>
<given-names>Alexandre</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<xref ref-type="aff" rid="aff8">
<sup>8</sup>
</xref>
<xref ref-type="author-notes" rid="fn001">
<sup>*</sup>
</xref>
</contrib>
</contrib-group>
<aff id="aff1">
<sup>1</sup>
<institution>UMR 8067 BOREA (MNHN, CNRS, IRD, SU, UCN, UA), Laboratoire de Biologie des Organismes et Ecosyst&#xe8;mes Aquatiques</institution>, <addr-line>Paris</addr-line>, <country>France</country>
</aff>
<aff id="aff2">
<sup>2</sup>
<institution>MNHN, Station Marine de Dinard, CRESCO</institution>, <addr-line>Dinard</addr-line>, <country>France</country>
</aff>
<aff id="aff3">
<sup>3</sup>
<institution>School of Life Sciences, University of Liverpool</institution>, <addr-line>Liverpool</addr-line>, <country>United Kingdom</country>
</aff>
<aff id="aff4">
<sup>4</sup>
<institution>UMR DECOD (Ecosystem Dynamics and Sustainability), INRAE, Institut Agro, IFREMER</institution>, <addr-line>Rennes</addr-line>, <country>France</country>
</aff>
<aff id="aff5">
<sup>5</sup>
<institution>MIAME, Gestion des migrateurs amphihalins dans leur environnement, OFB, INRAE, Institut Agro, Universit&#xe9; Pau et Pays de l&#x2019;Adour</institution>, <addr-line>Rennes</addr-line>, <country>France</country>
</aff>
<aff id="aff6">
<sup>6</sup>
<institution>Centre d&#x2019;expertise et donn&#xe9;es sur le patrimoine naturel, PatriNat OFB-MNHN-CNRS IRD, Station marine de Dinard</institution>, <addr-line>Dinard</addr-line>, <country>France</country>
</aff>
<aff id="aff7">
<sup>7</sup>
<institution>CGEL (EPHE-PSL)</institution>, <addr-line>Dinard</addr-line>, <country>France</country>
</aff>
<aff id="aff8">
<sup>8</sup>
<institution>Universit&#xe9; de Rennes</institution>, <addr-line>Rennes</addr-line>, <country>France</country>
</aff>
<author-notes>
<fn fn-type="edited-by">
<p>Edited by: Pedro Segurado, University of Lisbon, Portugal</p>
</fn>
<fn fn-type="edited-by">
<p>Reviewed by: Gon&#xe7;alo Duarte, University of Lisbon, Portugal; Susana Fran&#xe7;a, Center for Marine and Environmental Sciences (MARE), Portugal</p>
</fn>
<fn fn-type="corresp" id="fn001">
<p>*Correspondence: Anne Liz&#xe9;, <email xlink:href="mailto:anne.lize@mnhn.fr">anne.lize@mnhn.fr</email>; Alexandre Carpentier, <email xlink:href="mailto:alexandre.carpentier@univ-rennes.fr">alexandre.carpentier@univ-rennes.fr</email>
</p>
</fn>
</author-notes>
<pub-date pub-type="epub">
<day>28</day>
<month>11</month>
<year>2023</year>
</pub-date>
<pub-date pub-type="collection">
<year>2023</year>
</pub-date>
<volume>11</volume>
<elocation-id>1242452</elocation-id>
<history>
<date date-type="received">
<day>19</day>
<month>06</month>
<year>2023</year>
</date>
<date date-type="accepted">
<day>06</day>
<month>11</month>
<year>2023</year>
</date>
</history>
<permissions>
<copyright-statement>Copyright &#xa9; 2023 Liz&#xe9;, Teichert, Roussel, Acou, Feunteun and Carpentier</copyright-statement>
<copyright-year>2023</copyright-year>
<copyright-holder>Liz&#xe9;, Teichert, Roussel, Acou, Feunteun and Carpentier</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>Competition arises when species share a limited resource, but this can be avoided through niche partitioning. Despite the large body of literature on diadromous fishes, very few studies have focused on niche partitioning when competing for resources. Diadromous fishes are suffering a global decline throughout their range in part due to their peculiar life history traits as they migrate from the sea to freshwater to spawn or the reverse. They are particularly sensitive to river fragmentation induced by barriers. Dams for instance are expected to alter the spatial distribution and resource exploitation of diadromous fishes as well as other organisms. Here, we studied the ecological niche of six taxa of diadromous fishes, temporally co-occurring in the same land&#x2013;sea continuum obstructed by two river dams. We used Bayesian mixing models run on C and N isotopes to infer the various habitats used and the origin of the trophic carbon in muscle and scale tissues of diadromous fishes. Results showed that the sub-adults of <italic>Anguilla anguilla</italic>, juveniles of <italic>Petromyzon marinus</italic>, and <italic>Salmo trutta</italic> exploit mainly the freshwater, or marine part for adults of <italic>Lampetra fluviatilis</italic>, whereas juveniles of <italic>Platichthys flesus</italic> and Mugilidae use all the habitats of the land&#x2013;sea continuum. In the freshwater habitat, the microphytobenthos and biofilm are the main sources of carbon used, while in the marine habitat, the basal carbon sources are more diverse. The analyses of niche overlaps between diadromous fishes demonstrate that the widest isotopic niches, observed for <italic>A. anguilla</italic> and <italic>P. flesus</italic>, also have more impact within the community. Results are discussed in terms of intra- and interspecific competition between these diadromous fishes and their generalist/specialist strategies in an obstructed catchment.</p>
</abstract>
<kwd-group>
<kwd>diadromous fishes</kwd>
<kwd>stable isotopes</kwd>
<kwd>trophic niche</kwd>
<kwd>competition</kwd>
<kwd>dam</kwd>
<kwd>catchment</kwd>
</kwd-group>
<counts>
<fig-count count="5"/>
<table-count count="1"/>
<equation-count count="0"/>
<ref-count count="71"/>
<page-count count="11"/>
<word-count count="5922"/>
</counts>
<custom-meta-wrap>
<custom-meta>
<meta-name>section-in-acceptance</meta-name>
<meta-value>Conservation and Restoration Ecology</meta-value>
</custom-meta>
</custom-meta-wrap>
</article-meta>
</front>
<body>
<sec id="s1" sec-type="intro">
<label>1</label>
<title>Introduction</title>
<p>Species, populations, or individuals that co-exist locally potentially compete with each other for resources, notably when limited (<xref ref-type="bibr" rid="B26">Hutchinson, 1957</xref>; <xref ref-type="bibr" rid="B10">Chase, 2011</xref>). In this sense, resources can include any ecological features and their interactions such as diet and habitat (<xref ref-type="bibr" rid="B10">Chase, 2011</xref>). One way to limit intra- and interspecific competition is niche partitioning (<xref ref-type="bibr" rid="B10">Chase, 2011</xref>). Niche partitioning can occur spatially and/or temporally, following the variability of resource distribution through space and time. Specialization/generalization strategies theoretically respond to several environmental forces, including population size (<xref ref-type="bibr" rid="B56">Sargent and Otto, 2006</xref>, reviewed in <xref ref-type="bibr" rid="B59">Sexton et&#xa0;al., 2017</xref>), resource abundance, diversity, and accessibility (<xref ref-type="bibr" rid="B39">MacArthur and Pianka, 1966</xref>; <xref ref-type="bibr" rid="B8">Charnov, 1976</xref>; <xref ref-type="bibr" rid="B64">Svanb&#xe4;ck and Bolnick, 2007</xref>). In the context of interspecific competition and considering population size, models predict that specialization is expected to be promoted in locally rare populations/species, while generalization will be favoured when population/species are locally abundant (<xref ref-type="bibr" rid="B56">Sargent and Otto, 2006</xref>, reviewed in <xref ref-type="bibr" rid="B59">Sexton et&#xa0;al., 2017</xref>). Specialists are also expected to maximize their fitness in one environment, while generalist fitness will be maximized in multiple ones (<xref ref-type="bibr" rid="B59">Sexton et&#xa0;al., 2017</xref>). According to the niche theory, the smaller the local community (individuals and species), the greater the community will be impacted by stochastic ecological processes (<xref ref-type="bibr" rid="B9">Chase, 2003</xref>; <xref ref-type="bibr" rid="B22">Fukami, 2004</xref>). This is the case for instance when the type and abundance of preys vary in heterogeneous environments. In an environment where resources are patchily distributed, the optimal foraging theory predicts that the niche width of a consumer depends on habitat and prey availabilities as well as their distribution (<xref ref-type="bibr" rid="B39">MacArthur and Pianka, 1966</xref>; <xref ref-type="bibr" rid="B8">Charnov, 1976</xref>; <xref ref-type="bibr" rid="B64">Svanb&#xe4;ck and Bolnick, 2007</xref>). The range of preys is expected to be greater in generalist consumers than in specialist consumers. Therefore, determining niche width can reveal spatial and temporal patterns in resource use and interspecific resource competition (<xref ref-type="bibr" rid="B4">Bolnick et&#xa0;al., 2011</xref>), which is particularly important for species conservation. This conceptual framework is particularly relevant for diadromous species sharing common life history traits and resources, whose populations have declined worldwide for many reasons including the fragmentation of freshwater habitats (e.g., <xref ref-type="bibr" rid="B14">Costa-Dias et&#xa0;al., 2009</xref>; <xref ref-type="bibr" rid="B37">Lassalle et&#xa0;al., 2009</xref>; <xref ref-type="bibr" rid="B19">Duarte et&#xa0;al., 2021</xref>; <xref ref-type="bibr" rid="B70">Waldman and Quinn, 2022</xref>).</p>
<p>The diadromous fishes have peculiar life history traits as they migrate from the sea to freshwater to spawn (anadromous) or the reverse (catadromous) (<xref ref-type="bibr" rid="B45">Myers, 1949</xref>; <xref ref-type="bibr" rid="B23">Harden-Jones, 1968</xref>). Many temperate watersheds host multiple diadromous species with varied life histories both within and between species. In France, the potential richness in diadromous taxa is higher in the largest rivers, with, for instance, a maximum of seven taxa observed for the French Atlantic and the English Channel River systems (Seine, Loire, Adour, Dordogne, and Garonne) (<xref ref-type="bibr" rid="B42">Merg et&#xa0;al., 2020</xref>). They all share a life history that makes them particularly sensitive to river fragmentation induced by the construction of dams, weirs, and sluices (<xref ref-type="bibr" rid="B49">Pringle et&#xa0;al., 2000</xref>; <xref ref-type="bibr" rid="B38">Limburg and Waldman, 2009</xref>; <xref ref-type="bibr" rid="B70">Waldman and Quinn, 2022</xref>). In Europe, there are more than one million river barriers (<xref ref-type="bibr" rid="B2">Belletti et&#xa0;al., 2020</xref>). For diadromous fish, river barriers hamper connectivity and can lead to the confinement of populations and accumulation of individuals down to the barriers (<xref ref-type="bibr" rid="B29">Katano et&#xa0;al., 2006</xref>; <xref ref-type="bibr" rid="B18">Drouineau et&#xa0;al., 2018</xref>; <xref ref-type="bibr" rid="B21">Forget et&#xa0;al., 2018</xref>; <xref ref-type="bibr" rid="B67">Trancart et&#xa0;al., 2020</xref>; <xref ref-type="bibr" rid="B69">Verhelst et&#xa0;al., 2021</xref>; <xref ref-type="bibr" rid="B66">Teichert et&#xa0;al., 2022a</xref>). Over-density can increase intra- and interspecific competition, which in turn can hamper species diversity and individual growth, survival, and/or reproduction (<xref ref-type="bibr" rid="B36">Laffaille et&#xa0;al., 2003</xref>; <xref ref-type="bibr" rid="B40">Machut et&#xa0;al., 2007</xref>; <xref ref-type="bibr" rid="B13">Costa et&#xa0;al., 2008</xref>). Dams have been shown to decrease diadromous species diversity (<xref ref-type="bibr" rid="B42">Merg et&#xa0;al., 2020</xref>) and alter growth and resident/migrant strategies in the white-spotted char (<italic>Salvelinus leucomaenis</italic>) (<xref ref-type="bibr" rid="B44">Morita et&#xa0;al., 2000</xref>). It may also bias the sex determination of eels (<xref ref-type="bibr" rid="B35">Laffaille et&#xa0;al., 2006</xref>; <xref ref-type="bibr" rid="B13">Costa et&#xa0;al., 2008</xref>). Despite the large body of literature on diadromous fishes, very few studies have focused on sympatric diadromous fishes and their potential competition in a catchment obstructed by dams (but see <xref ref-type="bibr" rid="B29">Katano et&#xa0;al., 2006</xref>). Indeed, an accumulation of the different life stages of diadromous fish downstream to the dams is likely to enhance intra- and interspecific competition for food and habitats and promote generalization for abundant species and specialization for rare ones.</p>
<p>A diadromous niche can be studied through stable isotope analysis, as such analysis provides quantitative measures of both resource and habitat, generally represented in a multivariate space. This is particularly useful in the context of resource partitioning among sympatric species (<xref ref-type="bibr" rid="B46">Newsome et&#xa0;al., 2007</xref>); it informs on spatial and temporal variations of resources and consumers (<xref ref-type="bibr" rid="B25">Hobson, 1999</xref>). Due to isotope fractionation between prey and consumer, N stable isotope ratios (&#x3b4;<sup>15</sup>N) of fish inform on their trophic position, while C stable isotope ratios (&#x3b4;<sup>13</sup>C) indicate which type of C fuels their food chains, primary producers such as plant or algae, or decomposers. Both C and N stable isotope ratios are commonly used in combination to depict energy sources and transfers within food webs (e.g., <xref ref-type="bibr" rid="B32">Kostecki et&#xa0;al., 2010</xref>; <xref ref-type="bibr" rid="B33">Kostecki et&#xa0;al., 2012</xref>; <xref ref-type="bibr" rid="B66">Teichert et&#xa0;al., 2022a</xref>; <xref ref-type="bibr" rid="B65">Teichert et&#xa0;al., 2022b</xref>). In aquatic systems, &#x3b4;<sup>13</sup>C indirectly informs on salinity variations, with marine ecosystems being <sup>13</sup>C enriched compared to freshwater ones (<xref ref-type="bibr" rid="B47">Peterson and Fry, 1987</xref>; <xref ref-type="bibr" rid="B25">Hobson, 1999</xref>; <xref ref-type="bibr" rid="B24">Herzka, 2005</xref>; <xref ref-type="bibr" rid="B52">Reis-Santos et&#xa0;al., 2015</xref>). Thus, a diadromous fish entering a river after a significant feeding period in the ocean has the typical <sup>13</sup>C enriched signature of the marine environment (<xref ref-type="bibr" rid="B25">Hobson, 1999</xref>). Comparatively, freshwater river resident fish can display a large range of <sup>13</sup>C-depleted values compared to marine fish, depending on the origin of items they feed on, from the riparian ecosystem (leaf litter, terrestrial plants, or invertebrates) to aquatic primary producers (e.g., algae, plants, and microphytobenthos), invertebrates or fish. When studying the isotopic niche of a consumer, one can sample all the preys and alimentary items and then run an isotopic analysis to decipher which preys and items are more specifically consumed (e.g., <xref ref-type="bibr" rid="B32">Kostecki et&#xa0;al., 2010</xref>). This is nevertheless subjected to individual variations in life stage, size, and sexes and also to previously encountered habitats for migrating individuals (<xref ref-type="bibr" rid="B55">Saboret and Ingram, 2019</xref>). Therefore, instead of using the exact prey and alimentary items consumed by fishes, one can focus on the basal carbon and nitrogen sources of the isotopic ratio of the consumer (e.g., <xref ref-type="bibr" rid="B34">Lafage et&#xa0;al., 2021</xref>). This approach is particularly adapted to diadromous fish species with complex life histories, as they use different trophic strategies and habitats in terms of salinity.</p>
<p>In this study, we analysed the interspecific competition through niche partitioning for trophic and habitat resources between diadromous species in the sea&#x2013;estuary&#x2013;freshwater continuum on the S&#xe9;lune River (Normandy, France). This continuum is obstructed by two large electric dams, which reduce the watercourse accessibility of diadromous fish to 12 km in the downstream part of the river. We hypothesize that an accumulation of different life stages of diadromous fish below a dam is likely to enhance intra- and interspecific competition for food and habitats, increasing niche overlaps and promoting generalization for abundant species and specialization for rare ones. We measured stable C and N isotope values of basal sources (particular organic matter, microphytobenthos and biofilm, and plants) along the continuum and compared the values with those of juveniles to adults of European eels (<italic>Anguilla anguilla</italic>), salmonids (<italic>Salmo salar</italic> and <italic>Salmo trutta</italic>), lampreys (<italic>Lampetra fluviatilis</italic> and <italic>Petromyzon marinus</italic>), European flounders (<italic>Platichthys flesus</italic>), and Mugilidae caught in the same study site. We ran Bayesian simulations (mixing models and ellipse areas) on isotopic data to infer feeding habitat, trophic position, niche width, and overlaps between the species by life stages.</p>
</sec>
<sec id="s2" sec-type="materials|methods">
<label>2</label>
<title>Material and methods</title>
<sec id="s2_1">
<label>2.1</label>
<title>Study site and sampled diadromous species</title>
<p>The S&#xe9;lune River is 91 km long from its source to the Mont- Saint-Michel Bay (Normandy, France). Two large hydropower dams, La Roche-qui-Boit (height = 16 m) and Vezins (36 m), were constructed in the early 20th century, constraining the diadromous fish community to use the downstream most 12 km of the river (<xref ref-type="fig" rid="f1">
<bold>Figure&#xa0;1</bold>
</xref>). This community is composed of catadromous species (i.e., reproduction at sea), which grow in the estuary and/or the river, such as the European eel (<italic>A. anguilla</italic>), a complex of species belonging to the Mugilidae family (<italic>Chelon ramada</italic>, <italic>Chelon auratus</italic>, and <italic>Chelon labrosus</italic>). The European flounder (<italic>P. flesus</italic>), a facultative catadromous species (some individuals reproduce in brackish or freshwater areas), is found in the downstream part of the river and the estuary. Finally, anadromous species (i.e., reproduction in the river) are also observed below the dams: two species of lamprey (<italic>L. fluviatilis</italic> and <italic>P. marinus</italic>) and two species of salmonids (<italic>S. salar</italic> and <italic>S. trutta</italic>, the latter being facultative anadromous). These seven diadromous species use the Mont-Saint-Michel Bay, the estuary, and the S&#xe9;lune River as adults, sub-adults, or juveniles throughout the year (<xref ref-type="table" rid="T1">
<bold>Table&#xa0;1</bold>
</xref>). Elvers of <italic>A. anguilla</italic> arrive from March to May and then grow for several years until metamorphosing in the silver stage (<xref ref-type="bibr" rid="B1">Acou et&#xa0;al., 2005</xref>; <xref ref-type="bibr" rid="B66">Teichert et&#xa0;al., 2022a</xref>). Departure for migration of silver eels occurs from August to December. Adults of lamprey <italic>P. marinus</italic> and <italic>L. fluviatilis</italic> enter the river in winter and spring to spawn, while the juveniles grow in the river for several years before moving to sea from early fall to early spring. Adults of <italic>S. salar</italic> and <italic>S. trutta</italic> arrive from spring to autumn, enter the river, and reproduce in December and January, and then juveniles stay 1 or 2 years before migrating to the ocean as smolts. Juveniles of <italic>P. flesus</italic> and Mugilidae also grow in the S&#xe9;lune River after their respective arrival from June to August and April, May, and July (<xref ref-type="table" rid="T1">
<bold>Table&#xa0;1</bold>
</xref>). Sporadically, shads (<italic>Alosa alosa</italic> and <italic>Alosa fallax</italic>, not included in this study) can also be observed in the S&#xe9;lune River.</p>
<fig id="f1" position="float">
<label>Figure&#xa0;1</label>
<caption>
<p>Map of the Mont-Saint-Michel Bay (BAY), estuary (EST), and rivers of the S&#xe9;lune and surrounding ones (FWA). Dams of La Roche-qui-Boit and Vezins are represented as black rectangles. The accessible freshwater river courses are depicted in red.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fevo-11-1242452-g001.tif"/>
</fig>
<table-wrap id="T1" position="float">
<label>Table&#xa0;1</label>
<caption>
<p>Diadromous species temporal presence (in blue) in the S&#xe9;lune River with months of arrival (A), reproduction (R), and departure from (D).</p>
</caption>
<table frame="hsides">
<thead>
<tr>
<th valign="bottom" align="center"/>
<th valign="bottom" align="center"/>
<th valign="middle" align="center">J</th>
<th valign="middle" align="center">F</th>
<th valign="middle" align="center">M</th>
<th valign="middle" align="center">A</th>
<th valign="middle" align="center">M</th>
<th valign="middle" align="center">J</th>
<th valign="middle" align="center">J</th>
<th valign="middle" align="center">A</th>
<th valign="middle" align="center">S</th>
<th valign="middle" align="center">O</th>
<th valign="middle" align="center">N</th>
<th valign="middle" align="center">D</th>
</tr>
</thead>
<tbody>
<tr>
<td valign="bottom" align="left">
<bold>
<italic>Anguilla anguilla</italic>
</bold>
</td>
<td valign="bottom" align="left">Juvenile*</td>
<td valign="bottom" align="center" style="background-color:#25a0bd"/>
<td valign="bottom" align="center" style="background-color:#25a0bd"/>
<td valign="bottom" align="center" style="background-color:#25a0bd">A</td>
<td valign="bottom" align="center" style="background-color:#25a0bd">A</td>
<td valign="bottom" align="center" style="background-color:#25a0bd">A</td>
<td valign="bottom" align="center" style="background-color:#25a0bd"/>
<td valign="bottom" align="center" style="background-color:#25a0bd"/>
<td valign="bottom" align="center" style="background-color:#25a0bd"/>
<td valign="bottom" align="center" style="background-color:#25a0bd"/>
<td valign="bottom" align="center" style="background-color:#25a0bd"/>
<td valign="bottom" align="center" style="background-color:#25a0bd"/>
<td valign="bottom" align="center" style="background-color:#25a0bd"/>
</tr>
<tr>
<td valign="bottom" align="left"/>
<td valign="bottom" align="left">Sub-adult**</td>
<td valign="bottom" align="center" style="background-color:#25a0bd">D</td>
<td valign="bottom" align="center" style="background-color:#25a0bd"/>
<td valign="bottom" align="center" style="background-color:#25a0bd"/>
<td valign="bottom" align="center" style="background-color:#25a0bd"/>
<td valign="bottom" align="center" style="background-color:#25a0bd"/>
<td valign="bottom" align="center" style="background-color:#25a0bd"/>
<td valign="bottom" align="center" style="background-color:#25a0bd"/>
<td valign="bottom" align="center" style="background-color:#25a0bd">D</td>
<td valign="bottom" align="center" style="background-color:#25a0bd">D</td>
<td valign="bottom" align="center" style="background-color:#25a0bd">D</td>
<td valign="bottom" align="center" style="background-color:#25a0bd">D</td>
<td valign="bottom" align="center" style="background-color:#25a0bd">D</td>
</tr>
<tr>
<td valign="bottom" align="left">
<bold>
<italic>Lampetra fluviatilis</italic>
</bold>
</td>
<td valign="bottom" align="left">Juvenile</td>
<td valign="bottom" align="center" style="background-color:#25a0bd"/>
<td valign="bottom" align="center" style="background-color:#25a0bd"/>
<td valign="bottom" align="center" style="background-color:#25a0bd"/>
<td valign="bottom" align="center" style="background-color:#25a0bd"/>
<td valign="bottom" align="center" style="background-color:#25a0bd"/>
<td valign="bottom" align="center" style="background-color:#25a0bd"/>
<td valign="bottom" align="center" style="background-color:#25a0bd"/>
<td valign="bottom" align="center" style="background-color:#25a0bd"/>
<td valign="bottom" align="center" style="background-color:#25a0bd">D</td>
<td valign="bottom" align="center" style="background-color:#25a0bd">D</td>
<td valign="bottom" align="center" style="background-color:#25a0bd">D</td>
<td valign="bottom" align="center" style="background-color:#25a0bd"/>
</tr>
<tr>
<td valign="bottom" align="left"/>
<td valign="bottom" align="left">Adult</td>
<td valign="bottom" align="center" style="background-color:#25a0bd">A</td>
<td valign="bottom" align="center" style="background-color:#25a0bd">A</td>
<td valign="bottom" align="center" style="background-color:#25a0bd">A&#x2013;R</td>
<td valign="bottom" align="center" style="background-color:#25a0bd">R</td>
<td valign="bottom" align="center" style="background-color:#25a0bd"/>
<td valign="bottom" align="center"/>
<td valign="bottom" align="center"/>
<td valign="bottom" align="center"/>
<td valign="bottom" align="center"/>
<td valign="bottom" align="center"/>
<td valign="bottom" align="center" style="background-color:#25a0bd">A</td>
<td valign="bottom" align="center" style="background-color:#25a0bd">A</td>
</tr>
<tr>
<td valign="bottom" align="left">
<bold>
<italic>Petromyzon marinus</italic>
</bold>
</td>
<td valign="bottom" align="left">Juvenile</td>
<td valign="bottom" align="center" style="background-color:#25a0bd"/>
<td valign="bottom" align="center" style="background-color:#25a0bd"/>
<td valign="bottom" align="center" style="background-color:#25a0bd"/>
<td valign="bottom" align="center" style="background-color:#25a0bd"/>
<td valign="bottom" align="center" style="background-color:#25a0bd"/>
<td valign="bottom" align="center" style="background-color:#25a0bd"/>
<td valign="bottom" align="center" style="background-color:#25a0bd"/>
<td valign="bottom" align="center" style="background-color:#25a0bd"/>
<td valign="bottom" align="center" style="background-color:#25a0bd">D</td>
<td valign="bottom" align="center" style="background-color:#25a0bd">D</td>
<td valign="bottom" align="center" style="background-color:#25a0bd">D</td>
<td valign="bottom" align="center" style="background-color:#25a0bd"/>
</tr>
<tr>
<td valign="bottom" align="left"/>
<td valign="bottom" align="left">Adult</td>
<td valign="bottom" align="center"/>
<td valign="bottom" align="center"/>
<td valign="bottom" align="center"/>
<td valign="bottom" align="center" style="background-color:#25a0bd">A</td>
<td valign="bottom" align="center" style="background-color:#25a0bd">A&#x2013;R</td>
<td valign="bottom" align="center" style="background-color:#25a0bd">R</td>
<td valign="bottom" align="center" style="background-color:#25a0bd">R</td>
<td valign="bottom" align="center"/>
<td valign="bottom" align="center"/>
<td valign="bottom" align="center"/>
<td valign="bottom" align="center"/>
<td valign="bottom" align="center"/>
</tr>
<tr>
<td valign="bottom" align="left">
<bold>
<italic>Salmo salar</italic>
</bold>
</td>
<td valign="bottom" align="left">Juvenile</td>
<td valign="bottom" align="center" style="background-color:#25a0bd"/>
<td valign="bottom" align="center" style="background-color:#25a0bd"/>
<td valign="bottom" align="center" style="background-color:#25a0bd">D</td>
<td valign="bottom" align="center" style="background-color:#25a0bd">D</td>
<td valign="bottom" align="center" style="background-color:#25a0bd">D</td>
<td valign="bottom" align="center" style="background-color:#25a0bd"/>
<td valign="bottom" align="center" style="background-color:#25a0bd"/>
<td valign="bottom" align="center" style="background-color:#25a0bd"/>
<td valign="bottom" align="center" style="background-color:#25a0bd"/>
<td valign="bottom" align="center" style="background-color:#25a0bd"/>
<td valign="bottom" align="center" style="background-color:#25a0bd"/>
<td valign="bottom" align="center" style="background-color:#25a0bd"/>
</tr>
<tr>
<td valign="bottom" align="left"/>
<td valign="bottom" align="left">Adult</td>
<td valign="bottom" align="center" style="background-color:#25a0bd">D</td>
<td valign="bottom" align="center" style="background-color:#25a0bd">D</td>
<td valign="bottom" align="center" style="background-color:#25a0bd">D&#x2013;A</td>
<td valign="bottom" align="center" style="background-color:#25a0bd">D&#x2013;A</td>
<td valign="bottom" align="center" style="background-color:#25a0bd">A</td>
<td valign="bottom" align="center" style="background-color:#25a0bd">A</td>
<td valign="bottom" align="center" style="background-color:#25a0bd">A</td>
<td valign="bottom" align="center" style="background-color:#25a0bd">A</td>
<td valign="bottom" align="center" style="background-color:#25a0bd">A</td>
<td valign="bottom" align="center" style="background-color:#25a0bd"/>
<td valign="bottom" align="center" style="background-color:#25a0bd"/>
<td valign="bottom" align="center" style="background-color:#25a0bd">R</td>
</tr>
<tr>
<td valign="bottom" align="left">
<bold>
<italic>Salmo trutta</italic>
</bold>
</td>
<td valign="bottom" align="left">Juvenile</td>
<td valign="bottom" align="center" style="background-color:#25a0bd"/>
<td valign="bottom" align="center" style="background-color:#25a0bd">D</td>
<td valign="bottom" align="center" style="background-color:#25a0bd">D</td>
<td valign="bottom" align="center" style="background-color:#25a0bd">D</td>
<td valign="bottom" align="center" style="background-color:#25a0bd">D</td>
<td valign="bottom" align="center" style="background-color:#25a0bd"/>
<td valign="bottom" align="center" style="background-color:#25a0bd"/>
<td valign="bottom" align="center" style="background-color:#25a0bd"/>
<td valign="bottom" align="center" style="background-color:#25a0bd"/>
<td valign="bottom" align="center" style="background-color:#25a0bd"/>
<td valign="bottom" align="center" style="background-color:#25a0bd"/>
<td valign="bottom" align="center" style="background-color:#25a0bd"/>
</tr>
<tr>
<td valign="bottom" align="left"/>
<td valign="bottom" align="left">Adult</td>
<td valign="bottom" align="center" style="background-color:#25a0bd">R&#x2013;D</td>
<td valign="bottom" align="center" style="background-color:#25a0bd">D</td>
<td valign="bottom" align="center" style="background-color:#25a0bd">D&#x2013;A</td>
<td valign="bottom" align="center" style="background-color:#25a0bd">A</td>
<td valign="bottom" align="center" style="background-color:#25a0bd">A</td>
<td valign="bottom" align="center" style="background-color:#25a0bd">A</td>
<td valign="bottom" align="center" style="background-color:#25a0bd">A</td>
<td valign="bottom" align="center" style="background-color:#25a0bd">A</td>
<td valign="bottom" align="center" style="background-color:#25a0bd"/>
<td valign="bottom" align="center" style="background-color:#25a0bd"/>
<td valign="bottom" align="center" style="background-color:#25a0bd"/>
<td valign="bottom" align="center" style="background-color:#25a0bd">R</td>
</tr>
<tr>
<td valign="bottom" align="left">
<bold>
<italic>Platichthys flesus</italic>
</bold>
</td>
<td valign="bottom" align="left">Juvenile***</td>
<td valign="bottom" align="center" style="background-color:#25a0bd"/>
<td valign="bottom" align="center" style="background-color:#25a0bd"/>
<td valign="bottom" align="center" style="background-color:#25a0bd"/>
<td valign="bottom" align="center" style="background-color:#25a0bd"/>
<td valign="bottom" align="center" style="background-color:#25a0bd"/>
<td valign="bottom" align="center" style="background-color:#25a0bd">A</td>
<td valign="bottom" align="center" style="background-color:#25a0bd">A</td>
<td valign="bottom" align="center" style="background-color:#25a0bd">A</td>
<td valign="bottom" align="center" style="background-color:#25a0bd"/>
<td valign="bottom" align="center" style="background-color:#25a0bd"/>
<td valign="bottom" align="center" style="background-color:#25a0bd"/>
<td valign="bottom" align="center" style="background-color:#25a0bd"/>
</tr>
<tr>
<td valign="bottom" align="left"/>
<td valign="bottom" align="left">Adult</td>
<td valign="bottom" align="center"/>
<td valign="bottom" align="center"/>
<td valign="bottom" align="center"/>
<td valign="bottom" align="center"/>
<td valign="bottom" align="center"/>
<td valign="bottom" align="center"/>
<td valign="bottom" align="center"/>
<td valign="bottom" align="center"/>
<td valign="bottom" align="center"/>
<td valign="bottom" align="center"/>
<td valign="bottom" align="center"/>
<td valign="bottom" align="center"/>
</tr>
<tr>
<td valign="bottom" align="left">
<bold>Mugilidae</bold>
</td>
<td valign="bottom" align="left">Juvenile</td>
<td valign="bottom" align="center" style="background-color:#25a0bd"/>
<td valign="bottom" align="center" style="background-color:#25a0bd"/>
<td valign="bottom" align="center" style="background-color:#25a0bd"/>
<td valign="bottom" align="center" style="background-color:#25a0bd">A</td>
<td valign="bottom" align="center" style="background-color:#25a0bd">A</td>
<td valign="bottom" align="center" style="background-color:#25a0bd"/>
<td valign="bottom" align="center" style="background-color:#25a0bd">A</td>
<td valign="bottom" align="center" style="background-color:#25a0bd"/>
<td valign="bottom" align="center" style="background-color:#25a0bd"/>
<td valign="bottom" align="center" style="background-color:#25a0bd"/>
<td valign="bottom" align="center" style="background-color:#25a0bd"/>
<td valign="bottom" align="center" style="background-color:#25a0bd"/>
</tr>
<tr>
<td valign="bottom" align="left"/>
<td valign="bottom" align="left">Adult</td>
<td valign="bottom" align="center" style="background-color:#25a0bd"/>
<td valign="bottom" align="center" style="background-color:#25a0bd"/>
<td valign="bottom" align="center" style="background-color:#25a0bd"/>
<td valign="bottom" align="center" style="background-color:#25a0bd">A</td>
<td valign="bottom" align="center" style="background-color:#25a0bd">A</td>
<td valign="bottom" align="center" style="background-color:#25a0bd"/>
<td valign="bottom" align="center" style="background-color:#25a0bd"/>
<td valign="bottom" align="center" style="background-color:#25a0bd"/>
<td valign="bottom" align="center" style="background-color:#25a0bd"/>
<td valign="bottom" align="center" style="background-color:#25a0bd">D</td>
<td valign="bottom" align="center" style="background-color:#25a0bd">D</td>
<td valign="bottom" align="center" style="background-color:#25a0bd">D</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<fn>
<p>Column letters represent months. Based on <xref ref-type="bibr" rid="B6">Brusl&#xe9; and Quignard (2001)</xref> for <italic>A. anguilla, L. fluviatilis, P. marinus, S. salar</italic>, and <italic>S. trutta</italic> and <xref ref-type="bibr" rid="B30">Keith et&#xa0;al. (2020)</xref> for <italic>P. flesus</italic> and Mugilidae.</p>
</fn>
<fn>
<p>*Juvenile group of elvers and yellow eels.</p>
</fn>
<fn>
<p>**Sub-adult group of silver eels.</p>
</fn>
<fn>
<p>***Unknown departure time.</p>
</fn>
</table-wrap-foot>
</table-wrap>
</sec>
<sec id="s2_2">
<label>2.2</label>
<title>Sampling and sample preparation</title>
<p>Samples were collected by INRAE (UMR DECOD) and MNHN (Marine Station of Dinard) between 2009 and 2020. Such a large temporal scale lessens the risk of a bias coming from a single specific year or season and allows for depicting a broad view of the isotopic niche of species and their interactions. All samples originated from the S&#xe9;lune River watershed and Mont-Saint-Michel Bay, downstream to the lowest dam in the river continuum to the sea (i.e., La Roche-qui-Boit) (<xref ref-type="fig" rid="f1">
<bold>Figure&#xa0;1</bold>
</xref> and see <xref ref-type="supplementary-material" rid="SM1">
<bold>Appendix A</bold>
</xref> for locations). The use of already collected tissues aimed at avoiding an additional sampling on natural populations, in accordance with the 3 R principle (replacement, reduction, and refinement) in animal studies (<xref ref-type="bibr" rid="B54">Russell and Burch, 1959</xref>). For adult <italic>S. salar</italic>, scales collected from 2000 to 2014 were used on fish that stayed one winter at sea (1SW, n = 69, size range 450&#x2013;700 mm) and two winters at sea (2SW, n = 75, size range 700&#x2013;850 mm) while returning to the S&#xe9;lune River to spawn. As they do not feed on the studied catchment, they were not included in the models. Muscle samples of juveniles of <italic>S. trutta</italic> (n = 38, size range 60&#x2013;80 mm), <italic>P. marinus</italic> (n = 4, size range 130&#x2013;150 mm), <italic>P. flesus</italic> (n = 115, size range 20&#x2013;205 mm), Mugilidae (undetermined genus and species, n = 15, size range 20&#x2013;90 mm), sub-adults of <italic>A. anguilla</italic> (n = 90, size range 510&#x2013;860 mm), and adults of <italic>L. fluviatilis</italic> (n = 7, size range 250&#x2013;350 mm) were obtained. Three basal sources were collected from the Mont-Saint-Michel Bay (BAY), the estuary (EST), and the freshwater part of the S&#xe9;lune River (FWA) downstream of the dam of La Roche-qui-Boit (<xref ref-type="supplementary-material" rid="SM1">
<bold>Table S1</bold>
</xref>, <xref ref-type="supplementary-material" rid="SM1">
<bold>Appendix A</bold>
</xref>) (<xref ref-type="fig" rid="f1">
<bold>Figure&#xa0;1</bold>
</xref>). Photosynthetic organisms (PLA) consisted of aquatic vascular plants in FWA, halophytes in EST, and algae in BAY; they were collected by hand and carefully cleaned out to remove invertebrates. Particulate organic matter (POM) came from 1 l of water filtered on decarbonated (4 h at 550&#xb0;C) GF-F filters (47 mm diameter, Whatman) at the laboratory. Freshwater samples of POM were also taken upstream to the dams, as they are susceptible to influencing the trophic network downstream (<xref ref-type="fig" rid="f1">
<bold>Figure&#xa0;1</bold>
</xref>; <xref ref-type="supplementary-material" rid="SM1">
<bold>Appendix A</bold>
</xref>). Microphytobenthos and photosynthetic biofilm (MPBB) were sampled in the marine and freshwater environments, respectively (downstream to the lowest dam). The microphytobenthos were extracted from the superficial layer (5 mm) of scraped muddy sediment by exposing them to light for 2 h. The sediment was then covered with a 100-&#x3bc;m nylon filter and sand previously sieved (63 and 250 &#x3bc;m) and decarbonated (5 h, 550&#xb0;C). After waiting several hours for the microphytobenthos to migrate to the surface through the nylon filter, the superficial layer (2 mm) was scraped and sieved through seawater on a 45-&#x3bc;m filter. The content of the filter was then filtered again under decarbonated GF-F filters (4 h, 550&#xb0;C). In the river, biofilms were collected on the bottom substratum. Large stones (10 to 20 cm) were picked up, and the biofilm was retrieved by gently brushing until a concentrated solution in a 5-ml vial before filtration on decarbonated GF-F filters (4 h, 550&#xb0;C) at the laboratory. All samples were kept in a cooler at the field before being frozen (except for the GF-F filters), lyophilized, and ground into a fine powder. Samples were weighed to the nearest 0.01 mg into tin cups in anticipation of stable isotope analyses.</p>
</sec>
<sec id="s2_3">
<label>2.3</label>
<title>Stable isotope analyses</title>
<p>C and N isotope analyses were performed at the Stable Isotopes in Nature Laboratory (Fredericton, New Brunswick, Canada) using Carlo Erba NC2500 elemental analyser and a Finnigan Mat Delta XP IRMS. The carbon and nitrogen isotope ratios were expressed in the delta notation &#x3b4;<sup>13</sup>C and &#x3b4;<sup>15</sup>N, where &#x3b4;<sup>X</sup> = [(R<sub>Sample</sub>/R<sub>Reference</sub>) &#x2212; 1] &#xd7; 1000, where X = &#x3b4;<sup>13</sup>C or &#x3b4;<sup>15</sup>N, and R is the ratio <sup>13</sup>C:<sup>12</sup>C or <sup>15</sup>N:<sup>14</sup>N in the sample and the reference material. Results are referred to Vienna Peedee Belemnite Carbonate (VPDB) for C and to atmospheric nitrogen for N and expressed in units of &#x2030; &#xb1; standard deviation (sd). Data were corrected using working standards (bass muscle, bovine liver, nicotinamide, and acetanilide) that were previously calibrated against International Atomic Energy Agency (IAEA) standards CH6, CH7, N1, and N2. Repeated analyses of IAEA standards and working standards showed that maximum standard deviations for &#x3b4;<sup>13</sup>C and &#x3b4;<sup>15</sup>N values were 0.26&#x2030; and 0.37&#x2030;, respectively. Standard deviations of samples were analysed in duplicate (n = 10) and averaged 0.11&#x2030; and 0.19&#x2030; for &#x3b4;<sup>13</sup>C and &#x3b4;<sup>15</sup>N, respectively; single measurements were then carried out on all other samples. The analytical precision (standard deviation for repeated measurements of internal standards) was &#xb1;0.2&#x2030; and &#xb1;0.3&#x2030; for &#x3b4;<sup>13</sup>C or &#x3b4;<sup>15</sup>N, respectively.</p>
</sec>
<sec id="s2_4">
<label>2.4</label>
<title>Statistical analyses</title>
<p>C:N ratios were checked to identify possible bias in &#x3b4;<sup>13</sup>C values due to high lipid content in the tissue (<xref ref-type="bibr" rid="B48">Post et&#xa0;al., 2007</xref>). When C:N &#x2265; 3.5, &#x3b4;<sup>13</sup>C values were corrected following <xref ref-type="bibr" rid="B48">Post et&#xa0;al. (2007)</xref>. Similarly, &#x3b4;<sup>13</sup>C values obtained from scale tissues were corrected for high concentrations of glycine and proline according to <xref ref-type="bibr" rid="B57">Satterfield and Finey (2001)</xref>. Analyses of isotopic data obtained for basal sources and diadromous fish were performed in R 4.2.1 (<xref ref-type="bibr" rid="B51">R Core Team, 2022</xref>) using Bayesian mixing models and analytical tool suite proposed by MixSIAR 3.1.12 (<xref ref-type="bibr" rid="B62">Su and Yajima, 2012</xref>; <xref ref-type="bibr" rid="B61">Stock and Semmens, 2016</xref>; <xref ref-type="bibr" rid="B60">Stock et&#xa0;al., 2018</xref>). &#x3b4;<sup>13</sup>C and &#x3b4;<sup>15</sup>N values were used to estimate the contributions of basal sources (PLA, MPBB, and POM) to diadromous species for habitats (FWA, EST, and BAY) whose contribution was above the 0.30 threshold. An exception was made for <italic>P. marinus</italic> for which the small sample size did not allow to have more than three basal sources for the model to converge. For this species, basal sources were studied only in FWA, as this habitat is more likely used (<xref ref-type="bibr" rid="B50">Quintella et&#xa0;al., 2003</xref>). For each diadromous species, models were set up with the following characteristics: three chains with 300,000 iterations and a burn-in of 200,000 with a thin of 100 to allow for adequate model convergence. Trophic enrichment factor values were derived from <xref ref-type="bibr" rid="B33">Kostecki et&#xa0;al. (2012)</xref> and <xref ref-type="bibr" rid="B58">Selleslagh et&#xa0;al. (2015)</xref>. Values for aquatic habitat (FWA, EST, and BAY) and carbon origin (POM, MPBB, and plants for FWA and BAY) models were 2&#x2030; &#xb1; 0.1&#x2030; and 5.8&#x2030; &#xb1; 0.1&#x2030; for &#x3b4;<sup>13</sup>C and &#x3b4;<sup>15</sup>N, respectively. All MixSIAR models were run with residual and process errors set as TRUE. Model convergence was checked using Gelman&#x2013;Rubin and Geweke&#x2019;s diagnostics. Isotopic niche widths (&#x3b4;<sup>13</sup>C and &#x3b4;<sup>15</sup>N) of each diadromous species and overlaps were analysed using the R package, SIBER 2.1.7 (<xref ref-type="bibr" rid="B28">Jackson et&#xa0;al., 2011</xref>; <xref ref-type="bibr" rid="B53">Rossman et&#xa0;al., 2016</xref>). Posterior ellipsoids were calculated after 2 &#xd7; 10<sup>4</sup> iterations, a burn-in of 1 &#xd7; 10<sup>3</sup>, over two chains; Bayesian standard ellipse areas (SEA_B) were calculated, and the 95% predicted Bayesian confidence interval (SEA_B CI95) was used to estimate the proportion of overlapping between species. Details of all the R script, raw data, and model results used in this study are available in <xref ref-type="supplementary-material" rid="SM2">
<bold>Appendix B</bold>
</xref>.</p>
</sec>
</sec>
<sec id="s3" sec-type="results">
<label>3</label>
<title>Results</title>
<sec id="s3_1">
<label>3.1</label>
<title>Species position along the river&#x2013;sea isotopic continuum</title>
<p>The trophic position of diadromous species/life stage and basal sources are based on their mean values of &#x3b4;<sup>13</sup>C and &#x3b4;<sup>15</sup>N, which were added to trophic enrichment factors for diadromous species. <xref ref-type="fig" rid="f2">
<bold>Figure&#xa0;2</bold>
</xref> shows the overall organization of the food web of the different species making up the diadromous community. In particular, we see their relative position and the relative influence of basal sources according to their origin: freshwater, estuarine, and marine habitats (<xref ref-type="fig" rid="f2">
<bold>Figure&#xa0;2</bold>
</xref>). From the position of each diadromous species within the trophic network (<xref ref-type="fig" rid="f2">
<bold>Figure&#xa0;2</bold>
</xref>) and the results of the mixing models (<xref ref-type="fig" rid="f3">
<bold>Figure&#xa0;3</bold>
</xref>), we can define the relative contributions of basal sources (MPBB, POM, and PLA) according to habitats (FWA, EST, and BAY).</p>
<fig id="f2" position="float">
<label>Figure&#xa0;2</label>
<caption>
<p>
<bold>(A)</bold> Biplot of the means and standard deviations of &#x3b4;<sup>13</sup>C (x-axis) and &#x3b4;<sup>15</sup>N values (y-axis) of basal sources and diadromous studied along the Mont- Saint-Michel Bay to S&#xe9;lune River continuum. <bold>(B)</bold> Biplot of the means and standard deviations of &#x3b4;<sup>13</sup>C (x-axis) and &#x3b4;<sup>15</sup>N values (y-axis) of basal sources and &#x3b4;<sup>13</sup>C and &#x3b4;<sup>15</sup>N values and their 95% ellipses for each of the diadromous studied. Basal sources are displayed according to aquatic habitat (estuary (EST), freshwater (FWA), and marine (BAY)) and sample type (particular organic matter (POM), microphytobenthos-biofilm (MPBB), and aquatic plants (PLA)). Different colours represent the various diadromous species (family for Mugilidae) studied, which include sub-adults of <italic>Anguilla anguilla</italic>, adults of <italic>Lampetra fluviatilis</italic> and <italic>Salmo salar</italic> 1SW and 2SW, and juveniles of Mugilidae, <italic>Petromyzon marinus</italic>, <italic>Platichthys flesus</italic>, and <italic>Salmo trutta</italic>. The same shapes correspond to diadromous belonging to the same family. <italic>S. salar</italic> 1SW and 2SW spend respectively one and two winters at sea to grow before migrating to the S&#xe9;lune for reproduction.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fevo-11-1242452-g002.tif"/>
</fig>
<fig id="f3" position="float">
<label>Figure&#xa0;3</label>
<caption>
<p>Boxplots of median contributions (with 50% and 95% Bayesian confidence intervals) of each basal source to diadromous fish consumers. <bold>(A)</bold> Contribution of each habitat type (freshwater (FWA), estuary (EST), and marine (BAY)). <bold>(B)</bold> Contribution of each sample type (particular organic matter (POM), microphytobenthos and biofilm (MPBB), and aquatic plants (PLA)) within the most dominant habitat type. Between three and six basal sources and a maximum of two different habitats were included in each model to maximize model convergence. A summary of the contribution proportions is presented in <xref ref-type="supplementary-material" rid="SM2">
<bold>Table S2</bold>
</xref>.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fevo-11-1242452-g003.tif"/>
</fig>
<p>FWA basal source was the major contributor to the isotopic signatures of sub-adult <italic>A. anguilla</italic> and juveniles of <italic>P. marinus</italic> and <italic>S. trutta</italic> (<xref ref-type="fig" rid="f2">
<bold>Figures&#xa0;2</bold>
</xref>, <xref ref-type="fig" rid="f3">
<bold>3A</bold>
</xref>, <xref ref-type="supplementary-material" rid="SM2">
<bold>Table S2</bold>
</xref>). MPBB were the most likely basal source for sub-adult <italic>A. anguilla</italic> and juvenile <italic>S. trutta</italic>, while POM and MPBB were for juvenile <italic>P. marinus</italic> <xref ref-type="fig" rid="f3">
<bold>Figure&#xa0;3B</bold>
</xref>). Conversely, equal average contributions of FWA, EST, and BAY were found for juveniles of <italic>P. flesus</italic> and Mugilidae, suggesting that individuals could exploit trophic resources from different habitats along the land&#x2013;sea continuum (<xref ref-type="fig" rid="f2">
<bold>Figures&#xa0;2</bold>
</xref>, <xref ref-type="fig" rid="f3">
<bold>3A</bold>
</xref>, <xref ref-type="supplementary-material" rid="SM2">
<bold>Table S2</bold>
</xref>). Juveniles of these species found their carbon origin mainly on MPBB in FWA and BAY, except for <italic>P. flesus</italic> in BAY, where individuals relied equally on all three basal sources (<xref ref-type="fig" rid="f3">
<bold>Figure&#xa0;3B</bold>
</xref>). Adults of <italic>L. fluviatilis</italic> had more typical marine signatures (<xref ref-type="fig" rid="f2">
<bold>Figures&#xa0;2</bold>
</xref>, <xref ref-type="fig" rid="f3">
<bold>3A</bold>
</xref>, <xref ref-type="supplementary-material" rid="SM2">
<bold>Table S2</bold>
</xref>), with marine POM being their most likely basal source (<xref ref-type="fig" rid="f3">
<bold>Figure&#xa0;3B</bold>
</xref>). Adults <italic>S. salar</italic> also had typical marine signatures, with higher &#x3b4;<sup>15</sup>N values for 2SW compared to 1SW fish (<xref ref-type="fig" rid="f2">
<bold>Figure&#xa0;2</bold>
</xref>). Mixing models using basal sources from the three habitats were not run for <italic>S. salar</italic> since the species do not feed when migrating back to freshwater.</p>
</sec>
<sec id="s3_2">
<label>3.2</label>
<title>Isotopic niches of diadromous fishes</title>
<p>Isotopic niche widths of diadromous species varied between species and life stages. Mean SEA_B [CI<sub>95</sub>] was maximum for <italic>A. anguilla</italic> (12.314 [9.853&#x2013;15.039]) and then decreased for <italic>P. flesus</italic> juveniles (7.675 [6.251&#x2013;9.225]), <italic>S. trutta</italic> juveniles (4.250 [3.063&#x2013;5.869]), Mugilidae juveniles (1.037 [0.614&#x2013;1.793]), <italic>P. marinus</italic> juveniles (0.334 [0.104&#x2013;1.211]), and <italic>L. fluviatilis</italic> (0.203 [0.094&#x2013;0.480]) (<xref ref-type="fig" rid="f4">
<bold>Figure&#xa0;4</bold>
</xref>, <xref ref-type="supplementary-material" rid="SM2">
<bold>Table S3</bold>
</xref>). Correction for sample size applied to SEA_B did not significantly alter the niche widths of diadromous species, but marginally for <italic>P. marinus</italic> (SEA_B = 0.334, SEAc = 0.086) (<xref ref-type="supplementary-material" rid="SM1">
<bold>Table S3</bold>
</xref>).</p>
<fig id="f4" position="float">
<label>Figure&#xa0;4</label>
<caption>
<p>Diadromous isotopic niche widths as Bayesian standard ellipse areas (SEA_B) for &#x3b4;<sup>13</sup>C and &#x3b4;<sup>15</sup>N of diadromous species. Box width and colour denote credible intervals (colours: 50%, medium; grey, 75%, narrow; light grey, 95%); black dots, median; red crosses, predicted standard ellipse area of 95% (2.5% to 97.5%) corrected by sample size (SEAc). See also <xref ref-type="supplementary-material" rid="SM1">
<bold>Tables S3</bold>
</xref> and <xref ref-type="supplementary-material" rid="SM1">
<bold>S4</bold>
</xref>.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fevo-11-1242452-g004.tif"/>
</fig>
<p>The isotopic niche of <italic>A. anguilla</italic>, which is the widest niche observed in this dataset (<xref ref-type="fig" rid="f4">
<bold>Figure&#xa0;4</bold>
</xref>, <xref ref-type="supplementary-material" rid="SM1">
<bold>Table S4</bold>
</xref>), overlapped with several other diadromous species as juveniles, such as <italic>P. flesus</italic>, <italic>S. trutta</italic>, <italic>P. marinus</italic>, and Mugilidae (<xref ref-type="fig" rid="f5">
<bold>Figure&#xa0;5</bold>
</xref>, <xref ref-type="supplementary-material" rid="SM1">
<bold>Table S5</bold>
</xref>). Juveniles of <italic>P. flesus</italic>, the second widest isotopic niche observed in this dataset, overlapped with sub-adults of <italic>A. anguilla</italic> and juveniles of <italic>S. trutta</italic> and Mugilidae (<xref ref-type="fig" rid="f5">
<bold>Figure&#xa0;5</bold>
</xref>, <xref ref-type="supplementary-material" rid="SM1">
<bold>Table S5</bold>
</xref>). The isotopic niche of <italic>S. trutta</italic> as juveniles overlapped with sub-adults of <italic>A. anguilla</italic> and juveniles of <italic>P. flesus</italic> and <italic>P. marinus</italic>. The isotopic niche of juveniles of Mugilidae overlapped with sub-adults of <italic>A. anguilla</italic> and juveniles of <italic>P. flesus</italic>.</p>
<fig id="f5" position="float">
<label>Figure&#xa0;5</label>
<caption>
<p>Bipartite graph of the overlap impacts of diadromous species/life stage (left group) on the isotopic niche width of others (right group). Niche width is retrieved as Bayesian standard ellipse areas (SEA_B) for &#x3b4;<sup>13</sup>C and &#x3b4;<sup>15</sup>N of diadromous species. The width of the bars between the left and right groups represents the proportion (see numbers) of impact from the left diadromous species/life stage on the right ones, calculated as the overlap between the two species divided by the niche width of the right one. <italic>Petromyzon marinus</italic> is absent from the left group because its impact on the right diadromous species was below 0.05 or null. <italic>Lampetra fluviatilis</italic> is absent from the left diadromous species for the same reason, and in the right group because it is not impacted. See also <xref ref-type="supplementary-material" rid="SM1">
<bold>Table S4</bold>
</xref>.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fevo-11-1242452-g005.tif"/>
</fig>
<p>The isotopic niches of <italic>A. anguilla</italic> and juveniles of <italic>P. flesus</italic> overlapped more with other diadromous niches than they were impacted. Indeed, their niche width impact is greater on the left panels compared to the right panels (<xref ref-type="fig" rid="f5">
<bold>Figure&#xa0;5</bold>
</xref>, <xref ref-type="supplementary-material" rid="SM1">
<bold>Table S4</bold>
</xref>). On the contrary, the isotopic niches of juveniles of <italic>S. trutta</italic>, Mugilidae, and <italic>P. marinus</italic> were more impacted by other diadromous niches that they overlapped with (<xref ref-type="fig" rid="f5">
<bold>Figure&#xa0;5</bold>
</xref>, <xref ref-type="supplementary-material" rid="SM1">
<bold>Table S4</bold>
</xref>). The isotopic niche of adult <italic>L. fluviatilis</italic>, characterized by a typical marine signature, did not overlap with other diadromous species niches and was not impacted by them [not represented in <xref ref-type="fig" rid="f5">
<bold>Figure&#xa0;5</bold>
</xref>, as overlap values were below 0.05 (<xref ref-type="supplementary-material" rid="SM1">
<bold>Table S5</bold>
</xref>)].</p>
</sec>
</sec>
<sec id="s4" sec-type="discussion">
<label>4</label>
<title>Discussion</title>
<p>The various diadromous species studied here are all simultaneously present in the S&#xe9;lune River where they are confined to the 12-km downstream reach below the dam and estuary. Although they do not arrive, colonize, and reproduce at the same time, they all co-occur at some point for their development, growth, or migration for reproduction. The S&#xe9;lune River and estuarine system is thus a peculiar aquatic ecosystem, where several diadromous species reside for some times: one is critically endangered (<italic>A. anguilla</italic>), another is vulnerable (<italic>S. salar</italic>), and others are least concern (<italic>S. trutta</italic>, <italic>P. flesus</italic>, Mugilidae, <italic>P. marinus</italic>, and <italic>L. fluviatilis</italic>), as classified by the International Union for Conservation of Nature (IUCN) red list of threatened species in Europe (<xref ref-type="bibr" rid="B27">IUCN, 2023</xref>). This study provides the first isotopic analysis by means of basal carbon sources to infer the trophic ecology and habitat use of several diadromous species living in the same river. Basal carbon sources are not directly assimilated by the diadromous species studied here, but they are transferred along the food chains from primary consumers to fish. Focusing on the basal carbon sources instead of the diet allowed us to infer and compare the niche partitioning of these species, although they feed on different sources of prey.</p>
<p>Results confirm that sub-adults of <italic>A. anguilla</italic> (<xref ref-type="bibr" rid="B16">Cucherousset et&#xa0;al., 2011</xref>), juveniles of <italic>P. marinus</italic> (<xref ref-type="bibr" rid="B50">Quintella et&#xa0;al., 2003</xref>), and <italic>S. trutta</italic> (<xref ref-type="bibr" rid="B43">Michel and Oberdorff, 1995</xref>) exploit mainly the freshwater, or the marine part for adults of <italic>L. fluviatilis</italic> (<xref ref-type="bibr" rid="B31">Kelly and King, 2001</xref>), while some others, such as juveniles of <italic>P. flesus</italic> and Mugilidae (<xref ref-type="bibr" rid="B34">Lafage et&#xa0;al., 2021</xref>; <xref ref-type="bibr" rid="B65">Teichert et&#xa0;al., 2022b</xref>), use all habitats of the land&#x2013;sea continuum. Several diadromous adults do not feed when they migrate in the S&#xe9;lune aquatic system. This is the case of <italic>P. marinus</italic> and <italic>L. fluviatilis</italic>, which feed as external parasites of marine fishes and cetaceans, but also of <italic>S. salar</italic> 1SW and 2SW, spending respectively 1 and 2 years at sea to grow before migrating in the S&#xe9;lune for reproduction. <italic>S. salar</italic> 1SW and 2SW were not included in the Bayesian models because they do not feed near the environment of the S&#xe9;lune aquatic system (<xref ref-type="bibr" rid="B30">Keith et&#xa0;al., 2020</xref>), as opposed to <italic>L. fluviatilis</italic>, whose hosts are thought to live in marine habitats close to the S&#xe9;lune River (<xref ref-type="bibr" rid="B20">Elliott et&#xa0;al., 2021</xref>). Indeed, <italic>S. salar</italic> 1SW feed and grow in Greenland seas, and <italic>S. salar</italic> 2SW in North Ireland and England seas (<xref ref-type="bibr" rid="B41">MacKenzie et&#xa0;al., 2012</xref>). In the same way, <italic>A. anguilla</italic> fast on their spawning migration from freshwater to the Sargasso Sea (<xref ref-type="bibr" rid="B71">Wright et&#xa0;al., 2022</xref>). However, the &#x3b4;<sup>13</sup>C and &#x3b4;<sup>15</sup>N isotopic signatures remain stable for approximately 1 month in their muscles (<xref ref-type="bibr" rid="B7">Buchheister and Latour, 2010</xref>) and therefore reflect the eel diet in the freshwater growth habitat they came from.</p>
<p>Niche partitioning between these diadromous fishes also occurs through the distinct use of basal carbon sources, but this depends on the habitat used. Indeed, sub-adults of <italic>A. anguilla</italic> and juveniles of <italic>S. trutta</italic>, <italic>P. flesus</italic>, and Mugilidae all use MPBB as their primary source of carbon in freshwater. In this habitat, juveniles of <italic>P. marinus</italic> equally relied on MPBB and POM as basal sources of carbon, but the small sample size for this species did not allow us to clearly infer their basal carbon source. In the marine habitat, diadromous basal carbon sources are more diverse, ranging from POM for adult <italic>L. fluviatilis</italic>, to POM, MPBB, and PLA for juveniles of <italic>P. flesus</italic> and Mugilidae even though MPBB is the main source of basal carbon for the later. Competition over basal carbon sources is thus more likely in the freshwater part of the land&#x2013;sea continuum, and from our results, we identified three factors that could exacerbate this competition. Firstly, we found that diadromous species in the S&#xe9;lune River watershed and Mont-Saint-Michel Bay depend more on the freshwater than on the marine habitats, and secondly, they all rely on the same basal carbon source (i.e., MPBB) in the freshwater habitat. Thirdly, these diadromous species, exploiting the freshwater habitat of the land&#x2013;sea continuum, are physically coerced by the dams, particularly species that would normally colonize upper parts of rivers (i.e., <italic>A. anguilla</italic>, <italic>L. fluviatilis</italic>, <italic>P. marinus</italic>, <italic>S. salar</italic>, and <italic>S. trutta</italic>). These factors certainly play a role in increasing both intra- and inter-species competition between these diadromous when co-occurring in the same river. By contrast, we found that juveniles of <italic>P. flesus</italic> and Mugilidae exploit both the marine and freshwater parts of the land&#x2013;sea continuum of the S&#xe9;lune River watershed and Mont-Saint-Michel Bay, and they developed different strategies to exploit different sources of basal carbon. This could be a strategy to relax the likely competition both within and between these species. Niche partitioning through space is widely described in the literature, and strategies to minimize competition take place not only between but also within species (<xref ref-type="bibr" rid="B59">Sexton et&#xa0;al., 2017</xref>).</p>
<p>Nonetheless, the wider picture of potential competition within and between these diadromous fishes is not easily retrieved from their use of habitats (freshwater, estuarine, and marine) and carbon sources (POM, MPBB, and plants). Niche overlap assessment is thus essential to estimate the competition between diadromous species. Our results showed that niche overlaps occurred between diadromous, despite the use of indirect sources of carbon (we concentrated on basal primary producers as basal sources). This means that any basal source compartment alteration could impact diadromous fish and possibly the competition between each other. Some diadromous species such as <italic>A. anguilla</italic> (sub-adults) and <italic>P. flesus</italic> (juveniles) overlapped other diadromous species&#x2019; niches, more than they were overlapped by <italic>P. marinus</italic> and Mugilidae, both as juveniles. This is mainly because they have a wider niche than the impacted species. The dominance of <italic>A. anguilla</italic> in this system, in terms of both niche use and width, is congruent with other studies (<xref ref-type="bibr" rid="B16">Cucherousset et&#xa0;al., 2011</xref>; <xref ref-type="bibr" rid="B17">Denis et&#xa0;al., 2022</xref>) and explains why this euryecious and opportunistic species was classified, in France until 1984, as a pest in salmonid producing rivers before their decline (<xref ref-type="bibr" rid="B15">CSP, 1998</xref>). In <italic>A. anguilla</italic>, some individuals are more specialized in fish and others in invertebrates (<xref ref-type="bibr" rid="B16">Cucherousset et&#xa0;al., 2011</xref>). This translates not only in morphological differences but also in distinct habitat niche use in a river, with individuals of the former being located further from the riverbank (<xref ref-type="bibr" rid="B16">Cucherousset et&#xa0;al., 2011</xref>). A similar pattern of specialization is observed for <italic>P. flesus</italic> where some individuals exploit different habitats of the land&#x2013;sea continuum (<xref ref-type="bibr" rid="B65">Teichert et&#xa0;al., 2022b</xref>) and different sources of basal carbon, albeit no morphological differences have been described in this species. Globally at the scale of the studied area, <italic>A. anguilla</italic> and <italic>P. flesus</italic> appeared to be more generalist than other diadromous species, as individuals strategically exploit different sources of carbon and/or habitats within the same watershed. The other diadromous fishes; juveniles of <italic>S. trutta</italic>, <italic>P. marinus</italic>, and Mugilidae; and adults of <italic>L. fluviatilis</italic> appeared more specialized in their habitat use and basal source of carbon.</p>
<p>Intraspecific competition is one of the main drivers of inter-individual variation (individual specialization; <xref ref-type="bibr" rid="B5">Bolnick et&#xa0;al., 2003</xref>), with theory predicting an increase in phenotypic variation leading to population niche expansion as competition increases (<xref ref-type="bibr" rid="B68">Van Valen, 1965</xref>; <xref ref-type="bibr" rid="B3">Bolnick, 2001</xref>; <xref ref-type="bibr" rid="B63">Svanb&#xe4;ck and Bolnick, 2005</xref>; <xref ref-type="bibr" rid="B59">Sexton et&#xa0;al., 2017</xref>). Phenotypic variation in the head morphology of <italic>A. anguilla</italic> has been demonstrated according to their specialization degree in fishes or invertebrates (<xref ref-type="bibr" rid="B16">Cucherousset et&#xa0;al., 2011</xref>). This suggests that <italic>A. anguilla</italic> presents some level of intraspecific competition in the S&#xe9;lune watershed, as demonstrated by their wide niche. This idea is reinforced by the presence of dams obstructing the S&#xe9;lune watershed over more than a century; the La-Roche-qui-Boit and Vezins dams were built in 1914 and 1927, respectively. The concentration of different diadromous species on an obstructed catchment is expected to lead to co-occurrence of species that do not co-occur in an open watershed and vice versa because of alteration/delay of the species-specific patterns of migration. Patterns of migration depend on the local environmental conditions experienced by individuals, and intraspecific competition will decrease the availability of individual resources. This will in turn increase interspecific competition over the same resources exploited by different species.</p>
<p>In the presence of interspecific competition, specialization and therefore niche width reduction are favoured when species are locally rare, while generalization is favoured when species are locally abundant (relative to other species) (<xref ref-type="bibr" rid="B56">Sargent and Otto, 2006</xref>; <xref ref-type="bibr" rid="B59">Sexton et&#xa0;al., 2017</xref>). How niches are partitioned, how intraspecific and interspecific competitions impact them, and whether abundant and rare species differ in their niche width are critical questions, as these will determine their ability to cope with changes (global change and/or anthropogenic pressures) (<xref ref-type="bibr" rid="B12">Colles et&#xa0;al., 2009</xref>; <xref ref-type="bibr" rid="B59">Sexton et&#xa0;al., 2017</xref>). There are concerns and signals of the global decline of specialist species (<xref ref-type="bibr" rid="B11">Clavel et&#xa0;al., 2011</xref>), and some generalist species such as <italic>A. anguilla</italic> are already critically endangered. In the S&#xe9;lune River, dam removal is expected to relax the likely competition within and between diadromous species as densities downstream of the dams will decrease, rendering novel habitats upstream of the dams accessible (<xref ref-type="bibr" rid="B42">Merg et&#xa0;al., 2020</xref>). This may increase the niche width of diadromous species relaxing their local densities and potentially altering their generalist/specialist feeding strategy. Thus, restoration actions of the watersheds used by diadromous fish, such as dam removal, improved connectivity, and promotion of habitat diversity, are evidently needed for their conservation.</p>
</sec>
<sec id="s5" sec-type="data-availability">
<title>Data availability statement</title>
<p>The original contributions presented in the study are included in the article/<xref ref-type="supplementary-material" rid="SM1">
<bold>Supplementary Material</bold>
</xref>. Further inquiries can be directed to the corresponding authors.</p>
</sec>
<sec id="s6" sec-type="ethics-statement">
<title>Ethics statement</title>
<p>Ethical approval was not required for the study involving animals in accordance with the local legislation and institutional requirements because tissue samples were retrieved from collections.</p>
</sec>
<sec id="s7" sec-type="author-contributions">
<title>Author contributions</title>
<p>AL: conceptualization, data curation, validation, formal analysis, methodology, and writing&#x2014;original draft, review and editing. AC: conceptualization, methodology, funding acquisition, supervision, and writing&#x2014;review and editing. J-MR: conceptualization, validation, formal analysis, methodology, and writing&#x2014;review and editing. NT: methodology, formal analysis, and writing&#x2014;review and editing. EF: conceptualization, funding acquisition, and writing&#x2014;review and editing. AA: conceptualization and writing&#x2014;review and editing. All authors contributed to the article and approved the submitted version.</p>
</sec>
</body>
<back>
<sec id="s8" sec-type="funding-information">
<title>Funding</title>
<p>This work was funded by the Atlantic Area INTERREG Project DiadES (<ext-link ext-link-type="uri" xlink:href="https://diades.eu/">https://diades.eu/</ext-link>) to EF, AC, and AL. The funding body played no role in the design of the study and collection, analysis, interpretation of data, and writing of the manuscript.</p>
</sec>
<ack>
<title>Acknowledgments</title>
<p>The authors would like to thank the UMR DECOD (INRAE) for providing some samples used in this study. These samples were collected and analysed (stable isotope analyses) as part of the Atlantic Area INTERREG Project DiadES (<ext-link ext-link-type="uri" xlink:href="https://diades.eu/">https://diades.eu/</ext-link>) and of the S&#xe9;lune River restoration programme (<ext-link ext-link-type="uri" xlink:href="https://programme-selune.com">https://programme-selune.com</ext-link>), which is supported by funding from the Seine-Normandy Water Agency (AESN) and the French Biodiversity Agency (OFB).</p>
</ack>
<sec id="s9" sec-type="COI-statement">
<title>Conflict of interest</title>
<p>The authors declare that the research was conducted in the absence of any commercial or financial relationships that could be construed as a potential conflict of interest.</p>
</sec>
<sec id="s10" sec-type="disclaimer">
<title>Publisher&#x2019;s note</title>
<p>All claims expressed in this article are solely those of the authors and do not necessarily represent those of their affiliated organizations, or those of the publisher, the editors and the reviewers. Any product that may be evaluated in this article, or claim that may be made by its manufacturer, is not guaranteed or endorsed by the publisher.</p>
</sec>
<sec id="s11" sec-type="supplementary-material">
<title>Supplementary material</title>
<p>The Supplementary Material for this article can be found online at: <ext-link ext-link-type="uri" xlink:href="https://www.frontiersin.org/articles/10.3389/fevo.2023.1242452/full#supplementary-material">https://www.frontiersin.org/articles/10.3389/fevo.2023.1242452/full#supplementary-material</ext-link></p>
<supplementary-material xlink:href="DataSheet_1.zip" id="SM1" mimetype="application/zip">
<label>Appendix A</label>
<caption>
<p>All raw data organised per source and species/life stage of diadromous, and details of the mixing models.</p>
</caption>
</supplementary-material>
<supplementary-material xlink:href="DataSheet_1.zip" id="SM2" mimetype="application/zip">
<label>Appendix B</label>
<caption>
<p>R scripts and packages used in the analysis of this article.</p>
</caption>
</supplementary-material>
</sec>
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