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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.2023.1127630</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>When the population of an endangered marine mollusc (<italic>Patella ferruginea</italic>) increases almost three-fold in ten years. Reality or fiction?</article-title>
</title-group>
<contrib-group>
<contrib contrib-type="author" corresp="yes">
<name>
<surname>Ostal&#xe9;-Valriberas</surname>
<given-names>E.</given-names>
</name>
<xref ref-type="author-notes" rid="fn001">
<sup>*</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/344226"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Sabino-Lorenzo</surname>
<given-names>&#xc1;.</given-names>
</name>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Ali-Ahmed</surname>
<given-names>A.</given-names>
</name>
<uri xlink:href="https://loop.frontiersin.org/people/2148238"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Pav&#xf3;n-Paneque</surname>
<given-names>A.</given-names>
</name>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Sempere-Valverde</surname>
<given-names>J.</given-names>
</name>
<uri xlink:href="https://loop.frontiersin.org/people/346079"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Espinosa</surname>
<given-names>F.</given-names>
</name>
<uri xlink:href="https://loop.frontiersin.org/people/344111"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Garc&#xed;a-G&#xf3;mez</surname>
<given-names>J. C.</given-names>
</name>
<uri xlink:href="https://loop.frontiersin.org/people/1167452"/>
</contrib>
</contrib-group>
<aff id="aff1">
<institution>Laboratorio de Biolog&#xed;a Marina de la Universidad de Sevilla (LBMUS)/ &#xc1;rea de Investigaci&#xf3;n I+D+i del Acuario de Sevilla/ Estaci&#xf3;n de Biolog&#xed;a Marina del Estrecho (Ceuta), Universidad de Sevilla</institution>, <addr-line>Seville</addr-line>, <country>Spain</country>
</aff>
<author-notes>
<fn fn-type="edited-by">
<p>Edited by: Alan Hodgson, Rhodes University, South Africa</p>
</fn>
<fn fn-type="edited-by">
<p>Reviewed by: Francesco Tiralongo, University of Catania, Italy; Mariachiara Chiantore, University of Genoa, Italy</p>
</fn>
<fn fn-type="corresp" id="fn001">
<p>*Correspondence: E. Ostal&#xe9;-Valriberas, <email xlink:href="mailto:enriqueostalevalriberas@gmail.com">enriqueostalevalriberas@gmail.com</email>
</p>
</fn>
</author-notes>
<pub-date pub-type="epub">
<day>12</day>
<month>07</month>
<year>2023</year>
</pub-date>
<pub-date pub-type="collection">
<year>2023</year>
</pub-date>
<volume>10</volume>
<elocation-id>1127630</elocation-id>
<history>
<date date-type="received">
<day>19</day>
<month>12</month>
<year>2022</year>
</date>
<date date-type="accepted">
<day>08</day>
<month>06</month>
<year>2023</year>
</date>
</history>
<permissions>
<copyright-statement>Copyright &#xa9; 2023 Ostal&#xe9;-Valriberas, Sabino-Lorenzo, Ali-Ahmed, Pav&#xf3;n-Paneque, Sempere-Valverde, Espinosa and Garc&#xed;a-G&#xf3;mez</copyright-statement>
<copyright-year>2023</copyright-year>
<copyright-holder>Ostal&#xe9;-Valriberas, Sabino-Lorenzo, Ali-Ahmed, Pav&#xf3;n-Paneque, Sempere-Valverde, Espinosa and Garc&#xed;a-G&#xf3;mez</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 critically endangered species <italic>Patella ferruginea</italic> (Gastropoda, Patellidae), endemic to the western Mediterranean, has breeding populations in both natural and artificial habitats, the latter of which are generally linked to port infrastructures. Over the past decade, the temporal change of this species&#x2019; population has been monitored (structure and density) using exhaustive censuses along Ceuta&#x2019;s coast (Strait of Gibraltar), one of the few stronghold populations within the entire Mediterranean basin. This study focuses on the population dynamics of <italic>P. ferruginea</italic> in Ceuta and the environmental factors that affect the structure of this population, such as wave exposure, coastline heterogeneity, substratum roughness, substratum lithology, and chlorophyll-a concentration. Different potential negative interactions were also considered: angling, shell fishing, bathing in the intertidal, bathing near the intertidal, recreational boating and temporary migrant campsites nearby. The results have shown in the period 2011-2021, the estimated size of <italic>P. ferruginea</italic> population has increased by 200 %, from 55,902 to 168,463 individuals (of which 131,776 are adults). The subpopulation with the greatest increase in these years was the one settled on dolomitic rip-raps inside the Ceuta&#x2019;s harbor, with an increase of 1,288%. The results of the present study indicate that Ceuta hosts the main population of this endangered species through its distributional range (Western Mediterranean), being a source population on the Southern Iberian Peninsula that its preservation must be prioritized. Statistical modelling has shown that the adult density of <italic>P. ferruginea</italic> is positively influenced by coastal heterogeneity, habitat area and substratum roughness, but negatively by vertical inclination, concentration of chlorophyll-a, and anthropogenic impact. These results also support the concept of &#xa8;Artificial Marine Micro-Reserves&#xa8; as a new area-based conservation measure according with the IUCN guidelines, as these will contribute to setting up a network of these source populations that promote genetic flow among populations, with eventual recolonization throughout its original distribution.</p>
</abstract>
<kwd-group>
<kwd>
<italic>Patella ferruginea</italic>
</kwd>
<kwd>patellogastropoda</kwd>
<kwd>conservation</kwd>
<kwd>extinction risk</kwd>
<kwd>population structure</kwd>
<kwd>artificial marine micro-reserves</kwd>
<kwd>artificial substratum</kwd>
<kwd>source population</kwd>
</kwd-group>
<counts>
<fig-count count="7"/>
<table-count count="4"/>
<equation-count count="3"/>
<ref-count count="83"/>
<page-count count="14"/>
<word-count count="6626"/>
</counts>
<custom-meta-wrap>
<custom-meta>
<meta-name>section-in-acceptance</meta-name>
<meta-value>Marine Fisheries, Aquaculture and Living Resources</meta-value>
</custom-meta>
</custom-meta-wrap>
</article-meta>
</front>
<body>
<sec id="s1" sec-type="intro">
<label>1</label>
<title>Introduction</title>
<p>Coastal areas host half of the world&#x2019;s cities and more than half of the world&#x2019;s population, with population density near the coast three times higher than the global average (<xref ref-type="bibr" rid="B24">Creel, 2003</xref>; <xref ref-type="bibr" rid="B74">Small and Nicholls, 2003</xref>; <xref ref-type="bibr" rid="B4">Airoldi and Beck, 2007</xref>). Shoreline urbanization combined with the increase of tourist, recreational and commercial activities, has resulted in the introduction and proliferation of artificial structures in marine coastal habitats worldwide (<xref ref-type="bibr" rid="B9">Bulleri and Chapman, 2010</xref>; <xref ref-type="bibr" rid="B36">Firth et&#xa0;al., 2016</xref>). The human impact associated with these structures has been reported to affect biological processes on all spatial and temporal scales (<xref ref-type="bibr" rid="B3">Airoldi et&#xa0;al., 2005</xref>). Among them, fragmentation of natural habitats by urbanization processes can cause a reduction in population size and connectivity of species, and thus increase their risk of extinction in the face of certain permanent disturbances (<xref ref-type="bibr" rid="B1">Aguilera et&#xa0;al., 2020</xref>; <xref ref-type="bibr" rid="B15">Chase et&#xa0;al., 2020</xref>).</p>
<p>Limpets are considered keystone species in rocky coastal ecosystems as they maintain the composition and structure of the biological community and, when they disappear from their habitats, cause a cascading effect on them (<xref ref-type="bibr" rid="B65">Raffaelli and Hawkins, 1996</xref>). Therefore, limpets may be the most important group of grazers in temperate rocky intertidal zones, because their feeding activity limits the growth of macroalgae and controls barnacle numbers (<xref ref-type="bibr" rid="B8">Branch, 1981</xref>).</p>
<p>Among limpets, the larger species are frequently the most ecologically relevant, being defined as &#x2018;giant limpets&#x2019; (shell length greater than 100 mm). With this classification a total of 14 species in the world can be found, three of them catalogued as threatened (<xref ref-type="bibr" rid="B30">Espinosa and Rivera-Ingraham, 2017</xref>). <italic>Patella ferruginea</italic> Gmelin, 1791 (Gastropoda: Patellidae) belongs to this classification, as it achieves a maximum recorded shell length of 115 mm (<xref ref-type="supplementary-material" rid="SM1">
<bold>Supplementary Figure&#xa0;1-S</bold>
</xref>). It is endemic to the Western Mediterranean Sea and it is considered the most endangered marine invertebrate (<xref ref-type="bibr" rid="B66">Ramos, 1998</xref>), together with <italic>Pinna nobilis</italic>, within the European coastline (<xref ref-type="bibr" rid="B81">V&#xe1;zquez-Luis et&#xa0;al., 2017</xref>; <xref ref-type="bibr" rid="B51">Lattos et&#xa0;al., 2021</xref>).</p>
<p>Like other limpet species, <italic>P. ferruginea</italic> is a broadcast spawner with external fertilization so that the urban development of coastal areas has dramatically fragmented its habitat (<xref ref-type="bibr" rid="B3">Airoldi et&#xa0;al., 2005</xref>; <xref ref-type="bibr" rid="B36">Firth et&#xa0;al., 2016</xref>). Moreover, the conspicuous star&#x2010;shaped shell and large sizes that <italic>P. ferruginea</italic> can reach has made this species the target of human collection since the Quaternary (<xref ref-type="bibr" rid="B26">Espinosa, 2006</xref>; <xref ref-type="bibr" rid="B31">Espinosa et&#xa0;al., 2009</xref>; <xref ref-type="bibr" rid="B67">Rivera-Ingraham et&#xa0;al., 2011a</xref>; <xref ref-type="bibr" rid="B40">Guallart et&#xa0;al., 2013a</xref>).</p>
<p>On account of these anthropogenic impacts, its distribution range has progressively been contracted, and <italic>P. ferruginea</italic> has nearly disappeared from European continental coasts, except for the small and fragmented populations present in Andalusia Southern Spain, Liguria (Italy) and Southern France (<xref ref-type="bibr" rid="B23">Cottalorda et&#xa0;al., 2004</xref>; <xref ref-type="bibr" rid="B32">Espinosa et&#xa0;al., 2014b</xref>; <xref ref-type="bibr" rid="B52">Luque et&#xa0;al., 2018</xref>; <xref ref-type="bibr" rid="B35">Ferranti et&#xa0;al., 2019</xref>; <xref ref-type="bibr" rid="B18">CMAOT, 2020</xref>). The remaining most notable populations are found in scattered North African gated communities: Ceuta, Melilla, Chafarinas Islands, Habibas Islands, and the island of Zembra (<xref ref-type="bibr" rid="B32">Espinosa et&#xa0;al., 2014b</xref>; <xref ref-type="bibr" rid="B52">Luque et&#xa0;al., 2018</xref>). In this regard, it has recently been identified that possibly the population located in Ceuta (Strait of Gibraltar, North Africa) plays the role of source population in the area, maintaining nearby sink populations in the south of the Iberian Peninsula (<xref ref-type="bibr" rid="B33">Espinosa et&#xa0;al., 2018</xref>) according to the &#x201c;source-sink population model&#x201d; (see <xref ref-type="bibr" rid="B63">Pulliam, 1988</xref>; <xref ref-type="bibr" rid="B64">Pulliam, 1996</xref>).</p>
<p>This study focuses on the population dynamics of <italic>P. ferruginea</italic> in Ceuta and the environmental factors that shape the population size structure. Consequently, the objectives of the present study are i) to determine the current status of this <italic>P. ferruginea</italic> population, ii) track the any change in the population in the last 10 years, iii) to confirm the result of the &#xa8;population viability analysis&#xa8; (PVA) prediction method performed by <xref ref-type="bibr" rid="B33">Espinosa et&#xa0;al. (2018)</xref> of the <italic>P. ferruginea</italic> population in Ceuta and iv) explore the environmental factors affecting the populations of <italic>P. ferruginea</italic>.</p>
</sec>
<sec id="s2" sec-type="materials|methods">
<label>2</label>
<title>Materials and methods</title>
<sec id="s2_1">
<label>2.1</label>
<title>Study area</title>
<p>The Strait of Gibraltar is a very important geological region, bordering by the Mediterranean, Lusitanian and Mauritanian biogeographic provinces, so it is a zone in which marine flora and fauna from the Mediterranean and Atlantic overlap (<xref ref-type="bibr" rid="B20">Coll et&#xa0;al., 2010</xref>). Likewise, it is one of the world&#x2019;s busiest hubs for maritime traffic, as it is a place where many commercial routes converge and where important harbors are present (Algeciras, Gibraltar and Tangier Med), which makes it an area with high risk of disturbances, impacts and environmental disasters (<xref ref-type="bibr" rid="B62">Piniella and Walliser, 2013</xref>: <xref ref-type="bibr" rid="B58">Nachite et&#xa0;al., 2020</xref>).</p>
<p>The harbor of Ceuta, a Spanish city in North Africa, has an unusual structure, because it is located between two bays (North and South) connected to both by the Royal Moat (<xref ref-type="fig" rid="f1">
<bold>Figure&#xa0;1A</bold>
</xref>). This defensive construction, built by the Portuguese during the 16<sup>th</sup> century, increases water movement and exchange within the structure (shorting the residence time of the water mass), when compared to other conventional harbors, maintaining moderate oxygen levels in the water and sediment (<xref ref-type="bibr" rid="B43">Guerra-Garc&#xed;a et&#xa0;al., 2004a</xref>; <xref ref-type="bibr" rid="B45">Guerra-Garcia and Garc&#xed;a-G&#xf3;mez, 2005</xref>; <xref ref-type="bibr" rid="B72">S&#xe1;nchez-Badorrey et al., 2021</xref>).</p>
<fig id="f1" position="float">
<label>Figure&#xa0;1</label>
<caption>
<p>
<bold>(A)</bold> Location of Ceuta, inside the black circle can be found the royal Moat; <bold>(B)</bold> Sectorization of the coastline to estimate the population size distribution of <italic>P. ferruginea</italic>. Source: Google Earth.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fmars-10-1127630-g001.tif"/>
</fig>
</sec>
<sec id="s2_2">
<label>2.2</label>
<title>Sampling methods</title>
<sec id="s2_2_1">
<label>2.2.1</label>
<title>
<italic>Patella ferruginea</italic> census</title>
<p>A census on <italic>P. ferruginea</italic> population in Ceuta was carried out during 2019 and 2020 (14 months). To estimate the status and evolution of the <italic>P. ferruginea</italic> population, the sampling methodology repeated the one carried out by <xref ref-type="bibr" rid="B68">Rivera-Ingraham et&#xa0;al. (2011b)</xref> in 2010 in the same area. The complete coastline was divided into 18 sectors; accounting for the type of substratum (natural, dolomitic rip-rap and concrete cubes) and its geographic orientation (see sectors at <xref ref-type="fig" rid="f1">
<bold>Figure&#xa0;1B</bold>
</xref>).</p>
<p>To know the &#xa8;population size structure&#xa8; of <italic>P. ferruginea&#x2019;s</italic> population, the 20% of the entire rocky midlittoral, where the species occurs, was sampled at each sector. Ten meter linear transects were proportionally distributed within each sector separated by 40 m. The shell length of the specimens found within the intertidal at each transect were measured to the nearest millimetre using a calliper (<xref ref-type="bibr" rid="B44">Guerra-Garc&#xed;a et&#xa0;al., 2004b</xref>; <xref ref-type="bibr" rid="B27">Espinosa, 2009b</xref>; <xref ref-type="bibr" rid="B68">Rivera-Ingraham et&#xa0;al., 2011b</xref>). Finally, 4,560 m of rocky midlittoral coastline were sampled out of a total of 23,617 m of rocky coastline present in the city of Ceuta (<xref ref-type="table" rid="T1">
<bold>Table&#xa0;1</bold>
</xref>).</p>
<table-wrap id="T1" position="float">
<label>Table&#xa0;1</label>
<caption>
<p>Comparison of the mean density, adult mean density and the total estimate individuals between both studies about <italic>P. ferruginea</italic> population of Ceuta (change from 2010 to 2020).</p>
</caption>
<table frame="hsides">
<thead>
<tr>
<th valign="middle" rowspan="2" align="left">Sector</th>
<th valign="middle" colspan="7" align="center">
<xref ref-type="bibr" rid="B80">Rivera-Ingramham et&#xa0;al., 2011b</xref>
</th>
<th valign="middle" colspan="6" align="center">Present study</th>
<th valign="middle" rowspan="2" align="center">Percentage change in the estimated number of the limpet,&#x2003;present study respect to <xref ref-type="bibr" rid="B80">Rivera-Ingramham et&#xa0;al., 2011b</xref>
</th>
</tr>
<tr>
<th valign="middle" align="center">Total habitat length (m)</th>
<th valign="middle" align="center">Sampled &#x2003;length (m)</th>
<th valign="middle" align="center">Total individuals registered (ind.)</th>
<th valign="middle" align="center">Density (ind./m)</th>
<th valign="middle" align="center">Adult mean density (ind./m)</th>
<th valign="middle" align="center">Total estimate individuals</th>
<th valign="middle" align="center">Total estimate individuals according the total habitat length of the present study</th>
<th valign="middle" align="center">Total habitat length (m)</th>
<th valign="middle" align="center">Sampled &#x2003;length (m)</th>
<th valign="middle" align="center">Total individuals registered (Ind.)</th>
<th valign="middle" align="center">Density (ind./m)</th>
<th valign="middle" align="center">Adult mean density (ind./m)</th>
<th valign="middle" align="center">Total estimate individuals</th>
</tr>
</thead>
<tbody>
<tr>
<td valign="middle" align="left">A</td>
<td valign="middle" align="center">300</td>
<td valign="middle" align="center">100</td>
<td valign="middle" align="center">195</td>
<td valign="middle" align="center">1.95</td>
<td valign="middle" align="center">1.72</td>
<td valign="middle" align="center">585</td>
<td valign="middle" align="center">1,043.25</td>
<td valign="middle" align="center">535</td>
<td valign="middle" align="center">110</td>
<td valign="middle" align="center">115</td>
<td valign="middle" align="center">1.05</td>
<td valign="middle" align="center">0.87</td>
<td valign="middle" align="center">559.32</td>
<td valign="middle" align="center">-46.39</td>
</tr>
<tr>
<td valign="middle" align="left">B</td>
<td valign="middle" align="center">311</td>
<td valign="middle" align="center">311</td>
<td valign="middle" align="center">2,260</td>
<td valign="middle" align="center">7.27</td>
<td valign="middle" align="center">5.83</td>
<td valign="middle" align="center">2,260</td>
<td valign="middle" align="center">5,922.51</td>
<td valign="middle" align="center">815</td>
<td valign="middle" align="center">170</td>
<td valign="middle" align="center">672</td>
<td valign="middle" align="center">3.95</td>
<td valign="middle" align="center">3.38</td>
<td valign="middle" align="center">3,221.65</td>
<td valign="middle" align="center">-45.60</td>
</tr>
<tr>
<td valign="middle" align="left">C</td>
<td valign="middle" align="center">712</td>
<td valign="middle" align="center">712</td>
<td valign="middle" align="center">3,518</td>
<td valign="middle" align="center">4.94</td>
<td valign="middle" align="center">3.25</td>
<td valign="middle" align="center">3,518</td>
<td valign="middle" align="center">3,952.81</td>
<td valign="middle" align="center">800</td>
<td valign="middle" align="center">160</td>
<td valign="middle" align="center">808</td>
<td valign="middle" align="center">5.05</td>
<td valign="middle" align="center">3.88</td>
<td valign="middle" align="center">4,040.00</td>
<td valign="middle" align="center">2.21</td>
</tr>
<tr>
<td valign="middle" align="left">D</td>
<td valign="middle" align="center">350</td>
<td valign="middle" align="center">350</td>
<td valign="middle" align="center">2,262</td>
<td valign="middle" align="center">6.46</td>
<td valign="middle" align="center">4.28</td>
<td valign="middle" align="center">2,262</td>
<td valign="middle" align="center">4,200.86</td>
<td valign="middle" align="center">650</td>
<td valign="middle" align="center">130</td>
<td valign="middle" align="center">788</td>
<td valign="middle" align="center">6.06</td>
<td valign="middle" align="center">5.30</td>
<td valign="middle" align="center">3,940.00</td>
<td valign="middle" align="center">-6.21</td>
</tr>
<tr>
<td valign="middle" align="left">E</td>
<td valign="middle" align="center">1142</td>
<td valign="middle" align="center">100</td>
<td valign="middle" align="center">104</td>
<td valign="middle" align="center">1.04</td>
<td valign="middle" align="center">1.03</td>
<td valign="middle" align="center">1,187</td>
<td valign="middle" align="center">1,352.00</td>
<td valign="middle" align="center">1,300</td>
<td valign="middle" align="center">260</td>
<td valign="middle" align="center">1,286</td>
<td valign="middle" align="center">4.95</td>
<td valign="middle" align="center">4.68</td>
<td valign="middle" align="center">6,430.00</td>
<td valign="middle" align="center">375.59</td>
</tr>
<tr>
<td valign="middle" align="left">F</td>
<td valign="middle" align="center">350</td>
<td valign="middle" align="center">100</td>
<td valign="middle" align="center">106</td>
<td valign="middle" align="center">1.06</td>
<td valign="middle" align="center">0.86</td>
<td valign="middle" align="center">371</td>
<td valign="middle" align="center">848.00</td>
<td valign="middle" align="center">800</td>
<td valign="middle" align="center">160</td>
<td valign="middle" align="center">874</td>
<td valign="middle" align="center">5.46</td>
<td valign="middle" align="center">5.03</td>
<td valign="middle" align="center">4,370.00</td>
<td valign="middle" align="center">415.33</td>
</tr>
<tr>
<td valign="middle" align="left">G</td>
<td valign="middle" align="center">1,710</td>
<td valign="middle" align="center">100</td>
<td valign="middle" align="center">297</td>
<td valign="middle" align="center">2.97</td>
<td valign="middle" align="center">2.22</td>
<td valign="middle" align="center">5,079</td>
<td valign="middle" align="center">6,237.00</td>
<td valign="middle" align="center">2,100</td>
<td valign="middle" align="center">420</td>
<td valign="middle" align="center">2,126</td>
<td valign="middle" align="center">5.06</td>
<td valign="middle" align="center">4.39</td>
<td valign="middle" align="center">10,630.00</td>
<td valign="middle" align="center">70.43</td>
</tr>
<tr>
<td valign="middle" align="left">H</td>
<td valign="middle" align="center">2,201</td>
<td valign="middle" align="center">258</td>
<td valign="middle" align="center">479</td>
<td valign="middle" align="center">1.86</td>
<td valign="middle" align="center">1.79</td>
<td valign="middle" align="center">4,086</td>
<td valign="middle" align="center">3,434.69</td>
<td valign="middle" align="center">1,850</td>
<td valign="middle" align="center">370</td>
<td valign="middle" align="center">3,263</td>
<td valign="middle" align="center">8.82</td>
<td valign="middle" align="center">7.89</td>
<td valign="middle" align="center">16,315.00</td>
<td valign="middle" align="center">375.01</td>
</tr>
<tr>
<td valign="middle" align="left">I</td>
<td valign="middle" align="center">1,271</td>
<td valign="middle" align="center">100</td>
<td valign="middle" align="center">440</td>
<td valign="middle" align="center">4.40</td>
<td valign="middle" align="center">3.56</td>
<td valign="middle" align="center">5,592</td>
<td valign="middle" align="center">10,340.00</td>
<td valign="middle" align="center">2,350</td>
<td valign="middle" align="center">470</td>
<td valign="middle" align="center">4,921</td>
<td valign="middle" align="center">10.47</td>
<td valign="middle" align="center">8.81</td>
<td valign="middle" align="center">24,605.00</td>
<td valign="middle" align="center">137.96</td>
</tr>
<tr>
<td valign="middle" align="left">J</td>
<td valign="middle" align="center">959</td>
<td valign="middle" align="center">100</td>
<td valign="middle" align="center">19</td>
<td valign="middle" align="center">0.19</td>
<td valign="middle" align="center">0.15</td>
<td valign="middle" align="center">182</td>
<td valign="middle" align="center">313.50</td>
<td valign="middle" align="center">1,650</td>
<td valign="middle" align="center">330</td>
<td valign="middle" align="center">277</td>
<td valign="middle" align="center">0.84</td>
<td valign="middle" align="center">0.77</td>
<td valign="middle" align="center">1,385.00</td>
<td valign="middle" align="center">341.79</td>
</tr>
<tr>
<td valign="middle" align="left">K</td>
<td valign="middle" align="center">555</td>
<td valign="middle" align="center">100</td>
<td valign="middle" align="center">709</td>
<td valign="middle" align="center">7.09</td>
<td valign="middle" align="center">4.28</td>
<td valign="middle" align="center">3,934</td>
<td valign="middle" align="center">4,254.00</td>
<td valign="middle" align="center">600</td>
<td valign="middle" align="center">120</td>
<td valign="middle" align="center">2,435</td>
<td valign="middle" align="center">20.29</td>
<td valign="middle" align="center">15.35</td>
<td valign="middle" align="center">12,175.00</td>
<td valign="middle" align="center">186.20</td>
</tr>
<tr>
<td valign="middle" align="left">L+L&#x2019;</td>
<td valign="middle" align="center">3,754</td>
<td valign="middle" align="center">3,754</td>
<td valign="middle" align="center">4,111</td>
<td valign="middle" align="center">1.10</td>
<td valign="middle" align="center">0.66</td>
<td valign="middle" align="center">4,111</td>
<td valign="middle" align="center">2,792.50</td>
<td valign="middle" align="center">2,550</td>
<td valign="middle" align="center">510</td>
<td valign="middle" align="center">7,755</td>
<td valign="middle" align="center">15,21</td>
<td valign="middle" align="center">9.27</td>
<td valign="middle" align="center">38,775.00</td>
<td valign="middle" align="center">1,288.54</td>
</tr>
<tr>
<td valign="middle" align="left">M</td>
<td valign="middle" align="center">1,115</td>
<td valign="middle" align="center">50</td>
<td valign="middle" align="center">244</td>
<td valign="middle" align="center">4.88</td>
<td valign="middle" align="center">3.70</td>
<td valign="middle" align="center">5,441</td>
<td valign="middle" align="center">5,616.88</td>
<td valign="middle" align="center">1,151</td>
<td valign="middle" align="center">230</td>
<td valign="middle" align="center">3,065</td>
<td valign="middle" align="center">13.33</td>
<td valign="middle" align="center">9.01</td>
<td valign="middle" align="center">15,338.33</td>
<td valign="middle" align="center">173.08</td>
</tr>
<tr>
<td valign="middle" align="left">N</td>
<td valign="middle" align="center">1,156</td>
<td valign="middle" align="center">30</td>
<td valign="middle" align="center">23</td>
<td valign="middle" align="center">0.77</td>
<td valign="middle" align="center">0.10</td>
<td valign="middle" align="center">886</td>
<td valign="middle" align="center">881.67</td>
<td valign="middle" align="center">1,150</td>
<td valign="middle" align="center">230</td>
<td valign="middle" align="center">1,536</td>
<td valign="middle" align="center">6.68</td>
<td valign="middle" align="center">4.79</td>
<td valign="middle" align="center">7,680.00</td>
<td valign="middle" align="center">771.08</td>
</tr>
<tr>
<td valign="middle" align="left">O</td>
<td valign="middle" align="center">316</td>
<td valign="middle" align="center">100</td>
<td valign="middle" align="center">273</td>
<td valign="middle" align="center">2.73</td>
<td valign="middle" align="center">1.71</td>
<td valign="middle" align="center">863</td>
<td valign="middle" align="center">682.50</td>
<td valign="middle" align="center">250</td>
<td valign="middle" align="center">50</td>
<td valign="middle" align="center">661</td>
<td valign="middle" align="center">13.22</td>
<td valign="middle" align="center">9.04</td>
<td valign="middle" align="center">3,305.00</td>
<td valign="middle" align="center">384.25</td>
</tr>
<tr>
<td valign="middle" align="left">P</td>
<td valign="middle" align="center">1,217</td>
<td valign="middle" align="center">163</td>
<td valign="middle" align="center">351</td>
<td valign="middle" align="center">2.15</td>
<td valign="middle" align="center">0.21</td>
<td valign="middle" align="center">2,987</td>
<td valign="middle" align="center">2,963.04</td>
<td valign="middle" align="center">1,376</td>
<td valign="middle" align="center">270</td>
<td valign="middle" align="center">1,964</td>
<td valign="middle" align="center">7.27</td>
<td valign="middle" align="center">5.21</td>
<td valign="middle" align="center">10,009.13</td>
<td valign="middle" align="center">237.80</td>
</tr>
<tr>
<td valign="middle" align="left">Q</td>
<td valign="middle" align="center">1,139</td>
<td valign="middle" align="center">100</td>
<td valign="middle" align="center">42</td>
<td valign="middle" align="center">0.42</td>
<td valign="middle" align="center">0.37</td>
<td valign="middle" align="center">477</td>
<td valign="middle" align="center">667.80</td>
<td valign="middle" align="center">1,590</td>
<td valign="middle" align="center">320</td>
<td valign="middle" align="center">785</td>
<td valign="middle" align="center">2.45</td>
<td valign="middle" align="center">2.00</td>
<td valign="middle" align="center">3,900.47</td>
<td valign="middle" align="center">484.08</td>
</tr>
<tr>
<td valign="middle" align="left">R</td>
<td valign="middle" align="center">900</td>
<td valign="middle" align="center">100</td>
<td valign="middle" align="center">19</td>
<td valign="middle" align="center">0.19</td>
<td valign="middle" align="center">0.18</td>
<td valign="middle" align="center">171</td>
<td valign="middle" align="center">399.00</td>
<td valign="middle" align="center">2,100</td>
<td valign="middle" align="center">420</td>
<td valign="middle" align="center">357</td>
<td valign="middle" align="center">0.85</td>
<td valign="middle" align="center">0.76</td>
<td valign="middle" align="center">1,785.00</td>
<td valign="middle" align="center">347.37</td>
</tr>
<tr>
<td valign="middle" align="left">Total</td>
<td valign="middle" align="center">19,458</td>
<td valign="middle" align="center">6,628</td>
<td valign="middle" align="center">15,452</td>
<td valign="middle" align="center">2.86</td>
<td valign="middle" align="center">1.99</td>
<td valign="middle" align="center">43,992</td>
<td valign="middle" align="center">55,902.01</td>
<td valign="middle" align="center">23,617</td>
<td valign="middle" align="center">4,560</td>
<td valign="middle" align="center">33,687</td>
<td valign="middle" align="center">7.28</td>
<td valign="middle" align="center">5.58</td>
<td valign="middle" align="center">168,463.89</td>
<td valign="middle" align="center">201.36</td>
</tr>
</tbody>
</table>
</table-wrap>
<p>To estimate the total number of individuals in each sector and thus of the population, the results were extrapolated from the total length (m<sup>-1</sup>) of <italic>P. ferruginea</italic> habitat in the sector. In the present study, recruits were defined as individuals smaller than 30 mm and adults greater than or equal to 30 mm (<xref ref-type="bibr" rid="B28">Espinosa et&#xa0;al., 2006</xref>) and the &#x201c;class size&#x201d; was categorize for every 10 mm of shell length (e.g., class size 3 pertains to individuals from 21mm to 30mm).</p>
<p>To track any change of the population structure in the last 10 years, it has been considered that in the preceding work performed by <xref ref-type="bibr" rid="B68">Rivera-Ingraham et&#xa0;al. (2011b)</xref>. In the said study, the total length of rocky shoreline where the species could potentially be present was calculated by using 1:9,000 scale maps obtained using Google Earth<sup>&#xa9;</sup>. Therefore, the estimations from the previous census have been recalculated, according to the used estimate of coastline length in the present work (10 m resolution), in order to make both estimations comparable and to be able to evaluate the percent increase or decrease of the population in each sector.</p>
<p>The percentage change in the number of individuals (%) between both studies was calculated using the equation:</p>
<disp-formula>
<mml:math display="block" id="M1">
<mml:mrow>
<mml:mi>P</mml:mi>
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<mml:mi>g</mml:mi>
<mml:mi>e</mml:mi>
<mml:mo>&#xa0;</mml:mo>
<mml:mi>c</mml:mi>
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<mml:mi>a</mml:mi>
<mml:mi>n</mml:mi>
<mml:mi>g</mml:mi>
<mml:mi>e</mml:mi>
<mml:mo>&#xa0;</mml:mo>
<mml:mrow>
<mml:mo stretchy="false">(</mml:mo>
<mml:mo>%</mml:mo>
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</mml:mrow>
<mml:mo>=</mml:mo>
<mml:mrow>
<mml:mo stretchy="false">(</mml:mo>
<mml:mrow>
<mml:mfrac>
<mml:mrow>
<mml:mi>e</mml:mi>
<mml:mi>s</mml:mi>
<mml:mi>t</mml:mi>
<mml:mi>i</mml:mi>
<mml:mi>m</mml:mi>
<mml:mi>a</mml:mi>
<mml:mi>t</mml:mi>
<mml:mi>i</mml:mi>
<mml:mi>o</mml:mi>
<mml:mi>n</mml:mi>
<mml:mo>&#xa0;</mml:mo>
<mml:mn>2020</mml:mn>
<mml:mo>&#xa0;</mml:mo>
</mml:mrow>
<mml:mrow>
<mml:mi>e</mml:mi>
<mml:mi>s</mml:mi>
<mml:mi>t</mml:mi>
<mml:mi>i</mml:mi>
<mml:mi>m</mml:mi>
<mml:mi>a</mml:mi>
<mml:mi>t</mml:mi>
<mml:mi>i</mml:mi>
<mml:mi>o</mml:mi>
<mml:mi>n</mml:mi>
<mml:mo>&#xa0;</mml:mo>
<mml:mn>2010</mml:mn>
<mml:mo>&#xa0;</mml:mo>
</mml:mrow>
</mml:mfrac>
<mml:mo>&#xa0;</mml:mo>
</mml:mrow>
<mml:mo stretchy="false">)</mml:mo>
</mml:mrow>
<mml:mo>&#xa0;</mml:mo>
<mml:mi>x</mml:mi>
<mml:mo>&#xa0;</mml:mo>
<mml:mn>100</mml:mn>
<mml:mo stretchy="false">)</mml:mo>
<mml:mo>&#x2212;</mml:mo>
<mml:mn>100</mml:mn>
</mml:mrow>
</mml:math>
</disp-formula>
</sec>
<sec id="s2_2_2">
<label>2.2.2</label>
<title>Environmental factors</title>
<p>Once the sampling of <italic>P. ferruginea</italic> was completed, the environmental factors were studied. All environmental factors were studied in the same transect that were randomly selected in each sector (three transects per sector, 54 transects in total) in July of 2022.</p>
<p>Substratum lithology of each sector was characterized by collecting three rock chips from each sector, which were powdered in the laboratory using a ball mill with stainless steel balls as grinding media. Each rock chip was obtained by hammer and chisel. The elemental composition and calcination percentage of each sample was quantified by X- ray fluorescence (XRF) using an AXIOS spectrometer. Mineralogic absorption spectra were detected by X-ray diffraction (XRD) using a powder diffractometer (Bruker D8 Advance) equipped with a high temperature chamber (Anton Paar XRK 900) and a fast response/high sensitivity detector (Bruker Vantec 1) with radial Soller slits (full methodology can be accessed in <xref ref-type="bibr" rid="B80">Valverde et&#xa0;al., 2015</xref>). Afterwards, XRF and XRD data were interpreted to quantify the crystallinity and lithology composition of each sample using DRIFAC.EVA.4.1 software.</p>
<p>To assess the influence of microalgal abundance on <italic>P. ferruginea</italic> demographic, the chlorophyll-a concentration on the substratum surface was estimated in the same rock samples used to study lithology. The resulting slurry was treated with 20 ml of 100% ethanol to extract the pigments. Then, samples were frozen and maintained in darkness until analysis (minimum of 48 h) according with the protocol used by <xref ref-type="bibr" rid="B50">Kido and Murray (2003)</xref>. Samples were filtered through a Whatman GF/C filter and measurements of absorbance were carried out with a spectrophotometer (Pharmacia Biotech Novaspec II).</p>
<p>Given the large extension of the study area, some environmental factors like chlorophyll a were collected once, being a snapshot of the environment. Moreover, for the Chl-a we took the 54 samples in two consecutive days of July 2020 using a zodiac and sampling in the same hour of the day. The chlorophyll-a concentration was calculated according to the formula of <xref ref-type="bibr" rid="B78">Thompson et&#xa0;al. (1999)</xref>:</p>
<disp-formula>
<mml:math display="block" id="M2">
<mml:mrow>
<mml:mrow>
<mml:mo stretchy="false">[</mml:mo>
<mml:mrow>
<mml:mi>C</mml:mi>
<mml:mi>h</mml:mi>
<mml:mi>l</mml:mi>
<mml:mi>o</mml:mi>
<mml:mi>r</mml:mi>
<mml:mi>o</mml:mi>
<mml:mi>p</mml:mi>
<mml:mi>h</mml:mi>
<mml:mi>y</mml:mi>
<mml:mi>l</mml:mi>
<mml:mi>l</mml:mi>
<mml:mo>&#x2212;</mml:mo>
<mml:mi>a</mml:mi>
</mml:mrow>
<mml:mo stretchy="false">]</mml:mo>
</mml:mrow>
<mml:mo>=</mml:mo>
<mml:mfrac>
<mml:mrow>
<mml:mo>&#xa0;</mml:mo>
<mml:mn>12.2</mml:mn>
<mml:mo>&#xa0;</mml:mo>
<mml:mi>x</mml:mi>
<mml:mo>&#xa0;</mml:mo>
<mml:mi>A</mml:mi>
<mml:mn>665</mml:mn>
<mml:mo>&#xa0;</mml:mo>
<mml:mi>x</mml:mi>
<mml:mo>&#xa0;</mml:mo>
<mml:mi>v</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mrow>
<mml:mo stretchy="false">(</mml:mo>
<mml:mrow>
<mml:mi>d</mml:mi>
<mml:mo>&#xa0;</mml:mo>
<mml:mi>x</mml:mi>
<mml:mo>&#xa0;</mml:mo>
<mml:mi>V</mml:mi>
</mml:mrow>
<mml:mo stretchy="false">)</mml:mo>
</mml:mrow>
</mml:mrow>
</mml:mfrac>
</mml:mrow>
</mml:math>
</disp-formula>
<p>Where, 12.2 = constant for ethanol, A6655 = net absorbance of solution at 665 nm, v = final volume of solution (20 ml), d = path length of cell (1.6 cm), V = surface area of sample (100cm<sup>2</sup>). Chlorophyll-a concentration is expressed in &#xb5;g cm<sup>-2</sup>.</p>
<p>The wave exposure was quantified for each sector based on a fetch model index developed by <xref ref-type="bibr" rid="B47">Howes et&#xa0;al. (1994)</xref> (see <xref ref-type="bibr" rid="B77">Terr&#xf3;n-Sigler et&#xa0;al., 2018</xref>). Fetch models have been successfully used to predict marine community patterns (e.g. <xref ref-type="bibr" rid="B70">Ros et&#xa0;al., 2016</xref>) by providing quantitative estimates of wave exposure using a combination of two indices: maximum fetch (Fi) and modified effective fetch (Fe). Maximum fetch is defined as the maximum fetch distance in km measured from the point of interest. When a vector does not find and obstacle (i.e. open ocean), a value of 1,000 km is conventionally used. Effective fetch (Fe) is calculated from the equation:</p>
<disp-formula>
<mml:math display="block" id="M3">
<mml:mrow>
<mml:mi>F</mml:mi>
<mml:mi>e</mml:mi>
<mml:mo>=</mml:mo>
<mml:mo>&#xa0;</mml:mo>
<mml:mfrac>
<mml:mrow>
<mml:mrow>
<mml:mo stretchy="false">[</mml:mo>
<mml:mrow>
<mml:msup>
<mml:mo>&#x2211;</mml:mo>
<mml:mo>&#x200b;</mml:mo>
</mml:msup>
<mml:mrow>
<mml:mo stretchy="false">(</mml:mo>
<mml:mrow>
<mml:mi>c</mml:mi>
<mml:mi>o</mml:mi>
<mml:mi>s</mml:mi>
<mml:mo>&#xa0;</mml:mo>
<mml:mi>&#x4e8;</mml:mi>
<mml:mi>i</mml:mi>
</mml:mrow>
<mml:mo stretchy="false">)</mml:mo>
</mml:mrow>
<mml:mo>&#xd7;</mml:mo>
<mml:mo>&#xa0;</mml:mo>
<mml:mi>F</mml:mi>
<mml:mi>i</mml:mi>
</mml:mrow>
<mml:mo stretchy="false">]</mml:mo>
</mml:mrow>
</mml:mrow>
<mml:mrow>
<mml:msup>
<mml:mo>&#x2211;</mml:mo>
<mml:mo>&#x200b;</mml:mo>
</mml:msup>
<mml:mi>c</mml:mi>
<mml:mi>o</mml:mi>
<mml:mi>s</mml:mi>
<mml:mo>&#xa0;</mml:mo>
<mml:mi>&#x4e8;</mml:mi>
<mml:mi>i</mml:mi>
<mml:mo>.</mml:mo>
<mml:mi>F</mml:mi>
<mml:mi>e</mml:mi>
</mml:mrow>
</mml:mfrac>
</mml:mrow>
</mml:math>
</disp-formula>
<p>Where &#x4e8;i is the angle between the shore-normal and the directions 0&#xb0;, 45&#xb0; to the left ad 45&#xb0; to the right, and Fi is the fetch distance in km along the relevant vector. Combining the values obtained for each index, the wave exposure class of each sector was determined based on the classification proposed by <xref ref-type="bibr" rid="B47">Howes et&#xa0;al. (1994)</xref>. The different Fi values (-45&#xb0;, 0&#xb0; and 45&#xb0;) were calculated for each transect studied using Google Earth<sup>&#xa9;</sup>.</p>
<p>The heterogeneity of the coast (macroscale roughness) was calculated by lying a 10 m flexible measuring tape along the upper mid-littoral, which was allocated following as closely as possible the contours of the bare substratum along the transect. Using the same methodology, three replicates were recorded on each transect randomly selected along the height of the rocky midlittoral (habitat of <italic>P. ferruginea</italic>). This information was used to obtain was used to obtain the area of <italic>P. ferruginea</italic> habitat in each sector: profile of longitudinal x profile of height (m).</p>
<p>Regarding microscale roughness, three 25 cm profile gauges per transect with 0.5 mm pins were pushed onto the bare rock within the same transects already selected for macroscale roughness to record substrata surface heterogeneity (<xref ref-type="bibr" rid="B37">Frost et&#xa0;al., 2005</xref>). The resulting profiles were photographed, and the images were digitally processed with Adobe<sup>&#xa9;</sup> Photoshop to obtain two-coloured images. The length of the contour of the profile was obtained with ImageJ software. In both cases (macro- and microscale), substratum roughness was calculated as in <xref ref-type="bibr" rid="B68">Rivera-Ingraham et&#xa0;al., 2011b</xref>; <xref ref-type="bibr" rid="B69">Rivera-Ingraham et&#xa0;al., 2011c</xref> and <xref ref-type="bibr" rid="B73">Sedano et&#xa0;al., 2020</xref> using the equation by <xref ref-type="bibr" rid="B7">Blanchard and Bourget (1999)</xref>: <inline-formula>
<mml:math display="inline" id="im1">
<mml:mrow>
<mml:mi>R</mml:mi>
<mml:mi>o</mml:mi>
<mml:mi>u</mml:mi>
<mml:mi>g</mml:mi>
<mml:mi>h</mml:mi>
<mml:mi>n</mml:mi>
<mml:mi>e</mml:mi>
<mml:mi>s</mml:mi>
<mml:mi>s</mml:mi>
<mml:mo>&#xa0;</mml:mo>
<mml:mo>=</mml:mo>
<mml:mfrac>
<mml:mrow>
<mml:mi>T</mml:mi>
<mml:mi>r</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mi>T</mml:mi>
<mml:mi>s</mml:mi>
</mml:mrow>
</mml:mfrac>
</mml:mrow>
</mml:math>
</inline-formula>. Where Tr is the contour measured between two points and Ts the linear distance between those points.</p>
<p>The inclination of the substratum was taken recording three replicates within the already selected transects using a digital clinometer (see <xref ref-type="bibr" rid="B69">Rivera-Ingraham et&#xa0;al., 2011c</xref>).</p>
<p>The impact of human activity in the limpet&#x2019;s habitat (intertidal zone) was sampled in July 2021, since it is the month of the year when more people are present within the littoral (personal observations from Ostal&#xe9;-Valriberas). In the present study, the variable &#x201c;impact of human activity&#x201d; was restricted to the direct interaction of the citizen with the rocky intertidal. Each sector was visited twice by boat to quantify the different interactions. Sampling was conducted on two weekends in July due to the large number of citizens around the shoreline on these days. The first weekend sampled was from 11 a.m. to 2 p.m. in the morning and the second from 6 p.m. to 9 p.m., each sector was observed for half an hour each day. In each sampling session, all the sectors were visited. Each interaction was scored from 1 to 3 to categorise the different impacts on <italic>P. ferruginea</italic> habitat. The difference interactions registered were angling (x3), shell fishing (x3), bathing in the intertidal (x2), bathing near the intertidal (x1), recreational boat nearby (x1) and irregular camp (x1) (the concept &#xa8;irregular immigrant camp&#xa8; derives from the exceptional migratory problem of 17th May of 2021 in which the local administration assistance was overwhelmed, see investigation of <xref ref-type="bibr" rid="B12">Casey and Bautista (2021)</xref>. To estimate the used index for the GLM, the total of each interaction was multiplied by the impact value on the habitat (e.g. 9 people bathing in the intertidal (x2) gives a value of 18). In the methodology for quantifying human activity, value 1 is &#x201c;low impact&#x201d; and 3 is &#x201c;high impact&#x201d;.</p>
<p>A constrained ordination approach to assess how well the biological data relate to different abiotic variables that characterize the different sectors was carried out. The parameters considered were heterogeneity of the coast (macroscale roughness), microscale roughness, area of <italic>P. ferruginea</italic> habitat, concentration of chlorophyll-a, inclination of the substratum, wave exposure (fetch) of the littoral, impact of human activity and rock elemental composition.</p>
</sec>
</sec>
<sec id="s2_3">
<label>2.3</label>
<title>Statistical analyses</title>
<sec id="s2_3_1">
<label>2.3.1</label>
<title>
<italic>Patella ferruginea</italic> census</title>
<p>Among the sectors, a PERMANOVA analysis was carried out between the different size classes to differentiate the population size structure of <italic>P. ferruginea</italic> distribution. Before the analyses, a square root transformation along with the Bray Curtis similarity index was applied to different size classes. Differences among sectors were established using nNMDS (non-metric multidimensional scaling) and cluster analysis.</p>
<p>The change of the <italic>P. ferruginea</italic> population in the last 10 years was determined by comparing the adult density between the present study and preceding work performed by <xref ref-type="bibr" rid="B68">Rivera-Ingraham et&#xa0;al. (2011b)</xref>. To obtain this result, Euclidean distance matrices were calculated and tested using univariate PERMANOVA.</p>
<p>PERMANOVA analyses were performed using the PRIMER v.6+PERMANOVA package (<xref ref-type="bibr" rid="B16">Clarke and Gorley, 2005</xref>; <xref ref-type="bibr" rid="B5">Anderson et&#xa0;al., 2008</xref>).</p>
</sec>
<sec id="s2_3_2">
<label>2.3.2</label>
<title>Environmental parameters</title>
<p>The effect in the <italic>P. ferruginea</italic> population&#x2019;s structure (adult density and adult mean size) of different environmental parameters were modelled using generalized linear models (GLMs; <xref ref-type="bibr" rid="B56">McCullagh and Nelder, 1989</xref>). Models were carried out using normal distributions and identity link functions to determine which of the parameters gave the best fit to the data (see <xref ref-type="bibr" rid="B14">Cayuela, 2010</xref>). The environmental parameters added to the model were the percentage of calcium oxide in the substratum (CaO %), chlorophyll-a concentration, wave exposure (fetch), roughness of substratum (macroscale and microscale), area of <italic>P. ferruginea</italic> habitat, inclination of the littoral and anthropogenic impact. Prior to the analysis, environmental variables were tested for multicollinearity, assuming collinearity when variance inflation factor (VIF) values were much greater than 1. Model selection was carried out based on Akaike&#x2019;s information criterion for small sample sizes (AICc) (<xref ref-type="bibr" rid="B10">Burnham and Anderson, 2002</xref>). Variability explained by the best models was computed using deviance values (D<sup>2</sup>), comparing residual deviance with the deviance of a null model (null deviance). Among all significant models, the minimal Akaike value indicated the best model that explained the greatest proportion of variance under the restriction that all the predictors in the model must be significant (see <xref ref-type="bibr" rid="B14">Cayuela, 2010</xref>; <xref ref-type="bibr" rid="B71">Ros et&#xa0;al., 2015</xref>).</p>
<p>The density of recruits (individuals&lt; 30 mm) was not considered in the GLM because their presence is highly fluctuating throughout the year (recruits of this species settle on the intertidal rock between December and March) (see <xref ref-type="bibr" rid="B26">Espinosa, 2006</xref>), and it was impossible to sample all sectors at the same time in those months.</p>
<p>Generalized Lineal Models were carried out using SPSS 25.0<sup>&#xa9;</sup> (IBM, New York, NY, USA) (<xref ref-type="bibr" rid="B60">Pallant, 2020</xref>).</p>
</sec>
</sec>
</sec>
<sec id="s3" sec-type="results">
<label>3</label>
<title>Results</title>
<sec id="s3_1">
<label>3.1</label>
<title>Present status of <italic>Patella ferruginea</italic> in Ceuta</title>
<p>In the 20% of the <italic>P. ferruginea</italic> habitat (4,560 m), it was registered 33,687 individuals so that it was estimate that the population of Ceuta have 168,464 individuals distributed in a total of 23,617 m of rocky coastline (<xref ref-type="table" rid="T1">
<bold>Table&#xa0;1</bold>
</xref>). From the whole population, it was estimated that 131,775.87 were adult individuals (&#x2265; 30 mm). PERMANOVA analysis showed that there were significant differences between the population structure (different size classes) of the different sectors (<xref ref-type="table" rid="T2">
<bold>Table&#xa0;2</bold>
</xref>).</p>
<table-wrap id="T2" position="float">
<label>Table&#xa0;2</label>
<caption>
<p>One-way PERMANOVA results for <italic>P. ferruginea</italic> size classes on different studied sectors.</p>
</caption>
<table frame="hsides">
<thead>
<tr>
<th valign="middle" align="left"/>
<th valign="middle" align="center">Source of variation</th>
<th valign="middle" align="center">Df</th>
<th valign="middle" align="center">MS</th>
<th valign="middle" align="center">Pseudo-F</th>
<th valign="middle" align="center">P (perm)</th>
</tr>
</thead>
<tbody>
<tr>
<td valign="middle" align="left">Size clases (cm)</td>
<td valign="middle" align="center">Sector</td>
<td valign="middle" align="center">18</td>
<td valign="middle" align="center">10100</td>
<td valign="middle" align="center">15.93</td>
<td valign="middle" align="center">&lt; 0,0001</td>
</tr>
<tr>
<td valign="middle" align="left"/>
<td valign="middle" align="center">Transect (sector)</td>
<td valign="middle" align="center">452</td>
<td valign="middle" align="center">633.98</td>
<td valign="middle" align="center"/>
<td valign="middle" align="center"/>
</tr>
<tr>
<td valign="middle" align="left"/>
<td valign="middle" align="center">Total</td>
<td valign="middle" align="center">470</td>
<td valign="middle" align="center"/>
<td valign="middle" align="center"/>
<td valign="middle" align="center"/>
</tr>
</tbody>
</table>
</table-wrap>
<p>Individuals of <italic>P. ferruginea</italic> were present in all sampled sectors (<xref ref-type="fig" rid="f2">
<bold>Figure&#xa0;2</bold>
</xref>), with the greater mean density of individuals and adults occurring in the dolomitic rip-rap inside the harbour (sector L), with a mean density of 32.2 ind./m and adult mean density of 19.57 ind/m (<xref ref-type="fig" rid="f3">
<bold>Figure&#xa0;3</bold>
</xref>). The greatest values per transect were achieved in this sector (54.84 ind./m and 30.84 ind./m of adults), although the concrete seawalls in the same area (subsector L&#x2019;) had one of the lowest values. The natural habitat with greater <italic>P. ferruginea</italic> densities was Acantilados de la Sirena (sector H) with 8.82 ind./m and 7.89 ind./m of adults.</p>
<fig id="f2" position="float">
<label>Figure&#xa0;2</label>
<caption>
<p>General distribution of <italic>P. ferruginea</italic> in Ceuta. Circle diameter corresponds to the density of individuals. Google Earth.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fmars-10-1127630-g002.tif"/>
</fig>
<fig id="f3" position="float">
<label>Figure&#xa0;3</label>
<caption>
<p>Mean density and adult mean density of <italic>P. ferruginea</italic> for each of the sectors and standard deviation.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fmars-10-1127630-g003.tif"/>
</fig>
<p>Greater average shell length was registered in sector E, in which mean size was 584 mm and the adult mean size 603 mm (<xref ref-type="fig" rid="f4">
<bold>Figure&#xa0;4</bold>
</xref>). The biggest individual measured had a maximum shell length of 113 mm (<xref ref-type="supplementary-material" rid="SM1">
<bold>Supplementary Figure&#xa0;1-S</bold>
</xref>). The average shell size of Ceuta&#x2019;s population was 447 mm and the mean adult size 508 mm.</p>
<fig id="f4" position="float">
<label>Figure&#xa0;4</label>
<caption>
<p>Mean size and adult mean size of <italic>P. ferruginea</italic> for each of the sectors and standard deviation.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fmars-10-1127630-g004.tif"/>
</fig>
<p>Multivariate analyses revealed differences in the structure of <italic>P. ferruginea</italic> population (abundances within size classes) among sectors (<xref ref-type="fig" rid="f5">
<bold>Figures&#xa0;5</bold>
</xref>&#x2013;<xref ref-type="fig" rid="f7">
<bold>7</bold>
</xref>). The combination of NMDS and Cluster analyses showed the segregation of sector L from other sectors. The subpopulations most similar to sector L were K, M and O, all these sectors were composed of rip-raps made with quarry rocks (<xref ref-type="supplementary-material" rid="SM1">
<bold>Supplementary Table&#xa0;4-S</bold>
</xref>). On the contrary, coinciding with the less dense sectors, were the sectors R, J, A and L&#x2019; (<xref ref-type="table" rid="T1">
<bold>Table&#xa0;1</bold>
</xref>; <xref ref-type="fig" rid="f2">
<bold>Figures&#xa0;2</bold>
</xref>, <xref ref-type="fig" rid="f3">
<bold>3</bold>
</xref>).</p>
<fig id="f5" position="float">
<label>Figure&#xa0;5</label>
<caption>
<p>nMDS computed using the abundances of each size class and showing PCO centroids for each of the sectors. Red circle: sectors with dolomitic rip-rap of the commercial harbor where the access is restricted with a great heterogeneity substratum (macro and micro scale).</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fmars-10-1127630-g005.tif"/>
</fig>
<fig id="f6" position="float">
<label>Figure&#xa0;6</label>
<caption>
<p>Cluster analysis computed using the mean abundances of the different size classes of <italic>P. ferruginea</italic> for each of the sectors considered. Discontinuous lines indicate significantly different groups of sectors segregated by SIMPROF analysis.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fmars-10-1127630-g006.tif"/>
</fig>
<fig id="f7" position="float">
<label>Figure&#xa0;7</label>
<caption>
<p>Size class frequencies of <italic>P. ferruginea</italic> for each of the sectors considered to know the population structure (trend line). Letters indicate the sampled sectors (see <xref ref-type="fig" rid="f1">
<bold>Figure&#xa0;1B</bold>
</xref>).</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fmars-10-1127630-g007.tif"/>
</fig>
</sec>
<sec id="s3_2">
<label>3.2</label>
<title>Change in the population structure of the <italic>Patella ferruginea</italic> population in the last 10 years</title>
<p>Recalculating the total estimated individuals from the study of <xref ref-type="bibr" rid="B68">Rivera-Ingraham et&#xa0;al. (2011b)</xref> according to the total habitat length of the present study, the population has increased from 55,902 to 168,463 individuals. This means that the population has increased by an average of 201.36% compared to the existing population 10 years ago (<xref ref-type="table" rid="T1">
<bold>Table&#xa0;1</bold>
</xref>).</p>
<p>The subpopulation with the higher increase in these years was the one inhabiting dolomitic rip-rap inside the harbor (sector L), with an increase of 1,288%. On the opposite side, the subpopulations with higher decrease were those on sectors A and B with a -46.39% and -45.60% respectively (<xref ref-type="table" rid="T1">
<bold>Table&#xa0;1</bold>
</xref>).</p>
<p>Univariate PERMANOVA showed that the adult mean density (ind./m) of the present study was significantly higher than the <xref ref-type="bibr" rid="B68">Rivera-Ingraham et&#xa0;al. (2011b)</xref> study (Pseudo-F = 14.68; p&lt; 0.001).</p>
</sec>
<sec id="s3_3">
<label>3.3</label>
<title>Effects of environmental parameters on population structure</title>
<p>According to an omnibus test, only the variable adult density was significant. The VIF values show that the variables used to evaluate their influence on adult density were not correlated with each other.</p>
<p>The model demonstrated that the adult density is significantly influenced by heterogeneity (macroscale), microscale roughness, inclination of the littoral, chlorophyll-a concentration and anthropogenic impact. According to AICc values, the best model was the combination of these five parameters, reporting the 85.9% of the variability explained (<xref ref-type="table" rid="T3">
<bold>Table&#xa0;3</bold>
</xref>). Adult density showed a positive correlation with the macroscale and microscale variables, while the variables inclination, chlorophyll-a concentration and anthropogenic impact showed a negative correlation.</p>
<table-wrap id="T3" position="float">
<label>Table&#xa0;3</label>
<caption>
<p>Model selection results explaining the environmental parameters that have influence in the adult density and adult mean size.</p>
</caption>
<table frame="hsides">
<thead>
<tr>
<th valign="middle" align="center"/>
<th valign="middle" align="center">df</th>
<th valign="middle" align="center">AICc</th>
<th valign="middle" align="center">&#x3b2;</th>
<th valign="middle" align="center">Exp(&#x3b2;)</th>
<th valign="middle" align="center">&#x394;i</th>
<th valign="middle" align="center">LogLik</th>
<th valign="middle" align="center">D&#xb2;(%)</th>
</tr>
</thead>
<tbody>
<tr>
<th valign="middle" colspan="8" align="left">Adult density<break/>Normal distribution<break/>Link function: Logit</th>
</tr>
<tr>
<td valign="middle" align="left">Macro* + Micro* + Incli** + Chl* + Anthro**</td>
<td valign="middle" align="center">12</td>
<td valign="middle" align="center">38.82</td>
<td valign="middle" align="center">2.35/0.24/-0.06/&#x2003;-0.8/-0.38</td>
<td valign="middle" align="center">10.52/1.27/0.94/<break/>0.45/0.962</td>
<td valign="middle" align="center">0</td>
<td valign="middle" align="center">-6.81</td>
<td valign="middle" align="center">85.9</td>
</tr>
<tr>
<td valign="middle" align="left">Macro** + Incli** + Chla* + Anthro**</td>
<td valign="middle" align="center">13</td>
<td valign="middle" align="center">39.08</td>
<td valign="middle" align="center">3/-0.75/-0.66/-0.38</td>
<td valign="middle" align="center">20.24/0.93/0.51/0.96</td>
<td valign="middle" align="center">0.26</td>
<td valign="middle" align="center">-9.72</td>
<td valign="middle" align="center">80.5</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<fn>
<p>Only significant models according to an omnibus test are shown. Model averaged coefficients (&#x3b2;) of explanatory variables in the significant models; Exp(&#x3b2;): exponential. Akaike&#x2019;s information criterion corrected for small sample size (AICc) and AICc difference between the AICc of each model and the AICc of the best fitted model (&#x394;i) were used for comparison. Variability explained by the best models is shown using deviance (D&#xb2;). The model with the lowest &#x394;i is the best AICc model. Variables considered were: Macro, macroscale; Micro, microscale; Area, surface; Incli, inclination; Chl-a, concentration of chlorophyll-a; Anthro, anthropogenic impact; Fetch, wave exposure; CaO, calcium oxide. **P&lt; 0.001. *P&lt; 0.05.</p>
</fn>
</table-wrap-foot>
</table-wrap>
<p>Analyzing the results obtained for the microalgae (Chl-a concentration) in each sector, it is observed that the highest values (marked in green in <xref ref-type="supplementary-material" rid="SM1">
<bold>Table&#xa0;1-S</bold>
</xref>) correspond to the natural substratum (sectors: R, B, D and G) and the lowest (marked in red in <xref ref-type="supplementary-material" rid="SM1">
<bold>Table&#xa0;1-S</bold>
</xref>) correspond to the artificial substratum (sectors: N, O, K and L) (see <xref ref-type="table" rid="T1">
<bold>Table&#xa0;1</bold>
</xref> and <xref ref-type="fig" rid="f2">
<bold>Figure&#xa0;2</bold>
</xref>).</p>
<p>The adult density did not show any significant correlation with the variables area of habitat, wave exposure (fetch) and percentage of calcium oxide in the substratum (CaO %). The results of the environmental factors used in the GLM are shown as <xref ref-type="supplementary-material" rid="SM1">
<bold>Supplementary Material</bold>
</xref> (<xref ref-type="supplementary-material" rid="SM1">
<bold>Table&#xa0;1-S</bold>
</xref>). The results of impact human activity (<xref ref-type="supplementary-material" rid="SM1">
<bold>Supplementary Table&#xa0;2-S</bold>
</xref>) and rock elemental composition (elemental composition, <xref ref-type="supplementary-material" rid="SM1">
<bold>Supplementary Table&#xa0;3-S</bold>
</xref>); mineralogy composition, <xref ref-type="supplementary-material" rid="SM1">
<bold>Supplementary Table&#xa0;4-S</bold>
</xref>) were show like <xref ref-type="supplementary-material" rid="SM1">
<bold>Supplementary Material</bold>
</xref>.</p>
</sec>
</sec>
<sec id="s4" sec-type="discussion">
<label>4</label>
<title>Discussion</title>
<p>The results have shown that from 2011 to 2021 the population or <italic>P. ferruginea</italic> increased by about 200%. Currently, the population numbers 168,464 individuals, of which 131,776 are adults. In about a decade, the population has grown from 55,902 to 168,464 individuals. Recent studies have shown that there has been recolonization and repopulation of <italic>P. ferruginea</italic> in some localities of the Andalusia, Melilla, Alboran and Chafarinas island (<xref ref-type="bibr" rid="B11">Casado et&#xa0;al., 2017</xref>; <xref ref-type="bibr" rid="B53">Maestre et&#xa0;al., 2018</xref>; <xref ref-type="bibr" rid="B18">CMAOT, 2020</xref>). Therefore, Ceuta&#x2019;s population could be an important contributor to the recolonization of these areas, especially when considering that nearly 80% of its individuals are adults. Nevertheless, the situation of <italic>P. ferrugine</italic>a is still critical because the individuals settled in Andaluc&#xed;a are the last stronghold of continental Europe, depending heavily on recruits from North African populations (<xref ref-type="bibr" rid="B18">CMAOT, 2020</xref>). These results show that the area of Ceuta is a &#xa8;stronghold&#xa8; for this endangered species and support the hypothesis that this population has the role of a &#xa8;source population&#xa8; of new recruits for other nearby &#xa8;sink populations&#xa8; in the metapopulation of the Alboran Sea supporting the hypothesis proposed by <xref ref-type="bibr" rid="B33">Espinosa et&#xa0;al., 2018</xref>.</p>
<p>These conclusions can be supported by different oceanographic and biological studies carried out in this biogeographic area. In this sense, it is known that all <italic>P. ferruginea</italic> populations from the Alboran Sea and North Africa up to Tunisia belong to the same genetic cluster (<xref ref-type="bibr" rid="B13">Casu et&#xa0;al., 2011</xref>). Dispersal studies showed that the directionality of the surface currents of the Alboran Sea, especially those near the Strait of Gibraltar in its first loop go from south to north (therefore, the potential larval input should go from south to north and not the other way around, at least from the coast of Ceuta) (see <xref ref-type="bibr" rid="B61">Peri&#xe1;&#xf1;ez, 2007</xref>). Likewise, dispersal studies of <italic>P. ferruginea</italic> larvae in the Alboran Sea show simulated regional trajectories for virtual larvae released from Ceuta with strong prevailing westerly wind at high and low spring tide conditions with a Pelagic Larval Duration of 14 days during January 2016 can cross and complete the first loop of the Alboran Sea (Stephen Warr unpublished data). The settlement ability of larvae of this species is reached 3-4 days after fertilization, depending on water temperature, and crawling and swimming pediveliger larvae have a phase of 7-32 days (probably up to 40 days) until metamorphosis to juvenile occurs (<xref ref-type="bibr" rid="B34">Ferranti et&#xa0;al., 2022</xref>), which would argue that the population studied in Ceuta should be classified as a &#x201c;source population&#x201d; according to the &#x201c;source-sink population model&#x201d; (see <xref ref-type="bibr" rid="B63">Pulliam, 1988</xref>; <xref ref-type="bibr" rid="B64">Pulliam, 1996</xref>).</p>
<p>Although the sampling effort was larger than previous studies, in light of the results a review of the existing literature, reveals that the population in Ceuta is the largest within the species&#x2019; natural distribution (see <xref ref-type="table" rid="T4">
<bold>Table&#xa0;4</bold>
</xref>).</p>
<table-wrap id="T4" position="float">
<label>Table&#xa0;4</label>
<caption>
<p>Current known distribution of the <italic>P. ferruginea</italic> specie in the Western Mediterranean sea.</p>
</caption>
<table frame="hsides">
<thead>
<tr>
<th valign="middle" align="left">Country</th>
<th valign="middle" align="center">Area</th>
<th valign="middle" align="center">Source</th>
<th valign="middle" align="center">Year of sampling</th>
<th valign="middle" align="center">Mean density (ind/m)</th>
<th valign="middle" align="center">Estimated total population</th>
</tr>
</thead>
<tbody>
<tr>
<td valign="middle" align="left">Spain</td>
<td valign="middle" align="left">Andaluc&#xed;a</td>
<td valign="middle" align="left">
<xref ref-type="bibr" rid="B17">CMAOT, 2019</xref>
</td>
<td valign="middle" align="center">2019</td>
<td valign="middle" align="center">0.63 ind/m<bold>*</bold>
</td>
<td valign="middle" align="center">17,032<bold>**</bold>
</td>
</tr>
<tr>
<td valign="middle" align="left"/>
<td valign="middle" align="left">Ceuta</td>
<td valign="middle" align="left">Present study</td>
<td valign="middle" align="center">2019-2020</td>
<td valign="middle" align="center">7.28-5.56<bold>*</bold> ind/m</td>
<td valign="middle" align="center">131,775<bold>**</bold>
</td>
</tr>
<tr>
<td valign="middle" align="left"/>
<td valign="middle" align="left">Melilla</td>
<td valign="middle" align="left">
<xref ref-type="bibr" rid="B41">Guallart et&#xa0;al., 2013b</xref>
</td>
<td valign="middle" align="center">2010</td>
<td valign="middle" align="center">2.82 ind/m<bold>*</bold>
</td>
<td valign="middle" align="center">32,821<bold>**</bold>
</td>
</tr>
<tr>
<td valign="middle" align="left"/>
<td valign="middle" align="left">Chafarinas</td>
<td valign="middle" align="left">
<xref ref-type="bibr" rid="B42">Guallart and Templado, 2016</xref>
</td>
<td valign="middle" align="center">2000</td>
<td valign="middle" align="center">4.36 ind/m<bold>*</bold>
</td>
<td valign="middle" align="center">42,230<bold>**</bold>
</td>
</tr>
<tr>
<td valign="middle" align="left"/>
<td valign="middle" align="left">Albor&#xe1;n</td>
<td valign="middle" align="left">
<xref ref-type="bibr" rid="B17">CMAOT, 2019</xref>
</td>
<td valign="middle" align="center">2018</td>
<td valign="middle" align="center"/>
<td valign="middle" align="center">115<bold>**</bold>
</td>
</tr>
<tr>
<td valign="middle" align="left">Morocco</td>
<td valign="middle" align="left">MPA of Al Hoceima (Cala Iris Islet)</td>
<td valign="middle" align="left">
<xref ref-type="bibr" rid="B6">Bazairi et&#xa0;al., 2012</xref>
</td>
<td valign="middle" align="center">2012</td>
<td valign="middle" align="center">1.22 ind/m</td>
<td valign="middle" align="center">576</td>
</tr>
<tr>
<td valign="middle" align="left"/>
<td valign="middle" align="left">MPA of Al Hoceima (El Jebha)</td>
<td valign="middle" align="left">
<xref ref-type="bibr" rid="B6">Bazairi et&#xa0;al., 2012</xref>
</td>
<td valign="middle" align="center">2012</td>
<td valign="middle" align="center">3.66 ind/m</td>
<td valign="middle" align="center"/>
</tr>
<tr>
<td valign="middle" align="left"/>
<td valign="middle" align="left">Cape Three Forks</td>
<td valign="middle" align="left">
<xref ref-type="bibr" rid="B29">Espinosa et&#xa0;al., 2014a</xref>
</td>
<td valign="middle" align="center">2012</td>
<td valign="middle" align="center">from 0.36 to 0.83 ind./m</td>
<td valign="middle" align="center"/>
</tr>
<tr>
<td valign="middle" align="left">Algeria</td>
<td valign="middle" align="left">Plane Island</td>
<td valign="middle" align="left">
<xref ref-type="bibr" rid="B49">Kallouche et&#xa0;al., 2020</xref>
</td>
<td valign="middle" align="center">2019</td>
<td valign="middle" align="center">1.78 ind/m</td>
<td valign="middle" align="center">3,993</td>
</tr>
<tr>
<td valign="middle" align="left"/>
<td valign="middle" align="left">Habiba Island</td>
<td valign="middle" align="left">
<xref ref-type="bibr" rid="B27">Espinosa, 2009b</xref>
</td>
<td valign="middle" align="center">2008</td>
<td valign="middle" align="center">4.8 &#x2013; 3.23<bold>*</bold> ind/m</td>
<td valign="middle" align="center">50,400</td>
</tr>
<tr>
<td valign="middle" align="left"/>
<td valign="middle" align="left">Rachgoun Island</td>
<td valign="middle" align="left">
<xref ref-type="bibr" rid="B76">Taibi et&#xa0;al., 2014</xref>
</td>
<td valign="middle" align="center"/>
<td valign="middle" align="center">3-10 ind/m<sup>2</sup>
</td>
<td valign="middle" align="center"/>
</tr>
<tr>
<td valign="middle" align="left">Tunisia</td>
<td valign="middle" align="left">Zembra</td>
<td valign="middle" align="left">
<xref ref-type="bibr" rid="B83">Zarrouk et&#xa0;al., 2016</xref>
</td>
<td valign="middle" align="center">2015</td>
<td valign="middle" align="center">2.83 ind/m<sup>2</sup>
<bold>*</bold>
</td>
<td valign="middle" align="center">40,404<bold>**</bold>
</td>
</tr>
<tr>
<td valign="middle" align="left"/>
<td valign="middle" align="left">North-East Tunisian coast</td>
<td valign="middle" align="left">
<xref ref-type="bibr" rid="B79">Tlig-Zouari et&#xa0;al., 2010</xref>
</td>
<td valign="middle" align="center">2006</td>
<td valign="middle" align="center">0.025-4.5 ind/m<sup>2</sup>
</td>
<td valign="middle" align="center"/>
</tr>
<tr>
<td valign="middle" align="left">Italy</td>
<td valign="middle" align="left">Sinis Peninsula MPA (Sardinia)</td>
<td valign="middle" align="left">
<xref ref-type="bibr" rid="B21">Coppa et&#xa0;al., 2012</xref>
</td>
<td valign="middle" align="center">2009</td>
<td valign="middle" align="center">0.02 ind/m</td>
<td valign="middle" align="center">196</td>
</tr>
<tr>
<td valign="middle" align="left"/>
<td valign="middle" align="left">Gulf of Olbia (Sardinia)</td>
<td valign="middle" align="left">
<xref ref-type="bibr" rid="B25">Cristo et&#xa0;al., 2007</xref>
</td>
<td valign="middle" align="center">2007</td>
<td valign="middle" align="center">0.023 ind/m</td>
<td valign="middle" align="center">69</td>
</tr>
<tr>
<td valign="middle" align="left"/>
<td valign="middle" align="left">Maddalena Archipelago (Sardinia)</td>
<td valign="middle" align="left">
<xref ref-type="bibr" rid="B22">Cossu et&#xa0;al., 2006</xref>
</td>
<td valign="middle" align="center">2005</td>
<td valign="middle" align="center">0.028 ind/m</td>
<td valign="middle" align="center">736</td>
</tr>
<tr>
<td valign="middle" align="left"/>
<td valign="middle" align="left">Mal di Ventre Island &amp; Cape San Marco<break/>(central-western Sardinia)</td>
<td valign="middle" align="left">
<xref ref-type="bibr" rid="B55">Marra et&#xa0;al., 2016</xref>
</td>
<td valign="middle" align="center">2013-2014</td>
<td valign="middle" align="center">0.009 &amp; 0.004 ind/m</td>
<td valign="middle" align="center"/>
</tr>
<tr>
<td valign="middle" align="left"/>
<td valign="middle" align="left">Lingurian coasts</td>
<td valign="middle" align="left">
<xref ref-type="bibr" rid="B35">Ferranti et&#xa0;al., 2019</xref>
</td>
<td valign="middle" align="center">2017-2018</td>
<td valign="middle" align="center">0.005 ind/m<bold>*</bold>
</td>
<td valign="middle" align="center">32</td>
</tr>
<tr>
<td valign="middle" align="left">France</td>
<td valign="middle" align="left">Port Cros</td>
<td valign="middle" align="left">
<xref ref-type="bibr" rid="B23">Cottalorda et&#xa0;al., 2004</xref>
</td>
<td valign="middle" align="center"/>
<td valign="middle" align="center">&lt;0.01 ind/m</td>
<td valign="middle" align="center">2</td>
</tr>
<tr>
<td valign="middle" align="left"/>
<td valign="middle" align="left">Cap Corse/Bastia harbour (Corsica)</td>
<td valign="middle" align="left">
<xref ref-type="bibr" rid="B82">Vela and Leoni, 2007</xref>
</td>
<td valign="middle" align="center"/>
<td valign="middle" align="center">0.2 ind/m<sup>2</sup>
</td>
<td valign="middle" align="center"/>
</tr>
</tbody>
</table>
<table-wrap-foot>
<fn>
<p>
<bold>*</bold>, Adult mean density (ind/m); <bold>**</bold>, Estimated adult population.</p>
</fn>
</table-wrap-foot>
</table-wrap>
<p>The mean density of the population has increased from 2.33 ind/m in 2010 (<xref ref-type="bibr" rid="B68">Rivera-Ingraham et&#xa0;al., 2011b</xref>) to 7.39 ind/m in 2020. This is in agreement with the output of the population viability analysis (PVA) model carried out by <xref ref-type="bibr" rid="B33">Espinosa et&#xa0;al. (2018)</xref>, and based on monitoring during a ten-year period. This model indicates the unlikeliness of the population in Ceuta facing extinction within the next 50 years. This confirms the effectiveness of the control and temporary monitoring programs of the population proposed in Spain&#x2019;s National Conservation Strategy for <italic>P. ferruginea</italic>, established in 2008 by the Spanish Ministry of Environment (<xref ref-type="bibr" rid="B57">MMAMRM, 2008</xref>).</p>
<p>The increase of Ceuta&#x2019;s population could be due to two different factors. Firstly, there are some littoral zones with difficult or restricted access, such as sectors H and I, which are a natural cliffs, and sectors K, L and M, which are access-restricted areas in the commercial harbor of artificial structure type riprap (great heterogeneity, macroscale and microscale). These sectors would be therefore protected from anthropogenic impact, which has been identified as the main factor promoting the decline of the species (<xref ref-type="bibr" rid="B59">Ostal&#xe9;-Valriberas et&#xa0;al., 2022</xref> and references therein). Secondly, there has been an improvement in social awareness of the conservation status of this endangered species, promoted by dissemination activities performed by NGOs and the environmental administration, and increased enforcement by local authorities. In this sense, many projects and news have been published in social media publications (<xref ref-type="bibr" rid="B54">Mar, 2020</xref>), giving notoriety to <italic>P. ferruginea</italic> and turning it into a flagship species. In this sense, flagship species attract funding, increase awareness, and promote the conservation of habitats, acting as umbrella species (<xref ref-type="bibr" rid="B75">Smith and Sutton, 2008</xref>; <xref ref-type="bibr" rid="B46">Home et&#xa0;al., 2009</xref>).</p>
<p>An analysis of the evolution of the population of <italic>P. ferruginea</italic> over the last two decades in a biggest area distribution, the Alboran Sea, shows an increase in the number of individuals (<xref ref-type="bibr" rid="B53">Maestre et&#xa0;al., 2018</xref>; <xref ref-type="bibr" rid="B19">CMAOT, 2022</xref>). The control by the local authorities (environmental administration and security forces) in the application of the strict legislation that protects the species (community, national and regional regulations), in addition to the increase in the awareness of the local population through environmental education, together with the advances in research on the species give an impression of good results.</p>
<p>Statistical modeling has shown that <italic>P. ferruginea</italic> adult density increases with coastal heterogeneity (macroscale in meters) and substratum roughness (microscale in cm), and decreases with slope, chlorophyll-a concentration and anthropogenic impact. Among the different environmental factors, the coastal heterogeneity (m) has the most impact on the adult density. A one-point increase in the macroscale value favors adult density by 10.52 while a one-point increase in the microscale value (cm) favors it only by 1.27. Therefore, coastal and substratum heterogeneity at multiple scales must be taken into consideration for designing sites for further protection (Marine protected areas or Area-based conservation measures such as Artificial marine micro-reserves), to establish critical areas for its conservation or for future translocation procedures for reinforcement and/or reintroduction, or due to destruction of the original habitat (see <xref ref-type="bibr" rid="B57">MMAMRM, 2008</xref>; <xref ref-type="bibr" rid="B39">Garc&#xed;a-G&#xf3;mez et&#xa0;al., 2011</xref>; <xref ref-type="bibr" rid="B38">Garc&#xed;a-G&#xf3;mez et&#xa0;al., 2015</xref>; <xref ref-type="bibr" rid="B48">IUCN-WCPA, 2019</xref>; <xref ref-type="bibr" rid="B2">Agung et&#xa0;al., 2022</xref>; <xref ref-type="bibr" rid="B59">Ostal&#xe9;-Valriberas et&#xa0;al., 2022</xref>).</p>
<p>The vertical slope of the coastline negatively influences the density of <italic>P. ferruginea</italic> adults. Within vertical substrata such as cliffs or seawalls, a smaller surface (area) of settlement for planktonic larvae is available, which explains the result.</p>
<p>A practical example of these results has been shown in the different abundances between the subpopulation settled inside the harbor (sectors L and L&#x2019;). Yet still sharing the same environment, the subsector of dolomitic rip-rap (L) and the vertical concrete wall (L&#x2019;) show the most different results according to the population structure (number of individuals in each size class) (see <xref ref-type="fig" rid="f5">
<bold>Figures&#xa0;5</bold>
</xref>, <xref ref-type="fig" rid="f6">
<bold>6</bold>
</xref>).</p>
<p>Analyzing the results obtained for the Chl-a concentration in each sector, it is observed that there are other environmental factors that more strongly affect the species.</p>
<p>According to the results of previous studies, the accessibility and visitation of the coastal areas negatively affect limpet populations of <italic>P. ferruginea</italic>, biasing the populations structure <italic>via</italic> harvesting of the greatest sizes (mostly females) and therefore affecting the adult density (see <xref ref-type="fig" rid="f7">
<bold>Figure&#xa0;7</bold>
</xref>; <xref ref-type="supplementary-material" rid="SM1">
<bold>Table&#xa0;2-S</bold>
</xref>) (<xref ref-type="bibr" rid="B31">Espinosa et&#xa0;al., 2009</xref>; <xref ref-type="bibr" rid="B59">Ostal&#xe9;-Valriberas et&#xa0;al., 2022</xref>). In fact, the results of the present study show that a one-point decrease in the value of accessibility increases the adult density by 0.96.</p>
</sec>
<sec id="s5">
<label>5</label>
<title>Conservational implications</title>
<p>The results indicate that Ceuta is the main population of this endangered species in its entire range, being a source population on the Southern Iberian Peninsula that should be conserved as a priority. According to the Spanish National Conservation Strategy, sectors H, I, K, L and M have the highest number of adults and should therefore be categorized and managed as Critical Areas (<xref ref-type="bibr" rid="B57">MMAMRM, 2008</xref>; see <xref ref-type="supplementary-material" rid="SM1">
<bold>Supplementary Figure&#xa0;2-S</bold>
</xref>). It could benefit many species of conservation concern also settled in the same habitat (&#x201c;umbrella effect&#x201d;), as demonstrated by <xref ref-type="bibr" rid="B59">Ostal&#xe9;-Valriberas et&#xa0;al. (2022)</xref>.</p>
<p>Previous studies have shown that 90% of the populations of a metapopulation are usually &#x201c;sink populations&#x201d; and only 10% are &#x201c;source populations&#x201d; (<xref ref-type="bibr" rid="B63">Pulliam, 1988</xref>), so this population is of great ecological relevance for this species.</p>
<p>The results also support the concept of &#x201c;Artificial Marine Micro-Reserves&#x201d; as a new area-based management tool for marine conservation, establishing a network of these source populations that promote gene flow between populations with eventual recolonization of their original distribution (<xref ref-type="bibr" rid="B39">Garc&#xed;a-G&#xf3;mez et&#xa0;al., 2011</xref>; <xref ref-type="bibr" rid="B59">Ostal&#xe9;-Valriberas et&#xa0;al., 2022</xref>) (<xref ref-type="supplementary-material" rid="SM1">
<bold>Supplementary Figure&#xa0;2-S</bold>
</xref>).</p>
<p>Finally, for future translocation procedures, the reported results could serve as a guide to select the most suitable receptor sites. Such areas should have high values of macro- or microscale heterogeneity and, similarly, should avoid vertical substrata and areas with anthropogenic impact.</p>
</sec>
<sec id="s6" 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 author.</p>
</sec>
<sec id="s7" sec-type="author-contributions">
<title>Author contributions</title>
<p>EO-V, JS-V, FE, G-GJ conceptualization of the work and development the methodology. EO-V, FE application of statistical, mathematical, computational, or other formal techniques to analyze or synthesize study data. EO-V, AL, AA-A, JS-V, AP-P: Conducting a research and investigation process, specifically performing the experiments, or data/evidence collection. EO-V writhing the original draft, visualization work and supervision. AP-P, JS-V, FE, G-GJ writing -review &amp; editing. EO-V, AL Management and coordination responsibility for the research activity planning and execution. EO-V, G-GJ acquisition of the financial support for the project leading to this publication. 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>The present study was financed with the Cooperation Agreement between two public administrations, the Sociedad, Obras, Infraestructuras y Medio Ambiente de Ceuta S.A.U. (OBIMASA) and the Fundaci&#xf3;n de Investigaci&#xf3;n de la Universidad de Sevilla (FIUS). We are grateful to Ana Garci&#xe1; and Francisco Javier Mart&#xed;nez-Medina for their work in the Cooperation Agreement. JS-V was supported by a FPI Grant (PRE2018-086266) from Ministerio de Ciencia, Innovaci&#xf3;n y Universidades (Project CGL 2017-82739-P) co-financed by ERDF European Union and Agencia Estatal de Investigaci&#xf3;n, Gobierno de Espa&#xf1;a.</p>
</sec>
<ack>
<title>Acknowledgments</title>
<p>The authors would like to express their gratitude to our colleague Celeste Dominguez-Monge from the Laboratorio de Biolog&#xed;a Marina of the University of Sevilla who helped us in the sampling process and in the mineral analysis. We are also particularly grateful for the assistance given by the diving center WaterGame Gran Azul, especially by Javier Iba&#xf1;ez and Jos&#xe9; Manuel &#xc1;vila. We also thank the editor of Frontiers in Marine Science, Professor Alan Hodgson, and the two reviewers for their constructive comments, which considerably improved the first version of the manuscript.</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/fmars.2023.1127630/full#supplementary-material">https://www.frontiersin.org/articles/10.3389/fmars.2023.1127630/full#supplementary-material</ext-link>
</p>
<supplementary-material xlink:href="Image_1.tif" id="SF1" mimetype="image/tiff"/>
<supplementary-material xlink:href="Image_2.tif" id="SF2" mimetype="image/tiff"/>
<supplementary-material xlink:href="Presentation_1.pdf" id="SM1" mimetype="application/pdf"/>
</sec>
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