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  <front>
    <journal-meta>
      <journal-id journal-id-type="publisher-id">ojms</journal-id>
      <journal-title-group>
        <journal-title>Open Journal of Marine Science</journal-title>
      </journal-title-group>
      <issn pub-type="epub">2161-7392</issn>
      <issn pub-type="ppub">2161-7384</issn>
      <publisher>
        <publisher-name>Scientific Research Publishing</publisher-name>
      </publisher>
    </journal-meta>
    <article-meta>
      <article-id pub-id-type="doi">10.4236/ojms.2026.164017</article-id>
      <article-id pub-id-type="publisher-id">ojms-154631</article-id>
      <article-categories>
        <subj-group>
          <subject>Article</subject>
        </subj-group>
        <subj-group>
          <subject>Earth</subject>
          <subject>Environmental Sciences</subject>
        </subj-group>
      </article-categories>
      <title-group>
        <article-title>Study of the Spatio-Temporal Distribution of Zooplankton in the Estuary of the Fatala River, Boffa/Republic of Guinea</article-title>
      </title-group>
      <contrib-group>
        <contrib contrib-type="author" corresp="yes">
          <name name-style="western">
            <surname>Sylla</surname>
            <given-names>Aboubacar</given-names>
          </name>
          <xref ref-type="aff" rid="aff1">1</xref>
        </contrib>
        <contrib contrib-type="author">
          <name name-style="western">
            <surname>Diakite</surname>
            <given-names>Sory</given-names>
          </name>
          <xref ref-type="aff" rid="aff1">1</xref>
        </contrib>
        <contrib contrib-type="author">
          <name name-style="western">
            <surname>Guissé</surname>
            <given-names>Ahmed</given-names>
          </name>
          <xref ref-type="aff" rid="aff1">1</xref>
        </contrib>
        <contrib contrib-type="author">
          <name name-style="western">
            <surname>Sow</surname>
            <given-names>Mamadou Djouldé</given-names>
          </name>
          <xref ref-type="aff" rid="aff1">1</xref>
        </contrib>
        <contrib contrib-type="author">
          <name name-style="western">
            <surname>Keita</surname>
            <given-names>Ibrahima</given-names>
          </name>
          <xref ref-type="aff" rid="aff1">1</xref>
        </contrib>
        <contrib contrib-type="author">
          <name name-style="western">
            <surname>Konaté</surname>
            <given-names>Lamine</given-names>
          </name>
          <xref ref-type="aff" rid="aff1">1</xref>
        </contrib>
        <contrib contrib-type="author">
          <name name-style="western">
            <surname>Bérété</surname>
            <given-names>Mamady</given-names>
          </name>
          <xref ref-type="aff" rid="aff1">1</xref>
        </contrib>
        <contrib contrib-type="author">
          <name name-style="western">
            <surname>Keita</surname>
            <given-names>Ansoumane</given-names>
          </name>
          <xref ref-type="aff" rid="aff1">1</xref>
        </contrib>
        <contrib contrib-type="author">
          <name name-style="western">
            <surname>Diop</surname>
            <given-names>Bouya</given-names>
          </name>
          <xref ref-type="aff" rid="aff1">1</xref>
          <xref ref-type="aff" rid="aff2">2</xref>
        </contrib>
      </contrib-group>
      <aff id="aff1"><label>1</label> Plankton/Hydrobiology Laboratory, Marine and Coastal Research Center (CEREMAC, Formerly the Conakry Rogbanè Scientific Research Center (CERESCOR)), Conakry, Guinea </aff>
      <aff id="aff2"><label>2</label> Laboratory of Atmospheric and Ocean Sciences, Materials, Energy and Devices (LSAOMED), Training and Research Unit in Science and Technology (UFRSAT), Saint-Louis, Senegal </aff>
      <author-notes>
        <fn fn-type="conflict" id="fn-conflict">
          <p>The authors declare no conflicts of interest regarding the publication of this paper.</p>
        </fn>
      </author-notes>
      <pub-date pub-type="epub">
        <day>01</day>
        <month>10</month>
        <year>2026</year>
      </pub-date>
      <pub-date pub-type="collection">
        <month>10</month>
        <year>2026</year>
      </pub-date>
      <volume>16</volume>
      <issue>04</issue>
      <fpage>293</fpage>
      <lpage>317</lpage>
      <history>
        <date date-type="received">
          <day>13</day>
          <month>07</month>
          <year>2026</year>
        </date>
        <date date-type="accepted">
          <day>17</day>
          <month>10</month>
          <year>2026</year>
        </date>
        <date date-type="published">
          <day>20</day>
          <month>10</month>
          <year>2026</year>
        </date>
      </history>
      <permissions>
        <copyright-statement>© 2026 by the authors and Scientific Research Publishing Inc.</copyright-statement>
        <copyright-year>2026</copyright-year>
        <license license-type="open-access">
          <license-p> This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution (CC BY) license ( <ext-link ext-link-type="uri" xlink:href="https://creativecommons.org/licenses/by/4.0/">https://creativecommons.org/licenses/by/4.0/</ext-link> ). </license-p>
        </license>
      </permissions>
      <self-uri content-type="doi" xlink:href="https://doi.org/10.4236/ojms.2026.164017">https://doi.org/10.4236/ojms.2026.164017</self-uri>
      <abstract>
        <p>The present study took place during the hydrological season 2022-2023 (dry season, intermediate season and rainy season) in the estuary of the Fatala River. It aims to evaluate the spatio-temporal distribution of zooplankton organisms in the estuary of the Fatala River. The samples were taken at eight (8) fixed stations distributed along the estuary. The samples were collected using a plankton net. The results reveal the presence of 57 species, grouped into 41 genera, 27 families, 17 orders, 11 groups and 68,419.72 individuals. This population is largely dominated by the order of Calanoida (41%) and slightly dominated by the orders of Decapods, Cyclopods, Ctenopods, Spumellaria, Leptothecates, and Halocyprids (1%). Copepods are the most abundant group (52%), followed by Malacostraca (13.71%) and Sagittoides (7.07%). Total zooplankton density varies seasonally: it reaches a maximum in the shoulder season (29,742.96 ind/m<sup>3</sup>), decreases in the rainy season (26,785.82 ind/m<sup>3</sup>) and remains minimum in the dry season (11,890.94 ind/m<sup>3</sup>). Depending on the stations, the highest density (19,233.26 ind/m<sup>3</sup>) was recorded at station 5, while the lowest density (2329.44 ind/m<sup>3</sup>) was observed at station 3 (upstream), an area characterized by strong water agitation due to the meeting of two arms of the sea.</p>
      </abstract>
      <kwd-group kwd-group-type="author-generated" xml:lang="en">
        <kwd>Estuary</kwd>
        <kwd>Zooplankton</kwd>
        <kwd>Spatio-Temporal Distribution</kwd>
        <kwd>Copepods</kwd>
        <kwd>Biomass</kwd>
        <kwd>Density</kwd>
      </kwd-group>
    </article-meta>
  </front>
  <body>
    <sec id="sec1">
      <title>1. Introduction</title>
      <p>Aquatic environments, whether marine (oceans, seas, and estuaries), brackish water, or freshwater (lakes, streams, rivers, and wetlands), play a fundamental role in the maintenance and development of biodiversity. They harbor a great diversity of species, both floral and faunal, and ensure ecological functions essential to the balance of ecosystems. The latter contribute to the nutritional, economic, social, and cultural progress, as well as the recreation, of human populations [<xref ref-type="bibr" rid="B1">1</xref>].</p>
      <p>Estuaries are transition zones between continental waters and marine waters. They have always been favorable places for the development of economic activity. They contribute <bold>33%</bold> of the economic value of marine systems [<xref ref-type="bibr" rid="B2">2</xref>]. They represent a growing scientific interest based on the variety of biotic and abiotic processes; they are also important for the richness of biological diversity on the one hand, and for the importance of socio-economic activities on the other.</p>
      <p>The economic value of all these services has been estimated at approximately <bold>30 trillion euros per year</bold> on average at the global scale [<xref ref-type="bibr" rid="B3">3</xref>].</p>
      <p>Plankton is defined as the set of pelagic organisms, both plant and animal, that float between two waters and are carried by currents and water masses [<xref ref-type="bibr" rid="B4">4</xref>]-[<xref ref-type="bibr" rid="B12">12</xref>].</p>
      <p>Photosynthesis thus makes it possible to recycle carbon into the biomass of primary producers, and then transfer it to consumers throughout the food chain [<xref ref-type="bibr" rid="B4">4</xref>][<xref ref-type="bibr" rid="B11">11</xref>][<xref ref-type="bibr" rid="B13">13</xref>]-[<xref ref-type="bibr" rid="B15">15</xref>]. Their movement capacities, linked to the presence of vibrating cilia, antennae, or swimming legs, do not allow them to resist currents (<ext-link ext-link-type="uri" xlink:href="http://atelierpeche.free.fr/3-Habitants/zooplancton.pdf">http://atelierpeche.free.fr/3-Habitants/zooplancton.pdf</ext-link>) [<xref ref-type="bibr" rid="B4">4</xref>][<xref ref-type="bibr" rid="B13">13</xref>][<xref ref-type="bibr" rid="B15">15</xref>]-[<xref ref-type="bibr" rid="B18">18</xref>].</p>
      <p>Plankton has existed on Earth since the very beginnings of life, nearly <bold>3.8 billion years ago</bold>, in the form of microscopic blue algae called cyanobacteria (<ext-link ext-link-type="uri" xlink:href="http://educatif.eau-et-rivieres.asso.fr/pdf/plancton-generalites.pdf">http://educatif.eau-et-rivieres.asso.fr/pdf/plancton-generalites.pdf</ext-link>).</p>
      <p>The importance of estuarine ecosystems for these marine species is also explained by the high abundance of zooplankton.</p>
      <p>Zooplankton (<xref ref-type="fig" rid="fig1">Figure 1</xref>) comprises a group of heterogeneous organisms, including more than <bold>7000</bold> marine species belonging to about fifteen (15) phyla [<xref ref-type="bibr" rid="B19">19</xref>].</p>
      <fig id="fig1">
        <label>Figure 1</label>
        <graphic xlink:href="https://html.scirp.org/file/1470728-rId17.jpeg?20261020030046" />
      </fig>
      <p>Figure 1. Classification of Zooplankton according to size classes. Source: Romagnan (2013).</p>
      <p>Zooplankton occupies an important place in marine ecosystems [<xref ref-type="bibr" rid="B19">19</xref>]-[<xref ref-type="bibr" rid="B21">21</xref>]. A modification in zooplankton communities will therefore have direct and indirect repercussions on the entire trophic network that depends on them [<xref ref-type="bibr" rid="B20">20</xref>].</p>
      <p>The diversity of the ocean’s hydrobiological conditions has been at the origin of the remarkable marine biodiversity [<xref ref-type="bibr" rid="B22">22</xref>][<xref ref-type="bibr" rid="B23">23</xref>]. Mangrove forests [<xref ref-type="bibr" rid="B24">24</xref>] constitute nursery areas for numerous fish species, shrimps, and plankton, as well as breeding and feeding grounds for certain mammals (dolphins and manatees) and many migratory or resident birds [<xref ref-type="bibr" rid="B24">24</xref>]. Marine and coastal ecosystems are the reservoir of resources that support economic and social maritime activities [<xref ref-type="bibr" rid="B25">25</xref>] and constitute a valuable source of food [<xref ref-type="bibr" rid="B26">26</xref>][<xref ref-type="bibr" rid="B27">27</xref>].</p>
      <p>The ocean harbors a community of plankton, composed of microscopic organisms that drift in the ocean according to the currents. It represents more than 95% of the marine biomass and includes a remarkable diversity: viruses, bacteria, microalgae, reproductive cells, fish larvae, and microcrustaceans [<xref ref-type="bibr" rid="B4">4</xref>][<xref ref-type="bibr" rid="B11">11</xref>][<xref ref-type="bibr" rid="B28">28</xref>].</p>
      <p>Plankton plays a major role in aquatic environments [<xref ref-type="bibr" rid="B29">29</xref>].</p>
      <p>Zooplankton also constitutes an important source of protein for fish fry [<xref ref-type="bibr" rid="B29">29</xref>]-[<xref ref-type="bibr" rid="B31">31</xref>].</p>
      <p>However, global marine biodiversity is currently under increasing pressure from anthropogenic factors such as pollution, overexploitation of fishery resources, climate warming, and the expansion of economic activities [<xref ref-type="bibr" rid="B1">1</xref>][<xref ref-type="bibr" rid="B23">23</xref>][<xref ref-type="bibr" rid="B25">25</xref>][<xref ref-type="bibr" rid="B28">28</xref>].</p>
      <p>In Africa, the continuous loss of biodiversity is driven by a set of anthropogenic factors [<xref ref-type="bibr" rid="B32">32</xref>][<xref ref-type="bibr" rid="B33">33</xref>]. According to [<xref ref-type="bibr" rid="B34">34</xref>] and [<xref ref-type="bibr" rid="B35">35</xref>], pollutants, which are contaminants, affect the most productive areas of the marine environment, including estuaries [<xref ref-type="bibr" rid="B36">36</xref>].</p>
      <p>Microplastics also harm plankton, which is the essential component of the marine habitat [<xref ref-type="bibr" rid="B37">37</xref>].</p>
      <p>Anthropogenic activities affecting the coastal and marine environment therefore have direct consequences on the living species inhabiting these environments. They modify their abundance, diversity, and distribution, as well as their feeding, development, and reproduction, in addition to the relationships among these species [<xref ref-type="bibr" rid="B28">28</xref>][<xref ref-type="bibr" rid="B38">38</xref>]. The climate changes observed at the global scale only exacerbate this problem [<xref ref-type="bibr" rid="B13">13</xref>][<xref ref-type="bibr" rid="B33">33</xref>].</p>
      <p>The Guinean continental shelf, with an area of approximately <bold>56,000 km</bold><bold><sup>2</sup></bold>, together with the adjacent waters, forms a unit characterized by a great diversity of fauna and flora, among which fishery resources are among the most abundant on the West African coast [<xref ref-type="bibr" rid="B39">39</xref>][<xref ref-type="bibr" rid="B40">40</xref>].</p>
      <p>However, this ecosystem is subjected to multiple severe natural and anthropogenic pressures [<xref ref-type="bibr" rid="B41">41</xref>]. The degradation of the coastal zone has intensified with the increase in the Guinean population, which rose from <bold>4.507 million</bold> in <bold>1980</bold> to <bold>12.609 million</bold> in <bold>2015</bold>, and is estimated to reach <bold>27.486 million</bold> by <bold>2050</bold> [<xref ref-type="bibr" rid="B41">41</xref>].</p>
      <p>Several studies have already attempted to highlight the ecological status of Guinean aquatic ecosystems based on the zooplankton compartment: [<xref ref-type="bibr" rid="B40">40</xref>]-[<xref ref-type="bibr" rid="B44">44</xref>].</p>
      <p>Our study has shown that anthropogenic activities have an impact on the spatio-temporal distribution of zooplankton in the Fatala River estuary. It indicates how the density and biomass of zooplankton vary in the Fatala River estuary over time and space in relation to environmental characteristics.</p>
      <p>We assessed the abundance and distribution of zooplankton organisms in the Fatala River estuary over time and space in relation to some abiotic parameters. To achieve this, we:</p>
      <p>Analyzed some physicochemical parameters (temperature, salinity, pH, dissolved oxygen, and turbidity) likely to have a major influence on the distribution of zooplankton in the Fatala River estuary. Determined the taxonomic composition and the spatio-temporal distribution of zooplankton. Evaluated the specific density of zooplankton. </p>
      <p>Estuaries (<xref ref-type="fig" rid="fig2">Figure 2</xref>) have been the subject of several studies [<xref ref-type="bibr" rid="B45">45</xref>]. According to [<xref ref-type="bibr" rid="B46">46</xref>]-[<xref ref-type="bibr" rid="B48">48</xref>], a sedimentary perspective was added to this definition. The definition proposed by [<xref ref-type="bibr" rid="B49">49</xref>] takes biological aspects into account. [<xref ref-type="bibr" rid="B50">50</xref>], by modifying the definition of [<xref ref-type="bibr" rid="B47">47</xref>], provided a definition that is certainly the most satisfactory from a hydrodynamic point of view. The properties and specific characteristics of estuarine systems have been studied by [<xref ref-type="bibr" rid="B2">2</xref>][<xref ref-type="bibr" rid="B45">45</xref>][<xref ref-type="bibr" rid="B51">51</xref>]-[<xref ref-type="bibr" rid="B55">55</xref>].</p>
      <fig id="fig2">
        <label>Figure 2</label>
        <graphic xlink:href="https://html.scirp.org/file/1470728-rId18.jpeg?20261020030046" />
      </fig>
      <p>Figure 2. Schematic Representation of an Estuary. Source: Deloffre <italic>et al</italic>. (2005).</p>
      <p>Marine organisms are divided into two major groups shown in <xref ref-type="fig" rid="fig3">Figure 3</xref>: the benthos and the pelagos [<xref ref-type="bibr" rid="B4">4</xref>][<xref ref-type="bibr" rid="B9">9</xref>]. In <xref ref-type="fig" rid="fig3">Figure 3</xref>, we have the pelagos, the benthos, the nekton, and the seston.</p>
      <fig id="fig3">
        <label>Figure 3</label>
        <graphic xlink:href="https://html.scirp.org/file/1470728-rId19.jpeg?20261020030046" />
      </fig>
      <p>Figure 3. Compartments of the different groups of living organisms in the water mass and the substrate. Source: Devreker <italic>et al.</italic> (2012).</p>
      <p>The works of [<xref ref-type="bibr" rid="B15">15</xref>][<xref ref-type="bibr" rid="B56">56</xref>][<xref ref-type="bibr" rid="B57">57</xref>] have shown the external morphology and the appendages of an adult female copepod. Those of [<xref ref-type="bibr" rid="B15">15</xref>][<xref ref-type="bibr" rid="B58">58</xref>]-[<xref ref-type="bibr" rid="B61">61</xref>] on the study of the general architecture of a copepod appendage, the characteristics of the life cycle of a copepod, and the general diagram of an euphausiid show the main morphological characteristics that are defined according to the Source: <ext-link ext-link-type="uri" xlink:href="http://www.obs-vlfr.fr/~gaspari/copepodes/cop_doc.htm">http://www.obs-vlfr.fr/~gaspari/copepodes/cop_doc.htm</ext-link>.</p>
      <sec id="sec1dot1">
        <title>1.1. Presentation of the Study Area</title>
        <p>The Prefecture of Boffa</p>
        <p>It is located in the west of the country on the Atlantic coast (<xref ref-type="fig" rid="fig4">Figure 4</xref>), in the natural region of Maritime Guinea. It is one of the ten prefectures that make up the administrative region of Boké. The Guinean coastal zone is characterized by the presence of an extensive continental shelf whose width is between <bold>120 and 200 km</bold> [<xref ref-type="bibr" rid="B62">62</xref>]. The slope of this shelf is very low offshore from the mouth of the Fatala River [<xref ref-type="bibr" rid="B63">63</xref>][<xref ref-type="bibr" rid="B64">64</xref>].</p>
        <fig id="fig4">
          <label>Figure 4</label>
          <graphic xlink:href="https://html.scirp.org/file/1470728-rId21.jpeg?20261020030046" />
        </fig>
        <p>Figure 4. Map of the Prefecture of Boffa. Source: Géomatic Laboratory, CERE-UGANC, 2026.</p>
      </sec>
      <sec id="sec1dot2">
        <title>1.2. Material and Methods</title>
        <p>1.2.1. Material</p>
        <p><bold>ϖ</bold><bold>Equipment for measuring abiotic parameters</bold></p>
        <p>The equipment used for the measurement of physicochemical parameters consists of: a mercury thermometer graduated in ˚C, a 70+ WATERPROOF conductivity meter, a 70+ WATERPROOF oxygen meter, a 70+ WATERPROOF pH meter, a Lovibond Model TB210 IR turbidimeter, a Secchi disk, and a GPS of the Germain brand.</p>
        <p><bold>ϖ</bold><bold>Equipment for the collection and processing of zooplankton samples</bold></p>
        <p>For the collection and processing of zooplankton samples, a 15 HP motorized boat and a 55-micron Hensen plankton net were used. We also used 5% formalin, polyethylene bottles, a GPS, and a 40 m long plumb line. A binocular optical microscope, a counting chamber, and pipettes were also used.</p>
        <p>1.2.2. Method</p>
        <p><bold>ϖ</bold><bold>Field exploration</bold></p>
        <p>To obtain information about the study area and understand its specific characteristics, a reconnaissance mission of the study area was carried out. This visit allowed us to observe field realities, take photographs, and choose the sampling stations for the samples.</p>
        <p>The choice of stations was made, on the one hand, by taking into account the distance between two stations and, on the other hand, by considering the movement of the water. Thus, the stations were placed in locations separated from each other by at least more than <bold>2 km</bold> on the one hand, and in locations that were as little disturbed as possible on the other hand.</p>
        <p><bold>Sampling</bold></p>
        <p>For data collection, sampling of water samples and the analysis of samples were carried out. Sampling was conducted aboard a <bold>15 HP motorized boat</bold> during three (3) missions at eight (8) fixed stations (<xref ref-type="fig" rid="fig5">Figure 5</xref>). Zooplankton samples were collected using a <bold>55-micron Hensen plankton net</bold> with an opening diameter of <bold>70 cm</bold>. To study the influence of tidal phenomena on the spatio-temporal distribution of zooplankton organisms, total sampling was carried out with a vertical haul from the bottom to the surface (bottom-surface) during the different tidal phases (<bold>high tide, intermediate phase or intermediate tide, and low tide</bold>).</p>
        <fig id="fig5">
          <label>Figure 5</label>
          <graphic xlink:href="https://html.scirp.org/file/1470728-rId21.jpeg?20261020030048" />
        </fig>
        <p>Figure 5. Map of the Sampling Area. Source: Géomatic Laboratory, CERE-UGANC, 2026.</p>
        <p>During each sampling campaign, one sample was collected at each station and during each tidal phase, giving <bold>3 samples per station</bold>, therefore <bold>24 samples per campaign</bold>. In total, for the three missions, <bold>72 samples</bold> were collected, then concentrated and fixed with <bold>5% formalin</bold> for laboratory analyses.</p>
        <p>Alongside the water sample collections, the geographical coordinates of the stations (<bold>Table 1</bold>) were recorded using a <bold>Germain brand GPS</bold>, and depth measurements were carried out using a <bold>40 m long plumb line</bold>.</p>
        <p>The geographical coordinates and depths of the sampling stations are recorded in <bold>Table 1</bold>:</p>
        <p>Table 1. Geographical coordinates and depths of the stations.</p>
        <table-wrap id="tbl1">
          <label>Table 1</label>
          <table>
            <tbody>
              <tr>
                <td>Stations</td>
                <td>Location</td>
                <td>Latitude</td>
                <td>Longitude</td>
                <td>Depth (m)</td>
              </tr>
              <tr>
                <td>S1</td>
                <td>Samansira</td>
                <td>10.22195˚</td>
                <td>−13.91125˚</td>
                <td>3.5</td>
              </tr>
              <tr>
                <td>S2</td>
                <td>Kamatambaya</td>
                <td>10.20687˚</td>
                <td>−13.95527˚</td>
                <td>8</td>
              </tr>
              <tr>
                <td>S3</td>
                <td>Baralandé</td>
                <td>10.20795˚</td>
                <td>−13.95519˚</td>
                <td>25</td>
              </tr>
              <tr>
                <td>S4</td>
                <td>Port de Boffa</td>
                <td>10.17358˚</td>
                <td>−14.02886˚</td>
                <td>7.5</td>
              </tr>
              <tr>
                <td>S5</td>
                <td>Bras_Motéba</td>
                <td>10.13768˚</td>
                <td>−14.08109˚</td>
                <td>4</td>
              </tr>
              <tr>
                <td>S6</td>
                <td>Dobiré</td>
                <td>10.07194˚</td>
                <td>−14.074118˚</td>
                <td>4.5</td>
              </tr>
              <tr>
                <td>S7</td>
                <td>Mouth 1</td>
                <td>10.05605˚</td>
                <td>−14.07255˚</td>
                <td>9</td>
              </tr>
              <tr>
                <td>S8</td>
                <td>Mouth 2</td>
                <td>10.050065˚</td>
                <td>−14.06911˚</td>
                <td>16</td>
              </tr>
            </tbody>
          </table>
        </table-wrap>
        <p><bold>Sample Analysis</bold></p>
        <p><bold>Biotic Parameter</bold></p>
        <p>The identification of zooplankton species, the calculation of density, and mass density were carried out in the laboratory.</p>
        <p><bold>Density Calculation</bold></p>
        <p>After homogenization of the sample by agitation, three sub-samples of <bold>1 ml</bold> each were collected and observed separately in the counting chamber under an optical microscope. Each individual encountered was identified and counted. The planktonology manuals: [<xref ref-type="bibr" rid="B65">65</xref>]-[<xref ref-type="bibr" rid="B68">68</xref>] were used for species identification.</p>
        <p>The study of certain zooplankton organisms requires a detailed examination of some body parts (cephalic region, post-abdominal region, thoracic appendages, etc.). In the laboratory, a careful dissection of some organisms was carried out, thus separating the parts to be observed in order to better see them under the microscope and/or binocular microscope.</p>
        <p>The zooplankton density of each tide is calculated from the arithmetic mean of the number of individuals encountered in the three sub-samples: this mean is multiplied by <bold>100</bold> to give the number of individuals of the tide. The density is expressed as the number of individuals per unit volume of water. Its formula is as follows:</p>
        <p><italic>D</italic> = (<italic>n</italic><italic><sub>i</sub></italic> × 100)/<italic>V</italic></p>
        <p>where:</p>
        <p><italic>V</italic> = <italic>H</italic>∙<italic>S</italic> with<italic>S</italic>= π<italic>R</italic><sup>2</sup></p>
        <p>Therefore:</p>
        <p><italic>V</italic> = π<italic>H</italic>(<italic>d</italic>/2)<sup>2</sup>, knowing that <italic>R</italic> = <italic>d</italic>/2.</p>
        <p><italic>D</italic> is the zooplankton density;</p>
        <p><italic>n</italic><italic><sub>i</sub></italic> is the number of individuals encountered;</p>
        <p><italic>V</italic> is the volume of water filtered;</p>
        <p><italic>H</italic> is the distance traveled by the net ;</p>
        <p><italic>S</italic> is the surface area of the net opening;</p>
        <p><italic>R</italic> is the radius of the net opening;</p>
        <p><italic>d</italic> is the diameter of the net opening.</p>
        <p><bold>Biomass Calculation</bold></p>
        <p>The tables of [<xref ref-type="bibr" rid="B69">69</xref>] were used for the determination of biomass according to the average individual weight of organisms. From these tables, the following formulas are derived:</p>
        <p><bold>For calanoids</bold>, the weight of the organism is: </p>
        <disp-formula id="FD1">
          <mml:math display="inline">
            <mml:mrow>
              <mml:mi>W</mml:mi>
              <mml:mo>=</mml:mo>
              <mml:mrow>
                <mml:mn>1</mml:mn>
                <mml:mo>/</mml:mo>
                <mml:mn>6</mml:mn>
              </mml:mrow>
              <mml:mi>π</mml:mi>
              <mml:mi>L</mml:mi>
              <mml:msup>
                <mml:mi>T</mml:mi>
                <mml:mn>2</mml:mn>
              </mml:msup>
              <mml:mo>+</mml:mo>
              <mml:mrow>
                <mml:mn>1</mml:mn>
                <mml:mo>/</mml:mo>
                <mml:mn>4</mml:mn>
              </mml:mrow>
              <mml:mi>π</mml:mi>
              <mml:mi>l</mml:mi>
              <mml:msup>
                <mml:mi>t</mml:mi>
                <mml:mn>2</mml:mn>
              </mml:msup>
            </mml:mrow>
          </mml:math>
        </disp-formula>
        <p><bold>For Harpacticoids</bold>, it is calculated as follows: </p>
        <disp-formula id="FD2">
          <mml:math display="inline">
            <mml:mrow>
              <mml:mi>W</mml:mi>
              <mml:mo>=</mml:mo>
              <mml:mrow>
                <mml:mn>1</mml:mn>
                <mml:mo>/</mml:mo>
                <mml:mn>4</mml:mn>
              </mml:mrow>
              <mml:mi>π</mml:mi>
              <mml:mi>L</mml:mi>
              <mml:mi>T</mml:mi>
              <mml:mo>+</mml:mo>
              <mml:mrow>
                <mml:mn>1</mml:mn>
                <mml:mo>/</mml:mo>
                <mml:mrow>
                  <mml:mn>12</mml:mn>
                </mml:mrow>
              </mml:mrow>
              <mml:mi>π</mml:mi>
              <mml:mi>l</mml:mi>
              <mml:mrow>
                <mml:mo>(</mml:mo>
                <mml:mrow>
                  <mml:msup>
                    <mml:mi>T</mml:mi>
                    <mml:mn>2</mml:mn>
                  </mml:msup>
                  <mml:mo>+</mml:mo>
                  <mml:mi>T</mml:mi>
                  <mml:mi>t</mml:mi>
                  <mml:mo>+</mml:mo>
                  <mml:msup>
                    <mml:mi>t</mml:mi>
                    <mml:mn>2</mml:mn>
                  </mml:msup>
                </mml:mrow>
                <mml:mo>)</mml:mo>
              </mml:mrow>
            </mml:mrow>
          </mml:math>
        </disp-formula>
        <p>where:</p>
        <p><italic>L</italic> and<italic>T</italic> represent respectively the length and width of the anterior body;</p>
        <p><italic>l</italic>and<italic>t</italic> are the length and width of the posterior body.</p>
        <p>The body length of zooplankton individuals was measured using a microscope equipped with a graduated eyepiece.</p>
      </sec>
    </sec>
    <sec id="sec2">
      <title>2. Statistical Processing Method</title>
      <sec id="sec2dot1">
        <title>2.1. Principal Component Analysis (PCA)</title>
        <p>The R software allowed us to perform Principal Component Analysis (PCA).</p>
      </sec>
      <sec id="sec2dot2">
        <title>2.2. Species Richness</title>
        <p>Species richness is the number of species counted in a sampling station. It measures the biodiversity of an entire ecosystem by indicating the number of species present in the environment. This richness can be expressed as total richness, that is to say, the total number of species present in a given station, or as average richness, that is to say, the average number of species present in the samples of a studied community [<xref ref-type="bibr" rid="B41">41</xref>].</p>
      </sec>
      <sec id="sec2dot3">
        <title>2.3. Species Diversity (Shannon Index)</title>
        <p>The Excel software was used to calculate the Shannon index, which is the most commonly used diversity index. It is also called the Shannon-Wiener index. It is defined by the following formula:</p>
        <disp-formula id="FD3">
          <mml:math display="inline">
            <mml:mrow>
              <mml:msup>
                <mml:mi>H</mml:mi>
                <mml:mo>′</mml:mo>
              </mml:msup>
              <mml:mo>=</mml:mo>
              <mml:mo>−</mml:mo>
              <mml:mstyle displaystyle="true">
                <mml:msubsup>
                  <mml:mo>∑</mml:mo>
                  <mml:mrow>
                    <mml:mi>i</mml:mi>
                    <mml:mo>=</mml:mo>
                    <mml:mn>1</mml:mn>
                  </mml:mrow>
                  <mml:mi>S</mml:mi>
                </mml:msubsup>
                <mml:mrow>
                  <mml:msub>
                    <mml:mi>P</mml:mi>
                    <mml:mi>i</mml:mi>
                  </mml:msub>
                  <mml:mo>⋅</mml:mo>
                  <mml:msub>
                    <mml:mrow>
                      <mml:mi>log</mml:mi>
                    </mml:mrow>
                    <mml:mn>2</mml:mn>
                  </mml:msub>
                  <mml:mrow>
                    <mml:mo>(</mml:mo>
                    <mml:mrow>
                      <mml:msub>
                        <mml:mi>P</mml:mi>
                        <mml:mi>i</mml:mi>
                      </mml:msub>
                    </mml:mrow>
                    <mml:mo>)</mml:mo>
                  </mml:mrow>
                </mml:mrow>
              </mml:mstyle>
            </mml:mrow>
          </mml:math>
        </disp-formula>
        <p>where:</p>
        <p><italic>H'</italic> corresponds to the Shannon index;</p>
        <p><italic>S</italic> is the number of species;</p>
        <p><italic>P</italic><italic><sub>i</sub></italic> is the relative frequency of the <italic>i</italic>th species: <italic>P</italic><italic><sub>i</sub></italic> = <italic>n</italic><italic><sub>i</sub></italic>/<italic>N</italic>, where <italic>n</italic><italic><sub>i</sub></italic> = the number of individuals counted for a given species present;</p>
        <p><italic>N</italic> = the total number of individuals counted, all species combined.</p>
        <p>The Shannon index makes it possible to express the species diversity of a studied community. Species diversity characterizes the more or less large number of species present in a community. If it is homogeneous (composed of a single and same species), then the index <italic>H'</italic> = 0. The more we have different species, the more its value increases logarithmically.</p>
      </sec>
    </sec>
    <sec id="sec3">
      <title>3. Results, Interpretation and Discussion</title>
      <sec id="sec3dot1">
        <title>3.1. Biotic Parameters</title>
        <p>3.1.1. Structure of the Zooplankton Community</p>
        <p>The study of the zooplankton community in the Fatala River estuary carried out during this study made it possible to determine 57 species (<bold>Table 2</bold>) distributed into 41 genera, 27 families, 17 orders, and 11 groups.</p>
        <p>This community is largely dominated by the Copepod groups represented by 21 species, 13 genera, 7 families, and 2 orders, which are the most numerous. They constitute 52% of the total number of identified species (<bold>Table 2</bold>). Among the 57 species counted, 52 species were identified and 5 species could not be identified because of their state of decomposition: <italic>Paracalanus</italic> sp., <italic>Penilia</italic> sp., <italic>Sagitta</italic> sp., <italic>Tomopteris</italic> sp., <italic>Phyllorhiza</italic> sp.</p>
        <p>The Copepod group represents 52%, followed by the Malacostraca (23%) and the Sagittoida (8%). Next come the Thaliacea (3%), followed by the Polychaeta (3%), the Scyphozoa (3%), and the Branchiopoda (3%). There are the Polycystina (1%), the Hydrozoa (1%), the Appendicularia (1%), and the Ostracoda (1%). These percentages are presented in <xref ref-type="fig" rid="fig6">Figure 6</xref>.</p>
        <p>3.1.2. Taxonomic Composition</p>
        <p>The main zooplankton species encountered in the Fatala River estuary are found in <bold>Table 2</bold>.</p>
        <fig id="fig6">
          <label>Figure 6</label>
          <graphic xlink:href="https://html.scirp.org/file/1470728-rId28.jpeg?20261020030053" />
        </fig>
        <p>Figure 6. Percentage of the different zooplankton groups.</p>
        <p>Table 2. List of the main zooplankton species encountered in the Fatala.</p>
        <table-wrap id="tbl2">
          <label>Table 2</label>
          <table>
            <tbody>
              <tr>
                <td>
                  <bold>Groupe</bold>
                </td>
                <td>
                  <bold>Ordre</bold>
                </td>
                <td>
                  <bold>Famille</bold>
                </td>
                <td>
                  <bold>Genres</bold>
                </td>
                <td>
                  <bold>Species</bold>
                </td>
                <td>
                  <bold>AR</bold>
                </td>
                <td>
                  <bold>AS</bold>
                </td>
              </tr>
              <tr>
                <td rowspan="21">Copépode</td>
                <td rowspan="19">Calanoida</td>
                <td rowspan="11">Paracalanidés</td>
                <td rowspan="7">Paracalanus</td>
                <td>
                  <italic>Paracalanus scotti</italic>
                  (Fruchtl, 1923)
                </td>
                <td>A</td>
                <td>SS; SP</td>
              </tr>
              <tr>
                <td>
                  <italic>Paracalanus denudatus</italic>
                  (Sewell, 1929)
                </td>
                <td>P</td>
                <td>SS; SP</td>
              </tr>
              <tr>
                <td>
                  <italic>Paracalanus nanus</italic>
                  (Sars G.O., 1925)
                </td>
                <td>A</td>
                <td>SS; SP</td>
              </tr>
              <tr>
                <td>
                  <italic>Paracalanus aculéatus</italic>
                  (Sars G.O., 1925)
                </td>
                <td>A</td>
                <td>SS; SP</td>
              </tr>
              <tr>
                <td>
                  <italic>Paracalanus parvus</italic>
                  (Sars G.O., 1925)
                </td>
                <td>P</td>
                <td>SS; SP</td>
              </tr>
              <tr>
                <td>
                  <italic>Paracalanus</italic>
                  sp.
                </td>
                <td>A</td>
                <td>SS; SP</td>
              </tr>
              <tr>
                <td>
                  <italic>Paracalanus crassirostris</italic>
                  (Dahl F., 1894)
                </td>
                <td>P</td>
                <td>SS; SP</td>
              </tr>
              <tr>
                <td>Calocalanus</td>
                <td>
                  <italic>Calocalanus pavo</italic>
                  (Dana, 1852)
                </td>
                <td>
                </td>
                <td>
                </td>
              </tr>
              <tr>
                <td>Pseudocalanus</td>
                <td>
                  <italic>Pseudocalanus elongatus</italic>
                  (Brady, 1865)
                </td>
                <td>A</td>
                <td>SS; SP</td>
              </tr>
              <tr>
                <td rowspan="2">Acrocalanus</td>
                <td>
                  <italic>Acrocalanus andersoni</italic>
                  (Bowman, 1958)
                </td>
                <td>A</td>
                <td>SS; SP</td>
              </tr>
              <tr>
                <td>
                  <italic>Acrocalanus longicornis</italic>
                  (Giesbrecht, 1888)
                </td>
                <td>P</td>
                <td>SP</td>
              </tr>
              <tr>
                <td>Clausocalanidés</td>
                <td>Clausocalanus</td>
                <td>
                  <italic>Clausocalanus furcatus</italic>
                  (Brady, 1883)
                </td>
                <td>R</td>
                <td>SP</td>
              </tr>
              <tr>
                <td rowspan="4">Calanidés</td>
                <td>Nannocalanus</td>
                <td>
                  <italic>Nannocalanus minor</italic>
                  (Claus, 1863)
                </td>
                <td>R</td>
                <td>SS; SP</td>
              </tr>
              <tr>
                <td>Calanus</td>
                <td>
                  <italic>Calanus carinatus</italic>
                  (Kroyer,1849)
                </td>
                <td>R</td>
                <td>SS; SP</td>
              </tr>
              <tr>
                <td>Calanoides</td>
                <td>
                  <italic>Calanoides carinatus</italic>
                  (Kroyer, 1849)
                </td>
                <td>R</td>
                <td>SS; SP</td>
              </tr>
              <tr>
                <td>Undinula</td>
                <td>
                  <italic>Undinula vulgaris</italic>
                  (Dana, 1849)
                </td>
                <td>A</td>
                <td>SP</td>
              </tr>
              <tr>
                <td>Spinocalanidés</td>
                <td>Spinocalanus</td>
                <td>
                  <italic>Spinocalanus abyssalis</italic>
                  (Giesbrecht, 1888)
                </td>
                <td>R</td>
                <td>SP</td>
              </tr>
              <tr>
                <td>Scolecitrichidés</td>
                <td>Scottocalanus</td>
                <td>
                  <italic>Scottocalanus helenae</italic>
                  (Lubbock, 1856)
                </td>
                <td>A</td>
                <td>SS; SP</td>
              </tr>
              <tr>
                <td>Aetideidés</td>
                <td>Aetideus</td>
                <td>
                  <italic>Aetideus armatus</italic>
                  (Boeck, 1872)
                </td>
                <td>A</td>
                <td>SS; SP</td>
              </tr>
              <tr>
                <td rowspan="2">cyclopoida</td>
                <td rowspan="2">Oncaeidés</td>
                <td rowspan="2">Oncaea</td>
                <td>
                  <italic>Oncaea media</italic>
                  (Giesbrecht, 1891)
                </td>
                <td>R</td>
                <td>SP</td>
              </tr>
              <tr>
                <td>
                  <italic>Onceaea venusta</italic>
                  (Philippi, 1843)
                </td>
                <td>P</td>
                <td>SP</td>
              </tr>
              <tr>
                <td rowspan="15">Malacostraca</td>
                <td rowspan="6">Mysida</td>
                <td rowspan="6">Mysidés</td>
                <td>Mysis</td>
                <td>
                  <italic>Mysis relicta</italic>
                  (Lovèn, 1862)
                </td>
                <td>R</td>
                <td>SP</td>
              </tr>
              <tr>
                <td>Boreomysis</td>
                <td>
                  <italic>Boreomysis microps</italic>
                  (O. Sars, 1883)
                </td>
                <td>P</td>
                <td>SS; SP</td>
              </tr>
              <tr>
                <td>Siriella</td>
                <td>
                  <italic>Siriella thrompsonii</italic>
                  (H.Milne Edwards, 1837)
                </td>
                <td>R</td>
                <td>SP</td>
              </tr>
              <tr>
                <td>Mysidella</td>
                <td>
                  <italic>Mysidella typhlops</italic>
                  (GO Sars, 1872)
                </td>
                <td>R</td>
                <td>SP</td>
              </tr>
              <tr>
                <td>Praunus</td>
                <td>
                  <italic>Praunus inermis</italic>
                  (Rathke, 1843)
                </td>
                <td>R</td>
                <td>SP</td>
              </tr>
              <tr>
                <td>Hemimysis</td>
                <td>
                  <italic>Hemimysis lamornae</italic>
                  (Couch, 1856)
                </td>
                <td>R</td>
                <td>SP</td>
              </tr>
              <tr>
                <td rowspan="3">Euphausiacés</td>
                <td rowspan="3">Euphausiidés</td>
                <td>Thysanoessa</td>
                <td>
                  <italic>Thysanoessa gregaria</italic>
                  (GO Sars, 1883)
                </td>
                <td>R</td>
                <td>SS; SP</td>
              </tr>
              <tr>
                <td rowspan="2">Euphausia</td>
                <td>
                  <italic>Euphausia krohnii</italic>
                  (Brandt, 1851)
                </td>
                <td>P</td>
                <td>SP</td>
              </tr>
              <tr>
                <td>
                  <italic>Euphausia brevis</italic>
                  (Hansen, 1905)
                </td>
                <td>P</td>
                <td>SS; SP</td>
              </tr>
              <tr>
                <td rowspan="5">Amphipodes</td>
                <td>Lestrigonidés</td>
                <td>Hyperioides</td>
                <td>
                  <italic>Hyperioides longipes</italic>
                  (Chevreux, 1900)
                </td>
                <td>R</td>
                <td>SP</td>
              </tr>
              <tr>
                <td>Lycaeidés</td>
                <td>Lycaea</td>
                <td>
                  <italic>Lycaea pulex</italic>
                  (Marion, 1874)
                </td>
                <td>A</td>
                <td>SS; SP</td>
              </tr>
              <tr>
                <td>Oxycephalidés</td>
                <td>Rhabdosoma</td>
                <td>
                  <italic>Rhabdosoma brevicandatum</italic>
                  (Stebbing, 1888)
                </td>
                <td>P</td>
                <td>SS; SP</td>
              </tr>
              <tr>
                <td>Phronimidés</td>
                <td>Phronima</td>
                <td>
                  <italic>Phronima sedentaria</italic>
                  (Forskål, 1775)
                </td>
                <td>R</td>
                <td>SP</td>
              </tr>
              <tr>
                <td>Hyperiidés</td>
                <td>Hyperoche</td>
                <td>
                  <italic>Hyperoche medusarum</italic>
                  (Kröyer, 1838)
                </td>
                <td>R</td>
                <td>SP</td>
              </tr>
              <tr>
                <td>Décapodes</td>
                <td>Luciferidés</td>
                <td>Lucifer</td>
                <td>
                  <italic>Lucifer faxoni</italic>
                  (Borradaile, 1915)
                </td>
                <td>A</td>
                <td>SS; SP</td>
              </tr>
              <tr>
                <td>Branchiopodes</td>
                <td>CTénopodes</td>
                <td>Sididés</td>
                <td>Penilia</td>
                <td>
                  <italic>Penilia</italic>
                  sp.
                </td>
                <td>A</td>
                <td>SS; SP</td>
              </tr>
              <tr>
                <td rowspan="10">sagittoides</td>
                <td rowspan="2">Phragmophora</td>
                <td rowspan="2">Eukrohniidés</td>
                <td>Eukrohnia</td>
                <td>
                  <italic>Eukrohnia hamata</italic>
                  (Möbius, 1875)
                </td>
                <td>P</td>
                <td>SS; SP</td>
              </tr>
              <tr>
                <td>Eukrohnia</td>
                <td>
                  <italic>Eukrohnia fowleri</italic>
                  (Rittet-Zahony, 1909)
                </td>
                <td>A</td>
                <td>SS; SP</td>
              </tr>
              <tr>
                <td rowspan="8">Aphragmophora</td>
                <td rowspan="8">Sagittidés</td>
                <td rowspan="8">Sagitta</td>
                <td>
                  <italic>Sagitta minima</italic>
                  (Grassi, 1881)
                </td>
                <td>P</td>
                <td>SP</td>
              </tr>
              <tr>
                <td>
                  <italic>Sagitta enflata</italic>
                  (Grassi, 1881)
                </td>
                <td>P</td>
                <td>SP</td>
              </tr>
              <tr>
                <td>
                  <italic>Sagitta serratodentata</italic>
                  (Krohn, 1853)
                </td>
                <td>P</td>
                <td>SS; SP</td>
              </tr>
              <tr>
                <td>
                  <italic>Sagitta friderici</italic>
                  (Ritter-Záhony, 1911)
                </td>
                <td>P</td>
                <td>SS; SP</td>
              </tr>
              <tr>
                <td>
                  <italic>Sagitta hexaptera</italic>
                  (Orbigny, 1836)
                </td>
                <td>P</td>
                <td>SS; SP</td>
              </tr>
              <tr>
                <td>
                  <italic>Sagitta planctonis</italic>
                  (Steinhaus, 1896)
                </td>
                <td>R</td>
                <td>SP</td>
              </tr>
              <tr>
                <td>
                  <italic>Sagitta macrocephala</italic>
                  (Fowler, 1904)
                </td>
                <td>P</td>
                <td>SP</td>
              </tr>
              <tr>
                <td>
                  <italic>Sagitta</italic>
                  sp.
                </td>
                <td>P</td>
                <td>SP</td>
              </tr>
              <tr>
                <td>Appendiculaires</td>
                <td>Copelata</td>
                <td>Oikopleuridés</td>
                <td>Oikopleura</td>
                <td>
                  <italic>Oikopleura dioica</italic>
                  (Fol, 1872)
                </td>
                <td>A</td>
                <td>SP</td>
              </tr>
              <tr>
                <td rowspan="4">Thaliacés</td>
                <td rowspan="3">Salpides</td>
                <td rowspan="3">Salpidés</td>
                <td>Thalia</td>
                <td>
                  <italic>Thalia democratica</italic>
                  (Forskal, 1775)
                </td>
                <td>P</td>
                <td>SP</td>
              </tr>
              <tr>
                <td rowspan="2">Salpa</td>
                <td>
                  <italic>Salpa democratica</italic>
                  (Forskal,1775)
                </td>
                <td>P</td>
                <td>SP</td>
              </tr>
              <tr>
                <td>
                  <italic>Salpa zonaria</italic>
                  (Pallas, 1774)
                </td>
                <td>R</td>
                <td>SS; SP</td>
              </tr>
              <tr>
                <td>Doliolides</td>
                <td>Doliolidés</td>
                <td>Doliolum</td>
                <td>
                  <italic>Doliolum denticulatum</italic>
                  (Gaimard, 1834)
                </td>
                <td>R</td>
                <td>SP</td>
              </tr>
              <tr>
                <td rowspan="2">Polychètes</td>
                <td rowspan="2">Phyllodocida</td>
                <td>Syllidés</td>
                <td>Myrianida</td>
                <td>
                  <italic>Myrianida fasciata</italic>
                  (Milne Edwards, 1845)
                </td>
                <td>P</td>
                <td>SP</td>
              </tr>
              <tr>
                <td>Tomopteridés</td>
                <td>Tomopteris</td>
                <td>
                  <italic>Tomopteris</italic>
                  sp.
                </td>
                <td>P</td>
                <td>SP</td>
              </tr>
              <tr>
                <td>Hydrozoaires</td>
                <td>Leptothecata</td>
                <td>Phialellidés</td>
                <td>Phialella</td>
                <td>
                  <italic>Phialella quadrata</italic>
                  (Forbes, 1848)
                </td>
                <td>R</td>
                <td>SP</td>
              </tr>
              <tr>
                <td>Scyphozoaires</td>
                <td>Rhizostomeae</td>
                <td>Mastigiidés</td>
                <td>Phyllorhiza</td>
                <td>
                  <italic>Phyllorhiza</italic>
                  sp.
                </td>
                <td>P</td>
                <td>SP</td>
              </tr>
              <tr>
                <td>Polycystines</td>
                <td>Spumellaria</td>
                <td>Actinommidés</td>
                <td>Acanthosphaera</td>
                <td>
                  <italic>Acanthosphaera actinota</italic>
                  (Haeckel, 1860)
                </td>
                <td>A</td>
                <td>SP</td>
              </tr>
              <tr>
                <td>Ostracodes</td>
                <td>Halocyprida</td>
                <td>Halocyprididés</td>
                <td>Conchoecia</td>
                <td>
                  <italic>Conchoecia elegans</italic>
                  (G.O. Sars, 1866)
                </td>
                <td>P</td>
                <td>SS; SP</td>
              </tr>
            </tbody>
          </table>
        </table-wrap>
        <p><bold>Legend:</bold> A = Abundant; P = Present; R = Rare; DS = Dry season; RS = Rainy season.</p>
        <p>3.1.3. Variation of Zooplankton Community Density</p>
        <p>Density is expressed as the number of individuals per volume of filtered water (ind/m<sup>3</sup>). The study showed that, in the Fatala River estuary, the density of the zooplankton community varies according to the months, the seasons, and the tides (<bold>Table 3</bold>). The total density is 68,419.67 ind/m<sup>3</sup>.</p>
        <p>Table 3. Relative frequency of the different zooplankton groups according to the seasons.</p>
        <table-wrap id="tbl3">
          <label>Table 3</label>
          <table>
            <tbody>
              <tr>
                <td>
                  <bold>Zooplan</bold>
                  <bold>kton</bold>
                  <bold>Groups of zooplankton</bold>
                </td>
                <td>
                  <bold>Dry Season</bold>
                </td>
                <td>
                  <bold>Intermediate Season</bold>
                </td>
                <td>
                  <bold>Rainy Season</bold>
                </td>
                <td>
                  <bold>Total</bold>
                </td>
                <td>
                  <bold>(%)</bold>
                </td>
              </tr>
              <tr>
                <td>Copépodes</td>
                <td>6214.37</td>
                <td>16501.24</td>
                <td>18347.66</td>
                <td>41063.26</td>
                <td>52%</td>
              </tr>
              <tr>
                <td>Malacostraca</td>
                <td>2747.73</td>
                <td>5645.78</td>
                <td>3626.94</td>
                <td>12020.45</td>
                <td>23%</td>
              </tr>
              <tr>
                <td>Sagittoides</td>
                <td>942.14</td>
                <td>4394.43</td>
                <td>1971.44</td>
                <td>7308.01</td>
                <td>8%</td>
              </tr>
              <tr>
                <td>Thaliacés</td>
                <td>320.29</td>
                <td>803.23</td>
                <td>655.33</td>
                <td>1778.85</td>
                <td>3%</td>
              </tr>
              <tr>
                <td>Polychètes</td>
                <td>394.58</td>
                <td>456.61</td>
                <td>709.49</td>
                <td>1560.68</td>
                <td>3%</td>
              </tr>
              <tr>
                <td>Scyphozoa</td>
                <td>403.94</td>
                <td>404.61</td>
                <td>593.95</td>
                <td>1402.50</td>
                <td>3%</td>
              </tr>
              <tr>
                <td>Branchiopodes</td>
                <td>362.12</td>
                <td>389.04</td>
                <td>131.79</td>
                <td>882.95</td>
                <td>3%</td>
              </tr>
              <tr>
                <td>Polycistina</td>
                <td>97.40</td>
                <td>85.78</td>
                <td>420.64</td>
                <td>603.82</td>
                <td>1%</td>
              </tr>
              <tr>
                <td>Hydrozoa</td>
                <td>64.94</td>
                <td>479.99</td>
                <td>180.54</td>
                <td>725.46</td>
                <td>1%</td>
              </tr>
              <tr>
                <td>Appendicularia</td>
                <td>278.46</td>
                <td>482.63</td>
                <td>115.54</td>
                <td>876.63</td>
                <td>2%</td>
              </tr>
              <tr>
                <td>Ostracodes</td>
                <td>64.94</td>
                <td>99.64</td>
                <td>32.50</td>
                <td>197.07</td>
                <td>1%</td>
              </tr>
              <tr>
                <td>
                  <bold>Total</bold>
                </td>
                <td>
                  <bold>11890</bold>
                  <bold>.</bold>
                  <bold>90</bold>
                </td>
                <td>
                  <bold>29742</bold>
                  <bold>.</bold>
                  <bold>96</bold>
                </td>
                <td>
                  <bold>26785</bold>
                  <bold>.</bold>
                  <bold>82</bold>
                </td>
                <td>
                  <bold>68419</bold>
                  <bold>.</bold>
                  <bold>67</bold>
                </td>
                <td>
                  <bold>100%</bold>
                </td>
              </tr>
            </tbody>
          </table>
        </table-wrap>
        <p>The variations in zooplankton density according to the seasons are recorded in <bold>Tables 4-6</bold> and <xref ref-type="fig" rid="fig7">Figure 7</xref>.</p>
        <p>Table 4. Variation in zooplankton density during the dry season.</p>
        <table-wrap id="tbl4">
          <label>Table 4</label>
          <table>
            <tbody>
              <tr>
                <td rowspan="2">
                  <bold>Zooplankton Fauna</bold>
                </td>
                <td colspan="2">
                  <bold>Dry Season</bold>
                </td>
                <td rowspan="2">
                  <bold>Total</bold>
                </td>
                <td rowspan="2">
                  <bold>Average Density (ind/m</bold>
                  <bold>
                    <sup>3</sup>
                  </bold>
                  <bold>)</bold>
                </td>
                <td rowspan="2">
                  <bold>%</bold>
                </td>
              </tr>
              <tr>
                <td>
                  <bold>March</bold>
                </td>
                <td>
                  <bold>April</bold>
                </td>
              </tr>
              <tr>
                <td>Copépodes</td>
                <td>3714.36</td>
                <td>2500.01</td>
                <td>6214.37</td>
                <td>3107.19</td>
                <td>51.43</td>
              </tr>
              <tr>
                <td>Malacostraca</td>
                <td>1708.77</td>
                <td>1038.97</td>
                <td>2747.74</td>
                <td>1373.87</td>
                <td>23.23</td>
              </tr>
              <tr>
                <td>Sagittoida</td>
                <td>520.06</td>
                <td>422.08</td>
                <td>942.14</td>
                <td>471.07</td>
                <td>7.75</td>
              </tr>
              <tr>
                <td>Thaliacea</td>
                <td>222.88</td>
                <td>97.41</td>
                <td>320.29</td>
                <td>160.15</td>
                <td>2.53</td>
              </tr>
              <tr>
                <td>Polychaeta</td>
                <td>297.18</td>
                <td>97.41</td>
                <td>394.59</td>
                <td>197.29</td>
                <td>3.07</td>
              </tr>
              <tr>
                <td>Scyphozoa</td>
                <td>371.47</td>
                <td>32.47</td>
                <td>403.94</td>
                <td>201.97</td>
                <td>3.31</td>
              </tr>
              <tr>
                <td>Branchiopoda</td>
                <td>297.18</td>
                <td>64.94</td>
                <td>362.12</td>
                <td>181.06</td>
                <td>2.52</td>
              </tr>
              <tr>
                <td>Polycystina</td>
                <td>0</td>
                <td>97.41</td>
                <td>97.41</td>
                <td>48.705</td>
                <td>2.03</td>
              </tr>
              <tr>
                <td>Hydrozoa</td>
                <td>0</td>
                <td>64.94</td>
                <td>64.94</td>
                <td>32.47</td>
                <td>1.27</td>
              </tr>
              <tr>
                <td>Appendicularia</td>
                <td>148.59</td>
                <td>129.87</td>
                <td>278.46</td>
                <td>139.23</td>
                <td>1.51</td>
              </tr>
              <tr>
                <td>Ostracode</td>
                <td>0</td>
                <td>64.94</td>
                <td>64.94</td>
                <td>32.47</td>
                <td>1.25</td>
              </tr>
              <tr>
                <td>
                  <bold>Total</bold>
                </td>
                <td>
                  <bold>7280</bold>
                  <bold>.</bold>
                  <bold>49</bold>
                </td>
                <td>
                  <bold>4610</bold>
                  <bold>.</bold>
                  <bold>45</bold>
                </td>
                <td>
                  <bold>11890</bold>
                  <bold>.</bold>
                  <bold>94</bold>
                </td>
                <td>
                  <bold>5945</bold>
                  <bold>.</bold>
                  <bold>475</bold>
                </td>
                <td>
                  <bold>100</bold>
                  <bold>.</bold>
                  <bold>00</bold>
                </td>
              </tr>
            </tbody>
          </table>
        </table-wrap>
        <p><bold>Table 4</bold> shows that, during the dry season, the highest value is observed in March (7280.49 ind/m<sup>3</sup>) and the lowest (4610.45 ind/m<sup>3</sup>) in April. [<xref ref-type="bibr" rid="B41">41</xref>], showed that the highest value of zooplankton density is observed in April in Tabounsou Bay. Copepods (51.43%), still predominant, are followed by Malacostraca, Sagittoidea, Scyphozoa, Polychaetes, Thaliaceans, Branchiopods, Polycystina, Appendicularians, Ostracods, and Hydrozoans during the dry season.</p>
        <p>During the intermediate season, the highest value (19,233.26 ind/m<sup>3</sup>) is observed in November and the lowest (10,509.69 ind/m<sup>3</sup>) in October (<bold>Table 5</bold>). The group with the highest value is the Copepods group, which has a mean density of 8250.62 ind/m<sup>3</sup> and represents 54.51% of the zooplankton organisms recorded during this season. They are followed successively by Malacostraca, Sagittoidea and Thaliaceans, Appendicularia, Hydrozoa, and Polychaetes.</p>
        <p>Table 5. Zooplankton density during the intermediate season.</p>
        <table-wrap id="tbl5">
          <label>Table 5</label>
          <table>
            <tbody>
              <tr>
                <td rowspan="2">
                  <bold>Zooplankton</bold>
                  <bold>Fauna</bold>
                </td>
                <td colspan="2">
                  <bold>Intermediate Season</bold>
                </td>
                <td rowspan="2">
                  <bold>Total</bold>
                </td>
                <td rowspan="2">
                  <bold>Average Density (ind/m</bold>
                  <bold>
                    <sup>3</sup>
                  </bold>
                  <bold>)</bold>
                </td>
                <td rowspan="2">
                  <bold>%</bold>
                </td>
              </tr>
              <tr>
                <td>
                  <bold>October</bold>
                </td>
                <td>
                  <bold>November</bold>
                </td>
              </tr>
              <tr>
                <td>Copépodes</td>
                <td>5909.94717</td>
                <td>10591.29305</td>
                <td>16501.2402</td>
                <td>8250.6201</td>
                <td>54.51</td>
              </tr>
              <tr>
                <td>Malacostraca</td>
                <td>2266.96119</td>
                <td>3378.817414</td>
                <td>5645.7786</td>
                <td>2822.8893</td>
                <td>18.53</td>
              </tr>
              <tr>
                <td>Branchiopodes</td>
                <td>194.11</td>
                <td>194.93</td>
                <td>389.04</td>
                <td>194.52</td>
                <td>1.07</td>
              </tr>
              <tr>
                <td>Sagittoida</td>
                <td>1015.61306</td>
                <td>3378.817414</td>
                <td>4394.43047</td>
                <td>2197.2152</td>
                <td>15.03</td>
              </tr>
              <tr>
                <td>Appendicularia</td>
                <td>287.69636</td>
                <td>194.93</td>
                <td>482.62636</td>
                <td>241.3132</td>
                <td>2.13</td>
              </tr>
              <tr>
                <td>Thaliacea</td>
                <td>478.340547</td>
                <td>324.8862898</td>
                <td>803.226837</td>
                <td>401.6134</td>
                <td>2.69</td>
              </tr>
              <tr>
                <td>Polychaeta</td>
                <td>131.720097</td>
                <td>324.8862898</td>
                <td>456.606387</td>
                <td>228.3032</td>
                <td>1.83</td>
              </tr>
              <tr>
                <td>Hydrozoa</td>
                <td>90.122759</td>
                <td>389.8635478</td>
                <td>479.986307</td>
                <td>239.9932</td>
                <td>2.05</td>
              </tr>
              <tr>
                <td>Scyphozoa</td>
                <td>79.72342</td>
                <td>324.8862898</td>
                <td>404.609714</td>
                <td>202.3049</td>
                <td>1.25</td>
              </tr>
              <tr>
                <td>Polycystina</td>
                <td>20.7986688</td>
                <td>64.97725796</td>
                <td>85.7759268</td>
                <td>42.8879</td>
                <td>0.42</td>
              </tr>
              <tr>
                <td>Ostracode</td>
                <td>34.66204506</td>
                <td>64.97725796</td>
                <td>99.639303</td>
                <td>49.8197</td>
                <td>0.49</td>
              </tr>
              <tr>
                <td>Total</td>
                <td>10509.6953</td>
                <td>19233.2648</td>
                <td>29742.9601</td>
                <td>14871.4801</td>
                <td>100.00</td>
              </tr>
            </tbody>
          </table>
        </table-wrap>
        <p>Table 6. Zooplankton density during the rainy season.</p>
        <table-wrap id="tbl6">
          <label>Table 6</label>
          <table>
            <tbody>
              <tr>
                <td rowspan="2">
                  <bold>Zooplankton</bold>
                  <bold>Fauna</bold>
                </td>
                <td colspan="2">
                  <bold>Rainy Season</bold>
                </td>
                <td rowspan="2">
                  <bold>Total</bold>
                </td>
                <td rowspan="2">
                  <bold>Average Density</bold>
                  <bold>(ind/m</bold>
                  <bold>
                    <sup>3</sup>
                  </bold>
                  <bold>)</bold>
                </td>
                <td rowspan="2">
                  <bold>%</bold>
                </td>
              </tr>
              <tr>
                <td>
                  <bold>July</bold>
                </td>
                <td>
                  <bold>August</bold>
                </td>
              </tr>
              <tr>
                <td>Copépodes</td>
                <td>10167.53322</td>
                <td>8180.12623</td>
                <td>18347.6594</td>
                <td>9173.8297</td>
                <td>67.56</td>
              </tr>
              <tr>
                <td>Malacostraca</td>
                <td>1617.562103</td>
                <td>2009.37351</td>
                <td>3626.93561</td>
                <td>1813.4678</td>
                <td>13.71</td>
              </tr>
              <tr>
                <td>Branchiopoda</td>
                <td>57.77</td>
                <td>74.02</td>
                <td>131.79</td>
                <td>65.895</td>
                <td>0.43</td>
              </tr>
              <tr>
                <td>Sagittoida</td>
                <td>924.3212016</td>
                <td>1047.11781</td>
                <td>1971.43902</td>
                <td>985.7195</td>
                <td>7.07</td>
              </tr>
              <tr>
                <td>Appendicularia</td>
                <td>57.77</td>
                <td>57.77</td>
                <td>115.54</td>
                <td>57.77</td>
                <td>0.25</td>
              </tr>
              <tr>
                <td>Thaliacea</td>
                <td>404.3905257</td>
                <td>250.944044</td>
                <td>655.33457</td>
                <td>327.6673</td>
                <td>1.66</td>
              </tr>
              <tr>
                <td>Polychaeta</td>
                <td>404.3905257</td>
                <td>305099969</td>
                <td>709.490495</td>
                <td>354.7453</td>
                <td>3.09</td>
              </tr>
              <tr>
                <td>Hydrozoa</td>
                <td>0</td>
                <td>180.538525</td>
                <td>180.538525</td>
                <td>90.2693</td>
                <td>2.07</td>
              </tr>
              <tr>
                <td>Scyphozoa</td>
                <td>346.6204506</td>
                <td>247.329894</td>
                <td>593.950345</td>
                <td>296.9752</td>
                <td>1.97</td>
              </tr>
              <tr>
                <td>Polycystina</td>
                <td>288.8503755</td>
                <td>131.789744</td>
                <td>420.640119</td>
                <td>210.3201</td>
                <td>1.72</td>
              </tr>
              <tr>
                <td>Ostracode</td>
                <td>0</td>
                <td>32.49918752</td>
                <td>32.4991875</td>
                <td>16.2496</td>
                <td>0.47</td>
              </tr>
              <tr>
                <td>
                  <bold>Total</bold>
                </td>
                <td>
                  <bold>14269</bold>
                  <bold>.</bold>
                  <bold>2084</bold>
                </td>
                <td>
                  <bold>12516</bold>
                  <bold>.</bold>
                  <bold>6089</bold>
                </td>
                <td>
                  <bold>26785</bold>
                  <bold>.</bold>
                  <bold>8173</bold>
                </td>
                <td>
                  <bold>13392</bold>
                  <bold>.</bold>
                  <bold>9088</bold>
                </td>
                <td>
                  <bold>100</bold>
                  <bold>.</bold>
                  <bold>00</bold>
                </td>
              </tr>
            </tbody>
          </table>
        </table-wrap>
        <p>The analysis of <bold>Tables 4-6</bold> shows that copepods are characterized by their high numbers, with very unequal seasonal mean densities: 3107.19 ind/m<sup>3</sup>, <italic>i</italic>.<italic>e</italic>., 51.43% during the dry season, 8250.62 ind/m<sup>3</sup>, <italic>i</italic>.<italic>e</italic>., 54.51% during the intermediate season, and 9173.83 ind/m<sup>3</sup>, <italic>i</italic>.<italic>e</italic>., 67.56% during the rainy season. These results confirm those of [<xref ref-type="bibr" rid="B41">41</xref>][<xref ref-type="bibr" rid="B43">43</xref>][<xref ref-type="bibr" rid="B70">70</xref>]. After the copepods come successively the Malacostraca (13.71%), the Sagittoidea (7.07%), and the Polychaetes (3.09%). Hydrozoa and Ostracods were recorded only in August. They represent 2.07% and 0.47% of the total density, respectively. Appendicularia, with a mean density of 57.77 ind/m<sup>3</sup>, represent 0.25%. They represent the lowest mean density during this season. During the rainy season, the month of July recorded the maximum value (14,269.21 ind/m<sup>3</sup>), and the minimum value (12,516.61 ind/m<sup>3</sup>) was observed in August. In the Mellakoré estuary, along the Conakry-Benty axis, [<xref ref-type="bibr" rid="B43">43</xref>] found, in the area of highest concentration, the maximum density (140,000 ind/m<sup>3</sup>) in July.</p>
        <p><xref ref-type="fig" rid="fig7">Figure 7</xref> shows that the total density of zooplankton organisms is higher during the intermediate season than during the rainy season and the dry season, with 29,742.96, 26,785.82, and 11,890.94 ind/m<sup>3</sup>, respectively.</p>
        <fig id="fig7">
          <label>Figure 7</label>
          <graphic xlink:href="https://html.scirp.org/file/1470728-rId29.jpeg?20261020030054" />
        </fig>
        <p>Figure 7. Total zooplankton density according to the seasons.</p>
        <p>The increase in zooplankton density during the intermediate season (October-November) in an estuary can be explained by the improvement of ecological conditions after the rainy season. Indeed, heavy rainfall brings many nutrients into the estuary through runoff, but high turbidity and floods can disrupt the development of zooplankton. When rainfall decreases, these nutrients remain available in the water and promote the proliferation of phytoplankton, the main food source of zooplankton. Furthermore, the progressive stabilization of physicochemical parameters (salinity, temperature, turbidity) and the balanced mixing of freshwater and marine waters create favorable conditions for the reproduction and development of zooplankton organisms. These results differ from those of [<xref ref-type="bibr" rid="B44">44</xref>], who observed a maximum zooplankton density during the rainy season, followed by the intermediate season and finally the dry season.</p>
        <p>The density of zooplankton in the Fatala River estuary by station is presented in <xref ref-type="fig" rid="fig8">Figure 8</xref>.</p>
        <fig id="fig8">
          <label>Figure 8</label>
          <graphic xlink:href="https://html.scirp.org/file/1470728-rId30.jpeg?20261020030053" />
        </fig>
        <p>Figure 8. Zooplankton density by station.</p>
        <p><xref ref-type="fig" rid="fig8">Figure 8</xref> shows that zooplankton density differs from one station to another and from upstream to downstream. It is lower upstream (at stations 1, 2, and 3) than downstream.</p>
        <p>This situation could be related to the excessive cutting of mangrove wood by woodcutters, as well as agricultural and mining activities that contribute to the degradation of this ecosystem. Mangrove forests, which have a dense and intertwined root system serving as ecological niches for various species, are increasingly degraded upstream. The excessive destruction of mangroves dangerously compromises their role in protecting the coasts against waves and wind-induced erosion. Their role is to preserve biological diversity, provide spawning grounds, and supply nutrients for many species of fish and crustaceans [<xref ref-type="bibr" rid="B71">71</xref>].</p>
        <p>The lowest zooplankton density (2329.44 ind/m<sup>3</sup>) was obtained at station 3 (<xref ref-type="fig" rid="fig8">Figure 8</xref>). This seems to be related to the fact that the pH of the water at this station is pH = 6.3. This slight acidity of the water could be attributed to pollution caused by agricultural activities (which are more intense at station 3), mining activities, and port activities. The highest zooplankton density (19,233.26 ind/m<sup>3</sup>) was recorded at station 5, located downstream. This high abundance could be explained by the low anthropogenic activity, particularly mining, agricultural, and port activities, in this part of the estuary. Similar results were observed by [<xref ref-type="bibr" rid="B71">71</xref>] and [<xref ref-type="bibr" rid="B44">44</xref>]. However, the lowest zooplankton density downstream was observed at station 8. This situation could be related to the high water turbidity recorded at this station (31.7 NTU). Indeed, high turbidity reduces light penetration into the water column, which limits the photosynthetic activity of phytoplankton. However, phytoplankton constitutes the main food source for zooplankton; therefore, a decrease in its production can lead to a reduction in zooplankton density.</p>
        <p>3.1.4. Biomass of the Zooplankton Community</p>
        <p>The mass density, the total mass of zooplankton organisms living in a given place, is expressed in mg/m<sup>3</sup>. During this study, the biomass of zooplankton organisms varied according to the seasons.</p>
        <p><xref ref-type="fig" rid="fig9">Figure 9</xref> indicates the variation of zooplankton biomass in the Fatala River estuary.</p>
        <fig id="fig9">
          <label>Figure 9</label>
          <graphic xlink:href="https://html.scirp.org/file/1470728-rId31.jpeg?20261020030054" />
        </fig>
        <p>Figure 9. Zooplankton mass density according to the seasons.</p>
        <p><xref ref-type="fig" rid="fig9">Figure 9</xref> shows that the zooplankton biomass in the Fatala River estuary varies according to the seasons. The minimum value (50.129 mg/m<sup>3</sup>) was recorded during the dry season and the maximum value (114.894 mg/m<sup>3</sup>) was observed during the intermediate season. This is related to several ecological and physicochemical factors favorable to their development during this period. During the intermediate season:</p>
        <p>Temperatures are moderate, which promotes biological growth (photosynthesis, reproduction);Water masses may present moderate stratification; they allow good circulation of nutrients while maintaining favorable areas for zooplankton development.</p>
        <p>This intermediate season benefits from sufficient sunshine without being extreme (<ext-link ext-link-type="uri" xlink:href="https://fr.weatherspark.com">https://fr.weatherspark.com</ext-link>). During the rainy season, heavy rainfall dilutes nutrients and disrupts aquatic communities. During the dry season, evaporation increases salinity, temperature rises, and nutrients are often limited, which can slow down primary production. The intermediate season therefore seems to represent a balance between these two extremes. Many zooplankton species have reproduction cycles synchronized with the intermediate seasons, where conditions appear optimal for the survival of juveniles.</p>
        <p>3.1.5. Distribution of Some Main Zooplankton Species</p>
        <p><bold>ϖ</bold><bold>Pseudocalanus elongatus</bold></p>
        <p>Pseudocalanus elongatus (Brady, 1865), a copepod of the order Calanoida, was recorded in all stations during all sampling campaigns. Its constant presence seems to indicate its good adaptation to local environmental conditions. Stations 1 and 2 recorded the highest densities, 148.59 ind/m<sup>3</sup> and 129.87 ind/m<sup>3</sup>, respectively.</p>
        <p><bold>ϖ</bold><bold>Acrocalanus andersoni</bold></p>
        <p>Acrocalanus andersoni (Browman, 1958) is a copepod species of the order Calanoida, family Paracalanidae. This species is abundant at the mouth of the estuary during all seasons. It presents a high density of 3292.89 ind/m<sup>3</sup> at station 6.</p>
        <p><bold>ϖ</bold><bold>Aetideus armatus</bold></p>
        <p>Aetideus armatus (Boeck, 1872) is a copepod species of the family Aetideidae. This species is abundant at the mouth of the estuary during all seasons and absent upstream at stations 1, 2, and 3. It presents a high density of 584.79 ind/m<sup>3</sup> at station 5.</p>
      </sec>
      <sec id="sec3dot2">
        <title>3.2. Statistical Study</title>
        <p>3.2.1. Principal Component Analysis (PCA)</p>
        <p>The Principal Component Analysis carried out on the zooplankton data (<xref ref-type="fig" rid="fig10">Figure 10</xref>) highlights the distribution of species according to the sampling stations.</p>
        <p>The F1 axis seems to oppose the stations located on the right side of the factorial plane (stations 1, 2, 4, and 6) to those located on the left side (stations 3, 5, 7, and 8). The stations located on the right are associated with several species such as Paracalanus parvus, Acrocalanus andersoni, Oikopleura dioica, and Oncaea media. This distribution suggests that these stations could present environmental conditions favorable to the development of these species, particularly in terms of salinity, food availability, or hydrological stability.</p>
        <fig id="fig10">
          <label>Figure 10</label>
          <graphic xlink:href="https://html.scirp.org/file/1470728-rId33.jpeg?20261020030055" />
        </fig>
        <p>Figure 10. PCA of the variables.</p>
        <p>Conversely, the stations located on the left side of the F1 axis (stations 3, 5, 7, and 8) are associated with species such as Sagitta planktonis, Sagitta macrocephala, Euphausia brevis, or Paracalanus aculeatus. This distribution could reflect different environmental conditions, possibly related to higher turbidity, continental inputs, or the influence of anthropogenic activities.</p>
        <p>The F2 axis, meanwhile, makes it possible to distinguish the stations located in the upper part of the graph (stations 3 and 4) from those located in the lower part (stations 6, 7, and 8). The upper stations are associated with species such as Paracalanus nanus or Boreomysis microps, whereas those in the lower part are linked to species such as Paracalanus aculeatus, Tomopteris sp., or Salpa zonaria. This organization could reflect an ecological gradient related to certain environmental parameters, such as turbidity, salinity, or trophic availability.</p>
        <p>3.2.2. Species Richness</p>
        <p>Species richness is the total number of species present in the community. The species richness (<italic>S</italic>) of zooplankton is represented in <xref ref-type="fig" rid="fig11">Figure 11</xref>. This figure shows that station 5 is the richest in zooplankton species (<italic>S</italic> = 28). It is followed by station 6 with a species richness (<italic>S</italic> = 21), then by station 7 (<italic>S</italic> = 13). Station 3 (<italic>S</italic> = 3) has the lowest species richness.</p>
        <fig id="fig11">
          <label>Figure 11</label>
          <graphic xlink:href="https://html.scirp.org/file/1470728-rId34.jpeg?20261020030056" />
        </fig>
        <p>Figure 11. Zooplankton species richness by station.</p>
        <p>3.2.3. Shannon Index</p>
        <p>The Shannon index of the zooplankton groups is represented in <xref ref-type="fig" rid="fig12">Figure 12</xref>. The analysis of this figure shows that in the Fatala River estuary, the Copepods (<italic>H'</italic> = 0.6) are the most diversified. They are followed by Malacostraca (<italic>H'</italic> = 0.18), then Sagittoidea (<italic>H</italic><italic>'</italic> = 0.11). The Branchiopods, Appendicularians, Hydrozoa, Polycystina, and Ostracods (<italic>H'</italic> = 0.01) are the least diversified.</p>
        <fig id="fig12">
          <label>Figure 12</label>
          <graphic xlink:href="https://html.scirp.org/file/1470728-rId35.jpeg?20261020030057" />
        </fig>
        <p>Figure 12. Shannon index of zooplankton groups.</p>
        <p><xref ref-type="fig" rid="fig13">Figure 13</xref> shows the Shannon Index of the main zooplankton species in the study area.</p>
        <p><xref ref-type="fig" rid="fig13">Figure 13</xref> shows that in the Fatala River estuary, the species Acrocalanus andersoni with the Shannon index (<italic>H'</italic> = 0.29) is the most diversified in the copepod zooplankton group. It is followed by Paracalanus nanus (<italic>H'</italic> = 0.23) and Lycaea pulex (<italic>H'</italic> = 0.22). Several species encountered have low specific diversity with H’ = 0.01. These include, among others: Doliolum denticulatum, Salpa zonaria, and Hyperioides longipes.</p>
        <fig id="fig13">
          <label>Figure 13</label>
          <graphic xlink:href="https://html.scirp.org/file/1470728-rId36.jpeg?20261020030057" />
        </fig>
        <p>Figure 13. Shannon index of the main zooplankton species in the study area.</p>
      </sec>
    </sec>
    <sec id="sec4">
      <title>4. Conclusions and Perspectives</title>
      <p>The results of this study reveal that the pH of 6.3 slightly exceeds the quality standards established by the WHO in certain stations.</p>
      <p>The study shows that zooplankton density increases progressively from upstream to downstream and reaches its maximum during the intermediate season, especially in October. This seasonal variation is closely related to environmental and ecological factors (water quality, resource availability, and the stability of physical conditions).</p>
      <p>Within the holoplankton group, copepods appear as the most dominant group, representing 52% of the total density, followed by Malacostraca (23%) and Sagittoidea (8%). These three groups also present the greatest diversity. The most constant species observed are Acrocalanus andersoni, Paracalanus nanus, and Lycaea pulex.</p>
      <p>Zooplankton mass density also varies according to the seasons, with a minimum value of 50.129 mg/m<sup>3</sup> recorded during the dry season and a maximum value of 114.894 mg/m<sup>3</sup> observed during the intermediate season.</p>
      <p>In perspective, we will focus on the other links of the aquatic food chain.</p>
    </sec>
    <sec id="sec5">
      <title>Author Contributions</title>
      <p>Sylla and Diakité: Conducting sampling and collecting samples. Sylla: Data analysis and processing, interpretation and discussion of the results. Guissé, Sow, Konaté and Diakité: Supervision of laboratory analysis. Sylla, Diakité and Bérété: Contributed to the writing of the scientific article. Keita and Bouya: Overall supervision of the research work.</p>
    </sec>
    <sec id="sec6">
      <title>Websites</title>
      <p><ext-link ext-link-type="uri" xlink:href="http://www.obs-vlfr.fr/~gaspari/copepodes/cop_doc.htm">http://www.obs-vlfr.fr/~gaspari/copepodes/cop_doc.htm</ext-link>. Accessed on 11/03/2024.</p>
      <p><ext-link ext-link-type="uri" xlink:href="http://www.plancton-du-monde.org/module-formation/phyto_02.html">http://www.plancton-du-monde.org/module-formation/phyto_02.html</ext-link>. Accessed on 07/04/2024.</p>
      <p><ext-link ext-link-type="uri" xlink:href="http://educatif.eau-et-rivieres.asso.fr/pdf/plancton-generalites.pdf">http://educatif.eau-et-rivieres.asso.fr/pdf/plancton-generalites.pdf</ext-link>. Accessed on 05/07/2024.</p>
      <p><ext-link ext-link-type="uri" xlink:href="http://atelierpeche.free.fr/3-Habitants/zooplancton.pdf">http://atelierpeche.free.fr/3-Habitants/zooplancton.pdf</ext-link>. Accessed on 09/03/25.</p>
    </sec>
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