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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.2024.1410769</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>Gut microbiota of captive common bottlenose dolphins <italic>Tursiops truncatus gilli</italic>: influence of age, sex, birthplace, and contacts with dolphinarium visitors</article-title>
</title-group>
<contrib-group>
<contrib contrib-type="author" corresp="yes">
<name>
<surname>Popov</surname>
<given-names>Igor V.</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<xref ref-type="aff" rid="aff2">
<sup>2</sup>
</xref>
<xref ref-type="aff" rid="aff3">
<sup>3</sup>
</xref>
<xref ref-type="author-notes" rid="fn001">
<sup>*</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/2704569"/>
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<role content-type="https://credit.niso.org/contributor-roles/visualization/"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Suvorova</surname>
<given-names>Irina V.</given-names>
</name>
<xref ref-type="aff" rid="aff4">
<sup>4</sup>
</xref>
<role content-type="https://credit.niso.org/contributor-roles/investigation/"/>
<role content-type="https://credit.niso.org/contributor-roles/methodology/"/>
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</contrib>
<contrib contrib-type="author">
<name>
<surname>Krikunova</surname>
<given-names>Anastasya A.</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<role content-type="https://credit.niso.org/contributor-roles/investigation/"/>
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</contrib>
<contrib contrib-type="author">
<name>
<surname>Chebotareva</surname>
<given-names>Iuliia P.</given-names>
</name>
<xref ref-type="aff" rid="aff5">
<sup>5</sup>
</xref>
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</contrib>
<contrib contrib-type="author">
<name>
<surname>Tikhmeneva</surname>
<given-names>Iuliia A.</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<role content-type="https://credit.niso.org/contributor-roles/software/"/>
<role content-type="https://credit.niso.org/contributor-roles/writing-original-draft/"/>
</contrib>
<contrib contrib-type="author" equal-contrib="yes">
<name>
<surname>Venema</surname>
<given-names>Koen</given-names>
</name>
<xref ref-type="aff" rid="aff2">
<sup>2</sup>
</xref>
<xref ref-type="author-notes" rid="fn003">
<sup>&#x2020;</sup>
</xref>
<xref ref-type="author-notes" rid="fn004">
<sup>&#x2021;</sup>
</xref>
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</contrib>
<contrib contrib-type="author" equal-contrib="yes">
<name>
<surname>Ermakov</surname>
<given-names>Alexey M.</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<xref ref-type="author-notes" rid="fn004">
<sup>&#x2021;</sup>
</xref>
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<aff id="aff1">
<sup>1</sup>
<institution>Faculty of Bioengineering and Veterinary Medicine, Don State Technical University</institution>, <addr-line>Rostov-on-Don</addr-line>, <country>Russia</country>
</aff>
<aff id="aff2">
<sup>2</sup>
<institution>Centre for Healthy Eating &amp; Food Innovation (HEFI), Maastricht University&#x2014;Campus Venlo</institution>, <addr-line>Venlo</addr-line>, <country>Netherlands</country>
</aff>
<aff id="aff3">
<sup>3</sup>
<institution>Division of Immunobiology and Biomedicine, Center of Genetics and Life Sciences, Sirius University of Science and Technology, Federal Territory Sirius</institution>, <addr-line>Sochi</addr-line>, <country>Russia</country>
</aff>
<aff id="aff4">
<sup>4</sup>
<institution>Center for Oceanography and Marine Biology &#x201c;Moskvarium&#x201d;</institution>, <addr-line>Moscow</addr-line>, <country>Russia</country>
</aff>
<aff id="aff5">
<sup>5</sup>
<institution>Division of Nanobiomedicine, Center of Genetics and Life Sciences, Sirius University of Science and Technology, Federal Territory Sirius</institution>, <addr-line>Sochi</addr-line>, <country>Russia</country>
</aff>
<author-notes>
<fn fn-type="edited-by">
<p>Edited by: Lifeng Zhu, Nanjing University of Chinese Medicine, China</p>
</fn>
<fn fn-type="edited-by">
<p>Reviewed by: Xiaoling Wan, Chinese Academy of Sciences (CAS), China</p>
<p>Shijie Bai, Chinese Academy of Sciences (CAS), China</p>
</fn>
<fn fn-type="corresp" id="fn001">
<p>*Correspondence: Igor V. Popov, <email xlink:href="mailto:i.popov@maastrichtuniversity.nl">i.popov@maastrichtuniversity.nl</email>
</p>
</fn>
<fn fn-type="present-address" id="fn003">
<p>&#x2020;Present address: Koen Venema, Wageningen Food and Biobased Research, Wageningen University &amp; Research, Wageningen, Netherlands</p>
</fn>
<fn fn-type="equal" id="fn004">
<p>&#x2021;These authors have contributed equally to this work</p>
</fn>
</author-notes>
<pub-date pub-type="epub">
<day>27</day>
<month>06</month>
<year>2024</year>
</pub-date>
<pub-date pub-type="collection">
<year>2024</year>
</pub-date>
<volume>11</volume>
<elocation-id>1410769</elocation-id>
<history>
<date date-type="received">
<day>01</day>
<month>04</month>
<year>2024</year>
</date>
<date date-type="accepted">
<day>10</day>
<month>06</month>
<year>2024</year>
</date>
</history>
<permissions>
<copyright-statement>Copyright &#xa9; 2024 Popov, Suvorova, Krikunova, Chebotareva, Tikhmeneva, Venema and Ermakov</copyright-statement>
<copyright-year>2024</copyright-year>
<copyright-holder>Popov, Suvorova, Krikunova, Chebotareva, Tikhmeneva, Venema and Ermakov</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>Dolphins are aquatic mammals, whose role in microbial ecology is not fully understood. It is critical to study the microbiota of dolphins kept in captivity, as close contact with humans could unpredictably affect both human and animal health. In this study, we investigated the gut microbiota of 15 captive common bottlenose dolphins, and the relationship of microbial diversity and composition with animals&#x2019; age, sex, birthplace (dolphinarium or wildlife), and direct contacts with dolphinarium visitors using high-throughput V3-V4 16S rRNA amplicon sequencing. Based on acquired sequencing data we calculated and compared alpha and beta diversity indexes, as well as conducted differential abundance analysis of identified bacterial taxa to find multivariable associations with dolphins&#x2019; age period, sex, birthplace, and type of contact with humans with linear models. There was no association between gut microbiota composition and diversity and dolphins&#x2019; age period, sex, and birthplace. However, there were significant differences (<italic>q</italic>-value &#x2264; 0.00018) in the relative abundance of <italic>Edwardsiella</italic> genus in dolphins that were in contact only with dolphinarium staff in comparison to dolphins that apart from dolphinarium staff also had contact with dolphinarium visitors. These results show that dolphins born in wildlife and dolphinariums do not have significant differences in gut microbiota composition and the microbiota of captive dolphins can be affected by their contact with humans.</p>
</abstract>
<kwd-group>
<kwd>16S rRNA</kwd>
<kwd>dolphins</kwd>
<kwd>microbial ecology</kwd>
<kwd>bacterial diversity</kwd>
<kwd>gut microbiota</kwd>
</kwd-group>
<contract-sponsor id="cn001">Universiteit Maastricht<named-content content-type="fundref-id">10.13039/501100001835</named-content>
</contract-sponsor>
<counts>
<fig-count count="5"/>
<table-count count="1"/>
<equation-count count="0"/>
<ref-count count="78"/>
<page-count count="11"/>
<word-count count="5045"/>
</counts>
<custom-meta-wrap>
<custom-meta>
<meta-name>section-in-acceptance</meta-name>
<meta-value>Microbial Symbioses</meta-value>
</custom-meta>
</custom-meta-wrap>
</article-meta>
</front>
<body>
<sec id="s1" sec-type="intro">
<label>1</label>
<title>Introduction</title>
<p>The concept of global microbial ecology emphasizes the importance of microorganisms for the environment and the health of all living beings, which in turn intersects the ideas of this concept with the One Health approach (<xref ref-type="bibr" rid="B34">Lemke and DeSalle, 2023</xref>; <xref ref-type="bibr" rid="B33">Law et&#xa0;al., 2024</xref>). Microbes are involved in various biological processes: from metabolizing anthropological wastes in the oceans to modulating the immune systems of humans and animals (<xref ref-type="bibr" rid="B77">Zhang, 2021</xref>; <xref ref-type="bibr" rid="B76">Zhai et&#xa0;al., 2023</xref>). It is important to keep in mind that any human intervention in nature causes unpredictable alterations in any environment, including microbial communities, which in turn could cause further erratic outcomes for humans. A case in point is the domestication of cats, which increased the occurrence of schizophrenia in cat owners (<xref ref-type="bibr" rid="B27">Hakami et&#xa0;al., 2022</xref>; <xref ref-type="bibr" rid="B38">McGrath et&#xa0;al., 2023</xref>). The key role in increasing the rates of schizophrenia in cat owners is plays\ed by <italic>Toxoplasma gondii</italic>, which is greatly abundant in the Felidae microbiota (<xref ref-type="bibr" rid="B31">Kaushik et&#xa0;al., 2014</xref>). This is not the only example of emerging diseases caused by human intervention in natural environments and animal habitats, as the emergence of tuberculosis, borreliosis, SARS, and other bacterial, viral, fungal, and protozoan infections is also directly or indirectly induced by anthropogenic activities (<xref ref-type="bibr" rid="B68">Vouga and Greub, 2016</xref>; <xref ref-type="bibr" rid="B23">Donnik et&#xa0;al., 2021</xref>; <xref ref-type="bibr" rid="B12">Carpouron et&#xa0;al., 2022</xref>; <xref ref-type="bibr" rid="B64">Tunali and Korkmaz, 2023</xref>). The constant threat of emerging infections justifies the need for microbial ecology studies of different environments. Considering the degree of knowledge of microbial communities of humans, domestic animals, and terrestrial environments, the microbiomes of marine environments and wild animals, especially marine species, is little studied (<xref ref-type="bibr" rid="B55">Sehnal et&#xa0;al., 2021</xref>; <xref ref-type="bibr" rid="B1">Abreu et&#xa0;al., 2022</xref>). This, in turn, emphasizes the need of investigation of microbial communities of marine animals that are in close contact with humans and are under the process of domestication, especially the ones from zoos and oceanariums, as in comparison to animals domesticated thousands of years ago nothing is known about their microbiota, which leads to a degree of uncertainty for assessing the microbiological risks (<xref ref-type="bibr" rid="B2">Bai et&#xa0;al., 2021</xref>).</p>
<p>Common bottlenose dolphins (<italic>Tursiops truncatus</italic>) are the most common and well-known marine mammals of the family Delphinidae (Cetacea) (<xref ref-type="bibr" rid="B67">Villagra-Blanco et&#xa0;al., 2017</xref>). The history of domestication and training of this marine species started in 1938 when the first captive long-term colony of common bottlenose dolphins was established with the opening of Marine Studios (later Marineland) in St. Augustine, Florida (<xref ref-type="bibr" rid="B71">Wells, 2009</xref>). Starting from this date, many dolphinariums and aquariums featuring common bottlenose dolphins were opened all over the world, which in turn brought the need to develop veterinary healthcare management, including infectious disease control, including zoonic ones, as captive dolphins are in close contact with their trainers and sometimes with the visitors of dolphinariums (<xref ref-type="bibr" rid="B4">Barratclough et&#xa0;al., 2019</xref>; <xref ref-type="bibr" rid="B54">Segawa et&#xa0;al., 2023</xref>).</p>
<p>The gut microbiota of mammals plays a vital role in their health. Some researchers even state that gut microbiota should be considered as a separate organ within the body (<xref ref-type="bibr" rid="B9">Borgo et&#xa0;al., 2018</xref>) Although this statement is debatable, the role of gut microbiota in a host&#x2019;s well-being is undeniable, as its composition and diversity directly affect and reflect the host&#x2019;s health conditions (<xref ref-type="bibr" rid="B6">Bensch et&#xa0;al., 2023</xref>; <xref ref-type="bibr" rid="B45">Popov et&#xa0;al., 2023a</xref>). Gut microbial communities in mammals are influenced by various factors, such as age, sex, and diet of the host, and also the environment, where the host lives (<xref ref-type="bibr" rid="B20">de Jonge et&#xa0;al., 2022</xref>; <xref ref-type="bibr" rid="B21">Dillard et&#xa0;al., 2022</xref>; <xref ref-type="bibr" rid="B32">Kim, 2022</xref>; <xref ref-type="bibr" rid="B72">Xu et&#xa0;al., 2023</xref>; <xref ref-type="bibr" rid="B46">Popov et&#xa0;al., 2023b</xref>). The studies of gut microbiota of common bottlenose dolphins are limited, which does not allow to come to a consensus on developing healthcare guidelines and assessing the effects of the aforementioned factors on dolphins&#x2019; intestinal microbiome. In this study, we investigated gut microbiota composition and diversity of clinically healthy captive common bottlenose dolphins (<italic>Tursiops truncatus gilli</italic>) of different ages, sexes, and birthplaces, as well as with different contacts with humans (only with dolphinarium staff or also with dolphinarium visitors).</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>Sampling</title>
<p>In this study, we collected fecal samples from 15 common bottlenose dolphins (<italic>T</italic>. <italic>truncatus gilli</italic>) from the Center for Oceanography and Marine Biology &#x201c;Moskvarium&#x201d;, Moscow. Age, sex, birthplace, and information regarding contact with dolphinarium staff and visitors are provided in <xref ref-type="table" rid="T1">
<bold>Table&#xa0;1</bold>
</xref>. Dolphins included in this study were clinically healthy at least for six months before the analyses according to daily clinical veterinary care and monthly hematological and biochemical analyses of blood samples. The diet of all dolphins consisted of herring, pink salmon, char, greenling, and squid. The one-year-old dolphin was partially breastfed.</p>
<table-wrap id="T1" position="float">
<label>Table&#xa0;1</label>
<caption>
<p>Description of studied dolphins (<italic>Tursiops truncatus gilli</italic>).</p>
</caption>
<table frame="hsides">
<thead>
<tr>
<th valign="middle" align="center">&#x2116;</th>
<th valign="middle" align="center">Age (years)</th>
<th valign="top" align="center">Sex</th>
<th valign="middle" align="center">Birthplace</th>
<th valign="top" align="center">Contact with humans</th>
</tr>
</thead>
<tbody>
<tr>
<td valign="middle" align="center">1</td>
<td valign="top" align="center">24</td>
<td valign="top" align="center">Female</td>
<td valign="top" align="center">Wildlife</td>
<td valign="top" align="center">Only with dolphinarium staff</td>
</tr>
<tr>
<td valign="top" align="center">2</td>
<td valign="top" align="center">8</td>
<td valign="top" align="center">Female</td>
<td valign="top" align="center">Dolphinarium</td>
<td valign="top" align="center">Only with dolphinarium staff</td>
</tr>
<tr>
<td valign="top" align="center">3</td>
<td valign="top" align="center">20</td>
<td valign="top" align="center">Female</td>
<td valign="top" align="center">Wildlife</td>
<td valign="top" align="center">Only with dolphinarium staff</td>
</tr>
<tr>
<td valign="top" align="center">4</td>
<td valign="top" align="center">11</td>
<td valign="top" align="center">Male</td>
<td valign="top" align="center">Wildlife</td>
<td valign="top" align="center">Only with dolphinarium staff</td>
</tr>
<tr>
<td valign="top" align="center">5</td>
<td valign="top" align="center">1</td>
<td valign="top" align="center">Male</td>
<td valign="top" align="center">Dolphinarium</td>
<td valign="top" align="center">Only with dolphinarium staff</td>
</tr>
<tr>
<td valign="top" align="center">6</td>
<td valign="top" align="center">14</td>
<td valign="top" align="center">Female</td>
<td valign="top" align="center">Wildlife</td>
<td valign="top" align="center">With dolphinarium staff and visitors</td>
</tr>
<tr>
<td valign="top" align="center">7</td>
<td valign="top" align="center">9</td>
<td valign="top" align="center">Female</td>
<td valign="top" align="center">Wildlife</td>
<td valign="top" align="center">With dolphinarium staff and visitors</td>
</tr>
<tr>
<td valign="top" align="center">8</td>
<td valign="top" align="center">18</td>
<td valign="top" align="center">Male</td>
<td valign="top" align="center">Wildlife</td>
<td valign="top" align="center">With dolphinarium staff and visitors</td>
</tr>
<tr>
<td valign="top" align="center">9</td>
<td valign="top" align="center">13</td>
<td valign="top" align="center">Female</td>
<td valign="top" align="center">Wildlife</td>
<td valign="top" align="center">With dolphinarium staff and visitors</td>
</tr>
<tr>
<td valign="top" align="center">10</td>
<td valign="top" align="center">10</td>
<td valign="top" align="center">Female</td>
<td valign="top" align="center">Wildlife</td>
<td valign="top" align="center">Only with dolphinarium staff</td>
</tr>
<tr>
<td valign="top" align="center">11</td>
<td valign="top" align="center">2</td>
<td valign="top" align="center">Female</td>
<td valign="top" align="center">Dolphinarium</td>
<td valign="top" align="center">Only with dolphinarium staff</td>
</tr>
<tr>
<td valign="top" align="center">12</td>
<td valign="top" align="center">6</td>
<td valign="top" align="center">Male</td>
<td valign="top" align="center">Dolphinarium</td>
<td valign="top" align="center">Only with dolphinarium staff</td>
</tr>
<tr>
<td valign="top" align="center">13</td>
<td valign="top" align="center">9</td>
<td valign="top" align="center">Male</td>
<td valign="top" align="center">Wildlife</td>
<td valign="top" align="center">With dolphinarium staff and visitors</td>
</tr>
<tr>
<td valign="top" align="center">14</td>
<td valign="top" align="center">10</td>
<td valign="top" align="center">Female</td>
<td valign="top" align="center">Dolphinarium</td>
<td valign="top" align="center">Only with dolphinarium staff</td>
</tr>
<tr>
<td valign="top" align="center">15</td>
<td valign="top" align="center">14</td>
<td valign="top" align="center">Female</td>
<td valign="top" align="center">Wildlife</td>
<td valign="top" align="center">With dolphinarium staff and visitors</td>
</tr>
</tbody>
</table>
</table-wrap>
<p>To collect fecal samples, each bottlenose dolphin voluntarily, on command, lay belly up in such a way that at the same time, the genital opening of the animal was below the surface of the water. The anal area was rubbed with a sterile cloth moistened with antiseptics. Then a sterile silicone gastric tube Fr16 was inserted into the rectum of the animal to a depth of about 30 cm, and the feces was gently aspirated using a Janet&#x2019;s syringe attached to the probe (<xref ref-type="fig" rid="f1">
<bold>Figure&#xa0;1</bold>
</xref>). All samples were taken during the routine clinical care of dolphins after 3 hours from feeding. Collected fecal samples were placed in sterile tubes with DNA/RNA Shield (Zymo Research, USA) and transported to the laboratory at room temperature.</p>
<fig id="f1" position="float">
<label>Figure&#xa0;1</label>
<caption>
<p>Photos representing the sampling process: bottlenose dolphin voluntarily, on command, lay belly up <bold>(A)</bold>; sterile silicone gastric tube Fr16 inserted into the rectum of the animal <bold>(B)</bold>; Janet&#x2019;s syringe attached to the probe and used for the aspiration of feces <bold>(C)</bold>.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fmars-11-1410769-g001.tif"/>
</fig>
</sec>
<sec id="s2_2">
<label>2.2</label>
<title>Gut microbiota composition</title>
<p>Sequencing of the V3-V4 region of the 16S rRNA gene was performed to determine microbiota composition. In short, from the fecal samples, DNA was isolated with QIAamp Fast DNA Stool Mini Kit (Qiagen, Germany), amplified with barcoding, pooled, and subsequently sequenced with the Illumina MiSeq sequencing system according to the manufacturer&#x2019;s instructions (Illumina, USA). The Binary Base Call text-based format for storing biological sequence and corresponding quality scores pipeline (BCL2FASTQ, version 1.8.3, Illumina, USA) was used to convert the sequences into a text-based format for storing biological sequence and corresponding quality score (FASTQ) files after quality checking. Subsequently, Quantitative Insights Into Microbial Ecology 2 (QIIME-2, version 2023.5) software was used to analyze the results (<xref ref-type="bibr" rid="B8">Bolyen et&#xa0;al., 2019</xref>). Classification of the sequences into amplicon sequence variants was performed using DADA2 (version 1.26.0) software (<xref ref-type="bibr" rid="B11">Callahan et&#xa0;al., 2016</xref>). Taxonomic identification of amplicon sequence variants was conducted with the Silva database (version 138 (available online: <ext-link ext-link-type="uri" xlink:href="https://www.arb-silva.de/documentation/release-138/accessed">https://www.arb-silva.de/documentation/release-138/accessed</ext-link> on 27 July 2023) as a reference 16S rRNA database (<xref ref-type="bibr" rid="B48">Quast et&#xa0;al., 2013</xref>; <xref ref-type="bibr" rid="B73">Yilmaz et&#xa0;al., 2014</xref>).</p>
</sec>
<sec id="s2_3">
<label>2.3</label>
<title>Statistical analysis</title>
<p>The software package R v4.2.3 (R Foundation for Statistical Computing, Vienna, Austria) was used for statistical analyses. &#x201c;MaAsLin2&#x201d; (version 1.7.3) package (<xref ref-type="bibr" rid="B36">Mallick et&#xa0;al., 2021</xref>) was used for differential abundance analysis of gut microbial composition in dolphins with different age periods, sex, birthplace, and contacts with humans. Old/senior dolphins (&gt;18 years) were used as a reference for the linear model analysis. Age was used as a categorical variable according to <italic>T</italic>. <italic>truncatus</italic> age periods: calves &#x2013; 1&#x2013;2 years, adults &#x2013; 6&#x2013;14 years, and old/senior dolphins &#x2013; 18+ years (<xref ref-type="bibr" rid="B61">Tezanos Pinto, 2009</xref>). Neonates, juveniles, and 30+-year-old dolphins were not included in this study. Before differential abundance analysis, we performed filtering by applying a minimal 10% threshold for the prevalence of the taxa to get more robust results (<xref ref-type="bibr" rid="B41">Nearing et&#xa0;al., 2022</xref>). Based on acquired counts, the relative abundance (RA) of taxa was calculated. Taxa with a RA higher than 1% were used for the differential abundance analysis. For the alpha and beta diversity indexes calculations, the &#x201c;vegan&#x201d; (version 2.6&#x2013;6.1) package was used (<xref ref-type="bibr" rid="B22">Dixon, 2003</xref>). For the alpha diversity analysis, we used Shannon (<xref ref-type="bibr" rid="B56">Shannon, 1948</xref>) and Chao1 (<xref ref-type="bibr" rid="B13">Chao, 1984</xref>) indexes, as well as the number of observed features (amplicon sequence variants) (<xref ref-type="bibr" rid="B15">Chiarello et&#xa0;al., 2022</xref>), while for the beta diversity Bray-Curtis similarity (<xref ref-type="bibr" rid="B57">Sorensen, 1948</xref>) and Jaccard dissimilarity (<xref ref-type="bibr" rid="B29">Jaccard, 1908</xref>) indexes were used. Non-parametric Kruskal&#x2013;Wallis and Mann&#x2013;Whitney tests were performed to determine differences in the alpha diversity. Permutational multivariate analysis of variance (PERMANOVA) with the adonis function from the &#x201c;vegan&#x201d; package was used to determine differences in beta diversity distances (the number of permutations was set to 999). Multiple comparisons were performed with the non-parametric Mann&#x2013;Whitney test and the results were adjusted with the Benjamini&#x2013;Hochberg false discovery rate. Adjusted <italic>p</italic>-values (<italic>q</italic>-values) were considered significant at <italic>q</italic> &lt; 0.05.</p>
</sec>
<sec id="s2_4">
<label>2.4</label>
<title>Ethical statement</title>
<p>Experimental procedures for this report did not include any <italic>in vivo</italic> studies. Fecal samples for high-throughput sequencing were taken during the routine clinical care of dolphins (Moscvarium veterinary care protocol no. 25/162&#x2013;3).</p>
</sec>
</sec>
<sec id="s3" sec-type="results">
<label>3</label>
<title>Results</title>
<sec id="s3_1">
<label>3.1</label>
<title>Gut microbiota composition</title>
<p>On the phylum level, we observed Pseudomonadota, Bacillota, Fusobacteriota, and Bacteroidota with a mean RA among all studied dolphins of 37%, 24%, 24%, and 11% respectively (<xref ref-type="supplementary-material" rid="SM1">
<bold>Supplementary Figure&#xa0;1A</bold>
</xref>). On the class level, Gammaproteobacteria (37%), Fusobacteriia (24%), Bacilli (16%), and Clostridia (8%) were among the abundant classes (<xref ref-type="supplementary-material" rid="SM1">
<bold>Supplementary Figure&#xa0;1B</bold>
</xref>). On the order level (<xref ref-type="supplementary-material" rid="SM1">
<bold>Supplementary Figure&#xa0;1C</bold>
</xref>), the major abundant taxa that were observed in the bottlenose dolphins were Enterobacterales (35%), Fusobacteriales (24%), Bacteroidales (11%), Lactobacillales (11%), Mycoplasmatales (4%), Oscillospirales (3%), and Lachnospirales (3%). <italic>Enterobacteriaceae</italic> (26%), <italic>Fusobacteriaceae</italic> (24%), <italic>Enterococcaceae</italic> (9%), <italic>Bacteroidaceae</italic> (7%), <italic>Hafniaceae</italic> (4%), <italic>Mycoplasmataceae</italic> (4%), <italic>Lachnospiraceae</italic> (3%), <italic>Prevotellaceae</italic> (3%), <italic>Ruminococcaceae</italic> (2%), <italic>Vibrionaceae</italic> (2%), <italic>Morganellaceae</italic> (2%), <italic>Pasteurellaceae</italic> (1%), <italic>Oscillospiraceae</italic> (1%) were among majorly abundant families in bottlenose dolphins from Moscvarium (<xref ref-type="supplementary-material" rid="SM1">
<bold>Supplementary Figure&#xa0;1D</bold>
</xref>). On the genus level (<xref ref-type="supplementary-material" rid="SM1">
<bold>Supplementary Figure&#xa0;1E</bold>
</xref>), there were 12 taxa, which mean RA among all dolphins were more than 1%: <italic>Cetobacterium</italic> (23%), <italic>Escherichia-Shigella</italic> (14%), <italic>Plesimonas</italic> (11%), <italic>Enterococcus</italic> (9%), <italic>Bacteroides</italic> (7%), <italic>Edwardsiella</italic> (4%), <italic>Ureaplasma</italic> (4%), <italic>Prevotella</italic> 9 (2%), <italic>Vibrio</italic> (2%), <italic>Actinobacillus</italic> (1%), <italic>Morganella</italic> (1%), and <italic>Fusobacterium</italic> (1%). The bacterial gut composition in each studied dolphin is visualized in <xref ref-type="fig" rid="f2">
<bold>Figure&#xa0;2</bold>
</xref>; <xref ref-type="supplementary-material" rid="SM1">
<bold>Supplementary Figures&#xa0;2</bold>
</xref>-<xref ref-type="supplementary-material" rid="SM1">
<bold>6</bold>
</xref>.</p>
<fig id="f2" position="float">
<label>Figure&#xa0;2</label>
<caption>
<p>Stacked bar charts representing gut microbiota composition of all studied dolphins separately in the relative abundances of bacterial taxa on phylum <bold>(A)</bold>, class <bold>(B)</bold>, order <bold>(C)</bold>, family <bold>(D)</bold>, and genus <bold>(E)</bold> levels. Dolphins&#x2019; numbers correspond to <xref ref-type="table" rid="T1">
<bold>Table&#xa0;1</bold>
</xref>.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fmars-11-1410769-g002.tif"/>
</fig>
<p>After conducting differential abundance analysis, we did not observe any significant associations between bacterial RA and age period (<italic>q</italic>-value&gt;0.05), sex (<italic>q</italic>-value&gt;0.05), and birthplace (<italic>q</italic>-value&gt;0.05). However, there was a significantly greater (<italic>q</italic>-value&lt;0.0001) abundance of the <italic>Edwardsiella</italic> genus in dolphins, who had contact with only dolphinarium staff in comparison to animals, who also were in contact with dolphinarium visitors as well. <xref ref-type="fig" rid="f3">
<bold>Figure&#xa0;3</bold>
</xref> shows the results of differential abundance analysis and a direct comparison of gut microbial composition in dolphins with different types of contact with humans.</p>
<fig id="f3" position="float">
<label>Figure&#xa0;3</label>
<caption>
<p>Results of differential abundance analysis at the genus level using MaAsLin2 (<xref ref-type="bibr" rid="B36">Mallick et&#xa0;al., 2021</xref>). The blue dot in the volcano plot represents a taxon, whose relative abundance statistically significantly differed in dolphins, which contact visitors and dolphinarium staff, in comparison to dolphins, which contact only dolphinarium staff <bold>(A)</bold>. The heatmap represents the direct comparison of bacterial mean relative abundances in gut microbiota in captive bottlenose with different contacts with humans at the genus levels. Genus, whose relative abundance has significant differences, is marked in bold <bold>(B)</bold>. Log2fc, log2 fold change.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fmars-11-1410769-g003.tif"/>
</fig>
</sec>
<sec id="s3_2">
<label>3.2</label>
<title>Gut microbiota diversity</title>
<p>According to the multiple comparisons testing of alpha diversity index values, there were no statistically significant differences between the captive bottlenose dolphins of different sexes, age periods, and birthplaces, as well as between dolphins that contacted only with dolphinarium staff and the ones that also contacted dolphinarium visitors (<xref ref-type="fig" rid="f4">
<bold>Figure&#xa0;4</bold>
</xref>). Generally, the alpha diversity was more variable in adult dolphins (<xref ref-type="fig" rid="f4">
<bold>Figures&#xa0;4A&#x2013;C</bold>
</xref>), and dolphins born in the wild (<xref ref-type="fig" rid="f4">
<bold>Figures&#xa0;4J&#x2013;L</bold>
</xref>).</p>
<fig id="f4" position="float">
<label>Figure&#xa0;4</label>
<caption>
<p>Box plots illustrating alpha diversity in samples acquired from dolphins of different age periods <bold>(A&#x2013;C)</bold>, sex <bold>(D&#x2013;F)</bold>, with different frequencies of contact with various humans <bold>(G&#x2013;I)</bold>, and birthplace <bold>(J&#x2013;L)</bold>. Plots <bold>(A, D, G, J)</bold> show Shannon&#x2019;s indexes; plots <bold>(B, E, H)</bold>, and K show Chao1 indexes; plots <bold>(C, F, I, L)</bold> show the number of observed features. The <italic>p</italic>-values were calculated with the Kruskal&#x2013;Wallis (K-W) and Mann-Whitney (M-W) tests. ASVs, amplicon sequence variants.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fmars-11-1410769-g004.tif"/>
</fig>
<p>Also, we did not find any significant differences between the studied dolphins of different age periods, sexes, and birthplaces and between dolphins that did and did not have contact with dolphinarium visitors with respect to beta diversity (<xref ref-type="fig" rid="f5">
<bold>Figure&#xa0;5</bold>
</xref>).</p>
<fig id="f5" position="float">
<label>Figure&#xa0;5</label>
<caption>
<p>Principal coordinate analysis (PCoA) plots illustrating differences in beta diversity among samples acquired from dolphins of different age periods <bold>(A, B)</bold>, sex <bold>(C, D)</bold>, with different contacts with humans regarding dolphinarium visitors <bold>(E, F)</bold>, and birthplace <bold>(G, H)</bold>. Plots <bold>(A, C, E, G)</bold> show Bray&#x2013;Curtis dissimilarity distances; plots <bold>(B, D, F, H)</bold> show Jaccard similarity distances. The <italic>p</italic>-values were calculated with the PERMANOVA test; the number of permutations was set to 999. The large colored spheres represent the centroids of the groups. PERMANOVA, permutational multivariate analysis of variance.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fmars-11-1410769-g005.tif"/>
</fig>
</sec>
</sec>
<sec id="s4" sec-type="discussion">
<label>4</label>
<title>Discussion</title>
<p>In this research, we studied gut microbiota composition and diversity of captive common bottlenose dolphins <italic>T. truncatus gilli</italic> and compared these variables among dolphins of different ages, sexes, and birthplaces, and also between dolphins that did and did not have contact with dolphinarium visitors. <italic>T. truncatus gilli</italic> previously was considered a subspecies of <italic>T. truncatus</italic>, as the skull morphological features, such as the size of the mandibular condyles and the position of the optic canal of <italic>T. truncatus gilli</italic> differed from the <italic>T. truncatus</italic> (<xref ref-type="bibr" rid="B63">True, 1889</xref>), but recent comparative morphological studies support the evidence that <italic>T. truncatus gilli</italic> is junior synonym of <italic>T. truncatus</italic>, as the cranial morphology features had no significant differences (<xref ref-type="bibr" rid="B19">Costa et&#xa0;al., 2023</xref>). From our point of view, to reach a consensus on this question molecular studies should be conducted to detect all subspecies of <italic>T. truncatus</italic>, and conclude the status of <italic>T. truncatus gilli</italic>. In this article, we use <italic>T. truncatus gilli</italic> term for the definition of studied dolphins, as all the animals included in this study were identified by Moskvarium zoologists and veterinarians as <italic>T. truncatus gilli</italic> due to the presence of distinctive cranial morphological features. However, we do not exclude the fact that the study&#x2019;s findings on gut microbiota features could also be applied to <italic>T. truncatus</italic> species in general.</p>
<p>Previously, the gut microbiota composition and diversity of common bottlenose dolphins were studied by Soverini et&#xa0;al. in Italy (<xref ref-type="bibr" rid="B58">Soverini et&#xa0;al., 2016</xref>), Suzuki et&#xa0;al. in Japan (<xref ref-type="bibr" rid="B59">Suzuki et&#xa0;al., 2019</xref>), Bai et&#xa0;al. in China (<xref ref-type="bibr" rid="B2">Bai et&#xa0;al., 2021</xref>), and Bik et&#xa0;al., Robles-Malagamba et&#xa0;al., Olmstead et&#xa0;al., and Linnehan et&#xa0;al. in USA (<xref ref-type="bibr" rid="B7">Bik et&#xa0;al., 2016</xref>; <xref ref-type="bibr" rid="B51">Robles-Malagamba et&#xa0;al., 2020</xref>; <xref ref-type="bibr" rid="B43">Olmstead et&#xa0;al., 2023</xref>; <xref ref-type="bibr" rid="B35">Linnehan et&#xa0;al., 2024</xref>). Thus, our study is the first report from Eastern Europe, Russia, on common bottlenose dolphins&#x2019; gut microbiota composition and diversity.</p>
<p>Soverini et&#xa0;al. studied the gut microbiota of ten captive common bottlenose dolphins (nine adults and one calf) from an Italian dolphinarium with V3-V4 16S rRNA sequencing of metagenomic DNA extracted from fecal samples. In that study, on the phylum level, the most abundant taxa were Bacillota and Pseudomonadota with mean relative abundances of 56% and 27% respectively. Among subdominant phyla were Actinobacteria (5%), Bacteroidetes (3%), Fusobacteria (4%) and Tenericutes (3%). Among the most abundant families were <italic>Clostridiaceae</italic> (16%), <italic>Vibrionaceae</italic> (12%), <italic>Staphylococcaceae</italic> (6%), <italic>Lactobacillaceae</italic> (7%), <italic>Peptostreptococcaceae</italic> (7%), <italic>Ruminococcaceae</italic> (5%), <italic>Fusobacteriaceae</italic> (4%) and <italic>Pasteurellaceae</italic> (4%) (<xref ref-type="bibr" rid="B58">Soverini et&#xa0;al., 2016</xref>). Suzuki et&#xa0;al. compared the gut microbiota of sixteen bottlenose dolphins from three different aquaria in Japan using high-throughput V3-V4 16S rRNA amplicon sequencing. In this study, they reported three majorly abundant phyla: Pseudomonadota (21&#x2013;70%), Bacillota (3&#x2013;50%), and Fusobacteriota (8&#x2013;38%); although their RA significantly differed between aquariums. On the family level, among largely abundant taxa were <italic>Fusobacteriaceae</italic>, <italic>Peptostreptococcaceae</italic>, <italic>Lachnospiraceae</italic>, <italic>Vibrionaceae</italic>, <italic>Rhodobacteraceae</italic>, <italic>Pasteurellaceae</italic>, <italic>Brucellaceae</italic>, <italic>Clostridiaceae</italic>, <italic>Enterobacteriaceae</italic>, and others. But in comparison to the phylum level the RA of bacterial families differed even more dramatically between dolphins from the different aquariums. These results are supported by the outcomes of alpha and beta diversity analyses, where significant differences were also seen between studied aquariums. The outcomes of this study show that the aquatic environment strongly affects the gut microbiota of captive bottlenose dolphins, as all three aquariums had different rearing conditions (<xref ref-type="bibr" rid="B59">Suzuki et&#xa0;al., 2019</xref>). Bai et&#xa0;al. conducted a comparative study of the gut microbial communities among four different marine mammal species with one common bottlenose dolphin included from an aquarium in China using V4 16S rRNA sequencing. In the gut microbiota of the studied bottlenose dolphin, there were two dominant phyla: Pseudomonadota and Bacillota. Among dominant taxa on the family level, there were <italic>Enterobacteriaceae</italic>, <italic>Clostridiaceae</italic> 1, <italic>Peptostreptococcaceae</italic>, and <italic>Vibrionaceae</italic>, while on the genus level, there were <italic>Vibrio</italic>, <italic>Morganella</italic>, and <italic>Clostridium sensu stricto</italic> 1 (<xref ref-type="bibr" rid="B2">Bai et&#xa0;al., 2021</xref>). Bik et&#xa0;al. studied the microbiota of captive sea lions and bottlenose dolphins, as well as free-ranging dolphins of the same species using 16S rRNA sequencing. In this study, Bacillota and Pseudomonadota were dominant phyla in the gut microbiota of captive and free-ranging common bottlenose dolphins. Also, significant differences were observed in beta diversity between captive and free-ranging bottlenose dolphins, which additionally shows that the gut microbiota of these animals is strongly dependent on the environment (<xref ref-type="bibr" rid="B7">Bik et&#xa0;al., 2016</xref>). Robles-Malagamba et&#xa0;al. studied bacterial communities of 14 free-ranging common bottlenose dolphins (five calves and nine adults) from Florida, USA, also using V3-V4 16S rRNA high-throughput sequencing. Intestinal microbial communities on the phylum level were characterized by highly abundant Bacillota, Pseudomonadota, and Fusobacteriota, as in previously discussed studies. Interestingly, on the genus level, the most dominant bacterial lineage in the intestinal microbiota of free-ranging bottlenose dolphins was <italic>Cetobacterium</italic> (71%) with <italic>Clostridium</italic> XI (15%), and <italic>Clostridium sensu stricto</italic> (4%) occupying almost the entire remaining niche (<xref ref-type="bibr" rid="B51">Robles-Malagamba et&#xa0;al., 2020</xref>). Olmstead et&#xa0;al. used high-throughput V4 16S rRNA amplicon sequencing to investigate gut microbial communities in unusual mortality events of bottlenose dolphins associated with <italic>Morbillivirus</italic>. In this study, on the phylum level, the most abundant taxa were Bacillota (42%), Fusobacteriota (38%), Pseudomonadota (17%), and Bacteroidota (2%). The most dominant taxa on the genus level were <italic>Cetobacterium</italic> (31%), <italic>Clostridium sensu stricto</italic> 1 (24%), <italic>Paeniclostridium</italic> (10%), <italic>Photobacterium</italic> (6%), <italic>Fusobacterium</italic> (5%), <italic>Edwardsiella</italic> (3%), <italic>Escherichia-Shigella</italic> (3%), <italic>Peptostreptococcus</italic> (2%), <italic>Actinobacillus</italic> (2%), <italic>Bacteroides</italic> (2%), and <italic>Actinobacillus</italic> (1%). One of the most important outcomes of this study was the definition of the relationship between the detection of <italic>Morbillivirus</italic> in bottlenose dolphins and <italic>Actinobacillus delphinicola</italic> RA in their gut microbiota, which makes this bacteria a potential biomarker for health monitoring for this dolphin species (<xref ref-type="bibr" rid="B43">Olmstead et&#xa0;al., 2023</xref>). The recent study by Linnehan et&#xa0;al. was aimed at the safety and effectiveness evaluation of fecal microbiota transplantations in bottlenose dolphins using metagenomic sequencing. In this study, Bacillota and Pseudomonadota were also dominant taxa on the phylum level, as their total RA exceeded 80%. The most important outcome of this study was the successful fecal microbiota transplantation, as there were improvements in clinical signs, increases in alpha diversity, and most importantly engraftment of novel microbial species from donor in all four recipients (<xref ref-type="bibr" rid="B35">Linnehan et&#xa0;al., 2024</xref>).</p>
<p>In our study, the dominant bacterial taxa on the phylum level were Pseudomonadota (37%), Bacillota (24%), Fusobacteriota (24%), and Bacteroidota (11%), which generally corresponds to previous studies, although their RA differs from the above-discussed studies. On the genus level, there was a remarkable dominance of <italic>Cetobacterium</italic> (23%) which is consistent with the results of Robles-Malagamba et&#xa0;al. and Olmstead et&#xa0;al. studies, where this genus was the most dominant with the RA of 71% and 31% respectively (<xref ref-type="bibr" rid="B51">Robles-Malagamba et&#xa0;al., 2020</xref>; <xref ref-type="bibr" rid="B43">Olmstead et&#xa0;al., 2023</xref>). <italic>Cetobacterium</italic> is an important component of the aquatic animals&#x2019; microbiome (<xref ref-type="bibr" rid="B25">Godoy-Vitorino et&#xa0;al., 2017</xref>; <xref ref-type="bibr" rid="B75">Zeng et&#xa0;al., 2017</xref>; <xref ref-type="bibr" rid="B49">Ram&#xed;rez et&#xa0;al., 2018</xref>; <xref ref-type="bibr" rid="B74">Zamora-Brise&#xf1;o et&#xa0;al., 2020</xref>; <xref ref-type="bibr" rid="B42">Ofek et&#xa0;al., 2021</xref>). Some studies even show that bacteria of this genus are involved in the host&#x2019;s metabolism and have probiotic properties (<xref ref-type="bibr" rid="B69">Wang et&#xa0;al., 2021</xref>; <xref ref-type="bibr" rid="B17">Colorado G&#xf3;mez et&#xa0;al., 2023</xref>; <xref ref-type="bibr" rid="B47">Qi et&#xa0;al., 2023</xref>; <xref ref-type="bibr" rid="B78">Zhao et&#xa0;al., 2023</xref>). Suzuki et&#xa0;al. isolated <italic>Cetobacterium ceti</italic> from the intestinal microbiota of captive common bottlenose dolphin and revealed vitamin B<sub>12</sub> biosynthesis, which makes this bacteria important for supplying myoglobin and hemoglobin to dolphins (<xref ref-type="bibr" rid="B60">Suzuki et&#xa0;al., 2022</xref>). The second dominant taxon on the genus level in the gut microbiota of studied dolphins was <italic>Escherichia-Shigella</italic>, which also was observed in the intestinal microbiota of bottlenose dolphins in the Olmstead et&#xa0;al. study (<xref ref-type="bibr" rid="B43">Olmstead et&#xa0;al., 2023</xref>). Bacteria belonging to <italic>Escherichia</italic> and <italic>Shigella</italic> genera commonly inhabit the vertebrate intestinal tract, and also were found in marine mammals of other species (<xref ref-type="bibr" rid="B2">Bai et&#xa0;al., 2021</xref>; <xref ref-type="bibr" rid="B26">Gross et&#xa0;al., 2022</xref>; <xref ref-type="bibr" rid="B70">Watkins et&#xa0;al., 2022</xref>). Other bacterial genera identified in the intestinal microbiota of studied bottlenose dolphins, such as <italic>Plesimonas</italic>, <italic>Enterococcus</italic>, <italic>Bacteroides</italic>, and others, were also found in dolphins and other marine mammals (<xref ref-type="bibr" rid="B7">Bik et&#xa0;al., 2016</xref>; <xref ref-type="bibr" rid="B30">Janda et&#xa0;al., 2016</xref>; <xref ref-type="bibr" rid="B39">Medeiros et&#xa0;al., 2017</xref>; <xref ref-type="bibr" rid="B2">Bai et&#xa0;al., 2021</xref>; <xref ref-type="bibr" rid="B43">Olmstead et&#xa0;al., 2023</xref>).</p>
<p>We studied gut microbiota in clinically healthy captive dolphins, which had constant veterinary control and care. Although the bacterial composition and RA of identified taxa on the genus level did not fully correspond to other studies, the differences between the gut microbiota of dolphins in this study and others could be explained by different rearing environments and living conditions, which is corroborated by the study of Suzuki et&#xa0;al., where gut microbiota of dolphins significantly differed between different aquariums (<xref ref-type="bibr" rid="B59">Suzuki et&#xa0;al., 2019</xref>). We have to note that the most notable differences in the gut microbiota composition of bottlenose dolphins are between captive and free-ranging animals, for <italic>Cetobacterium</italic> abundance in particular. In free-ranging dolphins, the RA of this genus was around 70%, while in captive dolphins this value did not exceed 35% in above discussed studies, including ours (<xref ref-type="bibr" rid="B51">Robles-Malagamba et&#xa0;al., 2020</xref>; <xref ref-type="bibr" rid="B43">Olmstead et&#xa0;al., 2023</xref>). We speculate that <italic>Cetobacterium</italic> abundance could be a valuable health marker for captive bottlenose dolphins, and veterinary care protocols could be developed regarding this, which could include enrichment of the aquatic environment with this bacteria or special diets aimed at the promotion of its growth. Also, it is important to note that we did not detect potential pathogenic bacteria belonging to <italic>Brucella</italic>, <italic>Erysipelothrix</italic>, <italic>Streptococcus</italic>, <italic>Staphylococcus</italic>, and <italic>Salmonella</italic> genera (<xref ref-type="bibr" rid="B66">Venn-Watson et&#xa0;al., 2008</xref>; <xref ref-type="bibr" rid="B7">Bik et&#xa0;al., 2016</xref>; <xref ref-type="bibr" rid="B37">Marangi et&#xa0;al., 2022</xref>).</p>
<p>In this study, we investigated the relationships between the composition and diversity of the gut microbiota of dolphins and their sex, age period, birthplace, and also the influence of contact with dolphinarium visitors. We did not observe significant differences in gut microbiota between dolphins of different age periods, male and female dolphins, as well as between dolphins born in the wildlife and dolphinarium. The majority of studies show that the sex of marine mammals does not strongly affect their gut microbiota (<xref ref-type="bibr" rid="B5">Bates et&#xa0;al., 2023</xref>). However, some studies show sex-related differences in the intestinal microbiota of marine mammals, which could be related to the different physiology of males and females (<xref ref-type="bibr" rid="B44">Pacheco-Sandoval et&#xa0;al., 2022</xref>). The absence of differences in microbiota between dolphins with different birthplaces could additionally indicate the importance of aquatic rearing environments on gut microbes in dolphins in addition to the discussion above. Although we did not observe significant differences in gut bacterial diversity and composition between dolphins of different age periods, this does not mean that could not be age-related alterations in the gut microbiota of dolphins. Age-related shifts in gut microbiota composition were observed previously in marine mammals, for example in wild harbor seals (<italic>Phoca vitulina</italic>) and captive spotted seals (<italic>Phoca largha</italic>) (<xref ref-type="bibr" rid="B62">Tian et&#xa0;al., 2020</xref>; <xref ref-type="bibr" rid="B44">Pacheco-Sandoval et&#xa0;al., 2022</xref>). The physiology of immune, endocrine, and gastrointestinal systems in mammals alters with age, which results in different digestion and host-microbiome interactions affecting gut microbial composition and diversity (<xref ref-type="bibr" rid="B18">Coman and Vodnar, 2020</xref>; <xref ref-type="bibr" rid="B52">Sadoughi et&#xa0;al., 2022</xref>; <xref ref-type="bibr" rid="B14">Chen et&#xa0;al., 2023</xref>; <xref ref-type="bibr" rid="B72">Xu et&#xa0;al., 2023</xref>). The notable outcome of this study is the difference in <italic>Edwardsiella</italic> abundance, which was absent in dolphins who were in contact with staff and visitors, while in dolphins, that had contact with only dolphinarium staff its RA was 6.7%. Bacteria belonging to the <italic>Edwardsiella</italic> genus are commonly found in aquatic environments and animals, as well as the gut microbiota of humans, and could be both pathogenic and non-pathogenic (<xref ref-type="bibr" rid="B53">Sakai et&#xa0;al., 2007</xref>; <xref ref-type="bibr" rid="B40">Nakamura et&#xa0;al., 2013</xref>). As all dolphins included in this study were clinically healthy, we speculate that detected <italic>Edwardsiella</italic> bacteria could be non-pathogenic, although this needs to be proven in further studies. Most importantly, these finding show that the type of contact with humans could affect the microbiota of captive dolphins, as the dolphins who contact dolphinarium visitors obviously have more frequent contact with various people in comparison to dolphins who contact only with dolphinarium staff. In other studies of zoo animals&#x2019; microbiota, a gain of human-like microbiota in captive animals over time has been observed (<xref ref-type="bibr" rid="B16">Clayton et&#xa0;al., 2016</xref>). We hypothesize that close contact with various human individuals can alter the microbiota of captive wild animals with a direct decrease in their natural bacterial abundance or even its substitution, which also should be addressed in veterinary care protocols for zoo animals.</p>
<p>The main limitation of this study is the sample size of 15 dolphins, although in most previous studies the sample size of captive common bottlenose was similar (<xref ref-type="bibr" rid="B58">Soverini et&#xa0;al., 2016</xref>; <xref ref-type="bibr" rid="B59">Suzuki et&#xa0;al., 2019</xref>; <xref ref-type="bibr" rid="B51">Robles-Malagamba et&#xa0;al., 2020</xref>). In our study, the sample size was objectively limited by the number of available animals in the dolphinarium. Also, another limitation linked to the limited sample size could be grouping animals by age period, where we marked animals older than 18 years as &#x201c;old/senior&#x201d;. The results of the Jaakkola et&#xa0;al. study showed that the median life expectancy for captive bottlenose dolphins during the 2003&#x2013;2012 years time period was 29.2 years (<xref ref-type="bibr" rid="B28">Jaakkola and Willis, 2019</xref>), while in the Venn-Watson et&#xa0;al. study the median age of death of captive dolphins for the 2009&#x2013;2013 years time period was 32 years (<xref ref-type="bibr" rid="B65">Venn-Watson et&#xa0;al., 2015</xref>). There are also reports that the maximum lifespan of bottlenose dolphins exceeded 50 years (<xref ref-type="bibr" rid="B65">Venn-Watson et&#xa0;al., 2015</xref>; <xref ref-type="bibr" rid="B10">Buddhachat et&#xa0;al., 2021</xref>; <xref ref-type="bibr" rid="B3">Barratclough et&#xa0;al., 2023</xref>). Taking into account various data on the lifespan of dolphins, marking animals older than 18 years old as old or senior could be conditional. Also, having only three dolphins of this age period could influence the results of statistical analyses. We hypothesize that a larger sample size would allow for revealing alterations in the gut microbiota of dolphins associated with age and contact with humans. For this study, we used one of the most robust methods for differential abundance analysis according to the bioinformatical benchmark study by Nearing et&#xa0;al., which included filtering the least abundant taxa, combined with subsequent identification of multivariable associations with linear models using the Maaslin2 package (<xref ref-type="bibr" rid="B41">Nearing et&#xa0;al., 2022</xref>). Further studies should be based on a larger sample size by including animals from different dolphinariums and aquariums and free-ranging animals, which is essential for direct comparison of captive and wild dolphins&#x2019; microbiota. Also, other methods for studying microbial communities should be considered, as high-throughput 16S rRNA amplicon sequencing allows for composition and diversity analyses, while other methods would allow for the investigation of other features and properties, including functional features, of gut bacteria (<xref ref-type="bibr" rid="B24">Durazzi et&#xa0;al., 2021</xref>; <xref ref-type="bibr" rid="B50">Regueira-Iglesias et&#xa0;al., 2023</xref>).</p>
</sec>
<sec id="s5" sec-type="conclusions">
<label>5</label>
<title>Conclusions</title>
<p>In conclusion, we investigated the bacterial composition and diversity of intestinal microbiota of captive bottlenose dolphins from a dolphinarium (Moscvarium, Moscow, Russia). The gut bacterial composition generally corresponds to the previous studies of captive bottlenose dolphins&#x2019; intestinal microbiota, although the bacterial relative abundance on the genus level slightly differed, which can be associated with the different rearing conditions. There was no association between gut microbiota composition and diversity and dolphins&#x2019; age, sex, and birthplace, but there were some significant differences in microbial abundances between dolphins that contact dolphinarium staff and visitors compared to animals that contact only dolphinarium staff, which should be addressed in developing veterinary care protocols for dolphins in the future.</p>
</sec>
<sec id="s6" sec-type="data-availability">
<title>Data availability statement</title>
<p>All sequences associated with this study have been deposited into the National Center for Biotechnological Information&#x2019;s Short Read Archive and are available under BioProject ID PRJNA1087733.</p>
</sec>
<sec id="s7" sec-type="ethics-statement">
<title>Ethics statement</title>
<p>Ethical approval was not required for the study involving animals in accordance with the local legislation and institutional requirements because experimental procedures for this report did not include any <italic>in vivo</italic> studies. Fecal samples for metagenomic sequencing were taken during the routine clinical care of dolphins (Moscvarium veterinary care protocol no. 25/162-3).</p>
</sec>
<sec id="s8" sec-type="author-contributions">
<title>Author contributions</title>
<p>IP: Writing &#x2013; original draft, Conceptualization, Formal analysis, Funding acquisition, Investigation, Software, Visualization. IS: Investigation, Methodology, Resources, Writing &#x2013; review &amp; editing. AK: Investigation, Writing &#x2013; original draft. IC: Formal analysis, Writing &#x2013; original draft. IT: Software, Writing &#x2013; original draft. KV: Conceptualization, Data curation, Funding acquisition, Project administration, Supervision, Validation, Writing &#x2013; review &amp; editing. AE: Conceptualization, Supervision, Writing &#x2013; review &amp; editing.</p>
</sec>
</body>
<back>
<sec id="s9" sec-type="funding-information">
<title>Funding</title>
<p>The author(s) declare financial support was received for the research, authorship, and/or publication of this article. This research has been made possible with the support of the Dutch Province of Limburg with a grant (HEFI-1) to the Centre for Healthy Eating &amp; Food Innovation of Maastricht University -campus Venlo.</p>
</sec>
<ack>
<title>Acknowledgments</title>
<p>IP acknowledges the support of the Ministry of Science and Higher Education of the Russian Federation (order No. 486 of 15 June 2021).</p>
</ack>
<sec id="s10" 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="s11" 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="s12" 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.2024.1410769/full#supplementary-material">https://www.frontiersin.org/articles/10.3389/fmars.2024.1410769/full#supplementary-material</ext-link>
</p>
<supplementary-material xlink:href="DataSheet_1.docx" id="SM1" mimetype="application/vnd.openxmlformats-officedocument.wordprocessingml.document"/>
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