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<front>
<journal-meta>
<journal-id journal-id-type="publisher-id">Front. Immunol.</journal-id>
<journal-title>Frontiers in Immunology</journal-title>
<abbrev-journal-title abbrev-type="pubmed">Front. Immunol.</abbrev-journal-title>
<issn pub-type="epub">1664-3224</issn>
<publisher>
<publisher-name>Frontiers Media S.A.</publisher-name>
</publisher>
</journal-meta>
<article-meta>
<article-id pub-id-type="doi">10.3389/fimmu.2024.1473686</article-id>
<article-categories>
<subj-group subj-group-type="heading">
<subject>Immunology</subject>
<subj-group>
<subject>Original Research</subject>
</subj-group>
</subj-group>
</article-categories>
<title-group>
<article-title>Comparative study of immune responses and intestinal microbiota in the gut-liver axis between wild and farmed pike perch (<italic>Sander Lucioperca</italic>)</article-title>
</title-group>
<contrib-group>
<contrib contrib-type="author">
<name>
<surname>Wang</surname>
<given-names>Jing</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<xref ref-type="aff" rid="aff2">
<sup>2</sup>
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</contrib>
<contrib contrib-type="author">
<name>
<surname>Li</surname>
<given-names>Shaowu</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<xref ref-type="aff" rid="aff2">
<sup>2</sup>
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<contrib contrib-type="author">
<name>
<surname>Sun</surname>
<given-names>Zhipeng</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<xref ref-type="aff" rid="aff3">
<sup>3</sup>
</xref>
<xref ref-type="aff" rid="aff4">
<sup>4</sup>
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<contrib contrib-type="author">
<name>
<surname>Lu</surname>
<given-names>Cuiyun</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<xref ref-type="aff" rid="aff3">
<sup>3</sup>
</xref>
<xref ref-type="aff" rid="aff4">
<sup>4</sup>
</xref>
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<contrib contrib-type="author">
<name>
<surname>Zhao</surname>
<given-names>Ran</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<xref ref-type="aff" rid="aff2">
<sup>2</sup>
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<contrib contrib-type="author">
<name>
<surname>Liu</surname>
<given-names>Tianqi</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<xref ref-type="aff" rid="aff3">
<sup>3</sup>
</xref>
<xref ref-type="aff" rid="aff4">
<sup>4</sup>
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<contrib contrib-type="author" corresp="yes">
<name>
<surname>Wang</surname>
<given-names>Di</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="author-notes" rid="fn001">
<sup>*</sup>
</xref>
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<contrib contrib-type="author" corresp="yes">
<name>
<surname>Zheng</surname>
<given-names>Xianhu</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<xref ref-type="aff" rid="aff3">
<sup>3</sup>
</xref>
<xref ref-type="aff" rid="aff4">
<sup>4</sup>
</xref>
<xref ref-type="author-notes" rid="fn001">
<sup>*</sup>
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<aff id="aff1">
<sup>1</sup>
<institution>Heilongjiang River Fisheries Research Institute, Chinese Academy of Fishery Sciences</institution>, <addr-line>Harbin</addr-line>, <country>China</country>
</aff>
<aff id="aff2">
<sup>2</sup>
<institution>Key Laboratory of Aquatic Animal Diseases and Immune Technology of Heilongjiang Province, Heilongjiang River Fisheries Research Institute</institution>, <addr-line>Harbin</addr-line>, <country>China</country>
</aff>
<aff id="aff3">
<sup>3</sup>
<institution>Key Laboratory of Freshwater Aquatic Biotechnology and Breeding, Ministry of Agriculture and Rural Affairs</institution>, <addr-line>Harbin</addr-line>, <country>China</country>
</aff>
<aff id="aff4">
<sup>4</sup>
<institution>National and Local Joint Engineering Laboratory of Freshwater Fish Breeding, Heilongjiang River Fisheries Research Institute</institution>, <addr-line>Harbin</addr-line>, <country>China</country>
</aff>
<author-notes>
<fn fn-type="edited-by">
<p>Edited by: Qiyou Xu, Huzhou University, China</p>
</fn>
<fn fn-type="edited-by">
<p>Reviewed by: Nan Wu, Chinese Academy of Sciences (CAS), China</p>
<p>Yibin Yang, Yangtze River Fisheries Research Institute, Chinese Academy of Fishery Sciences (CAFS), Wuhan, China</p>
<p>Guiqin Wang, Jilin Agriculture University, China</p>
</fn>
<fn fn-type="corresp" id="fn001">
<p>*Correspondence: Di Wang, <email xlink:href="mailto:wangdi@hrfri.ac.cn">wangdi@hrfri.ac.cn</email>; Xianhu Zheng, <email xlink:href="mailto:zhengxianhu@hrfri.ac.cn">zhengxianhu@hrfri.ac.cn</email>
</p>
</fn>
</author-notes>
<pub-date pub-type="epub">
<day>08</day>
<month>10</month>
<year>2024</year>
</pub-date>
<pub-date pub-type="collection">
<year>2024</year>
</pub-date>
<volume>15</volume>
<elocation-id>1473686</elocation-id>
<history>
<date date-type="received">
<day>31</day>
<month>07</month>
<year>2024</year>
</date>
<date date-type="accepted">
<day>10</day>
<month>09</month>
<year>2024</year>
</date>
</history>
<permissions>
<copyright-statement>Copyright &#xa9; 2024 Wang, Li, Sun, Lu, Zhao, Liu, Wang and Zheng</copyright-statement>
<copyright-year>2024</copyright-year>
<copyright-holder>Wang, Li, Sun, Lu, Zhao, Liu, Wang and Zheng</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>
<sec>
<title>Introduction</title>
<p>Pike perch (<italic>Sander Lucioperca</italic>) is a predatory freshwater fish, which is highly popular amongst consumers, owing to its white flesh with a delicate structure and mild flavor. Compared to wild pike perch, the diet of farmed ones has shifted from natural food to artificial feeds. These changes would affect the gut flora of the pike perch. Endogenous metabolites of the intestinal flora are transferred through the gut-liver axis, which affects the physiological functions of the host. By studying wild and farmed individuals of the pike perch, novel insights into the stability of the intestinal flora can be provided.</p>
</sec>
<sec>
<title>Methods and results</title>
<p>In this study, we measured various immune parameters in the blood, liver and intestine of wild and farmed pike perch using enzyme activity assays and real-time fluorescence quantitative PCR. Gut microbes were also collected for 16S rRNA gene sequencing. Our results showed that the serum low-density lipoprotein cholesterol (LDL-C) levels were twice as high in the wild group as in the farmed group. Furthermore, the activities of glutamate pyruvate transaminase (GPT) and glutamate oxaloacetate transaminase (GOT) in the intestinal tissues of the wild group were 733.91 U/g and 375.35 U/g, which were significantly higher than those of the farmed group. Expression of <italic>IL10</italic> in the liver of farmed pike perch was also 4-fold higher than that of wild pike perch. The expression of genes related to the p53-BAX/Bcl2 signaling pathway was higher in both intestinal and liver tissues of wild pike perch compared with farmed. 16S rRNA gene analysis of the gut microflora showed a high relative abundance of <italic>Cetobacterium</italic> in the gut of farmed pike perch.</p>
</sec>
<sec>
<title>Conclusion</title>
<p>As a result, our study indicates that dietary differences affect the diversity, composition and relative abundance of the gut flora of the pike perch. Meanwhile, it affects the glycolipid metabolism and immunomodulation of pike perch.</p>
</sec>
</abstract>
<kwd-group>
<kwd>
<italic>Sander lucioperca</italic>
</kwd>
<kwd>hematological</kwd>
<kwd>metabolic enzyme</kwd>
<kwd>gene expressions</kwd>
<kwd>intestinal flora</kwd>
</kwd-group>
<contract-num rid="cn001">2023TD22, 2023TD45</contract-num>
<contract-num rid="cn002">FGRC18537</contract-num>
<contract-sponsor id="cn001">Central Public-interest Scientific Institution Basal Research Fund, Chinese Academy of Fishery Sciences<named-content content-type="fundref-id">10.13039/501100012428</named-content>
</contract-sponsor>
<contract-sponsor id="cn002">National Infrastructure of Fishery Germplasm Resource<named-content content-type="fundref-id">10.13039/501100018736</named-content>
</contract-sponsor>
<counts>
<fig-count count="7"/>
<table-count count="2"/>
<equation-count count="0"/>
<ref-count count="65"/>
<page-count count="11"/>
<word-count count="3908"/>
</counts>
<custom-meta-wrap>
<custom-meta>
<meta-name>section-in-acceptance</meta-name>
<meta-value>Comparative Immunology</meta-value>
</custom-meta>
</custom-meta-wrap>
</article-meta>
</front>
<body>
<sec id="s1" sec-type="intro">
<label>1</label>
<title>Introduction</title>
<p>Interactions between diet and gut flora play a major role in regulating metabolic functions in vertebrates (95). The gut microbial communities in fish are extremely complex and may differ according to nutritional status, age, and environmental and other factors (<xref ref-type="bibr" rid="B1">1</xref>, <xref ref-type="bibr" rid="B2">2</xref>). The lifestyle of fish directly affects the formation of the gut flora, and bacteria specialized to their dietary intake will thrive (<xref ref-type="bibr" rid="B3">3</xref>). Gut microbes provide the host with nutrients, extracellular enzymes, fatty acids, and vitamins that cannot be obtained from outside sources (<xref ref-type="bibr" rid="B4">4</xref>). Numerous studies have shown that feed formulation can influence gut flora homeostasis and metabolism (<xref ref-type="bibr" rid="B5">5</xref>, <xref ref-type="bibr" rid="B6">6</xref>). Therefore, developing a better understanding of the function of bacteria in the fish gut would be beneficial to improving fish farming practices (<xref ref-type="bibr" rid="B7">7</xref>, <xref ref-type="bibr" rid="B8">8</xref>). Studying the variations between wild and farmed fish of the same species can help us to better understand the stability of individual gut microbial species (<xref ref-type="bibr" rid="B9">9</xref>).</p>
<p>The liver and gut are important sites of immune metabolism in aquatic organisms and the synergistic regulation of the gut-liver axis in fish has been recently recognized (<xref ref-type="bibr" rid="B10">10</xref>). The gut-liver axis refers to interactions between the gut, gut flora and liver, and it plays a crucial role in maintaining immune homeostasis (<xref ref-type="bibr" rid="B11">11</xref>). Gut mucosal surfaces act as biophysical barriers and secrete mucus to protect against pathogens (<xref ref-type="bibr" rid="B12">12</xref>). Additionally, gut-associated lymphoid tissue (GALT) is a crucial component of mucosal immunity, housing a diverse array of immune cell types that facilitate immune surveillance (<xref ref-type="bibr" rid="B13">13</xref>). The liver is a central immune organ, adjacent to GALT (<xref ref-type="bibr" rid="B14">14</xref>). Liver carries out immune surveillance of pathogens entering through the gut, and it is also affected by changes in the microbiota (<xref ref-type="bibr" rid="B15">15</xref>). The endogenous metabolites of gut flora (such as bile acids and amino acids) are transported to the liver via the portal vein, where they can modulate liver functions including enterohepatic exchange (<xref ref-type="bibr" rid="B16">16</xref>). Studies have shown that external factors, such as the farming environment and food provided, affect the homeostasis of gut microorganisms and that disturbances in the gut microecology further affect the metabolism and physiological homeostasis of the host (<xref ref-type="bibr" rid="B17">17</xref>, <xref ref-type="bibr" rid="B18">18</xref>). However, differences in the mechanisms of gut-liver axis regulation between wild and farmed fish remain unclear.</p>
<p>Hematologic indicators can indicate metabolic disorders and stress and play an important role in analyzing the health status of animals (<xref ref-type="bibr" rid="B19">19</xref>). Blood biochemistry can therefore provide valuable insights into an organism&#x2019;s internal environment (<xref ref-type="bibr" rid="B20">20</xref>). The levels of blood or plasma ions and enzymes with significant metabolic roles are established measures for assessing the health of fish (<xref ref-type="bibr" rid="B21">21</xref>). Environmental factors including temperature, salinity, oxygen content, and water quality may all affect these indicators (94). Feeding schedules and stocking densities can also have an impact (<xref ref-type="bibr" rid="B22">22</xref>). For instance, during hypoxic stress, concentrations of cholesterol, glucose, and other vital blood components are altered considerably ( <xref ref-type="bibr" rid="B23">23</xref>, <xref ref-type="bibr" rid="B24">24</xref>).</p>
<p>When fish are raised in confinement, their environment and habitat structure differ and their diet changes from natural food to artificial feed (<xref ref-type="bibr" rid="B4">4</xref>). These changes affect fish growth, immunity, and gut microbiota, all of which play important roles in fish health (<xref ref-type="bibr" rid="B25">25</xref>). The pike perch (<italic>Sander lucioperca</italic>) is a carnivorous fish, distributed throughout Eurasia, and it has a high economic value (<xref ref-type="bibr" rid="B26">26</xref>). With the advantages of fast growth, high nutritional value and disease resistance, commercial farming of the pike perch is growing (<xref ref-type="bibr" rid="B27">27</xref>). In this study, we compared differences in blood biochemistry, key enzyme activities, the expression of immune-related genes and gut flora composition between wild and farmed populations of pike perch. Our objectives were: (1) to characterize the changes in serum biochemistry between wild and farmed pike perch; (2) to compare the differences between the immunity indexes of the two fish populations; and (3) to evaluate the effects of different environmental feeding conditions on the intestinal flora of pike perch. In this way, the adaptations and potential immune mechanisms of pike perch populations under different environmental conditions can be evaluated.</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>Ethics statement</title>
<p>All animal procedures in this study were conducted with the approval of the Animal Care Ethics and Experimentation Committee of Heilongjiang Fisheries Research Institute, Chinese Academy of Fisheries Sciences.</p>
</sec>
<sec id="s2_2">
<label>2.2</label>
<title>Animal collection and tissue sampling</title>
<p>Five wild pike perch (3-year-old, 1530 &#xb1; 170 g) were collected in April 2023 from Khanka Lake, located in the upper reaches of the Wusuli River in Heilongjiang Province (45&#xb0;37&#x2019;N; 132&#xb0;49&#x2019;E). At the same time, five farmed pike perch (3-year-old, 1260 &#xb1; 150 g) were collected from Hulan Experimental Farm at the Heilongjiang Fisheries Research Institute, Chinese Academy of Fisheries Sciences. Farmed pike perch are bred by the Heilongjiang Fisheries Research Institute and is fully adapted to artificial feeding (Dongyu Bio, Zhejiang, China). The main ingredients of the feed include: fishmeal, flour, soya bean meal, fish oil, soya bean lecithin oil, di-calcium phosphate, vitamins and minerals.</p>
<p>Samples were taken as soon as possible after capture. Before sampling, the fish were anesthetized with 150 mg/L MS-222 (Sigma-Aldrich). The serum, liver and intestine of each fish were collected under sterile conditions and stored at -80&#xb0;C. The digestive tract was rinsed five times with sterile PBS to remove intestinal contents. The mucus was then removed by scraping with a sterile scalpel and collected into a 1.5-ml sterile microcentrifuge tube. DNA was extracted from each mucosal sample for subsequent 16S rRNA gene sequencing.</p>
</sec>
<sec id="s2_3">
<label>2.3</label>
<title>Hematologic and biochemical analyses</title>
<p>Serum parameters were measured using a hematology analyzer (BS-240 Vet, Mindray). Serum levels of Complement 3 (C3), Complement 4 (C4) and Immunoglobulin M (IgM) were measured with ELISA kits (Jianglai, Shanghai, China), according to the instructions of the manufacturer.</p>
</sec>
<sec id="s2_4">
<label>2.4</label>
<title>Enzyme activity assays</title>
<p>Tissues (1 g) were homogenized and the supernatant extracted for enzyme activity assays. Glutamate pyruvic transaminase (GPT), glutamate oxaloacetic transaminase (GOT), trypsase (Try), lipase (Lip), amylase (AL), malondialdehyde (MDA), superoxide dismutase (SOD), catalase (CAT), alkaline phosphatase (AKP), acid phosphatase (ACP), and lysozyme (LZM) levels were measured with the procedures provided by Grace Biotechnology, Suzhou, China.</p>
</sec>
<sec id="s2_5">
<label>2.5</label>
<title>Gene expression analysis</title>
<p>RNA was extracted from the stored tissues with the RNAiso Plus kit (Takara, China). Total RNA was reverse transcribed into cDNA using the PrimeScript&#x2122; FAST RT reagent Kit with gDNA Eraser (Takara, China). This was followed by quantitative real-time PCR (qPCR) on an ABI 7500 Real-Time PCR System using the kit TB Green Premix Ex Taq &#x2122; II FAST qPCR (Takara, China). NCBI (<ext-link ext-link-type="uri" xlink:href="https://www.ncbi.nlm.nih.gov/">https://www.ncbi.nlm.nih.gov/</ext-link>) was utilized to design the required primers (detailed in <xref ref-type="table" rid="T1">
<bold>Table&#xa0;1</bold>
</xref>). Once qPCR was complete, the Ct values for the target gene and <italic>GAPDH</italic> were obtained for each sample, and the 2<sup>&#x2212;&#x394;&#x394;CT</sup> method was used to determine the relative gene expression levels.</p>
<table-wrap id="T1" position="float">
<label>Table&#xa0;1</label>
<caption>
<p>Used primers for target genes of q-PCR in the present study.</p>
</caption>
<table frame="hsides">
<thead>
<tr>
<th valign="top" align="left">Target gene</th>
<th valign="top" align="left">Primer sequences (5&#x2032;-3&#x2032;)</th>
<th valign="top" align="left">Accession number</th>
</tr>
</thead>
<tbody>
<tr>
<td valign="top" align="left">
<italic>GAPDH</italic>
</td>
<td valign="top" align="left">F: TGCTCACTTGAAGGGTGGTG<break/>R: TCAGGCCCTCAATGATGACG</td>
<td valign="top" align="left">XM_031299603.2</td>
</tr>
<tr>
<td valign="top" align="left">
<italic>BAX</italic>
</td>
<td valign="top" align="left">F: CAGGGTGGTTGCACTGTTCT<break/>R: GATCGAATACCCTCCCAGCC</td>
<td valign="top" align="left">XM_031312263.1</td>
</tr>
<tr>
<td valign="top" align="left">
<italic>Bcl-2</italic>
</td>
<td valign="top" align="left">F: TTGTCCCTCCACCGAGTTTG<break/>R: CGTTTGCAGAGGTGAGGGAT</td>
<td valign="top" align="left">XM_031294226.2</td>
</tr>
<tr>
<td valign="top" align="left">
<italic>P53</italic>
</td>
<td valign="top" align="left">F: ACACGACGGAAAAGGGAGAC<break/>R: CTGACACGACTGAACACCGA</td>
<td valign="top" align="left">XM_031298412.2</td>
</tr>
<tr>
<td valign="top" align="left">
<italic>Caspase3</italic>
</td>
<td valign="top" align="left">F: GAGTGGAGCTGGATAACGGAT<break/>R: GCATGAACCAGGAGCCATTG</td>
<td valign="top" align="left">XM_031280131.2</td>
</tr>
<tr>
<td valign="top" align="left">
<italic>Caspase9</italic>
</td>
<td valign="top" align="left">F: TTATGGTGTGGACGGACAGC<break/>R: GTTCAACCTCGTCAGGGGAC</td>
<td valign="top" align="left">XM_031286531.2</td>
</tr>
<tr>
<td valign="top" align="left">
<italic>Mpx</italic>
</td>
<td valign="top" align="left">F: GCAAACTACAGGGAGGACCC<break/>R: CCATGTTGAGAGAGCCCAGG</td>
<td valign="top" align="left">XM_031278045.2</td>
</tr>
<tr>
<td valign="top" align="left">
<italic>Mpeg</italic>
</td>
<td valign="top" align="left">F: TCACCAAAGCCAAAAGCTGC<break/>R: CAGCGGGTTGTTTGACTGAC</td>
<td valign="top" align="left">XM_031309065.2</td>
</tr>
<tr>
<td valign="top" align="left">
<italic>Occludin a</italic>
</td>
<td valign="top" align="left">F: AGTCCACCTCCCTACGACTC<break/>R: TTTAAGGATGCCTGGCGGAG</td>
<td valign="top" align="left">XM_035991813.1</td>
</tr>
<tr>
<td valign="top" align="left">
<italic>Occludin b</italic>
</td>
<td valign="top" align="left">F: TGAGCCTCATGGGTATGGGA<break/>R: AGCCATAGGATCCGCCAATG</td>
<td valign="top" align="left">XM_031300916.2</td>
</tr>
<tr>
<td valign="top" align="left">
<italic>Claudin 12</italic>
</td>
<td valign="top" align="left">F: TTCACCCTTCTGGTTGCCTC<break/>R: GCAACCACACTTTGCACGTA</td>
<td valign="top" align="left">XM_031299250.2</td>
</tr>
<tr>
<td valign="top" align="left">
<italic>Claudin 15</italic>
</td>
<td valign="top" align="left">F: AGGAGTGCAGTGTTCGAAGG<break/>R: TTGAAGGCGTACCAGGACAC</td>
<td valign="top" align="left">XM_031289825.2</td>
</tr>
<tr>
<td valign="top" align="left">
<italic>HO-1</italic>
</td>
<td valign="top" align="left">F: TTACTTCCCGGCTGAACTGG<break/>R: CAGGTTGGGACTGGACACAC</td>
<td valign="top" align="left">XM_031285861.2</td>
</tr>
<tr>
<td valign="top" align="left">
<italic>Keap-1</italic>
</td>
<td valign="top" align="left">F: ATCCCAGGGTTATGGACCGA<break/>R: CTGGTACATGACAGCACCGT</td>
<td valign="top" align="left">XM_031285821.2</td>
</tr>
<tr>
<td valign="top" align="left">
<italic>Nrf2</italic>
</td>
<td valign="top" align="left">F: CACAGAAGAGAACGGTGACG<break/>R: GTAGTAGTGGACCTGGGGAGA</td>
<td valign="top" align="left">XM_031297154.2</td>
</tr>
<tr>
<td valign="top" align="left">
<italic>SOD</italic>
</td>
<td valign="top" align="left">F: ATAATCACCCTCACTGGCCC<break/>R: CCAGCATTGCCCGTCTTTAG</td>
<td valign="top" align="left">XM_031280860.2</td>
</tr>
<tr>
<td valign="top" align="left">
<italic>CAT</italic>
</td>
<td valign="top" align="left">F: ATGTGGCACGCTACAACAGT<break/>R: CCTGCCATGTTCTGGCAAAG</td>
<td valign="top" align="left">XM_031316748.2</td>
</tr>
<tr>
<td valign="top" align="left">
<italic>GPX</italic>
</td>
<td valign="top" align="left">F: CTGGTCAATGCTGACGGTGA<break/>R: GCATAATCTGGGTTGGTGGC</td>
<td valign="top" align="left">XM_031301500.2</td>
</tr>
<tr>
<td valign="top" align="left">
<italic>IL-10</italic>
</td>
<td valign="top" align="left">F: CCAATGCTGTCGTTTCGTGG<break/>R: GTATGCTGTTCATGGCGTGG</td>
<td valign="top" align="left">XM_031323076.2</td>
</tr>
<tr>
<td valign="top" align="left">
<italic>MAPK14</italic>
</td>
<td valign="top" align="left">F: CTGGACACAGACAAGCGGAT<break/>R: AATTGTCGGAGGCTGGACTT</td>
<td valign="top" align="left">XM_031286367.1</td>
</tr>
<tr>
<td valign="top" align="left">
<italic>APAF-1</italic>
</td>
<td valign="top" align="left">F: TGTACAGGTGTTGGAGGTGC<break/>R: GTCAACAGGCAAGGTGGAGA</td>
<td valign="top" align="left">XM_031313342.2</td>
</tr>
</tbody>
</table>
</table-wrap>
</sec>
<sec id="s2_6">
<label>2.6</label>
<title>Intestinal flora analysis</title>
<p>High-throughput sequencing of the 16S rRNA gene was performed at Personal Biotechnology Co., Ltd (Shanghai, China) using an Illumina MiSeq sequencer (300 bp double-ended reads). Sequencing reads were assigned based on unique barcodes for each sample. Microbiome bioinformatics were performed with QIIME2 2019.4. Briefly, raw sequence data were demultiplexed using the demux plugin following by primers cutting with cutadapt plugin (<xref ref-type="bibr" rid="B28">28</xref>). Sequences were then quality filtered, denoised, merged and chimera removed using the DADA2 plugin (<xref ref-type="bibr" rid="B29">29</xref>). Non-singleton amplicon sequence variants (ASVs) were aligned with mafft (<xref ref-type="bibr" rid="B64">64</xref>) and used to construct a phylogeny with fasttree2 (<xref ref-type="bibr" rid="B65">65</xref>). The obtained raw data were analyzed using the QIIME2 cloud analysis system (<ext-link ext-link-type="uri" xlink:href="https://www.genescloud.cn/home">https://www.genescloud.cn/home</ext-link>).</p>
</sec>
<sec id="s2_7">
<label>2.7</label>
<title>Data analysis</title>
<p>Data are expressed as means &#xb1; standard errors of the mean (SEM). Statistical analyses were performed with SPSS software. Independent T tests were used to compare differences between treatment groups. Significance was determined if <italic>P</italic> &lt; 0.05 and defined as highly significant if <italic>P</italic> &lt; 0.01.</p>
</sec>
</sec>
<sec id="s3" sec-type="results">
<label>3</label>
<title>Results</title>
<sec id="s3_1">
<label>3.1</label>
<title>Hematologic analyses</title>
<p>Hematologic parameters are shown in <xref ref-type="fig" rid="f1">
<bold>Figure&#xa0;1</bold>
</xref>. Statistical analyses revealed nonsignificant difference in acid phosphatase (ACP), glucose (Glu), Fe, Ca, total protein (TP), albumin (ALB), high-density lipoprotein cholesterol (HDL-C), total cholesterol (TC), IgM, C3 and C4 between the two groups. The serum alanine aminotransferase (ALT) activity of farmed pike perch (F) was 127.47 U/L, which was significantly higher than that of wild pike perch (W) (68.03 U/L) (<italic>P</italic> &lt; 0.01). In contrast, the triglyceride (TG) value in group W was 7.07 mmol/L, significantly higher than that in group F, which was 1.01 mmol/L (<italic>P</italic> &lt; 0.01). Meanwhile, the low-density lipoprotein cholesterol (LDL-C) level in group W was 0.76 mmol/L, which was significantly higher than that in group F, which was 0.35 mmol/L (<italic>P</italic> &lt; 0.01).</p>
<fig id="f1" position="float">
<label>Figure&#xa0;1</label>
<caption>
<p>Comparison of hematological parameters of wild (W) and farmed (F) pike perch. Results are shown as mean &#xb1; SEM. Asterisks indicate differences between groups W and F.  ** highly significant (P &lt; 0.01).</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fimmu-15-1473686-g001.tif"/>
</fig>
</sec>
<sec id="s3_2">
<label>3.2</label>
<title>Enzyme activity</title>
<p>The activities of glutamate pyruvate transaminase (GPT) and glutamate oxaloacetate transaminase (GOT) in the intestinal tissues of group W were 733.91 U/g and 375.35 U/g, respectively, which were significantly higher than those of group F (<italic>P</italic> &lt; 0.01; <xref ref-type="fig" rid="f2">
<bold>Figure&#xa0;2</bold>
</xref>). Trypsin activity in the intestinal tissue of group F was 51.05 U/g, which was significantly higher than that of group W of 31.75 U/g (<italic>P</italic> &lt; 0.01; <xref ref-type="fig" rid="f2">
<bold>Figure&#xa0;2</bold>
</xref>). Moreover, the CAT activity in intestinal tissues of group F was 211.5 U/g, which was significantly higher than that of group W (110.02 U/g). Enzymatic activities of AL, SOD and ACP in both intestinal and liver tissues were significantly higher in group W than in group F (<italic>P</italic> &lt; 0.01; <xref ref-type="fig" rid="f2">
<bold>Figure&#xa0;2</bold>
</xref>).</p>
<fig id="f2" position="float">
<label>Figure&#xa0;2</label>
<caption>
<p>Changes in the activities of digestive and immune related enzymes in liver and intestinal tissues of wild (W) and farmed (F) pike perch. Results are shown as mean &#xb1; SEM. Asterisks indicate differences between groups W and F. * Significant (<italic>P</italic> &lt; 0.05), ** highly significant (<italic>P</italic> &lt; 0.01).</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fimmu-15-1473686-g002.tif"/>
</fig>
</sec>
<sec id="s3_3">
<label>3.3</label>
<title>Gene expression analysis</title>
<p>As shown in <xref ref-type="fig" rid="f3">
<bold>Figure&#xa0;3</bold>
</xref>, the expression of <italic>Bcl2</italic>, <italic>CAT</italic>, <italic>MAPK14</italic> and <italic>P53</italic> in the liver of wild pike perch was significantly higher than that of farmed fish (<italic>P</italic> &lt; 0.05). Meanwhile, the expression of both <italic>APAF1</italic> and <italic>Nrf-2</italic> in the intestine of group W was significantly higher than that of group F (<italic>P</italic> &lt; 0.05; <xref ref-type="fig" rid="f3">
<bold>Figure&#xa0;3</bold>
</xref>). The gene expression of <italic>Mpx</italic>, <italic>Mpeg</italic>, and <italic>Claudn12</italic> in the liver and intestinal tissues of group W was significantly higher than that of group F (<italic>P</italic> &lt; 0.05; <xref ref-type="fig" rid="f3">
<bold>Figure&#xa0;3</bold>
</xref>). However, the expression of <italic>HO-1</italic> and <italic>IL10</italic> in the liver of group F was significantly higher than that of group W, and the expression of <italic>IL10</italic> was increased 4-fold (<italic>P</italic> &lt; 0.01; <xref ref-type="fig" rid="f3">
<bold>Figure&#xa0;3</bold>
</xref>). As shown in the heatmap (<xref ref-type="fig" rid="f4">
<bold>Figure&#xa0;4A</bold>
</xref>), there was a large difference in gene expression in the liver tissues of groups W and F. Pearson correlation analysis showed that GOT enzyme activity was significantly and positively correlated with <italic>Caspase9</italic> expression (<xref ref-type="fig" rid="f4">
<bold>Figure&#xa0;4B</bold>
</xref>). While SOD enzyme activity was significantly and positively correlated with <italic>CAT</italic> and <italic>P53</italic> expression (<xref ref-type="fig" rid="f4">
<bold>Figure&#xa0;4B</bold>
</xref>).</p>
<fig id="f3" position="float">
<label>Figure&#xa0;3</label>
<caption>
<p>Gene expression analysis of antioxidant genes and anti-inflammatory factors in liver and intestine tissues of wild (W) and farmed (F) pike perch. Results are shown as mean &#xb1; SEM. Asterisks indicate differences between groups W and F. * Significant (<italic>P</italic> &lt; 0.05), ** highly significant (<italic>P</italic> &lt; 0.01).</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fimmu-15-1473686-g003.tif"/>
</fig>
<fig id="f4" position="float">
<label>Figure&#xa0;4</label>
<caption>
<p>Heatmap of gene expression differences between wild and farmed pike perch in different tissues <bold>(A)</bold>. Red bars indicate higher expression levels and blue bars indicate lower expression levels. Association between 31 markers in gene expression levels and biochemical levels in wild and farmed pike perch <bold>(B)</bold>. Pearson correlation heatmap. Colors range from bright blue (strong positive correlation; r = 1.0) to bright red (strong negative correlation; r = -1.0).</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fimmu-15-1473686-g004.tif"/>
</fig>
</sec>
<sec id="s3_4">
<label>3.4</label>
<title>Comparison of the intestinal microbiome</title>
<sec id="s3_4_1">
<label>3.4.1</label>
<title>Differences and diversity in microbiota composition</title>
<p>In total, 587 unique OTUs were obtained from the intestinal contents of the 10-sample fish (<xref ref-type="fig" rid="f5">
<bold>Figure&#xa0;5A</bold>
</xref>). A higher number of bacterial taxa can be detected in group W (<xref ref-type="fig" rid="f5"><bold>Figure 5B</bold></xref>) To allow a more comprehensive assessment of the &#x3b1;-diversity of the microbial communities, richness was characterized using the observed species index Chao1, Simpson&#x2019;s diversity index, and Faith&#x2019;s phylogenetic diversity (PD) index, which characterizes evolution-based diversity (<xref ref-type="table" rid="T2">
<bold>Table&#xa0;2</bold>
</xref>).</p>
<fig id="f5" position="float">
<label>Figure&#xa0;5</label>
<caption>
<p>Venn diagram showing the distribution of operational taxonomic units (OTUs) in the gut microbes of wild (W) and farmed (F) pike perch <bold>(A)</bold>. Specific composition of the microbial community in each sample at each taxonomic level <bold>(B)</bold>. Comparison of autochthonous intestine microbiota composition between different groups. Non-metric multidimensional scaling (NMDS) <bold>(C)</bold>, Principal coordinate analysis (PCA) <bold>(D)</bold>.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fimmu-15-1473686-g005.tif"/>
</fig>
<table-wrap id="T2" position="float">
<label>Table&#xa0;2</label>
<caption>
<p>The &#x3b1;-diversity indexes of intestinal flora in pike perch.</p>
</caption>
<table frame="hsides">
<thead>
<tr>
<th valign="top" align="left"/>
<th valign="top" align="left">Chao1</th>
<th valign="top" align="left">Faith_pd</th>
<th valign="top" align="left">Simpson</th>
</tr>
</thead>
<tbody>
<tr>
<td valign="top" align="center">Wild</td>
<td valign="top" align="left">104.41 &#xb1; 20.96</td>
<td valign="top" align="left">16.85 &#xb1; 3.88</td>
<td valign="top" align="left">0.3<sup>*</sup> &#xb1; 0.02</td>
</tr>
<tr>
<td valign="top" align="center">Farmed</td>
<td valign="top" align="left">88.76 &#xb1; 7.09</td>
<td valign="top" align="left">17.38 &#xb1; 3.63</td>
<td valign="top" align="left">0.76 &#xb1; 0.01</td>
</tr>
</tbody>
</table>
</table-wrap>
<p>The &#x3b2;-diversity indicates the effect of the bacterial population on the structure of the bacterial community. Non-metric multidimensional scaling (NMDS) showed that the distance between the W group and F group was large (<xref ref-type="fig" rid="f5">
<bold>Figure&#xa0;5C</bold>
</xref>). A principal components analysis (PCA) showed a difference in the bacterial communities of the two fish groups. The samples from the W group clustered more closely together than those of the F group, as shown in the PCA plot (<xref ref-type="fig" rid="f5">
<bold>Figure&#xa0;5D</bold>
</xref>).</p>
</sec>
<sec id="s3_4_2">
<label>3.4.2</label>
<title>Changes in microbial communities</title>
<p>Respective relative abundances of bacteria at the phylum and genus levels are shown in <xref ref-type="fig" rid="f6">
<bold>Figure&#xa0;6A</bold>
</xref> and <xref ref-type="fig" rid="f6">
<bold>Figure&#xa0;6B</bold>
</xref>. There was no significant difference in the abundances of microorganisms at the phylum level between the two groups. The dominant phylum in group W was Proteobacteria. The dominant phyla in group F were Proteobacteria and Fusobacteria. The diversity of bacterial flora was greater in group F than in group W, and the abundance of <italic>Cetobacterium</italic> was greater in group F (<xref ref-type="fig" rid="f6">
<bold>Figure&#xa0;6B</bold>
</xref>).</p>
<fig id="f6" position="float">
<label>Figure&#xa0;6</label>
<caption>
<p>Differences in the relative abundance of the intestine bacteria flora of wild (W) and farmed (F) pike perch. Relative abundance of intestinal bacteria at the phylum level <bold>(A)</bold>; relative abundance of intestinal bacteria at the genus level <bold>(B)</bold>. Linear discriminant analysis (LDA) score of the abundance of taxa <bold>(C)</bold>. LEfSe cladogram <bold>(D)</bold>.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fimmu-15-1473686-g006.tif"/>
</fig>
<p>A linear discriminant analysis (LDA) showed that 25 taxa were significantly enriched, 15 in group W and 10 in group F (<xref ref-type="fig" rid="f6">
<bold>Figure&#xa0;6C</bold>
</xref>). According to <xref ref-type="fig" rid="f6">
<bold>Figure&#xa0;6D</bold>
</xref>, the abundance of the Firmicutes and Proteobacteria was higher in group W.</p>
</sec>
<sec id="s3_4_3">
<label>3.4.3</label>
<title>Statistical analysis of metabolic pathways based on 16S rRNA gene analysis of intestinal flora</title>
<p>As shown in <xref ref-type="fig" rid="f7">
<bold>Figure&#xa0;7A</bold>
</xref>, the function of the intestinal flora in groups W and F included material and energy metabolism and exogenous biodegradation. The species compositions of the metabolic pathways are shown in <xref ref-type="fig" rid="f7">
<bold>Figure&#xa0;7B</bold>
</xref>. As shown in <xref ref-type="fig" rid="f7">
<bold>Figure&#xa0;7B</bold>
</xref>, the species composition of the two groups consisted mainly of <italic>Pseudomonas</italic> and <italic>Aeromonas</italic> species, and <italic>Cetobacterium</italic> spp. also formed a proportionate part of group F.</p>
<fig id="f7" position="float">
<label>Figure&#xa0;7</label>
<caption>
<p>The functions of intestinal microbiota in the fish intestine microbiota had been predicted with the KEGG database <bold>(A)</bold>. Species composition analysis of metabolic pathways <bold>(B)</bold>.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fimmu-15-1473686-g007.tif"/>
</fig>
</sec>
</sec>
</sec>
<sec id="s4" sec-type="discussion">
<label>4</label>
<title>Discussion</title>
<p>This study identifies differences in the gut-liver axis immune response and gut microbiota composition between wild and farmed pike perch. Our physiological, molecular and gut flora results reveal potential immunomodulatory mechanisms by the different intestinal microbial populations of pike perch.</p>
<p>Blood alanine aminotransferase (ALT) and aspartate aminotransferase (AST) play a significant role in amino acid metabolism and liver function in fish (<xref ref-type="bibr" rid="B30">30</xref>, <xref ref-type="bibr" rid="B31">31</xref>). In this study, the serum levels of ALT were significantly higher in farmed pike perch than in wild. Similar to our findings, another study has shown that values of ALT in the serum of farmed <italic>Channa argus</italic> are significantly higher than in wild fish (<xref ref-type="bibr" rid="B21">21</xref>). This suggests that their metabolic activity is relatively high under farmed conditions, which may lead to elevated concentrations of aminotransferases (<xref ref-type="bibr" rid="B32">32</xref>). The levels of total protein, cholesterol and triglycerides can indicate the health status of teleost fish (<xref ref-type="bibr" rid="B33">33</xref>), and increased cholesterol levels typically indicate enhanced lipid and lipoprotein metabolism (<xref ref-type="bibr" rid="B34">34</xref>). Our results show that the serum levels of TG and LDL-C were higher in the wild group. This suggests that the diet of wild fish is higher in cholesterol or saturated fatty acids compared with the farmed group.</p>
<p>Dietary protein and lipid levels are known to affect the activity of enzymes involved in amino acid catabolism (<xref ref-type="bibr" rid="B35">35</xref>). The activities of GPT and GOT have been positively correlated with dietary protein levels and inversely correlated with dietary carbohydrate levels (<xref ref-type="bibr" rid="B36">36</xref>). In this study, we found that both GPT and GOT activities in the intestinal tissues of group W were significantly higher than those of group F. This suggests that the wild pike perch has a higher protein content diet. Studies have shown that a high-protein diet increases liver GPT activity in <italic>Eleginops maclovinus</italic> (<xref ref-type="bibr" rid="B37">37</xref>
<italic>)</italic>. Antioxidant enzymes also play a crucial role in the innate immune system (<xref ref-type="bibr" rid="B38">38</xref>). Studies have shown that when the carnivorous fish <italic>Mylopharyngodon piceus</italic> (<xref ref-type="bibr" rid="B39">39</xref>) and <italic>Paralichthys olivaceus</italic> (<xref ref-type="bibr" rid="B40">40</xref>) are fed a diet high in carbohydrates, the activity of antioxidant enzymes in their livers is inhibited. In this study, both SOD and CAT enzyme activities were lower in group F than in group W, indicating that the diet of farmed pike perch is higher in carbohydrates.</p>
<p>The gene expression of SOD and CAT demonstrated a similar trend to the enzyme assays, indicating that the high carbohydrate diet reduced the antioxidant capacity of farmed pike perch. Moreover, SOD enzyme activity had a significant positive correlation with <italic>CAT</italic> and <italic>P53</italic> gene expression. <italic>P</italic>53 is a key transcription factor in the regulation of apoptosis, and it induces apoptosis by regulating <italic>BAX</italic> and <italic>Bcl2</italic> gene transcription (<xref ref-type="bibr" rid="B41">41</xref>). Bcl-2 was an anti-apoptotic protein that inhibited apoptosis by binding into dimers with the ligand Bax (<xref ref-type="bibr" rid="B42">42</xref>). p53 induces apoptosis by upregulating <italic>BAX</italic> and <italic>Caspase3</italic> expression and downregulating the expression of <italic>Bcl2</italic> (<xref ref-type="bibr" rid="B41">41</xref>, <xref ref-type="bibr" rid="B43">43</xref>). In this study, the expression of <italic>P53</italic>, <italic>BAX</italic>, <italic>Caspase9</italic> and <italic>Caspase3</italic> in group W was higher than in group F. This suggests that wild pike perch enhance their antioxidant capacity by regulating the expression of apoptosis-related genes in the p53-BAX/Bcl2 signaling pathway.</p>
<p>Interleukin 10 (<italic>IL10</italic>), a pleiotropic regulatory cytokine with anti-inflammatory effects, has been identified in grass carp (<xref ref-type="bibr" rid="B44">44</xref>), rainbow trout (<italic>Oncorhynchus mykiss</italic>) (<xref ref-type="bibr" rid="B45">45</xref>) and carp (<xref ref-type="bibr" rid="B46">46</xref>). Studies have shown that <italic>Taraxacum mongolicum</italic> flavonoids (TMF) can enhance the resistance of the defense system of <italic>Channa argus</italic> by enhancing the expression of anti-inflammatory factor genes (<italic>IL-10</italic>, <italic>tgf-&#x3b2;</italic>) (<xref ref-type="bibr" rid="B47">47</xref>). Research in zebrafish has shown that <italic>IL10</italic> can regulate the secretory function of the intestinal mucosa by modulating the number of goblet cells (<xref ref-type="bibr" rid="B48">48</xref>). In this study, the expression of <italic>IL10</italic> in the liver of group F was significantly higher than that of group W, indicating that <italic>IL10</italic> plays an important role in regulating the intestinal homeostasis of farmed pike perch. In addition, occludin and claudins have epithelial barrier-forming roles in fish (<xref ref-type="bibr" rid="B49">49</xref>, <xref ref-type="bibr" rid="B50">50</xref>). One study showed that the addition of sinomenine to the diet of grass carp resulted in the upregulation of tight junction proteins, which improved intestinal barrier function (<xref ref-type="bibr" rid="B51">51</xref>). In this study, these tightly linked genes were all more highly expressed in group W than in group F, possibly indicating that wild pike perch suppress inflammation by controlling epithelial permeability.</p>
<p>The gut microbiota affects the nutrition, development and immunity of the host (<xref ref-type="bibr" rid="B52">52</xref>). Diet can act as a very important factor in this context, exerting selective pressure on the microbial composition of the fish gut (<xref ref-type="bibr" rid="B53">53</xref>). Typically the gut microbiota produces metabolites that benefit various functions in the host (<xref ref-type="bibr" rid="B54">54</xref>). For example, firmicutes facilitate the digestion and absorption of nutrients by breaking down a range of substances (<xref ref-type="bibr" rid="B55">55</xref>). Proteobacteria affect host energy accumulation, and an increase in their abundance facilitates the maintenance of energy homeostasis in a hostile environment (<xref ref-type="bibr" rid="B56">56</xref>). Studies have shown that <italic>Taraxacum mongolicum</italic> polysaccharide (TMP) fermentation products increased the number of beneficial bacteria in the Jian carp (<italic>Cyprinus carpio</italic> var. Jian) gut, which regulated digestive enzyme activity (<xref ref-type="bibr" rid="B57">57</xref>). In this study, the abundance of Proteobacteria in the gut was higher in group W, suggesting that group W accumulates energy more efficiently to cope with a variable environment. This suggests that changes in diet can affect the energy requirements of pike perch. Understanding the composition of the gut microbiota in response to dietary changes would be valuable to establishing practical feeds for pike perch aquaculture.</p>
<p>Gut microbes regulate glucose tolerance and host energy homeostasis via gut microbial metabolites including bile acids, indoles and succinate (<xref ref-type="bibr" rid="B58">58</xref>&#x2013;<xref ref-type="bibr" rid="B60">60</xref>). <italic>Cetobacterium</italic> is a prevalent probiotic in the intestinal tract of freshwater fish that produces vitamin B12, which facilitates nutrient absorption (<xref ref-type="bibr" rid="B61">61</xref>). Metabolites of <italic>Cetobacterium</italic> have been shown to reduce fat accumulation and enhance the health of the liver and stomach in carp (<xref ref-type="bibr" rid="B62">62</xref>). In addition, research in zebrafish has shown that increasing the abundance of acetate-producing <italic>Cetobacterium</italic> alters the gut microbiota to improve glucose homeostasis (<xref ref-type="bibr" rid="B63">63</xref>). In this study, the relative abundance of <italic>Cetobacterium</italic> in the gut was higher in group F. In addition, our enzyme activity assays indicated that the diet of group F was higher in carbohydrates. This suggests that carbohydrates in farmed pike perch diets influence the structure of the gut microbiota and <italic>Cetobacterium</italic> enrichment favors glucose utilization. Whether other bacteria play a role in promoting the synergistic regulation of the gut-liver axis in pike perch deserves further investigation.</p>
<p>In conclusion, we showed that wild pike perch diets are higher in protein and cholesterol, whereas the farmed pike perch basal diet was higher in carbohydrates. Dietary differences affect the composition of the gut microflora in pike perch. Metabolites of the gut microbiota further influence glucose metabolism, antioxidant capacity, and immune responses. The gut-liver axis enables pike perch to control and shape the gut microbiota and protect their intestinal barriers. Further studies are required to determine whether pike perch on different diets have specialized gut microbiotas and their effects on their metabolic profile. Additional investigations into the exact metabolic functions of these key gut microbes would also be beneficial to the field.</p>
</sec>
</body>
<back>
<sec id="s5" sec-type="data-availability">
<title>Data availability statement</title>
<p>The original contributions presented in the study are publicly available. This data can be found in the NCBI repository with the following accession numbers: F1: SAMN43989790; F2: SAMN43989791; F3: SAMN43989792; F4: SAMN43989793; F5: SAMN43989794; W1: SAMN43989795; W2: SAMN43989796; W3: SAMN43989797; W4: SAMN43989798; W5: SAMN43989799.</p>
</sec>
<sec id="s6" sec-type="ethics-statement">
<title>Ethics statement</title>
<p>The animal study was approved by Animal Care Ethics and Experimentation Committee of Heilongjiang Fisheries Research Institute, Chinese Academy of Fisheries Sciences. The study was conducted in accordance with the local legislation and institutional requirements.</p>
</sec>
<sec id="s7" sec-type="author-contributions">
<title>Author contributions</title>
<p>JW: Conceptualization, Data curation, Investigation, Methodology, Writing &#x2013; original draft, Writing &#x2013; review &amp; editing. SL: Investigation, Supervision, Visualization, Writing &#x2013; review &amp; editing. ZS: Investigation, Resources, Software, Validation, Writing &#x2013; original draft. CL: Conceptualization, Investigation, Project administration, Validation, Writing &#x2013; original draft. RZ: Data curation, Methodology, Visualization, Writing &#x2013; original draft. TL: Data curation, Methodology, Visualization, Writing &#x2013; original draft. DW: Conceptualization, Methodology, Visualization, Writing &#x2013; original draft, Writing &#x2013; review &amp; editing. XZ: Funding acquisition, Project administration, Resources, Supervision, Validation, Writing &#x2013; original draft.</p>
</sec>
<sec id="s8" sec-type="funding-information">
<title>Funding</title>
<p>The author(s) declare that financial support was received for the research, authorship, and/or publication of this article. This study was supported by the Central Public-interest Scientific Institution Basal Research Fund, CAFS (2023TD22, 2023TD45), the National Infrastructure of Fishery Germplasm Resource (FGRC18537), and Heilongjiang Province seed industry innovation and development project.</p>
</sec>
<sec id="s9" sec-type="COI-statement">
<title>Conflict of interest</title>
<p>The authors declare that the research was conducted in the absence of any commercial or financial relationships that could be construed as a potential conflict of interest.</p>
</sec>
<sec id="s10" sec-type="disclaimer">
<title>Publisher&#x2019;s note</title>
<p>All claims expressed in this article are solely those of the authors and do not necessarily represent those of their affiliated organizations, or those of the publisher, the editors and the reviewers. Any product that may be evaluated in this article, or claim that may be made by its manufacturer, is not guaranteed or endorsed by the publisher.</p>
</sec>
<sec id="s11" sec-type="supplementary-material">
<title>Supplementary material</title>
<p>The Supplementary Material for this article can be found online at: <ext-link ext-link-type="uri" xlink:href="https://www.frontiersin.org/articles/10.3389/fimmu.2024.1473686/full#supplementary-material">https://www.frontiersin.org/articles/10.3389/fimmu.2024.1473686/full#supplementary-material</ext-link></p>
<supplementary-material xlink:href="DataSheet1.xlsx" id="SM1" mimetype="application/vnd.openxmlformats-officedocument.spreadsheetml.sheet"/>
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