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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.2024.1474836</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>Effects of artificial diets on lipid and glucose metabolism, antioxidative capacity, and inflammation in the liver of mandarin fish (<italic>Siniperca chuatsi</italic>)</article-title>
</title-group>
<contrib-group>
<contrib contrib-type="author">
<name>
<surname>Fang</surname>
<given-names>Wei</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<xref ref-type="aff" rid="aff2">
<sup>2</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/2762368"/>
<role content-type="https://credit.niso.org/contributor-roles/writing-review-editing/"/>
<role content-type="https://credit.niso.org/contributor-roles/writing-original-draft/"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Leng</surname>
<given-names>Xiangjun</given-names>
</name>
<xref ref-type="aff" rid="aff2">
<sup>2</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/1257560"/>
<role content-type="https://credit.niso.org/contributor-roles/writing-review-editing/"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Yun</surname>
<given-names>Biao</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<role content-type="https://credit.niso.org/contributor-roles/writing-review-editing/"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Wang</surname>
<given-names>Lei</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<role content-type="https://credit.niso.org/contributor-roles/writing-review-editing/"/>
</contrib>
<contrib contrib-type="author" corresp="yes">
<name>
<surname>Qian</surname>
<given-names>Xueqiao</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<xref ref-type="author-notes" rid="fn001">
<sup>*</sup>
</xref>
<role content-type="https://credit.niso.org/contributor-roles/writing-review-editing/"/>
</contrib>
</contrib-group>
<aff id="aff1">
<sup>1</sup>
<institution>Key Laboratory of Microecological Resources and Utilization in Breeding Industry, Ministry of Agriculture and Rural Affairs, Guangdong Haid Group Co., Ltd.</institution>, <addr-line>Guangzhou, Guangdong</addr-line>, <country>China</country>
</aff>
<aff id="aff2">
<sup>2</sup>
<institution>College of Fisheries and Life Science, Shanghai Ocean University</institution>, <addr-line>Shanghai</addr-line>, <country>China</country>
</aff>
<author-notes>
<fn fn-type="edited-by">
<p>Edited by: Jiamin Li, Jiangxi Agricultural University, China</p>
</fn>
<fn fn-type="edited-by">
<p>Reviewed by: D. K. Meena, Central Inland Fisheries Research Institute (ICAR), India</p>
<p>Guanjie Yan, Nanyang Normal University, China</p>
<p>Lei Gan, Guizhou University, China</p>
<p>Jose Guadalupe So&#xf1;anez Organis, University of Sonora, Mexico</p>
<p>Min Jin, Ningbo University, China</p>
</fn>
<fn fn-type="corresp" id="fn001">
<p>*Correspondence: Xueqiao Qian, <email xlink:href="mailto:qxq@haid.com.cn">qxq@haid.com.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>11</volume>
<elocation-id>1474836</elocation-id>
<history>
<date date-type="received">
<day>02</day>
<month>08</month>
<year>2024</year>
</date>
<date date-type="accepted">
<day>18</day>
<month>09</month>
<year>2024</year>
</date>
</history>
<permissions>
<copyright-statement>Copyright &#xa9; 2024 Fang, Leng, Yun, Wang and Qian</copyright-statement>
<copyright-year>2024</copyright-year>
<copyright-holder>Fang, Leng, Yun, Wang and Qian</copyright-holder>
<license xlink:href="http://creativecommons.org/licenses/by/4.0/">
<p>This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY). The use, distribution or reproduction in other forums is permitted, provided the original author(s) and the copyright owner(s) are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms.</p>
</license>
</permissions>
<abstract>
<p>The mandarin fish (<italic>Siniperca chuatsi</italic>) is a typical carnivorous fish, which has been able to consume artificial diets after domestication in recent years. However, the potential health consequences of artificial diets in mandarin fish remain unclear. This study aimed to elucidate the molecular mechanisms underlying these concerns. Fish (initial weight: 25.1 &#xb1; 0.1 g) were fed with natural (CON group) or artificial diets (AF group) for 8 weeks. Each diet was randomly distributed to sextuplicate circular tanks (300 L) with 40 fish in each tank. The transcriptome analysis revealed significant changes in metabolism-related pathways, particularly those involved in lipid and carbohydrate metabolism. Further investigation confirmed that the artificial diets significantly increased hepatic triglyceride content and fatty acid synthase activity. The artificial diets also significantly increased hepatic glycogen and glucose-6-phosphatase activity. Furthermore, the artificial diets significantly increased hepatic malondialdehyde levels, indicating increased oxidative stress. Antioxidant defense enzyme activities and the expression of antioxidant stress-related genes were significantly decreased. Additionally, the artificial diets significantly increased the expression of proinflammatory genes, including interleukin 1 beta and interferon-gamma. These findings collectively demonstrated that the artificial diets disrupted hepatic lipid and glucose metabolism, leading to oxidative stress and inflammation, thus affecting the health status of mandarin fish.</p>
</abstract>
<kwd-group>
<kwd>mandarin fish</kwd>
<kwd>lipid and glucose homeostasis</kwd>
<kwd>oxidative stress</kwd>
<kwd>inflammation</kwd>
<kwd>transcriptome</kwd>
</kwd-group>
<counts>
<fig-count count="4"/>
<table-count count="3"/>
<equation-count count="0"/>
<ref-count count="43"/>
<page-count count="9"/>
<word-count count="3075"/>
</counts>
<custom-meta-wrap>
<custom-meta>
<meta-name>section-in-acceptance</meta-name>
<meta-value>Aquatic Physiology</meta-value>
</custom-meta>
</custom-meta-wrap>
</article-meta>
</front>
<body>
<sec id="s1" sec-type="intro">
<title>Introduction</title>
<p>Mandarin fish (<italic>Siniperca chuatsi</italic>) is highly sought after for its delicious taste and rich nutritional value (<xref ref-type="bibr" rid="B31">Song et&#xa0;al., 2017</xref>; <xref ref-type="bibr" rid="B20">Li et&#xa0;al., 2019</xref>). With a thriving market and annual farming production exceeding 400,000 tons in China (2022), mandarin fish aquaculture significantly contributes to the country&#x2019;s food security (<xref ref-type="bibr" rid="B21">Li et&#xa0;al., 2017</xref>). Mandarin fish have a very peculiar feeding habit, as they only accept live prey fish and refuse dead prey fish or artificial feed in the wild (<xref ref-type="bibr" rid="B40">Yi et&#xa0;al., 2013</xref>). Traditionally, mandarin fish have been fed with live prey fish. However, this method presents several challenges. The supply of live prey fish is unreliable, and the prey fish might be a source of pathogens or parasites (<xref ref-type="bibr" rid="B35">Tao et&#xa0;al., 2007</xref>), potentially jeopardizing the health of farmed fish. These limitations hinder the sustainable development of mandarin fish aquaculture. Exploring nutrient metabolism and related signaling pathways is essential in order to achieve precise nutrient regulation and meet the demand for fish health. Meanwhile, the level of domestication of mandarin fish in the juvenile stage has been greatly improved (<xref ref-type="bibr" rid="B23">Liang et&#xa0;al., 2001</xref>). Therefore, mandarin fish can be farmed with an artificial diet in recent years (<xref ref-type="bibr" rid="B22">Li et&#xa0;al., 2015</xref>). According to incomplete statistics, approximately 1/10 of mandarin fish in China have been fed with artificial diets. However, studies into the precise feed nutrition of mandarin fish have just started, and there are great differences in the nutritional composition of artificial diets from different companies. Moreover, concerns have emerged regarding its potential impact on fish health and potential farming failures during the feeding process.</p>
<p>The liver plays a central role in regulating lipid and glucose metabolism throughout the body (<xref ref-type="bibr" rid="B37">Watt et&#xa0;al., 2019</xref>). In mammals, metabolic imbalances leading to abnormal accumulation of lipids and glycogen in the liver can trigger the production of proinflammation cytokines, ultimately contributing to chronic liver inflammation (<xref ref-type="bibr" rid="B2">Badmus et&#xa0;al., 2022</xref>). Similar observations have been made in several fish species, such as large yellow croaker (<italic>Larimichthys crocea</italic>) (<xref ref-type="bibr" rid="B12">Fang et&#xa0;al., 2021</xref>), blunt snout bream (<italic>Megalobrama amblycephala</italic>) (<xref ref-type="bibr" rid="B8">Dai et&#xa0;al., 2019</xref>), spotted seabass (<italic>Lateolabrax maculatus</italic>) (<xref ref-type="bibr" rid="B15">Guo et&#xa0;al., 2023</xref>), and largemouth bass (<italic>Micropterus salmoides</italic>) (<xref ref-type="bibr" rid="B42">Zhao et&#xa0;al., 2024</xref>). In these cases, unsuitable artificial diets disrupt hepatic metabolism and induce oxidative stress and inflammation. However, the specific molecular mechanisms by which artificial diets affect mandarin fish remain unclear.</p>
<p>Therefore, this study aimed to investigate the effects and the underlying mechanisms of artificial and natural diets on the metabolism and immune response in the liver of mandarin fish. By designing an artificial diet formulated to completely replace live prey fish, we sought to establish a theoretical basis for optimizing mandarin fish feeds.</p>
</sec>
<sec id="s2" sec-type="materials|methods">
<title>Materials and methods</title>
<sec id="s2_1">
<title>Animals and diets</title>
<p>Four hundred eighty healthy and similar-sized mandarin fish juveniles (25.1 &#xb1; 0.1 g) were bought from Guangdong Bairong Aquatic Varieties Group Co., Ltd., and were divided into two groups. The control group (CON) was kept on live prey fish (<xref ref-type="table" rid="T1">
<bold>Table&#xa0;1</bold>
</xref>), whereas the artificial diet group (AF) was kept on an artificial diet (<xref ref-type="table" rid="T2">
<bold>Table&#xa0;2</bold>
</xref>), according to a previous study in our lab (<xref ref-type="bibr" rid="B13">Fang et&#xa0;al., 2024</xref>). White fish meal and Antarctic krill powder were the major protein sources. Fish oil was the major lipid source in the feed. All fish were fed twice daily for 8 weeks (at 6:00 a.m. and 6:00 p.m.). Each feeding session was limited to 30 min.</p>
<table-wrap id="T1" position="float">
<label>Table&#xa0;1</label>
<caption>
<p>Chemical proximate analysis of the whole body of <italic>Cirrhina mrigala</italic> (% on fresh basis).</p>
</caption>
<table frame="hsides">
<thead>
<tr>
<th valign="top" align="left">Name</th>
<th valign="top" align="left">Moisture</th>
<th valign="top" align="left">Crude protein</th>
<th valign="top" align="left">Crude lipid</th>
<th valign="top" align="left">Crude ash</th>
</tr>
</thead>
<tbody>
<tr>
<td valign="middle" align="left">
<italic>Cirrhina mrigala</italic>
</td>
<td valign="middle" align="left">75.05 &#xb1; 0.14</td>
<td valign="top" align="left">17.20 &#xb1; 0.03</td>
<td valign="top" align="left">4.27 &#xb1; 0.03</td>
<td valign="top" align="left">3.44 &#xb1; 0.03</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<fn>
<p>Results were presented as mean &#xb1; S.E.M, n = 3.</p>
</fn>
</table-wrap-foot>
</table-wrap>
<table-wrap id="T2" position="float">
<label>Table&#xa0;2</label>
<caption>
<p>Formulation and chemical proximate analysis of the experimental artificial feed (% dry weight).</p>
</caption>
<table frame="hsides">
<thead>
<tr>
<th valign="top" align="left">Ingredients<xref ref-type="table-fn" rid="fnT2_1">
<sup>a</sup>
</xref>
</th>
<th valign="top" align="left">Content</th>
</tr>
</thead>
<tbody>
<tr>
<td valign="middle" align="left">White fish meal</td>
<td valign="middle" align="left">50.0</td>
</tr>
<tr>
<td valign="middle" align="left">Antarctic krill powder</td>
<td valign="middle" align="left">10.0</td>
</tr>
<tr>
<td valign="middle" align="left">Corn gluten meal</td>
<td valign="middle" align="left">8.0</td>
</tr>
<tr>
<td valign="middle" align="left">Squid offal powder</td>
<td valign="middle" align="left">5.0</td>
</tr>
<tr>
<td valign="middle" align="left">Wheat meal</td>
<td valign="middle" align="left">13.0</td>
</tr>
<tr>
<td valign="middle" align="left">Fish oil</td>
<td valign="middle" align="left">8.0</td>
</tr>
<tr>
<td valign="middle" align="left">Monocalcium phosphate</td>
<td valign="middle" align="left">2.0</td>
</tr>
<tr>
<td valign="middle" align="left">Vitamin premix</td>
<td valign="middle" align="left">2.0</td>
</tr>
<tr>
<td valign="middle" align="left">Mineral premix</td>
<td valign="middle" align="left">2.0</td>
</tr>
<tr>
<td valign="middle" align="left">Total</td>
<td valign="middle" align="left">100.0</td>
</tr>
<tr>
<th valign="middle" colspan="2" align="left">Proximate analysis (% dry weight)</th>
</tr>
<tr>
<td valign="middle" align="left">Crude protein</td>
<td valign="middle" align="left">49.6</td>
</tr>
<tr>
<td valign="middle" align="left">Crude lipid</td>
<td valign="middle" align="left">12.1</td>
</tr>
<tr>
<td valign="middle" align="left">Carbohydrate</td>
<td valign="middle" align="left">10.1</td>
</tr>
<tr>
<td valign="middle" align="left">Ash</td>
<td valign="middle" align="left">15.4</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<fn id="fnT2_1">
<label>a</label>
<p>All ingredients were purchased from Guangdong Haid Group Co., Ltd., Guangzhou, Guangdong 511400, People&#x2019;s Republic of China.</p>
</fn>
</table-wrap-foot>
</table-wrap>
</sec>
<sec id="s2_2">
<title>Histological analysis</title>
<p>The fixed liver samples were soaked twice with distilled water. The samples were then dehydrated with xylene and 50%&#x2013;100% ethanol and treated transparently with xylene. The transparent samples were embedded in molten paraffin and solidified into blocks. The paraffin was cut into 5 &#x3bc;m flakes using a slicer (Leica, Germany). Hematoxylin&#x2013;eosin (H&amp;E) staining was subsequently performed on the sections using an automatic staining instrument (Thermo Fisher Scientific, USA). Finally, the stained sections were examined under a light microscope (Nikon, Japan).</p>
</sec>
<sec id="s2_3">
<title>Biochemical analysis</title>
<p>The hepatic triglyceride (TG) and glycogen levels and antioxidant capacity were determined by commercially available kits, according to our previous study (<xref ref-type="bibr" rid="B13">Fang et&#xa0;al., 2024</xref>).</p>
</sec>
<sec id="s2_4">
<title>Gene expression</title>
<p>The total RNA of frozen liver issues was extracted with TRIzol reagent (TaKaRa, Japan). Then, cDNA was synthesized using RNA as a template using the PrimerScript&#x2122; RT reagent kit (TaKaRa, Japan). Primers for the target genes and the control gene beta-actin (<italic>&#x3b2;-actin</italic>) were designed with the NCBI Primer-BLAST, which are listed in <xref ref-type="table" rid="T3">
<bold>Table&#xa0;3</bold>
</xref>. The gene levels were determined by RT-qPCR and calculated by the 2&#x2212;&#x25b3;&#x25b3;CT method (<xref ref-type="bibr" rid="B25">Livak and Schmittgen, 2001</xref>).</p>
<table-wrap id="T3" position="float">
<label>Table&#xa0;3</label>
<caption>
<p>Primer sequences used for RT-qPCR.</p>
</caption>
<table frame="hsides">
<thead>
<tr>
<th valign="top" align="left">Gene</th>
<th valign="top" align="left">Forward primers (5&#x2032;&#x2013;3&#x2032;)</th>
<th valign="top" align="left">Reverse primers (5&#x2032;&#x2013;3&#x2032;)</th>
<th valign="middle" align="left">Amplicon size (bp)</th>
<th valign="middle" align="left">Amplification efficiency</th>
<th valign="middle" align="left">Accession number</th>
</tr>
</thead>
<tbody>
<tr>
<td valign="top" align="left">
<italic>&#x3b2;-actin</italic>
</td>
<td valign="top" align="left">TGCGTGACATCAAGGAGAAGC</td>
<td valign="top" align="left">GAGGAAGGAAGGCTGGAAGAG</td>
<td valign="middle" align="left">176</td>
<td valign="middle" align="left">1.92</td>
<td valign="middle" align="left">XM_044169301.1</td>
</tr>
<tr>
<td valign="top" align="left">
<italic>srebp1c</italic>
</td>
<td valign="top" align="left">TCAACGGTATTCTGGTGTCA</td>
<td valign="top" align="left">CAACTGGGATATGGGTAAGG</td>
<td valign="top" align="left">209</td>
<td valign="top" align="left">1.90</td>
<td valign="top" align="left">XM_044180668.1</td>
</tr>
<tr>
<td valign="top" align="left">
<italic>fas</italic>
</td>
<td valign="top" align="left">CCTATGAGGCTATTGTAGATGG</td>
<td valign="top" align="left">GCCGCTGAAGTCAAAGAA</td>
<td valign="top" align="left">200</td>
<td valign="top" align="left">1.96</td>
<td valign="top" align="left">XM_044177553.1</td>
</tr>
<tr>
<td valign="top" align="left">
<italic>dgat1</italic>
</td>
<td valign="top" align="left">CAGTGAACAAGAACATCCCTAT</td>
<td valign="top" align="left">TTGGCAGCCAGTATGAGG</td>
<td valign="top" align="left">258</td>
<td valign="top" align="left">1.87</td>
<td valign="top" align="left">XM_044194263.1</td>
</tr>
<tr>
<td valign="top" align="left">
<italic>dgat2</italic>
</td>
<td valign="top" align="left">TCCGCTTGCCAGTCCTTC</td>
<td valign="top" align="left">CACAGCATTTCCCGTCCC</td>
<td valign="top" align="left">107</td>
<td valign="top" align="left">1.87</td>
<td valign="top" align="left">XM_044223167.1</td>
</tr>
<tr>
<td valign="top" align="left">
<italic>plin2</italic>
</td>
<td valign="top" align="left">TCACCACTGCTTCACCCAT</td>
<td valign="top" align="left">TGACACTCCCACTGACAACA</td>
<td valign="top" align="left">297</td>
<td valign="top" align="left">1.92</td>
<td valign="top" align="left">XM_044184785.1</td>
</tr>
<tr>
<td valign="top" align="left">
<italic>ppar&#x3b1;</italic>
</td>
<td valign="top" align="left">CAGTGACCTGGCTCTGTTT</td>
<td valign="top" align="left">TGTCGTCAGGGTGATTGG</td>
<td valign="top" align="left">143</td>
<td valign="top" align="left">1.94</td>
<td valign="top" align="left">XM_044194385.1</td>
</tr>
<tr>
<td valign="top" align="left">
<italic>cpt1&#x3b1;</italic>
</td>
<td valign="top" align="left">TAAAGTGCCTGTTGTCGTG</td>
<td valign="top" align="left">ATCCGTTCATACTGCTCATC</td>
<td valign="top" align="left">229</td>
<td valign="top" align="left">1.91</td>
<td valign="top" align="left">XM_044193168.1</td>
</tr>
<tr>
<td valign="top" align="left">
<italic>g6pase</italic>
</td>
<td valign="top" align="left">AGGTAGGCCTGTGGATGCTA</td>
<td valign="top" align="left">CAAATCCAGCAGAGAGCCCA</td>
<td valign="top" align="left">586</td>
<td valign="top" align="left">1.89</td>
<td valign="top" align="left">XM_044177989.1</td>
</tr>
<tr>
<td valign="top" align="left">
<italic>pc</italic>
</td>
<td valign="top" align="left">AAGTCCCTTTCCCGTATT</td>
<td valign="top" align="left">CTCCACCTCAAACTCCTCT</td>
<td valign="top" align="left">249</td>
<td valign="top" align="left">1.90</td>
<td valign="top" align="left">XM_044184728.1</td>
</tr>
<tr>
<td valign="top" align="left">
<italic>pfk</italic>
</td>
<td valign="top" align="left">TGGGTCAAGACTCAACATTA</td>
<td valign="top" align="left">TAGAGGCAGACGAACAGC</td>
<td valign="top" align="left">286</td>
<td valign="top" align="left">1.94</td>
<td valign="top" align="left">XM_044218097.1</td>
</tr>
<tr>
<td valign="top" align="left">
<italic>pk</italic>
</td>
<td valign="top" align="left">CTTCGCCTCCTTCATCCG</td>
<td valign="top" align="left">CTCGTGGTTCTCCAGTTTGC</td>
<td valign="top" align="left">106</td>
<td valign="top" align="left">1.92</td>
<td valign="top" align="left">XM_044192989.1</td>
</tr>
<tr>
<td valign="top" align="left">
<italic>nrf2</italic>
</td>
<td valign="top" align="left">ACGAAAGCGAAAGCTCCTCA</td>
<td valign="top" align="left">GCTCTCTTCCAGAATGGCGT</td>
<td valign="middle" align="left">90</td>
<td valign="middle" align="left">1.89</td>
<td valign="middle" align="left">XM_044216334.1</td>
</tr>
<tr>
<td valign="top" align="left">
<italic>keap1</italic>
</td>
<td valign="top" align="left">GTGGCAACCCAGGAGGAG</td>
<td valign="top" align="left">GGGAATGGCAACGGACA</td>
<td valign="middle" align="left">187</td>
<td valign="middle" align="left">1.82</td>
<td valign="middle" align="left">XM_044189604.1</td>
</tr>
<tr>
<td valign="top" align="left">
<italic>sod</italic>
</td>
<td valign="top" align="left">CACGCTCCCTGACCTGACA</td>
<td valign="top" align="left">GGAGGGCAACCTGTGCTG</td>
<td valign="middle" align="left">176</td>
<td valign="middle" align="left">1.83</td>
<td valign="middle" align="left">XM_044168059.1</td>
</tr>
<tr>
<td valign="top" align="left">
<italic>cat</italic>
</td>
<td valign="top" align="left">GCGTTTGGCTACTTTGAGGT</td>
<td valign="top" align="left">CACAGTGGAGAAGCGGACA</td>
<td valign="middle" align="left">108</td>
<td valign="middle" align="left">1.82</td>
<td valign="middle" align="left">XM_044194118.1</td>
</tr>
<tr>
<td valign="top" align="left">
<italic>gpx</italic>
</td>
<td valign="top" align="left">GCCCATCCCCTGTTTGTG</td>
<td valign="top" align="left">AACTTCCTGCTGTAACGCTTG</td>
<td valign="middle" align="left">185</td>
<td valign="middle" align="left">1.92</td>
<td valign="middle" align="left">XM_044172415.1</td>
</tr>
<tr>
<td valign="top" align="left">
<italic>il-1&#x3b2;</italic>
</td>
<td valign="top" align="left">TGATCTGACACCGTCGTTCC</td>
<td valign="top" align="left">TGTCTGACAAGAAGCCGACC</td>
<td valign="top" align="left">291</td>
<td valign="top" align="left">1.88</td>
<td valign="top" align="left">XM_044173728.1</td>
</tr>
<tr>
<td valign="top" align="left">
<italic>ifn-&#x3b3;</italic>
</td>
<td valign="top" align="left">AGAGAGATTTAACGGGCGGC</td>
<td valign="top" align="left">ACACCATCTTTGCCTCGGTT</td>
<td valign="middle" align="left">71</td>
<td valign="middle" align="left">1.92</td>
<td valign="middle" align="left">XM_044186663.1</td>
</tr>
<tr>
<td valign="top" align="left">
<italic>tnf&#x3b1;</italic>
</td>
<td valign="middle" align="left">ACACAACCGCACTAGGTGAC</td>
<td valign="middle" align="left">AGGGCCACAACGAGAATGAG</td>
<td valign="middle" align="left">121</td>
<td valign="middle" align="left">1.91</td>
<td valign="middle" align="left">XM_044208266.1</td>
</tr>
</tbody>
</table>
</table-wrap>
</sec>
<sec id="s2_5">
<title>Transcriptome sequencing and analysis</title>
<p>RNA-seq was performed by Majorbio Co., Ltd. (Shanghai, China). The differentially expressed genes (DEGs) were defined as <italic>P</italic> &lt; 0.05. Furthermore, scatter plots, heatmap sequencing, etc. were processed and analyzed by an online software (<ext-link ext-link-type="uri" xlink:href="http://www.majorbio.com">www.majorbio.com</ext-link>).</p>
</sec>
<sec id="s2_6">
<title>Statistical methods</title>
<p>All experimental data were expressed as mean &#xb1; S.E.M. The significance of the difference between the two groups was analyzed using the independent <italic>t</italic>-test (<italic>P</italic> &lt; 0.05) in SPSS 19.0 (IBM, USA).</p>
</sec>
</sec>
<sec id="s3" sec-type="results">
<title>Results</title>
<sec id="s3_1">
<title>Effects of artificial diets on hepatic gene expression profiling</title>
<p>Transcriptome analysis was employed to identify DEGs. Compared with fish fed with the control diet, the livers of fish fed with an artificial diet exhibited 1,597 upregulated and 1,271 downregulated DEGs (<xref ref-type="fig" rid="f1">
<bold>Figure&#xa0;1A</bold>
</xref>). A heatmap was generated to visualize the expression patterns of these DEGs, with distinct subgroups identified based on expression levels (<xref ref-type="fig" rid="f1">
<bold>Figure&#xa0;1B</bold>
</xref>). GO enrichment indicated that most DEGs were associated with metabolic processes, including the cholesterol biosynthetic process and the lipid biosynthetic process (<xref ref-type="fig" rid="f1">
<bold>Figure&#xa0;1C</bold>
</xref>). Similarly, analysis of biological processes indicated significant enrichment for DEGs involved in cellular processes, biological regulation, and metabolism (<xref ref-type="fig" rid="f1">
<bold>Figure&#xa0;1D</bold>
</xref>). According to the KEGG enrichment analysis, a significant enrichment of DEGs within metabolism-related pathways was identified (<xref ref-type="fig" rid="f1">
<bold>Figure&#xa0;1E</bold>
</xref>). Notably, pathways associated with lipid and carbohydrate metabolism were significantly enriched (<xref ref-type="fig" rid="f1">
<bold>Figure&#xa0;1F</bold>
</xref>).</p>
<fig id="f1" position="float">
<label>Figure&#xa0;1</label>
<caption>
<p>Effects of artificial diets on hepatic gene expression profiling. Scatter plot <bold>(A)</bold>, heatmap sequencing <bold>(B)</bold>, GO enrichment analysis <bold>(C)</bold>, GO annotation analysis <bold>(D)</bold>, KEGG enrichment analysis <bold>(E)</bold>, and histogram of KEGG analysis <bold>(F)</bold> in the liver of mandarin fish after different treatments with different diets (<italic>n</italic> = 6).</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fmars-11-1474836-g001.tif"/>
</fig>
</sec>
<sec id="s3_2">
<title>Effects of artificial diets on hepatic lipid metabolism</title>
<p>H&amp;E staining revealed that the vacuoles in the liver of mandarin fish fed with an artificial diet were larger and more numerous than those of the control group (<xref ref-type="fig" rid="f2">
<bold>Figure&#xa0;2A</bold>
</xref>). Meanwhile, the artificial diets significantly increased hepatic TG levels (<italic>P</italic> &lt; 0.05) (<xref ref-type="fig" rid="f2">
<bold>Figure&#xa0;2B</bold>
</xref>). To confirm the effect, we examined related enzyme activity and gene expression of lipid metabolism. Artificial diets significantly increased the activity of fatty acid synthase (FAS) (<italic>P</italic> &lt; 0.05) (<xref ref-type="fig" rid="f2">
<bold>Figure&#xa0;2C</bold>
</xref>). However, the mRNA levels of sterol regulatory element binding protein 1c (<italic>srebp1c</italic>), <italic>fas</italic>, diacylglycerol O-acyltransferase 2 (<italic>dgat2</italic>), and perilipin 2 (<italic>plin2</italic>) were significantly decreased in the fish fed with an artificial diet (<italic>P</italic> &lt; 0.05) (<xref ref-type="fig" rid="f2">
<bold>Figure&#xa0;2D</bold>
</xref>). The mRNA levels of peroxisome proliferation-activated receptor alpha (<italic>ppar&#x3b1;</italic>) and carnitine palmitoyltransferase 1 alpha (<italic>cpt1&#x3b1;</italic>) were not remarkably changed between the two groups (<italic>P</italic> &gt; 0.05) (<xref ref-type="fig" rid="f2">
<bold>Figure&#xa0;2E</bold>
</xref>).</p>
<fig id="f2" position="float">
<label>Figure&#xa0;2</label>
<caption>
<p>Effects of artificial diets on hepatic lipid metabolism. Hepatic H&amp;E staining image (scale bar: 100 &#x3bc;m) <bold>(A)</bold>, content of hepatic TG <bold>(B)</bold>, and activity of FAS <bold>(C)</bold> of mandarin fish after different treatments with different diets. Relative mRNA expression of lipid synthesis <bold>(D)</bold> and fatty acid &#x3b2;-oxidation <bold>(E)</bold> in the liver of mandarin fish after different treatments with different diets. *<italic>P</italic> &lt; 0.05, **<italic>P</italic> &lt; 0.01 (<italic>n</italic> = 6).</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fmars-11-1474836-g002.tif"/>
</fig>
</sec>
<sec id="s3_3">
<title>Effects of artificial diets on hepatic glucose metabolism</title>
<p>The content of hepatic glycogen in the AF group was significantly upregulated (<italic>P</italic> &lt; 0.05) (<xref ref-type="fig" rid="f3">
<bold>Figure&#xa0;3A</bold>
</xref>). The artificial diets significantly enhanced the activities of glucose-6-phosphatase (G6Pase) and pyruvate kinase (PK) (<italic>P</italic> &lt; 0.05) (<xref ref-type="fig" rid="f3">
<bold>Figures&#xa0;3B, C</bold>
</xref>). Furthermore, the mRNA level of <italic>g6pase</italic> was significantly lower in the AF group (<italic>P</italic> &lt; 0.05) (<xref ref-type="fig" rid="f3">
<bold>Figure&#xa0;3D</bold>
</xref>). The artificial diets upregulated the mRNA levels of genes related to glycolysis, including phosphofructokinase (<italic>pfk</italic>) and <italic>pk</italic> (<italic>P</italic> &lt; 0.05) (<xref ref-type="fig" rid="f3">
<bold>Figure&#xa0;3E</bold>
</xref>).</p>
<fig id="f3" position="float">
<label>Figure&#xa0;3</label>
<caption>
<p>Effects of artificial diets on hepatic glucose metabolism. The content of hepatic glycogen <bold>(A)</bold> and activities of G6Pase <bold>(B)</bold> and PK <bold>(C)</bold> of mandarin fish after different treatments with different diets. Relative mRNA expression of gluconeogenesis <bold>(D)</bold> and glycolysis <bold>(E)</bold> in the liver of mandarin fish after different treatments with different diets. *<italic>P</italic> &lt; 0.05, **<italic>P</italic> &lt; 0.01 (<italic>n</italic> = 6).</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fmars-11-1474836-g003.tif"/>
</fig>
</sec>
<sec id="s3_4">
<title>Effects of artificial diets on hepatic antioxidative capacity and inflammation</title>
<p>Abnormal accumulation of hepatic lipids and glycogen has been previously linked to oxidative stress and inflammation. The levels of total antioxidant capacity (T-AOC) and reduced glutathione (GSH) were significantly decreased in the AF group (<italic>P</italic> &lt; 0.05) (<xref ref-type="fig" rid="f4">
<bold>Figures&#xa0;4A, B</bold>
</xref>). The activities of superoxide dismutase (SOD) and catalase (CAT) were remarkably decreased in the AF group (<italic>P</italic> &lt; 0.05) (<xref ref-type="fig" rid="f4">
<bold>Figures&#xa0;4C, D</bold>
</xref>). Moreover, the level of malondialdehyde (MDA) was remarkably increased in the AF group (<italic>P</italic> &lt; 0.05) (<xref ref-type="fig" rid="f4">
<bold>Figure&#xa0;4E</bold>
</xref>). Furthermore, the expression of genes related to antioxidant stress, including Kelch-like ECH-associated protein 1 (<italic>keap1</italic>), <italic>cat</italic>, and glutathione peroxidase (<italic>gpx</italic>), was significantly decreased (<italic>P</italic> &lt; 0.05) (<xref ref-type="fig" rid="f4">
<bold>Figure&#xa0;4F</bold>
</xref>). However, there was no significant change in the gene expression of nuclear factor erythroid2&#x2010;related factor 2 (<italic>nrf2</italic>) and <italic>sod</italic> (<italic>P</italic> &gt; 0.05). In addition, we examined the mRNA expression of proinflammatory genes. Relative to the control group, the artificial diets significantly increased the gene expression of interleukin 1 beta (<italic>il-1&#x3b2;</italic>) and interferon-gamma (<italic>ifn-&#x3b3;</italic>) (<italic>P</italic> &lt; 0.05) (<xref ref-type="fig" rid="f4">
<bold>Figure&#xa0;4G</bold>
</xref>).</p>
<fig id="f4" position="float">
<label>Figure&#xa0;4</label>
<caption>
<p>Effects of artificial diets on hepatic antioxidative capacity and inflammation. T-AOC <bold>(A)</bold>, the content of reduced GSH <bold>(B)</bold>, the activities of SOD <bold>(C)</bold> and CAT <bold>(D)</bold>, the content of MDA <bold>(E)</bold>, relative mRNA expression of antioxidative capacity <bold>(F)</bold>, and inflammation <bold>(G)</bold> in the liver of mandarin fish after different treatments with different diets. *<italic>P</italic> &lt; 0.05, **<italic>P</italic> &lt; 0.01 (<italic>n</italic> = 6).</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fmars-11-1474836-g004.tif"/>
</fig>
</sec>
</sec>
<sec id="s4" sec-type="discussion">
<title>Discussion</title>
<p>In the past decade, advancements in mandarin fish feed nutrition research (<xref ref-type="bibr" rid="B19">Li et&#xa0;al., 2023</xref>; <xref ref-type="bibr" rid="B39">Xie et&#xa0;al., 2023</xref>) and improved domestication techniques for juveniles (<xref ref-type="bibr" rid="B14">Guan et&#xa0;al., 2020</xref>; <xref ref-type="bibr" rid="B26">Lu et&#xa0;al., 2023</xref>) have opened the door for using artificial diets in mandarin fish aquaculture. However, feeding artificial diets might affect the health status of mandarin fish and increase the probability of farming failure. The underlying mechanisms of these effects required further investigation.</p>
<p>This study therefore employed liver transcriptome analysis of mandarin fish fed with an artificial or natural diet to explore the dietary effects on metabolism and immunity. The transcriptome analysis revealed significant changes in the metabolism-related pathways after feeding different diets, particularly those involving lipid and carbohydrate metabolism. These findings were consistent with a previous study demonstrating altered transcript levels of several genes related to fatty acid biosynthesis pathway in hybrid mandarin fish fed with an artificial diet (<xref ref-type="bibr" rid="B14">Guan et&#xa0;al., 2020</xref>). The transcriptome analysis revealed that artificial diets affected the Toll-like receptor signaling pathway and NOD-like receptor signaling pathway. These receptors are responsible for recognizing and initiating the response of the immune system to defend against infectious pathogens (<xref ref-type="bibr" rid="B9">Dasari et&#xa0;al., 2008</xref>; <xref ref-type="bibr" rid="B5">Chu and Xu, 2020</xref>). Dysregulation of these receptors, along with their downstream signaling pathways, may lead to uncontrolled inflammation or pathogen transmission (<xref ref-type="bibr" rid="B7">Cook et&#xa0;al., 2004</xref>). According to the results of transcriptome analysis, in this study we systematically investigated the effects and mechanism of artificial diets on hepatic lipid and glucose metabolism and immunity response in mandarin fish.</p>
<p>In the present study, the artificial diets increased hepatic lipid accumulation by promoting FAS activity, which may be attributed to a potentially higher fat content in the artificial diets than in live prey fish. However, mRNA expression of lipid synthesis was inhibited in fish fed with an artificial diet, suggesting a potential feedback regulatory mechanism to protect against lipotoxicity. The results were similar to our previous study where artificial diets induced excessive TG accumulation in the muscle of mandarin fish (<xref ref-type="bibr" rid="B13">Fang et&#xa0;al., 2024</xref>). The regulation of lipid metabolism in an intertissue manner needs further study. In addition, previous studies have demonstrated that unsuitable artificial diets induced hepatic <italic>de-novo</italic> lipogenesis (<xref ref-type="bibr" rid="B27">Pang et&#xa0;al., 2021</xref>) and inhibited lipid secretion (<xref ref-type="bibr" rid="B4">Cao et&#xa0;al., 2019</xref>), leading to abnormal lipid accumulation. These results collectively indicated that artificial diets disrupt lipid metabolism in mandarin fish, leading to abnormal lipid accumulation in the liver.</p>
<p>Carbohydrates are an important non-protein energy source that are commonly incorporated into artificial diets (<xref ref-type="bibr" rid="B16">Hatlen et&#xa0;al., 2005</xref>). However, the ability of fish to utilize dietary carbohydrates varies, especially in carnivorous species, such as largemouth bass (<xref ref-type="bibr" rid="B24">Liu et&#xa0;al., 2017</xref>) and yellowtail kingfish (<italic>Seriola lalandi</italic>) (<xref ref-type="bibr" rid="B3">Booth et&#xa0;al., 2013</xref>). Carnivorous fish are characterized by continuous postprandial hyperglycemia after feeding with a high-carbohydrate diet (<xref ref-type="bibr" rid="B32">Stone, 2003</xref>). In the present study, the proportion of carbohydrates in artificial diets is higher than in live prey fish. The artificial diets induced excess glycogen accumulation in the liver by activating the gluconeogenesis pathway. However, the activity of PK and mRNA levels of genes was related to the glycolysis pathway, which might be a feedback regulation of the fish to decrease hepatic glycogen accumulation to some extent. These results indicated that the artificial diets disrupted glucose metabolism in the liver of mandarin fish.</p>
<p>Reactive oxygen species (ROS) are primarily generated in the mitochondria (<xref ref-type="bibr" rid="B36">Thannickal and Fanburg, 2000</xref>). While normal levels of ROS play a role in cellular functions (<xref ref-type="bibr" rid="B18">Lee et&#xa0;al., 2012</xref>), excessive production of ROS under stress conditions can induce oxidative stress, a highly toxic state for cells (<xref ref-type="bibr" rid="B6">Cicho&#x17c;-Lach and Michalak, 2014</xref>). Previous studies have found that increased levels of hepatic lipid and glycogen will generate more substrates entering mitochondrial respiration, leading to increased production of ROS (<xref ref-type="bibr" rid="B33">Styskal et&#xa0;al., 2012</xref>; <xref ref-type="bibr" rid="B34">Sun et&#xa0;al., 2020</xref>). In the present study, long-term feeding of artificial diets significantly decreased the transcription level of antioxidative stress-related genes and the enzymatic activities of antioxidant defense systems and increased MDA content in the liver. MDA is an important biomarker of oxidative stress (<xref ref-type="bibr" rid="B11">Ding et&#xa0;al., 2015</xref>). Artificial diets significantly increased the hepatic MDA level in mandarin fish hybrid (<italic>Siniperca chuatsi &#x2640; &#xd7; Siniperca scherzeri &#x2642;</italic>) (<xref ref-type="bibr" rid="B21">Li et&#xa0;al., 2017</xref>). Thus, artificial diets destroyed the balance of oxidation and antioxidation, leading to oxidative stress in the liver. In addition, oxidative stress is largely thought to negatively affect lipid and glucose homeostasis, which might further aggravate metabolic homeostasis disorder (<xref ref-type="bibr" rid="B30">Sekiya et&#xa0;al., 2008</xref>; <xref ref-type="bibr" rid="B41">Zhang et&#xa0;al., 2024</xref>).</p>
<p>Numerous studies have found that oxidative stress induces inflammation by activating multiple pathways. The excessive ROS activate NF-&#x3ba;B, leading to TNF-&#x3b1; secretion (<xref ref-type="bibr" rid="B1">Anderson et&#xa0;al., 1994</xref>). ROS activate NOD-like receptor protein 3 (NLRP3) inflammasome, resulting in the release of more proinflammatory cytokines (<xref ref-type="bibr" rid="B29">Schroder and Tschopp, 2010</xref>; <xref ref-type="bibr" rid="B43">Zhou et&#xa0;al., 2011</xref>). In the present study, the artificial diets upregulated the <italic>il-1&#x3b2;</italic> and <italic>ifn-&#x3b3;</italic> transcriptional levels. Previous studies have shown that the activities of alkaline phosphatase and lysozyme in the serum of mandarin fish hybrid fed with an artificial diet were lower than those in the serum of fish fed with a natural diet, which indicated that the artificial diets reduced the immunity of fish (<xref ref-type="bibr" rid="B21">Li et&#xa0;al., 2017</xref>). Collectively, the artificial diets induced inflammation in the liver of mandarin fish. Supplementation with suitable additives is an important way to improve the health of fish. For example, bile acid alleviated hepatic lipid accumulation and oxidative stress induced by high-fat diets (<xref ref-type="bibr" rid="B10">Ding et&#xa0;al., 2020</xref>). Supplementation with exogenous bile acids improved intestinal immune function in grass carp (<xref ref-type="bibr" rid="B28">Peng et&#xa0;al., 2019</xref>). Chinese herbal additives have been proven to have positive effects on improving fish health (<xref ref-type="bibr" rid="B17">Ji et&#xa0;al., 2021</xref>; <xref ref-type="bibr" rid="B38">Xia et&#xa0;al., 2022</xref>). Thus, in our future study, we will study several additives that can mitigate the issues caused by the replacement of live prey fish with artificial diets.</p>
</sec>
<sec id="s5" sec-type="conclusions">
<title>Conclusion</title>
<p>The artificial diets disrupted hepatic lipid and glucose metabolism, leading to oxidative stress and inflammation, thus affecting the health status of mandarin fish. Thus, the effects of artificial diets replacing live prey fish for the feeding of mandarin fish need further study, especially in metabolism, oxidative stress, inflammation, and additives.</p>
</sec>
</body>
<back>
<sec id="s6" sec-type="data-availability">
<title>Data availability statement</title>
<p>The original contributions presented in the study are included in the article/supplementary material. Further inquiries can be directed to the corresponding author.</p>
</sec>
<sec id="s7" sec-type="ethics-statement">
<title>Ethics statement</title>
<p>The animal study was approved by the experimental animal ethics committee of Shanghai Ocean University. The study was conducted in accordance with the local legislation and institutional requirements.</p>
</sec>
<sec id="s8" sec-type="author-contributions">
<title>Author contributions</title>
<p>WF: Writing &#x2013; review &amp; editing, Writing &#x2013; original draft. XL: Writing &#x2013; review &amp; editing. BY: Writing &#x2013; review &amp; editing. LW: Writing &#x2013; review &amp; editing. XQ: Writing &#x2013; review &amp; editing.</p>
</sec>
<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 was supported by the Panyu Innovation and Entrepreneurship Leading Team Project (2021-R01-4).</p>
</sec>
<sec id="s10" sec-type="COI-statement">
<title>Conflict of interest</title>
<p>Authors WF, BY, LW, and XQ were employed by the company Guangdong Haid Group Co., Ltd.</p>
<p>The author declares 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>
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