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<front>
<journal-meta>
<journal-id journal-id-type="publisher-id">Front. Microbiol.</journal-id>
<journal-title>Frontiers in Microbiology</journal-title>
<abbrev-journal-title abbrev-type="pubmed">Front. Microbiol.</abbrev-journal-title>
<issn pub-type="epub">1664-302X</issn>
<publisher>
<publisher-name>Frontiers Media S.A.</publisher-name>
</publisher>
</journal-meta>
<article-meta>
<article-id pub-id-type="doi">10.3389/fmicb.2022.847653</article-id>
<article-categories>
<subj-group subj-group-type="heading">
<subject>Microbiology</subject>
<subj-group>
<subject>Original Research</subject>
</subj-group>
</subj-group>
</article-categories>
<title-group>
<article-title><italic>Flammulina</italic><italic>velutipes</italic> Polysaccharides Modulate Gut Microbiota and Alleviate Carbon Tetrachloride-Induced Hepatic Oxidative Injury in Mice</article-title>
</title-group>
<contrib-group>
<contrib contrib-type="author">
<name>
<surname>Xu</surname>
<given-names>Yingyin</given-names>
</name>
<xref rid="aff1" ref-type="aff"><sup>1</sup></xref>
<xref rid="aff2" ref-type="aff"><sup>2</sup></xref>
<xref rid="aff3" ref-type="aff"><sup>3</sup></xref>
<uri xlink:href="https://loop.frontiersin.org/people/1595098/overview"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Zhang</surname>
<given-names>Zhiyuan</given-names>
</name>
<xref rid="aff1" ref-type="aff"><sup>1</sup></xref>
<xref rid="aff2" ref-type="aff"><sup>2</sup></xref>
<xref rid="aff3" ref-type="aff"><sup>3</sup></xref>
<uri xlink:href="https://loop.frontiersin.org/people/1275045/overview"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Wang</surname>
<given-names>Bo</given-names>
</name>
<xref rid="aff1" ref-type="aff"><sup>1</sup></xref>
<xref rid="aff2" ref-type="aff"><sup>2</sup></xref>
<xref rid="aff3" ref-type="aff"><sup>3</sup></xref>
</contrib>
<contrib contrib-type="author">
<name>
<surname>He</surname>
<given-names>Xiaolan</given-names>
</name>
<xref rid="aff1" ref-type="aff"><sup>1</sup></xref>
<xref rid="aff2" ref-type="aff"><sup>2</sup></xref>
<xref rid="aff3" ref-type="aff"><sup>3</sup></xref>
<uri xlink:href="https://loop.frontiersin.org/people/490789/overview"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Tang</surname>
<given-names>Jie</given-names>
</name>
<xref rid="aff1" ref-type="aff"><sup>1</sup></xref>
<xref rid="aff2" ref-type="aff"><sup>2</sup></xref>
<xref rid="aff3" ref-type="aff"><sup>3</sup></xref>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Peng</surname>
<given-names>Weihong</given-names>
</name>
<xref rid="aff1" ref-type="aff"><sup>1</sup></xref>
<xref rid="aff2" ref-type="aff"><sup>2</sup></xref>
<xref rid="aff3" ref-type="aff"><sup>3</sup></xref>
<uri xlink:href="https://loop.frontiersin.org/people/1124303/overview"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Zhou</surname>
<given-names>Jie</given-names>
</name>
<xref rid="aff1" ref-type="aff"><sup>1</sup></xref>
<xref rid="aff2" ref-type="aff"><sup>2</sup></xref>
<xref rid="aff3" ref-type="aff"><sup>3</sup></xref>
</contrib>
<contrib contrib-type="author" corresp="yes">
<name>
<surname>Wang</surname>
<given-names>Yong</given-names>
</name>
<xref rid="aff1" ref-type="aff"><sup>1</sup></xref>
<xref rid="aff2" ref-type="aff"><sup>2</sup></xref>
<xref rid="aff3" ref-type="aff"><sup>3</sup></xref>
<xref rid="c001" ref-type="corresp"><sup>&#x002A;</sup></xref>
<uri xlink:href="https://loop.frontiersin.org/people/1640304/overview"/>
</contrib>
</contrib-group>
<aff id="aff1"><sup>1</sup><institution>Department of Preservation and Processing, Sichuan Institute of Edible Fungi</institution>, <addr-line>Chengdu</addr-line>, <country>China</country>
</aff>
<aff id="aff2"><sup>2</sup><institution>National-Local Joint Engineering Laboratory of Breeding and Cultivation of Edible and Medicinal Fungi</institution>, <addr-line>Chengdu</addr-line>, <country>China</country>
</aff>
<aff id="aff3"><sup>3</sup><institution>Scientific Observing and Experimental Station of Agro-microbial Resource and Utilization in Southwest China, Ministry of Agriculture</institution>, <addr-line>Chengdu</addr-line>, <country>China</country>
</aff>
<author-notes>
<fn id="fn0001" fn-type="edited-by">
<p>Edited by: Yosra A. Helmy, University of Kentucky, United States</p>
</fn>
<fn id="fn0002" fn-type="edited-by">
<p>Reviewed by: Hengjia Ni, Institute of Subtropical Agriculture (CAS), China; Dipak Kathayat, Cornell University, United States</p>
</fn>
<corresp id="c001">&#x002A;Correspondence: Yong Wang, <email>yongwang3729@163.com</email></corresp>
<fn id="fn0003" fn-type="other">
<p>This article was submitted to Food Microbiology, a section of the journal Frontiers in Microbiology</p>
</fn>
</author-notes>
<pub-date pub-type="epub">
<day>23</day>
<month>03</month>
<year>2022</year>
</pub-date>
<pub-date pub-type="collection">
<year>2022</year>
</pub-date>
<volume>13</volume>
<elocation-id>847653</elocation-id>
<history>
<date date-type="received">
<day>03</day>
<month>01</month>
<year>2022</year>
</date>
<date date-type="accepted">
<day>02</day>
<month>03</month>
<year>2022</year>
</date>
</history>
<permissions>
<copyright-statement>Copyright &#x00A9; 2022 Xu, Zhang, Wang, He, Tang, Peng, Zhou and Wang.</copyright-statement>
<copyright-year>2022</copyright-year>
<copyright-holder>Xu, Zhang, Wang, He, Tang, Peng, Zhou and Wang</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>A carbon tetrachloride-induced acute liver injury mouse model is used to study the regulation of gut microbiota and hepatoprotective effect of polysaccharides from <italic>Flammulina velutipes</italic> (FVPs). The hepatoprotective effect of the FVPs leads to reduced levels of serum aspartate transaminase (AST), alanine aminotransferase (ALT), triglyceride (TG), total cholesterol (TC), total bile acid (TBA) content, and change in liver histopathology. Their anti-oxidant activity is exhibited by decreased levels of hepatic malonaldehyde (MDA) and protein carbonyl (PC) content and increased catalase (CAT) and superoxide dismutase (SOD) content. The anti-inflammatory ability of the FVPs is reflected in a decrease in pro-inflammatory cytokines (including IL-6, IL-1&#x03B2;, and TNF-&#x03B1;). 16S rRNA sequencing shows that the FVPs change the composition of the gut microbiota. A subsequent metabolomics analysis of the gut bacteria (UHPLC&#x2013;MS/MS-based) revealed that fatty acid biosynthesis, tryptophan metabolism, and metabolism of xenobiotics by cytochrome P450 play important roles in the hepatoprotective effect. This study provides a potential way to modulate gut microbiota and manage liver diseases using natural products.</p>
</abstract>
<kwd-group>
<kwd><italic>Flammulina velutipes</italic></kwd>
<kwd>acute liver injury</kwd>
<kwd>oxidative stress</kwd>
<kwd>gut microbiota</kwd>
<kwd>metabolites of gut microbiota</kwd>
</kwd-group>
<contract-num rid="cn1">CARS-24</contract-num>
<contract-num rid="cn2">NASC2020AR06</contract-num>
<contract-sponsor id="cn1">National Modern Agro-industry Technology Research System</contract-sponsor>
<contract-sponsor id="cn2">Sichuan Edible Mushroom Innovation Team and Local Financial Funds of National Agricultural Sciences and Technology Center, Chengdu</contract-sponsor>
<counts>
<fig-count count="8"/>
<table-count count="2"/>
<equation-count count="0"/>
<ref-count count="33"/>
<page-count count="12"/>
<word-count count="5969"/>
</counts>
</article-meta>
</front>
<body>
<sec id="sec1" sec-type="intro">
<title>Introduction</title>
<p>Acute liver injury is a type of abnormal liver function that can be induced by certain medicines, alcoholism, viral hepatitis, toxins, and hepatic ischemia reperfusion injury (<xref ref-type="bibr" rid="ref32">Zhu et al., 2019</xref>). Acute liver injury is a potential factor in liver fibrosis, hepatitis, cirrhosis, and liver cancer and can ultimately lead to terminal liver failure (<xref ref-type="bibr" rid="ref15">Liu et al., 2014</xref>). Oxidative damage induced by reactive oxygen species (ROS) has been shown to play the main role in the development of acute liver injury (<xref ref-type="bibr" rid="ref16">Liu et al., 2018</xref>).</p>
<p>Carbon tetrachloride (CCl<sub>4</sub>) can be biotransformed to ROS <italic>via</italic> the hepatic cytochrome P450 system, and so CCl<sub>4</sub>-induced mouse models are extensively used to evaluate the effect of hepatoprotective medicines (<xref ref-type="bibr" rid="ref33">Zou et al., 2016</xref>). A growing amount of evidence suggests that gut microorganisms hold the balance in the contributions natural products make to hepatoprotection (<xref ref-type="bibr" rid="ref18">Meng et al., 2018</xref>). Gut dysbiosis increases the permeability of the gut barrier, allowing translocated bacteria and leaked gut-derived products to reach the liver <italic>via</italic> the portal vein. This increases the level of oxidative stress and inflammation in the liver and threatens its healthy function (<xref ref-type="bibr" rid="ref18">Meng et al., 2018</xref>). Although many hepatoprotective drugs have been developed, the majority of them have adverse effects, such as liver fibrosis and even liver failure (<xref ref-type="bibr" rid="ref25">Wang et al., 2019</xref>; <xref ref-type="bibr" rid="ref31">Zhou et al., 2021</xref>). Hence, there is increased demand for effective natural products that can protect the liver and reverse gut dysbiosis to use as alternatives to therapeutic agents.</p>
<p>The edible mushroom <italic>Flammulina velutipes</italic> (also known as enokitake or golden mushroom) is cultivated worldwide for its flavor and nutritional value (<xref ref-type="bibr" rid="ref7">Fang et al., 2017</xref>). <italic>Flammulina velutipes</italic> polysaccharides (FVPs) exhibit a multitude of pharmacological effects. For example, they have been found to show potentially very promising anti-microbial, anti-oxidant, anti-inflammatory, and immunoregulation effects, etc (<xref ref-type="bibr" rid="ref6">Dong et al., 2017</xref>; <xref ref-type="bibr" rid="ref30">Zhang et al., 2018</xref>). More specifically, in the context of acute liver injury, FVPs have been reported to have hepatoprotective effects (<xref ref-type="bibr" rid="ref20">Pang et al., 2007</xref>; <xref ref-type="bibr" rid="ref30">Zhang et al., 2018</xref>). However, the hepotaprotective effect of FVPs with microbiological and metabolomic changes in gut have not been explored.</p>
<p>In this study, a CCl<sub>4</sub>-induced acute liver injury mouse model is used to evaluate the hepatoprotective effect of newly-harvested FVPs. The study focuses on the oxidative stress and inflammation levels in the liver and is supported by gut microbiota and fecal metabolomics analyses. The aim is to improve our understanding of the symptomatic relief function of the FVPs with respect to CCl<sub>4</sub>-induced acute liver injury.</p>
</sec>
<sec id="sec2" sec-type="materials|methods">
<title>Materials and Methods</title>
<sec id="sec3">
<title>Preparation of the FVPs</title>
<p><italic>Flammulina velutipes</italic> polysaccharides were harvested from the fruitbodies of <italic>F. velutipes</italic> using hot water (100&#x00B0;C for 6&#x2009;h). A solid&#x2013;liquid ratio of 1:20 (w/v) was employed. After centrifugation, the supernatant was added to ethanol (3 volumes of ethanol to 1 volume of supernatant) and the resulting precipitate collected. The Sevage method was used to deproteinate the precipitate. After dialysis, the deproteinated part was applied to diethylaminoethyl cellulose (Sigma, United States) at a flow rate of 3.0&#x2009;ml/min. The column was then eluted with distilled water, 50&#x2009;mM, 150&#x2009;mM, and 1&#x2009;M NaCl successively at flow rates of 10&#x2009;ml/min. After assessment of their hepatoprotective effects, the 50&#x2009;mM NaCl eluted part was gathered and lyophilized as FVPs for further research (<xref ref-type="bibr" rid="ref27">Xu et al., 2021b</xref>).</p>
<p>The monosaccharide composition of the FVPs was determined <italic>via</italic> liquid chromatography (Agilent 1200, United States). The FVPs were passed through a Shiseido C18 column at room temperature at a flow rate of 1&#x2009;ml/min. The saccharides were analyzed using the standard method outlined by the National Renewable Energy Laboratory (CO, United States): hydrolysis with dilute sulfuric acid together with calibration using standard solutions of xylose, rhamnose, fucose, mannose, arabinose, galactose, galacturonic acid, glucose, glucuronic acid, and ribose (<xref ref-type="bibr" rid="ref26">Xu et al., 2021a</xref>). The weight-average (Mw) and number-average (Mn) molecular weights of the FVPs were determined <italic>via</italic> high-performance gel permeation chromatography, as previously described in the literature (<xref ref-type="bibr" rid="ref26">Xu et al., 2021a</xref>). Fourier transform infrared (FT-IR) spectra of the FVPs were captured using an FT-IR microscope (model iN 10, Thermo Nicolet Corp.; Madison, WI, United States) fitted with a liquid nitrogen-cooled mercury-cadmium-telluride detector (<xref ref-type="bibr" rid="ref27">Xu et al., 2021b</xref>).</p>
</sec>
<sec id="sec4">
<title>Liver Injury Model and Treatment</title>
<p>Male C57BL/6 mice (32 in number, aged 6&#x2013;7&#x2009;weeks with an average weight of 17.03&#x2009;&#x00B1;&#x2009;0.25&#x2009;g) were purchased from Chengdu Dssy Experimental Animals Co., Ltd (Chengdu, China). They were housed in a specific pathogen-free environment (25&#x00B0;C; cycles of 12&#x2009;h light followed by 12&#x2009;h dark) with <italic>ad libitum</italic> access to food and water.</p>
<p>The mice were randomly assigned to one of four groups (<italic>n</italic>&#x2009;=&#x2009;8 per group): (1) Normal group (with standard diet); (2) Control group (CCl<sub>4</sub> with standard diet); (3) LFVPs group (CCl<sub>4</sub> with standard diet plus 100&#x2009;mg/kg FVPs); and (4) HFVPs group (CCl<sub>4</sub> with standard diet plus 200&#x2009;mg/kg FVPs). The experiment lasted 2&#x2009;weeks. Mice were gavaged with FVPs or normal saline once daily for 14&#x2009;days. Shortly after the last treatment (2&#x2009;h), the mice in the Control, LFVPs, and HFVPs groups were injected intraperitoneally with CCl<sub>4</sub> (0.2% CCl<sub>4</sub>/olive oil mixture) at a rate of 5&#x2009;ml/kg bodyweight (<xref ref-type="bibr" rid="ref32">Zhu et al., 2019</xref>). The mice in the Normal group were injected intraperitoneally with the same dose of olive oil. On day 15, the mice were sacrificed <italic>via</italic> anesthesia to yield specimens for subsequent analysis.</p>
</sec>
<sec id="sec5">
<title>Biochemical Assays</title>
<p>Blood samples were harvested from the coeliac arteries of the mice. The blood was centrifuged and the serum analyzed to determine its aspartate transaminase (AST), alanine aminotransferase (ALT), total cholesterol (TC), triglyceride (TG), and total bile acid (TBA) content (<xref ref-type="bibr" rid="ref28">Yang et al., 2015</xref>).</p>
<p>Hepatic tissues were collected, homogenized in saline, and centrifuged. The supernatant was then analyzed spectrophotometrically for superoxide dismutase (SOD), catalase (CAT), IL-1&#x03B2;, IL-6, TNF-&#x03B1;, myeloperoxidase (MPO), malonaldehyde (MDA), and protein carbonyl (PC). All the commercial assay kits employed were obtained from the Nanjing Jiancheng Bioengineering Institute (Nanjing, China; <xref ref-type="bibr" rid="ref17">Lykkesfeldt, 2007</xref>).</p>
</sec>
<sec id="sec6">
<title>Histology</title>
<p>Fresh liver tissues were cut into 5&#x2009;mm pieces and fixed in 10% neutral buffered formalin at room temperature for 24&#x2009;h. They were then dehydrated using a graded series of ethanol solutions before being embedded in paraffin. The tissues were cut into 5&#x2013;6&#x2009;&#x03BC;m sections and stained with hematoxylin&#x2013;eosin (HE). They were then observed using a microscope (Leica Microsystems, Wetzlar, Germany) at magnifications of 100&#x00D7; and 400&#x00D7; (<xref ref-type="bibr" rid="ref22">Sun et al., 2017</xref>).</p>
</sec>
<sec id="sec7">
<title>Gut Microbiota Analysis</title>
<p>Samples of the mice&#x2019;s intestinal contents were collected from colon immediately after sacrifice. The cetyltrimethylammonium bromide/sodium dodecyl sulfate extraction method was employed to obtain the total DNA from the intestinal content. The extracted DNA was subjected to 16S amplification using primers designed to incorporate both the Illumina adapters and a sample barcode sequence, allowing directional sequencing that covers the variable region V4 [primers: 515 F (GTGCCAGCMGCCGCGGTAA) and 806 R (GGACTACHVGGGTWTCTAAT)]. Phusion&#x00AE; High-Fidelity PCR Master Mix (New England Biolabs, United States) was used for the PCR reactions (<xref ref-type="bibr" rid="ref14">Lee et al., 2018</xref>).</p>
<p>Sequencing libraries were produced using an Ion Plus Fragment Library Kit 48 rxns (Thermo Scientific, United States) according to the manufacturer&#x2019;s recommendations. Libraries were sequenced on an Ion S5TM XL platform and 400/600&#x2009;bp single-end reads were generated. The data were based on sequenced reads and operational taxonomic units (OTUs). UPARSE software (v7.0.1001) was used to carry out the analysis. Sequences that have similarities &#x2265;97% are regarded as the same OTUs. The Silva database<xref rid="fn0004" ref-type="fn"><sup>1</sup></xref> was employed to annotate the taxonomic information based on the Mothur algorithm (<xref ref-type="bibr" rid="ref27">Xu et al., 2021b</xref>).</p>
</sec>
<sec id="sec8">
<title>Measurement of Fecal Metabolomics</title>
<p>After the intestinal contents had been harvested from colon, each specimen was disposed with liquid nitrogen. The homogenate was resuspended with pre-chilled 80% methanol and 0.1% formic acid, respectively. After centrifugation, the supernatant was diluted with LC&#x2013;MS grade water until the concentration of the methanol was 60%. The samples were then filtered (0.22&#x2009;&#x03BC;m filter) and then injected into the LC&#x2013;MS/MS system for analysis.</p>
<p>LC&#x2013;MS/MS was performed using a Vanquish UHPLC system (Thermo Fisher) coupled with an Orbitrap Q ExactiveTM series mass spectrometer (Thermo Fisher). The samples were processed using a Hypersil Gold column (100&#x2009;mm&#x2009;&#x00D7;&#x2009;2.1&#x2009;mm, 1.9&#x2009;&#x03BC;m) at a flow rate of 0.2&#x2009;ml/min in a 16-min linear gradient. The positive polarity mode consisted of eluent A (0.1% FA in water) and eluent B (methanol). The negative polarity mode consisted of eluent A (5&#x2009;mM ammonium acetate, pH 9.0) and eluent B (methanol). The solvent gradient applied was as follows: 2% B, 1.5&#x2009;min; 2&#x2013;100% B, 12.0&#x2009;min; 100% B, 14.0&#x2009;min; 100&#x2013;2% B, 14.1&#x2009;min; 2% B, 16&#x2009;min. The mass spectrometer was used in positive/negative polarity mode using a spray voltage of 3.2&#x2009;kV, capillary temperature of 320&#x00B0;C, sheath gas flow rate of 35 arb, and auxiliary gas flow rate of 10 arb.</p>
<p>The LIPID MAPS&#x00AE; structure database,<xref rid="fn0005" ref-type="fn"><sup>2</sup></xref> Human Metabolome database,<xref rid="fn0006" ref-type="fn"><sup>3</sup></xref> and Kyoto Encyclopedia of Genes and Genomes (KEGG) database<xref rid="fn0007" ref-type="fn"><sup>4</sup></xref> were employed to annotate the metabolites. Partial least squares discriminant analysis (PLS-DA) was carried out using MetaX. Univariate analyses (<italic>t</italic>-tests) were carried out to determine the levels of statistical significance (<italic>p</italic>-values). Metabolites with VIP scores&#x2009;&#x003E;&#x2009;1, value of <italic>p</italic>&#x2009;&#x003C;&#x2009;0.05, and fold-changes &#x2265;2 or &#x2264;0.5 were considered to be significantly different (<xref ref-type="bibr" rid="ref27">Xu et al., 2021b</xref>).</p>
</sec>
<sec id="sec9">
<title>Data Analysis</title>
<p>The data were analyzed statistically <italic>via</italic> one-way ANOVA tests followed by Tukey tests. The software package SPSS v22.0 was employed (IBM, Chicago, IL, United States). Numerical values are expressed in the form <italic>mean</italic>&#x2009;&#x00B1;&#x2009;<italic>SD</italic> and <italic>p</italic>&#x2009;&#x003C;&#x2009;0.05 was taken to imply statistical difference.</p>
</sec>
</sec>
<sec id="sec10">
<title>Results and Discussion</title>
<sec id="sec11">
<title>Molecular Weights, Monosaccharide Composition, and IR Analysis of the FVPs</title>
<p>The <italic>M</italic><sub>w</sub> and <italic>M</italic><sub>n</sub> values of the FVPs were found to be 2,779,371 and 7,555&#x2009;g/mol, respectively, and their monosaccharide composition is shown in <xref rid="tab1" ref-type="table">Table 1</xref>. The FT-IR spectrum obtained for the FVPs is shown in <xref rid="fig1" ref-type="fig">Figure 1</xref>.</p>
<table-wrap position="float" id="tab1">
<label>Table 1</label>
<caption><p>Monosaccharide composition of the FVPs.</p></caption>
<table frame="hsides" rules="groups">
<thead>
<tr>
<th align="center" valign="top" colspan="9">Monosaccharide composition (mg/kg)</th>
</tr>
<tr>
<th align="left" valign="top">Mannose</th>
<th align="center" valign="top">Ribose</th>
<th align="center" valign="top">Rhamnose</th>
<th align="center" valign="top">Glucuronic acid</th>
<th align="center" valign="top">Galacturonic acid</th>
<th align="center" valign="top">Glucose</th>
<th align="center" valign="top">Galactose</th>
<th align="center" valign="top">Xylose</th>
<th align="center" valign="top">Fucose</th>
</tr>
</thead>
<tbody>
<tr>
<td align="left" valign="top">68796.89</td>
<td align="center" valign="top">539.35</td>
<td align="center" valign="top">243.35</td>
<td align="center" valign="top">50.64</td>
<td align="center" valign="top">96.24</td>
<td align="center" valign="top">54900.80</td>
<td align="center" valign="top">88339.75</td>
<td align="center" valign="top">22228.41</td>
<td align="center" valign="top">30248.37</td>
</tr>
</tbody>
</table>
</table-wrap>
<fig position="float" id="fig1">
<label>Figure 1</label>
<caption><p>Fourier transform infrared (FT-IR) spectrum of the <italic>Flammulina velutipes</italic> polysaccharides (FVPs).</p></caption>
<graphic xlink:href="fmicb-13-847653-g001.tif"/>
</fig>
<p>The large IR absorption peak at 3,419&#x2009;cm<sup>&#x2212;1</sup> suggests the possible presence of double bonds, amidogen, and phenyl rings. The band at 2,925&#x2009;cm<sup>&#x2212;1</sup> is probably due to &#x2013;CH2 antisymmetric stretching vibrations. The presence of carbonyl groups is suggested by the peaks at 3,419 and 1,634&#x2009;cm<sup>&#x2212;1</sup>. The strong absorption at 3,100&#x2013;3,500 and 1,403&#x2009;cm<sup>&#x2212;1</sup> indicates the presence of amidogen. The bands around 1,077&#x2009;cm<sup>&#x2212;1</sup> indicate the possible existence of ether groups.</p>
</sec>
<sec id="sec12">
<title>Amelioration of the Clinical Symptoms of CCl<sub>4</sub>-Induced Liver Injury</title>
<p>A number of free radicals can be generated from CCl<sub>4</sub> including trichloromethyl which is produced when CCl<sub>4</sub> is metabolized by cytochrome P450 (<xref ref-type="bibr" rid="ref11">He et al., 2016</xref>). The trichloromethyl radical and oxygen work together to damage microsomal lipids in the liver and phospholipid molecules in hepatocyte membranes, initiating lipid peroxidation (<xref ref-type="bibr" rid="ref9">Guo et al., 2015</xref>). The damage caused to the structure of the hepatic cellular membranes increases their permeability allowing ALT and AST to infiltrate into the blood. In addition, large amounts of TG and TC are deposited in the hepatocytes, leading to an increase in the TG and TC content of the serum (<xref ref-type="bibr" rid="ref17">Lykkesfeldt, 2007</xref>).</p>
<p>Results of biochemical assays are presented in <xref rid="fig2" ref-type="fig">Figure 2</xref>. We first note that the average body weight of the mice whose livers had been injured by CCl<sub>4</sub> was significantly less than that of the healthy mice (<xref rid="fig2" ref-type="fig">Figure 2A</xref>). However, the body masses of those treated with FVPs (especially those in the HFVPs group) were significantly improved (<italic>p</italic>&#x2009;&#x003C;&#x2009;0.05) due to their improved physical condition.</p>
<fig position="float" id="fig2">
<label>Figure 2</label>
<caption><p>Effect of treatment with FVPs on <bold>(A)</bold> body weight and content of certain biochemicals in the serum: <bold>(B)</bold> aspartate transaminase (AST), <bold>(C)</bold> alanine aminotransferase (ALT), <bold>(D)</bold> total bile acid (TBA), <bold>(E)</bold> triglyceride (TG), and <bold>(F)</bold> total cholesterol (TC). The data are presented in the form: <italic>mean</italic>&#x2009;&#x00B1;&#x2009;<italic>SD</italic> (with eight mice per group). The symbols # and ## represent significance levels of <italic>p</italic> &#x003C;&#x2009;0.05 and <italic>p</italic>&#x2009;&#x003C;&#x2009;0.01 compared to the Normal group, respectively. Similarly, &#x002A; and &#x002A;&#x002A; represent <italic>p</italic> &#x003C;&#x2009;0.05 and <italic>p</italic> &#x003C;&#x2009;0.01 compared to the Control group, respectively.</p></caption>
<graphic xlink:href="fmicb-13-847653-g002.tif"/>
</fig>
<p>The AST, ALT, TG, TC, and TBA contents of the serum are all significantly increased due to CCl<sub>4</sub> intoxication (compared to healthy mice) which are showed in <xref rid="fig2" ref-type="fig">Figure 2</xref>. However, pretreatment with the FVPs significantly reduced these elevated serum levels in a dose-dependent manner. That is, the higher dose group (200&#x2009;mg/kg BW) experienced stronger hepatoprotective effects.</p>
<p>The histopathological changes that occurred in the liver tissues of the mice are presented in <xref rid="fig3" ref-type="fig">Figure 3</xref> and <xref rid="sec22" ref-type="sec">Supplementary Table 2</xref>. In the Normal group, the liver cells are arranged in an orderly manner from the central vein and their nuclei are prominent and cytoplasm uniform. Treatment with CCl<sub>4</sub> can be seen to induce extensive liver damage. The damage is characterized by inflammatory cell infiltration and serious cellular degeneration. However, the state of the malignancy is strongly ameliorated in the HFVPs group as shown by the reduction in the number of large vacuoles formed and extent of the inflammatory infiltration and cellular degeneration.</p>
<fig position="float" id="fig3">
<label>Figure 3</label>
<caption><p>Effect of FVPs treatment on liver morphology. (HE-stained tissue images at magnifications of 100&#x00D7; and 400&#x00D7;) Yellow arrow: edema and degeneration of hepatic cells. Blue arrow: Hepatocyte steatosis. Green arrow: necrosis of liver cells. Red arrow: proliferation of fibroblasts.</p></caption>
<graphic xlink:href="fmicb-13-847653-g003.tif"/>
</fig>
</sec>
<sec id="sec13">
<title>Effect of FVPs on Hepatic Antioxidant Activity</title>
<p>Antioxidant enzymes such as SOD and CAT play important roles in scavenging ROS. SOD first catalyzes the conversion of O<sub>2</sub><sup>&#x2212;</sup> to H<sub>2</sub>O<sub>2</sub> and then CAT scavenges the H<sub>2</sub>O<sub>2</sub> to form O<sub>2</sub> and H<sub>2</sub>O, thus inhibiting lipid peroxidation (<xref ref-type="bibr" rid="ref19">Miranda et al., 2000</xref>; <xref ref-type="bibr" rid="ref24">Valko et al., 2007</xref>). When lipid peroxidation does occur, the terminal product is MDA. Hence, the MDA level can be used to assess the extent of the injury caused by peroxidation (<xref ref-type="bibr" rid="ref1">Abuja and Albertini, 2001</xref>). Similarly, PC is the oxidative product of amino acid side chains and can be used as an effective indicator to assess the degree of protein oxidative injury (<xref ref-type="bibr" rid="ref5">Dalle-Donne et al., 2003</xref>).</p>
<p>The results obtained for the four indicators mentioned above are showed in <xref rid="fig4" ref-type="fig">Figure 4</xref>. As can be seen, the administration of CCl<sub>4</sub> significantly decreases the activity of SOD and CAT and leads to the accumulation of MDA and PC in the liver (<italic>p</italic>&#x2009;&#x003C;&#x2009;0.01). However, pretreatment with FVPs resulted in a notable elevation of SOD and CAT activity and reduction in the amount of MDA and PC produced among the CCl<sub>4</sub>-treated groups. Thus, the FVPs are able to attenuate the liver damage induced by CCl<sub>4</sub> administration. In addition, the higher dose of FVPs manifested a better anti-oxidant ability (<italic>p</italic>&#x2009;&#x003C;&#x2009;0.01).</p>
<fig position="float" id="fig4">
<label>Figure 4</label>
<caption><p>Effect of FVPs on hepatic antioxidant activity. The bar charts show the results obtained for the hepatic content of <bold>(A)</bold> superoxide dismutase (SOD), <bold>(B)</bold> catalase (CAT), <bold>(C)</bold> malonaldehyde (MDA), and <bold>(D)</bold> protein carbonyl (PC; as measured using ELISA kits). The data are presented in the form: <italic>mean</italic>&#x2009;&#x00B1;&#x2009;<italic>SD</italic> (with eight mice per group). The symbols # and ## represent significance levels of <italic>p</italic> &#x003C;&#x2009;0.05 and <italic>p</italic> &#x003C;&#x2009;0.01 compared to the Normal group, respectively. Similarly, &#x002A; and &#x002A;&#x002A; represent <italic>p</italic> &#x003C;&#x2009;0.05 and <italic>p</italic> &#x003C;&#x2009;0.01 compared to the Control group, respectively.</p></caption>
<graphic xlink:href="fmicb-13-847653-g004.tif"/>
</fig>
</sec>
<sec id="sec14">
<title>Effect of FVPs on Hepatic Inflammation</title>
<p>The damage caused by oxidative stress leads to the release of inflammatory mediators, e.g., IL-1&#x03B2;, IL-6, and TNF-&#x03B1; (<xref ref-type="bibr" rid="ref12">Khan et al., 2019</xref>). MPO activity can also be used to indicate the degree of inflammation as it serves as a marker to evaluate the level of neutrophilic infiltration (<xref ref-type="bibr" rid="ref4">Chen et al., 2020</xref>).</p>
<p>The IL-6, IL-1&#x03B2;, TNF-&#x03B1;, and MPO contents were all increased after CCl4 was administered to the Control group (<italic>p</italic>&#x2009;&#x003C;&#x2009;0.01) which were showed in <xref rid="fig5" ref-type="fig">Figure 5</xref>. Furthermore, treatment with FVPs markedly weakened the production of the pro-inflammatory cytokines (IL-6, IL-1&#x03B2;, and TNF-&#x03B1;) in a dosed manner, as was the MPO level. The higher dose of FVPs (200&#x2009;mg/kg BW) substantially enhanced the anti-inflammatory effect.</p>
<fig position="float" id="fig5">
<label>Figure 5</label>
<caption><p>Effect of FVPs on hepatic inflammation. The bar charts show the results obtained for the hepatic content of <bold>(A)</bold> IL-1&#x03B2;, <bold>(B)</bold> IL-6, <bold>(C)</bold> TNF-&#x03B1;, and <bold>(D)</bold> myeloperoxidase (MPO; as measured using ELISA kits). The data are presented in the form: <italic>mean</italic>&#x2009;&#x00B1;&#x2009;<italic>SD</italic> (with eight mice per group). The symbols # and ## represent significance levels of <italic>p</italic>&#x2009;&#x003C;&#x2009;0.05 and <italic>p</italic> &#x003C;&#x2009;0.01 compared to the Normal group, respectively. Similarly, &#x002A; and &#x002A;&#x002A; represent <italic>p</italic> &#x003C;&#x2009;0.05 and <italic>p</italic> &#x003C;&#x2009;0.01 compared to the Control group, respectively.</p></caption>
<graphic xlink:href="fmicb-13-847653-g005.tif"/>
</fig>
</sec>
<sec id="sec15">
<title>Gut Microbiota Analysis</title>
<p>More and more studies have shown that the gut microbiota is involved in liver disease pathogenesis as the composition of the gut microbiota will significantly influence the nature of the gut-derived products that are leaked (<xref ref-type="bibr" rid="ref13">Krishnan et al., 2018</xref>; <xref ref-type="bibr" rid="ref29">Yip et al., 2018</xref>). To investigate whether changing the gut microbiota can facilitate any of the metabolic improvements involved in the treatment of mice with FVPs, the intestinal contents of the mice were collected and analyzed to reveal the nature of their gut microbiota. The results are shown in <xref rid="fig6" ref-type="fig">Figure 6</xref>.</p>
<fig position="float" id="fig6">
<label>Figure 6</label>
<caption><p><bold>(A)</bold> Venn diagram showing the number of operational taxonomic units (OTUs) in the Normal, Control, and HFVPs groups. <bold>(B)</bold> Principle coordinate analysis (PCA) plot used to evaluate the beta diversity parameters. Each point represents an individual specimen. <bold>(C)</bold> Microbial composition of the Normal, Control, and HFVPs groups at the genus level (top 20). <bold>(D)</bold> Heatmap of the significant differences in the gut microbiomes in the Normal, Control, and HFVPs groups at the genus level (obtained using the Metastats method). The data are presented in the form <italic>mean</italic>&#x2009;&#x00B1;&#x2009;<italic>SD</italic> (<italic>n</italic>&#x2009;=&#x2009;6).</p></caption>
<graphic xlink:href="fmicb-13-847653-g006.tif"/>
</fig>
<p>The mice in the Normal, Control, and HFVPs groups share 543 OTUs which are showed in <xref rid="fig6" ref-type="fig">Figure 6A</xref>. Treatment with FVPs led to 235 unique OTUs appearing in the gut microbiota of the treated mice.</p>
<p>The Shannon and Simpson indices can be used to evaluate the diversity of the bacterial communities and the ACE and Chao1 indices can be used to gauge their richness. The values of these indices calculated for three of the experimental groups of mice are showed in <xref rid="tab2" ref-type="table">Table 2</xref>. The table implies that the high-dose FVPs treatment had little effect on the alpha diversity of the gut microbiota compared with Control group. Principle coordinate analysis (PCA) plot to evaluate the beta diversity parameters of gut microbiota is showed in <xref rid="fig6" ref-type="fig">Figure 6B</xref>. The specimens of three groups did not separate completely reflecting they shared some of same composition of gut microbiota.</p>
<table-wrap position="float" id="tab2">
<label>Table 2</label>
<caption><p>Alpha diversity evaluated using the ACE, Chao1, Simpson, and Shannon indices.</p></caption>
<table frame="hsides" rules="groups">
<thead>
<tr>
<th align="left" valign="top" rowspan="2">Index</th>
<th align="center" valign="top" colspan="3">Treatment</th>
</tr>
<tr>
<th align="center" valign="middle">Normal</th>
<th align="center" valign="middle">Control</th>
<th align="center" valign="middle">HFVPs</th>
</tr>
</thead>
<tbody>
<tr>
<td align="left" valign="middle">Shannon</td>
<td align="center" valign="middle">5.48&#x2009;&#x00B1;&#x2009;0.21</td>
<td align="center" valign="middle">5.89&#x2009;&#x00B1;&#x2009;0.34<xref rid="tfn1" ref-type="table-fn"><sup>#</sup></xref>
</td>
<td align="center" valign="middle">5.56&#x2009;&#x00B1;&#x2009;0.94</td>
</tr>
<tr>
<td align="left" valign="middle">Simpson</td>
<td align="center" valign="middle">0.94&#x2009;&#x00B1;&#x2009;0.00</td>
<td align="center" valign="middle">0.96&#x2009;&#x00B1;&#x2009;0.01</td>
<td align="center" valign="middle">0.93&#x2009;&#x00B1;&#x2009;0.06</td>
</tr>
<tr>
<td align="left" valign="middle">Chao1</td>
<td align="center" valign="middle">546.70&#x2009;&#x00B1;&#x2009;21.48</td>
<td align="center" valign="middle">599.41&#x2009;&#x00B1;&#x2009;172.12</td>
<td align="center" valign="middle">635.70&#x2009;&#x00B1;&#x2009;132.54</td>
</tr>
<tr>
<td align="left" valign="middle">ACE</td>
<td align="center" valign="middle">513.34&#x2009;&#x00B1;&#x2009;13.88</td>
<td align="center" valign="middle">571.56&#x2009;&#x00B1;&#x2009;154.84</td>
<td align="center" valign="middle">604.82&#x2009;&#x00B1;&#x2009;122.65</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<p>The data are expressed in the form mean&#x2009;&#x00B1;&#x2009;<italic>SD</italic> (<italic>n</italic>&#x2009;=&#x2009;6).</p>
<fn id="tfn1">
<label>#</label>
<p>symbol represents a statistical difference compared to the Normal group at the <italic>p</italic>&#x2009;&#x003C;&#x2009;0.05 level.</p>
</fn>
</table-wrap-foot>
</table-wrap>
<p>The microbial composition in the Normal, Control, and HFVPs groups at the phylum level is illustrated in <xref rid="fig6" ref-type="fig">Figure 6C</xref>. In agreement with published studies, the species dominating the gut microbiota in this study are <italic>Bacteroidetes</italic> and <italic>Firmicutes</italic>. These species matter as they play a role in the body&#x2019;s energy-balance mechanism as they affect energy transformation, nutrient absorption, and glucose metabolism (<xref ref-type="bibr" rid="ref23">Turnbaugh et al., 2006</xref>). The Firmicutes/Bacteroidetes ratio is significantly reduced to 0.7462&#x2009;&#x00B1;&#x2009;0.2439 after CCl<sub>4</sub> intoxication, while Normal group is 0.8792&#x2009;&#x00B1;&#x2009;0.3129. But this ratio is raised to 1.1602&#x2009;&#x00B1;&#x2009;1.4553 in the groups treated with HFVPs (<xref rid="sec22" ref-type="sec">Supplementary Table 3</xref>). This implies that the FVPs may have the ability to raise the number of calories absorbed from the food by changing the composition of the gut microbiota.</p>
<p>Significantly different gut microbiomes in the Normal, Control, and HFVPs groups at the genus level is revealed in <xref rid="fig6" ref-type="fig">Figure 6D</xref>. <italic>Lactobacillus</italic> has been reported to have a hepatoprotective effect by inhibiting &#x03B2;-glucuronidase productivity of the intestinal microflora (<xref ref-type="bibr" rid="ref10">Han et al., 2005</xref>). The abundance of <italic>Lactobacillus</italic> is significantly reduced after treatment with CCl<sub>4</sub> (compared to the Normal group). However, the administration of FVPs elevates the abundance of <italic>Lactobacillus</italic> in the gut. The increment in <italic>Ruminococcus</italic> could independently indicate the occurrence of significant liver fibrosis (<xref ref-type="bibr" rid="ref2">Boursier et al., 2016</xref>). According to the heatmap in <xref rid="fig6" ref-type="fig">Figure 6D</xref>, <italic>Ruminococcaceae</italic> shows increase in the Control group compared with the Normal group. However, the FVPs lower the abundance of <italic>Ruminococcaceae</italic>. An increase in <italic>Bacteroides</italic> suggests the potential occurrence of nonalcoholic fatty liver disease (<xref ref-type="bibr" rid="ref18">Meng et al., 2018</xref>). This applies to the Control group, but the FVPs substantially help mitigate the situation according to <xref rid="fig6" ref-type="fig">Figure 6D</xref>. We also found that the abundance of <italic>Atopostipes</italic> and <italic>Sporosarcina</italic> are both significantly different in the two-by-two comparison of Normal, Control, and HFVPs groups. CCl<sub>4</sub> treatment elevated the abundance of <italic>Atopostipes</italic> and <italic>Sporosarcina</italic> in gut, and HFVPs effectively reduced them. But the role of <italic>Atopostipes</italic> and <italic>Sporosarcina</italic> in gut is rarely studied, especially in the gut microbiota involved in liver disease. <italic>Atopostipes</italic> and <italic>Sporosarcina</italic> perhaps will be the biomarker for hepatoprotective gut microorganisms, which still need further study.</p>
</sec>
<sec id="sec16">
<title>Metabolite Analysis</title>
<p>Gut microbiota mediate metabolic activity by digesting various dietary compounds and supplying micronutrients. On the other hand, dietary compounds also influence the growth and metabolic activity of gut microbiota and therefore have potential health effects (<xref ref-type="bibr" rid="ref8">Farag et al., 2020</xref>).</p>
<p>Clear separations between the Normal and Control groups are showed in <xref rid="fig7" ref-type="fig">Figures 7A</xref>,<xref rid="fig7" ref-type="fig">B</xref>. This implies that treatment with the toxin CCl<sub>4</sub> changes the normal gut microbiota metabolites in mice. There was also some changes in PCA plots between Control and HFVPs group, reflecting HFVPs had effects on gut microbiota metabolites in liver injury mice. In total, 1,793 metabolites were detected and the heatmaps show they are independent and unique in the metabolome dimensions (<xref rid="fig7" ref-type="fig">Figures 7C</xref>,<xref rid="fig7" ref-type="fig">D</xref>). Between the Normal and Control groups, 182 metabolites were upregulated and 412 were downregulated. In the HFVPs and Control groups, 106 metabolites were upregulated and 212 were downregulated. <xref rid="sec22" ref-type="sec">Supplementary Table 1</xref> gives further information on the 318 metabolites that changed significantly in the HFVPs group compared with the Control group.</p>
<fig position="float" id="fig7">
<label>Figure 7</label>
<caption><p><bold>(A)</bold> Principle coordinate analysis plots of the fecal metabolites in the Control, Normal, and HFVPs groups in positive mode. <bold>(B)</bold> PCA plots of the fecal metabolites in the Control, Normal, and HFVPs groups in negative mode. <bold>(C)</bold> Hierarchical clustering plots of the significantly changed metabolites in the Control and Normal groups. <bold>(D)</bold> Hierarchical clustering plots of the significantly changed metabolites in the Control and HFVPs groups.</p></caption>
<graphic xlink:href="fmicb-13-847653-g007.tif"/>
</fig>
<p>The KEGG database was employed to analyze the top 20 enriched pathways related to the significantly different metabolic changes between the Control and HFVPs groups, giving the results shown in <xref rid="fig8" ref-type="fig">Figure 8</xref>. As can be seen, the most enriched pathways include those related to steroid hormone biosynthesis, tryptophan metabolism, cancer pathways, xenobiotics metabolism by cytochrome P450, aldosterone synthesis and secretion, and insulin resistance.</p>
<fig position="float" id="fig8">
<label>Figure 8</label>
<caption><p>Kyoto Encyclopedia of Genes and Genomes (KEGG) pathway enrichment plot of the significantly changed metabolites in the Control and HFVPs groups.</p></caption>
<graphic xlink:href="fmicb-13-847653-g008.tif"/>
</fig>
<p>The induction of fatty acid biosynthesis and transportation leads to intrahepatic lipid accumulation, which contributes to the development of nonalcoholic fatty liver disease (<xref ref-type="bibr" rid="ref3">Buzzetti et al., 2016</xref>). Myristic acid (Com_17487_neg) and stearic acid (Com_38_neg) are saturated fatty acids that are enriched in the fatty acid biosynthesis pathway. These are downregulated in the HFVPs group, which helps improve liver function. Xanthurenic acid (Com_11899_pos), indole (Com_1868_pos), and kynurenic acid (Com_5832_neg) are tryptophan-derived bacterial metabolites enriched in the tryptophan metabolism pathway. It has been found that indole, and other tryptophan-derived bacterial metabolites, attenuate the expression of pro-inflammatory cytokines in macrophages and also modulate the inflammatory response in hepatocytes (<xref ref-type="bibr" rid="ref13">Krishnan et al., 2018</xref>). The downregulation of xanthurenic acid (Com_11899_pos), indole (Com_1868_pos), L-Tryptophan (Com_185_pos), and kynurenic acid (Com_5832_neg) in the HFVPs group may result from the more consumption for anti-inflammatory effect, such as inhibition release of IL-6, IL-1&#x03B2;, and TNF-&#x03B1; in liver.</p>
<p>The metabolites aflatoxin M1 (Com_14447_pos) and aflatoxin B1 (Com_23988_pos) that are enriched in the metabolism of xenobiotics by cytochrome P450 pathway are downregulated in the HFVPs group. As the CCl<sub>4</sub> is biotransformed to ROS <italic>via</italic> the hepatic cytochrome P450 system, the lower level of the metabolism of xenobiotics by cytochrome P450 pathway may contribute to the hepatoprotective effect of the FVPs (<xref ref-type="bibr" rid="ref21">Qi et al., 2014</xref>).</p>
<p>Overall, the bacterial metabolites in the HFVPs group might protect the liver from the effects of CCl<sub>4</sub> intoxication <italic>via</italic> the fatty acid biosynthesis, tryptophan metabolism, and xenobiotic metabolism by cytochrome P450 pathways, etc.</p>
</sec>
</sec>
<sec id="sec17" sec-type="conclusions">
<title>Conclusion</title>
<p>The results show that treatment with FVPs attenuates the level of hepatic injury by promoting antioxidant and anti-inflammatory effects. Furthermore, our analysis of the gut microbiota and bacterial metabolites illustrates that the FVPs change the composition of the gut microbiome and regulate certain bacterial pathways associated with fatty acid biosynthesis, tryptophan metabolism, and metabolism of xenobiotics by cytochrome P450 to protect the liver from the toxic effects of CCl<sub>4</sub>. Our study thus provides a deeper understanding of the hepatoprotective effects and modulation of bacterial metabolites brought about by treatment with FVPs.</p>
</sec>
<sec id="sec18" sec-type="data-availability">
<title>Data Availability Statement</title>
<p>The datasets presented in this study can be found in online repositories. The names of the repository/repositories and accession number(s) can be found at: <ext-link xlink:href="https://www.ncbi.nlm.nih.gov/" ext-link-type="uri">https://www.ncbi.nlm.nih.gov/</ext-link>, PRJNA793715.</p>
</sec>
<sec id="sec19">
<title>Ethics Statement</title>
<p>The animal study was reviewed and approved by the Animal Care and Use Committee of the Sichuan Provincial People&#x2019;s Hospital. Written informed consent was obtained from the owners for the participation of their animals in this study.</p>
</sec>
<sec id="sec20">
<title>Author Contributions</title>
<p>YW conceived the article. YX wrote this manuscript. ZZ, BW, XH, JT, WP, and JZ contributed in carrying out experiments and data analysis. All authors contributed to the article and approved the submitted version.</p>
</sec>
<sec id="sec002" sec-type="funding-information">
<title>Funding</title>
<p>This study was supported by the National Modern Agro-industry Technology Research System (CARS-24), Sichuan Edible Mushroom Innovation Team and Local Financial Funds of National Agricultural Sciences and Technology Center, Chengdu (grant no. NASC2020AR06).</p>
</sec>
<sec id="conf1" 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="sec23" 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>
</body>
<back>
<ack>
<p>The authors also thank the Sichuan Provincial People&#x2019;s Hospital for providing the animal laboratory used to house the mice used in this work.</p>
</ack>
<sec id="sec22" sec-type="supplementary-material">
<title>Supplementary Material</title>
<p>The Supplementary Material for this article can be found online at: <ext-link xlink:href="https://www.frontiersin.org/articles/10.3389/fmicb.2022.847653/full#supplementary-material" ext-link-type="uri">https://www.frontiersin.org/articles/10.3389/fmicb.2022.847653/full#supplementary-material</ext-link></p>
<supplementary-material xlink:href="Table_1.XLS" id="SM1" mimetype="application/vnd.ms-excel" xmlns:xlink="http://www.w3.org/1999/xlink"/>
<supplementary-material xlink:href="Table_2.XLSX" id="SM2" mimetype="application/vnd.openxmlformats-officedocument.spreadsheetml.sheet" xmlns:xlink="http://www.w3.org/1999/xlink"/>
<supplementary-material xlink:href="Table_3.XLS" id="SM3" mimetype="application/vnd.ms-excel" xmlns:xlink="http://www.w3.org/1999/xlink"/>
</sec>
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