<?xml version="1.0" encoding="utf-8"?>
<!DOCTYPE article PUBLIC "-//NLM//DTD Journal Publishing DTD v2.3 20070202//EN" "journalpublishing.dtd">
<article xmlns:mml="http://www.w3.org/1998/Math/MathML" xmlns:xlink="http://www.w3.org/1999/xlink" xmlns:xsi="http://www.w3.org/2001/XMLSchema-instance" article-type="research-article" dtd-version="2.3" xml:lang="EN">
<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.2023.1113730</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>Dynamic distribution of gut microbiota in cattle at different breeds and health states</article-title>
</title-group>
<contrib-group>
<contrib contrib-type="author">
<name>
<surname>Wang</surname>
<given-names>Lei</given-names>
</name>
<xref rid="aff1" ref-type="aff"><sup>1</sup></xref>
<xref rid="aff2" ref-type="aff"><sup>2</sup></xref>
<uri xlink:href="https://loop.frontiersin.org/people/2122910/overview"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Wu</surname>
<given-names>Daoyi</given-names>
</name>
<xref rid="aff1" ref-type="aff"><sup>1</sup></xref>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Zhang</surname>
<given-names>Yu</given-names>
</name>
<xref rid="aff2" ref-type="aff"><sup>2</sup></xref>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Li</surname>
<given-names>Kun</given-names>
</name>
<xref rid="aff3" ref-type="aff"><sup>3</sup></xref>
</contrib>
<contrib contrib-type="author" corresp="yes">
<name>
<surname>Wang</surname>
<given-names>Mingjin</given-names>
</name>
<xref rid="aff1" ref-type="aff"><sup>1</sup></xref>
<xref rid="c001" ref-type="corresp"><sup>&#x002A;</sup></xref>
</contrib>
<contrib contrib-type="author" corresp="yes">
<name>
<surname>Ma</surname>
<given-names>Jinping</given-names>
</name>
<xref rid="aff1" ref-type="aff"><sup>1</sup></xref>
<xref rid="c002" ref-type="corresp"><sup>&#x002A;</sup></xref>
</contrib>
</contrib-group>
<aff id="aff1"><sup>1</sup><institution>Bijie Institute of Animal Husbandry and Veterinary Science</institution>, <addr-line>Bijie</addr-line>, <country>China</country></aff>
<aff id="aff2"><sup>2</sup><institution>College of Veterinary Medicine, Huazhong Agricultural University</institution>, <addr-line>Wuhan</addr-line>, <country>China</country></aff>
<aff id="aff3"><sup>3</sup><institution>College of Veterinary Medicine, Institute of Traditional Chinese Veterinary Medicine, Nanjing Agricultural University</institution>, <addr-line>Nanjing</addr-line>, <country>China</country></aff>
<author-notes>
<fn id="fn0001" fn-type="edited-by"><p>Edited by: Tang Zhaoxin, South China Agricultural University, China</p></fn>
<fn id="fn0002" fn-type="edited-by"><p>Reviewed by: Zeeshan Ahmad Bhutta, Chungbuk National University, Republic of Korea; Ambreen Ashar, North Carolina State University, United States; Liwei Guo, Yangtze University, China</p></fn>
<corresp id="c001">&#x002A;Correspondence: Mingjin Wang, &#x02709; <email>wangmj1967@163.com</email></corresp>
<corresp id="c002">Jinping Ma, &#x02709; <email>wudaoyi123321@163.com</email></corresp>
<fn id="fn0003" fn-type="other"><p>This article was submitted to Microorganisms in Vertebrate Digestive Systems, a section of the journal Frontiers in Microbiology</p></fn>
</author-notes>
<pub-date pub-type="epub">
<day>16</day>
<month>02</month>
<year>2023</year>
</pub-date>
<pub-date pub-type="collection">
<year>2023</year>
</pub-date>
<volume>14</volume>
<elocation-id>1113730</elocation-id>
<history>
<date date-type="received">
<day>01</day>
<month>12</month>
<year>2022</year>
</date>
<date date-type="accepted">
<day>23</day>
<month>01</month>
<year>2023</year>
</date>
</history>
<permissions>
<copyright-statement>Copyright &#x00A9; 2023 Wang, Wu, Zhang, Li, Wang and Ma.</copyright-statement>
<copyright-year>2023</copyright-year>
<copyright-holder>Wang, Wu, Zhang, Li, Wang and Ma</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>Weining cattle is a precious species with high tolerance to cold, disease, and stress, and accounts for a large proportion of agricultural economic output in Guizhou, China. However, there are gaps in information about the intestinal flora of Weining cattle. In this study, high-throughput sequencing were employed to analyze the intestinal flora of Weining cattle (WN), Angus cattle (An), and diarrheal Angus cattle (DA), and explore the potential bacteria associated with diarrhea. We collected 18 fecal samples from Weining, Guizhou, including Weining cattle, Healthy Angus, and Diarrheal Angus. The results of intestinal microbiota analysis showed there were no significant differences in intestinal flora diversity and richness among groups (<italic>p</italic>&#x2009;&#x003E;&#x2009;0.05). The abundance of beneficial bacteria (<italic>Lachnospiraceae</italic>, <italic>Rikenellaceae</italic>, <italic>Coprostanoligenes</italic>, and <italic>Cyanobacteria</italic>) in Weining cattle were significantly higher than in Angus cattle (<italic>p</italic>&#x2009;&#x003C;&#x2009;0.05). The potential pathogens including <italic>Anaerosporobacter</italic> and <italic>Campylobacteria</italic> were enriched in the DA group. Furthermore, the abundance of <italic>Lachnospiraceae</italic> was very high in the WN group (<italic>p</italic>&#x2009;&#x003C;&#x2009;0.05), which might explain why Weining cattle are less prone to diarrhea. This is the first report on the intestinal flora of Weining cattle, furthering understanding of the relationship between intestinal flora and health.</p>
</abstract>
<kwd-group>
<kwd>Weining cattle</kwd>
<kwd>Angus cattle</kwd>
<kwd>diarrhea</kwd>
<kwd>gut microbiota</kwd>
<kwd>16S</kwd>
</kwd-group>
<contract-sponsor id="cn1">Nutritional Control and Efficient Utilization of Roughage for Weining Cattle</contract-sponsor>
<counts>
<fig-count count="7"/>
<table-count count="1"/>
<equation-count count="0"/>
<ref-count count="64"/>
<page-count count="11"/>
<word-count count="6703"/>
</counts>
</article-meta>
</front>
<body>
<sec id="sec1" sec-type="intro">
<title>Introduction</title>
<p>Weining is located in southwest China at an average altitude of 2,200 meters. It is a large livestock county where cattle raising is the main economic income of farmers. In 2021, the stock of cattle in Weining was 153,600, accounting for 6.5% of the local agricultural output, with the most farmed species being Weining cattle and Angus cattle. The Weining cattle are an ancient ruminant with hypoxia tolerance, anti-oxidant action, and disease resistance, and have become the symbol of Weining Guizhou. They resemble ordinary cows with short horns and yellow hair, but also have many characteristics of their own. Due to the nutritious quality of their meat, their strength, and their docility, Weining play a significant role in local farming and prosperity. In addition, the incidence of intestinal diseases is fairly low compared to other types of cattle, one of the most important reasons for local people keeping Weining cattle.</p>
<p>The normal intestine harbors over 100 trillion microorganisms including bacteria (98%), fungi (0.1%), viruses, protists, archaea, and these microbial communities (<xref ref-type="bibr" rid="ref26">Liu J. et al., 2019</xref>; <xref ref-type="bibr" rid="ref22">Li et al., 2021</xref>). The gut microbiota colonizing the intestinal tract forms a symbiotic relationship with the host and plays a vital role in maintaining nutrient intake, immune regulation, and intestinal barrier integrity. In addition, the gut microbiome is believed to be a biochemical transformation that exerts beneficial substances such as antimicrobial peptides, vitamins, and enzymes. Increasing evidence suggests that the diversity and composition of the gut microbiome have been linked to species and health, with species being the primary cause of the gut microbiota, followed by health status. However, to date, knowledge of the gut microbiota characteristics of Weining and Angus cattle is limited.</p>
<p>As is well known, diarrhea occurs in all animals, especially in newborns, and causes death in about half of the ruminants (<xref ref-type="bibr" rid="ref23">Li et al., 2018</xref>; <xref ref-type="bibr" rid="ref4">Bu et al., 2020</xref>). Calf mortality due to diarrhea remains very high in most countries, e.g., 17% in Germany and 5% in the United States (<xref ref-type="bibr" rid="ref41">Urie et al., 2018</xref>; <xref ref-type="bibr" rid="ref13">Eibl et al., 2021</xref>). Several studies have also indicated that intestinal microbial dysbiosis drives the development of diarrhea (<xref ref-type="bibr" rid="ref17">Han et al., 2017</xref>; <xref ref-type="bibr" rid="ref34">Shao et al., 2020</xref>). Healthy and balanced intestinal flora reduce the risk of diarrhea (<xref ref-type="bibr" rid="ref19">Huang et al., 2019</xref>; <xref ref-type="bibr" rid="ref64">Zuo et al., 2021</xref>). Previous studies have shown that intestinal bacteria in some ruminants alternate between dominant and weak populations with diarrheal symptoms (<xref ref-type="bibr" rid="ref50">Yang et al., 2017</xref>). Thus, there may be some unavoidable links between the alteration of intestinal microbial communities and diarrhea. In the last few years, we have found that other types of cattle like Angus were more susceptible to diarrhea in Weining China. The mortality rate of other types of cattle was 9%, whereas in Weining cattle it was 3%. However, so far, there is little information about the relationship between diarrhea and gut microbiota in Angus cattle.</p>
<p>Regarding this phenomenon, we speculated about whether the low incidence of diarrhea in Weining cattle was related to intestinal flora. Possible reasons are that the Weining cattle&#x2019;s ancestors lived in relative isolation after entering the mountains and developed individual gut flora. However, the characteristics of gut microbiota in Weining cattle remain unclear. Here we seek to investigate and compare the composition and variability of gut bacteria in Weining cattle (WN), healthy Angus cattle (An), and diarrheal Angus cattle (DA). In addition, although there have been recent studies on gut microbiota and diarrhea, very few studies have been conducted on Angus cattle, and our study aims to better understand how gut microbes affect organismal health, exploring potential pathogenic microbes. Meanwhile, we aimed to explore the potential bacteria associated with disease resistance. These findings will aid in the future development of dietary interventions that may resolve or prevent enteric and diarrheal diseases in ruminants.</p>
</sec>
<sec id="sec2" sec-type="materials|methods">
<title>Materials and methods</title>
<sec id="sec3">
<title>Sample acquisition</title>
<p>Samples were taken between June and August 2022 in Weining China, the peak period for diarrhea incidence in cattle. In total, 18 individual fresh fecal samples were taken from 6 Weining cattle, 6 healthy Angus cattle, and 6 diarrheal cattle. All the cattle were a half-year-old and had lived in the same conditions. Prior to sampling, all specimens are tested by a professional veterinarian to assess their health, and the samples collected are immediately placed in liquid nitrogen fixation and transported back to the laboratory in dry ice as soon as possible.</p>
</sec>
<sec id="sec4">
<title>16S rRNA gene amplicon sequencing</title>
<p>DNA was extracted from 200&#x2009;mg of feces using the QIAamp DNA Mini Kit (QIAGEN, Hilden, Germany). A fragment from the V3-V4 hypervariable region of the bacterial 16S rRNA gene was amplified using the linker primer 338F (ACTCCTACGGGAGGCAGCA) and the reverse primer 806R (GGACTACHVGGGTWTCTAAT). PCR reactions contained: 1&#x2009;&#x03BC;L forward index primer (10&#x2009;mM), 1&#x2009;&#x03BC;L reverse index primer (10&#x2009;mm), 1&#x2009;&#x03BC;L 10&#x2009;ng/&#x03BC;L DNA template, and 17&#x2009;&#x03BC;L mixPfx AccuPrime master (Invitrogen, United States). The reaction conditions are as follows: initial denaturation at 95&#x00B0;C for 5&#x2009;min, followed by 30&#x2009;cycles of denaturation at 95&#x00B0;C for 30&#x2009;s, annealing at 55&#x00B0;C for 30&#x2009;s, and extension at 72&#x00B0;C for 1&#x2009;min, and final elongation for 5&#x2009;min at 72&#x00B0;C. The PCR amplification was performed in duplicate under the same conditions to ensure the accuracy of the results. In addition, we constructed the quality libraries with a single peak and concentration of more than 2&#x2009;nM using a bioanalyzer (Agilent Technologies, United States) and quantitative PCR (qPCR). At last, the qualified library was sequenced on the Hiseq6000 platform (Illumina, United States), targeting the sequences with paired-end reads (<xref ref-type="bibr" rid="ref42">Wang et al., 2022</xref>).</p>
</sec>
<sec id="sec5">
<title>Sequencing analysis</title>
<p>Quality screening of raw data generated by high-throughput sequencing using QIIME software (Qiime1.9.1). Questionable sequences such as short sequences (&#x003C;200&#x2009;bp), mismatched primers, and chimeras were removed. The resulting eligible sequences were segmented and clustered by OTU based on 97% similarity. The &#x03B1;lpha diversity indices of gut diversity were calculated based on the relative abundance distribution of OTUs in each sample. Meanwhile, &#x03B2;eta diversity indices were used to dissect the differences and similarities of the major components of the gut flora. Additionally, sparsity curves were generated for each sample to assess the sequencing depth. The data were statistically analyzed using GraphPad Prism (version 9.0c). Data are expressed as Mean&#x2009;&#x00B1;&#x2009;SD, and <italic>p</italic>&#x2009;&#x003C;&#x2009;0.05 was considered statistically significant.</p>
</sec>
</sec>
<sec id="sec6" sec-type="results">
<title>Results</title>
<sec id="sec7">
<title>Data acquisition and analysis</title>
<p>In the 16S rDNA high-throughput sequencing, 18 stool samples yielded a total of 1,441,028 raw sequences, of which the AN (healthy Angus), DA (Diarrheal Angus), and WN (Weining cattle) groups contained 480,043, 480,101, and 480,884 sequences, respectively (<xref rid="tab1" ref-type="table">Table 1</xref>). The quality of the raw data was assessed and a total of 1,434,904 qualified sequences were obtained (An: 479260, DA: 479311, WN: 480104). Both the sparsity curve and the rank abundance curve showed a saturation trend, indicating that the depth and uniformity of sequencing could meet the requirements of the subsequent analysis (<xref rid="fig1" ref-type="fig">Figures 1A</xref>&#x2013;<xref rid="fig1" ref-type="fig">C</xref>). The qualified sequences were clustered into 2,736 OTUs based on 97% nucleic acid sequence similarity, with the number of OTUs per sample ranging from 495 to 806 (<xref rid="fig1" ref-type="fig">Figures 1D</xref>,<xref rid="fig1" ref-type="fig">E</xref>). There were 841 shared OTUs in AN, DA, and WN groups and unique OTUs in each group were 232, 241, and 503, respectively.</p>
<table-wrap position="float" id="tab1">
<label>Table 1</label>
<caption><p>The bacterial sequence information of each sample.</p></caption>
<table frame="hsides" rules="groups">
<thead>
<tr>
<th align="left" valign="top">Sample</th>
<th align="center" valign="top">Raw reads</th>
<th align="center" valign="top">Clean reads</th>
<th align="center" valign="top">Denoised reads</th>
<th align="center" valign="top">Merged reads</th>
<th align="center" valign="top">Effective reads</th>
<th align="center" valign="top">Effective (%)</th>
</tr>
</thead>
<tbody>
<tr>
<td align="left" valign="top">An1</td>
<td align="center" valign="top">79,844</td>
<td align="center" valign="top">79,710</td>
<td align="center" valign="top">78,547</td>
<td align="center" valign="top">77,107</td>
<td align="center" valign="top">75,534</td>
<td align="char" valign="top" char=".">94.60%</td>
</tr>
<tr>
<td align="left" valign="top">An2</td>
<td align="center" valign="top">80,227</td>
<td align="center" valign="top">80,092</td>
<td align="center" valign="top">78,702</td>
<td align="center" valign="top">76,813</td>
<td align="center" valign="top">74,138</td>
<td align="char" valign="top" char=".">92.41%</td>
</tr>
<tr>
<td align="left" valign="top">An3</td>
<td align="center" valign="top">80,084</td>
<td align="center" valign="top">79,951</td>
<td align="center" valign="top">78,474</td>
<td align="center" valign="top">76,635</td>
<td align="center" valign="top">73,689</td>
<td align="char" valign="top" char=".">92.01%</td>
</tr>
<tr>
<td align="left" valign="top">An4</td>
<td align="center" valign="top">79,887</td>
<td align="center" valign="top">79,762</td>
<td align="center" valign="top">78,207</td>
<td align="center" valign="top">76,281</td>
<td align="center" valign="top">73,983</td>
<td align="char" valign="top" char=".">92.60%</td>
</tr>
<tr>
<td align="left" valign="top">An5</td>
<td align="center" valign="top">79,992</td>
<td align="center" valign="top">79,859</td>
<td align="center" valign="top">78,254</td>
<td align="center" valign="top">76,310</td>
<td align="center" valign="top">73,514</td>
<td align="char" valign="top" char=".">91.90%</td>
</tr>
<tr>
<td align="left" valign="top">An6</td>
<td align="center" valign="top">80,009</td>
<td align="center" valign="top">79,886</td>
<td align="center" valign="top">78,258</td>
<td align="center" valign="top">76,096</td>
<td align="center" valign="top">73,004</td>
<td align="char" valign="top" char=".">91.24%</td>
</tr>
<tr>
<td align="left" valign="top">DA1</td>
<td align="center" valign="top">80,230</td>
<td align="center" valign="top">80,100</td>
<td align="center" valign="top">78,572</td>
<td align="center" valign="top">76,355</td>
<td align="center" valign="top">73,208</td>
<td align="char" valign="top" char=".">91.25%</td>
</tr>
<tr>
<td align="left" valign="top">DA2</td>
<td align="center" valign="top">80,006</td>
<td align="center" valign="top">79,883</td>
<td align="center" valign="top">78,242</td>
<td align="center" valign="top">76,220</td>
<td align="center" valign="top">73,661</td>
<td align="char" valign="top" char=".">92.06%</td>
</tr>
<tr>
<td align="left" valign="top">DA3</td>
<td align="center" valign="top">80,116</td>
<td align="center" valign="top">79,980</td>
<td align="center" valign="top">78,366</td>
<td align="center" valign="top">76,194</td>
<td align="center" valign="top">73,243</td>
<td align="char" valign="top" char=".">91.42%</td>
</tr>
<tr>
<td align="left" valign="top">DA4</td>
<td align="center" valign="top">79,964</td>
<td align="center" valign="top">79,838</td>
<td align="center" valign="top">78,183</td>
<td align="center" valign="top">76,047</td>
<td align="center" valign="top">73,275</td>
<td align="char" valign="top" char=".">91.63%</td>
</tr>
<tr>
<td align="left" valign="top">DA5</td>
<td align="center" valign="top">79,968</td>
<td align="center" valign="top">79,837</td>
<td align="center" valign="top">78,214</td>
<td align="center" valign="top">75,943</td>
<td align="center" valign="top">73,470</td>
<td align="char" valign="top" char=".">91.87%</td>
</tr>
<tr>
<td align="left" valign="top">DA6</td>
<td align="center" valign="top">79,817</td>
<td align="center" valign="top">79,673</td>
<td align="center" valign="top">78,018</td>
<td align="center" valign="top">75,990</td>
<td align="center" valign="top">73,220</td>
<td align="char" valign="top" char=".">91.73%</td>
</tr>
<tr>
<td align="left" valign="top">WN1</td>
<td align="center" valign="top">80,221</td>
<td align="center" valign="top">80,084</td>
<td align="center" valign="top">78,432</td>
<td align="center" valign="top">76,051</td>
<td align="center" valign="top">73,622</td>
<td align="char" valign="top" char=".">91.77%</td>
</tr>
<tr>
<td align="left" valign="top">WN2</td>
<td align="center" valign="top">80,392</td>
<td align="center" valign="top">80,275</td>
<td align="center" valign="top">78,467</td>
<td align="center" valign="top">76,369</td>
<td align="center" valign="top">73,978</td>
<td align="char" valign="top" char=".">92.02%</td>
</tr>
<tr>
<td align="left" valign="top">WN3</td>
<td align="center" valign="top">80,091</td>
<td align="center" valign="top">79,977</td>
<td align="center" valign="top">78,176</td>
<td align="center" valign="top">75,869</td>
<td align="center" valign="top">73,714</td>
<td align="char" valign="top" char=".">92.03%</td>
</tr>
<tr>
<td align="left" valign="top">WN4</td>
<td align="center" valign="top">80,093</td>
<td align="center" valign="top">79,944</td>
<td align="center" valign="top">78,037</td>
<td align="center" valign="top">75,843</td>
<td align="center" valign="top">73,387</td>
<td align="char" valign="top" char=".">91.62%</td>
</tr>
<tr>
<td align="left" valign="top">WN5</td>
<td align="center" valign="top">79,942</td>
<td align="center" valign="top">79,823</td>
<td align="center" valign="top">78,093</td>
<td align="center" valign="top">75,738</td>
<td align="center" valign="top">72,924</td>
<td align="char" valign="top" char=".">91.22%</td>
</tr>
<tr>
<td align="left" valign="top">WN6</td>
<td align="center" valign="top">80,145</td>
<td align="center" valign="top">80,001</td>
<td align="center" valign="top">78,411</td>
<td align="center" valign="top">76,347</td>
<td align="center" valign="top">74,313</td>
<td align="char" valign="top" char=".">92.72%</td>
</tr>
</tbody>
</table>
</table-wrap>
<fig position="float" id="fig1">
<label>Figure 1</label>
<caption><p>Feasibility analysis and OTUs distribution of amplicon sequencing. <bold>(A,B)</bold> Rarefaction curves. <bold>(C)</bold> rank abundance curves. <bold>(D)</bold> Venn diagram. <bold>(E)</bold> The numbers OTUs in each sample.</p></caption>
<graphic xlink:href="fmicb-14-1113730-g001.tif"/>
</fig>
</sec>
<sec id="sec8">
<title>Comparative analysis of gut microbial diversity</title>
<p>Alpha analysis was applied to discover the difference in intestinal microbial community richness and diversity. The averages of the Shannon index were 8.64, 8.79, and 8.96 in the WN, An, and DA groups (<italic>p</italic>&#x2009;&#x003C;&#x2009;0.05). Moreover, there were no significant differences in the Chao1 (An&#x2009;=&#x2009;714.67, DA&#x2009;=&#x2009;772.67, WN&#x2009;=&#x2009;657.25), Simpson (An&#x2009;=&#x2009;0.99, DA&#x2009;=&#x2009;0.99, WN&#x2009;=&#x2009;0.99), and ACE (An&#x2009;=&#x2009;714.40, DA&#x2009;=&#x2009;772.78, WN&#x2009;=&#x2009;657.29) index, indicating that the diversity of intestinal flora in groups WN, An and DA were not significantly different (<xref rid="fig2" ref-type="fig">Figures 2A</xref>&#x2013;<xref rid="fig2" ref-type="fig">D</xref>). PCoA was applied to dissect the gut microbial variability and similarity among intergroup and intragroup individuals. The results of PCoA and NMDS showed that the samples from An and DA were clustered together and separated from the WN group, indicating that the intestinal flora composition of Weining cattle was different from Angus cattle, and the intestinal microbiota community diversity index was slightly affected by diarrhea in the An and DA groups (<xref rid="fig2" ref-type="fig">Figures 2E</xref>,<xref rid="fig2" ref-type="fig">F</xref>).</p>
<fig position="float" id="fig2">
<label>Figure 2</label>
<caption><p>Changes of gut microbial diversity associated with species and diarrhea. <bold>(A&#x2013;D)</bold> Chao1, ACE, Shannon, and Simpson indices. <bold>(E,F)</bold> PCoA plots based on the weighted and unweighted UniFrac distance.</p></caption>
<graphic xlink:href="fmicb-14-1113730-g002.tif"/>
</fig>
</sec>
<sec id="sec9">
<title>Analysis of gut microbial community</title>
<p>The relative proportions of different levels of sample-dominated flora were detected by microbial taxon assignment. At the phyla level, a total of 12 phyla were detected from all samples, ranging from 8 to 11 per sample. <italic>Firmicutes</italic> (63.89, 64.87, and 67.80%), <italic>Bacteroidota</italic> (32.42, 31.42, and 26.86%), <italic>Desulfobacterota</italic> (0.93, 0.93, and 1.52%) were the most abundant in the An, DA, and WN groups under phyla level, occupying more than 90% of all bacteria composition (<xref rid="fig3" ref-type="fig">Figure 3A</xref>). <italic>Proteobacteria</italic> (0.63, 0.50, and 1.22%), <italic>Cyanobacteria</italic> (0.38, 0.61, and 1.01%), <italic>Fibrobacterota</italic> (0.04, 0.13, and 0.23%), <italic>Spirochaetota</italic> (0.02, 0.12, and 0.09%), <italic>Patescibacteria</italic> (0.90, 0.49, and 0.57%), <italic>Verrucomicrobiota</italic> (0.55, 0.54, and 0.56%), and <italic>Campylobacterota</italic> (0.19, 0.32, and 0.01%) were observed with a lower abundance in the An, DA, and WN groups.</p>
<fig position="float" id="fig3">
<label>Figure 3</label>
<caption><p>Changes of gut microbial composition associated with species and diarrhea. <bold>(A,B)</bold> Composition and the relative ratio of preponderant bacteria at the phylum and genus levels. <bold>(C)</bold> Heatmap of the 50 most abundant bacterial genera.</p></caption>
<graphic xlink:href="fmicb-14-1113730-g003.tif"/>
</fig>
<p>Among the genus identified, the <italic>Lachnospiraceae</italic> (12.23%) was notably enriched in the WT group, closely followed by UCG_005 (10.38), unclassified_UCG_010 (0.73%), <italic>Rikenellaceae_RC9_gut_group</italic> (0.55%), <italic>unclassified_[Eubacterium]_coprostanoligenes_group</italic> (6.8%), <italic>Alistipes</italic> (3.0%) and <italic>Monoglobus</italic> (4.3%). The results showed a very high proportion of beneficial bacteria in the Weining cattle.</p>
<p>In addition, the <italic>Rikenellaceae_</italic>RC9 (6.2 and 6.3%), UCG_005 (11.79 and 10.55%), <italic>Lachnospiraceae</italic> (6.29 and 4.82%), <italic>unclassified_[Eubacterium]_coprostanoligenes_group</italic> (5.57 and 5.56%), <italic>Prevotellaceae_UCG_003</italic> (4.74 and 4.86%), <italic>Monoglobus</italic> (3.12 and 3.09%), and <italic>unclassified_Oscillospiraceae</italic> (3.23 and 2.98%) were the main bacterial genus in An and DA groups (<xref rid="fig3" ref-type="fig">Figure 3B</xref>). The data indicated that most of the bacteria that are beneficial for health are significantly higher in the An group than in the DA group. The heatmap showed higher intra-group similarity and greater inter-group variability, revealing differences in gut microbiota composition between the An, DA, and WN groups (<xref rid="fig3" ref-type="fig">Figure 3C</xref>).</p>
<p>Metastatic analysis was performed to explore differences in gut microbiota between the WN, An, and DA groups. A comparison of the An and DA groups showed a significant decline in the abundances of 7 genus (<italic>unclassified_rumen_bacterium_YS2</italic>, <italic>unclassified_[Clostridium]_methylpentosum_group</italic>, <italic>unclassified_Butyricicoccaceae</italic>, <italic>uncultured_Ruminococcaceae_bacterium</italic>, <italic>unclassified_Peptostreptococcaceae</italic>, <italic>Anaerosporobacter</italic>, and <italic>unclassified_Oscillospirales</italic>) as well as a significant increase in the abundances of 3 genus (<italic>Defluviitaleaceae_UCG_011</italic>, <italic>Dorea</italic>, and <italic>UCG_009</italic>; <xref rid="fig4" ref-type="fig">Figure 4</xref>). At the phyla level, the An group showed dramatically higher abundances of <italic>Campylobacterota</italic> and <italic>Bacteroidota</italic>, whereas the WN group enriched for <italic>Cyanobacteria</italic> and <italic>Elusimicrobiota</italic>. Compared with the An group, the gut microbiota in the WN group showed a distinct decrease in the relative abundances of <italic>Prevotellaceae_UCG_003</italic>, <italic>unclassified_Clostridia_vadinBB60_group</italic>, <italic>Campylobacter</italic>, <italic>Faecalibacterium</italic>, <italic>Erysipelotrichaceae_UCG_009</italic>, <italic>UCG_004</italic>, <italic>unclassified</italic>_<italic>Paludibacteraceae</italic>, <italic>Candidatus_Soleaferrea</italic>, <italic>unclassified_gir_aah93h0</italic>, <italic>unclassified_UCG_010</italic>, <italic>Saccharofermentans</italic>, <italic>unclassified</italic>_<italic>Erysipelatoclostridiaceae</italic>, <italic>Parabacteroides</italic>, <italic>NK4A214</italic>_<italic>group</italic>, <italic>unclassified_Rikenellaceae</italic>, <italic>Dorea</italic>, <italic>unclassified_Oscillospiraceae</italic>, <italic>EMP_G18</italic>, <italic>dgA_11_gut_group</italic>, <italic>unclassified_Barnesiellaceae</italic>, <italic>Parasutterella</italic>, <italic>Anaerofustis</italic>, <italic>Romboutsia</italic>, <italic>Papillibacter</italic>, <italic>uncultured</italic>_<italic>compost</italic>_<italic>bacterium</italic>, <italic>UCG_005</italic>, <italic>unclassified_Bacteroidales_RF16_group</italic> and <italic>Blautia</italic>, whereas <italic>Anaerosporobacter</italic>, <italic>unclassified_Lachnospiraceae</italic>, <italic>Lachnospiraceae_UCG_001</italic>, <italic>Ruminobacter</italic>, <italic>unclassified_Gastranaerophilales</italic>, <italic>unclassified_Hydrogenoanaerobacterium</italic>, <italic>unclassified_[Eubacterium]_coprostanoligenes_group</italic>, <italic>uncultured_rumen_bacterium</italic>, <italic>uncultured_Clostridium_sp., Peptococcus</italic>, <italic>Frisingicoccus</italic>, <italic>unclassified_Oscillospirales</italic>, <italic>Anaerovorax</italic>, <italic>Caproiciproducens</italic>, <italic>uncultured_Alphaproteobacteria_bacterium</italic>, <italic>[Eubacterium]_ruminantium_group</italic>, <italic>Ruminococcus</italic>, <italic>Paludicola</italic>, <italic>unclassified_Clostridia_UCG_014</italic>, <italic>unclassified_Muribaculaceae</italic>, and <italic>Monoglobus</italic> increased significantly (<xref rid="fig5" ref-type="fig">Figure 5</xref>). Moreover, the cladogram was generated by applying LefSe to further investigate variability in bacterial taxa composition. In addition to the significantly different bacteria mentioned above, we observed that several bacteria such as <italic>Campylobacteria</italic> and <italic>Anaerosporobacter</italic> were reached in the DA group, whereas beneficial bacteria such as <italic>Lachnospiraceae</italic> were significantly overrepresented in the WN group (<xref rid="fig6" ref-type="fig">Figure 6</xref>).</p>
<fig position="float" id="fig4">
<label>Figure 4</label>
<caption><p>Statistical analysis of differential bacteria between An and DA groups at the phylum and genus levels.</p></caption>
<graphic xlink:href="fmicb-14-1113730-g004.tif"/>
</fig>
<fig position="float" id="fig5">
<label>Figure 5</label>
<caption><p>Statistical analysis of differential bacteria between An and WN groups at the phylum and genus levels.</p></caption>
<graphic xlink:href="fmicb-14-1113730-g005.tif"/>
</fig>
<fig position="float" id="fig6">
<label>Figure 6</label>
<caption><p>LEfSe integrated with LDA scores recognized differentially abundant taxon related to species and diarrhea. <bold>(A,B)</bold> Cladogram shows the phylogenetic distribution of differential taxon. <bold>(C)</bold> LDA scores &#x003E;2 are considered significant.</p></caption>
<graphic xlink:href="fmicb-14-1113730-g006.tif"/>
</fig>
</sec>
<sec id="sec10">
<title>Correlation network analysis</title>
<p><italic>Prevotellaceae_UCG_003</italic> was positively associated with <italic>unclassified_UCG_010</italic>. <italic>Ruminobacter</italic> was negatively related to <italic>dgA_11_gut_group</italic>, <italic>uncultured_Ruminococcaceae_bacterium</italic>, <italic>unclassified_UCG_010</italic>, <italic>UCG_009</italic>, <italic>NK4A214_group</italic>, <italic>unclassified_Clostridia_vadinBB60_group</italic>, <italic>Prevotellaceae_UCG_003</italic> but positively associated with <italic>unclassified_Lachnospiraceae, UCG_002</italic> and <italic>Monoglobus</italic> (<xref rid="fig7" ref-type="fig">Figure 7</xref>).</p>
<fig position="float" id="fig7">
<label>Figure 7</label>
<caption><p>Correlation network analysis of gut microbiota. Positive and negative correlations are indicated by red and green lines, respectively.</p></caption>
<graphic xlink:href="fmicb-14-1113730-g007.tif"/>
</fig>
</sec>
</sec>
<sec id="sec11" sec-type="discussions">
<title>Discussion</title>
<p>Diarrhea is the most common disease in calves and severely affects the animal&#x2019;s growth and development. According to previous reports, the economic damage caused by diarrhea is enormous and difficult to control (<xref ref-type="bibr" rid="ref14">Fischer et al., 2016</xref>; <xref ref-type="bibr" rid="ref29">Lorenz et al., 2021</xref>). Studies indicated that the etiology of bovine diarrhea is multifactorial, with pathogens and management factors (housing, feeding, and sanitary conditions) playing an important role (<xref ref-type="bibr" rid="ref2">Bendali et al., 1999</xref>). A study in diarrheal calves in Belgium estimated the prevalence of <italic>E. coliRotavirus</italic>, <italic>Coronavirus</italic>, and <italic>C. parvum</italic> at 4, 20, 8, and 31%, respectively. In a recent Swiss study on diarrheal calves, the prevalence of these <italic>Enteropathogens</italic> remained at high levels. Moreover, diarrhea inevitably accompanies intestinal damage, suggesting that the intestinal microbiota may be altered (<xref ref-type="bibr" rid="ref47">Xia et al., 2018</xref>; <xref ref-type="bibr" rid="ref57">Zhai et al., 2019</xref>). As the habitat of intestinal flora, the gastrointestinal tract is more susceptible to various diseases such as inflammatory bowel disease and diarrhea due to the influence of intestinal flora (<xref ref-type="bibr" rid="ref24">Liu C. S. et al., 2019</xref>; <xref ref-type="bibr" rid="ref56">Yue et al., 2019</xref>; <xref ref-type="bibr" rid="ref60">Zhang et al., 2022</xref>). In addition, although the gut microbiota inhabits the gut, significant changes in the gut microbiota may also lead to the development of other diseases such as liver disease, diabetes, and obesity, etc. (<xref ref-type="bibr" rid="ref16">Guo et al., 2022</xref>; <xref ref-type="bibr" rid="ref52">Ye et al., 2022</xref>). More importantly, significant changes in gut microbiota also affect gut permeability, which may lead to a leaky gut and increased rates of pathogenic bacterial infection (<xref ref-type="bibr" rid="ref55">Yue et al., 2020</xref>; <xref ref-type="bibr" rid="ref48">Xu et al., 2021</xref>). Therefore, the characterization of gut microbiota is crucial for the prevention, control, and diagnosis of diarrhea (<xref ref-type="bibr" rid="ref3">Bjorkman et al., 2003</xref>; <xref ref-type="bibr" rid="ref36">Singh et al., 2015</xref>).</p>
<p>Gut microbial diversity and richness constantly decrease under the influence of diarrhea (<xref ref-type="bibr" rid="ref58">Zhang L. et al., 2020</xref>; <xref ref-type="bibr" rid="ref6">Cui et al., 2021</xref>; <xref ref-type="bibr" rid="ref32">Ren et al., 2022</xref>). In our study, we found no significant difference in gut microbiota diversity and richness between the An group and DA group, the lack of difference is most likely due to an increase in pathogenic bacteria due to diarrhea and a decrease in beneficial bacteria in the DA group. In Han&#x2019;s report, there was no significant difference in gut microbial diversity between healthy and diarrheal yaks, which was consistent with our findings (<xref ref-type="bibr" rid="ref17">Han et al., 2017</xref>). Similarly, He&#x2032;s results are also similar to ours: diarrhea does not significantly alter the diversity and richness of gut microbiota in pigs (<xref ref-type="bibr" rid="ref18">He et al., 2020</xref>). Although the diversity and richness of intestinal microbiota did not change significantly, the composition of bacteria did. <italic>Anaerosporbacter</italic> were rich in the DA group but were not detected in the An group. <italic>Anaerosporbacter</italic> is likely to be associated with the occurrence of colorectal cancer. In Yu&#x2019;s study, the results manifested that the <italic>Anaerosporbacter</italic> were abundant in the colorectal cancer group compared to the healthy group (<xref ref-type="bibr" rid="ref54">Yu et al., 2017</xref>). <italic>Campylobacter</italic> is recognized as the most common cause of bacterial enteritis (<xref ref-type="bibr" rid="ref25">Liu et al., 2018</xref>). Among bacterial infections reported in recent years, <italic>Campylobacter</italic> spp. predominated. In Singh&#x2019;s report, <italic>Campylobacter</italic> usually causes asymptomatic infections, diarrhea, and hemorrhagic colitis (<xref ref-type="bibr" rid="ref36">Singh et al., 2015</xref>; <xref ref-type="bibr" rid="ref35">Shin et al., 2021</xref>). Interestingly, the aforementioned potentially pathogenic bacteria exhibited a significant relative abundance in the DA group compared to the An group. <italic>Candidatus Soleaferrea</italic> secretes homeostatic protective properties and has anti-inflammatory effects (<xref ref-type="bibr" rid="ref59">Zhang et al., 2015</xref>), there was no significant difference in the proportion of <italic>Candidatus Soleaferrea</italic> in the An and DA groups. Conversely, the beneficial bacteria including <italic>Dorea</italic>, <italic>Muribaculaceae, UCG-009</italic>, and <italic>Monoglobus</italic> were significantly lower in the DA group compared with healthy Angus cattle. <italic>Monoglobus</italic> is a beneficial bacteria that modulates the metabolism (<xref ref-type="bibr" rid="ref21">Kim et al., 2019</xref>). Unique among known human gut flora, <italic>Monoglobus</italic> plays an active role in pectin degradation and sugar utilization (<xref ref-type="bibr" rid="ref21">Kim et al., 2019</xref>). <italic>Muribaculaceae</italic> can produce propionate, which is closely related to gut health. Related studies have reported that <italic>Muribaculaceae</italic> are closely related to acarbose consumption (<xref ref-type="bibr" rid="ref37">Smith et al., 2021</xref>). In addition, <italic>Dorea</italic> and <italic>UCG-009</italic> are capable of regulating health and absorbing nutrients. In the current study, the gut microbiota of Angus cattle with diarrhea was significantly altered, implying an imbalance in gut homeostasis. Our study showed that gut microbiota dysbiosis is an important factor driving the development of diarrhea. At the same time, the findings shed light on potential pathogens including <italic>Anaerosporbacter</italic> and <italic>Campylobacter</italic>, which cause diarrhea in Angus cattle.</p>
<p>It is well known that gut microbiota are an important indicator for evaluating gut function and homeostasis (<xref ref-type="bibr" rid="ref47">Xia et al., 2018</xref>; <xref ref-type="bibr" rid="ref9">Duan et al., 2020</xref>; <xref ref-type="bibr" rid="ref31">Reese et al., 2021</xref>). However, the diversity of gut microbiota is easily affected by various factors such as species, age, and various diseases (<xref ref-type="bibr" rid="ref7">Ding et al., 2019</xref>; <xref ref-type="bibr" rid="ref45">Wu et al., 2020</xref>, <xref ref-type="bibr" rid="ref46">2022</xref>). Species are the most important factor affecting gut microbiota (<xref ref-type="bibr" rid="ref51">Yang et al., 2018</xref>; <xref ref-type="bibr" rid="ref20">Huang et al., 2020</xref>; <xref ref-type="bibr" rid="ref62">Zhong et al., 2021</xref>). Animals of various species need to evolve different intestinal flora structures to adapt to their habitats, and diet characteristics, etc. (<xref ref-type="bibr" rid="ref27">Liu et al., 2021</xref>, <xref ref-type="bibr" rid="ref28">2022</xref>). For example, herbivores have a higher intestinal flora structure to digest cellulose and realize energy conversion (<xref ref-type="bibr" rid="ref8">Dong et al., 2020</xref>; <xref ref-type="bibr" rid="ref49">Yang et al., 2022</xref>). In addition, different breeds of sheep and chickens also have different intestinal flora structures (<xref ref-type="bibr" rid="ref33">Rettedal et al., 2019</xref>; <xref ref-type="bibr" rid="ref30">Qin et al., 2020</xref>). Captive horses, for example, have lower gut microbiota composition and lower numbers of pathogenic bacteria than wild donkeys (<xref ref-type="bibr" rid="ref63">Zhou et al., 2022</xref>). In addition, compared with cattle living in plain areas, yaks need to evolve a more diverse intestinal flora structure to adapt to the high-altitude hypoxic environment of the Qinghai-Tibet Plateau (<xref ref-type="bibr" rid="ref15">Fu et al., 2021</xref>; <xref ref-type="bibr" rid="ref43">Wang et al., 2021</xref>). Intestinal flora are executors of intestinal function and the supervisor of intestinal health, so changes in intestinal flora also affect the health of the host (<xref ref-type="bibr" rid="ref53">Yin et al., 2019</xref>; <xref ref-type="bibr" rid="ref61">Zhang P. et al., 2020</xref>; <xref ref-type="bibr" rid="ref5">Chen et al., 2022</xref>).</p>
<p>Weining cattle are a native breed in Guizhou, while Angus cattle are an exotic breed introduced to Weining in the last 10&#x2009;years. Weining cattle and Angus cattle are currently the main breeds in Weining Guizhou, occupying more than 90% of the local cattle industry. In the past 3&#x2009;years, the incidence of diarrhea was less than 3% in Weining cattle. However, the rate of diarrhea in other breeds of cattle was significantly higher than 5%. Previous studies have demonstrated that the gut microbiome is correlated with species and health. In some studies, greater quantities of <italic>Firmicutes</italic> were found in the WN group compared to the An groups. Previous research has reported that <italic>Firmicutes</italic> are closely related to the health of gut microbiota (<xref ref-type="bibr" rid="ref12">Eckburg et al., 2005</xref>), which contribute to maintaining gut microbiota balance, regulating the gut environment, and inhibiting pathogens (<xref ref-type="bibr" rid="ref39">Sun et al., 2016</xref>). In addition, <italic>Lachnospiraceae</italic>, <italic>Rikenellaceae</italic>, and <italic>Coprostanoligenes</italic> were the most dominant genus in the WN group. <italic>Lachnospiraceae</italic> is closely linked to host health by producing short-chain fatty acids, converting primary to secondary bile acids, and inhibiting intestinal pathogens (<xref ref-type="bibr" rid="ref38">Sorbara et al., 2020</xref>). The <italic>Rikenellaceae</italic> and <italic>Coprostanoligenes</italic> were regarded as a beneficial bacterium in modulating health and serum dyslipidemia (<xref ref-type="bibr" rid="ref40">Tavella et al., 2021</xref>). <italic>Rikenellaceae</italic> plays an essential role in maintaining intestinal mucosal immunity, Previous studies have demonstrated that HIV infection is distinctly involved with the loss of <italic>Rikenellaceae</italic> (<xref ref-type="bibr" rid="ref11">Dubourg et al., 2017</xref>). Similarly, in Teresa Tavella&#x2019;s research, <italic>Rikenellaceae</italic> could significantly reduce visceral adipose tissue and help maintain a healthier metabolic profile, which proved that adequate <italic>Rikenellaceae</italic> could improve the body&#x2019;s health and metabolism (<xref ref-type="bibr" rid="ref1">Backhed et al., 2015</xref>; <xref ref-type="bibr" rid="ref10">Dubin et al., 2016</xref>). Meanwhile, <xref ref-type="bibr" rid="ref44">Wei et al. (2021)</xref> reported that <italic>Coprostanoligenes</italic> have the ability to modulate serum dyslipidemia. <italic>Overall</italic>, the highest abundance of beneficial bacteria was present in the WN group compared to the An and DA groups. In particular, the <italic>Lachnospiraceae</italic> are over-represented in Weining cattle, showing significantly higher abundances compared to Angus cattle. Interestingly, the <italic>Muribaculaceae</italic>, which plays an important role in anti-inflammatory action was also enriched in the WN group. Conversely, the potential pathogens including <italic>Alistipes</italic> and <italic>Campylobacteria</italic> were lower present in the WN group compared to the An group. Overall, the greater abundance and diversity of beneficial bacteria indicated the potential of Weining cattle for diarrhea prevention and health modulation. The data revealed that a good gut microbiome structure improves the body&#x2019;s disease resistance and health status. In addition, Weining cattle have great potential as an isolated source of probiotics.</p>
</sec>
<sec id="sec12" sec-type="conclusions">
<title>Conclusion</title>
<p>This study characterized the gut microbiota diversity and composition in Weining cattle and Angus cattle. The WN group had a greater abundance of beneficial bacteria and a lower abundance of potential pathogens. While there was no significant difference between healthy Angus and diarrheal Angus, there was a significant change in the type and proportion of bacteria. The potential pathogens including <italic>Anaerosporbacter</italic> and <italic>Campylobacter</italic> were higher in diarrheal cattle, conversely, the beneficial bacteria including <italic>Dorea</italic>, <italic>Muribaculaceae, UCG-009</italic>, and <italic>Monoglobus</italic> were significantly lower compared to healthy cattle. This is the first report of gut microbiota in Weining cattle and broadens the knowledge of gut microbiota. Our results convey the message that diarrhea not only directly modifies the diversity and abundance of gut microbiota but also indirectly affects some functional bacteria. In addition, this study revealed potentially pathogenic bacteria and provided basic data for the subsequent treatment of diarrhea in Angus cattle.</p>
</sec>
<sec id="sec13" 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>, PRJNA931445.</p>
</sec>
<sec id="sec14">
<title>Ethics statement</title>
<p>The study was conducted under the guidance and approval of the Animal Welfare and Ethics Committee of Huazhong Agricultural University.</p>
</sec>
<sec id="sec15">
<title>Author contributions</title>
<p>LW, JM, and MW provided the research idea. DW, JM, and MW contributed reagents, materials, and analysis tools. LW wrote the manuscript. KL and YZ revised the manuscript. All authors participated in writing and reviewing the manuscript, contributed to the article and approved the submitted version.</p>
</sec>
<sec id="sec16" sec-type="funding-information">
<title>Funding</title>
<p>The study was supported by Research and Demonstration of Key Technology for Nutritional Control and Efficient Utilization of Roughage for Weining Cattle [Guizhou Science (2021) General project No. 153], the Weining Cattle Breeding Base of Weining County, Guizhou Province, and the Sixth Batch of Talent Base Project of Guizhou Province [Guizhou people Hair Collar (2018) No. 3].</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="sec100" 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>
<sec id="sec200" 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.2023.1113730/full#supplementary-material" ext-link-type="uri">https://www.frontiersin.org/articles/10.3389/fmicb.2023.1113730/full#supplementary-material</ext-link></p>
<supplementary-material xlink:href="Image_1.pdf" id="SM1" mimetype="application/pdf" xmlns:xlink="http://www.w3.org/1999/xlink"/>
</sec>
<ref-list>
<title>References</title>
<ref id="ref1"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Backhed</surname> <given-names>F.</given-names></name> <name><surname>Roswall</surname> <given-names>J.</given-names></name> <name><surname>Peng</surname> <given-names>Y.</given-names></name> <name><surname>Feng</surname> <given-names>Q.</given-names></name> <name><surname>Jia</surname> <given-names>H.</given-names></name> <name><surname>Kovatcheva-Datchary</surname> <given-names>P.</given-names></name> <etal/></person-group>. (<year>2015</year>). <article-title>Dynamics and stabilization of the human gut microbiome during the first year of life</article-title>. <source>Cell Host Microbe</source> <volume>17</volume>, <fpage>690</fpage>&#x2013;<lpage>703</lpage>. doi: <pub-id pub-id-type="doi">10.1016/j.chom.2015.04.004</pub-id>, PMID: <pub-id pub-id-type="pmid">25974306</pub-id></citation></ref>
<ref id="ref2"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Bendali</surname> <given-names>F.</given-names></name> <name><surname>Bichet</surname> <given-names>H.</given-names></name> <name><surname>Schelcher</surname> <given-names>F.</given-names></name> <name><surname>Sanaa</surname> <given-names>M.</given-names></name></person-group> (<year>1999</year>). <article-title>Pattern of diarrhoea in newborn beef calves in south-West France</article-title>. <source>Vet. Res.</source> <volume>30</volume>, <fpage>61</fpage>&#x2013;<lpage>74</lpage>. PMID: <pub-id pub-id-type="pmid">10081113</pub-id></citation></ref>
<ref id="ref3"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Bjorkman</surname> <given-names>C.</given-names></name> <name><surname>Svensson</surname> <given-names>C.</given-names></name> <name><surname>Christensson</surname> <given-names>B.</given-names></name> <name><surname>de Verdier</surname> <given-names>K.</given-names></name></person-group> (<year>2003</year>). <article-title>Cryptosporidium parvum and giardia intestinalis in calf diarrhoea in Sweden</article-title>. <source>Acta Vet. Scand.</source> <volume>44</volume>, <fpage>145</fpage>&#x2013;<lpage>152</lpage>. doi: <pub-id pub-id-type="doi">10.1186/1751-0147-44-145</pub-id>, PMID: <pub-id pub-id-type="pmid">15074627</pub-id></citation></ref>
<ref id="ref4"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Bu</surname> <given-names>D.</given-names></name> <name><surname>Zhang</surname> <given-names>X.</given-names></name> <name><surname>Ma</surname> <given-names>L.</given-names></name> <name><surname>Park</surname> <given-names>T.</given-names></name> <name><surname>Wang</surname> <given-names>L.</given-names></name> <name><surname>Wang</surname> <given-names>M.</given-names></name> <etal/></person-group>. (<year>2020</year>). <article-title>Repeated inoculation of young calves with rumen microbiota does not significantly modulate the rumen prokaryotic microbiota consistently but decreases diarrhea</article-title>. <source>Front. Microbiol.</source> <volume>11</volume>:<fpage>1403</fpage>. doi: <pub-id pub-id-type="doi">10.3389/fmicb.2020.01403</pub-id>, PMID: <pub-id pub-id-type="pmid">32670244</pub-id></citation></ref>
<ref id="ref5"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Chen</surname> <given-names>A. S.</given-names></name> <name><surname>Liu</surname> <given-names>D. H.</given-names></name> <name><surname>Hou</surname> <given-names>H. N.</given-names></name> <name><surname>Yao</surname> <given-names>J. N.</given-names></name> <name><surname>Xiao</surname> <given-names>S. C.</given-names></name> <name><surname>Ma</surname> <given-names>X. R.</given-names></name> <etal/></person-group>. (<year>2022</year>). <article-title>Dietary pattern interfered with the impacts of pesticide exposure by regulating the bioavailability and gut microbiota</article-title>. <source>Sci. Total Environ.</source> <volume>858</volume>:<fpage>159936</fpage>. doi: <pub-id pub-id-type="doi">10.1016/j.scitotenv.2022.159936</pub-id>, PMID: <pub-id pub-id-type="pmid">36336046</pub-id></citation></ref>
<ref id="ref6"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Cui</surname> <given-names>M.</given-names></name> <name><surname>Wang</surname> <given-names>Y.</given-names></name> <name><surname>Elango</surname> <given-names>J.</given-names></name> <name><surname>Wu</surname> <given-names>J.</given-names></name> <name><surname>Liu</surname> <given-names>K.</given-names></name> <name><surname>Jin</surname> <given-names>Y.</given-names></name></person-group> (<year>2021</year>). <article-title>Cereus sinensis polysaccharide alleviates antibiotic-associated diarrhea based on modulating the gut microbiota in c57bl/6 mice</article-title>. <source>Front. Nutr.</source> <volume>8</volume>:<fpage>751992</fpage>. doi: <pub-id pub-id-type="doi">10.3389/fnut.2021.751992</pub-id>, PMID: <pub-id pub-id-type="pmid">34966769</pub-id></citation></ref>
<ref id="ref7"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Ding</surname> <given-names>J.</given-names></name> <name><surname>An</surname> <given-names>X. L.</given-names></name> <name><surname>Lassen</surname> <given-names>S. B.</given-names></name> <name><surname>Wang</surname> <given-names>H. T.</given-names></name> <name><surname>Zhu</surname> <given-names>D.</given-names></name> <name><surname>Ke</surname> <given-names>X.</given-names></name></person-group> (<year>2019</year>). <article-title>Heavy metal-induced co-selection of antibiotic resistance genes in the gut microbiota of collembolans</article-title>. <source>Sci. Total Environ.</source> <volume>683</volume>, <fpage>210</fpage>&#x2013;<lpage>215</lpage>. doi: <pub-id pub-id-type="doi">10.1016/j.scitotenv.2019.05.302</pub-id>, PMID: <pub-id pub-id-type="pmid">31132699</pub-id></citation></ref>
<ref id="ref8"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Dong</surname> <given-names>H.</given-names></name> <name><surname>Liu</surname> <given-names>B.</given-names></name> <name><surname>Li</surname> <given-names>A.</given-names></name> <name><surname>Iqbal</surname> <given-names>M.</given-names></name> <name><surname>Mehmood</surname> <given-names>K.</given-names></name> <name><surname>Jamil</surname> <given-names>T.</given-names></name> <etal/></person-group>. (<year>2020</year>). <article-title>Microbiome analysis reveals the attenuation effect of lactobacillus from yaks on diarrhea via modulation of gut microbiota</article-title>. <source>Front. Cell. Infect. Microbiol.</source> <volume>10</volume>:<fpage>610781</fpage>. doi: <pub-id pub-id-type="doi">10.3389/fcimb.2020.610781</pub-id>, PMID: <pub-id pub-id-type="pmid">33665171</pub-id></citation></ref>
<ref id="ref9"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Duan</surname> <given-names>H.</given-names></name> <name><surname>Yu</surname> <given-names>L. L.</given-names></name> <name><surname>Tian</surname> <given-names>F. W.</given-names></name> <name><surname>Zhai</surname> <given-names>Q. X.</given-names></name> <name><surname>Fan</surname> <given-names>L. P.</given-names></name> <name><surname>Chen</surname> <given-names>W.</given-names></name></person-group> (<year>2020</year>). <article-title>Gut microbiota: a target for heavy metal toxicity and a probiotic protective strategy</article-title>. <source>Sci. Total Environ.</source> <volume>742</volume>:<fpage>140429</fpage>. doi: <pub-id pub-id-type="doi">10.1016/j.scitotenv.2020.140429</pub-id>, PMID: <pub-id pub-id-type="pmid">32629250</pub-id></citation></ref>
<ref id="ref10"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Dubin</surname> <given-names>K.</given-names></name> <name><surname>Callahan</surname> <given-names>M. K.</given-names></name> <name><surname>Ren</surname> <given-names>B.</given-names></name> <name><surname>Khanin</surname> <given-names>R.</given-names></name> <name><surname>Viale</surname> <given-names>A.</given-names></name> <name><surname>Ling</surname> <given-names>L.</given-names></name> <etal/></person-group>. (<year>2016</year>). <article-title>Intestinal microbiome analyses identify melanoma patients at risk for checkpoint-blockade-induced colitis</article-title>. <source>Nat. Commun.</source> <volume>7</volume>:<fpage>10391</fpage>. doi: <pub-id pub-id-type="doi">10.1038/ncomms10391</pub-id>, PMID: <pub-id pub-id-type="pmid">26837003</pub-id></citation></ref>
<ref id="ref11"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Dubourg</surname> <given-names>G.</given-names></name> <name><surname>Surenaud</surname> <given-names>M.</given-names></name> <name><surname>Levy</surname> <given-names>Y.</given-names></name> <name><surname>Hue</surname> <given-names>S.</given-names></name> <name><surname>Raoult</surname> <given-names>D.</given-names></name></person-group> (<year>2017</year>). <article-title>Microbiome of hiv-infected people</article-title>. <source>Microb. Pathog.</source> <volume>106</volume>, <fpage>85</fpage>&#x2013;<lpage>93</lpage>. doi: <pub-id pub-id-type="doi">10.1016/j.micpath.2016.05.015</pub-id></citation></ref>
<ref id="ref12"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Eckburg</surname> <given-names>P. B.</given-names></name> <name><surname>Bik</surname> <given-names>E. M.</given-names></name> <name><surname>Bernstein</surname> <given-names>C. N.</given-names></name> <name><surname>Purdom</surname> <given-names>E.</given-names></name> <name><surname>Dethlefsen</surname> <given-names>L.</given-names></name> <name><surname>Sargent</surname> <given-names>M.</given-names></name> <etal/></person-group>. (<year>2005</year>). <article-title>Diversity of the human intestinal microbial flora</article-title>. <source>Science</source> <volume>308</volume>, <fpage>1635</fpage>&#x2013;<lpage>1638</lpage>. doi: <pub-id pub-id-type="doi">10.1126/science.1110591</pub-id>, PMID: <pub-id pub-id-type="pmid">15831718</pub-id></citation></ref>
<ref id="ref13"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Eibl</surname> <given-names>C.</given-names></name> <name><surname>Bexiga</surname> <given-names>R.</given-names></name> <name><surname>Viora</surname> <given-names>L.</given-names></name> <name><surname>Guyot</surname> <given-names>H.</given-names></name> <name><surname>Felix</surname> <given-names>J.</given-names></name> <name><surname>Wilms</surname> <given-names>J.</given-names></name> <etal/></person-group>. (<year>2021</year>). <article-title>The antibiotic treatment of calf diarrhea in four european countries: a survey</article-title>. <source>Antibiotics (Basel)</source> <volume>10</volume>:<fpage>910</fpage>. doi: <pub-id pub-id-type="doi">10.3390/antibiotics10080910</pub-id>, PMID: <pub-id pub-id-type="pmid">34438960</pub-id></citation></ref>
<ref id="ref14"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Fischer</surname> <given-names>S.</given-names></name> <name><surname>Bauerfeind</surname> <given-names>R.</given-names></name> <name><surname>Czerny</surname> <given-names>C. P.</given-names></name> <name><surname>Neumann</surname> <given-names>S.</given-names></name></person-group> (<year>2016</year>). <article-title>Serum interleukin-6 as a prognostic marker in neonatal calf diarrhea</article-title>. <source>J. Dairy Sci.</source> <volume>99</volume>, <fpage>6563</fpage>&#x2013;<lpage>6571</lpage>. doi: <pub-id pub-id-type="doi">10.3168/jds.2015-10740</pub-id>, PMID: <pub-id pub-id-type="pmid">27209135</pub-id></citation></ref>
<ref id="ref15"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Fu</surname> <given-names>H.</given-names></name> <name><surname>Zhang</surname> <given-names>L.</given-names></name> <name><surname>Fan</surname> <given-names>C.</given-names></name> <name><surname>Liu</surname> <given-names>C.</given-names></name> <name><surname>Li</surname> <given-names>W.</given-names></name> <name><surname>Cheng</surname> <given-names>Q.</given-names></name> <etal/></person-group>. (<year>2021</year>). <article-title>Environment and host species identity shape gut microbiota diversity in sympatric herbivorous mammals</article-title>. <source>Microb. Biotechnol.</source> <volume>14</volume>, <fpage>1300</fpage>&#x2013;<lpage>1315</lpage>. doi: <pub-id pub-id-type="doi">10.1111/1751-7915.13687</pub-id>, PMID: <pub-id pub-id-type="pmid">33369229</pub-id></citation></ref>
<ref id="ref16"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Guo</surname> <given-names>Z.</given-names></name> <name><surname>Pan</surname> <given-names>J.</given-names></name> <name><surname>Zhu</surname> <given-names>H.</given-names></name> <name><surname>Chen</surname> <given-names>Z. Y.</given-names></name></person-group> (<year>2022</year>). <article-title>Metabolites of gut microbiota and possible implication in development of diabetes mellitus</article-title>. <source>J. Agric. Food Chem.</source> <volume>70</volume>, <fpage>5945</fpage>&#x2013;<lpage>5960</lpage>. doi: <pub-id pub-id-type="doi">10.1021/acs.jafc.1c07851</pub-id>, PMID: <pub-id pub-id-type="pmid">35549332</pub-id></citation></ref>
<ref id="ref17"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Han</surname> <given-names>Z.</given-names></name> <name><surname>Li</surname> <given-names>K.</given-names></name> <name><surname>Shahzad</surname> <given-names>M.</given-names></name> <name><surname>Zhang</surname> <given-names>H.</given-names></name> <name><surname>Luo</surname> <given-names>H.</given-names></name> <name><surname>Qiu</surname> <given-names>G.</given-names></name> <etal/></person-group>. (<year>2017</year>). <article-title>Analysis of the intestinal microbial community in healthy and diarrheal perinatal yaks by high-throughput sequencing</article-title>. <source>Microb. Pathog.</source> <volume>111</volume>, <fpage>60</fpage>&#x2013;<lpage>70</lpage>. doi: <pub-id pub-id-type="doi">10.1016/j.micpath.2017.08.025</pub-id>, PMID: <pub-id pub-id-type="pmid">28823792</pub-id></citation></ref>
<ref id="ref18"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>He</surname> <given-names>K.</given-names></name> <name><surname>Yan</surname> <given-names>W.</given-names></name> <name><surname>Sun</surname> <given-names>C.</given-names></name> <name><surname>Liu</surname> <given-names>J.</given-names></name> <name><surname>Bai</surname> <given-names>R.</given-names></name> <name><surname>Wang</surname> <given-names>T.</given-names></name> <etal/></person-group>. (<year>2020</year>). <article-title>Alterations in the diversity and composition of gut microbiota in weaned piglets infected with balantioides coli</article-title>. <source>Vet. Parasitol.</source> <volume>288</volume>:<fpage>109298</fpage>. doi: <pub-id pub-id-type="doi">10.1016/j.vetpar.2020.109298</pub-id>, PMID: <pub-id pub-id-type="pmid">33171414</pub-id></citation></ref>
<ref id="ref19"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Huang</surname> <given-names>A.</given-names></name> <name><surname>Cai</surname> <given-names>R.</given-names></name> <name><surname>Wang</surname> <given-names>Q.</given-names></name> <name><surname>Shi</surname> <given-names>L.</given-names></name> <name><surname>Li</surname> <given-names>C.</given-names></name> <name><surname>Yan</surname> <given-names>H.</given-names></name></person-group> (<year>2019</year>). <article-title>Dynamic change of gut microbiota during porcine epidemic diarrhea virus infection in suckling piglets</article-title>. <source>Front. Microbiol.</source> <volume>10</volume>:<fpage>322</fpage>. doi: <pub-id pub-id-type="doi">10.3389/fmicb.2019.00322</pub-id>, PMID: <pub-id pub-id-type="pmid">30858839</pub-id></citation></ref>
<ref id="ref20"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Huang</surname> <given-names>S. M.</given-names></name> <name><surname>Wu</surname> <given-names>Z. H.</given-names></name> <name><surname>Li</surname> <given-names>T. T.</given-names></name> <name><surname>Liu</surname> <given-names>C.</given-names></name> <name><surname>Han</surname> <given-names>D. D.</given-names></name> <name><surname>Tao</surname> <given-names>S. Y.</given-names></name> <etal/></person-group>. (<year>2020</year>). <article-title>Perturbation of the lipid metabolism and intestinal inflammation in growing pigs with low birth weight is associated with the alterations of gut microbiota</article-title>. <source>Sci. Total Environ.</source> <volume>719</volume>:<fpage>137382</fpage>. doi: <pub-id pub-id-type="doi">10.1016/j.scitotenv.2020.137382</pub-id>, PMID: <pub-id pub-id-type="pmid">32114228</pub-id></citation></ref>
<ref id="ref21"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Kim</surname> <given-names>C. C.</given-names></name> <name><surname>Healey</surname> <given-names>G. R.</given-names></name> <name><surname>Kelly</surname> <given-names>W. J.</given-names></name> <name><surname>Patchett</surname> <given-names>M. L.</given-names></name> <name><surname>Jordens</surname> <given-names>Z.</given-names></name> <name><surname>Tannock</surname> <given-names>G. W.</given-names></name> <etal/></person-group>. (<year>2019</year>). <article-title>Genomic insights from monoglobus pectinilyticus: a pectin-degrading specialist bacterium in the human colon</article-title>. <source>ISME J.</source> <volume>13</volume>, <fpage>1437</fpage>&#x2013;<lpage>1456</lpage>. doi: <pub-id pub-id-type="doi">10.1038/s41396-019-0363-6</pub-id>, PMID: <pub-id pub-id-type="pmid">30728469</pub-id></citation></ref>
<ref id="ref22"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Li</surname> <given-names>A.</given-names></name> <name><surname>Liu</surname> <given-names>B.</given-names></name> <name><surname>Li</surname> <given-names>F.</given-names></name> <name><surname>He</surname> <given-names>Y.</given-names></name> <name><surname>Wang</surname> <given-names>L.</given-names></name> <name><surname>Fakhar-e-Alam Kulyar</surname> <given-names>M.</given-names></name> <etal/></person-group>. (<year>2021</year>). <article-title>Integrated bacterial and fungal diversity analysis reveals the gut microbial alterations in diarrheic giraffes</article-title>. <source>Front. Microbiol.</source> <volume>12</volume>:<fpage>712092</fpage>. doi: <pub-id pub-id-type="doi">10.3389/fmicb.2021.712092</pub-id>, PMID: <pub-id pub-id-type="pmid">34475863</pub-id></citation></ref>
<ref id="ref23"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Li</surname> <given-names>K.</given-names></name> <name><surname>Mehmood</surname> <given-names>K.</given-names></name> <name><surname>Zhang</surname> <given-names>H.</given-names></name> <name><surname>Jiang</surname> <given-names>X.</given-names></name> <name><surname>Shahzad</surname> <given-names>M.</given-names></name> <name><surname>Dong</surname> <given-names>X.</given-names></name> <etal/></person-group>. (<year>2018</year>). <article-title>Characterization of fungus microbial diversity in healthy and diarrheal yaks in gannan region of Tibet autonomous prefecture</article-title>. <source>Acta Trop.</source> <volume>182</volume>, <fpage>14</fpage>&#x2013;<lpage>26</lpage>. doi: <pub-id pub-id-type="doi">10.1016/j.actatropica.2018.02.017</pub-id>, PMID: <pub-id pub-id-type="pmid">29454733</pub-id></citation></ref>
<ref id="ref24"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Liu</surname> <given-names>C. S.</given-names></name> <name><surname>Liang</surname> <given-names>X.</given-names></name> <name><surname>Wei</surname> <given-names>X. H.</given-names></name> <name><surname>Jin</surname> <given-names>Z.</given-names></name> <name><surname>Chen</surname> <given-names>F. L.</given-names></name> <name><surname>Tang</surname> <given-names>Q. F.</given-names></name> <etal/></person-group>. (<year>2019</year>). <article-title>Gegen qinlian decoction treats diarrhea in piglets by modulating gut microbiota and short-chain fatty acids</article-title>. <source>Front. Microbiol.</source> <volume>10</volume>:<fpage>825</fpage>. doi: <pub-id pub-id-type="doi">10.3389/fmicb.2019.00825</pub-id>, PMID: <pub-id pub-id-type="pmid">31057525</pub-id></citation></ref>
<ref id="ref25"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Liu</surname> <given-names>F.</given-names></name> <name><surname>Ma</surname> <given-names>R.</given-names></name> <name><surname>Wang</surname> <given-names>Y.</given-names></name> <name><surname>Zhang</surname> <given-names>L.</given-names></name></person-group> (<year>2018</year>). <article-title>The clinical importance of <italic>campylobacter</italic> concisus and other human hosted <italic>campylobacter</italic> species</article-title>. <source>Front. Cell. Infect. Microbiol.</source> <volume>8</volume>:<fpage>243</fpage>. doi: <pub-id pub-id-type="doi">10.3389/fcimb.2018.00243</pub-id>, PMID: <pub-id pub-id-type="pmid">30087857</pub-id></citation></ref>
<ref id="ref26"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Liu</surname> <given-names>J.</given-names></name> <name><surname>Wang</surname> <given-names>H. W.</given-names></name> <name><surname>Lin</surname> <given-names>L.</given-names></name> <name><surname>Miao</surname> <given-names>C. Y.</given-names></name> <name><surname>Zhang</surname> <given-names>Y.</given-names></name> <name><surname>Zhou</surname> <given-names>B. H.</given-names></name></person-group> (<year>2019</year>). <article-title>Intestinal barrier damage involved in intestinal microflora changes in fluoride-induced mice</article-title>. <source>Chemosphere</source> <volume>234</volume>, <fpage>409</fpage>&#x2013;<lpage>418</lpage>. doi: <pub-id pub-id-type="doi">10.1016/j.chemosphere.2019.06.080</pub-id>, PMID: <pub-id pub-id-type="pmid">31228844</pub-id></citation></ref>
<ref id="ref27"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Liu</surname> <given-names>W.</given-names></name> <name><surname>Wang</surname> <given-names>Q.</given-names></name> <name><surname>Song</surname> <given-names>J.</given-names></name> <name><surname>Xin</surname> <given-names>J.</given-names></name> <name><surname>Zhang</surname> <given-names>S.</given-names></name> <name><surname>Lei</surname> <given-names>Y.</given-names></name> <etal/></person-group>. (<year>2021</year>). <article-title>Comparison of gut microbiota of yaks from different geographical regions</article-title>. <source>Front. Microbiol.</source> <volume>12</volume>:<fpage>666940</fpage>. doi: <pub-id pub-id-type="doi">10.3389/fmicb.2021.666940</pub-id>, PMID: <pub-id pub-id-type="pmid">34163445</pub-id></citation></ref>
<ref id="ref28"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Liu</surname> <given-names>J.</given-names></name> <name><surname>Wang</surname> <given-names>X.</given-names></name> <name><surname>Zhang</surname> <given-names>W.</given-names></name> <name><surname>Kulyar</surname> <given-names>M. F.</given-names></name> <name><surname>Ullah</surname> <given-names>K.</given-names></name> <name><surname>Han</surname> <given-names>Z.</given-names></name> <etal/></person-group>. (<year>2022</year>). <article-title>Comparative analysis of gut microbiota in healthy and diarrheic yaks</article-title>. <source>Microb. Cell Factories</source> <volume>21</volume>:<fpage>111</fpage>. doi: <pub-id pub-id-type="doi">10.1186/s12934-022-01836-y</pub-id>, PMID: <pub-id pub-id-type="pmid">35659293</pub-id></citation></ref>
<ref id="ref29"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Lorenz</surname> <given-names>I.</given-names></name> <name><surname>Huber</surname> <given-names>R.</given-names></name> <name><surname>Trefz</surname> <given-names>F. M.</given-names></name></person-group> (<year>2021</year>). <article-title>A high plane of nutrition is associated with a lower risk for neonatal calf diarrhea on bavarian dairy farms</article-title>. <source>Animals (Basel)</source> <volume>11</volume>:<fpage>3251</fpage>. doi: <pub-id pub-id-type="doi">10.3390/ani11113251</pub-id>, PMID: <pub-id pub-id-type="pmid">34827982</pub-id></citation></ref>
<ref id="ref30"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Qin</surname> <given-names>W.</given-names></name> <name><surname>Song</surname> <given-names>P.</given-names></name> <name><surname>Lin</surname> <given-names>G.</given-names></name> <name><surname>Huang</surname> <given-names>Y.</given-names></name> <name><surname>Wang</surname> <given-names>L.</given-names></name> <name><surname>Zhou</surname> <given-names>X.</given-names></name> <etal/></person-group>. (<year>2020</year>). <article-title>Gut microbiota plasticity influences the adaptability of wild and domestic animals in co-inhabited areas</article-title>. <source>Front. Microbiol.</source> <volume>11</volume>:<fpage>125</fpage>. doi: <pub-id pub-id-type="doi">10.3389/fmicb.2020.00125</pub-id>, PMID: <pub-id pub-id-type="pmid">32117147</pub-id></citation></ref>
<ref id="ref31"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Reese</surname> <given-names>A. T.</given-names></name> <name><surname>Chadaideh</surname> <given-names>K. S.</given-names></name> <name><surname>Diggins</surname> <given-names>C. E.</given-names></name> <name><surname>Schell</surname> <given-names>L. D.</given-names></name> <name><surname>Beckel</surname> <given-names>M.</given-names></name> <name><surname>Callahan</surname> <given-names>P.</given-names></name> <etal/></person-group>. (<year>2021</year>). <article-title>Effects of domestication on the gut microbiota parallel those of human industrialization</article-title>. <source>elife</source> <volume>10</volume>:<fpage>60197</fpage>. doi: <pub-id pub-id-type="doi">10.7554/eLife.60197</pub-id>, PMID: <pub-id pub-id-type="pmid">33755015</pub-id></citation></ref>
<ref id="ref32"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Ren</surname> <given-names>S.</given-names></name> <name><surname>Wang</surname> <given-names>C.</given-names></name> <name><surname>Chen</surname> <given-names>A.</given-names></name> <name><surname>Lv</surname> <given-names>W.</given-names></name> <name><surname>Gao</surname> <given-names>R.</given-names></name></person-group> (<year>2022</year>). <article-title>The probiotic <italic>Lactobacillus paracasei</italic> ameliorates diarrhea cause by escherichia coli o (8) via gut microbiota modulation (1)</article-title>. <source>Front. Nutr.</source> <volume>9</volume>:<fpage>878808</fpage>. doi: <pub-id pub-id-type="doi">10.3389/fnut.2022.878808</pub-id>, PMID: <pub-id pub-id-type="pmid">35662940</pub-id></citation></ref>
<ref id="ref33"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Rettedal</surname> <given-names>E. A.</given-names></name> <name><surname>Altermann</surname> <given-names>E.</given-names></name> <name><surname>Roy</surname> <given-names>N. C.</given-names></name> <name><surname>Dalziel</surname> <given-names>J. E.</given-names></name></person-group> (<year>2019</year>). <article-title>The effects of unfermented and fermented cow and sheep milk on the gut microbiota</article-title>. <source>Front. Microbiol.</source> <volume>10</volume>:<fpage>458</fpage>. doi: <pub-id pub-id-type="doi">10.3389/fmicb.2019.00458</pub-id>, PMID: <pub-id pub-id-type="pmid">30930871</pub-id></citation></ref>
<ref id="ref34"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Shao</surname> <given-names>H.</given-names></name> <name><surname>Zhang</surname> <given-names>C.</given-names></name> <name><surname>Xiao</surname> <given-names>N.</given-names></name> <name><surname>Tan</surname> <given-names>Z.</given-names></name></person-group> (<year>2020</year>). <article-title>Gut microbiota characteristics in mice with antibiotic-associated diarrhea</article-title>. <source>BMC Microbiol.</source> <volume>20</volume>:<fpage>313</fpage>. doi: <pub-id pub-id-type="doi">10.1186/s12866-020-01999-x</pub-id>, PMID: <pub-id pub-id-type="pmid">33059603</pub-id></citation></ref>
<ref id="ref35"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Shin</surname> <given-names>J.</given-names></name> <name><surname>Noh</surname> <given-names>J. R.</given-names></name> <name><surname>Choe</surname> <given-names>D.</given-names></name> <name><surname>Lee</surname> <given-names>N.</given-names></name> <name><surname>Song</surname> <given-names>Y.</given-names></name> <name><surname>Cho</surname> <given-names>S.</given-names></name> <etal/></person-group>. (<year>2021</year>). <article-title>Ageing and rejuvenation models reveal changes in key microbial communities associated with healthy ageing</article-title>. <source>Microbiome</source> <volume>9</volume>:<fpage>240</fpage>. doi: <pub-id pub-id-type="doi">10.1186/s40168-021-01189-5</pub-id>, PMID: <pub-id pub-id-type="pmid">34906228</pub-id></citation></ref>
<ref id="ref36"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Singh</surname> <given-names>P.</given-names></name> <name><surname>Teal</surname> <given-names>T. K.</given-names></name> <name><surname>Marsh</surname> <given-names>T. L.</given-names></name> <name><surname>Tiedje</surname> <given-names>J. M.</given-names></name> <name><surname>Mosci</surname> <given-names>R.</given-names></name> <name><surname>Jernigan</surname> <given-names>K.</given-names></name> <etal/></person-group>. (<year>2015</year>). <article-title>Intestinal microbial communities associated with acute enteric infections and disease recovery</article-title>. <source>Microbiome</source> <volume>3</volume>:<fpage>45</fpage>. doi: <pub-id pub-id-type="doi">10.1186/s40168-015-0109-2</pub-id>, PMID: <pub-id pub-id-type="pmid">26395244</pub-id></citation></ref>
<ref id="ref37"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Smith</surname> <given-names>B. J.</given-names></name> <name><surname>Miller</surname> <given-names>R. A.</given-names></name> <name><surname>Schmidt</surname> <given-names>T. M.</given-names></name></person-group> (<year>2021</year>). <article-title>Muribaculaceae genomes assembled from metagenomes suggest genetic drivers of differential response to acarbose treatment in mice</article-title>. <source>Msphere</source> <volume>6</volume>:<fpage>e85121</fpage>. doi: <pub-id pub-id-type="doi">10.1128/msphere.00851-21</pub-id>, PMID: <pub-id pub-id-type="pmid">34851167</pub-id></citation></ref>
<ref id="ref38"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Sorbara</surname> <given-names>M. T.</given-names></name> <name><surname>Littmann</surname> <given-names>E. R.</given-names></name> <name><surname>Fontana</surname> <given-names>E.</given-names></name> <name><surname>Moody</surname> <given-names>T. U.</given-names></name> <name><surname>Kohout</surname> <given-names>C. E.</given-names></name> <name><surname>Gjonbalaj</surname> <given-names>M.</given-names></name> <etal/></person-group>. (<year>2020</year>). <article-title>Functional and genomic variation between human-derived isolates of lachnospiraceae reveals inter-and intra-species diversity</article-title>. <source>Cell Host Microbe</source> <volume>28</volume>, <fpage>134</fpage>&#x2013;<lpage>146.e4</lpage>. doi: <pub-id pub-id-type="doi">10.1016/j.chom.2020.05.005</pub-id>, PMID: <pub-id pub-id-type="pmid">32492369</pub-id></citation></ref>
<ref id="ref39"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Sun</surname> <given-names>B.</given-names></name> <name><surname>Wang</surname> <given-names>X.</given-names></name> <name><surname>Bernstein</surname> <given-names>S.</given-names></name> <name><surname>Huffman</surname> <given-names>M. A.</given-names></name> <name><surname>Xia</surname> <given-names>D. P.</given-names></name> <name><surname>Gu</surname> <given-names>Z.</given-names></name> <etal/></person-group>. (<year>2016</year>). <article-title>Marked variation between winter and spring gut microbiota in free-ranging tibetan macaques (<italic>macaca thibetana</italic>)</article-title>. <source>Sci. Rep.</source> <volume>6</volume>:<fpage>26035</fpage>. doi: <pub-id pub-id-type="doi">10.1038/srep26035</pub-id>, PMID: <pub-id pub-id-type="pmid">27180722</pub-id></citation></ref>
<ref id="ref40"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Tavella</surname> <given-names>T.</given-names></name> <name><surname>Rampelli</surname> <given-names>S.</given-names></name> <name><surname>Guidarelli</surname> <given-names>G.</given-names></name> <name><surname>Bazzocchi</surname> <given-names>A.</given-names></name> <name><surname>Gasperini</surname> <given-names>C.</given-names></name> <name><surname>Pujos-Guillot</surname> <given-names>E.</given-names></name> <etal/></person-group>. (<year>2021</year>). <article-title>Elevated gut microbiome abundance of christensenellaceae, porphyromonadaceae and rikenellaceae is associated with reduced visceral adipose tissue and healthier metabolic profile in italian elderly</article-title>. <source>Gut Microbes</source> <volume>13</volume>, <fpage>1</fpage>&#x2013;<lpage>19</lpage>. doi: <pub-id pub-id-type="doi">10.1080/19490976.2021.1880221</pub-id>, PMID: <pub-id pub-id-type="pmid">33557667</pub-id></citation></ref>
<ref id="ref41"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Urie</surname> <given-names>N. J.</given-names></name> <name><surname>Lombard</surname> <given-names>J. E.</given-names></name> <name><surname>Shivley</surname> <given-names>C. B.</given-names></name> <name><surname>Kopral</surname> <given-names>C. A.</given-names></name> <name><surname>Adams</surname> <given-names>A. E.</given-names></name> <name><surname>Earleywine</surname> <given-names>T. J.</given-names></name> <etal/></person-group>. (<year>2018</year>). <article-title>Preweaned heifer management on us dairy operations: part i. descriptive characteristics of preweaned heifer raising practices</article-title>. <source>J. Dairy Sci.</source> <volume>101</volume>, <fpage>9168</fpage>&#x2013;<lpage>9184</lpage>. doi: <pub-id pub-id-type="doi">10.3168/jds.2017-14010</pub-id>, PMID: <pub-id pub-id-type="pmid">29908815</pub-id></citation></ref>
<ref id="ref42"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Wang</surname> <given-names>Y. P.</given-names></name> <name><surname>An</surname> <given-names>M.</given-names></name> <name><surname>Zhang</surname> <given-names>Z.</given-names></name> <name><surname>Zhang</surname> <given-names>W. Q.</given-names></name> <name><surname>Kulyar</surname> <given-names>M.</given-names></name> <name><surname>Iqbal</surname> <given-names>M.</given-names></name> <etal/></person-group>. (<year>2022</year>). <article-title>Effects of milk replacer-based lactobacillus on growth and gut development of yaks&#x2019; calves: a gut microbiome and metabolic study</article-title>. <source>Microbiol. Spectrum.</source> <volume>10</volume>:<fpage>e0115522</fpage>. doi: <pub-id pub-id-type="doi">10.1128/spectrum.01155-22</pub-id>, PMID: <pub-id pub-id-type="pmid">35771011</pub-id></citation></ref>
<ref id="ref43"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Wang</surname> <given-names>Y.</given-names></name> <name><surname>Fu</surname> <given-names>Y.</given-names></name> <name><surname>He</surname> <given-names>Y.</given-names></name> <name><surname>Kulyar</surname> <given-names>M. F.</given-names></name> <name><surname>Iqbal</surname> <given-names>M.</given-names></name> <name><surname>Li</surname> <given-names>K.</given-names></name> <etal/></person-group>. (<year>2021</year>). <article-title>Longitudinal characterization of the gut bacterial and fungal communities in yaks</article-title>. <source>J Fungi (Basel)</source> <volume>7</volume>:<fpage>559</fpage>. doi: <pub-id pub-id-type="doi">10.3390/jof7070559</pub-id>, PMID: <pub-id pub-id-type="pmid">34356938</pub-id></citation></ref>
<ref id="ref44"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Wei</surname> <given-names>W.</given-names></name> <name><surname>Jiang</surname> <given-names>W.</given-names></name> <name><surname>Tian</surname> <given-names>Z.</given-names></name> <name><surname>Wu</surname> <given-names>H.</given-names></name> <name><surname>Ning</surname> <given-names>H.</given-names></name> <name><surname>Yan</surname> <given-names>G.</given-names></name> <etal/></person-group>. (<year>2021</year>). <article-title>Fecal g. <italic>streptococcus</italic> and g. <italic>Eubacterium_coprostanoligenes</italic>_group combined with sphingosine to modulate the serum dyslipidemia in high-fat diet mice</article-title>. <source>Clin. Nutr.</source> <volume>40</volume>, <fpage>4234</fpage>&#x2013;<lpage>4245</lpage>. doi: <pub-id pub-id-type="doi">10.1016/j.clnu.2021.01.031</pub-id>, PMID: <pub-id pub-id-type="pmid">33608131</pub-id></citation></ref>
<ref id="ref45"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Wu</surname> <given-names>N.</given-names></name> <name><surname>Wang</surname> <given-names>X. B.</given-names></name> <name><surname>Xu</surname> <given-names>X. Y.</given-names></name> <name><surname>Cai</surname> <given-names>R. J.</given-names></name> <name><surname>Xie</surname> <given-names>S. Y.</given-names></name></person-group> (<year>2020</year>). <article-title>Effects of heavy metals on the bioaccumulation, excretion and gut microbiome of black soldier fly larvae (<italic>hermetia illucens</italic>)</article-title>. <source>Ecotoxicol. Environ. Saf.</source> <volume>192</volume>:<fpage>110323</fpage>. doi: <pub-id pub-id-type="doi">10.1016/j.ecoenv.2020.110323</pub-id>, PMID: <pub-id pub-id-type="pmid">32066008</pub-id></citation></ref>
<ref id="ref46"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Wu</surname> <given-names>H. F.</given-names></name> <name><surname>Zheng</surname> <given-names>L.</given-names></name> <name><surname>Tan</surname> <given-names>M. T.</given-names></name> <name><surname>Li</surname> <given-names>Y. N.</given-names></name> <name><surname>Xu</surname> <given-names>J. S.</given-names></name> <name><surname>Yan</surname> <given-names>S.</given-names></name> <etal/></person-group>. (<year>2022</year>). <article-title>Cd exposure-triggered susceptibility to <italic>Bacillus thuringiensis</italic> in lymantria dispar involves in gut microbiota dysbiosis and hemolymph metabolic disorder</article-title>. <source>Ecotoxicol. Environ. Saf.</source> <volume>241</volume>:<fpage>113763</fpage>. doi: <pub-id pub-id-type="doi">10.1016/j.ecoenv.2022.113763</pub-id>, PMID: <pub-id pub-id-type="pmid">35696962</pub-id></citation></ref>
<ref id="ref47"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Xia</surname> <given-names>J.</given-names></name> <name><surname>Jin</surname> <given-names>C.</given-names></name> <name><surname>Pan</surname> <given-names>Z.</given-names></name> <name><surname>Sun</surname> <given-names>L.</given-names></name> <name><surname>Fu</surname> <given-names>Z.</given-names></name> <name><surname>Jin</surname> <given-names>Y.</given-names></name></person-group> (<year>2018</year>). <article-title>Chronic exposure to low concentrations of lead induces metabolic disorder and dysbiosis of the gut microbiota in mice</article-title>. <source>Sci. Total Environ.</source> <volume>631-632</volume>, <fpage>439</fpage>&#x2013;<lpage>448</lpage>. doi: <pub-id pub-id-type="doi">10.1016/j.scitotenv.2018.03.053</pub-id>, PMID: <pub-id pub-id-type="pmid">29529432</pub-id></citation></ref>
<ref id="ref48"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Xu</surname> <given-names>B.</given-names></name> <name><surname>Qin</surname> <given-names>W.</given-names></name> <name><surname>Xu</surname> <given-names>Y.</given-names></name> <name><surname>Yang</surname> <given-names>W.</given-names></name> <name><surname>Chen</surname> <given-names>Y.</given-names></name> <name><surname>Huang</surname> <given-names>J.</given-names></name> <etal/></person-group>. (<year>2021</year>). <article-title>Dietary quercetin supplementation attenuates diarrhea and intestinal damage by regulating gut microbiota in weanling piglets</article-title>. <source>Oxidative Med. Cell. Longev.</source> <volume>2021</volume>:<fpage>6221012</fpage>. doi: <pub-id pub-id-type="doi">10.1155/2021/6221012</pub-id>, PMID: <pub-id pub-id-type="pmid">34950418</pub-id></citation></ref>
<ref id="ref49"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Yang</surname> <given-names>X.</given-names></name> <name><surname>Fan</surname> <given-names>X.</given-names></name> <name><surname>Jiang</surname> <given-names>H.</given-names></name> <name><surname>Zhang</surname> <given-names>Q.</given-names></name> <name><surname>Basangwangdui</surname></name> <name><surname>Zhang</surname> <given-names>Q.</given-names></name> <etal/></person-group>. (<year>2022</year>). <article-title>Simulated seasonal diets alter yak rumen microbiota structure and metabolic function</article-title>. <source>Front. Microbiol.</source> <volume>13</volume>:<fpage>1006285</fpage>. doi: <pub-id pub-id-type="doi">10.3389/fmicb.2022.1006285</pub-id>, PMID: <pub-id pub-id-type="pmid">36212853</pub-id></citation></ref>
<ref id="ref50"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Yang</surname> <given-names>Q.</given-names></name> <name><surname>Huang</surname> <given-names>X.</given-names></name> <name><surname>Zhao</surname> <given-names>S.</given-names></name> <name><surname>Sun</surname> <given-names>W.</given-names></name> <name><surname>Yan</surname> <given-names>Z.</given-names></name> <name><surname>Wang</surname> <given-names>P.</given-names></name> <etal/></person-group>. (<year>2017</year>). <article-title>Structure and function of the fecal microbiota in diarrheic neonatal piglets</article-title>. <source>Front. Microbiol.</source> <volume>8</volume>:<fpage>502</fpage>. doi: <pub-id pub-id-type="doi">10.3389/fmicb.2017.00502</pub-id>, PMID: <pub-id pub-id-type="pmid">28392784</pub-id></citation></ref>
<ref id="ref51"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Yang</surname> <given-names>H.</given-names></name> <name><surname>Xiang</surname> <given-names>Y.</given-names></name> <name><surname>Robinson</surname> <given-names>K.</given-names></name> <name><surname>Wang</surname> <given-names>J. J.</given-names></name> <name><surname>Zhang</surname> <given-names>G. L.</given-names></name> <name><surname>Zhao</surname> <given-names>J.</given-names></name> <etal/></person-group>. (<year>2018</year>). <article-title>Gut microbiota is a major contributor to adiposity in pigs</article-title>. <source>Front. Microbiol.</source> <volume>9</volume>:<fpage>3045</fpage>. doi: <pub-id pub-id-type="doi">10.3389/fmicb.2018.03045</pub-id>, PMID: <pub-id pub-id-type="pmid">30619136</pub-id></citation></ref>
<ref id="ref52"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Ye</surname> <given-names>J.</given-names></name> <name><surname>Wu</surname> <given-names>Z.</given-names></name> <name><surname>Zhao</surname> <given-names>Y.</given-names></name> <name><surname>Zhang</surname> <given-names>S.</given-names></name> <name><surname>Liu</surname> <given-names>W.</given-names></name> <name><surname>Su</surname> <given-names>Y.</given-names></name></person-group> (<year>2022</year>). <article-title>Role of gut microbiota in the pathogenesis and treatment of diabetes mullites: advanced research-based review</article-title>. <source>Front. Microbiol.</source> <volume>13</volume>:<fpage>1029890</fpage>. doi: <pub-id pub-id-type="doi">10.3389/fmicb.2022.1029890</pub-id>, PMID: <pub-id pub-id-type="pmid">36338058</pub-id></citation></ref>
<ref id="ref53"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Yin</surname> <given-names>N.</given-names></name> <name><surname>Gao</surname> <given-names>R.</given-names></name> <name><surname>Knowles</surname> <given-names>B.</given-names></name> <name><surname>Wang</surname> <given-names>J.</given-names></name> <name><surname>Wang</surname> <given-names>P.</given-names></name> <name><surname>Sun</surname> <given-names>G.</given-names></name> <etal/></person-group>. (<year>2019</year>). <article-title>Formation of silver nanoparticles by human gut microbiota</article-title>. <source>Sci. Total Environ.</source> <volume>651</volume>, <fpage>1489</fpage>&#x2013;<lpage>1494</lpage>. doi: <pub-id pub-id-type="doi">10.1016/j.scitotenv.2018.09.312</pub-id>, PMID: <pub-id pub-id-type="pmid">30360278</pub-id></citation></ref>
<ref id="ref54"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Yu</surname> <given-names>T.</given-names></name> <name><surname>Guo</surname> <given-names>F.</given-names></name> <name><surname>Yu</surname> <given-names>Y.</given-names></name> <name><surname>Sun</surname> <given-names>T.</given-names></name> <name><surname>Ma</surname> <given-names>D.</given-names></name> <name><surname>Han</surname> <given-names>J.</given-names></name> <etal/></person-group>. (<year>2017</year>). <article-title><italic>Fusobacterium nucleatum</italic> promotes chemoresistance to colorectal cancer by modulating autophagy</article-title>. <source>Cells</source> <volume>170</volume>, <fpage>548</fpage>&#x2013;<lpage>563.e16</lpage>. doi: <pub-id pub-id-type="doi">10.1016/j.cell.2017.07.008</pub-id>, PMID: <pub-id pub-id-type="pmid">28753429</pub-id></citation></ref>
<ref id="ref55"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Yue</surname> <given-names>Y.</given-names></name> <name><surname>He</surname> <given-names>Z.</given-names></name> <name><surname>Zhou</surname> <given-names>Y.</given-names></name> <name><surname>Ross</surname> <given-names>R. P.</given-names></name> <name><surname>Stanton</surname> <given-names>C.</given-names></name> <name><surname>Zhao</surname> <given-names>J.</given-names></name> <etal/></person-group>. (<year>2020</year>). <article-title><italic>Lactobacillus plantarum</italic> relieves diarrhea caused by enterotoxin-producing escherichia coli through inflammation modulation and gut microbiota regulation</article-title>. <source>Food Funct.</source> <volume>11</volume>, <fpage>10362</fpage>&#x2013;<lpage>10374</lpage>. doi: <pub-id pub-id-type="doi">10.1039/d0fo02670k</pub-id>, PMID: <pub-id pub-id-type="pmid">33220669</pub-id></citation></ref>
<ref id="ref56"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Yue</surname> <given-names>S. J.</given-names></name> <name><surname>Liu</surname> <given-names>J.</given-names></name> <name><surname>Wang</surname> <given-names>W. X.</given-names></name> <name><surname>Wang</surname> <given-names>A. T.</given-names></name> <name><surname>Yang</surname> <given-names>X. Y.</given-names></name> <name><surname>Guan</surname> <given-names>H. S.</given-names></name> <etal/></person-group>. (<year>2019</year>). <article-title>Berberine treatment-emergent mild diarrhea associated with gut microbiota dysbiosis</article-title>. <source>Biomed. Pharmacother.</source> <volume>116</volume>:<fpage>109002</fpage>. doi: <pub-id pub-id-type="doi">10.1016/j.biopha.2019.109002</pub-id>, PMID: <pub-id pub-id-type="pmid">31154270</pub-id></citation></ref>
<ref id="ref57"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Zhai</surname> <given-names>Q.</given-names></name> <name><surname>Wang</surname> <given-names>J.</given-names></name> <name><surname>Cen</surname> <given-names>S.</given-names></name> <name><surname>Zhao</surname> <given-names>J.</given-names></name> <name><surname>Zhang</surname> <given-names>H.</given-names></name> <name><surname>Tian</surname> <given-names>F.</given-names></name> <etal/></person-group>. (<year>2019</year>). <article-title>Modulation of the gut microbiota by a galactooligosaccharide protects against heavy metal lead accumulation in mice</article-title>. <source>Food Funct.</source> <volume>10</volume>, <fpage>3768</fpage>&#x2013;<lpage>3781</lpage>. doi: <pub-id pub-id-type="doi">10.1039/c9fo00587k</pub-id>, PMID: <pub-id pub-id-type="pmid">31180403</pub-id></citation></ref>
<ref id="ref58"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Zhang</surname> <given-names>L.</given-names></name> <name><surname>Gu</surname> <given-names>X.</given-names></name> <name><surname>Wang</surname> <given-names>J.</given-names></name> <name><surname>Liao</surname> <given-names>S.</given-names></name> <name><surname>Duan</surname> <given-names>Y.</given-names></name> <name><surname>Li</surname> <given-names>H.</given-names></name> <etal/></person-group>. (<year>2020</year>). <article-title>Effects of dietary isomaltooligosaccharide levels on the gut microbiota, immune function of sows, and the diarrhea rate of their offspring</article-title>. <source>Front. Microbiol.</source> <volume>11</volume>:<fpage>588986</fpage>. doi: <pub-id pub-id-type="doi">10.3389/fmicb.2020.588986</pub-id>, PMID: <pub-id pub-id-type="pmid">33488538</pub-id></citation></ref>
<ref id="ref59"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Zhang</surname> <given-names>Y. J.</given-names></name> <name><surname>Li</surname> <given-names>S.</given-names></name> <name><surname>Gan</surname> <given-names>R. Y.</given-names></name> <name><surname>Zhou</surname> <given-names>T.</given-names></name> <name><surname>Xu</surname> <given-names>D. P.</given-names></name> <name><surname>Li</surname> <given-names>H. B.</given-names></name></person-group> (<year>2015</year>). <article-title>Impacts of gut bacteria on human health and diseases</article-title>. <source>Int. J. Mol. Sci.</source> <volume>16</volume>, <fpage>7493</fpage>&#x2013;<lpage>7519</lpage>. doi: <pub-id pub-id-type="doi">10.3390/ijms16047493</pub-id>, PMID: <pub-id pub-id-type="pmid">25849657</pub-id></citation></ref>
<ref id="ref60"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Zhang</surname> <given-names>Y.</given-names></name> <name><surname>Liu</surname> <given-names>H.</given-names></name> <name><surname>Yue</surname> <given-names>Z.</given-names></name> <name><surname>Tan</surname> <given-names>P.</given-names></name> <name><surname>Sun</surname> <given-names>M.</given-names></name> <name><surname>Ji</surname> <given-names>L.</given-names></name> <etal/></person-group>. (<year>2022</year>). <article-title><italic>Wickerhamomyces anomalus</italic> relieves weaning diarrhea via improving gut microbiota and redox homeostasis using a piglet model</article-title>. <source>Food Funct.</source> <volume>13</volume>, <fpage>11223</fpage>&#x2013;<lpage>11235</lpage>. doi: <pub-id pub-id-type="doi">10.1039/d2fo01861f</pub-id>, PMID: <pub-id pub-id-type="pmid">36222352</pub-id></citation></ref>
<ref id="ref61"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Zhang</surname> <given-names>P.</given-names></name> <name><surname>Lu</surname> <given-names>G.</given-names></name> <name><surname>Liu</surname> <given-names>J.</given-names></name> <name><surname>Yan</surname> <given-names>Z.</given-names></name> <name><surname>Wang</surname> <given-names>Y.</given-names></name></person-group> (<year>2020</year>). <article-title>Toxicological responses of carassius auratus induced by benzophenone-3 exposure and the association with alteration of gut microbiota</article-title>. <source>Sci. Total Environ.</source> <volume>747</volume>:<fpage>141255</fpage>. doi: <pub-id pub-id-type="doi">10.1016/j.scitotenv.2020.141255</pub-id>, PMID: <pub-id pub-id-type="pmid">32771788</pub-id></citation></ref>
<ref id="ref62"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Zhong</surname> <given-names>Y.</given-names></name> <name><surname>Cao</surname> <given-names>J.</given-names></name> <name><surname>Deng</surname> <given-names>Z.</given-names></name> <name><surname>Ma</surname> <given-names>Y.</given-names></name> <name><surname>Liu</surname> <given-names>J.</given-names></name> <name><surname>Wang</surname> <given-names>H.</given-names></name></person-group> (<year>2021</year>). <article-title>Effect of fiber and fecal microbiota transplantation donor on recipient mice gut microbiota</article-title>. <source>Front. Microbiol.</source> <volume>12</volume>:<fpage>757372</fpage>. doi: <pub-id pub-id-type="doi">10.3389/fmicb.2021.757372</pub-id>, PMID: <pub-id pub-id-type="pmid">34721365</pub-id></citation></ref>
<ref id="ref63"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Zhou</surname> <given-names>Z.</given-names></name> <name><surname>Tang</surname> <given-names>L.</given-names></name> <name><surname>Yan</surname> <given-names>L.</given-names></name> <name><surname>Jia</surname> <given-names>H.</given-names></name> <name><surname>Xiong</surname> <given-names>Y.</given-names></name> <name><surname>Shang</surname> <given-names>J.</given-names></name> <etal/></person-group>. (<year>2022</year>). <article-title>Wild and captive environments drive the convergence of gut microbiota and impact health in threatened equids</article-title>. <source>Front. Microbiol.</source> <volume>13</volume>:<fpage>832410</fpage>. doi: <pub-id pub-id-type="doi">10.3389/fmicb.2022.832410</pub-id>, PMID: <pub-id pub-id-type="pmid">35814657</pub-id></citation></ref>
<ref id="ref64"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Zuo</surname> <given-names>Q. L.</given-names></name> <name><surname>Cai</surname> <given-names>X.</given-names></name> <name><surname>Zheng</surname> <given-names>X. Y.</given-names></name> <name><surname>Chen</surname> <given-names>D. S.</given-names></name> <name><surname>Li</surname> <given-names>M.</given-names></name> <name><surname>Liu</surname> <given-names>Z. Q.</given-names></name> <etal/></person-group>. (<year>2021</year>). <article-title>Influences of xylitol consumption at different dosages on intestinal tissues and gut microbiota in rats</article-title>. <source>J. Agric. Food Chem.</source> <volume>69</volume>, <fpage>12002</fpage>&#x2013;<lpage>12011</lpage>. doi: <pub-id pub-id-type="doi">10.1021/acs.jafc.1c03720</pub-id>, PMID: <pub-id pub-id-type="pmid">34590865</pub-id></citation></ref>
</ref-list>
</back>
</article>
