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<front>
<journal-meta>
<journal-id journal-id-type="publisher-id">Front. Cell. Infect. Microbiol.</journal-id>
<journal-title>Frontiers in Cellular and Infection Microbiology</journal-title>
<abbrev-journal-title abbrev-type="pubmed">Front. Cell. Infect. Microbiol.</abbrev-journal-title>
<issn pub-type="epub">2235-2988</issn>
<publisher>
<publisher-name>Frontiers Media S.A.</publisher-name>
</publisher>
</journal-meta>
<article-meta>
<article-id pub-id-type="doi">10.3389/fcimb.2022.886061</article-id>
<article-categories>
<subj-group subj-group-type="heading">
<subject>Cellular and Infection Microbiology</subject>
<subj-group>
<subject>Original Research</subject>
</subj-group>
</subj-group>
</article-categories>
<title-group>
<article-title>Probiotic Cocktail Alleviates Intestinal Inflammation Through Improving Gut Microbiota and Metabolites in Colitis Mice</article-title>
</title-group>
<contrib-group>
<contrib contrib-type="author">
<name>
<surname>Zhu</surname><given-names>Yefei</given-names>
</name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
<xref ref-type="aff" rid="aff2"><sup>2</sup></xref>
<xref ref-type="aff" rid="aff3"><sup>3</sup></xref>
<xref ref-type="author-notes" rid="fn003"><sup>&#x2020;</sup></xref>
<uri xlink:href="https://loop.frontiersin.org/people/1517131"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Xu</surname><given-names>Yu</given-names>
</name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
<xref ref-type="aff" rid="aff3"><sup>3</sup></xref>
<xref ref-type="author-notes" rid="fn003"><sup>&#x2020;</sup></xref>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Wang</surname><given-names>Xinyue</given-names>
</name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
<xref ref-type="author-notes" rid="fn003"><sup>&#x2020;</sup></xref>
<uri xlink:href="https://loop.frontiersin.org/people/1736123"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Rao</surname><given-names>Leiping</given-names>
</name>
<xref ref-type="aff" rid="aff2"><sup>2</sup></xref>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Yan</surname><given-names>Xuebing</given-names>
</name>
<xref ref-type="aff" rid="aff4"><sup>4</sup></xref>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Gao</surname><given-names>Renyuan</given-names>
</name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
<uri xlink:href="https://loop.frontiersin.org/people/245119"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Shen</surname><given-names>Tongyi</given-names>
</name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Zhou</surname><given-names>Yuan</given-names>
</name>
<xref ref-type="aff" rid="aff5"><sup>5</sup></xref>
</contrib>
<contrib contrib-type="author" corresp="yes">
<name>
<surname>Kong</surname><given-names>Cheng</given-names>
</name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
<xref ref-type="author-notes" rid="fn001"><sup>*</sup></xref>
<uri xlink:href="https://loop.frontiersin.org/people/823823"/>
</contrib>
<contrib contrib-type="author" corresp="yes">
<name>
<surname>Zhou</surname><given-names>Longxiang</given-names>
</name>
<xref ref-type="aff" rid="aff2"><sup>2</sup></xref>
<xref ref-type="author-notes" rid="fn001"><sup>*</sup></xref>
<uri xlink:href="https://loop.frontiersin.org/people/1545689"/>
</contrib>
</contrib-group>
<aff id="aff1"><sup>1</sup><institution>Research Institute of Intestinal Diseases, Tongji University, School of Medicine</institution>, <addr-line>Shanghai</addr-line>, <country>China</country></aff>
<aff id="aff2"><sup>2</sup><institution>Department of General Surgery, Jinshan Branch of Shanghai Sixth People&#x2019;s Hospital, Shanghai University of Medicine and Health Sciences</institution>, <addr-line>Shanghai</addr-line>, <country>China</country></aff>
<aff id="aff3"><sup>3</sup><institution>School of Medicine, Nantong University</institution>, <addr-line>Nantong</addr-line>, <country>China</country></aff>
<aff id="aff4"><sup>4</sup><institution>Department of Oncology, the Affiliated Hospital of Yangzhou University, Yangzhou University</institution>, <addr-line>Yangzhou</addr-line>, <country>China</country></aff>
<aff id="aff5"><sup>5</sup><institution>School of Biological Engineering, Hefei Technology College</institution>, <addr-line>Hefei</addr-line>, <country>China</country></aff>
<author-notes>
<fn fn-type="edited-by">
<p>Edited by: Li Zhang, University of New South Wales, Australia</p>
</fn>
<fn fn-type="edited-by">
<p>Reviewed by: Jean-Paul Motta, INSERM U1220 Institut de Recherche en Sant&#xe9; Digestive, France; Honghua Hu, Macquarie University, Australia</p>
</fn>
<fn fn-type="corresp" id="fn001">
<p>*Correspondence: Longxiang Zhou, <email xlink:href="mailto:lxzh2018@163.com">lxzh2018@163.com</email>; Cheng Kong, <email xlink:href="mailto:chengkong0393@126.com">chengkong0393@126.com</email>
</p>
</fn>
<fn fn-type="other" id="fn003">
<p>&#x2020;These authors share first authorship</p>
</fn>
<fn fn-type="other" id="fn002">
<p>This article was submitted to Microbes and Innate Immunity, a section of the journal Frontiers in Cellular and Infection Microbiology</p>
</fn>
</author-notes>
<pub-date pub-type="epub">
<day>15</day>
<month>06</month>
<year>2022</year>
</pub-date>
<pub-date pub-type="collection">
<year>2022</year>
</pub-date>
<volume>12</volume>
<elocation-id>886061</elocation-id>
<history>
<date date-type="received">
<day>28</day>
<month>02</month>
<year>2022</year>
</date>
<date date-type="accepted">
<day>16</day>
<month>05</month>
<year>2022</year>
</date>
</history>
<permissions>
<copyright-statement>Copyright &#xa9; 2022 Zhu, Xu, Wang, Rao, Yan, Gao, Shen, Zhou, Kong and Zhou</copyright-statement>
<copyright-year>2022</copyright-year>
<copyright-holder>Zhu, Xu, Wang, Rao, Yan, Gao, Shen, Zhou, Kong and Zhou</copyright-holder>
<license xlink:href="http://creativecommons.org/licenses/by/4.0/">
<p>This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY). The use, distribution or reproduction in other forums is permitted, provided the original author(s) and the copyright owner(s) are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms.</p>
</license>
</permissions>
<abstract>
<p>The modulation of the gut microbiome has been widely suggested as a promising therapeutic strategy for inflammatory bowel disease (IBD). Here, we established a novel probiotic cocktail to investigate its therapeutic role in acute colitis mice. During dextran sulfate sodium (DSS)-induced colitis, the mice were treated with the probiotic cocktail, fecal microbiota transplantation (FMT) from a healthy mice donor, or 5-aminosalicylic acid (5-ASA), respectively. The inflammatory responses were assessed by symptoms, serum inflammatory factors, and histological scoring. The intestinal barrier function was assessed by detecting tight junction proteins. Gut microbiota and its metabolites were further identified using 16S rDNA sequencing and a liquid chromatograph mass spectrometer (LC-MS/MS). Compared with FMT and 5-ASA treatment, the probiotic cocktail performed better in alleviating symptoms of colitis and decreasing disease activity score and mucosal inflammation. The probiotic cocktail also significantly decreased serum IL-17 level and increased JAM-1 expression in colon. The gut microbiota analysis confirmed that the beneficial effects of the probiotic cocktail were attributed to increasing anti-inflammatory bacteria <italic>Akkermansia</italic>, <italic>Bifidobacterium</italic>, and <italic>Blautia</italic>, while decreasing pro-inflammatory bacteria <italic>Parasutterella</italic>. The targeted metabolome analysis further indicated a rise in the production of <italic>Bifidobacterium</italic>-related short-chain fatty acids (SCFAs) such as propanoic acid and isobutyric acid after probiotics treatment. Taken together, the probiotic cocktail effectively alleviated intestinal inflammation through improving gut microbiota and metabolites in colitis mice, suggesting its great potential to be a novel therapeutic approach for IBD patients.</p>
</abstract>
<kwd-group>
<kwd>gut microbiome</kwd>
<kwd>gut barrier</kwd>
<kwd>short-chain fatty acids (SCFAs)</kwd>
<kwd>liquid chromatograph mass spectrometer (LC-MS/MS)</kwd>
<kwd>inflammatory bowel disease (IBD)</kwd>
<kwd>fecal microbiota transplantation (FMT)</kwd>
</kwd-group>
<counts>
<fig-count count="6"/>
<table-count count="1"/>
<equation-count count="0"/>
<ref-count count="55"/>
<page-count count="13"/>
<word-count count="5496"/>
</counts>
</article-meta>
</front>
<body>
<sec id="s1">
<title>Highlights</title>
<list list-type="order">
<list-item>
<p>The probiotic cocktail performed better in alleviating colitis in mice compared with healthy donor FMT and 5-ASA treatment.</p>
</list-item>
<list-item>
<p>The probiotic cocktail decreased DAI and mucosal inflammation, and protected the intestinal barrier function in colitis mice.</p>
</list-item>
<list-item>
<p>The beneficial effects of the probiotic cocktail were attributed to increasing anti-inflammatory bacteria and <italic>Bifidobacterium</italic>-related short-chain fatty acids in colitis mice.</p>
</list-item>
</list>
</sec>
<sec id="s2">
<title>Introduction</title>    <p>Inflammatory bowel disease (IBD), characterized by chronic recurrent inflammation involving the whole colon (<xref ref-type="bibr" rid="B48">Wijmenga, 2005</xref>), is a major health concern worldwide with respect to the rising incidence in America and Asian countries during the past few decades (<xref ref-type="bibr" rid="B42">Thia et&#xa0;al., 2008</xref>; <xref ref-type="bibr" rid="B12">Kerur et&#xa0;al., 2021</xref>). Despite the great progress in anti-inflammatory, immunosuppressive (<xref ref-type="bibr" rid="B11">Hern&#xe1;ndez-Chirlaque et&#xa0;al., 2016</xref>), and biological agents, a considerable proportion of IBD patients continue to suffer from recurrence (<xref ref-type="bibr" rid="B28">Loddo and Romano, 2015</xref>). Therefore, the development of novel and safe therapeutic strategies for IBD is in critical need.</p>
<p>Emerging evidence suggests that gut microbiota dysbiosis contributes to the pathogenesis of IBD; for instance, opportunistic pathogen derived from ulcerative colitis patients displayed an inflammatory phenotype that caused mice colitis (<xref ref-type="bibr" rid="B27">Lloyd-Price et&#xa0;al., 2019</xref>; <xref ref-type="bibr" rid="B37">Seishima et&#xa0;al., 2019</xref>). Thus, the emerging methods of manipulating gut microbiota, such as probiotics and fecal bacteria transplantation (FMT), have been advocated as a promising strategy in alleviating intestinal inflammation. Burrello et&#xa0;al. reported that FMT treatment altered intestinal mucosal immunoreactive responses during experimental colitis, primarily by reducing colonic inflammation, increasing colonic barrier function, and simultaneously activating multiple immune-mediated pathways (<xref ref-type="bibr" rid="B2">Burrello et&#xa0;al., 2018</xref>). Meanwhile, both animal and clinical studies have demonstrated that the utilization of probiotics could prevent colonic inflammation <italic>via</italic> the regulation of intestinal macrophage differentiation, alternation of various inflammatory cytokines, and the enhancement of gut barrier (<xref ref-type="bibr" rid="B34">Oh et&#xa0;al., 2020</xref>; <xref ref-type="bibr" rid="B5">Chen et&#xa0;al., 2021</xref>; <xref ref-type="bibr" rid="B7">Dias et&#xa0;al., 2021</xref>). The successful colonization of particular probiotics could also prevent pathogenic bacteria, interact with intestinal epithelium, and produce multi-functional beneficial metabolites (e.g., SCFAs and hydroxytryptamine) (<xref ref-type="bibr" rid="B22">Liu et&#xa0;al., 2018</xref>; <xref ref-type="bibr" rid="B39">Stojanov et&#xa0;al., 2020</xref>). Nonetheless, the probiotics selected and analyzed in most cases were confined into one or several substrains, which cannot draw a consistent and convincing conclusion. Thus, we developed the probiotic cocktail strategy and evaluated the therapeutic potential of bacteria manipulation for IBD.</p>
<p>In this study, the probiotic cocktail contains 3 <italic>Bifidobacterium</italic> and 7 <italic>Lactobacillus</italic> substrains. Although numerous intestinal inflammation models have been developed to investigate IBD (<xref ref-type="bibr" rid="B13">Kiesler et&#xa0;al., 2015</xref>), here we utilized the dextran sulfate sodium (DSS)-induced colitis mice model to investigate the probiotic cocktail&#x2019;s therapeutic effects. DSS is a water-soluble sulfated polysaccharide that has been widely used to construct a colitis murine model (<xref ref-type="bibr" rid="B35">Okayasu et&#xa0;al., 1990</xref>) due to its simplicity, efficiency, and repeatability (<xref ref-type="bibr" rid="B4">Chassaing et&#xa0;al., 2014</xref>). Meanwhile, considering 5-aminosalicylic acid (5-ASA) being the first-line clinical drug for the treatment of IBD patients (<xref ref-type="bibr" rid="B29">Magro et&#xa0;al., 2020</xref>), 5-ASA treatment together with healthy mice donor FMT were employed for comparison. Furthermore, microbial sequencing and targeted metabolomics were used to clarify its beneficial role on gut microbiota and metabolites in mice. Our study identified the colitis alleviation and the characteristics of gut microbiota and metabolites after the probiotic cocktail treatment, providing a novel probiotics-based therapeutic approach for IBD.</p>
</sec>
<sec id="s3" sec-type="materials|methods">
<title>Materials and Methods</title>
<sec id="s3_1">
<title>Study Design and Animal Treatment</title>
<p>Twenty-five male C57BL/6 mice (8 weeks old) (Shanghai SLAC Laboratory Animal Co., Ltd.) were purchased and caged under specified pathogen-free (SPF) conditions (Experimental Animal Center, Hubei Campus, Tongji University, Shanghai, China) at 22 &#xb1; 2&#xb0;C with 55 &#xb1; 15% humidity and a 12-h dark/12-h light cycle. All the mice had free access to normal diet (Ralston Purina, St. Louis, Missouri, USA). Then, a continuous 7-day colitis induction was performed using 3% DSS (36&#x2013;50 kDa, Sigma, US, LOT NO: S3045) dissolved in drinking water (<xref ref-type="bibr" rid="B23">Liu et&#xa0;al., 2016</xref>). Meanwhile, the mice were randomly assigned to 5 different groups before treatment: the blank group (mice gavaged with PBS only), the control group (mice treated with DSS and gavaged with PBS), the probiotics group (mice treated with DSS and gavaged with probiotic cocktail), the FMT group (mice treated with DSS and gavaged with fecal suspension from healthy mice), and the ASA group [mice treated with DSS and gavaged with 5-ASA (100 mg/kg) (JiaxingSiCheng Chemical Co., Ltd., China) dissolved in 0.5% sodium carboxymethylcellulose (China Jiaxing Sicheng Chemical Co., Ltd.)]. The probiotic cocktail (Shanghai Tongquan Biotechnology, Shanghai, China) contains <italic>Bifidobacterium animalis</italic> subsp. <italic>lactis HN019, Bifidobacterium longum BI-05, Lactobacillus acidophilus NCFM, Lactobacillus rhamnosus Lr-32</italic>, <italic>Lactobacillus plantarum Lp-115</italic>, <italic>Lactobacillus salivarius Ls-33, Lactobacillus paracasei 37, Bifidobacterium animalis</italic> spp. <italic>lactis 420, Lactobacillus casei Lc-11</italic>, and <italic>Lactobacillus gasseri 36</italic>, mixed in equal amounts. The total intervening amount was 8&#xd7;10<sup>10</sup> CFU per mouse per day for consecutive 7 days.</p>
<p>The animal protocols were approved by the Ethics Committee of Shanghai Tenth People&#x2019;s Hospital affiliated to Tongji University (SHDSYY-2018-KY0008).</p>
</sec>
<sec id="s3_2">
<title>FMT Preparation</title>
<p>(1) Twenty grams of fresh feces was collected from 25 healthy 6-week C57BL/6 mice using anal massage, 5 consecutive days before the experiment; (2) the feces were immediately mixed with 100 ml of sterile 10% glycerite and PBS mixture after the collection to get the feces mixture; (3) the fecal microbiota suspension was obtained by grinding the feces mixture with a standard mortar and pestle; (4) to remove the insoluble impurities, the fecal microbiota suspension was filtered through screens with the following diameters: 0.4 mm, 0.2 mm, and 0.1 mm; and (5) the suspension was collected and stored at &#x2212;80&#xb0;C (<xref ref-type="bibr" rid="B49">Wong et&#xa0;al., 2017</xref>).</p>
</sec>
<sec id="s3_3">
<title>Assessment of Colonic Inflammation</title>
<p>Disease activity index (DAI) was used to assess the severity of colitis, including items of weight loss, stool consistency, and the presence of hematochezia, which were recorded every day during the experiment. DAI score calculation: (1) Bodyweight: 0 points were recorded if the bodyweight showed no decrease; 1 point was recorded when the bodyweight showed a 1%&#x2013;5% decrease; 2 points were recorded when the bodyweight showed a 5%&#x2013;10% decrease; 3 points were recorded when the bodyweight showed a 10%&#x2013;15% decrease; and 4 points were recorded when the bodyweight showed more than 15% decrease. (2) Fecal traits: normal stool = 0 points; loose stool (not adhering to the anal paste of semi-formed stool) = 2 points; watery stool (can adhere to the anus watery stool) = 4 points. (3) Fecal occult blood result: no fecal occultation or naked eye blood stool = 0 points; fecal occult blood positive = 2 points; naked eye blood stool = 4 points. Finally, add the above three scores to get the DAI of each mouse to evaluate the severity of colitis (<xref ref-type="bibr" rid="B43">Tian et&#xa0;al., 2016</xref>; <xref ref-type="bibr" rid="B21">Li et&#xa0;al., 2019</xref>). The colon length and body weight alteration were also measured to evaluate the disease progression (<xref ref-type="bibr" rid="B6">Chen et&#xa0;al., 2020</xref>). We anesthetized mice with an inhalation anesthetic using 3% isoflurane during induction and 1.5% isoflurane during maintenance, then the serum was obtained by centrifuging blood using heart puncture drawn for 10 min at 3,000 rpm.</p>
</sec>
<sec id="s3_4">
<title>Western Blot Analysis</title>
<p>Western blot assay in colon tissues was performed following the method reported previously (<xref ref-type="bibr" rid="B18">Kong et&#xa0;al., 2021b</xref>). Total protein from animal colon tissues was lysed with lysis buffer. The protein samples were loaded onto a 10% SDS&#x2013;polyacrylamide gel and transferred to a polyvinylidene difluoride membrane (Simuwu-Biotechnology Co., Ltd, China, SD0043 or SD0044) before blocking with 5% skim milk powder for 4 h. After that, samples were incubated with the primary antibody overnight at 4&#xb0;C: JAM-1 (Abcam, USA, ref#ab270446, 1:1,000), Occludin (Abcam, USA, ref#ab216327, 1:1,000), ZO-1 (Thermo Fisher Scientific, USA, ref#61-7300, 1:1,000), and &#x3b2;-Actin (Simuwu-Biotechnology Co., Ltd, China, ref#SD0034; 1:2,000). Next, the membrane was incubated with a horseradish peroxidase-conjugated secondary antibody (Simuwu-Biotechnology Co., Ltd, China, SD0038) for 1 h at room temperature. Immunodetection was performed using the Tanon 4600 chemiluminescence instrument (Tanon, Shanghai, China).</p>
</sec>
<sec id="s3_5">
<title>Real-Time Quantitative PCR Analysis</title>
<p>Total RNA was extracted using Trizol reagent (Invitrogen, USA, ref#15596018). An RT reagent kit (TAKARA, Japan, ref#RR047A) was used to reverse-transcribe RNA into cDNA. A TB Green qPCR kit (TAKARA, Japan, ref#RR420A) was used to carry out the real-time qPCR reactions. The process was controlled and the result was analyzed on the qPCR instrument (Roche, LightCycler<sup>&#xae;</sup> 480II). All the experiments were performed in triplicate and &#x3b2;-Actin was selected as the reference gene for mRNA. The specific primer sequences (Occludin, ZO-1, JAM-1, and &#x3b2;-Actin) used for amplification are listed in <xref ref-type="table" rid="T1"><bold>Table&#xa0;1</bold></xref>.</p>
<table-wrap id="T1" position="float">
<label>Table&#xa0;1</label>
<caption>
<p>Primer sequences used in this study.</p>
</caption>
<table frame="hsides">
<thead>
<tr>
<th valign="top" align="left">Gene</th>
<th valign="top" align="center">Forward primer (5&#x2019;&#x2013;3&#x2019;)</th>
<th valign="top" align="center">Reverse primer (5&#x2019;&#x2013;3&#x2019;)</th>
</tr>
</thead>
<tbody>
<tr>
<td valign="top" align="left">GAPDH-mouse NM_008084</td>
<td valign="top" align="left">AGGTCGGTGTGAACGGATTTG</td>
<td valign="top" align="left">TGTAGACCATGTAGTTGAGGTCA</td>
</tr>
<tr>
<td valign="top" align="left">JAM1-mouse NM_172647</td>
<td valign="top" align="left">TCTCTTCACGTCTATGATCCTGG</td>
<td valign="top" align="left">TTTGATGGACTCGTTCTCGGG</td>
</tr>
<tr>
<td valign="top" align="left">Occluding-mouse NM_008756</td>
<td valign="top" align="left">TTGAAAGTCCACCTCCTTACAGA</td>
<td valign="top" align="left">CCGGATAAAAAGAGTACGCTGG</td>
</tr>
<tr>
<td valign="top" align="left">ZO1-mouse NM_001163574</td>
<td valign="top" align="left">GCTTTAGCGAACAGAAGGAGC</td>
<td valign="top" align="left">TTCATTTTTCCGAGACTTCACCA</td>
</tr>
</tbody>
</table>
</table-wrap>
</sec>
<sec id="s3_6">
<title>Enzyme-Linked Immunosorbent Assay</title>
<p>The levels of cytokines (IL-4, IL-10, IL-17, IL-23, and IFN-&#x3b3;) in the serum of mice were measured with the corresponding ELISA kit (Simuwu-Biotechnology Co., Ltd., ref#SDM0006 96T, ref#SDM0010 96T, ref#SDM0012 96T, ref#SDM0117 96T, and ref#SDM0115 96T). The whole process was carried out according to the protocol. (1) Dilute the animal serum 10 times with diluent and then add 100 &#x3bc;l to each well, mix the reaction plate, and leave the plate at 37&#xb0;C for 40 min; (2) wash the reaction plate 3 times with washing liquid, and invert the plate on a filter paper to dry it; (3) add distilled water and 50 &#x3bc;l of the first antibody working liquid to each well (except blank), thoroughly mix the reaction plate, and place the plate at 37&#xb0;C for 20 min; (4) wash the reaction plate 3 times with washing liquid as described before; (5) add 100 &#x3bc;l of enzyme-labeled antibody working solution to each well and place the reaction plate for 10 min at 37&#xb0;C; (6) add 100 &#x3bc;l of the substrate working solution to each well and place the plate at 37&#xb0;C in the dark for 15 min for reaction; (7) add 100 &#x3bc;l of the stop solution to each well and mix them well; (8) measure the absorbance value at 450 nm with a microplate reader (Tecan, F50) within 30 min.</p>
</sec>
<sec id="s3_7">
<title>16S rDNA Sequencing</title>
<p>The fecal samples were prepared according to the manufacturer&#x2019;s instructions and the DNA was extracted from fecal samples as previously described (<xref ref-type="bibr" rid="B17">Kong et&#xa0;al., 2021a</xref>). A Nanodrop 2000 UV-vis spectrophotometer (Thermo Scientific, Wilmington, MA, USA) and 1% agarose gel electrophoresis were utilized to examine the concentrations and quality of the DNA samples. The specific forward primer 341F (5&#x2019;-CCTACGGGRSGCAGCAG-3&#x2019;) and reverse primer 806R (5&#x2019;-GGACTACVVGGGTATCTAATC-3&#x2019;) were designed to amplify the V3&#x2013;V4 hypervariable regions of the bacteria 16S rDNA gene on a thermocycler PCR system. PCR products were detected by 2% agarose gel electrophoresis and were gelled and recovered by an AxyPrep DNA gel recovery kit (Axygen Biosciences, Union City, CA, USA). After quantification and homogenization, the DNA products underwent paired-end sequencing with Illumina NovaSeq PE250 (Illumina, San Diego, CA, USA). Statistical analysis was conducted in R (v3.5.1).</p>
</sec>
<sec id="s3_8">
<title>Hematoxylin&#x2013;Eosin Staining and Histopathology Evaluation</title>
<p>Paraffin-embedded colon tissues were cut into 5-mm sections. After being dewaxed in xylene and dehydrated in gradient alcohol, the sections were stained with hematoxylin for 8 min and with eosin for 5 min. Then, the sections were dehydrated and sealed. The histopathology evaluation was performed by two researchers who are blinded to section information. The following evaluation criteria were used: Epithelium (E): 0, normal morphology; 1, loss of goblet cells; 2, loss of goblet cells in large areas; 3, loss of crypts; 4, loss of crypts in large areas. Infiltration (I): 0, no infiltrate; 1, infiltrate around crypt basis; 2, infiltrate reaching to L. muscularis mucosae; 3, extensive infiltration reaching the L. muscularis mucosae and thickening of mucosa with abundant edema; 4, infiltration of the L. submucosa. The total histological score is defined as the sum of the epithelium and infiltration score (total score = E + I) (<xref ref-type="bibr" rid="B33">Obermeier et&#xa0;al., 1999</xref>).</p>
</sec>
<sec id="s3_9">
<title>Metabolomics</title>
<p>The feces samples were prepared for metabolomic analysis according to the manufacturer&#x2019;s instructions (Metabo-Profile Biotechnology, Shanghai). An ultra-performance liquid chromatography coupled to tandem mass spectrometry (UPLC-MS/MS) system (ACQUITY UPLC-Xevo TQ-S, Waters Corp., Milford, MA, USA) was used to quantitate the 7 main kinds of SCFAs (propanoic acid, isovaleric acid, isobutyric acid, butyric acid, valeric acid, hexanoic acid, and acetic acid) in this project as previously described (<xref ref-type="bibr" rid="B25">Liu Y et al., 2020</xref>). The raw data files generated by UPLC-MS/MS were processed using the MassLynx software (v4.1, Waters, Milford, MA, USA) to perform peak integration, calibration, and quantitation for each metabolite. Statistical analysis was conducted in Prism 8 (GraphPad) and R (v3.5.1).</p>
</sec>
<sec id="s3_10">
<title>Statistical Analysis</title>
<p>All data were expressed as mean &#xb1; standard deviation (SD). The SPSS 22.0 software (SPSS Inc., Chicago, IL, USA) was utilized for statistical analyses. The Mann&#x2013;Whitney <italic>U</italic> test and one-way ANOVA test were used to identify the significant differences between groups. Mann&#x2013;Whitney <italic>U</italic> test and Pearson&#x2019;s chi-square were utilized to identify the continuous and categorical variables, respectively. <italic>p</italic> &lt; 0.05 was considered statistically significant.</p>
</sec>
</sec>
<sec id="s4">
<title>Results</title>
<sec id="s4_1">
<title>The Probiotic Cocktail Alleviates Intestinal Inflammation in DSS-Induced Colitis Mice</title>
<p>As shown in <xref ref-type="fig" rid="f1"><bold>Figures&#xa0;1A, B</bold></xref>, compared to the control group, the probiotic cocktail treatment significantly slowed down the weight loss of colitis mice, whereas the body weight among the FMT, 5-ASA, and control groups had no statistical difference. In evaluation of the severity of colitis, the DAI scores were found to significantly decrease in the probiotic cocktail, ASA, and FMT groups (<xref ref-type="fig" rid="f1"><bold>Figures&#xa0;1C, D</bold></xref>), with the probiotic cocktail group obtaining the lowest score (<xref ref-type="fig" rid="f1"><bold>Figures&#xa0;1C, D</bold></xref>). Furthermore, the probiotic cocktail notably increased the colon length of colitis mice compared to the control and ASA groups (<xref ref-type="fig" rid="f1"><bold>Figures&#xa0;1E, F</bold></xref>). The images of representative hematoxylin&#x2013;eosin (H&amp;E) staining for colon and histological evaluation (<xref ref-type="fig" rid="f2"><bold>Figures&#xa0;2G&#x2013;L</bold></xref>) indicated that the probiotic cocktail performed best in alleviating the mucosal inflammation of DSS-induced colitis mice than any other treatment (red arrows represent enriched inflammatory cell and crypt for the probiotics group).</p>
<fig id="f1" position="float">
<label>Figure&#xa0;1</label>
<caption>
<p>The probiotic cocktail alleviates intestinal inflammation in the DSS-induced colitis model. <bold>(A)</bold> Body weight of blank mice, and DSS-induced colitis mice treated with PBS, healthy mice donor FMT, 5-ASA, or the probiotic cocktail for 7 days. <bold>(B)</bold> The average body weight of each group at day 7. <bold>(C)</bold> The DAI score in each group. <bold>(D)</bold> The average DAI score at day 7. <bold>(E)</bold> Representative images of the colon in each group at day 7. <bold>(F)</bold> Colon length shown as a chart. <bold>(G)</bold> The HDI scores in each group based on inflammatory cell infiltration and mucosal damage under microscopic observation. <bold>(H&#x2013;L)</bold> Representative image of colon tissue stained with H&amp;E from each group. One-way ANOVA test was utilized, and data were shown as mean &#xb1; SD. *<italic>p</italic> &lt; 0.05; **<italic>p</italic> &lt; 0.01; ***<italic>p</italic> &lt; 0.001; ****<italic>p</italic> &lt; 0.0001. DSS, dextran sodium sulfate; PBS, phosphate buffered saline; FMT, fecal microbiota transplantation; 5-ASA, 5-aminosalicylic acid; DAI, disease activity index; HDI, histological damage index.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fcimb-12-886061-g001.tif"/>
</fig>
<fig id="f2" position="float">
<label>Figure&#xa0;2</label>
<caption>
<p>The probiotic cocktail repaired the gut barrier and reduced inflammatory factors in DSS-induced colitis. <bold>(A&#x2013;E)</bold> The level of serum inflammatory cytokines (pro-inflammatory IFN-gamma, IL-17, and IL-23; anti-inflammatory IL-10 and IL-4) in blank mice, and DSS-induced colitis mice treated with PBS, healthy mice donor FMT, 5-ASA, or the probiotic cocktail. <bold>(F&#x2013;H)</bold> The mRNA expression of tight junction protein (JAM-1, Occludin, ZO-1) of colon tissues in each group. <bold>(I)</bold> The protein expression of tight junction protein (JAM-1, Occludin, ZO-1) of colon tissue in each group. One-way ANOVA test was utilized, and data were shown as mean &#xb1; SD. *<italic>p &lt;</italic> 0.05; **<italic>p &lt;</italic> 0.01; ***<italic>p &lt;</italic> 0.001; ****<italic>p &lt;</italic> 0.0001; ns, no significant difference. DSS, dextran sodium sulfate; PBS, phosphate buffered saline; FMT, fecal microbiota transplantation; 5-ASA, 5-aminosalicylic acid.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fcimb-12-886061-g002.tif"/>
</fig>
</sec>
<sec id="s4_2">
<title>The Probiotic Cocktail Reduces the Level of Serum Inflammatory Cytokines and Upregulates Tight Junction Proteins in DSS-Induced Colitis Mice</title>
<p>To further clarify the anti-inflammatory effect of the probiotic cocktail, we detected several inflammatory cytokines in the serum samples from colitis mice. As shown in <xref ref-type="fig" rid="f2"><bold>Figures&#xa0;2A&#x2013;E</bold></xref>, compared with the control group, the probiotic cocktail, FMT, and 5-ASA groups significantly decreased the level of pro-inflammatory IFN-&#x3b3; and IL-17. The trend of decreased pro-inflammatory IL-23 and increased anti-inflammatory IL-10 and IL-4 was also observed in colitis mice after treatment of probiotic cocktail, although there was no significant difference (<xref ref-type="fig" rid="f2"><bold>Figures&#xa0;2C&#x2013;E</bold></xref>). Of note, the probiotic cocktail had a better inhibitory effect in serum IFN-&#x3b3; and IL-17 production than FMT and 5-ASA (<xref ref-type="fig" rid="f2"><bold>Figures&#xa0;2A, B</bold></xref>). Since our previous study revealed that probiotics played a crucial role in protecting the intestinal barrier (<xref ref-type="bibr" rid="B24">Liu et&#xa0;al., 2014</xref>; <xref ref-type="bibr" rid="B51">Yin et&#xa0;al., 2018</xref>), we also detected the expression of several tight junction proteins (JAM-1, ZO-1, and Occludin) in the colon tissues from colitis mice. As shown in <xref ref-type="fig" rid="f2"><bold>Figures&#xa0;2F&#x2013;H</bold></xref>, the probiotic cocktail significantly increased the mRNA expression of ZO-1 as compared with the control group, and the upward trend was also observed in JAM-1 and Occludin although not significant. Meanwhile, the following Western blot confirmed the upregulation of ZO-1, JAM-1, and Occludin at the protein level in the probiotic cocktail group (<xref ref-type="fig" rid="f2"><bold>Figure&#xa0;2I</bold></xref>).</p>
</sec>
<sec id="s4_3">
<title>The Probiotic Cocktail Improves the Gut Microbiota of DSS-Induced Colitis Mice</title>
<p>To investigate the altered gut microbiota after different treatments, 16S rDNA sequencing was performed. Alpha diversity indexes were calculated to assess the differences in bacterial diversity among groups. Compared to the control group, the FMT group had a significantly higher Chao1, Shannon, and Simpson index (all <italic>p</italic> &lt; 0.05), which was opposite for the probiotics group (<xref ref-type="fig" rid="f3"><bold>Figures&#xa0;3A&#x2013;C</bold></xref>). This finding suggested that the number and abundance of other species decreased after the probiotics were dominant. Meanwhile, the principal coordinate analysis based on weighted UniFrac distance revealed the significant differentiation in the composition of gut microbiota among groups (<xref ref-type="fig" rid="f3"><bold>Figure&#xa0;3D</bold></xref>).</p>
<fig id="f3" position="float">
<label>Figure&#xa0;3</label>
<caption>
<p>Diversity and composition of gut microbiota. <bold>(A&#x2013;C)</bold> Alpha diversity was evaluated by the Chao1, Shannon, Simpson index among blank mice, and DSS-induced colitis mice treated with PBS, healthy mice donor FMT, 5-ASA, or the probiotic cocktail. <bold>(D)</bold> Weighted UniFrac PCoA analysis was utilized to distinguish bacterial clustering. The component proportion of the microbiome at the phylum <bold>(E)</bold> and genus level <bold>(F)</bold> among groups was shown. The relative abundance of genera difference was identified <italic>via</italic> the Wilcoxon rank-sum test. DSS, dextran sodium sulfate; PBS, phosphate buffered saline; FMT, fecal microbiota transplantation; 5-ASA, 5-aminosalicylic acid; PCoA, principal coordinate analysis.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fcimb-12-886061-g003.tif"/>
</fig>
<p>At the phylum level, the relative abundance of <italic>Verrucomicrobia</italic> was increased in the probiotics group but decreased in the FMT and 5-ASA groups (Control: 28.99%, Probiotics: 42.95%, FMT: 22.48%, ASA: 15.94%, Blank: 38.66%), while <italic>Firmicutes</italic> changed in an opposite manner (Control: 13.98%, Probiotics: 8.78%, FMT: 31.41%, ASA: 32.12%, Blank: 39.08%) (<xref ref-type="fig" rid="f3"><bold>Figure&#xa0;3E</bold></xref>). In addition, the relative abundance of <italic>Proteobacteria</italic> was decreased in the probiotics and FMT groups as compared with that of the control group (Control: 18.66%, Probiotics: 9.78%, FMT: 5.69%, ASA: 18.85%, Blank: 0.91%). At the genus level, the relative abundance of <italic>Akkermansia</italic> and <italic>Bifidobacterium</italic> was increased in the probiotics group but decreased in the ASA group (Control: 31.98%, Probiotics: 50.84%, FMT: 34.58%, ASA: 19.40%, Blank: 68.37%; Control: 0.17%, Probiotics: 0.86%, FMT: 0.04%, ASA: 0.01%, Blank: 1.24%, respectively). Meanwhile, the relative abundance of <italic>Parasutterella</italic> was decreased in the probiotics, FMT, and ASA groups as compared with the control group (Control: 15.73%, Probiotics: 3.03%, FMT: 6.12%, ASA: 2.82%, Blank: 2.82%) (<xref ref-type="fig" rid="f3"><bold>Figure&#xa0;3F</bold></xref>).</p>
<p>Furthermore, LEfSe analysis was utilized to figure out the key elements among different groups. At the genus level, DSS treatment significantly reduced the beneficial bacteria including <italic>Bifidobacterium</italic> and <italic>Blautia</italic>, which were reported to inhibit inflammation and enhance gut barrier (<xref ref-type="bibr" rid="B5">Chen et&#xa0;al., 2021</xref>). Notably, these two genera were obviously upregulated after the probiotic cocktail treatment. Moreover, we observed that the key genera in the FMT group were <italic>Dorea, Oscillibacter, Desulfovibrio, Butyricicoccus, Micipirllum, Intestinimonas, Clostridium IV</italic>, and <italic>XIVb</italic>, whereas the dominant bacteria in the ASA group were <italic>Escherichia_Shigella</italic>, <italic>Clostridium sensu stricto</italic>, and <italic>Romboustia</italic> (<xref ref-type="fig" rid="f4"><bold>Figures&#xa0;4A, B</bold></xref>).</p>
<fig id="f4" position="float">
<label>Figure&#xa0;4</label>
<caption>
<p>The result of linear discriminant analysis integrated with effect size (LEfSe). The phylogenetic distribution in blank mice, and DSS-induced colitis mice treated with PBS, healthy mice donor FMT, 5-ASA, or the probiotic cocktail was illustrated with a cladogram <bold>(A)</bold> and a histogram <bold>(B)</bold>. DSS, dextran sodium sulfate; PBS, phosphate buffered saline; FMT, fecal microbiota transplantation; 5-ASA, 5-aminosalicylic acid.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fcimb-12-886061-g004.tif"/>
</fig>
</sec>
<sec id="s4_4">
<title>The Probiotic Cocktail Promotes the Production of Beneficial Bacterial SCFAs</title>
<p>Emerging evidence suggests that gut microbiota exerts an anti-inflammatory effect through producing SCFAs. Accordingly, we performed targeted metabolomics to detect the levels of several SCFAs (propionic acid, isovaleric acid, isobutyric acid, butyric acid, valeric acid, hexanoic acid, and acetic acid) in the fecal samples of DSS-induced colitis mice (<xref ref-type="fig" rid="f5"><bold>Figures&#xa0;5A&#x2013;G</bold></xref>). Compared with the control group, the probiotic cocktail rather than FMT and 5-ASA significantly promoted the production of propanoic acid and isobutyric acid (<xref ref-type="fig" rid="f5"><bold>Figures&#xa0;5A, C</bold></xref>). The upward trend of isovaleric acid, butyric acid, valeric acid, hexanoic acid, and acetic acid was also observed in the probiotic cocktail group though not significant (<xref ref-type="fig" rid="f5"><bold>Figures&#xa0;5B, D&#x2013;G</bold></xref>). Additionally, Spearman rank correlation analysis was used to test correlations between bacteria and SCFA abundance (<xref ref-type="fig" rid="f5"><bold>Figure&#xa0;5H</bold></xref>). Unsurprisingly, butyrate-producing bacteria <italic>Bifidobacterium</italic> and <italic>Roseburia</italic> were positively correlated with most SCFAs, while it was opposite for some pro-inflammatory bacteria such as <italic>Parasutterella</italic> and <italic>Bacterioides</italic>. Taken together, the results suggested that the probiotic cocktail effectively promoted the accumulation of both butyrate-producing probiotics and SCFAs.</p>
<fig id="f5" position="float">
<label>Figure&#xa0;5</label>
<caption>
<p>The concentration of fecal SCFAs and their correlation with the gut microbiome. <bold>(A&#x2013;G)</bold> The concentration of 7 main kinds of SCFAs (propanoic acid, isovaleric acid, isobutyric acid, butyric acid, valeric acid, hexanoic acid, and acetic acid) in the feces of blank mice, and DSS-induced colitis mice treated with PBS, healthy mice donor FMT, 5-ASA, or the probiotic cocktail. One-way ANOVA test was utilized, and data were shown as mean &#xb1; SD. <bold>(H)</bold> The Spearman correlation analysis illustrated the relationship of SCFAs and gut microbiota. +<italic>p</italic> &lt; 0.05; &#x2217;<italic>p</italic> &lt; 0.01. DSS, dextran sodium sulfate; PBS, phosphate buffered saline; FMT, fecal microbiota transplantation; 5-ASA, 5-aminosalicylic acid; SCFAs, short-chain fatty acids. *p &lt; 0.05; **p &lt; 0.01; ***p &lt; 0.001; ****p &lt; 0.0001.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fcimb-12-886061-g005.tif"/>
</fig>
</sec>
</sec>
<sec id="s5">
<title>Discussion</title>
<p>In this study, we investigated the anti-inflammatory role of a novel probiotic cocktail in DSS-induced acute colitis mice. Remarkable differences are observed among healthy mice donor FMT, 5-ASA, and probiotics groups. Notably, probiotics treatment demonstrated its great value in preventing weight loss and intestinal contracture, upregulating SCFA-producing bacteria along with SCFA levels, and decreasing DAI score, pro-inflammatory factors, and intestinal barrier markers. These findings highlight that the probiotic cocktail could represent a promising dietary therapeutic strategy for IBD (<xref ref-type="fig" rid="f6"><bold>Figure&#xa0;6</bold></xref>).</p>
<fig id="f6" position="float">
<label>Figure&#xa0;6</label>
<caption>
<p>Schematic summary of the probiotic cocktail for alleviating acute intestinal inflammation. During the process of acute inflammation (left part), harmful bacteria may attach to the injured intestinal epithelium, inhibiting commensal microbes to colonize and make function, destroying the gut barrier and tight junction proteins by regulating pro- or anti-inflammatory factors. After probiotics intervention (middle part), colonized butyrate-producing probiotics <italic>Bifidobacterium</italic>, together with the associated SCFAs, alleviated the progression of acute intestinal inflammation through enhancing the intestinal barrier, regulating the muti-inflammatory factors, and expelling potential pathogenic bacteria. In the normal colon (right part), balanced commensal microbes interacted with the intestinal mucosa, contributing to the dynamic balance of host health.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fcimb-12-886061-g006.tif"/>
</fig>
<p>Exploring the mechanism revealed that probiotics intervention not only decreased the level of pro-inflammatory cytokines, namely, IFN-&#x3b3;, IL-17, and IL-23, but also increased the anti-inflammatory cytokines IL-10 and IL-4, which may be mainly due to the successful colonization of both <italic>Bifidobacterium</italic> and <italic>Lactobacillus</italic>. Consistently, Bo et&#xa0;al. reported that <italic>Bifidobacterium</italic> significantly reduced IFN-&#x3b3; and improved IL-10, alleviating enterotoxigenic <italic>Escherichia coli</italic>-induced diarrhea and can be a potential probiotic for clinical therapy (<xref ref-type="bibr" rid="B50">Yang et&#xa0;al., 2021</xref>). Yue et&#xa0;al. found that enterotoxigenic <italic>E. coli</italic>-induced diarrhea can also be suppressed by orally given <italic>Lactobacillus plantarum via</italic> regulating IFN-&#x3b3;, IL-6, and IL-10; alternating gut microbes; and increasing gut SCFAs (<xref ref-type="bibr" rid="B52">Yue et&#xa0;al., 2020</xref>).</p>
<p>The intestinal barrier mainly consists of 3 kinds of barriers: (1) a physical barrier composed of tight epithelial junctions; (2) a secretory barrier composed of antimicrobial peptides and mucus; and (3) an immune barrier composed of immune cells or immune molecules (<xref ref-type="bibr" rid="B3">Camara-Lemarroy et&#xa0;al., 2018</xref>), which gets damaged under colitis conditions (<xref ref-type="bibr" rid="B44">Ungaro et&#xa0;al., 2017</xref>). Tight junction molecules are often used to evaluate intestinal barrier function in colitis (<xref ref-type="bibr" rid="B10">Furuse et&#xa0;al., 1993</xref>; <xref ref-type="bibr" rid="B31">Miner-Williams and Moughan, 2016</xref>; <xref ref-type="bibr" rid="B32">Mirsepasi-Lauridsen et&#xa0;al., 2019</xref>). Also, our results showed that probiotics increased the expression of intestinal mucosal tight junction proteins, represented by JAM-1, ZO-1, and Occludin, at both transcription and protein levels. These markers indicated the recovery of the gut barrier and the alleviation of colitis symptoms, which may be attributed to the effect of <italic>Lactobacillus</italic> and <italic>Bifidobacterium</italic>. As supported by a systematic review, <italic>Lactobacillus</italic> and <italic>Bifidobacterium</italic> exerted the anti-inflammation effect mainly through the enhancement of tight junction function in colorectal cancer patients (<xref ref-type="bibr" rid="B47">Wierzbicka et&#xa0;al., 2021</xref>). In addition, researchers found that the application of <italic>Lactobacillus</italic> and <italic>Bifidobacterium</italic> restored the gut barrier and defended gut-derived pathogenic infections in neonatal rats and dinitrobenzene sulfonic acid (DNBS)-induced colitis mice (<xref ref-type="bibr" rid="B30">Mart&#xed;n et&#xa0;al., 2016</xref>; <xref ref-type="bibr" rid="B53">Zeng et&#xa0;al., 2017</xref>).</p>
<p>Moreover, the microbiome and metabolome analysis indicated that probiotics treatment significantly improved the gut microbiota and promoted the production of bacteria-derived SCFAs. The microbiome composition displayed remarkable changes with the administration of the probiotic cocktail in this study, represented by increased <italic>Akkermansia</italic>, <italic>Bifidobacterium</italic>, and <italic>Blautia</italic>, and decreased <italic>Parasutterella. Akkermansia</italic> is a Gram-negative anaerobic bacterium that is reported to be selectively decreased in the fecal microbiome of IBD patients (<xref ref-type="bibr" rid="B36">Pittayanon et&#xa0;al., 2020</xref>). <italic>Akkermansia</italic> was also found to improve colitis-associated colorectal cancer and colitis through the alternation of cytotoxic T lymphocytes (CTLs), represented by CD8+ CTLs, CD16/32+ macrophages, and PD-1+ CTLs (<xref ref-type="bibr" rid="B40">Sun J et&#xa0;al., 2020</xref>). Moreover, our previous research showed that ketogenic diets improve colitis mice through enriching <italic>Akkermansia</italic>, enhancing intestinal barrier function, and reducing the production of group 3 innate lymphoid cells and associated inflammatory cytokines, which highlights the importance of our finding that <italic>Akkermansia</italic> was increased in the probiotics group (<xref ref-type="bibr" rid="B17">Kong et&#xa0;al., 2021a</xref>). Meanwhile, <italic>Bifidobacterium</italic> and <italic>Blautia</italic> were reported to alter gut microbiome dysbiosis, produce SCFAs, improve gut barrier function, block related pro-inflammatory cytokines, modulate T regulatory cells, and collectively blunt colitis in animal models (<xref ref-type="bibr" rid="B15">Kong et&#xa0;al., 2019</xref>; <xref ref-type="bibr" rid="B41">Sun S et&#xa0;al., 2020</xref>; <xref ref-type="bibr" rid="B5">Chen et&#xa0;al., 2021</xref>; <xref ref-type="bibr" rid="B9">Engevik et&#xa0;al., 2021</xref>; <xref ref-type="bibr" rid="B38">Song et&#xa0;al., 2021</xref>; <xref ref-type="bibr" rid="B50">Yang et&#xa0;al., 2021</xref>). However, <italic>Parasutterella</italic>, as a harmful bacterium that increased with the growth of age (<xref ref-type="bibr" rid="B21">Liu A et&#xa0;al., 2020</xref>), was found decreased after probiotics treatment. <italic>Parasutterella</italic> was also a key potentially pathogenic bacterium that is intensely associated with the progress of ulcerative colitis (<xref ref-type="bibr" rid="B14">Kim et&#xa0;al., 2020</xref>; <xref ref-type="bibr" rid="B40">Sun J et&#xa0;al., 2020</xref>). <italic>Lactobacillus</italic>, an SCFA-producing bacterium, was expected to increase but failed to populate during our research, probably due to its poor ability to colonize and the limited intervention time. However, its contribution can be seen through the alternation of <italic>Akkermansia</italic> and associated beneficial bacteria, which follows previous studies (<xref ref-type="bibr" rid="B46">Wang et&#xa0;al., 2021</xref>; <xref ref-type="bibr" rid="B54">Zhang et&#xa0;al., 2021</xref>).</p>
<p>Accumulating lines of evidence indicate that the intervention of probiotics makes it work through the alternation of fecal metabolites, especially SCFAs (<xref ref-type="bibr" rid="B17">Kong Q et&#xa0;al., 2021</xref>; <xref ref-type="bibr" rid="B54">Zhang et&#xa0;al., 2021</xref>). Thus, we performed the metabolome analysis using the fecal samples of colitis mice. Compared with the blank group, we found that DSS treatment significantly reduced the abundance of SCFAs, which could be reversed by the probiotics supplement, especially the upregulated propanoic acid and isobutyric acid, but not by healthy mice donor FMT and 5-ASA treatments. Clinical and basic studies confirm that microbiota-derived propionate acts directly on intestinal &#x3b3;&#x3b4; T cells, inhibiting their production of IL-17 and IL-22 mainly through a histone deacetylase-dependent manner (<xref ref-type="bibr" rid="B8">Dupraz et&#xa0;al., 2021</xref>). Moreover, animal and human studies found that a similar increase in SCFAs protected liver function, reduced intestinal inflammation, and protected against colorectal cancer through regulating CRP level and hepatic lipid metabolism, decreasing proinflammatory Th1 and Th17 cells, and increasing anti-inflammatory immune cells (<xref ref-type="bibr" rid="B1">Alrafas et&#xa0;al., 2020</xref>; <xref ref-type="bibr" rid="B55">Zi&#x119;tek et&#xa0;al., 2021</xref>). Furthermore, LeBlanc et&#xa0;al. claimed that <italic>Bifidobacterium</italic> produced acetate and formate in limited carbohydrate conditions, while supplying with carbohydrate could reproduce acetate and lactate (<xref ref-type="bibr" rid="B19">LeBlanc et&#xa0;al., 2017</xref>). Juneyoung et&#xa0;al. found that the transplantation of SCFA-producing bacteria represented by <italic>Bifidobacterium</italic> and <italic>Lactobacillus</italic> could alleviate neurological deficits and inflammation after stroke, and elevated SCFA concentrations of gut, brain, and plasma in aged stroke mice (<xref ref-type="bibr" rid="B20">Lee et&#xa0;al., 2020</xref>). In Spearman correlation analysis, beneficial bacteria including <italic>Ruminococcus, Bifidobacterium</italic>, and <italic>Allobaculum</italic> were significantly positively related to SCFA abundance, which was consistent with previous studies (<xref ref-type="bibr" rid="B15">Kong et&#xa0;al., 2019</xref>; <xref ref-type="bibr" rid="B20">Lee et&#xa0;al., 2020</xref>; <xref ref-type="bibr" rid="B45">Wang et&#xa0;al., 2020</xref>; <xref ref-type="bibr" rid="B38">Song et&#xa0;al., 2021</xref>). To sum up, the increased beneficial bacteria and their related metabolites (SCFAs) might be able to explain the mechanism by which probiotics alleviated the clinical and molecular changes associated with colitis.</p>
<p>These findings collectively supported the promising application of the probiotic cocktail in clinical practice. Despite our encouraging findings, there are several limitations that should be improved in our future work. Firstly, our work was only based on an animal model, and the actual therapeutic role of the probiotic cocktail in IBD patients remains undiscovered. This limitation is hoped to be solved by well-designed clinical trials based on sufficient patient resources. Secondly, the optimal working dose of the probiotic cocktail should be determined and more information on the affected microbiome should be provided by metagenomics sequencing instead of 16S rDNA sequencing. Finally, the molecular mechanisms of the probiotic cocktail in regulating barrier function and inflammatory cytokines still need to be further investigated in depth using <italic>in vitro</italic> and <italic>in vivo</italic> experiments.</p>
</sec>
<sec id="s6">
<title>Conclusion</title>
<p>Our study for the first time demonstrated that a novel probiotic cocktail can effectively alleviate intestinal inflammation in DSS-induced colitis mice. Probiotic cocktail intervention significantly decreased the level of pro-inflammatory cytokines, upregulated the expression of tight junction proteins, improved gut microbiota, and promoted the production of beneficial SCFAs. Although clinical validations are necessary, the probiotic cocktail has great potential to be developed as an effective therapeutic strategy for IBD patients.</p>
</sec>
<sec id="s7" sec-type="data-availability">
<title>Data Availability Statement</title>
<p>The data presented in the study are deposited in <uri xlink:href="https://www.ncbi.nlm.nih.gov">https://www.ncbi.nlm.nih.gov</uri>, accession number PRJNA819569.</p>
</sec>
<sec id="s8" sec-type="ethics-statement">
<title>Ethics Statement</title>
<p>The animal study was reviewed and approved by the Ethics Committee of Shanghai Tenth People&#x2019;s Hospital affiliated to Tongji University.</p>
</sec>
<sec id="s9" sec-type="author-contributions">
<title>Author Contributions</title>
<p>YFZ, YX, and XW contributed equally to this paper. YFZ and YX performed the experiments and drafted the manuscript. XW analyzed the data and helped with the polishing of the manuscript. LR and XY helped with the insightful discussions. YZ helped in attending to the mice. TS provided the probiotics and help in the gavage of mice. CK and LZ designed and supervised this study. All authors contributed to the article and approved the submitted version.</p>
</sec>
<sec sec-type="funding-information" id="s10">
<title>Funding</title>
<p>This study was supported by a research grant from Shanghai Municipal Health and Family Planning Commission (201740234), the Probiotics International Research Institute of Xiuyisheng (JYJSKF-2018080001), the Program of Jiangsu Commission of Health (No. M2020024), the Social Development Program of Yangzhou Science and Technology Bureau (No. YZ2020078), and the Lijieshou Intestinal Barrier Foundation (LJS-201903B).</p>
</sec>
<sec sec-type="COI-statement" id="s11">
<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 sec-type="disclaimer" id="s12">
<title>Publisher&#x2019;s Note</title>
<p>All claims expressed in this article are solely those of the authors and do not necessarily represent those of their affiliated organizations, or those of the publisher, the editors and the reviewers. Any product that may be evaluated in this article, or claim that may be made by its manufacturer, is not guaranteed or endorsed by the publisher.</p>
</sec>
</body>
<back>
<ack>
<title>Acknowledgments</title>
<p>We thank Shanghai Realbio Technology Co., Ltd. for the help of 16s rDNA sequencing and the analysis of the sequencing data.</p>
</ack>
<sec id="s13">
<title>Abbreviations</title>
<p>DAI, disease activity index; DSS, dextran sulfate sodium; FMT, fecal microbiota transplantation; HDI, histological damage index; SCFAs, short-chain fatty acids; IBD, inflammatory bowel disease; 5-ASA, 5-aminosalicylic acid.</p>
</sec>
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<title>References</title>
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