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<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>
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<article-meta>
<article-id pub-id-type="doi">10.3389/fmicb.2024.1479779</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>Characteristics of the gut microbiota and the effect of <italic>Bifidobacterium</italic> in very early-onset inflammatory bowel disease patients with IL10RA mutations</article-title>
</title-group>
<contrib-group>
<contrib contrib-type="author" equal-contrib="yes">
<name><surname>Xu</surname> <given-names>Xu</given-names></name>
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<contrib contrib-type="author" equal-contrib="yes">
<name><surname>Gao</surname> <given-names>Yuanqi</given-names></name>
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<contrib contrib-type="author">
<name><surname>Xiao</surname> <given-names>Yuan</given-names></name>
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<name><surname>Yu</surname> <given-names>Yi</given-names></name>
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<name><surname>Huang</surname> <given-names>Jiebin</given-names></name>
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<name><surname>Su</surname> <given-names>Wen</given-names></name>
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<name><surname>Li</surname> <given-names>Na</given-names></name>
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<name><surname>Xu</surname> <given-names>Chundi</given-names></name>
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<contrib contrib-type="author" corresp="yes">
<name><surname>Gao</surname> <given-names>Shenshen</given-names></name>
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<name><surname>Wang</surname> <given-names>Xinqiong</given-names></name>
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<aff id="aff1"><sup>1</sup><institution>Department of Pediatrics, Ruijin Hospital, Shanghai Jiao Tong University School of Medicine</institution>, <addr-line>Shanghai</addr-line>, <country>China</country></aff>
<aff id="aff2"><sup>2</sup><institution>Department of Tropical Diseases, The Second Affiliated Hospital of Hainan Medical University, Key Laboratory of Tropical Translational Medicine of Ministry of Education, NHC Key Laboratory of Tropical Disease Control, School of Tropical Medicine, Hainan Medical University, Haikou</institution>, <addr-line>Hainan</addr-line>, <country>China</country></aff>
<aff id="aff3"><sup>3</sup><institution>Clinical Research and Development Center of Shanghai Municipal Hospitals, Shanghai Shenkang Hospital Development Center</institution>, <addr-line>Shanghai</addr-line>, <country>China</country></aff>
<author-notes>
<fn fn-type="edited-by"><p>Edited by: Grace Nkechinyere Ijoma, University of South Africa, South Africa</p></fn>
<fn fn-type="edited-by"><p>Reviewed by: Yiwei Wang, Yale University, United States</p>
<p>Honghua Hu, Macquarie University, Australia</p></fn>
<corresp id="c001">&#x0002A;Correspondence: Xinqiong Wang <email>wangxq1983&#x00040;126.com</email></corresp>
<corresp id="c002">Shenshen Gao <email>gsscccp&#x00040;163.com</email></corresp>
<fn fn-type="equal" id="fn001"><p>&#x02020;These authors share first authorship</p></fn></author-notes>
<pub-date pub-type="epub">
<day>02</day>
<month>12</month>
<year>2024</year>
</pub-date>
<pub-date pub-type="collection">
<year>2024</year>
</pub-date>
<volume>15</volume>
<elocation-id>1479779</elocation-id>
<history>
<date date-type="received">
<day>12</day>
<month>08</month>
<year>2024</year>
</date>
<date date-type="accepted">
<day>12</day>
<month>11</month>
<year>2024</year>
</date>
</history>
<permissions>
<copyright-statement>Copyright &#x000A9; 2024 Xu, Gao, Xiao, Yu, Huang, Su, Li, Xu, Gao and Wang.</copyright-statement>
<copyright-year>2024</copyright-year>
<copyright-holder>Xu, Gao, Xiao, Yu, Huang, Su, Li, Xu, Gao and Wang</copyright-holder>
<license xlink:href="http://creativecommons.org/licenses/by/4.0/"><p>This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY). The use, distribution or reproduction in other forums is permitted, provided the original author(s) and the copyright owner(s) are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms.</p></license>
</permissions>
<abstract>
<p>Very early-onset inflammatory bowel disease (VEO-IBD) is a distinct subtype of inflammatory bowel disease (IBD) characterized by onset before the age of 6 years, and patients often exhibit more severe clinical features. Interleukin 10 receptor alpha (IL10RA) is a hotspot mutation in the Chinese population and is associated with a poor prognosis closely linked to the onset of IBD. However, limited knowledge exists regarding how the IL10RA mutation influences the host microbiota and its role in disease development. We employed 16S rRNA sequencing to conduct a comprehensive assessment of microbial changes in different types of IBD, employed database to thoroughly examine the influence of <italic>Bifidobacterium</italic> in IBD and to demonstrate a potential positive effect exerted by Bifidobacterium breve M16V (M16V) through a mouse model. The study demonstrated a significant reduction in the abundance and diversity of the gut microbiota among children with IL10RA mutations compared to those with late-onset pediatric IBD and nonmutated VEO-IBD. Furthermore, the analysis identified genera capable of distinguishing between various types of IBD, with the genus <italic>Bifidobacterium</italic> emerging as a potential standalone diagnostic indicator and <italic>Bifidobacterium</italic> may also be involved in related pathways that influence the progression of IBD, such as the biosynthesis of amino acids and inflammation-related pathways. This study corroborated the efficacy of <italic>Bifidobacterium</italic> in alleviating intestinal inflammation. The impact of IL10RA mutations on VEO-IBD may be mediated by alterations in microbes. M16V demonstrates efficacy in alleviating colitis and holds promise as a novel microbial therapy.</p></abstract>
<kwd-group>
<kwd><italic>Bifidobacterium</italic></kwd>
<kwd>dysbacteriosis</kwd>
<kwd>gut microbiota</kwd>
<kwd>IL10RA mutant</kwd>
<kwd>very early-onset IBD</kwd>
</kwd-group>
<counts>
<fig-count count="5"/>
<table-count count="3"/>
<equation-count count="0"/>
<ref-count count="59"/>
<page-count count="14"/>
<word-count count="8479"/>
</counts>
<custom-meta-wrap>
<custom-meta>
<meta-name>section-at-acceptance</meta-name>
<meta-value>Microorganisms in Vertebrate Digestive Systems</meta-value>
</custom-meta>
</custom-meta-wrap>
</article-meta>
</front>
<body>
<sec sec-type="intro" id="s1">
<title>1 Introduction</title>
<p>Inflammatory bowel diseases (IBDs), which encompass Crohn&#x00027;s disease, ulcerative colitis, and an unspecified subtype, are chronic immune-mediated intestinal disorders (Agrawal et al., <xref ref-type="bibr" rid="B3">2021</xref>). Global epidemiologic trends demonstrate an increasing incidence and prevalence of IBD (Ng et al., <xref ref-type="bibr" rid="B37">2017</xref>), which is influenced by environmental, genetic, immunological, and intestinal microecological factors (Abbas-Egbariya et al., <xref ref-type="bibr" rid="B1">2022</xref>; Khalili et al., <xref ref-type="bibr" rid="B24">2018</xref>; Peloquin et al., <xref ref-type="bibr" rid="B42">2016</xref>). However, the exact pathogenic mechanism remains elusive. Pediatric-onset IBD (PIBD), which affects children, presents with distinct challenges, with differences in growth, development, and clinical severity compared to adult-onset cases (Oliveira and Monteiro, <xref ref-type="bibr" rid="B40">2017</xref>). Recent advancements in sequencing technology have demonstrated a unique phenotype in children under 6 years of age, which is known as very early onset IBD (VEO-IBD) and which is often characterized by severe clinical manifestations (Hall and de Zoeten, <xref ref-type="bibr" rid="B20">2023</xref>; Uhlig et al., <xref ref-type="bibr" rid="B52">2014</xref>). Genetic factors are strongly associated with VEO-IBD, with 80 single gene mutations identified to date (Sharifinejad et al., <xref ref-type="bibr" rid="B46">2022</xref>; Uhlig et al., <xref ref-type="bibr" rid="B51">2021</xref>). IL10, which is crucial for intestinal homeostasis, offers protection from intestinal injury and limits the development of colitis (Zegarra Ruiz et al., <xref ref-type="bibr" rid="B59">2022</xref>). Mutations in IL10 and its receptor gene are clearly associated with VEO-IBD. A large cohort study suggests that a lack of IL10 or IL10 receptors can lead to severe colitis in newborns, which can be life-threatening and accompanied by multiple extraintestinal manifestations (Huang et al., <xref ref-type="bibr" rid="B21">2017</xref>).</p>
<p>Although genetic factors are significant in the development of VEO-IBD, the incidence and prevalence of this condition are escalating, indicating an influence from environmental and microbial factors on its development (Kuenzig et al., <xref ref-type="bibr" rid="B27">2022</xref>). Numerous studies have established a significant correlation between the gut microbiota and IBD (Lloyd-Price et al., <xref ref-type="bibr" rid="B31">2019</xref>; Ekstedt et al., <xref ref-type="bibr" rid="B15">2024</xref>), with some studies suggesting that the gut microbiota may serve as one of the primary driving factors (Nishida et al., <xref ref-type="bibr" rid="B38">2017</xref>; Kostic et al., <xref ref-type="bibr" rid="B25">2014</xref>). During the first few years of life, microbial communities exhibit inherent characteristics of reduced diversity, immaturity, and rapid fluctuations, which are closely aligned with the concurrent development of the immune system (Subramanian et al., <xref ref-type="bibr" rid="B47">2015</xref>; Bokulich et al., <xref ref-type="bibr" rid="B9">2016</xref>). Research has demonstrated the multifaceted influence of the intestinal microbiota on IBD across various age groups. This influence involves the presence of pathogenic microbial communities and immune dysregulation directed against commensal microbiota, ultimately resulting in dysbiosis within the microbial community structure (Haberman et al., <xref ref-type="bibr" rid="B19">2014</xref>; Olbj&#x000F8;rn et al., <xref ref-type="bibr" rid="B39">2019</xref>). Previous studies have demonstrated that both germ-free mice and germ-free IL-10 knockout mice fail to develop colitis, thereby confirming the role of the microbiota in the initiation and progression of inflammation. Additionally, the transplantation of feces from colitis mice to healthy mice can cause healthy mice to also develop colitis (Arnauts et al., <xref ref-type="bibr" rid="B4">2022</xref>; Wang et al., <xref ref-type="bibr" rid="B54">2019</xref>). But there are few studies related to gut microbes in children with either VEO-IBD or IL10 receptor-deficient IBD, as well as its underlying mechanisms. This study investigated the relationship between microbial ecological imbalance and intestinal inflammation in children with VEO-IBD and IL10RA mutations in IBD patients. Changes in the gut microbiota were analyzed to explore the relationship between microbial ecological imbalance and intestinal inflammation in children with IBD. Additionally, beneficial bacteria that may play a positive role in future research are identified to provide new therapeutic options.</p>
</sec>
<sec sec-type="materials and methods" id="s2">
<title>2 Materials and methods</title>
<sec>
<title>2.1 Diagnostic and inclusion criteria</title>
<p>In this study, we recruited two PIBD cohorts, VEO-IBD and late-onset IBD (LO-IBD), from Ruijin Hospital, Shanghai, between January 1, 2019, and December 31, 2022. We also recruited a group of healthy control (HC) subjects who were carefully matched by age across the VEO-IBD group. It should be noted that all participants and guardians who were enrolled provided informed consent. The enrollment followed the specific inclusion and exclusion criteria, which are provided in the follow.</p>
<p>The inclusion criteria included: (1) Participants must be aged between 0 and 18 to be eligible. (2) Each patient diagnosed with IBD underwent a complete physical examination, gastrointestinal endoscopy, pathology and radiological imaging, and the diagnosis was ultimately confirmed by three or more pediatricians. The diagnosis was made according to the Porto criteria (IBD Working Group of the European Society for Paediatric Gastroenterology, Hepatology and Nutrition, <xref ref-type="bibr" rid="B23">2005</xref>). (3) The control group was a healthy control population. (4) The participants and guardians were willing to cooperate in the collection of fecal samples and basic and clinical information. The exclusion criteria include: (1) medication history of antibiotics, probiotics, and immunosuppressants within 1 month before enrollment; (2) significant changes in dietary habits within 6 months before enrollment; (3) inability to cooperate or unwillingness to cooperate with this study. None of the children received any IBD-related treatment. The protocol was approved by the Institutional Review Board of Ruijin Hospital, Shanghai Jiao Tong University School of Medicine.</p>
<p>VEO-IBD is children with IBD between the ages of 0 and 6-years-old; LO-IBD is children with IBD between the ages of 6 and 18-years-old. Children diagnosed with VEO-IBD underwent further categorization through whole-exome sequencing into IL10RA-mutated and non-IL10RA-mutated groups.</p>
<p>Clinical data pertaining to the participants, including age, sex, weight, height, Body Mass Index (BMI), and laboratory findings [including C-reactive protein (CRP) and erythrocyte sedimentation rate (ESR)], were collected. We calculated height and weight Standard Deviation Score (SDS) based on age and sex, using survey data on the physical development of children in nine cities in China after taking height and weight measurements for all participants (Capital Institute of Pediatrics, The Coordinating Study Group of Nine Cities on the Physical Growth and Development of Children, <xref ref-type="bibr" rid="B12">2018</xref>). Symptoms of illness were extracted from the medical records. Disease activity in children was scored accordingly after sample collection by using the Children&#x00027;s Inflammatory Bowel Disease Activity Index, which includes the Pediatric Crohn&#x00027;s Disease Activity Index (PCDAI) and Pediatric Ulcerative Colitis Activity Index (PUCAI) (Hyams et al., <xref ref-type="bibr" rid="B22">1992</xref>; Turner et al., <xref ref-type="bibr" rid="B49">2009</xref>).</p>
</sec>
<sec>
<title>2.2 Sample handling and 16S rRNA gene sequencing</title>
<p>All participants are required to provide a minimum of 3 g of stool sample. These samples were collected from the children&#x00027;s daily excretions, selected from the mid-ribs of the samples, and ensured that the samples selected did not contain urine. Samples are to be collected in a sterile specimen collector provided by the investigator in advance. After collection, the samples must be promptly transferred to a &#x02212;80&#x000B0;C ultra-low temperature cryogenic freezer for storage within 4 h. The collected samples were subjected to DNA extraction by using an E.Z.N.A. kit. The DNA concentration and purity were determined by using a NanoDrop 2000 spectrophotometer, and DNA quality was verified via 1% agarose gel electrophoresis. The concentration of all of the samples was kept above 50 &#x003BC;g/&#x003BC;l, and 10 ng of extracted DNA was split for 16S rRNA.</p>
<p>Total DNA extraction and PCR amplification were performed according to a previously described protocol (Wang et al., <xref ref-type="bibr" rid="B56">2021</xref>). Briefly, an E.Z.N.A.<sup>&#x000AE;</sup> soil kit (Omega Biotek, Norcross, GA, USA) was used for DNA extraction. The primers 338F (5&#x02032;-ACTCCTACGGGGAGGCAGCAG-3&#x02032;) and 806R (5&#x02032;-GGACTACHVGGGGTWTCTAAT-3&#x02032;) were used for PCR amplification of the V3&#x02013;V4 variable region. Subsequently, Illumina MiSeq platform (Illumina, San Diego, USA) standard operating procedures were followed for analysis, and the purified amplified fragments were utilized to construct PE 2<sup>&#x0002A;</sup>300 libraries. Sequencing was conducted using the Illumina MiSeq PE300 platform (Shanghai Meiji Biomedical Technology Co., Ltd.).</p>
</sec>
<sec>
<title>2.3 Bioinformatics analysis for interaction between host transcriptome and microbiota</title>
<p>We gathered 78 RNA-seq datasets and related 16S rRNA data to investigate the functions of <italic>Bifidobacterium</italic>. The RNA-seq database for pediatric IBD (project accession number E-MTAB-5464) was obtained from the European Bioinformatics Institute (EBI) at <ext-link ext-link-type="uri" xlink:href="https://www.ebi.ac.uk/gxa/experiments/E-MTAB-5464">https://www.ebi.ac.uk/gxa/experiments/E-MTAB-5464</ext-link>. Complementary 16S rRNA sequencing data from the same research study were acquired from the EBI, with the study identification number PRJEB6663. To discern variations in the microbial expression profiles, we employed <italic>t</italic>-tests for statistical inference. The diagnostic efficacy of <italic>Bifidobacterium</italic> populations was rigorously appraised utilizing the framework of ROC curves. Subsequently, the identification and functional interpretation of differentially expressed genes, as well as the enrichment analysis of Kyoto Encyclopedia of Genes and Genomes (KEGG) pathways, were conducted employing the robust computational tools provided by the R programming environment, specifically the limma and clusterProfiler packages.</p>
</sec>
<sec>
<title>2.4 Processing of mouse model samples and measurement of inflammatory factors</title>
<p>We administered drinking water to three groups of 8-week-old SPF wild-type C57BL/6 mice. <italic>Bifidobacterium</italic> breve M16V (M16V), which is a classical <italic>Bifidobacterium</italic>, was selected as our primary choice. The specific grouping scheme comprised the normal drinking water group, the 3% DSS-administered group, and the 3% DSS &#x0002B; M16V-administered group, with M16V administered at a dose of 2 &#x000D7; 10<sup>8</sup> CFU/day. The modeling period lasted for 7 days, and on the 8th day, samples were collected and processed from the three groups of mice. Weight changes, colon length, and disease activity index (DAI) scores were assessed. Colon tissues were harvested for pathological histological section analysis, followed by tissue scoring. The collected data were subsequently subjected to statistical analysis. Colon samples were collected from the mouse model, and the colon protein was obtained as previously described (Wang et al., <xref ref-type="bibr" rid="B55">2023</xref>). The total protein concentration was quantified by using a BCA assay (Thermo Fisher Scientific, MA, USA). All of the samples were diluted to a uniform concentration for further examination. Using a 10-plex magnetic bead-based immunoassay kit (Bio-Rad, CA, USA), the following cytokines were quantified: IL-10, IL-12, CXCL1, IFN-gamma, TNF-alpha, IL-1 beta, IL-2, IL-4, IL-5, and IL-6. The Bio-Plex 200 system was utilized for the analysis of the kit according to the manufacturer&#x00027;s directions. The results were analyzed by using a Luminex instrument.</p>
</sec>
<sec>
<title>2.5 Analysis of data</title>
<p>Categorical variables are displayed as frequencies along with their respective percentages. Continuous variables are expressed as the mean accompanied by the standard deviation. Fisher&#x00027;s exact test is suitable for cases with sample size <italic>N</italic> &#x0003C; 40 or theoretical frequency <italic>t</italic> &#x0003C; 1. To compare continuous variables between two groups, the Mann&#x02013;Whitney <italic>U</italic>-test was utilized. Spearman correlation analysis was conducted to evaluate the correlation between variables. Multiple tests were adjusted by using the conservative Bonferroni correction. A two-tailed <italic>P</italic>-value of &#x0003C; 0.05 was considered indicative of statistical significance. In the bioinformatics analyses, alpha diversity metrics and beta diversity were computed by using bray curtis distances and visualized through principal coordinate analysis (PCoA) by using the open-access online tool known as the Majorbio Platform. The comparison between the two samples was conducted using the Kruskal-Wallis test for significance assessment. Correlation analyses and Receiver Operating Characteristic (ROC) analyses were conducted by using the heatmap package in R, the pROC package, and the ggplot2 package to evaluate the diagnostic value of the identified indicators (Robin et al., <xref ref-type="bibr" rid="B45">2011</xref>).</p>
</sec>
</sec>
<sec sec-type="results" id="s3">
<title>3 Results</title>
<sec>
<title>3.1 Clinical data characterizing the patients and the controls</title>
<p>A total of 32 children diagnosed with VEO-IBD, 32 children with LO-IBD, and 15 healthy children were enrolled in the study. We conducted exome sequencing to identify mutation information for all VEO-IBD children. IL10RA mutations were identified in 16 patients, as detailed in <xref ref-type="table" rid="T1">Table 1</xref>. In line with our study&#x00027;s objectives, we provided detailed clinical information for children across the IL10RA mutation, non-IL10RA mutation, LO-IBD and HC groups. Specifically, <xref ref-type="table" rid="T2">Table 2</xref> presents the comprehensive clinical data, symptoms, and laboratory parameters for all three IBD groups and the HC controls. Our analysis demonstrated that children with IL10RA mutations were diagnosed at a significantly younger age than those without mutations (<italic>P</italic> = 0.0012). Additionally, children with IL10RA mutations exhibited markedly higher levels of inflammatory markers, including CRP and ESR, compared to the non-mutated group, with significant disparities in PCUAI/PCDAI scores. Clinical symptoms, including perianal lesions and fever, were more prevalent among children with IL10RA mutations than among those in the nonmutated group. These findings collectively suggest that children harboring the IL10RA mutation exhibit greater disease activity and severity than those without the mutation.</p>
<table-wrap position="float" id="T1">
<label>Table 1</label>
<caption><p>Mutation information for children with VEO-IBD<sup>&#x0002A;</sup>.</p></caption>
<table frame="box" rules="all">
<thead>
<tr style="background-color:#919498;color:#ffffff">
<th valign="top" align="left"><bold>Patient</bold></th>
<th valign="top" align="center"><bold>Gene</bold></th>
<th valign="top" align="center"><bold>Variant (allele 1)</bold></th>
<th valign="top" align="center"><bold>ACMG (P/LP)</bold></th>
<th valign="top" align="center"><bold>Variant (allele 2)</bold></th>
<th valign="top" align="center"><bold>ACMG (P/LP)</bold></th>
</tr>
</thead>
<tbody>
<tr>
<td valign="top" align="left">1</td>
<td valign="top" align="center">IL10RA</td>
<td valign="top" align="center">c.301 C&#x0003E;T</td>
<td valign="top" align="center">P</td>
<td valign="top" align="center">c.301 C&#x0003E;T</td>
<td valign="top" align="center">P</td>
</tr>
<tr>
<td valign="top" align="left">2</td>
<td valign="top" align="center">IL10RA</td>
<td valign="top" align="center">c.299 T&#x0003E;G</td>
<td valign="top" align="center">P</td>
<td valign="top" align="center">c.301 C&#x0003E;T</td>
<td valign="top" align="center">P</td>
</tr>
<tr>
<td valign="top" align="left">3</td>
<td valign="top" align="center">IL10RA</td>
<td valign="top" align="center">c.191 A&#x0003E;G</td>
<td valign="top" align="center">LP</td>
<td valign="top" align="center">c.537 G&#x0003E;A</td>
<td valign="top" align="center">P</td>
</tr>
<tr>
<td valign="top" align="left">4</td>
<td valign="top" align="center">IL10RA</td>
<td valign="top" align="center">c.493 C&#x0003E;T</td>
<td valign="top" align="center">P</td>
<td valign="top" align="center">c.301 C&#x0003E;T</td>
<td valign="top" align="center">p</td>
</tr>
<tr>
<td valign="top" align="left">5</td>
<td valign="top" align="center">IL10RA</td>
<td valign="top" align="center">c.301 C&#x0003E;T</td>
<td valign="top" align="center">P</td>
<td valign="top" align="center">c.537 G&#x0003E;A</td>
<td valign="top" align="center">P</td>
</tr>
<tr>
<td valign="top" align="left">6</td>
<td valign="top" align="center">IL10RA</td>
<td valign="top" align="center">c.350 G&#x0003E;A</td>
<td valign="top" align="center">P</td>
<td valign="top" align="center">c.493 C&#x0003E;T</td>
<td valign="top" align="center">P</td>
</tr>
<tr>
<td valign="top" align="left">7</td>
<td valign="top" align="center">IL10RA</td>
<td valign="top" align="center">c.301 C&#x0003E;T</td>
<td valign="top" align="center">P</td>
<td valign="top" align="center">c.436delC</td>
<td valign="top" align="center">P</td>
</tr>
<tr>
<td valign="top" align="left">8</td>
<td valign="top" align="center">IL10RA</td>
<td valign="top" align="center">c.301 C&#x0003E;T</td>
<td valign="top" align="center">P</td>
<td valign="top" align="center">c.537 G&#x0003E;A</td>
<td valign="top" align="center">P</td>
</tr>
<tr>
<td valign="top" align="left">9</td>
<td valign="top" align="center">IL10RA</td>
<td valign="top" align="center">c.421 G&#x0003E;A</td>
<td valign="top" align="center">P</td>
<td valign="top" align="center">c.537 G&#x0003E;A</td>
<td valign="top" align="center">P</td>
</tr>
<tr>
<td valign="top" align="left">10</td>
<td valign="top" align="center">IL10RA</td>
<td valign="top" align="center">c.109G&#x0003E;T</td>
<td valign="top" align="center">LP</td>
<td valign="top" align="center">c.301 C&#x0003E;T</td>
<td valign="top" align="center">P</td>
</tr>
<tr>
<td valign="top" align="left">11</td>
<td valign="top" align="center">IL10RA</td>
<td valign="top" align="center">c.301 C&#x0003E;T</td>
<td valign="top" align="center">P</td>
<td valign="top" align="center">c.537 G&#x0003E;A</td>
<td valign="top" align="center">P</td>
</tr>
<tr>
<td valign="top" align="left">12</td>
<td valign="top" align="center">IL10RA</td>
<td valign="top" align="center">c.302G&#x0003E;A</td>
<td valign="top" align="center">LP</td>
<td valign="top" align="center">c.349C&#x0003E;T</td>
<td valign="top" align="center">P</td>
</tr>
<tr>
<td valign="top" align="left">13</td>
<td valign="top" align="center">IL10RA</td>
<td valign="top" align="center">c.299 T&#x0003E;G</td>
<td valign="top" align="center">P</td>
<td valign="top" align="center">c.569T&#x0003E;G</td>
<td valign="top" align="center">LP</td>
</tr>
<tr>
<td valign="top" align="left">14</td>
<td valign="top" align="center">IL10RA</td>
<td valign="top" align="center">c.537 G&#x0003E;A</td>
<td valign="top" align="center">P</td>
<td valign="top" align="center">c.537 G&#x0003E;A</td>
<td valign="top" align="center">P</td>
</tr>
<tr>
<td valign="top" align="left">15</td>
<td valign="top" align="center">IL10RA</td>
<td valign="top" align="center">c.299 T&#x0003E;G</td>
<td valign="top" align="center">P</td>
<td valign="top" align="center">c.299 T&#x0003E;G</td>
<td valign="top" align="center">P</td>
</tr>
<tr>
<td valign="top" align="left">16</td>
<td valign="top" align="center">IL10RA</td>
<td valign="top" align="center">c.299 T&#x0003E;G</td>
<td valign="top" align="center">P</td>
<td valign="top" align="center">c.299 T&#x0003E;G</td>
<td valign="top" align="center">P</td>
</tr></tbody>
</table>
<table-wrap-foot>
<p><sup>&#x0002A;</sup>Where the gene information not shown is for children with non-mutated VEO-IBD.</p>
</table-wrap-foot>
</table-wrap>
<table-wrap position="float" id="T2">
<label>Table 2</label>
<caption><p>Clinical data characterizing the patients and the controls.</p></caption>
<table frame="box" rules="all">
<thead>
<tr style="background-color:#919498;color:#ffffff">
<th/>
<th valign="top" align="center" colspan="3"><bold>VEO-IBD</bold></th>
<th valign="top" align="center"><bold>LO-IBD</bold></th>
<th valign="top" align="center"><bold>P2</bold></th>
<th valign="top" align="center"><bold>HC</bold></th>
<th valign="top" align="center"><bold>P3</bold></th>
</tr>
</thead>
<tbody>
<tr style="background-color:#919498;color:#ffffff">
<td/>
<td valign="top" align="center"><bold>IL10RA mutation</bold></td>
<td valign="top" align="center"><bold>Non-IL10RA mutation</bold></td>
<td valign="top" align="center"><bold>P1</bold></td>
<td/>
<td/>
<td/>
<td/>
</tr>
<tr>
<td valign="top" align="left">Samples</td>
<td valign="top" align="center">16</td>
<td valign="top" align="center">16</td>
<td valign="top" align="center">NA</td>
<td valign="top" align="center">32</td>
<td valign="top" align="center">NA</td>
<td valign="top" align="center">15</td>
<td valign="top" align="center">NA</td>
</tr>
<tr>
<td valign="top" align="left">Age (year)</td>
<td valign="top" align="center">1.25 &#x000B1; 0.74</td>
<td valign="top" align="center">2.75 &#x000B1; 1.57</td>
<td valign="top" align="center">0.0012</td>
<td valign="top" align="center">12.7 &#x000B1; 21.9</td>
<td valign="top" align="center">&#x0003C; 0.001</td>
<td valign="top" align="center">2.1 &#x000B1; 1.51</td>
<td valign="top" align="center">0.5189</td>
</tr>
<tr>
<td valign="top" align="left">Sex (boy/girl)</td>
<td valign="top" align="center">10/6</td>
<td valign="top" align="center">10/6</td>
<td valign="top" align="center">&#x0003E;0.999</td>
<td valign="top" align="center">20/12</td>
<td valign="top" align="center">&#x0003E;0.999</td>
<td valign="top" align="center">5/10</td>
<td valign="top" align="center">&#x0003E;0.999</td>
</tr>
<tr>
<td valign="top" align="left">Weight-SDS</td>
<td valign="top" align="center">&#x02212;0.66 &#x000B1; 1.50</td>
<td valign="top" align="center">0.19 &#x000B1; 2.49</td>
<td valign="top" align="center">0.4677</td>
<td valign="top" align="center">&#x02212;1.03 &#x000B1; 0.88</td>
<td valign="top" align="center">0.1357</td>
<td valign="top" align="center">NA</td>
<td valign="top" align="center">NA</td>
</tr>
<tr>
<td valign="top" align="left">Height-SDS</td>
<td valign="top" align="center">&#x02212;0.86 &#x000B1; 2.90</td>
<td valign="top" align="center">0.56 &#x000B1; 3.37</td>
<td valign="top" align="center">0.2242</td>
<td valign="top" align="center">&#x02212;1.13 &#x000B1; 1.42</td>
<td valign="top" align="center">0.3142</td>
<td valign="top" align="center">NA</td>
<td valign="top" align="center">NA</td>
</tr>
<tr>
<td valign="top" align="left">BMI (kg/m<sup>2</sup>)</td>
<td valign="top" align="center">15.06 &#x000B1; 1.98</td>
<td valign="top" align="center">15.48 &#x000B1; 1.54</td>
<td valign="top" align="center">0.3414</td>
<td valign="top" align="center">16.15 &#x000B1; 2.43</td>
<td valign="top" align="center">0.1606</td>
<td valign="top" align="center">NA</td>
<td valign="top" align="center">NA</td>
</tr>
<tr style="background-color:#dee1e1">
<td valign="top" align="left" colspan="8"><bold>Disease activity</bold></td>
</tr>
<tr>
<td valign="top" align="left">CRP (mg/L)</td>
<td valign="top" align="center">46.60 &#x000B1; 27.33</td>
<td valign="top" align="center">6.92 &#x000B1; 9.32</td>
<td valign="top" align="center">&#x0003C; 0.0001</td>
<td valign="top" align="center">12.43 &#x000B1; 29.21</td>
<td valign="top" align="center">0.0068</td>
<td valign="top" align="center">NA</td>
<td valign="top" align="center">NA</td>
</tr>
<tr>
<td valign="top" align="left">PCDAI/PUCAI score</td>
<td valign="top" align="center">40.44 &#x000B1; 16.26</td>
<td valign="top" align="center">15 &#x000B1; 10.21</td>
<td valign="top" align="center">&#x0003C; 0.0001</td>
<td valign="top" align="center">35.39 &#x000B1; 14.62</td>
<td valign="top" align="center">0.0655</td>
<td valign="top" align="center">NA</td>
<td valign="top" align="center">NA</td>
</tr>
<tr>
<td valign="top" align="left">ESR</td>
<td valign="top" align="center">19.38 &#x000B1; 14.32</td>
<td valign="top" align="center">13.06 &#x000B1; 15.56</td>
<td valign="top" align="center">0.0070</td>
<td valign="top" align="center">15.13 &#x000B1; 11.79</td>
<td valign="top" align="center">0.4085</td>
<td valign="top" align="center">NA</td>
<td valign="top" align="center">NA</td>
</tr>
<tr style="background-color:#dee1e1">
<td valign="top" align="left" colspan="8"><bold>Clinical manifestation</bold></td>
</tr>
<tr>
<td valign="top" align="left">Stomach</td>
<td valign="top" align="center">12.50%</td>
<td valign="top" align="center">31.25%</td>
<td valign="top" align="center">0.3944</td>
<td valign="top" align="center">75.00%</td>
<td valign="top" align="center">&#x0003C; 0.001</td>
<td valign="top" align="center">NA</td>
<td valign="top" align="center">NA</td>
</tr>
<tr>
<td valign="top" align="left">Diarrhea</td>
<td valign="top" align="center">93.75%</td>
<td valign="top" align="center">68.75%</td>
<td valign="top" align="center">0.1719</td>
<td valign="top" align="center">50.00%</td>
<td valign="top" align="center">0.0169</td>
<td valign="top" align="center">NA</td>
<td valign="top" align="center">NA</td>
</tr>
<tr>
<td valign="top" align="left">Hematochezia</td>
<td valign="top" align="center">87.50%</td>
<td valign="top" align="center">68.75%</td>
<td valign="top" align="center">0.3944</td>
<td valign="top" align="center">25.00%</td>
<td valign="top" align="center">&#x0003C; 0.001</td>
<td valign="top" align="center">NA</td>
<td valign="top" align="center">NA</td>
</tr>
<tr>
<td valign="top" align="left">Perianal lesions</td>
<td valign="top" align="center">68.75%</td>
<td valign="top" align="center">12.50%</td>
<td valign="top" align="center">0.0032</td>
<td valign="top" align="center">12.50%</td>
<td valign="top" align="center">0.0219</td>
<td valign="top" align="center">NA</td>
<td valign="top" align="center">NA</td>
</tr>
<tr>
<td valign="top" align="left">Fever</td>
<td valign="top" align="center">75.00%</td>
<td valign="top" align="center">37.50%</td>
<td valign="top" align="center">0.0076</td>
<td valign="top" align="center">47.00%</td>
<td valign="top" align="center">0.8029</td>
<td valign="top" align="center">NA</td>
<td valign="top" align="center">NA</td>
</tr></tbody>
</table>
<table-wrap-foot>
<p>P1 value for the comparison between IL10RA mutation group and non-IL10RA mutation group, P2 value for the comparison between VEO-IBD group and LO-IBD group, P3 value for the comparison between VEO-IBD group and HC group, SDS standard deviation score based on age and sex. CRP, C-reactive protein; PCDAI, pediatric Crohn&#x00027;s disease activity index; PUCAI, pediatric Ulcerative Colitis activity index; ESR, erythrocyte sedimentation Rate.</p>
</table-wrap-foot>
</table-wrap>
</sec>
<sec>
<title>3.2 Characterization of gut microbial diversity</title>
<p>Upon analyzing the gut microbiota in stool samples from children in comparison with the HC group, we observed reduced gut microbial alpha and beta diversity in both the VEO-IBD and LO-IBD groups. The Shannon indices were 1.94 &#x000B1; 0.90 for VEO-IBD, 2.35 &#x000B1; 0.54 for LO-IBD, and 2.66 &#x000B1; 0.50 for HC children (<xref ref-type="fig" rid="F1">Figure 1A</xref>). Furthermore, the microbial diversity in children with IL10RA mutations was lower than that in non-IL10RA mutations, showing Shannon indices of 1.60 &#x000B1; 0.90 for IL10RA mutations and 2.29 &#x000B1; 0.79 for non-IL10RA mutations, respectively (<xref ref-type="fig" rid="F1">Figure 1B</xref>).</p>
<fig id="F1" position="float">
<label>Figure 1</label>
<caption><p>Alpha and beta diversity of the gut microbiota. <bold>(A)</bold> Shannon index of gut microbes in three subgroups (VEO-IBD, LO-IBD, and HC). <bold>(B)</bold> Shannon indices of gut microbes in two subgroups (IL10RA-mutant VEO-IBD and non-IL10RA-mutant VEO-IBD). <bold>(C)</bold> PCoA plots of bray curtis distances of the gut microbial community structure in the three subgroups. <bold>(D)</bold> PCoA plots of bray curtis distances of the gut microbial community structure in the two subgroups. VEO-IBD, Very early-onset IBD group; LO-IBD, late-onset IBD group; HC, Healthy children group; non-IL10RA, non-IL10RA mutant VEO-IBD. &#x0002A;<italic>P</italic> &#x0003C; 0.05, &#x0002A;&#x0002A;<italic>P</italic> &#x0003C; 0.01, &#x0002A;&#x0002A;&#x0002A;<italic>P</italic> &#x0003C; 0.001.</p></caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fmicb-15-1479779-g0001.tif"/>
</fig>
<p>Analysis of beta diversity, which was measured as the bray curtis distance of the operational taxonomic unit (OTU) community structure, demonstrated that the microbiota of the HCs was more tightly clustered, thus indicating greater similarity in their microbial profiles. Conversely, microbial profiles in children with IBD showed alterations across all of the samples, particularly in VEO-IBD. Moreover, we found significant <italic>P</italic>-values within the groups as well, with the <italic>P</italic>-value between the VEO-IBD group and the IBD group being 1.23e-13, the <italic>P</italic>-value between the IBD group and the HC group being 0.004382, and the <italic>P</italic>-value between the VEO-IBD group and the HC group being 9.328e-13 (<xref ref-type="fig" rid="F1">Figure 1C</xref>). The microbiota of children with IL10RA mutations showed greater heterogeneity compared to that of non-mutated VEO-IBD patients (<xref ref-type="fig" rid="F1">Figure 1D</xref>).</p>
</sec>
<sec>
<title>3.3 Changing relationships of microbial structural groups</title>
<p>In the analysis of the fecal microbiota, we observed a rapidly expanding proportion of <italic>Proteobacteria</italic> and a significant decrease in <italic>Actinobacteria</italic> in children with IBD compared to those in the HCs (<xref ref-type="fig" rid="F2">Figure 2A</xref>). The percentage of <italic>Proteobacteria</italic> increased, while the percentage of <italic>Actinobacteria</italic> decreased in the IL10RA-mutant VEO-IBD group (<xref ref-type="fig" rid="F2">Figure 2B</xref>). These findings indicated that changes in <italic>Proteobacteria</italic> and <italic>Actinobacteria</italic> may be closely associated with IBD. At the genus level, <italic>Bacteroides, Escherichia-Shigella, Veillonella, Enterococcus</italic> and <italic>Bifidobacterium</italic> were the five genera with the greatest changes observed among the groups. The proportion of <italic>Bifidobacterium</italic>, which is an <italic>Actinobacteria</italic>, was markedly reduced (<xref ref-type="fig" rid="F2">Figure 2C</xref>). Further comparison between the two VEO-IBD groups and the healthy group revealed it was found that <italic>Bifidobacterium</italic> was less prevalent in the IL10RA group compared to the non-IL10RA group (<xref ref-type="fig" rid="F2">Figure 2D</xref>). We focused our analysis at the genus level and discovered through linear discriminant analysis (LDA) that the genus <italic>Bifidobacterium</italic> was significantly underrepresented in the VEO-IBD group, as illustrated in <xref ref-type="fig" rid="F2">Figure 2E</xref>. These findings suggest that <italic>Bifidobacterium</italic> could be a significant factor in the development or progression of IBD.</p>
<fig id="F2" position="float">
<label>Figure 2</label>
<caption><p>Structure and relative abundance analysis of the gut microbiota. <bold>(A)</bold> Percent community abundance at the phylum level of the gut microbiota in the three groups. <bold>(B)</bold> Percent community abundance at the phylum level of the gut microbiota in the two sub-groups. <bold>(C)</bold> Comparison of the five most variable microbes of gut microorganisms in the HC, LO-IBD and VEO-IBD subgroups. <bold>(D)</bold> Comparison of the five most variable microbes of gut microorganisms in the HC, non-IL10RA and IL10RA subgroups. <bold>(E)</bold> The LDA results were compared between VEO-IBD patients and HCs (LDA score &#x0003E; 4). VEO-IBD, Very early-onset IBD group; LO-IBD, late-onset IBD group; HC, Healthy Children group; non-IL10RA, non-IL10RA mutant VEO-IBD.</p></caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fmicb-15-1479779-g0002.tif"/>
</fig>
</sec>
<sec>
<title>3.4 Correlation of clinical data with samples and the diagnostic value of ROC curves</title>
<p>By analyzing the correlation among clinical data, microbes, and children diagnosed with IBD, we observed a stronger correlation between PCDAI/PUCAI scores and the type of IBD in the children. Most children with VEO-IBD exhibited higher scores than children with LO-IBD (<xref ref-type="fig" rid="F3">Figure 3A</xref>). Further examination of the correlation between microbes and clinical data demonstrated a predominantly negative correlation between inflammatory markers (CRP, ESR and DAI) and <italic>Bifidobacterium</italic>, which aligned with our expectations and suggested a likelihood of dysbiosis among children with IBD (<xref ref-type="fig" rid="F3">Figure 3B</xref>). ROC curve analysis was employed to further evaluate the differential microbes and explore their diagnostic value for IBD. The five most abundant genera (<italic>Bacteroides, Escherichia-Shigella, Veillonella, Enterococcus</italic> and <italic>Bifidobacterium</italic>) were included in the optimal classification model. We isolated the genera to pinpoint the most effective diagnostic marker through binomial logistic regression analysis. <italic>Bifidobacterium</italic> showed considerable diagnostic potential in both models (IBD group and HC group, VEO-IBD group and HC group). The area under the curve (AUC) was 0.88 for the IBD model (95% CI: 0.78&#x02013;0.97, <italic>P</italic> = 0.001, cutoff value: 0.0028) and 0.91 for the VEO-IBD model (95% CI: 0.82&#x02013;1.0, <italic>P</italic> = 0.001, cutoff value: 0.0076; <xref ref-type="fig" rid="F3">Figures 3C</xref>, <xref ref-type="fig" rid="F3">D</xref>). This suggests that the <italic>Bifidobacterium</italic> genus could be a valuable microbial marker for distinguishing in diagnostic models. In addition, an additional functional prediction analysis, performed on the microbial variations within our cohort, suggests that <italic>Bifidobacterium</italic> may contribute to the pathogenesis of IBD primarily through its impact on some metabolism-related pathways (<xref ref-type="fig" rid="F3">Figure 3E</xref>). The result suggests that <italic>Bifidobacterium</italic> may be involved in disease progression by influencing metabolic pathways or metabolites, and this finding is supported by other studies (Marteau et al., <xref ref-type="bibr" rid="B35">2001</xref>).</p>
<fig id="F3" position="float">
<label>Figure 3</label>
<caption><p>Relationships and functional predictions between the microbiota and ROC curve analysis of diagnostic indicators. <bold>(A)</bold> Correlation analysis between clinical data of children with VEO-IBD and those of children with LO-IBD. <bold>(B)</bold> Correlation analysis between clinical data and the top 20 genera. <bold>(C)</bold> ROC curves of the model were evaluated by using five major genera separately for identifying IBD patients and HC patients, optimal cutoff value for <italic>Bifidobacterium</italic> is 0.0028. <bold>(D)</bold> ROC curves of the model were evaluated by using five major genera separately for identifying VEO-IBD patients and HC patients, optimal cutoff value for <italic>Bifidobacterium</italic> is 0.0076. <bold>(E)</bold> Functional pre-diction analysis between children with IBD and HCs. ROC, Receiver Operating Characteristic; VEO-IBD, Very early-onset IBD group; HC, Healthy Children group.</p></caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fmicb-15-1479779-g0003.tif"/>
</fig>
</sec>
<sec>
<title>3.5 Multi-omics analysis reveals the alleviating effects of <italic>Bifidobacterium</italic> on IBD</title>
<p>A total of 78 RNA sequencing datasets were obtained after stringent filtration and control for subsequent analysis. The collated differential gene dataset is presented in <xref ref-type="table" rid="T3">Table 3</xref>. The detailed procedure of the study is shown in <xref ref-type="fig" rid="F4">Figure 4A</xref>. We confirmed the significance of the difference in <italic>Bifidobacterium</italic> expression between PIBD and the control group (<xref ref-type="fig" rid="F4">Figure 4B</xref>). Analyzing the performance curves of the subjects also demonstrated diagnostic significance, boasting an AUC of 0.8 (95% CI: 0.0047&#x02013;0.008, cutoff value: 0.0025; <xref ref-type="fig" rid="F4">Figure 4C</xref>). A set was downloaded from the European Bioinformatics Institute (EBI) database and analyzed to identify the differentially expressed genes (|logFC|&#x0003E; 1 and adjust <italic>P</italic> &#x0003C; 0.05). Visual mapping of the differential genes also revealed the presence of up-regulated genes (label in red) and down-regulated genes (label in blue) and identified <italic>Bifidobacterium</italic> in the KEGG pathway, which may be involved in the disease process primarily through its involvement in certain inflammatory pathways and calcium signaling pathways (<xref ref-type="fig" rid="F4">Figures 4D</xref>, <xref ref-type="fig" rid="F4">E</xref>). Previous studies have precisely shown that the calcium pathway is closely related to the intestinal mucosal barrier, and damage to the intestinal mucosal barrier induces colitis, thus further highlighting the close association between microbes and colitis (Engevik et al., <xref ref-type="bibr" rid="B16">2019</xref>).</p>
<table-wrap position="float" id="T3">
<label>Table 3</label>
<caption><p>Differentially expressed gene matrix.</p></caption>
<table frame="box" rules="all">
<thead>
<tr style="background-color:#919498;color:#ffffff">
<th valign="top" align="left"><bold>Gene name</bold></th>
<th valign="top" align="center"><bold>Log fold change</bold></th>
<th valign="top" align="center"><bold>Possession adjusted</bold></th>
<th valign="top" align="center"><bold>Regulation</bold></th>
</tr>
</thead>
<tbody>
<tr>
<td valign="top" align="left">MIR4429</td>
<td valign="top" align="center">1.130068</td>
<td valign="top" align="center">5.98E-05</td>
<td valign="top" align="center">Up</td>
</tr>
<tr>
<td valign="top" align="left">NEDD1</td>
<td valign="top" align="center">&#x02212;1.04241</td>
<td valign="top" align="center">0.000416</td>
<td valign="top" align="center">Down</td>
</tr>
<tr>
<td valign="top" align="left">GLS</td>
<td valign="top" align="center">&#x02212;1.14737</td>
<td valign="top" align="center">0.000478</td>
<td valign="top" align="center">Down</td>
</tr>
<tr>
<td valign="top" align="left">RELL1</td>
<td valign="top" align="center">1.075475</td>
<td valign="top" align="center">0.001472</td>
<td valign="top" align="center">Up</td>
</tr>
<tr>
<td valign="top" align="left">SLC6A18</td>
<td valign="top" align="center">&#x02212;1.17724</td>
<td valign="top" align="center">0.001491</td>
<td valign="top" align="center">Down</td>
</tr>
<tr>
<td valign="top" align="left">SMAD9</td>
<td valign="top" align="center">&#x02212;1.01755</td>
<td valign="top" align="center">0.002078</td>
<td valign="top" align="center">Down</td>
</tr>
<tr>
<td valign="top" align="left">ETFDH</td>
<td valign="top" align="center">&#x02212;1.21429</td>
<td valign="top" align="center">0.003668</td>
<td valign="top" align="center">Down</td>
</tr>
<tr>
<td valign="top" align="left">KLC4</td>
<td valign="top" align="center">&#x02212;1.07548</td>
<td valign="top" align="center">0.003686</td>
<td valign="top" align="center">Down</td>
</tr>
<tr>
<td valign="top" align="left">SEPTIN14</td>
<td valign="top" align="center">&#x02212;1.01302</td>
<td valign="top" align="center">0.00371</td>
<td valign="top" align="center">Down</td>
</tr>
<tr>
<td valign="top" align="left">ZCWPW2</td>
<td valign="top" align="center">&#x02212;1.03986</td>
<td valign="top" align="center">0.003769</td>
<td valign="top" align="center">Down</td>
</tr>
<tr>
<td valign="top" align="left">PPP1R14C</td>
<td valign="top" align="center">&#x02212;1.07689</td>
<td valign="top" align="center">0.004016</td>
<td valign="top" align="center">Down</td>
</tr>
<tr>
<td valign="top" align="left">CCDC152</td>
<td valign="top" align="center">&#x02212;1.39869</td>
<td valign="top" align="center">0.004222</td>
<td valign="top" align="center">Down</td>
</tr>
<tr>
<td valign="top" align="left">TNC</td>
<td valign="top" align="center">&#x02212;1.20926</td>
<td valign="top" align="center">0.00565</td>
<td valign="top" align="center">Down</td>
</tr>
<tr>
<td valign="top" align="left">JAKMIP3</td>
<td valign="top" align="center">&#x02212;1.81906</td>
<td valign="top" align="center">0.006016</td>
<td valign="top" align="center">Down</td>
</tr>
<tr>
<td valign="top" align="left">FAM227B</td>
<td valign="top" align="center">&#x02212;1.02448</td>
<td valign="top" align="center">0.006039</td>
<td valign="top" align="center">Down</td>
</tr>
<tr>
<td valign="top" align="left">PLOD3</td>
<td valign="top" align="center">&#x02212;1.4008</td>
<td valign="top" align="center">0.00643</td>
<td valign="top" align="center">Down</td>
</tr>
<tr>
<td valign="top" align="left">SURF1</td>
<td valign="top" align="center">1.235621</td>
<td valign="top" align="center">0.00652</td>
<td valign="top" align="center">Up</td>
</tr>
<tr>
<td valign="top" align="left">TMPRSS11E</td>
<td valign="top" align="center">&#x02212;1.28506</td>
<td valign="top" align="center">0.006809</td>
<td valign="top" align="center">Down</td>
</tr>
<tr>
<td valign="top" align="left">TMEM14C</td>
<td valign="top" align="center">&#x02212;1.06196</td>
<td valign="top" align="center">0.007438</td>
<td valign="top" align="center">Down</td>
</tr>
<tr>
<td valign="top" align="left">STC1</td>
<td valign="top" align="center">&#x02212;1.04183</td>
<td valign="top" align="center">0.007731</td>
<td valign="top" align="center">Down</td>
</tr>
<tr>
<td valign="top" align="left">LHFPL2</td>
<td valign="top" align="center">&#x02212;1.47191</td>
<td valign="top" align="center">0.008567</td>
<td valign="top" align="center">Down</td>
</tr>
<tr>
<td valign="top" align="left">MIR410</td>
<td valign="top" align="center">&#x02212;1.47031</td>
<td valign="top" align="center">0.009112</td>
<td valign="top" align="center">Down</td>
</tr>
<tr>
<td valign="top" align="left">SCUBE1</td>
<td valign="top" align="center">&#x02212;1.28033</td>
<td valign="top" align="center">0.009157</td>
<td valign="top" align="center">Down</td>
</tr>
<tr>
<td valign="top" align="left">TRIM46</td>
<td valign="top" align="center">&#x02212;1.15234</td>
<td valign="top" align="center">0.009232</td>
<td valign="top" align="center">Down</td>
</tr>
<tr>
<td valign="top" align="left">MIR1296</td>
<td valign="top" align="center">1.406179</td>
<td valign="top" align="center">0.009404</td>
<td valign="top" align="center">Up</td>
</tr>
<tr>
<td valign="top" align="left">ANKRD30A</td>
<td valign="top" align="center">&#x02212;1.5378</td>
<td valign="top" align="center">0.009776</td>
<td valign="top" align="center">Down</td>
</tr>
<tr>
<td valign="top" align="left">MAVS</td>
<td valign="top" align="center">&#x02212;1.3096</td>
<td valign="top" align="center">0.010101</td>
<td valign="top" align="center">Down</td>
</tr>
<tr>
<td valign="top" align="left">ITPRIPL1</td>
<td valign="top" align="center">&#x02212;1.02066</td>
<td valign="top" align="center">0.010203</td>
<td valign="top" align="center">Down</td>
</tr>
<tr>
<td valign="top" align="left">CHRDL2</td>
<td valign="top" align="center">&#x02212;1.04741</td>
<td valign="top" align="center">0.010297</td>
<td valign="top" align="center">Down</td>
</tr>
<tr>
<td valign="top" align="left">ZNF827</td>
<td valign="top" align="center">&#x02212;1.05006</td>
<td valign="top" align="center">0.013812</td>
<td valign="top" align="center">Down</td>
</tr>
<tr>
<td valign="top" align="left">TMEM79</td>
<td valign="top" align="center">&#x02212;1.0584</td>
<td valign="top" align="center">0.015136</td>
<td valign="top" align="center">Down</td>
</tr>
<tr>
<td valign="top" align="left">TLCD4</td>
<td valign="top" align="center">&#x02212;1.04782</td>
<td valign="top" align="center">0.015305</td>
<td valign="top" align="center">Down</td>
</tr>
<tr>
<td valign="top" align="left">RNF43</td>
<td valign="top" align="center">&#x02212;1.14717</td>
<td valign="top" align="center">0.016139</td>
<td valign="top" align="center">Down</td>
</tr>
<tr>
<td valign="top" align="left">NOS2</td>
<td valign="top" align="center">&#x02212;1.28675</td>
<td valign="top" align="center">0.017258</td>
<td valign="top" align="center">Down</td>
</tr>
<tr>
<td valign="top" align="left">LUM</td>
<td valign="top" align="center">1.120501</td>
<td valign="top" align="center">0.017446</td>
<td valign="top" align="center">Up</td>
</tr>
<tr>
<td valign="top" align="left">ABCA6</td>
<td valign="top" align="center">&#x02212;1.08074</td>
<td valign="top" align="center">0.019595</td>
<td valign="top" align="center">Down</td>
</tr>
<tr>
<td valign="top" align="left">NEXN</td>
<td valign="top" align="center">&#x02212;1.28313</td>
<td valign="top" align="center">0.020055</td>
<td valign="top" align="center">Down</td>
</tr>
<tr>
<td valign="top" align="left">FBLIM1</td>
<td valign="top" align="center">&#x02212;1.04548</td>
<td valign="top" align="center">0.020159</td>
<td valign="top" align="center">Down</td>
</tr>
<tr>
<td valign="top" align="left">PBX3</td>
<td valign="top" align="center">&#x02212;1.08509</td>
<td valign="top" align="center">0.021052</td>
<td valign="top" align="center">Down</td>
</tr>
<tr>
<td valign="top" align="left">ACRV1</td>
<td valign="top" align="center">&#x02212;1.49272</td>
<td valign="top" align="center">0.022134</td>
<td valign="top" align="center">Down</td>
</tr>
<tr>
<td valign="top" align="left">OLFM4</td>
<td valign="top" align="center">&#x02212;1.06287</td>
<td valign="top" align="center">0.022909</td>
<td valign="top" align="center">Down</td>
</tr>
<tr>
<td valign="top" align="left">CNKSR3</td>
<td valign="top" align="center">&#x02212;1.24027</td>
<td valign="top" align="center">0.023759</td>
<td valign="top" align="center">Down</td>
</tr>
<tr>
<td valign="top" align="left">PEX11A</td>
<td valign="top" align="center">&#x02212;1.43392</td>
<td valign="top" align="center">0.024272</td>
<td valign="top" align="center">Down</td>
</tr>
<tr>
<td valign="top" align="left">TAC1</td>
<td valign="top" align="center">&#x02212;1.4266</td>
<td valign="top" align="center">0.025547</td>
<td valign="top" align="center">Down</td>
</tr>
<tr>
<td valign="top" align="left">CA7</td>
<td valign="top" align="center">&#x02212;1.00543</td>
<td valign="top" align="center">0.026392</td>
<td valign="top" align="center">Down</td>
</tr>
<tr>
<td valign="top" align="left">SPATA16</td>
<td valign="top" align="center">&#x02212;1.07546</td>
<td valign="top" align="center">0.030295</td>
<td valign="top" align="center">Down</td>
</tr>
<tr>
<td valign="top" align="left">LATS2</td>
<td valign="top" align="center">&#x02212;1.64178</td>
<td valign="top" align="center">0.032524</td>
<td valign="top" align="center">Down</td>
</tr>
<tr>
<td valign="top" align="left">SCAPER</td>
<td valign="top" align="center">&#x02212;1.87843</td>
<td valign="top" align="center">0.032564</td>
<td valign="top" align="center">Down</td>
</tr>
<tr>
<td valign="top" align="left">PYURF</td>
<td valign="top" align="center">&#x02212;1.16489</td>
<td valign="top" align="center">0.033367</td>
<td valign="top" align="center">Down</td>
</tr>
<tr>
<td valign="top" align="left">ARRDC1</td>
<td valign="top" align="center">&#x02212;1.24227</td>
<td valign="top" align="center">0.03338</td>
<td valign="top" align="center">Down</td>
</tr>
<tr>
<td valign="top" align="left">TPSG1</td>
<td valign="top" align="center">&#x02212;1.00867</td>
<td valign="top" align="center">0.036535</td>
<td valign="top" align="center">Down</td>
</tr>
<tr>
<td valign="top" align="left">RND2</td>
<td valign="top" align="center">&#x02212;1.03246</td>
<td valign="top" align="center">0.038925</td>
<td valign="top" align="center">Down</td>
</tr>
<tr>
<td valign="top" align="left">SPMIP9</td>
<td valign="top" align="center">&#x02212;1.52054</td>
<td valign="top" align="center">0.042662</td>
<td valign="top" align="center">Down</td>
</tr>
<tr>
<td valign="top" align="left">KRT16</td>
<td valign="top" align="center">&#x02212;1.00303</td>
<td valign="top" align="center">0.044288</td>
<td valign="top" align="center">Down</td>
</tr>
<tr>
<td valign="top" align="left">MIR3921</td>
<td valign="top" align="center">&#x02212;1.13894</td>
<td valign="top" align="center">0.04429</td>
<td valign="top" align="center">Down</td>
</tr>
<tr>
<td valign="top" align="left">HMG20A</td>
<td valign="top" align="center">&#x02212;1.82247</td>
<td valign="top" align="center">0.048526</td>
<td valign="top" align="center">Down</td>
</tr></tbody>
</table>
</table-wrap>
<fig id="F4" position="float">
<label>Figure 4</label>
<caption><p>Multi-omics analysis reveals the role of <italic>Bifidobacterium</italic> on IBD. <bold>(A)</bold> The workflow of bioinformation analysis in the study. <bold>(B)</bold> Differences in <italic>Bifidobacterium</italic> expression in the two groups violin plots. <bold>(C)</bold> ROC curves were evaluated by using for identifying IBD patients and HC patients, optimal cutoff value for <italic>Bifidobacterium</italic> is 0.0025. <bold>(D)</bold> Differential gene volcano plots for different levels of expression in <italic>Bifidobacterium</italic>. <bold>(E)</bold> Bubble diagram of differential gene pathways with different expression levels in <italic>Bifidobacterium</italic>. &#x0002A;&#x0002A;&#x0002A;<italic>P</italic> &#x0003C; 0.001.</p></caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fmicb-15-1479779-g0004.tif"/>
</fig>
</sec>
<sec>
<title>3.6 The role of <italic>Bifidobacterium</italic> M16V in mouse models</title>
<p>We administered different treatments through the drinking water to three groups of mice, totaling 12 mice (<xref ref-type="fig" rid="F5">Figure 5A</xref>). At the final experimental endpoint, significant differences were observed. Comparison of the colon histopathology of the three groups of mice demonstrated that the M16V-treated colitis mouse model exhibited milder manifestations of colitis, with less infiltration of inflammatory cells, thus suggesting a positive effect of M16V on colitis according to tissue scoring (<xref ref-type="fig" rid="F5">Figure 5B</xref>). We recorded the trend of body weight changes in the three groups of mice and performed significance tests on the differences between the groups. Furthermore, we calculated DAI scores for the three groups of mice to evaluate the severity of colitis. Moreover, the DAI decreased after treatment with M16V, thus indicating that M16V supplementation improved intestinal inflammation (<xref ref-type="fig" rid="F5">Figure 5C</xref>). Quantitative analysis of ten factors demonstrated that among them, five inflammatory factors (CXCL1, IL-1 beta, IL-12, IL-5, and IL-10) exhibited a decreasing trend after the administration of M16V. This finding suggested that M16V can alleviate colitis by inhibiting inflammation (<xref ref-type="fig" rid="F5">Figure 5D</xref>). It provides scientific evidence for the further clinical application of <italic>Bifidobacterium</italic> M16V in the treatment of IBD.</p>
<fig id="F5" position="float">
<label>Figure 5</label>
<caption><p>Effect of <italic>Bifidobacterium</italic> on DSS-induced mouse models and Comparison of the levels of five inflammatory factors between three groups. <bold>(A)</bold> Establishment and treatment of mouse models. <bold>(B)</bold> Bar graph representation of histopathological samples of mouse colon and colonic tissue scores. <bold>(C)</bold> Graph of body weight changes in mice and DAI score changes in mice. <bold>(D)</bold> cxcl1; Il-1beta; Il-12; Il-5 and Il-10 between mice with inflammatory bowel disease and healthy mice. DAI score was calculated by a 0&#x02013;4 scale based on the following parameters: body weight loss (1, 1%&#x02212;5%; 2, 5%&#x02212;10%; 3, 10%&#x02212;15%; and 4, &#x02265;15%), stool consistency (0, normal; 2, loose stools; 4, diarrhea) and blood in the stool (0, no blood seen; 2, apparent blood with stool; 4, grossly bloody stool). Body weight change was calculated by subtracting the initial body weight from the final body weight of the mice. &#x0002A;<italic>P</italic> &#x0003C; 0.05; &#x0002A;&#x0002A;<italic>P</italic> &#x0003C; 0.01; &#x0002A;&#x0002A;&#x0002A;<italic>P</italic> &#x0003C; 0.001; &#x0002A;&#x0002A;&#x0002A;&#x0002A;<italic>P</italic> &#x0003C; 0.0001.</p></caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fmicb-15-1479779-g0005.tif"/>
</fig>
</sec>
</sec>
<sec sec-type="discussion" id="s4">
<title>4 Discussion</title>
<sec>
<title>4.1 Gut microbiota analysis in pediatric IBD patients</title>
<p>In this investigation, fecal specimens from three distinct cohorts of children (including VEO-IBD, LO-IBD, and HC patients) were subjected to comprehensive analysis to elucidate alterations in the gut microbiota. Our findings underscore a spectrum of intestinal microecological perturbations evident in pediatric patients with IBD, predominately characterized by a decrease in microbial abundance and diversity. This observation aligns with prevailing research (Li H. et al., <xref ref-type="bibr" rid="B28">2022</xref>) and is accompanied by a notable reduction in beneficial probiotic <italic>Bifidobacterium</italic>, which play pivotal roles in immunomodulation, cytokine homeostasis, and maintenance of mucosal integrity (Belkaid and Harrison, <xref ref-type="bibr" rid="B7">2017</xref>). Notably, these alterations were more conspicuous in the VEO-IBD subgroup. Moreover, our investigation demonstrates discernible dissimilarities and heightened heterogeneity in the microbial profiles of children harboring mutations in the IL10RA gene; this suggests a potential exacerbation of intestinal microecological imbalances attributable to this genetic variation. Specifically, the prevalence of <italic>Bifidobacterium</italic>, a key microbial genus, was significantly lower in the VEO-IBD group compared to the other groups. This finding indicates a possible association between <italic>Bifidobacterium</italic> abundance and the pathogenesis of IBD, suggesting that its reduction could have profound implications for disease progression. Furthermore, our study uncovered increased heterogeneity within the microbial profiles of children with IL10RA gene mutations, suggesting that genetic variations may further exacerbate intestinal microecological imbalances.</p>
</sec>
<sec>
<title>4.2 The role of genetic and microbial factors in the pathogenesis of IBD</title>
<p>Building on our findings, we explored the complex relationship between genetic factors and IBD. Children with early-onset IBD often exhibit more severe symptoms and a higher dependence on immunosuppressive drugs (Abraham et al., <xref ref-type="bibr" rid="B2">2012</xref>). Previous studies have shown that IBD is closely related to genetic factors, with over 200 loci of variation being identified as linked to disease development (Uhlig, <xref ref-type="bibr" rid="B50">2013</xref>). IL10 plays a key role in IL10-mediated signaling to control intestinal inflammation. A deficiency of IL10 and its receptor can lead to impaired signaling, which correspondingly leads to the development of VEO-IBD and a range of clinical signs and symptoms (Mao et al., <xref ref-type="bibr" rid="B34">2012</xref>; Liu and Anderson, <xref ref-type="bibr" rid="B30">2014</xref>). Recent cohort studies have demonstrated a negative correlation between the prevalence of single-gene pathogenicity in IBD patients and the age of disease onset.</p>
<p>The interrelationships between the microbiota, genetic factors, and environmental factors in the pathogenesis of IBD are extremely complex. Although a definitive link between classical pathogens and IBD remains elusive, evidence suggests that the commensal microbiota plays a pivotal role in IBD pathogenesis. For instance, studies have demonstrated that <italic>Aspergillus</italic> can induce colitis in IL10-deficient mice fed a high-fat diet (Devkota et al., <xref ref-type="bibr" rid="B13">2012</xref>), thus highlighting the potential influence of specific microbial strains on disease development. Furthermore, changes in the composition of the gut microbiota can lead to alterations in metabolites. Bile salt hydrolases in certain gut bacteria play a key role in bile acid modification, and impairment of their enzyme activity alters bile salt metabolism, thus rendering the bile acid receptor devoid of anti-inflammatory signaling (Duboc et al., <xref ref-type="bibr" rid="B14">2013</xref>; Cai et al., <xref ref-type="bibr" rid="B11">2022</xref>). Additionally, there are also some bacterial metabolism products, such as short-chain fatty acids (SCFAs), that have the capacity to activate colonic epithelial cells within NLRP3 inflammatory vesicles, thereby contributing to the prevention of colitis (Macia et al., <xref ref-type="bibr" rid="B33">2015</xref>). Recent years have seen an increasing emphasis on the complex interactions between genetic determinants and gut microbiota. Authoritative research has established that genetics significantly influence the composition of gut microbial communities (Lopera-Maya et al., <xref ref-type="bibr" rid="B32">2022</xref>; Qin et al., <xref ref-type="bibr" rid="B44">2022</xref>), with studies identifying a robust correlation between specific genes and bacterial abundance (Vich Vila et al., <xref ref-type="bibr" rid="B53">2018</xref>; Bonder et al., <xref ref-type="bibr" rid="B10">2016</xref>). Emerging evidence suggests that genetic factors play a crucial role in shaping the development and composition of the microbiota, thus modulating changes in cell surface glycosylation and thereby influencing gut microbes (Goodrich et al., <xref ref-type="bibr" rid="B18">2016</xref>; Kudelka et al., <xref ref-type="bibr" rid="B26">2020</xref>).</p>
<p>Our research revealed a heightened heterogeneity of microbiota in children with IL10RA gene mutations, indicating the potential impact of genetic factors on gut microbiota composition. These findings emphasize the impact of gene-microbiota interactions on IBD development. Furthermore, our study demonstrates that the genus <italic>Bifidobacterium</italic> is significantly underrepresented in VEO-IBD. Investigations into the correlation between microbiota and clinical parameters indicate that inflammatory markers, including CRP, ESR and DAI, are negatively correlated with <italic>Bifidobacterium</italic>. This suggests that probiotic interventions may offer promising therapeutic effects to address these microecological imbalances.</p>
</sec>
<sec>
<title>4.3 Therapeutic potential of probiotics and microbiota modulation</title>
<p>Our research has shown that <italic>Bifidobacterium</italic> are closely related to the calcium signaling pathway. The relationship between the calcium signaling pathway and the intestinal mucosal barrier implies that <italic>Bifidobacterium</italic> may be closely associated with gastrointestinal inflammation (Engevik et al., <xref ref-type="bibr" rid="B16">2019</xref>; Owen et al., <xref ref-type="bibr" rid="B41">2016</xref>). Thus, research on <italic>Bifidobacterium</italic> is a field with scientific promise and potential for clinical translation. M16V is one of the classes of <italic>Bifidobacterium</italic> that can be isolated from the gut of infants and has been referred to as an infantile human-residential <italic>Bifidobacterium</italic> in previous studies (Wong et al., <xref ref-type="bibr" rid="B58">2018</xref>). It has been shown to significantly inhibit Th2 and Th17 lymphocyte subsets, thus exerting a positive effect on early intestinal sectionalization. Additionally, there is considerable evidence for its utility in mitigating atopy and protecting preterm infants from neonatal necrotizing enterocolitis (Li N. et al., <xref ref-type="bibr" rid="B29">2022</xref>; Wong et al., <xref ref-type="bibr" rid="B57">2019</xref>). The study found that <italic>Bifidobacterium</italic> systematically altered gut microbiota composition in a Treg-dependent manner. This change enhanced mitochondrial fitness and IL-10-mediated suppressive functions of intestinal Tregs, contributing to colitis improvement (Sun et al., <xref ref-type="bibr" rid="B48">2020</xref>). Our study also suggests that <italic>Bifidobacterium</italic> M16V can alleviate intestinal inflammation in colitis. Other probiotics, such as <italic>Bacillus subtilis</italic>, have been shown to stimulate T-cell induction, while butyrate-producing species can bolster (Geirnaert et al., <xref ref-type="bibr" rid="B17">2017</xref>; Atarashi et al., <xref ref-type="bibr" rid="B6">2011</xref>). These findings have provided an avenue for innovative therapeutic approaches aimed at harnessing the therapeutic potential of the gut microbiota. Proposed interventions include the administration of multistrain probiotics to ameliorate colitis in UC patients (Bjarnason et al., <xref ref-type="bibr" rid="B8">2019</xref>), as well as the utilization of genetically modified <italic>Escherichia coli</italic> strains to enhance intestinal barrier function and confer resistance against colitis. There are still some risks associated with microbial therapies, such as probiotic bacteremia and the transfer of antibiotic resistance genes to the genomes of pathogenic microorganisms (Nawaz et al., <xref ref-type="bibr" rid="B36">2011</xref>; Arpi et al., <xref ref-type="bibr" rid="B5">2009</xref>). Therefore, the exploration of microbial therapies remains a promising avenue for novel therapeutic strategies in the management of IBD (Praveschotinunt et al., <xref ref-type="bibr" rid="B43">2019</xref>), thus warranting continued investigation and clinical consideration.</p>
</sec>
<sec>
<title>4.4 Study limitations and future directions</title>
<p>Our study had several limitations as an initial effort to develop a potential modality for microbial therapy. First, the study did not clarify the causal inference between imbalances in the microbiota and IBD, and <italic>Bifidobacterium</italic> M16V was not applied to the population to demonstrate its efficacy. Future randomized, double-blind clinical trials with wider patient populations and longer follow-up times are needed to assess its safety and efficacy. Second, 16S rRNA has limitations, and further studies may be needed to identify functional or metabolic changes in the microbiota. Finally, we have not yet elucidated the exact mechanism of <italic>Bifidobacterium</italic> in the progression of IBD; moreover, similar to other flora, <italic>Bifidobacterium</italic> may be involved in the development of disease through immune regulation, metabolite effects, and the modulation of inflammatory factors. Our study in an animal model provides a basis for its modulation of inflammatory factor release that is expected to provide a new direction for future research, which is a direction of our subsequent research that needs to be refined.</p>
</sec>
</sec>
</body>
<back>
<sec sec-type="data-availability" id="s5">
<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 in the article/supplementary material.</p>
</sec>
<sec sec-type="ethics-statement" id="s6">
<title>Ethics statement</title>
<p>The studies involving humans were approved by Institutional Review Board of Ruijin Hospital, Shanghai Jiao Tong University School of Medicine. The studies were conducted in accordance with the local legislation and institutional requirements. Written informed consent for participation in this study was provided by the participants&#x00027; legal guardians/next of kin. The animal study was approved by Institutional Review Board of Ruijin Hospital, Shanghai Jiao Tong University School of Medicine. The study was conducted in accordance with the local legislation and institutional requirements. Written informed consent was obtained from the minor(s)&#x00027; legal guardian/next of kin for the publication of any potentially identifiable images or data included in this article.</p>
</sec>
<sec sec-type="author-contributions" id="s7">
<title>Author contributions</title>
<p>XX: Conceptualization, Validation, Writing &#x02013; original draft. YG: Conceptualization, Data curation, Formal analysis, Writing &#x02013; original draft. YX: Conceptualization, Supervision, Writing &#x02013; review &#x00026; editing. YY: Data curation, Writing &#x02013; review &#x00026; editing. JH: Formal analysis, Writing &#x02013; review &#x00026; editing. WS: Conceptualization, Writing &#x02013; review &#x00026; editing. NL: Formal analysis, Writing &#x02013; review &#x00026; editing. CX: Project administration, Resources, Writing &#x02013; review &#x00026; editing. SG: Methodology, Resources, Writing &#x02013; review &#x00026; editing. XW: Writing &#x02013; review &#x00026; editing, Resources.</p>
</sec>
<sec sec-type="funding-information" id="s8">
<title>Funding</title>
<p>The author(s) declare financial support was received for the research, authorship, and/or publication of this article. The study was supported by the National Natural Science Foundation of China (grant nos. 81400588 to XW and 81741103 to CX) and Dipro Medical Research Foundation (DiPRO/2020Jun/SHRJ03).</p>
</sec>
<sec sec-type="COI-statement" id="conf1">
<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="s9">
<title>Publisher&#x00027;s note</title>
<p>All claims expressed in this article are solely those of the authors and do not necessarily represent those of their affiliated organizations, or those of the publisher, the editors and the reviewers. Any product that may be evaluated in this article, or claim that may be made by its manufacturer, is not guaranteed or endorsed by the publisher.</p>
</sec>
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