<?xml version="1.0" encoding="utf-8"?>
<!DOCTYPE article PUBLIC "-//NLM//DTD Journal Publishing DTD v2.3 20070202//EN" "journalpublishing.dtd">
<article article-type="research-article" xmlns:mml="http://www.w3.org/1998/Math/MathML" xmlns:xlink="http://www.w3.org/1999/xlink" xml:lang="EN">
<front>
<journal-meta>
<journal-id journal-id-type="publisher-id">Front. Pediatr.</journal-id>
<journal-title>Frontiers in Pediatrics</journal-title>
<abbrev-journal-title abbrev-type="pubmed">Front. Pediatr.</abbrev-journal-title>
<issn pub-type="epub">2296-2360</issn>
<publisher>
<publisher-name>Frontiers Media S.A.</publisher-name>
</publisher>
</journal-meta>
<article-meta>
<article-id pub-id-type="doi">10.3389/fped.2023.1133258</article-id>
<article-categories>
<subj-group subj-group-type="heading">
<subject>Pediatrics</subject>
<subj-group>
<subject>Original Research</subject>
</subj-group>
</subj-group>
</article-categories>
<title-group>
<article-title>Gut microbiota composition alteration analysis and functional categorization in children with growth hormone deficiency</article-title>
</title-group>
<contrib-group>
<contrib contrib-type="author"><name><surname>Huang</surname><given-names>Congfu</given-names></name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
<xref ref-type="author-notes" rid="an1"><sup>&#x2020;</sup></xref><uri xlink:href="https://loop.frontiersin.org/people/1135738/overview"/></contrib>
<contrib contrib-type="author"><name><surname>Meng</surname><given-names>Dongming</given-names></name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
<xref ref-type="author-notes" rid="an1"><sup>&#x2020;</sup></xref></contrib>
<contrib contrib-type="author"><name><surname>Li</surname><given-names>Yinhu</given-names></name>
<xref ref-type="aff" rid="aff2"><sup>2</sup></xref>
<xref ref-type="author-notes" rid="an1"><sup>&#x2020;</sup></xref><uri xlink:href="https://loop.frontiersin.org/people/1561531/overview" /></contrib>
<contrib contrib-type="author"><name><surname>Lu</surname><given-names>Shiyang</given-names></name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref></contrib>
<contrib contrib-type="author"><name><surname>Yang</surname><given-names>Wei</given-names></name>
<xref ref-type="aff" rid="aff3"><sup>3</sup></xref><uri xlink:href="https://loop.frontiersin.org/people/2186557/overview" /></contrib>
<contrib contrib-type="author"><name><surname>Wu</surname><given-names>Bin</given-names></name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref></contrib>
<contrib contrib-type="author"><name><surname>Chen</surname><given-names>Shufen</given-names></name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref></contrib>
<contrib contrib-type="author"><name><surname>Yang</surname><given-names>Zhenyu</given-names></name>
<xref ref-type="aff" rid="aff4"><sup>4</sup></xref><uri xlink:href="https://loop.frontiersin.org/people/677814/overview" /></contrib>
<contrib contrib-type="author" corresp="yes"><name><surname>Liu</surname><given-names>Haiying</given-names></name>
<xref ref-type="aff" rid="aff5"><sup>5</sup></xref>
<xref ref-type="corresp" rid="cor1">&#x002A;</xref><uri xlink:href="https://loop.frontiersin.org/people/1164355/overview" /></contrib>
</contrib-group>
<aff id="aff1"><label><sup>1</sup></label><addr-line>Department of Pediatrics</addr-line>, <institution>Longgang Maternity and Child Institute of Shantou University Medical College (Longgang District Maternity &#x0026; Child Healthcare Hospital of Shenzhen City)</institution>, <addr-line>Shenzhen</addr-line>, <country>China</country></aff>
<aff id="aff2"><label><sup>2</sup></label><addr-line>Department of Computer Science</addr-line>, <institution>City University of Hong Kong</institution>, <addr-line>Hong Kong, Hong Kong SAR</addr-line>, <country>China</country></aff>
<aff id="aff3"><label><sup>3</sup></label><addr-line>Department of Pediatrics</addr-line>, <institution>The People&#x2019;s Hospital of Shenzhen Baoan District</institution>, <addr-line>Shenzhen</addr-line>, <country>China</country></aff>
<aff id="aff4"><label><sup>4</sup></label><addr-line>School of Statistics and Data Science</addr-line>, <institution>NanKai University</institution>, <addr-line>Tianjin</addr-line>, <country>China</country></aff>
<aff id="aff5"><label><sup>5</sup></label><addr-line>Department of Pediatrics, Affiliated Shenzhen Maternity and Child Healthcare Hospital</addr-line>, <institution>Southern Medical University</institution>, <addr-line>Shenzhen</addr-line>, <country>China</country></aff>
<author-notes>
<fn fn-type="edited-by"><p><bold>Edited by:</bold> Eli Hershkovitz, Soroka Medical Center, Israel</p></fn>
<fn fn-type="edited-by"><p><bold>Reviewed by:</bold> Kiran Veer Sandhu, University College Cork, Ireland Szymon Skoczen, Jagiellonian University Medical College, Poland</p></fn>
<corresp id="cor1"><label>&#x002A;</label><bold>Correspondence:</bold> Haiying Liu <email>liuhaiying26@163.com</email></corresp>
<fn id="an1"><label><sup>&#x2020;</sup></label><p>These authors have contributed equally to this work</p></fn>
<fn fn-type="other" id="fn001"><p><bold>Specialty Section:</bold> This article was submitted to Pediatric Endocrinology, a section of the journal Frontiers in Pediatrics</p></fn>
</author-notes>
<pub-date pub-type="epub"><day>24</day><month>02</month><year>2023</year></pub-date>
<pub-date pub-type="collection"><year>2023</year></pub-date>
<volume>11</volume><elocation-id>1133258</elocation-id>
<history>
<date date-type="received"><day>28</day><month>12</month><year>2022</year></date>
<date date-type="accepted"><day>08</day><month>02</month><year>2023</year></date>
</history>
<permissions>
<copyright-statement>&#x00A9; 2023 Huang, Meng, Li, Lu, Yang, Wu, Chen, Yang and Liu.</copyright-statement>
<copyright-year>2023</copyright-year><copyright-holder>Huang, Meng, Li, Lu, Yang, Wu, Chen, Yang and Liu</copyright-holder><license license-type="open-access" xlink:href="http://creativecommons.org/licenses/by/4.0/">
<p>This is an open-access article distributed under the terms of the <ext-link ext-link-type="uri" xlink:href="http://creativecommons.org/licenses/by/4.0/">Creative Commons Attribution License (CC BY)</ext-link>. 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>
<sec><title>Objective</title>
<p>To study changes in the composition and functions of the gut microbiota (GM) in children with growth hormone deficiency (GHD) using high-throughput sequencing.</p>
</sec>
<sec><title>Methods</title>
<p>Thirty-three children with GHD diagnosed in Longgang District Maternity and Child Health Hospital were included in the disease group and 24 healthy children of the same age comprised the control group. Total DNA was extracted and amplified from stool samples obtained from all subjects. High-throughput sequencing was used to analyze the GM composition and functions.</p>
</sec>
<sec><title>Results</title>
<p>The GM from the two groups of children showed significant differences in &#x03B1;-diversity (<italic>P</italic>&#x2009;&#x003C;&#x2009;0.05). In comparison with the control group, the abundance of the phylum <italic>Bacteroidetes</italic> was significantly higher (45.96&#x0025; vs. 65.71&#x0025;) while the <italic>Firmicutes</italic> count was significantly lower (47.09&#x0025; vs. 25.20&#x0025;). At the genus level, the abundance of <italic>Prevotella</italic> in the disease group was significantly higher (3.16&#x0025; vs. 20.67&#x0025;) and that of <italic>Lachnospiracea incertae sedis</italic>, <italic>Clostridium</italic> XlVa, and <italic>Megamonas</italic> was lower (6.576&#x0025; vs. 1.75&#x0025;; 4.51&#x0025; vs. 0.80&#x0025;; 5.08&#x0025; vs. 2.02&#x0025;, respectively). GM functions, including those involved in membrane_transport, energy_metabolism, poorly_characterized, metabolism_of_cofactors_and_vitamins, glycan_biosynthesis_and_metabolism, transcription, folding,_sorting,_and_degradation, were significantly altered in the disease group. The abundance of various GM components was correlated with endocrine hormone levels.</p>
</sec>
<sec><title>Conclusion</title>
<p>Significant alterations in the GM are seen in children with growth hormone deficiency, which may affect both energy metabolism and the levels of endocrine hormones, potentially leading to growth restriction.</p>
</sec>
</abstract>
<kwd-group>
<kwd>high-throughput sequencing</kwd>
<kwd>growth hormone deficiency</kwd>
<kwd>GM</kwd>
<kwd>KEGG functional category</kwd>
<kwd>composition</kwd>
</kwd-group>
<contract-num rid="cn001">LGKCYLWS2019000186</contract-num>
<contract-num rid="cn002">JCYJ20220530155006013</contract-num>
<contract-num rid="cn003">FYB2017004</contract-num>
<contract-sponsor id="cn001">Longgang District Science and Technology Innovation Bureau</contract-sponsor>
<contract-sponsor id="cn002">Shenzhen Technology Bureau Foundation</contract-sponsor>
<contract-sponsor id="cn003">Internal project of Shenzhen Maternal and Child Health Hospital</contract-sponsor>
<counts>
<fig-count count="6"/>
<table-count count="3"/><equation-count count="0"/><ref-count count="33"/><page-count count="0"/><word-count count="0"/></counts>
</article-meta>
</front>
<body>
<sec id="s1" sec-type="intro"><label>1.</label><title>Introduction</title>
<p>Short stature is defined as a height of less than two standard deviations or less than the third percentile among children of the same sex, age, or race. Growth hormone deficiency (GHD) is a growth disorder caused by reduced or absent production of growth hormone (GH). It is one of the most common causes of short stature in children, accounting for 38.6&#x0025; of all causes (<xref ref-type="bibr" rid="B1">1</xref>). The worldwide incidence of GHD in children varies between 1/4,000 and 1/10,000 and most children show idiopathic GHD (<xref ref-type="bibr" rid="B2">2</xref>).</p>
<p>The stability of the gut microbiota (GM) is an important factor influencing the growth and development of children (<xref ref-type="bibr" rid="B3">3</xref>). Intestinal microorganisms and metabolites such as short-chain fatty acids (SCFAs) can regulate the production of hormones related to bone health, including sex steroids, vitamin D, and serotonin (<xref ref-type="bibr" rid="B4">4</xref>, <xref ref-type="bibr" rid="B5">5</xref>). In addition, they mediate signal transduction <italic>via</italic> the intestinal&#x2013;brain axis and affect the secretion of GH-releasing peptide, somatostatin, and leptin, all of which regulate the GH/insulin-like growth factor-1 (IGF-1) axis and modulate processes such as GH secretion, appetite regulation, and bone growth (<xref ref-type="bibr" rid="B1">1</xref>, <xref ref-type="bibr" rid="B6">6</xref>&#x2013;<xref ref-type="bibr" rid="B10">10</xref>). Growth hormone can not only directly promote the growth of all organs but also stimulate the production of IGF-1. The latter is an effective growth factor that plays a synergistic role with growth hormone to maintain overall growth and metabolism (<xref ref-type="bibr" rid="B11">11</xref>, <xref ref-type="bibr" rid="B12">12</xref>). Conversely, GH or IGF-1 can also affect the composition and functions of the GM in different ways (<xref ref-type="bibr" rid="B1">1</xref>). Li et al. (<xref ref-type="bibr" rid="B13">13</xref>) reported significant changes in the GM of children with idiopathic short stature where intestinal <italic>Clostridium</italic> and <italic>Eubacterium</italic> were significantly and positively correlated with their height standard deviation score (SDS) and IGF-1 SDS. The authors believed that the decrease in IGF-1 synthesis by <italic>Clostridium</italic> and <italic>Eubacterium</italic> through SCFAs might be one of the underlying causes.</p>
<p>The hypothalamus&#x2013;pituitary&#x2013;IGF-1 axis is the main hormonal regulator of growth and development, of which GH and IGF-1 are key components (<xref ref-type="bibr" rid="B14">14</xref>). GHD children have reduced levels of GH and IGF-1. Imbalances in the GM can lead to endocrine hormone disorders. We speculate that children with GHD may also have GM imbalances. In this study, the intestinal composition and function of GHD children and healthy children of the same age were compared, and correlations between their GM and several hormones were analyzed to explore the characteristics of the GM of GHD children and the possible mechanism of action.</p>
</sec>
<sec id="s2"><label>2.</label><title>Materials and methods</title>
<sec id="s2a"><label>2.1.</label><title>Sample screening</title>
<p>We selected 33 children with GHD diagnosed at Longgang District Maternity and Child Health Hospital as the disease group, and 24 healthy children of the same age as the control group. The ages of children in the two groups ranged between 5 and 14 years, with no statistical difference seen in the comparative analysis (<italic>P</italic>&#x2009;&#x003E;&#x2009;0.05) (<xref ref-type="table" rid="T1">Table&#x00A0;1</xref>). All the children with GHD were diagnosed at the Department of Growth and Development, Shenzhen Longgang District Maternity and Child Health Hospital. The disease group met the diagnostic criteria for GHD in Chinese children (<xref ref-type="bibr" rid="B15">15</xref>): &#x2460;&#x00A0;Below the third percentile of the height of normal healthy children of the same age and sex (&#x2212;1.88 standard deviations [&#x2212;1.88 SD] or minus 2 standard deviations [&#x2212;2 SD]); &#x2461; Annual growth rate &#x003C;5&#x2005;cm/year; &#x2462; Symmetrical dwarfism and childish face; &#x2463; Normal intelligence development; &#x2464; Bone age lagging behind actual age; &#x2465; Peak values of two GH drug provocation tests of &#x003C;10&#x2005;&#x00B5;g/L; &#x2466; Lower than normal level of serum IGF-1. The exclusion criteria for children in the two groups included: &#x2460;&#x00A0;Severe liver or gastrointestinal disorders; &#x2461; Severe infection; &#x2462; Treatment with antibiotics or probiotic preparations within one month before the test. All children provided informed consent from their guardians before enrollment.</p>
<table-wrap id="T1" position="float"><label>Table 1</label>
<caption><p>Comparison of clinical information between children in the disease and control groups (<inline-formula><mml:math xmlns:mml="http://www.w3.org/1998/Math/MathML" id="IM1"><mml:mrow><mml:mover><mml:mi>x</mml:mi><mml:mo stretchy="false">&#x00AF;</mml:mo></mml:mover></mml:mrow><mml:mo>&#x00B1;</mml:mo><mml:mi>s</mml:mi></mml:math></inline-formula>).</p></caption>
<table frame="hsides" rules="groups">
<colgroup>
<col align="left"/>
<col align="center"/>
<col align="center"/>
<col align="center"/>
<col align="center"/>
<col align="center"/>
</colgroup>
<thead>
<tr>
<th valign="top" align="left">Group</th>
<th valign="top" align="center">Age (year)</th>
<th valign="top" align="center">Gender (male/female)</th>
<th valign="top" align="center">Weight (kg)</th>
<th valign="top" align="center">Height (cm)</th>
<th valign="top" align="center">IGF-1</th>
</tr>
</thead>
<tbody>
<tr>
<td valign="top" align="left">Disease group (<italic>n</italic>&#x2009;&#x003D;&#x2009;33)</td>
<td valign="top" align="center">8.73&#x2009;&#x00B1;&#x2009;2.40</td>
<td valign="top" align="center">21/12</td>
<td valign="top" align="center">22.53&#x2009;&#x00B1;&#x2009;1.02</td>
<td valign="top" align="center">120.72&#x2009;&#x00B1;&#x2009;1.87</td>
<td valign="top" align="center">179.71&#x2009;&#x00B1;&#x2009;75.73</td>
</tr>
<tr>
<td valign="top" align="left">Control group (<italic>n</italic>&#x2009;&#x003D;&#x2009;24)</td>
<td valign="top" align="center">8.78&#x2009;&#x00B1;&#x2009;2.04</td>
<td valign="top" align="center">14/10</td>
<td valign="top" align="center">27.45&#x2009;&#x00B1;&#x2009;1.34</td>
<td valign="top" align="center">128.55&#x2009;&#x00B1;&#x2009;2.49</td>
<td valign="top" align="center">235.55&#x2009;&#x00B1;&#x2009;70.89</td>
</tr>
<tr>
<td valign="top" align="left">F/t Value</td>
<td valign="top" align="center">0.057</td>
<td valign="top" align="center">0.165</td>
<td valign="top" align="center">0.037</td>
<td valign="top" align="center">2.566</td>
<td valign="top" align="center">2.171</td>
</tr>
<tr>
<td valign="top" align="left"><italic>P</italic>-value</td>
<td valign="top" align="center">0.955</td>
<td valign="top" align="center">0.685</td>
<td valign="top" align="center">0.154</td>
<td valign="top" align="center">0.013</td>
<td valign="top" align="center">0.038</td>
</tr>
</tbody>
</table>
</table-wrap>
</sec>
<sec id="s2b"><label>2.2.</label><title>Sample handling and species annotation</title>
<sec id="s2b1"><label>2.2.1.</label><title>Collection of fecal samples for DNA extraction and sequencing from two groups of children</title>
<p>Approximately 5&#x2005;g of the middle section of the feces was collected and immediately frozen and stored at &#x2012;80&#x00B0;C. The samples were transported on dry ice to Shenzhen Micro Health Gene Technology Co., Ltd. for high-throughput sequencing. MoBio&#x0027;s PowerSoil&#x00AE; DNA Isolation Kit was used to extract bacterial DNA from fecal samples. Amplification of the V3 &#x2013; V4 region of the 16S rRNA gene in DNA was performed by polymerase chain reaction (PCR). Amplified samples were sequenced using the Illumina MiSeq high-throughput sequencing platform.</p>
</sec>
<sec id="s2b2"><label>2.2.2.</label><title>Sequencing data analysis</title>
<p>Low-quality reads were filtered from the sequencing data using self-programming bioinformatics tools, and the data were spliced using FLASH software (v12.11, <ext-link ext-link-type="uri" xlink:href="http://ccb.jhu.edu/software/FLASH/index.shtml">http://ccb.jhu.edu/software/FLASH/index.shtml</ext-link>). The splicing sequences were aggregated into OTUs (sortable elements) with USEARCH, which were compared with the bacterial library (Greengene V201305) to obtain the GM compositions of all samples. The bacterial abundance in the samples of both groups was analyzed only at the phylum and genus levels.</p>
</sec>
</sec>
<sec id="s2c"><label>2.3.</label><title>Statistical methods</title>
<p>The ade4 package in R (v3.3.3) software was used to perform principal component analysis (PCA) based on the composition and relative abundance of bacteria in all samples at the genus level. The overall distribution of the microbiota compositions in the two groups was plotted. Bacteria were classified to the phylum and genus levels, and different species between the two groups were investigated by the Wilcoxon method where <italic>P</italic>&#x2009;&#x003C;&#x2009;0.05 indicated a significant difference. The 16S rDNA sequencing data were used to evaluate differences in bacterial functions between the two groups of children based on the functional analysis performed by the Kyoto Encyclopedia of Genes and Genomes (KEGG) database. SPSS 22.0 software was used for general data analysis. The age, weight, height, and IGF-1 values were compared by <italic>&#x03C7;</italic><sup>2</sup> tests or two-group independent sample <italic>t</italic>-tests.</p>
</sec>
</sec>
<sec id="s3" sec-type="results"><label>3.</label><title>Results</title>
<sec id="s3a"><label>3.1.</label><title>Comparison of differences in the composition of the GM</title>
<p>The GM of two groups of children showed significant differences in &#x03B1;-diversity (<italic>P</italic>&#x2009;&#x003D;&#x2009;0.033) (<xref ref-type="fig" rid="F1">Figure&#x00A0;1</xref>). We used PCA to reduce the dimensionality of the GM data of the two groups, finding that there were marked differences in the GM between the two groups. The genera that contributed most to this difference included <italic>Prevotella</italic> (<italic>P</italic>&#x2009;&#x003C;&#x2009;0.001), <italic>Megamonas</italic> (<italic>P</italic>&#x2009;&#x003D;&#x2009;0.01), <italic>Bacteroides</italic> (<italic>P</italic>&#x2009;&#x003D;&#x2009;0.765), <italic>Bifidobacterium</italic> (<italic>P</italic>&#x2009;&#x003D;&#x2009;0.011), and <italic>Faecalibacterium</italic> (<italic>P</italic>&#x2009;&#x003D;&#x2009;0.094) (<xref ref-type="fig" rid="F2">Figure&#x00A0;2</xref>).</p>
<fig id="F1" position="float"><label>Figure 1</label>
<caption><p>Chart showing comparison of microbiota diversity between the two groups.</p></caption>
<graphic xmlns:xlink="http://www.w3.org/1999/xlink" xlink:href="fped-11-1133258-g001.tif"/>
</fig>
<fig id="F2" position="float"><label>Figure 2</label>
<caption><p>Principal component analysis.</p></caption>
<graphic xmlns:xlink="http://www.w3.org/1999/xlink" xlink:href="fped-11-1133258-g002.tif"/>
</fig>
</sec>
<sec id="s3b"><label>3.2.</label><title>Comparison of the dominant bacterial phyla between the two groups of children</title>
<p>The top five dominant bacterial phyla differed between the groups with a significant increase in the abundance of <italic>Bacteroides</italic> in the disease group (<italic>P</italic>&#x2009;&#x003D;&#x2009;0.000) together with a significant reduction in the abundance of <italic>Firmicutes</italic> (<italic>P</italic>&#x2009;&#x003D;&#x2009;0.000). In addition, there was also a significant difference between the two groups in the abundance of <italic>Fusobacteria</italic> and <italic>Actinomycetes</italic> (<italic>P</italic>&#x2009;&#x003C;&#x2009;0.05) (<xref ref-type="table" rid="T2">Table&#x00A0;2</xref> and <xref ref-type="fig" rid="F3">Figure&#x00A0;3</xref>).</p>
<fig id="F3" position="float"><label>Figure 3</label>
<caption><p>Comparison of the GM levels in the two groups.</p></caption>
<graphic xmlns:xlink="http://www.w3.org/1999/xlink" xlink:href="fped-11-1133258-g003.tif"/>
</fig>
<table-wrap id="T2" position="float"><label>Table 2</label>
<caption><p>Analysis of dominant bacteria in children in the disease and control groups (top 5).</p></caption>
<table frame="hsides" rules="groups">
<colgroup>
<col align="left"/>
<col align="center"/>
<col align="center"/>
<col align="center"/>
<col align="center"/>
<col align="center"/>
<col align="center"/>
</colgroup>
<thead>
<tr>
<th valign="top" align="left" rowspan="2">Top 5 dominant phyla</th>
<th valign="top" align="center" colspan="2">Disease group</th>
<th valign="top" align="center" colspan="2">Control group</th>
<th valign="top" align="center" rowspan="2"><italic>P</italic>-value</th>
<th valign="top" align="center" rowspan="2">FDR</th>
</tr>
<tr>
<th valign="top" align="center">Mean (&#x0025;)</th>
<th valign="top" align="center">SD (&#x0025;)</th>
<th valign="top" align="center">Mean (&#x0025;)</th>
<th valign="top" align="center">SD (&#x0025;)</th>
</tr>
</thead>
<tbody>
<tr>
<td valign="top" align="left"><italic>Bacteroidetes</italic></td>
<td valign="top" align="center">65.71</td>
<td valign="top" align="center">18.02</td>
<td valign="top" align="center">45.96</td>
<td valign="top" align="center">21.21</td>
<td valign="top" align="center">0.000</td>
<td valign="top" align="center">0.002</td>
</tr>
<tr>
<td valign="top" align="left"><italic>Firmicutes</italic></td>
<td valign="top" align="center">25.20</td>
<td valign="top" align="center">12.11</td>
<td valign="top" align="center">47.09</td>
<td valign="top" align="center">20.66</td>
<td valign="top" align="center">0.000</td>
<td valign="top" align="center">0.000</td>
</tr>
<tr>
<td valign="top" align="left"><italic>Proteobacteria</italic></td>
<td valign="top" align="center">4.90</td>
<td valign="top" align="center">8.28</td>
<td valign="top" align="center">2.80</td>
<td valign="top" align="center">1.86</td>
<td valign="top" align="center">0.312</td>
<td valign="top" align="center">0.369</td>
</tr>
<tr>
<td valign="top" align="left"><italic>Fusobacteria</italic></td>
<td valign="top" align="center">2.71</td>
<td valign="top" align="center">9.86</td>
<td valign="top" align="center">1.54</td>
<td valign="top" align="center">4.69</td>
<td valign="top" align="center">0.011</td>
<td valign="top" align="center">0.018</td>
</tr>
<tr>
<td valign="top" align="left"><italic>Actinobacteria</italic></td>
<td valign="top" align="center">1.14</td>
<td valign="top" align="center">3.64</td>
<td valign="top" align="center">2.54</td>
<td valign="top" align="center">2.98</td>
<td valign="top" align="center">0.002</td>
<td valign="top" align="center">0.004</td>
</tr>
</tbody>
</table>
</table-wrap>
</sec>
<sec id="s3c"><label>3.3.</label><title>Comparison of the dominant bacterial genera between the two groups of children</title>
<p>We selected the top 15 dominant bacterial genera in the two groups for comparison. The results showed that the abundance of <italic>Prevotella</italic>, <italic>Fusobacterium</italic>, <italic>Klebsiella</italic>, and <italic>Alistipes</italic> was significantly increased in the disease group (<italic>P</italic>&#x2009;&#x003C;&#x2009;0.05) while that of <italic>Lachnospiracea incertae sedis</italic>, <italic>Megamonas</italic>, <italic>Blautia</italic>, <italic>Clostridium</italic> XlVa, <italic>Bifidobacterium,</italic> and <italic>Eubacterium</italic> was significantly decreased (<italic>P</italic>&#x2009;&#x003C;&#x2009;0.05) (<xref ref-type="table" rid="T3">Table&#x00A0;3</xref> and <xref ref-type="fig" rid="F4">Figure&#x00A0;4</xref>).</p>
<fig id="F4" position="float"><label>Figure 4</label>
<caption><p>Comparison of the abundance of bacterial genera between the two groups. Remarks: &#x002A; indicates <italic>P</italic>&#x2009;&#x003C;&#x2009;0.05, &#x002A;&#x002A; indicates <italic>P</italic>&#x2009;&#x003C;&#x2009;0.01, and &#x002A;&#x002A;&#x002A; indicates <italic>P</italic>&#x2009;&#x003C;&#x2009;0.001 statistically significant differences between the two groups. The higher the number of asterisks, more significant the difference.</p></caption>
<graphic xmlns:xlink="http://www.w3.org/1999/xlink" xlink:href="fped-11-1133258-g004.tif"/>
</fig>
<table-wrap id="T3" position="float"><label>Table 3</label>
<caption><p>Comparison of the top 15 dominant bacterial genera in the two groups of children.</p></caption>
<table frame="hsides" rules="groups">
<colgroup>
<col align="left"/>
<col align="center"/>
<col align="center"/>
<col align="center"/>
<col align="center"/>
<col align="center"/>
<col align="center"/>
</colgroup>
<thead>
<tr>
<th valign="top" align="left" rowspan="2">Top 15 dominant genus</th>
<th valign="top" align="center" colspan="2">Disease group</th>
<th valign="top" align="center" colspan="2">Control group</th>
<th valign="top" align="center" rowspan="2"><italic>P</italic>-value</th>
<th valign="top" align="center" rowspan="2">FDR</th>
</tr>
<tr>
<th valign="top" align="center">Mean (&#x0025;)</th>
<th valign="top" align="center">SD (&#x0025;)</th>
<th valign="top" align="center">Mean (&#x0025;)</th>
<th valign="top" align="center">SD (&#x0025;)</th>
</tr>
</thead>
<tbody>
<tr>
<td valign="top" align="left"><italic>Prevotella</italic></td>
<td valign="top" align="center">20.67</td>
<td valign="top" align="center">29.63</td>
<td valign="top" align="center">3.16</td>
<td valign="top" align="center">14.46</td>
<td valign="top" align="center">0.000</td>
<td valign="top" align="center">0.000</td>
</tr>
<tr>
<td valign="top" align="left"><italic>Lachnospiracea incertae sedis</italic></td>
<td valign="top" align="center">1.75</td>
<td valign="top" align="center">1.34</td>
<td valign="top" align="center">6.57</td>
<td valign="top" align="center">4.70</td>
<td valign="top" align="center">0.000</td>
<td valign="top" align="center">0.000</td>
</tr>
<tr>
<td valign="top" align="left"><italic>Megamonas</italic></td>
<td valign="top" align="center">2.019</td>
<td valign="top" align="center">2.85</td>
<td valign="top" align="center">5.08</td>
<td valign="top" align="center">15.17</td>
<td valign="top" align="center">0.001</td>
<td valign="top" align="center">0.008</td>
</tr>
<tr>
<td valign="top" align="left"><italic>Blautia</italic></td>
<td valign="top" align="center">1.69</td>
<td valign="top" align="center">0.82</td>
<td valign="top" align="center">4.05</td>
<td valign="top" align="center">3.59</td>
<td valign="top" align="center">0.027</td>
<td valign="top" align="center">0.077</td>
</tr>
<tr>
<td valign="top" align="left"><italic>Clostridium</italic> XlVa</td>
<td valign="top" align="center">0.80</td>
<td valign="top" align="center">0.67</td>
<td valign="top" align="center">4.51</td>
<td valign="top" align="center">4.32</td>
<td valign="top" align="center">0.000</td>
<td valign="top" align="center">0.000</td>
</tr>
<tr>
<td valign="top" align="left"><italic>Fusobacterium</italic></td>
<td valign="top" align="center">2.71</td>
<td valign="top" align="center">9.86</td>
<td valign="top" align="center">1.54</td>
<td valign="top" align="center">4.69</td>
<td valign="top" align="center">0.012</td>
<td valign="top" align="center">0.041</td>
</tr>
<tr>
<td valign="top" align="left"><italic>Bifidobacterium</italic></td>
<td valign="top" align="center">1.03</td>
<td valign="top" align="center">3.64</td>
<td valign="top" align="center">2.17</td>
<td valign="top" align="center">2.89</td>
<td valign="top" align="center">0.011</td>
<td valign="top" align="center">0.040</td>
</tr>
<tr>
<td valign="top" align="left"><italic>Klebsiella</italic></td>
<td valign="top" align="center">1.89</td>
<td valign="top" align="center">8.21</td>
<td valign="top" align="center">0.10</td>
<td valign="top" align="center">0.25</td>
<td valign="top" align="center">0.004</td>
<td valign="top" align="center">0.017</td>
</tr>
<tr>
<td valign="top" align="left"><italic>Alistipes</italic></td>
<td valign="top" align="center">1.62</td>
<td valign="top" align="center">2.95</td>
<td valign="top" align="center">0.28</td>
<td valign="top" align="center">0.55</td>
<td valign="top" align="center">0.006</td>
<td valign="top" align="center">0.022</td>
</tr>
<tr>
<td valign="top" align="left"><italic>Gemmiger</italic></td>
<td valign="top" align="center">1.00</td>
<td valign="top" align="center">1.82</td>
<td valign="top" align="center">0.90</td>
<td valign="top" align="center">1.79</td>
<td valign="top" align="center">0.031</td>
<td valign="top" align="center">0.084</td>
</tr>
<tr>
<td valign="top" align="left"><italic>Roseburia</italic></td>
<td valign="top" align="center">0.63</td>
<td valign="top" align="center">0.81</td>
<td valign="top" align="center">0.61</td>
<td valign="top" align="center">1.22</td>
<td valign="top" align="center">0.018</td>
<td valign="top" align="center">0.052</td>
</tr>
<tr>
<td valign="top" align="left"><italic>Ruminococcus2</italic></td>
<td valign="top" align="center">0.41</td>
<td valign="top" align="center">0.60</td>
<td valign="top" align="center">0.79</td>
<td valign="top" align="center">0.79</td>
<td valign="top" align="center">0.022</td>
<td valign="top" align="center">0.064</td>
</tr>
<tr>
<td valign="top" align="left"><italic>Streptococcus</italic></td>
<td valign="top" align="center">0.18</td>
<td valign="top" align="center">0.31</td>
<td valign="top" align="center">0.75</td>
<td valign="top" align="center">1.14</td>
<td valign="top" align="center">0.043</td>
<td valign="top" align="center">0.098</td>
</tr>
<tr>
<td valign="top" align="left"><italic>Oscillibacter</italic></td>
<td valign="top" align="center">0.42</td>
<td valign="top" align="center">0.53</td>
<td valign="top" align="center">0.20</td>
<td valign="top" align="center">0.29</td>
<td valign="top" align="center">0.041</td>
<td valign="top" align="center">0.098</td>
</tr>
<tr>
<td valign="top" align="left"><italic>Eubacterium</italic></td>
<td valign="top" align="center">0.02</td>
<td valign="top" align="center">0.04</td>
<td valign="top" align="center">0.58</td>
<td valign="top" align="center">2.71</td>
<td valign="top" align="center">0.046</td>
<td valign="top" align="center">0.103</td>
</tr>
</tbody>
</table>
</table-wrap>
</sec>
<sec id="s3d"><label>3.4.</label><title>Alterations of GM functions in the GHD children</title>
<p>In comparison with the healthy children, the GHD patients showed significant changes in GM functions, including the decreased &#x201C;Membrane transport&#x201D; (<italic>P</italic>&#x2009;&#x003C;&#x2009;0.001, FDR&#x2009;&#x003C;&#x2009;0.001), &#x201C;Lipid metabolism&#x201D; (<italic>P</italic>&#x2009;&#x003D;&#x2009;0.025, FDR&#x2009;&#x003D;&#x2009;0.042), and &#x201C;Transcription&#x201D; (<italic>P</italic>&#x2009;&#x003C;&#x2009;0.001, FDR&#x2009;&#x003C;&#x2009;0.001, <xref ref-type="fig" rid="F5">Figure&#x00A0;5</xref>), which indicated the. In contrast, the functional categories, such as &#x201C;Energy metabolism&#x201D; (<italic>P</italic>&#x2009;&#x003C;&#x2009;0.001, FDR&#x2009;&#x003C;&#x2009;0.001), &#x201C;Metabolism of cofactors and vitamins&#x201D; (<italic>P</italic>&#x2009;&#x003C;&#x2009;0.001, FDR&#x2009;&#x003C;&#x2009;0.001), &#x201C;Nucleotide metabolism&#x201D; (<italic>P</italic>&#x2009;&#x003D;&#x2009;0.008, FDR&#x2009;&#x003D;&#x2009;0.016), &#x201C;Glycan biosynthesis and metabolism&#x201D; (<italic>P</italic>&#x2009;&#x003C;&#x2009;0.001, FDR&#x2009;&#x003C;&#x2009;0.001), and &#x201C;Folding sorting and degradation&#x201D; (<italic>P</italic>&#x2009;&#x003C;&#x2009;0.001, FDR&#x2009;&#x003C;&#x2009;0.001) were enriched in the GHD patients (<xref ref-type="fig" rid="F5">Figure&#x00A0;5</xref>). These elevated GM metabolic activities in the GHD patients, especially the &#x201C;Glycan biosynthesis and metabolism&#x201D; function, affect the neuro-regulations in hosts and is probably related to the occurrence of GHD.</p>
<fig id="F5" position="float"><label>Figure 5</label>
<caption><p>Comparison of GM functions between the two groups of children.</p></caption>
<graphic xmlns:xlink="http://www.w3.org/1999/xlink" xlink:href="fped-11-1133258-g005.tif"/>
</fig>
</sec>
<sec id="s3e"><label>3.5.</label><title>GM and clinical phenotypes</title>
<p>Spearman&#x0027;s correlation analysis was used to investigate associations between the GM of children with GHD and eight endocrine hormones. Our results showed that <italic>Bacteroides</italic> were positively correlated and <italic>Prevotella</italic> was negatively correlated with insulin, while <italic>Alistipes</italic> and <italic>Haemophilus</italic> showed a negative correlation with GH. A positive correlation was also reported between <italic>Fusicatenibacter</italic>, <italic>Fusobacterium,</italic> and <italic>Sutterella</italic>, whereas <italic>Veillonella</italic> was negatively correlated with prolactin. <italic>Faecaliterium</italic> and FSH were positively correlated (<xref ref-type="fig" rid="F6">Figure&#x00A0;6</xref>).</p>
<fig id="F6" position="float"><label>Figure 6</label>
<caption><p>Correlations between GM compositions and endocrine hormones in children with GHD. Legend description: A correlation analysis was performed with eight clinical phenotypes and genera with a relative abundance of &#x2265;0.1&#x0025;. Results are shown as above where significance was expressed as &#x002A;<italic>P</italic>&#x2009;&#x003C;&#x2009;0.05 and &#x002A;&#x002A;<italic>P</italic>&#x2009;&#x003C;&#x2009;0.01.</p></caption>
<graphic xmlns:xlink="http://www.w3.org/1999/xlink" xlink:href="fped-11-1133258-g006.tif"/>
</fig>
</sec>
</sec>
<sec id="s4" sec-type="discussion"><label>4.</label><title>Discussion</title>
<sec id="s4a"><label>4.1.</label><title>The GM composition differed markedly between the disease and control groups</title>
<p>Compared with the healthy controls, children in the disease group showed reduced &#x03B1;-diversity in the GM, consistent with results reported in malnourished children (<xref ref-type="bibr" rid="B16">16</xref>). The phylum <italic>Bacteroides</italic> was more abundant in children from the disease group than in those from the control group while the opposite trend was observed for <italic>Firmicutes</italic>, in contrast to findings on obese and diabetic patients (<xref ref-type="bibr" rid="B17">17</xref>). The abundance of <italic>Prevotella</italic> in the disease group was also significantly higher than that in the control group. <italic>Prevotella</italic> can degrade broad-spectrum plant polysaccharides (<xref ref-type="bibr" rid="B18">18</xref>), and carbohydrate-based diets tend to form a <italic>Prevotella</italic>-dominated &#x201C;gut type.&#x201D; Increased abundance of <italic>Prevotella</italic> abundance has been shown to reduce blood sugar and insulin levels, thus affecting energy absorption and promoting weight loss (<xref ref-type="bibr" rid="B19">19</xref>). In the disease group, the abundance of <italic>Fusobacterium</italic>, <italic>Klebsiella</italic>, <italic>Alistipes</italic>, and other genera was found to be significantly increased. <italic>Fusobacterium</italic> is present in the normal oral flora and can inhibit the immune response as well as promote the transformation of inflammation to malignancy (<xref ref-type="bibr" rid="B20">20</xref>). An increase in the abundance of both <italic>Klebsiella</italic> and <italic>Alistipes</italic> has been shown to be associated with intestinal inflammation (<xref ref-type="bibr" rid="B21">21</xref>, <xref ref-type="bibr" rid="B22">22</xref>); therefore, the increase in the population of these genera can promote chronic inflammation in the intestine and disrupt the function of the intestinal barrier. This can lead to a cellular biochemical imbalance, reduced absorption capacity, and increased susceptibility to enteric pathogen infections, and consequently affect energy metabolism and nutrient absorption (<xref ref-type="bibr" rid="B23">23</xref>). In addition, <italic>Klebsiella</italic> and <italic>Alistipes</italic> are both associated with neurological diseases (<xref ref-type="bibr" rid="B24">24</xref>) and can produce neurotransmitter-related metabolites such as serotonin, dopamine, and histamine (<xref ref-type="bibr" rid="B25">25</xref>). These neurotransmitters enter the brain through the gut-brain axis to regulate the energy balance and function of the hypothalamus (<xref ref-type="bibr" rid="B26">26</xref>, <xref ref-type="bibr" rid="B27">27</xref>). The hypothalamus is the highest regulatory center of thehypothalamic&#x2013;pituitary&#x2013;growth axis (HPA) and can reduce appetite and cause weight loss (<xref ref-type="bibr" rid="B28">28</xref>, <xref ref-type="bibr" rid="B29">29</xref>). <italic>Lachnospiracea incertae sedis</italic>, <italic>Megamonas</italic>, <italic>Blautia</italic>, <italic>Clostridium</italic> XlVa, and <italic>Bifidobacterium</italic> were found to be significantly reduced in the intestines of the disease group, which could lead to reduced concentrations of SCFAs such as butyric acid produced by these beneficial bacteria (<xref ref-type="bibr" rid="B30">30</xref>). Decreased abundance of <italic>Lachnospiracea incertae sedis</italic> might also affect protein synthesis (<xref ref-type="bibr" rid="B31">31</xref>), disturb the intestinal energy supply, and retard growth and development. Jensen et al. (<xref ref-type="bibr" rid="B5">5</xref>) reported that increased <italic>Prevotella</italic> abundance together with reduced numbers of <italic>Bifidobacterium</italic> can reduce the levels of growth hormone-releasing peptide (GHRP) and leptin, thus reducing the release of GH.</p>
</sec>
<sec id="s4b"><label>4.2.</label><title>Significant differences in GM function between the two groups</title>
<p>The enriched functional categories in the GHD group included &#x201C;Replication and repair, Energy metabolism, Poorly characterized, Metabolism of cofactors and vitamins, Nucleotide metabolism, Cellular processes and signaling, Nucleotide metabolism, Glycan biosynthesis and metabolism, Transcription, Folding sorting and degradation&#x201D;. Children with GHD showed dysregulation in energy metabolism, vitamin and related factor metabolism, and polysaccharide metabolism and biosynthesis. Considering that <italic>Prevotella</italic> significantly increases the catabolism of carbohydrates and that the abundance of butyric acid and other bacteria such as <italic>Lachnospiracea incertae sedis</italic> is significantly reduced in children with GHD, the GM imbalance in this population may affect the functions of the flora. This phenomenon may lead to chronic inflammation of the intestine and poor intake and absorption of nutrients such as fats and proteins, affecting both growth and development.</p>
</sec>
<sec id="s4c"><label>4.3.</label><title>GM is closely related to the clinical phenotype</title>
<p>We conducted a correlation analysis of the GM and endocrine hormones and found that <italic>Prevotella</italic> abundance was negatively correlated with insulin. Significantly higher abundance of <italic>Prevotella</italic> can affect insulin secretion, which can not only regulate food intake (<xref ref-type="bibr" rid="B19">19</xref>, <xref ref-type="bibr" rid="B32">32</xref>) but also modulate blood glucose levels through signaling pathways essential for maintaining energy storage, glucose metabolism, sugar production, adipogenesis, cell growth, survival, and reproduction (<xref ref-type="bibr" rid="B33">33</xref>). We speculate that this significant increase in <italic>Prevotella</italic> abundance may be detrimental to growth and development. We also found a variety of other intestinal bacteria related to endocrine hormones and confirmed the interaction between the GM and endocrine hormones. Maintaining the stability of the GM is conducive to the promotion of growth and development.</p>
</sec>
</sec>
<sec id="s5" sec-type="conclusions"><label>5.</label><title>Conclusion</title>
<p>There was a significant reduction in the &#x03B1;-diversity of the intestinal microbial composition in GHD children, together with an increased abundance of <italic>Bacteroides</italic> and reduced numbers of <italic>Firmicutes</italic>. <italic>Fusobacterium</italic>, <italic>Klebsiella</italic>, <italic>Alistipes</italic>, and other genera were significantly enriched in children with GHD while the numbers of <italic>Lachnospiracea incertae sedis</italic>, <italic>Megamonas</italic>, <italic>Blautia</italic>, <italic>Clostridium</italic> XlVa, and <italic>Bifidobacterium</italic> were significantly reduced. These imbalances in the GM were predicted to affect pathways involved in energy metabolism and biosynthesis, as well as induce abnormal secretion of insulin and other endocrine hormones, which may promote the occurrence and development of GHD.</p>
<sec id="s5a"><label>5.1.</label><title>Deficiencies and next steps</title>
<p>There are many factors that cause insufficiency in GH secretion in children with GHD, and GM imbalance may be one of the major factors. On the one hand, GM imbalance leads to the abnormal secretion of endocrine hormones as well as an abnormal production of microbial metabolites, especially neurotransmitters, that can influence the HPA through the gut&#x2013;brain axis. The sample size in the present study was small, consisting of only 33 children with GHD; hence, large-sample, multi-center research is needed to verify the associations between the GM and GHD. Studies combined with metabolomics could better clarify the mechanism of action of the GM and its metabolites in growth and development.</p>
</sec>
</sec>
</body>
<back>
<sec id="s6" sec-type="data-availability"><title>Data availability statement</title>
<p>The data presented in the study are deposited in the NCBI sequence Archive (SRA) database, accession number: PRJNA899674 .The data can be found at the following link: <ext-link ext-link-type="uri" xlink:href="https://dataview.ncbi.nlm.nih. gov/object/PRJNA899674?reviewer=tu7mnej3p04c61u31c6f4v5hgo">https://dataview.ncbi.nlm.nih. gov/object/PRJNA899674?reviewer&#x003D;tu7mnej3p04c61u31c6f4v5hgo</ext-link>.</p>
</sec>
<sec id="s7"><title>Ethics statement</title>
<p>The studies involving human participants were reviewed and approved by The Ethics Committee of Shenzhen Longgang District Maternity and Child Health Care Hospital approved the study, with the approval number of LGFYYXLL-024. Written informed consent to participate in this study was provided by the participants&#x2019; legal guardian/next of kin. Written informed consent was obtained from the minor(s)&#x2019; legal guardian/next of kin for the publication of any potentially identifiable images or data included in this article.</p>
</sec>
<sec id="s8"><title>Author contributions</title>
<p>CH and HL: managed the project. DM, YL, SL, and WY: were responsible for the registration of the clinical information of the enrolled children and the collection of stool samples according to the standard configuration. CH, YL, and ZY: were responsible for DNA extraction and biological information analysis, etc. HL and ZY: were responsible for tabulation and statistical analyses. CH and DM: were responsible for interpreting various data and writing papers. All authors contributed to the article and approved the submitted version.</p>
</sec>
<sec id="s9" sec-type="funding-information"><title>Funding</title>
<p>This research was supported by Longgang District Science and Technology Innovation Bureau (grant no. LGKCYLWS2019000186), Shenzhen Technology Bureau Foundation (grant no. JCYJ20220530155006013) and Internal project of Shenzhen Maternal and Child Health Hospital (grant no. FYB2017004).</p>
</sec>
<ack><title>Acknowledgments</title>
<p>We sincerely thank all the enrolled children and their guardians for their trust and cooperation, which enabled us to successfully complete this study. We are also very grateful to all the medical staff members of Longgang District Maternity &#x0026; Child Healthcare Hospital for their efforts in this study. The authors would like to thank all the reviewers who participated in the review and MJEditor (<ext-link ext-link-type="uri" xlink:href="www.mjeditor.com">www.mjeditor.com</ext-link>) for its linguistic assistance during the preparation of this manuscript.</p>
</ack>
<sec id="s10" sec-type="COI-statement"><title>Conflict of interest</title>
<p>The authors declare that the research was conducted in the absence of any commercial or financial relationships that could be construed as a potential conflict of interest.</p>
</sec>
<sec id="s11" sec-type="disclaimer"><title>Publisher&#x0027;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>
<ref-list><title>References</title>
<ref id="B1"><label>1.</label><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Han</surname><given-names>XW</given-names></name><name><surname>Dong</surname><given-names>ZY</given-names></name><name><surname>Zhang</surname><given-names>WY</given-names></name><name><surname>Ma</surname><given-names>XY</given-names></name><name><surname>An</surname><given-names>JG</given-names></name><name><surname>Xiao</surname><given-names>Y</given-names></name><etal/></person-group> <article-title>Analysis of the etiology and clinical characteristics of short stature</article-title>. <source>J Clin Pediatr</source>. (<year>2019</year>) <volume>37</volume>(<issue>1</issue>):<fpage>39</fpage>&#x2013;<lpage>42</lpage>. <pub-id pub-id-type="doi">10.3969/j.issn.1000-3606.2019.01.010</pub-id></citation></ref>
<ref id="B2"><label>2.</label><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Chinoy</surname><given-names>A</given-names></name><name><surname>Murray</surname><given-names>PG</given-names></name></person-group>. <article-title>Diagnosis of growth hormone deficiency in the paediatric and transitional age</article-title>. <source>Best Pract Res Clin Endocrinol Metab</source>. (<year>2016</year>) <volume>30</volume>(<issue>6</issue>):<fpage>737</fpage>&#x2013;<lpage>47</lpage>. <pub-id pub-id-type="doi">10.1016/j.beem.2016.11.002</pub-id><pub-id pub-id-type="pmid">27974187</pub-id></citation></ref>
<ref id="B3"><label>3.</label><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Qi</surname><given-names>XY</given-names></name><name><surname>Yun</surname><given-names>CY</given-names></name><name><surname>Pang</surname><given-names>YL</given-names></name><name><surname>Qiao</surname><given-names>J</given-names></name></person-group>. <article-title>The impact of the GM on the reproductive and metabolic endocrine system</article-title>. <source>Gut Microbes</source>. (<year>2021</year>) <volume>13</volume>(<issue>1</issue>):<fpage>1</fpage>&#x2013;<lpage>21</lpage>. <pub-id pub-id-type="doi">10.1080/19490976.2021.1894070</pub-id></citation></ref>
<ref id="B4"><label>4.</label><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Hsu</surname><given-names>E</given-names></name><name><surname>Pacififici</surname><given-names>R</given-names></name></person-group>. <article-title>From osteoimmunology to osteomicrobiology: how the microbiota and the immune system regulate bone</article-title>. <source>Calcif Tissue Int</source>. (<year>2018</year>) <volume>102</volume>(<issue>5</issue>):<fpage>512</fpage>&#x2013;<lpage>21</lpage>. <pub-id pub-id-type="doi">10.1007/s00223-017-0321-0</pub-id><pub-id pub-id-type="pmid">29018933</pub-id></citation></ref>
<ref id="B5"><label>5.</label><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Jensen</surname><given-names>EA</given-names></name><name><surname>Young</surname><given-names>JA</given-names></name><name><surname>Mathes</surname><given-names>SC</given-names></name><name><surname>List</surname><given-names>EO</given-names></name><name><surname>Carroll</surname><given-names>RK</given-names></name><name><surname>Kuhn</surname><given-names>J</given-names></name><etal/></person-group> <article-title>Crosstalk between the growth hormone/insulin-like growth factor-1 axis and the gut microbiome: a new frontier for microbial endocrinology</article-title>. <source>Growth Horm IGF Res</source>. (<year>2020</year>) <volume>53-54</volume>:<fpage>101333</fpage>. <pub-id pub-id-type="doi">10.1016/j.ghir.2020.101333</pub-id><pub-id pub-id-type="pmid">32717585</pub-id></citation></ref>
<ref id="B6"><label>6.</label><citation citation-type="journal">Martel-Pelletier J, Di Battista JA, Lajeunesse D, Pelletier JP. GF/IGFBP axis in cartilage and bone in osteoarthritis pathogenesis. <italic>Inflamm Res</italic>. (1998) 47(3):90&#x2013;100. <pub-id pub-id-type="doi">10.1007/s000110050288</pub-id></citation></ref>
<ref id="B7"><label>7.</label><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Philbrick</surname><given-names>KA</given-names></name><name><surname>Wong</surname><given-names>CP</given-names></name><name><surname>Branscum</surname><given-names>AJ</given-names></name><name><surname>Turner</surname><given-names>RT</given-names></name><name><surname>Iwaniec</surname><given-names>UT</given-names></name></person-group>. <article-title>Leptin stimulates bone formation in ob/ob mice at doses having minimal impact on energy metabolism</article-title>. <source>J Endocrinol</source>. (<year>2017</year>) <volume>232</volume>(<issue>3</issue>):<fpage>461</fpage>&#x2013;<lpage>74</lpage>. <pub-id pub-id-type="doi">10.1530/JOE-16-0484</pub-id><pub-id pub-id-type="pmid">28057869</pub-id></citation></ref>
<ref id="B8"><label>8.</label><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Villa-Osaba</surname><given-names>A</given-names></name><name><surname>Gahete</surname><given-names>MD</given-names></name><name><surname>Cordoba-Chacon</surname><given-names>J</given-names></name><name><surname>De Lecea</surname><given-names>L</given-names></name><name><surname>Casta&#x00F1;o</surname><given-names>JP</given-names></name><name><surname>Luque</surname><given-names>RM</given-names></name></person-group>. <article-title>Fasting modulates GH/IGF-I axis and its regulatory systems in the mammary gland of female mice: influence of endogenous cortistatin</article-title>. <source>Mol Cell Endocrinol</source>. (<year>2016</year>) <volume>434</volume>:<fpage>14</fpage>&#x2013;<lpage>24</lpage>. <pub-id pub-id-type="doi">10.1016/j.mce.2016.06.014</pub-id><pub-id pub-id-type="pmid">27291340</pub-id></citation></ref>
<ref id="B9"><label>9.</label><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Shamsi</surname><given-names>BH</given-names></name><name><surname>Chatoo</surname><given-names>M</given-names></name><name><surname>Xu</surname><given-names>XK</given-names></name><name><surname>Xu</surname><given-names>X</given-names></name><name><surname>Chen</surname><given-names>XQ</given-names></name></person-group>. <article-title>Versatile functions of somatostatin and somatostatin receptors in the gastrointestinal system</article-title>. <source>Front Endocrinol</source>. (<year>2021</year>) <volume>12</volume>:<fpage>652363</fpage>. <pub-id pub-id-type="doi">10.3389/fendo.2021.652363</pub-id></citation></ref>
<ref id="B10"><label>10.</label><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Schubert</surname><given-names>ML</given-names></name></person-group>. <article-title>Physiologic, pathophysiologic, and pharmacologic regulation of gastric acid secretion</article-title>. <source>Curr Opin Gastroenterol</source>. (<year>2017</year>) <volume>33</volume>(<issue>6</issue>):<fpage>430</fpage>&#x2013;<lpage>8</lpage>. <pub-id pub-id-type="doi">10.1097/MOG.0000000000000392</pub-id><pub-id pub-id-type="pmid">28787289</pub-id></citation></ref>
<ref id="B11"><label>11.</label><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Hjelholt</surname><given-names>AJ</given-names></name><name><surname>Lee</surname><given-names>KY</given-names></name><name><surname>Arlien-S&#x00F8;borg</surname><given-names>MC</given-names></name><name><surname>Pedersen</surname><given-names>SB</given-names></name><name><surname>Kopchick</surname><given-names>JJ</given-names></name><name><surname>Puri</surname><given-names>V</given-names></name><etal/></person-group> <article-title>Temporal patterns of lipolytic regulators in adipose tissue after acute growth hormone exposure in human subjects: a randomized controlled crossover trial</article-title>. <source>Mol Metab</source>. (<year>2019</year>) <volume>29</volume>:<fpage>65</fpage>&#x2013;<lpage>75</lpage>. <pub-id pub-id-type="doi">10.1016/j.molmet.2019.08.013</pub-id><pub-id pub-id-type="pmid">31668393</pub-id></citation></ref>
<ref id="B12"><label>12.</label><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Dixit</surname><given-names>M</given-names></name><name><surname>Poudel</surname><given-names>SB</given-names></name><name><surname>Yakar</surname><given-names>S</given-names></name></person-group>. <article-title>Effects of GH/IGF axis on bone and cartilage</article-title>. <source>Mol Cell Endocrinol</source>. (<year>2021</year>) <volume>519</volume>:<fpage>111052</fpage>. <pub-id pub-id-type="doi">10.1016/j.mce.2020.111052</pub-id><pub-id pub-id-type="pmid">33068640</pub-id></citation></ref>
<ref id="B13"><label>13.</label><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Li</surname><given-names>L</given-names></name><name><surname>An</surname><given-names>JJ</given-names></name><name><surname>Wang</surname><given-names>JQ</given-names></name><name><surname>Wang</surname><given-names>XQ</given-names></name><name><surname>Dong</surname><given-names>ZY</given-names></name></person-group>. <article-title>The structure of gut microbiome in idiopathic short stature profiled by 16S rRNA second generation sequencing sequencing</article-title>. <source>J Diagn Concepts Pract</source>. (<year>2021</year>) <volume>20</volume>(<issue>2</issue>):<fpage>149</fpage>&#x2013;<lpage>54</lpage>. <pub-id pub-id-type="doi">10.16150/j.1671-2870.2021.02.006</pub-id></citation></ref>
<ref id="B14"><label>14.</label><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Al-Samerria</surname><given-names>S</given-names></name><name><surname>Radovick</surname><given-names>S</given-names></name></person-group>. <article-title>The role of Insulin-like Growth Factor-1 (IGF-1) in the control of neuroendocrine regulation of growth</article-title>. <source>Cells</source>. (<year>2021</year>) <volume>10</volume>(<issue>10</issue>):<fpage>2664</fpage>. <pub-id pub-id-type="doi">10.3390/cells10102664</pub-id><pub-id pub-id-type="pmid">34685644</pub-id></citation></ref>
<ref id="B15"><label>15.</label><citation citation-type="journal"><collab>The Subspecialty Group of Endocrinologic, Hereditary and Metabolic Diseases, The Society of Pediatrics, Chinese Medical Association</collab>. <article-title>Guidelines for diagnosis and treatment of children with short stature</article-title>. <source>Chin J Pediatr</source>. (<year>2008</year>) <volume>46</volume>(<issue>6</issue>):<fpage>20</fpage>&#x2013;<lpage>1</lpage>.</citation></ref>
<ref id="B16"><label>16.</label><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Guerrant</surname><given-names>RL</given-names></name><name><surname>DeBoer</surname><given-names>MD</given-names></name><name><surname>Moore</surname><given-names>SR</given-names></name></person-group>, Scharf RJ, Lima AAM. <article-title>The impoverished gut&#x2013;a triple burden of diarrhoea, stunting and chronic disease</article-title>. <source>Nat Rev Gastroenterol Hepatol</source>. (<year>2013</year>) <volume>10</volume>(<issue>4</issue>):<fpage>220</fpage>&#x2013;<lpage>9</lpage>. <pub-id pub-id-type="doi">10.1038/nrgastro.2012.239</pub-id><pub-id pub-id-type="pmid">23229327</pub-id></citation></ref>
<ref id="B17"><label>17.</label><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Ley</surname><given-names>RE</given-names></name><name><surname>Turnbaugh</surname><given-names>PJ</given-names></name><name><surname>Klein</surname><given-names>S</given-names></name><name><surname>Gordon</surname><given-names>JI</given-names></name></person-group>. <article-title>Microbial ecology: human gut microbes associated with obesity</article-title>. <source>Nature</source>. (<year>2006</year>) <volume>444</volume>:<fpage>1022</fpage>&#x2013;<lpage>3</lpage>. <pub-id pub-id-type="doi">10.1038/4441022a</pub-id><pub-id pub-id-type="pmid">17183309</pub-id></citation></ref>
<ref id="B18"><label>18.</label><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Wu</surname><given-names>GD</given-names></name><name><surname>Chen</surname><given-names>J</given-names></name><name><surname>Hoffmann</surname><given-names>C</given-names></name><name><surname>Bittinger</surname><given-names>K</given-names></name><name><surname>Chen</surname><given-names>YY</given-names></name><name><surname>Keilbaugh</surname><given-names>SA</given-names></name><etal/></person-group> <article-title>Linking long-term dietary patterns with gut microbial enterotypes</article-title>. <source>Science</source>. (<year>2011</year>) <volume>333</volume>(<issue>6052</issue>):<fpage>105</fpage>&#x2013;<lpage>8</lpage>. <pub-id pub-id-type="doi">10.1126/science.1208344</pub-id></citation></ref>
<ref id="B19"><label>19.</label><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Hjorth</surname><given-names>MF</given-names></name><name><surname>Bl&#x00E6;del</surname><given-names>T</given-names></name><name><surname>Bendtsen</surname><given-names>LQ</given-names></name><name><surname>Lorenzen</surname><given-names>JK</given-names></name><name><surname>Holm</surname><given-names>JB</given-names></name><name><surname>Kiilerich</surname><given-names>P</given-names></name><etal/></person-group> <article-title>Prevotella-to-bacteroides ratio predicts body weight and fat loss success on 24-week diets varying in macronutrient composition and dietary fiber: results from a post-hoc analysis</article-title>. <source>PLoS One</source>. (<year>2016</year>) <volume>11</volume>(<issue>9</issue>):<fpage>e0161211</fpage>. <pub-id pub-id-type="doi">10.1038/s41366-018-0093-2</pub-id><pub-id pub-id-type="pmid">27644050</pub-id></citation></ref>
<ref id="B20"><label>20.</label><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Zhou</surname><given-names>Z</given-names></name><name><surname>Chen</surname><given-names>J</given-names></name><name><surname>Yao</surname><given-names>H</given-names></name><name><surname>Hu</surname><given-names>H</given-names></name></person-group>. <article-title>Fusobacterium and colorectal cancer</article-title>. <source>Front Oncol</source>. (<year>2018</year>) <volume>8</volume>:<fpage>371</fpage>. <pub-id pub-id-type="doi">10.3389/fonc.2018.00371</pub-id><pub-id pub-id-type="pmid">30374420</pub-id></citation></ref>
<ref id="B21"><label>21.</label><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Atarashi</surname><given-names>K</given-names></name><name><surname>Suda</surname><given-names>W</given-names></name><name><surname>Luo</surname><given-names>C</given-names></name><name><surname>Kawaguchi</surname><given-names>T</given-names></name><name><surname>Motoo</surname><given-names>I</given-names></name><name><surname>Narushima</surname><given-names>S</given-names></name><etal/></person-group> <article-title>Ectopic colonization of oral bacteria in the intestine drives TH1 cell induction and inflammation</article-title>. <source>Science</source>. (<year>2017</year>) <volume>358</volume>(<issue>6361</issue>):<fpage>359</fpage>&#x2013;<lpage>65</lpage>. <pub-id pub-id-type="doi">10.1126/science.aan4526</pub-id><pub-id pub-id-type="pmid">29051379</pub-id></citation></ref>
<ref id="B22"><label>22.</label><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Saulnier</surname><given-names>DM</given-names></name><name><surname>Riehle</surname><given-names>K</given-names></name><name><surname>Mistretta</surname><given-names>TA</given-names></name><name><surname>Diaz</surname><given-names>MA</given-names></name><name><surname>Mandal</surname><given-names>D</given-names></name><name><surname>Raza</surname><given-names>S</given-names></name><etal/></person-group> <article-title>Gastrointestinal microbiome signatures of pediatric patients with irritable bowel&#x00A0;syndrome</article-title>. <source>Gastroenterology</source>. (<year>2011</year>) <volume>141</volume>(<issue>5</issue>):<fpage>1782</fpage>&#x2013;<lpage>91</lpage>. <pub-id pub-id-type="doi">10.1053/j.gastro.2011.06.072</pub-id><pub-id pub-id-type="pmid">21741921</pub-id></citation></ref>
<ref id="B23"><label>23.</label><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Sharon</surname><given-names>G</given-names></name><name><surname>Cruz</surname><given-names>NJ</given-names></name><name><surname>Kang</surname><given-names>DW</given-names></name><name><surname>Gandal</surname><given-names>MJ</given-names></name><name><surname>Wang</surname><given-names>B</given-names></name><name><surname>Kim</surname><given-names>YM</given-names></name><etal/></person-group> <article-title>Human GM from autism spectrum disorder promote behavioral symptoms in mice</article-title>. <source>Cell</source>. (<year>2019</year>) <volume>177</volume>(<issue>6</issue>):<fpage>1600</fpage>&#x2013;<lpage>1618 e17</lpage>. <pub-id pub-id-type="doi">10.1016/j.cell.2019.05.004</pub-id><pub-id pub-id-type="pmid">31150625</pub-id></citation></ref>
<ref id="B24"><label>24.</label><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Kau</surname><given-names>AL</given-names></name><name><surname>Ahern</surname><given-names>PP</given-names></name><name><surname>Griffin</surname><given-names>NW</given-names></name><name><surname>Goodman</surname><given-names>AL</given-names></name><name><surname>Gordon</surname><given-names>JI</given-names></name></person-group>. <article-title>Human nutrition, the gut microbiome and the immune system</article-title>. <source>Nature</source>. (<year>2011</year>) <volume>474</volume>(<issue>7351</issue>):<fpage>327</fpage>&#x2013;<lpage>36</lpage>. <pub-id pub-id-type="doi">10.1038/nature10213</pub-id><pub-id pub-id-type="pmid">21677749</pub-id></citation></ref>
<ref id="B25"><label>25.</label><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Strandwitz</surname><given-names>P</given-names></name></person-group>. <article-title>Neurotransmitter modulation by the GM</article-title>. <source>Brain Res</source>. (<year>2018</year>) <volume>1693</volume>(<issue>Pt B</issue>):<fpage>128</fpage>&#x2013;<lpage>33</lpage>. <pub-id pub-id-type="doi">10.1016/j.brainres.2018.03.015</pub-id><pub-id pub-id-type="pmid">29903615</pub-id></citation></ref>
<ref id="B26"><label>26.</label><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Louwies</surname><given-names>T</given-names></name><name><surname>Johnson</surname><given-names>AC</given-names></name><name><surname>Orock</surname><given-names>A</given-names></name><name><surname>Yuan</surname><given-names>T</given-names></name><name><surname>Meerveld</surname><given-names>BGV</given-names></name></person-group>. <article-title>The microbiota-gut-brain axis: an emerging role for the epigenome</article-title>. <source>Exp Biol Med</source>. (<year>2020</year>) <volume>245</volume>(<issue>2</issue>):<fpage>138</fpage>&#x2013;<lpage>45</lpage>. <pub-id pub-id-type="doi">10.1177/1535370219891690</pub-id></citation></ref>
<ref id="B27"><label>27.</label><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Heiss</surname><given-names>CN</given-names></name><name><surname>Olofsson</surname><given-names>LE</given-names></name></person-group>. <article-title>GM-dependent modulation of energy metabolism</article-title>. <source>J Innate Immun</source>. (<year>2018</year>) <volume>10</volume>(<issue>3</issue>):<fpage>163</fpage>&#x2013;<lpage>71</lpage>. <pub-id pub-id-type="doi">10.1159/000481519</pub-id><pub-id pub-id-type="pmid">29131106</pub-id></citation></ref>
<ref id="B28"><label>28.</label><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Georgescu</surname><given-names>T</given-names></name><name><surname>Lyons</surname><given-names>D</given-names></name><name><surname>Heisler</surname><given-names>LK</given-names></name></person-group>. <article-title>Role of serotonin in body weight, insulin secretion and glycaemic control</article-title>. <source>J Neuroendocrinol</source>. (<year>2021</year>) <volume>33</volume>(<issue>4</issue>):<fpage>e12960</fpage>. <pub-id pub-id-type="doi">10.1111/jne.12960</pub-id><pub-id pub-id-type="pmid">33909316</pub-id></citation></ref>
<ref id="B29"><label>29.</label><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Li</surname><given-names>H</given-names></name><name><surname>Li</surname><given-names>Y</given-names></name><name><surname>Zhang</surname><given-names>X</given-names></name><name><surname>Ren</surname><given-names>G</given-names></name><name><surname>Ren</surname><given-names>G</given-names></name><name><surname>Wang</surname><given-names>LF</given-names></name><etal/></person-group> <article-title>The combination of <italic>Aquilaria sinensis (Lour.) Gilg</italic> and <italic>Aucklandia costus Falc.</italic> Volatile oils exerts antidepressant effects in a CUMS-induced rat model by regulating the HPA axis and levels of neurotransmitters</article-title>. <source>Front Pharmacol</source>. (<year>2021</year>) <volume>11</volume>:<fpage>614413</fpage>. <pub-id pub-id-type="doi">10.3389/fphar.2020.614413</pub-id><pub-id pub-id-type="pmid">33716727</pub-id></citation></ref>
<ref id="B30"><label>30.</label><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Zhang</surname><given-names>JD</given-names></name><name><surname>Song</surname><given-names>LJ</given-names></name><name><surname>Wang</surname><given-names>YJ</given-names></name><name><surname>Liu</surname><given-names>C</given-names></name><name><surname>Zhang</surname><given-names>L</given-names></name><name><surname>Zhu</surname><given-names>SW</given-names></name><etal/></person-group> <article-title>Benefificial effect of butyrate-producing Lachnospiraceae on stress-induced visceral hypersensitivity in rats</article-title>. <source>J Gastroenterol Hepatol</source>. (<year>2019</year>) <volume>34</volume>(<issue>8</issue>):<fpage>1368</fpage>&#x2013;<lpage>76</lpage>. <pub-id pub-id-type="doi">10.1111/jgh.14536</pub-id><pub-id pub-id-type="pmid">30402954</pub-id></citation></ref>
<ref id="B31"><label>31.</label><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Chen</surname><given-names>WG</given-names></name><name><surname>Liu</surname><given-names>FL</given-names></name><name><surname>Ling</surname><given-names>ZX</given-names></name><name><surname>Tong</surname><given-names>XJ</given-names></name><name><surname>Xiang</surname><given-names>CL</given-names></name></person-group>. <article-title>Human intestinal lumen and mucosa-associated microbiota in patients with colorectal cancer</article-title>. <source>PLoS One</source>. (<year>2012</year>) <volume>7</volume>(<issue>6</issue>):<fpage>e39743</fpage>. <pub-id pub-id-type="doi">10.1371/journal.pone.0039743</pub-id><pub-id pub-id-type="pmid">22761885</pub-id></citation></ref>
<ref id="B32"><label>32.</label><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Mitchell</surname><given-names>CS</given-names></name><name><surname>Begg</surname><given-names>DP</given-names></name></person-group>. <article-title>The regulation of food intake by insulin in the central nervous system</article-title>. <source>J Neuroendocrinol</source>. (<year>2021</year>) <volume>33</volume>(<issue>4</issue>):<fpage>e12952</fpage>. <pub-id pub-id-type="doi">10.1111/jne.12952</pub-id><pub-id pub-id-type="pmid">33656205</pub-id></citation></ref>
<ref id="B33"><label>33.</label><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Edgerton</surname><given-names>DS</given-names></name><name><surname>Moore</surname><given-names>MC</given-names></name><name><surname>Gregory</surname><given-names>JM</given-names></name><name><surname>Kraft</surname><given-names>G</given-names></name><name><surname>Cherrington</surname><given-names>AD</given-names></name></person-group>. <article-title>Importance of the route of insulin delivery to its control of glucose metabolism</article-title>. <source>Am J Physiol Endocrinol Metab</source>. (<year>2021</year>) <volume>320</volume>(<issue>5</issue>):<fpage>E891</fpage>&#x2013;<lpage>7</lpage>. <pub-id pub-id-type="doi">10.1152/ajpendo.00628.2020</pub-id><pub-id pub-id-type="pmid">33813879</pub-id></citation></ref></ref-list>
</back>
</article>