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<front>
<journal-meta>
<journal-id journal-id-type="publisher-id">Front. Microbiol.</journal-id>
<journal-title>Frontiers in Microbiology</journal-title>
<abbrev-journal-title abbrev-type="pubmed">Front. Microbiol.</abbrev-journal-title>
<issn pub-type="epub">1664-302X</issn>
<publisher>
<publisher-name>Frontiers Media S.A.</publisher-name>
</publisher>
</journal-meta>
<article-meta>
<article-id pub-id-type="doi">10.3389/fmicb.2018.00004</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>The Development of Microbiota and Metabolome in Small Intestine of Sika Deer (<italic>Cervus nippon</italic>) from Birth to Weaning</article-title>
</title-group>
<contrib-group>
<contrib contrib-type="author" corresp="yes">
<name><surname>Li</surname> <given-names>Zhipeng</given-names></name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
<xref ref-type="author-notes" rid="fn001"><sup>&#x002A;</sup></xref>
<uri xlink:href="http://loop.frontiersin.org/people/471699/overview"/>
</contrib>
<contrib contrib-type="author">
<name><surname>Wang</surname> <given-names>Xiaoxu</given-names></name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
</contrib>
<contrib contrib-type="author">
<name><surname>Zhang</surname> <given-names>Ting</given-names></name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
<uri xlink:href="http://loop.frontiersin.org/people/516265/overview"/>
</contrib>
<contrib contrib-type="author">
<name><surname>Si</surname> <given-names>Huazhe</given-names></name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
<uri xlink:href="http://loop.frontiersin.org/people/485146/overview"/>
</contrib>
<contrib contrib-type="author">
<name><surname>Nan</surname> <given-names>Weixiao</given-names></name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
<uri xlink:href="http://loop.frontiersin.org/people/516248/overview"/>
</contrib>
<contrib contrib-type="author">
<name><surname>Xu</surname> <given-names>Chao</given-names></name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
<uri xlink:href="http://loop.frontiersin.org/people/516368/overview"/>
</contrib>
<contrib contrib-type="author">
<name><surname>Guan</surname> <given-names>Leluo</given-names></name>
<xref ref-type="aff" rid="aff2"><sup>2</sup></xref>
<uri xlink:href="http://loop.frontiersin.org/people/274600/overview"/>
</contrib>
<contrib contrib-type="author">
<name><surname>Wright</surname> <given-names>Andr&#x00E9;-Denis G.</given-names></name>
<xref ref-type="aff" rid="aff3"><sup>3</sup></xref>
<uri xlink:href="http://loop.frontiersin.org/people/248755/overview"/>
</contrib>
<contrib contrib-type="author" corresp="yes">
<name><surname>Li</surname> <given-names>Guangyu</given-names></name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
<xref ref-type="author-notes" rid="fn001"><sup>&#x002A;</sup></xref>
</contrib></contrib-group>
<aff id="aff1"><sup>1</sup><institution>Jilin Provincial Key Laboratory for Molecular Biology of Special Economic Animals, Institute of Special Animal and Plant Sciences, Chinese Academy of Agricultural Sciences</institution>, <addr-line>Changchun</addr-line>, <country>China</country></aff>
<aff id="aff2"><sup>2</sup><institution>Department of Agricultural, Food and Nutritional Science, University of Alberta</institution>, <addr-line>Edmonton, AB</addr-line>, <country>Canada</country></aff>
<aff id="aff3"><sup>3</sup><institution>School of Animal and Comparative Biomedical Sciences, University of Arizona</institution>, <addr-line>Tucson, AZ</addr-line>, <country>United States</country></aff>
<author-notes>
<fn fn-type="edited-by"><p>Edited by: <italic>Suhelen Egan, University of New South Wales, Australia</italic></p></fn>
<fn fn-type="edited-by"><p>Reviewed by: <italic>Stephan Schmitz-Esser, Iowa State University, United States; Valerio Iebba, Sapienza Universit&#x00E0; di Roma, Italy; Joerg Graf, University of Connecticut, United States</italic></p></fn>
<fn fn-type="corresp" id="fn001"><p>&#x002A;Correspondence: <italic>Zhipeng Li, <email>zhplicaas@163.com</email> Guangyu Li, <email>tcslgy@126.com</email></italic></p></fn>
<fn fn-type="other" id="fn002"><p>This article was submitted to Microbial Symbioses, a section of the journal Frontiers in Microbiology</p></fn>
</author-notes>
<pub-date pub-type="epub">
<day>23</day>
<month>01</month>
<year>2018</year>
</pub-date>
<pub-date pub-type="collection">
<year>2018</year>
</pub-date>
<volume>9</volume>
<elocation-id>4</elocation-id>
<history>
<date date-type="received">
<day>28</day>
<month>08</month>
<year>2017</year>
</date>
<date date-type="accepted">
<day>03</day>
<month>01</month>
<year>2018</year>
</date>
</history>
<permissions>
<copyright-statement>Copyright &#x00A9; 2018 Li, Wang, Zhang, Si, Nan, Xu, Guan, Wright and Li.</copyright-statement>
<copyright-year>2018</copyright-year>
<copyright-holder>Li, Wang, Zhang, Si, Nan, Xu, Guan, Wright and Li</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) or licensor are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms.</p></license>
</permissions>
<abstract>
<p>The dense and diverse community of microorganisms inhabiting the gastrointestinal tract of ruminant animals plays critical roles in the metabolism and absorption of nutrients, and gut associated immune function. Understanding microbial colonization in the small intestine of new born ruminants is a vital first step toward manipulating gut function through interventions during early life to produce long-term positive effects on host productivity and health. Yet the knowledge of microbiota colonization and its induced metabolites of small intestine during early life is still limited. In the present study, we examined the microbiota and metabolome in the jejunum and ileum of neonatal sika deer (<italic>Cervus nippon</italic>) from birth to weaning at days 1, 42, and 70. The microbial data showed that diversity and richness were increased with age, but a highly individual variation was observed at day 1. Principal coordinate analysis revealed significant differences in microbial community composition across three time points in the jejunum and ileum. The abundance of <italic>Halomonas</italic> spp., <italic>Lactobacillus</italic> spp., <italic>Escherichia</italic>&#x2013;<italic>Shigella</italic>, and <italic>Bacteroides</italic> spp. tended to be decreased, while the proportion of <italic>Intestinibacter</italic> spp., <italic>Cellulosilyticum</italic> spp., <italic>Turicibacter</italic> spp., <italic>Clostridium sensu stricto</italic> 1 and <italic>Romboutsia</italic> spp. was significantly increased with age. For metabolome, metabolites separated from each other across the three time points in both jejunum and ileum. Moreover, the amounts of methionine, threonine, and putrescine were increased, while the amounts of myristic acid and pentadecanoic acid were decreased with age, respectively. The present study demonstrated that microbiota colonization and the metabolome becomes more developed in the small intestine with age. This may shed new light on the microbiota-metabolome-immune interaction during development.</p>
</abstract>
<kwd-group>
<kwd>ruminant</kwd>
<kwd>small intestine</kwd>
<kwd>microbiota</kwd>
<kwd>colonization</kwd>
<kwd>metabolome</kwd>
<kwd>development</kwd>
</kwd-group>
<counts>
<fig-count count="4"/>
<table-count count="0"/>
<equation-count count="0"/>
<ref-count count="67"/>
<page-count count="12"/>
<word-count count="0"/>
</counts>
</article-meta>
</front>
<body>
<sec><title>Introduction</title>
<p>Ruminant livestock is an important component in agriculture sector due to the milk, meat, and fiber they produce for human use, but it also increases the consumption of feed resources in order to meet the demands of the growing human population (<xref ref-type="bibr" rid="B16">Eisler et al., 2014</xref>). Therefore, improving feed efficiency is critical for developing sustainable ruminant livestock. The growing body of evidence clearly demonstrates that the highly dense and diverse microbial consortium residing in the gastrointestinal tract (GIT), plays fundamental roles in nutrient metabolism (<xref ref-type="bibr" rid="B63">Wu et al., 2016</xref>), as well as intestinal physiological development and functions (<xref ref-type="bibr" rid="B3">B&#x00E4;ckhed et al., 2015</xref>). Therefore, understanding the GIT microbiota in-depth not only can help to increase feed utilization efficiency, animal health, and production, and but also may provide guidelines to manipulate the GIT fermentation.</p>
<p>Manipulating the GIT fermentation, within the rumen, has been attempted through microbial programming on adult ruminants, with limited or short-term effects (<xref ref-type="bibr" rid="B66">Yanez-Ruiz et al., 2015</xref>; <xref ref-type="bibr" rid="B41">Malmuthuge and Guan, 2017a</xref>). One main reason is that the GIT microbiota of adult ruminants, displays some resistance to change, as the original composition of the rumen microbiota is usually restored after the manipulation (change in diet, feed additive, etc.) is discontinued (<xref ref-type="bibr" rid="B61">Weimer et al., 2010</xref>; <xref ref-type="bibr" rid="B60">Weimer, 2015</xref>). In contrast, manipulation of the pre-ruminant GIT microbiota has resulted in persistent and long-term effects (<xref ref-type="bibr" rid="B1">Abecia et al., 2013</xref>, <xref ref-type="bibr" rid="B2">2014</xref>). In addition, it has been suggested that the microbial colonization in the GIT, immediately after birth, plays a greater and more lasting effect of the host (<xref ref-type="bibr" rid="B66">Yanez-Ruiz et al., 2015</xref>). These results indicate that the early life ruminant provides a unique opportunity for potential manipulation of such a complex microbial ecosystem in the GIT. Therefore, examining colonization of the GIT microbiota is crucial to develop successful microbial programming or methods.</p>
<p>For new born ruminants, most studies focused on the development of rumen function and microbial succession (<xref ref-type="bibr" rid="B31">Li et al., 2012</xref>; <xref ref-type="bibr" rid="B52">Rey et al., 2012</xref>, <xref ref-type="bibr" rid="B51">2014</xref>; <xref ref-type="bibr" rid="B64">Wu et al., 2012</xref>; <xref ref-type="bibr" rid="B23">Jami et al., 2013</xref>; <xref ref-type="bibr" rid="B24">Jiao et al., 2015a</xref>). Furthermore, the gut microbiota of new born and/or young ruminants has been mainly studied from fecal samples (<xref ref-type="bibr" rid="B58">Uyeno et al., 2010</xref>; <xref ref-type="bibr" rid="B46">Oikonomou et al., 2013</xref>; <xref ref-type="bibr" rid="B45">Myer et al., 2016</xref>). However, since we now know that the microbial composition can significantly vary depending on the region of the GIT, using only fecal samples would not be the best option for examining the microbiota from the small intestine, specifically the jejunum and ileum (<xref ref-type="bibr" rid="B36">Li et al., 2014</xref>; <xref ref-type="bibr" rid="B39">Malmuthuge et al., 2014</xref>). Of importance, in newborn ruminants, the small intestine serves not only as the main site of liquid feed digestion, but it also plays a role in nutrition absorption and immune development (<xref ref-type="bibr" rid="B53">Ruth and Field, 2013</xref>). Thus, it is important to explore the colonization of the microbiota in the small intestine of ruminants. Because only a few studies have used samples from the small intestine (<xref ref-type="bibr" rid="B39">Malmuthuge et al., 2014</xref>; <xref ref-type="bibr" rid="B26">Jiao et al., 2016</xref>), there is still a lack of the knowledge about the sequential microbial colonization in the small intestine of new born ruminants. In addition to studies describing the gut microbial composition of pre-weaned ruminant, the low-molecular-weight metabolites generated by small intestinal microbiota are absorbed by the intestinal lumen, thereby playing a vital role in ruminant health. Despite some studies investigating the specific metabolites during early life, such as short chain fatty acids and enzymes (<xref ref-type="bibr" rid="B6">Castro et al., 2016a</xref>; <xref ref-type="bibr" rid="B26">Jiao et al., 2016</xref>), to our knowledge, there are no reports examining the global metabolites (metabolome) produced by microbiota in small intestine.</p>
<p>Sika deer (<italic>Cervus nippon</italic>) is an important species as it produce the velvet antler, the traditional Chinese medicine, which also yields high quality meat and skin. There is approximately 550,000 head of farmed sika deer in China now. In previous studies, we have examined the rumen microbiota of sika deer fed different feeds (<xref ref-type="bibr" rid="B37">Li et al., 2013</xref>, <xref ref-type="bibr" rid="B32">2015a</xref>,<xref ref-type="bibr" rid="B33">b</xref>). However, very little information is known about the development of the bacterial community in the small intestine of sika deer. Therefore, in the present study, our objectives were to examine the small intestine, including the jejunum and ileum for microbial colonization at days 1, 42, and 70, and to describe the metabolome development in both the jejunum and ileum.</p>
</sec>
<sec id="s1" sec-type="materials|methods">
<title>Materials and Methods</title>
<sec><title>Animals, Management, and Diets</title>
<p>All animal-specific procedures were approved and authorized by the Chinese Academy of Agricultural Sciences Animal Care and Use Committee, and the Institute of Special Animal and Plant Sciences Wild Animal and Plant Subcommittee (ISAPSWAPS2016000302).</p>
<p>A total of 15 neonatal sika deer (<italic>C. nippon</italic>) were used in this study. The juvenile animals were kept with their dams, which suckled their young until weaning (day 60). During weaning, the juvenile animals also had access to forage. After weaning, the young animals consumed forage and concentrate. All animals had daily access to clean water. On days 1, 42, and 70, after birth, 5 animals were sacrificed. To avoid the mixed contents from the different GIT regions, the animal was keep in a natural position, and the different regions were tied off using cotton rope. The jejunum and ileum contents were collected, and snap frozen in liquid nitrogen prior to storage at -80&#x00B0;C for the further analysis.</p>
</sec>
<sec><title>Genomic DNA Extraction, High-Throughput Sequencing and Sequences Analysis</title>
<p>Total microbial genomic DNA was extracted from the jejunum and ileal contents of each animal using the QIAamp DNA Stool Mini Kit (QIAGEN, Valencia, CA, United States) according to the manufacturer&#x2019;s instructions.</p>
<p>The bacterial primer 341F and 806R, containing a 6-base barcode, the Illumina adapter sequence, and regions for binding of the sequencing primers, were used to amplify the V3&#x2013;V5 region of the 16S rRNA gene (<xref ref-type="bibr" rid="B21">Human Microbiome Project Consortium, 2012</xref>). The target region was applied using a Phusion high fidelity DNA polymerase (NEB, United Kingdom) according to the previous protocol (<xref ref-type="bibr" rid="B21">Human Microbiome Project Consortium, 2012</xref>). The resulting amplicons were purified using a QIAquick PCR Purification Kit (QIAGEN, Valencia, CA, United States), and the purified amplicons were quantified using a QuantiFluor<sup>&#x00AE;</sup>-P Fluorometer (Promega, CA, United States), pooled in equimolar concentrations. PhiX Control library (Illumina, 20%) was combined with the amplicon library, and then sequenced on an Illumina PE MiSeq 250 platform to generate paired 250-bp reads.</p>
<p>The read pairs were extracted and concatenated according to the barcodes for each paired read from each sample to generate the contigs. The contigs were trimmed and filtered for quality control using the following criteria: sequences with an average quality &#x003C; 25 over a 50 bp sliding window were rejected; the minimum quality score was 25; the maximum number of errors in the barcode was 0; the maximum length of homopolymer run was 6; the number of mismatches in the primer was 0; ambiguous and unassigned characters were excluded. The generated sequences were analyzed using QIIME 1.7.0 (<xref ref-type="bibr" rid="B5">Caporaso et al., 2010</xref>). In brief, the sequences were clustered into operational taxonomic units (OTUs) using UPARSE at 97% sequence identity (<xref ref-type="bibr" rid="B13">Edgar, 2013</xref>). The singletons were removed, and the potential chimera sequences were removed using UCHIME (<xref ref-type="bibr" rid="B14">Edgar et al., 2011</xref>). The representative sequences of the OTUs were assigned against the SILVA database (version 123) using the RDP classifier with a 0.80 confidence threshold (<xref ref-type="bibr" rid="B59">Wang et al., 2007</xref>; <xref ref-type="bibr" rid="B50">Quast et al., 2013</xref>). The phylogenetic tree was constructed using FastTree (<xref ref-type="bibr" rid="B49">Price et al., 2009</xref>). We also rarefied the data of each sample to 19,958 sequences without removing singletons (<bold>Supplementary Figure <xref ref-type="supplementary-material" rid="SM1">S1</xref></bold>). After that, Chao1, Shannon and Simpson indices, and Good&#x2019;s coverage were subsequently calculated using QIIME 1.7.0 (<xref ref-type="bibr" rid="B5">Caporaso et al., 2010</xref>).</p>
<p>Principal coordinate analysis (PCoA) based on unweighted unifrac distance (an investigation into the presence and absence of bacterial lineages), weighted unifrac distance (which takes relative abundances of bacterial lineages into account), and Bray&#x2013;Curtis distance were applied to compare the jejunum and ileum community at different time points. AMOVA (analysis of molecular variance) was applied to test whether the microbial communities from jejunum and ileum at three time points have the same centroid, and HOMOVA (homogeneity of molecular variance) was used to test whether the genetic diversity are similar between the microbial communities from the jejunum and ileum at three time points. Canonical correlation analysis (CCA) was also applied to identify the bacteria community difference at each time point from jejunum and ileum using the RAM package (<xref ref-type="bibr" rid="B12">Dufrene and Legendre, 1997</xref>). The indicator species analysis selected the most representative features for each cluster or group and split these features into the number of clusters being compared. Kruskal&#x2013;Wallis analysis was used to test the statistical significance of alpha-diversity indices and to confirm the significance of these indicator species. Significance (<italic>p</italic> &#x003C; 0.05) was based on the Benjamini&#x2013;Hochberg corrected <italic>p</italic>-value from the Kruskal&#x2013;Wallis test (False discovery rate = 0.05).</p>
</sec>
<sec><title>Profiling the Metabolites of Jejunum and Ileum and Statistics Analysis</title>
<p>The Gas Chromatography-Time-of-flight Mass Spectrometry (GC-TOFMS) was used to characterize the metabolites in the jejunum and ileum according to previously published methods (<xref ref-type="bibr" rid="B34">Li et al., 2016</xref>). The Chroma TOF4.3X software (LECO) and LECO-Fiehn Rtx5 database were used to extract raw peak, to filter data baseline, and to align and identify peak (<xref ref-type="bibr" rid="B28">Kind et al., 2009</xref>). Noise was removed using an interquartile range, which were standardized by internal standard normalization methods. A criterion of similarity greater than 300 obtained from the LECO/Fiehn Metabolomics library was selected for the further analysis. The SIMCA-P<sup>+</sup> 14.0 software package (Umetrics, Umea, Sweden) and Metaboanalyst 3.0 platform (<xref ref-type="bibr" rid="B65">Xia et al., 2015</xref>) were used for the pattern recognition multivariate analysis. Principal component analysis (PCA), partial least squares discriminant analysis (PLSDA) and orthogonal partial least-squares discriminant (OPLS-DA) analysis were used to visualize the dissimilarities. The metabolites were plotted according to their importance in differentiating the groups, and each compound was assigned a variable importance in the projection (VIP) value. VIP values that exceeded 1.0 and <italic>p</italic> &#x003C; 0.05 were used to select the significant metabolites. The significant metabolites identified from the above calculations were used to generate a heatmap using the Metaboanalyst 3.0 platform (<xref ref-type="bibr" rid="B65">Xia et al., 2015</xref>).</p>
</sec>
<sec><title>Accession Numbers</title>
<p>The sequences in the present study were deposited in the SRA database under accession number <ext-link ext-link-type="DDBJ/EMBL/GenBank" xlink:href="SRP116263">SRP116263</ext-link>.</p>
</sec>
</sec>
<sec><title>Results</title>
<sec><title>Summary of High-Throughput Sequencing and Alpha Diversity</title>
<p>The present study obtained a total of 856,345 (jejunum = 400,366 and ileum = 455,979) 16S rRNA gene sequences from the jejunum and ileum at three different time points. Sequences ranged from 19,958 to 38,966 sequences for each sample. A total of 1,151 OTUs were identified at 97% sequence identity. The Good&#x2019;s coverage in the range of 0.992 and 0.999 indicated that more than 99% of the bacterial taxa was captured from the jejunum and ileum. The OTU numbers, Shannon and Chao1 indices in the jejunum and ileum were significantly increased from days 1 to 42 (<italic>p</italic> &#x003C; 0.05), with an upward trend from days 42 to 70 (<bold>Figure <xref ref-type="fig" rid="F1">1</xref></bold>).</p>
<fig id="F1" position="float">
<label>FIGURE 1</label>
<caption><p>Diversity and richness indices in the jejunum and ileum of neonatal sika deer at days 1, 42, and 70. <sup>&#x2217;</sup><italic>p</italic> &#x003C; 0.05, <sup>&#x2217;&#x2217;</sup><italic>p</italic> &#x003C; 0.01. JD, jejunum day; ID, ileum day.</p></caption>
<graphic xlink:href="fmicb-09-00004-g001.tif"/>
</fig>
</sec>
<sec><title>Taxonomic Composition of Jejunum at Days 1, 42, and 70</title>
<p>A total of 20 phyla were classified based on the identified OTUs (<bold>Figure <xref ref-type="fig" rid="F2">2A</xref></bold> and <bold>Supplementary Table <xref ref-type="supplementary-material" rid="SM6">S1</xref></bold>). Bacteria belonging to the phyla <italic>Proteobacteria</italic> and <italic>Firmicutes</italic> were predominant, accounting for about 90% of the bacteria at days 1 (69.6 and 22.9%, respectively), 42 (17.7 and 77.6%, respectively) and 70 (17.0 and 72.3%, respectively). At day 1, bacteria belonging to the genus, <italic>Halomonas</italic> (48.9%), was the most dominant, followed by bacteria belonging to the genera <italic>Lactobacillus</italic> (21.4%), <italic>Escherichia</italic>&#x2013;<italic>Shigella</italic> (19.2%), and <italic>Bacteroides</italic> (5.2%), accounting for about 95% bacterial taxa. At day 42, bacteria belonging to the genus <italic>Lactobacillus</italic> (25.0%) was the predominant genus, followed by the genera: <italic>Romboutsia</italic> (18.8%), <italic>Intestinibacter</italic> (17.8%), <italic>Clostridium sensu stricto</italic> 1 (8.7%), <italic>Halomonas</italic> (6.8%), and <italic>Lawsonia</italic> (6.2%, <italic>Lawsonia intracellularis</italic>, 99% identity) accounting for up to 83.3% of the bacterial community. At day 70, bacteria representing the genus <italic>Romboutsia</italic> (22.9%) was the most abundant genus, followed by the genera <italic>Intestinibacter</italic> (12.2%), <italic>Halomonas</italic> (8.0%), <italic>Clostridium</italic> (7.5%), <italic>Escherichia</italic>&#x2013;<italic>Shigella</italic> (7.2%), <italic>Lactobacillus</italic> (6.0%), and <italic>Turicibacter</italic> (5.2%), which together made up from 69.0% of the bacterial composition (<bold>Figure <xref ref-type="fig" rid="F2">2B</xref></bold>).</p>
<fig id="F2" position="float">
<label>FIGURE 2</label>
<caption><p>Microbial community composition in the jejunum of sika deer across three time points. Taxonomic composition at the phylum <bold>(A)</bold> and genus levels <bold>(B)</bold>. Principal coordinate analysis (PCoA) of jejunum microbiota based on unweighted unifrac <bold>(C)</bold> and weighted unifrac distance <bold>(D)</bold>. Canonical correlation analysis (CCA) <bold>(E)</bold> and heatmap <bold>(F)</bold> showing the significant taxa of jejunum across three time points. a, b, c indicate the significance between days 1 and 42, between days 42 and 70, and days 42 and 70, respectively. The asterisk means the unclassified bacteria at the family or phylum levels.</p></caption>
<graphic xlink:href="fmicb-09-00004-g002.tif"/>
</fig>
<p>Unweighted, weighted unifrac distances and Bray&#x2013;Curtis distance were applied to examine differences in taxonomic community composition and structure in the jejunum across three time points (<bold>Figure <xref ref-type="fig" rid="F2">2</xref></bold> and <bold>Supplementary Figure <xref ref-type="supplementary-material" rid="SM2">S2A</xref></bold>). An unweighted unifrac distance analysis showed that the community composition of the jejunum at day 1 was significantly separated from days 42 (AMOVA &#x003C; 0.01, HOMOVA = 0.25) and 70 (AMOVA &#x003C; 0.01, HOMOVA = 0.23), explaining 57.14% variation (<bold>Figure <xref ref-type="fig" rid="F2">2C</xref></bold>). When a weighted unifrac distance was used, which takes into account the abundance information, the taxonomic composition at day 1 was also distantly separated from the sample of days 42 (AMOVA &#x003C; 0.01, HOMOVA = 0.081) and 70 (AMOVA &#x003C; 0.01, HOMOVA = 0.12), with 53.31% variation (<bold>Figure <xref ref-type="fig" rid="F2">2D</xref></bold>).</p>
<p>A CCA based on the abundance of an indicator genus, was used to identify influential taxa that facilitated differences across the three time points of jejunum (<bold>Figure <xref ref-type="fig" rid="F2">2</xref></bold> and <bold>Supplementary Figure <xref ref-type="supplementary-material" rid="SM3">S3</xref></bold>). A total of 17 bacterial taxa were associated with the three different time points (<bold>Figure <xref ref-type="fig" rid="F2">2E</xref></bold>). Then we compared the relative abundance of these taxa across three time points. The proportion of <italic>Turicibacter</italic> spp., <italic>Aeriscardovia</italic> spp., <italic>Senegalimassilia</italic> spp., <italic>Acetitomaculum</italic> spp., Lachnospiraceae NK3A20, and Christensenellacea R7 increased linearly from days 1 to 70 (<italic>p</italic> &#x003C; 0.05, <bold>Figure <xref ref-type="fig" rid="F2">2F</xref></bold>). The abundance of <italic>Cellulosilyticum</italic> spp., <italic>Clostridium sensu stricto</italic> 1, <italic>Intestinibacter</italic> spp., and <italic>Romboutsia</italic> spp. were significantly higher at days 42 and 70 than at day 1 (<italic>p</italic> &#x003C; 0.05), while the abundance of <italic>Halomonas</italic> spp. and <italic>Nesterenkonia</italic> spp. were significantly decreased at days 42 and 70 than at day 1 (<italic>p</italic> &#x003C; 0.05). Moreover, the abundance of <italic>Escherichia</italic>&#x2013;<italic>Shigella</italic> and <italic>Lactobacillus</italic> spp. at days 42 (<italic>p</italic> = 0.64 and <italic>p</italic> = 0.36, respectively) and 70 (<italic>p</italic> = 0.26 and <italic>p</italic> = 0.49, respectively) were not significantly different than day 1.</p>
</sec>
<sec><title>Microbial Composition of Ileum at Days 1, 42, and 70</title>
<p>A total of 18 bacterial phyla were identified from the ileum (<bold>Figure <xref ref-type="fig" rid="F3">3A</xref></bold> and <bold>Supplementary Table <xref ref-type="supplementary-material" rid="SM6">S1</xref></bold>). Bacteria belonging to the phyla <italic>Proteobacteria</italic> and <italic>Firmicutes</italic> were the predominant microorganisms, accounting for more than 91% of all taxa at days 1 (67.7 and 29.1%, respectively), 42 (19.7 and 76.7%, respectively) and 70 (20.7 and 70.7%, respectively). At genus level (<bold>Figure <xref ref-type="fig" rid="F3">3B</xref></bold>), bacteria from the genus <italic>Halomonas</italic> (35.7%) were the most prevalent, followed by the genera <italic>Escherichia</italic>&#x2013;<italic>Shigella</italic> (31.4%) and <italic>Lactobacillus</italic> (27.7%), accounting for up to 95% taxonomic composition. At day 42, bacteria representing the genus <italic>Romboutsia</italic> (22.1%) was the most prevalent, followed by the genera <italic>Intestinibacter</italic> (21.8%), <italic>Lactobacillus</italic> (10.9%), <italic>Clostridium sensu stricto</italic> 1 (10.5%), <italic>Escherichia</italic>&#x2013;<italic>Shigella</italic> (8.7%), <italic>Lawsonia</italic> (6.0%, <italic>Lawsonia intracellularis</italic>, 99% identity) and <italic>Halomonas</italic> (4.7%), accounting for 85% of the taxonomic community. At day 70, bacteria belonging to the genus <italic>Intestinibacter</italic>. (21.1%) was the most prevalent, followed by the genera <italic>Romboutsia</italic> (20.6%), <italic>Escherichia</italic>&#x2013;<italic>Shigella</italic> (10.6%), <italic>Halomonas</italic> (9.4%), <italic>Clostridium sensu stricto</italic> 1 (9.3%), and <italic>Turicibacter</italic> (4.4%), which together made up from 75% of the taxonomic composition.</p>
<fig id="F3" position="float">
<label>FIGURE 3</label>
<caption><p>Microbial community composition in ileum of sika deer across three time points. Taxonomic composition at phylum <bold>(A)</bold> and genus level <bold>(B)</bold>. Principal coordinate analysis (PCoA) of ileum microbiota based on unweighted unifrac <bold>(C)</bold> and weighted unifrac distance <bold>(D)</bold>. CCA <bold>(E)</bold> and heatmap <bold>(F)</bold> showing the significant taxa of ileum across three time points. a, b, c indicate the significance between days 1 and 42, between days 42 and 70, and days 42 and 70, respectively. The asterisk means the unclassified bacteria at the family or phylum levels.</p></caption>
<graphic xlink:href="fmicb-09-00004-g003.tif"/>
</fig>
<p>The PCoA analysis revealed that the microbial communities from ileum at three time points are varied (<bold>Figure <xref ref-type="fig" rid="F3">3</xref></bold> and <bold>Supplementary Figure <xref ref-type="supplementary-material" rid="SM2">S2B</xref></bold>). The unweighted unifrac distance analysis showed that the community composition of the ileum at day 1 was distantly separated from that of days 42 (AMOVA &#x003C; 0.01, HOMOVA = 0.09) and 70 (AMOVA &#x003C; 0.01, HOMOVA = 0.18), explaining 60.55% variation (<bold>Figure <xref ref-type="fig" rid="F3">3C</xref></bold>). A weighted unifrac distance showed that the taxonomic composition between days 1 and 42 (AMOVA &#x003C; 0.01, HOMOVA = 0.15) or 70 (AMOVA &#x003C; 0.01, HOMOVA = 0.10) was more pronounced explaining 65.81% variation (<bold>Figure <xref ref-type="fig" rid="F3">3D</xref></bold>).</p>
<p>Differences in the taxonomic composition across three time points in ileum of sika deer was identified based on CCA and Lefse analysis (<bold>Figure <xref ref-type="fig" rid="F3">3</xref></bold> and <bold>Supplementary Figure <xref ref-type="supplementary-material" rid="SM4">S4</xref></bold>). The result of CCA showed that a total of 18 bacterial taxa were associated with the three different time points in the ileum (<bold>Figure <xref ref-type="fig" rid="F3">3E</xref></bold>). The abundance of the genera <italic>Escherichia</italic>&#x2013;<italic>Shigella, Lactobacillus</italic>, and <italic>Halomonas</italic> at day 1 were not significantly different compared to days 42 and 70 (<italic>p</italic> > 0.05). The abundance of bacteria belonging to the bacterial taxa <italic>Aeriscardovia</italic> spp., <italic>Ruminococcus</italic> 2, Ruminococcaceae NK4A2, Candidatus <italic>Saccharimonas</italic> spp., <italic>Christensenellacea</italic> R7, Lachnospiraceae NK3A20, <italic>Intestinibacter</italic> spp., <italic>Cellulosilyticum</italic> spp., <italic>Turicibacter</italic> spp., <italic>Clostridium sensu stricto</italic> 1, and <italic>Romboutsia</italic> spp. at days 42 or 70 were significantly increased compared to day 1 (<italic>p</italic> &#x003C; 0.05).</p>
</sec>
<sec><title>Metabolites in Jejunum and Ileum at Days 1, 42, and 70</title>
<p>A total of 138 reliable compounds were identified from the jejunum and ileum. PCA showed that the metabolites tended to cluster together across the three time points for both jejunum (<bold>Figure <xref ref-type="fig" rid="F4">4A</xref></bold>) and ileum (<bold>Figure <xref ref-type="fig" rid="F4">4D</xref></bold>), explaining 49.2 and 48.4% variation, respectively. PLSDA and OPLS-DA analyses showed that the metabolites were different across the three time points for jejunum (<bold>Figures <xref ref-type="fig" rid="F4">4B,C</xref></bold>) and ileum (<bold>Figures <xref ref-type="fig" rid="F4">4E,F</xref></bold>), especially at day 70.</p>
<fig id="F4" position="float">
<label>FIGURE 4</label>
<caption><p>The jejunum and ileum metabolome of sika deer at days 1, 42, and 70. Principal component analysis (PCA), partial least squares discriminant analysis (PLSDA) and orthogonal partial least-squares discriminant (OPLS-DA) analysis revealing the metabolites variation in jejunum <bold>(A&#x2013;C)</bold> and ileum <bold>(D&#x2013;F)</bold>, respectively. Heat-map showing the significantly increased or decreased metabolites in jejunum <bold>(G)</bold> and ileum <bold>(H)</bold>, respectively. a, b, c indicate the significance between days 1 and 42, between days 42 and 70, and days 42 and 70, respectively.</p></caption>
<graphic xlink:href="fmicb-09-00004-g004.tif"/>
</fig>
<p>The VIP value exceeded 1.0 is used to identify the significant metabolites. For the jejunum, the amount of threonine was significantly increased from days 1 to 70 (<bold>Figure <xref ref-type="fig" rid="F4">4G</xref></bold>). The concentration of lactic acid, methionine, myo-inositol, putrescine and serine was not significantly different from days 1 to 70. While, the amounts of 2-monopalmitin, creatine, myristic acid, and pentadecanoic acid linearly decreased from days 1 to 70. The amounts of alanine, histidine, hypoxanthine, oxamic acid, phenylalanine and tyrosine were increased from days 1 to 42, but were decreased from days 42 to 70.</p>
<p>For metabolites in the ileum (<bold>Figure <xref ref-type="fig" rid="F4">4H</xref></bold>), the amounts of glycerol, pentadecanoic acid, urea, lauric acid, heptadecanoic acid, 2-monoolein, phosphate, and myristic acid at day 1 were greater than that at days 42 and/or 72. The amounts of creatine, fructose 2,6-biphosphate, 2-monopalmitin, 3-methylamino-1,2-propanediol, stigmasterol, and tyrosine linearly decreased from days 1 to 70. In contrast, the amounts of oxamic acid, 2,6-diaminopimelic acid, putrescine, methionine, alanine, threonine, phenylalanine, arachidonic acid, and ribose at was lower at day 1 than at days 42 and/or 70.</p>
</sec>
</sec>
<sec><title>Discussion</title>
<p>In the present study, microbial diversity at day 1 was highly variable compared to other days in both the jejunum and ileum (<bold>Figures <xref ref-type="fig" rid="F1">1</xref>, <xref ref-type="fig" rid="F2">2</xref></bold>). This is consistent with previous reports in rumen, ileum, and feces of pre-weaned cattle and goat (<xref ref-type="bibr" rid="B58">Uyeno et al., 2010</xref>; <xref ref-type="bibr" rid="B15">Edrington et al., 2012</xref>; <xref ref-type="bibr" rid="B31">Li et al., 2012</xref>; <xref ref-type="bibr" rid="B23">Jami et al., 2013</xref>; <xref ref-type="bibr" rid="B46">Oikonomou et al., 2013</xref>; <xref ref-type="bibr" rid="B29">Klein-J&#x00F6;bstl et al., 2014</xref>; <xref ref-type="bibr" rid="B26">Jiao et al., 2016</xref>; <xref ref-type="bibr" rid="B10">Dill-McFarland et al., 2017</xref>; <xref ref-type="bibr" rid="B42">Malmuthuge and Guan, 2017b</xref>). These results indicate that the first colonization events in small intestine may be influenced by many factors including dam&#x2019;s milk, vaginal birth, salivary microorganisms, or environmental microbiota (<xref ref-type="bibr" rid="B44">Mueller et al., 2015</xref>; <xref ref-type="bibr" rid="B66">Yanez-Ruiz et al., 2015</xref>; <xref ref-type="bibr" rid="B57">Stephens et al., 2016</xref>). However, given that the diet is fully based on dam&#x2019;s milk after birth, and the newborn sika deer can be considered a non-ruminant from a functional point of view, reflex closure of the reticular (or esophageal) groove forms a passage between the esophagus and omasum to ensure the passage of milk components directly to the small intestine (<xref ref-type="bibr" rid="B11">Drackley, 2008</xref>). This suggests a greater role of milk microbiota in early colonization of the jejunum and ileum microbiota. This is consistent with recent correlations in the breast milk bacterial community and infant gut microbiota, that showed infants who received 75% of their total daily milk intake as breast milk, received about 27.7% of the bacteria from breast milk during the first 30 days of life (<xref ref-type="bibr" rid="B8">Collado et al., 2007</xref>).</p>
<p>The microbial diversity, richness, and the microbial community structure at days 42 and 70 were significantly different from at day 1, but bacterial diversity was not significant between days 42 and 70 for both the jejunum and the ileum (<bold>Figures <xref ref-type="fig" rid="F1">1</xref>, <xref ref-type="fig" rid="F2">2</xref></bold> and <bold>Supplementary Figures <xref ref-type="supplementary-material" rid="SM2">S2</xref>, <xref ref-type="supplementary-material" rid="SM5">S5</xref></bold>). In accordance with findings from the ileum microbiota of goats (<xref ref-type="bibr" rid="B26">Jiao et al., 2016</xref>), age plays a much more important role in affecting the small intestine microbiota, and the succession of a more similar microbial community in older animals may be established before animals are weaned, which may provide new insights to manipulate the gut health during the early colonization period.</p>
<p>The phyla <italic>Proteobacteria</italic> and <italic>Firmicutes</italic> are dominating in the jejunum and ileum over the development of these juvenile sika deer. This agrees with the results from the ileum juvenile goats (<xref ref-type="bibr" rid="B26">Jiao et al., 2016</xref>), and disagrees with the results from the small intestine of 3 week old calves (<xref ref-type="bibr" rid="B39">Malmuthuge et al., 2014</xref>). However, the proportion of bacteria representing the phylum <italic>Proteobacteria</italic> in jejunum and ileum at day 1 (>65%) is much greater than the results from the ileum of goats fed milk at days 0 and 7 (23.9 and 5.4%, respectively) (<xref ref-type="bibr" rid="B26">Jiao et al., 2016</xref>). These results imply that milk is an important factor affecting small intestine microbial composition.</p>
<p>The sequences from <italic>Halomonas</italic> spp., <italic>Lactobacillus</italic> spp., <italic>Escherichia</italic>&#x2013;<italic>Shigella</italic>, and <italic>Bacteroides</italic> spp. are the dominant bacteria at day 1 that tend to decrease with age (<bold>Figures <xref ref-type="fig" rid="F2">2E,F</xref>, <xref ref-type="fig" rid="F3">3E,F</xref></bold>). <italic>Lactobacillus</italic> spp., <italic>Escherichia</italic>&#x2013;<italic>Shigella</italic>, and <italic>Bacteroides</italic> spp. bacteria are also abundant in the rumen, jejunum, ileum, colon and feces of calf and goat after birth (<xref ref-type="bibr" rid="B58">Uyeno et al., 2010</xref>; <xref ref-type="bibr" rid="B15">Edrington et al., 2012</xref>; <xref ref-type="bibr" rid="B46">Oikonomou et al., 2013</xref>; <xref ref-type="bibr" rid="B29">Klein-J&#x00F6;bstl et al., 2014</xref>; <xref ref-type="bibr" rid="B6">Castro et al., 2016a</xref>,<xref ref-type="bibr" rid="B7">b</xref>; <xref ref-type="bibr" rid="B45">Myer et al., 2016</xref>). These similarities may be related to the vaginal birth and contact with the vaginal microbiota and, or, influence of the milk bacterial community during feeding (<xref ref-type="bibr" rid="B8">Collado et al., 2007</xref>; <xref ref-type="bibr" rid="B55">Santos et al., 2011</xref>; <xref ref-type="bibr" rid="B29">Klein-J&#x00F6;bstl et al., 2014</xref>). The common distribution of these microbiota from different ruminants indicates their general importance in the early growth period. For instance, <italic>Lactobacillus</italic> spp. and <italic>Escherichia</italic> spp. are facultative anaerobic bacteria, which can create the anaerobic conditions that allow for the succession and establishment of obligate anaerobes in gut (<xref ref-type="bibr" rid="B27">Kalita et al., 2014</xref>; <xref ref-type="bibr" rid="B40">Malmuthuge et al., 2015</xref>).</p>
<p>Notably, the sequences from <italic>Halomonas</italic> spp. is highly abundant in the jejunum and ileum after birth (<bold>Figures <xref ref-type="fig" rid="F2">2</xref>, <xref ref-type="fig" rid="F3">3</xref></bold>), which has not been demonstrated in the gut of new born calf and goat (<xref ref-type="bibr" rid="B26">Jiao et al., 2016</xref>; <xref ref-type="bibr" rid="B42">Malmuthuge and Guan, 2017b</xref>). We also found <italic>Halomonas</italic> spp. was comparatively abundant in milk of both water deer and reindeer (<xref ref-type="bibr" rid="B35">Li et al., 2017</xref>). These results indicate that <italic>Halomonas</italic> spp. in the jejunum and ileum of sika deer at day 1, may have been transferred from the sika deer milk, reinforcing the idea that the early microbiota in the small intestine is related to the milk microbiota and the environment. Moreover, <italic>Halomonas</italic> spp. has been demonstrated to inhibit enteric LPS-induced human monocyte activation producing several pro-inflammatory cytokines (<xref ref-type="bibr" rid="B22">Ialenti et al., 2006</xref>). It is speculated that <italic>Halomonas</italic> spp. may play a role in facilitating the gut immune development. However, this hypothesis needs to be documented in future study through <italic>in vitro</italic> cultivation approach.</p>
<p>The prevalence of the sequences from <italic>Intestinibacter</italic> spp., <italic>Cellulosilyticum</italic> spp., <italic>Turicibacter</italic> spp., <italic>Clostridium sensu stricto</italic> 1, and <italic>Romboutsia</italic> spp. is significantly increased and dominated in both the jejunum and ileum of sika deer at days 42 and 70 (<bold>Figures <xref ref-type="fig" rid="F2">2E,F</xref>, <xref ref-type="fig" rid="F3">3E,F</xref></bold>). <xref ref-type="bibr" rid="B26">Jiao et al. (2016)</xref> found that the bacteria from the genera <italic>Prevotella, Butyrivibrio, Ruminococcus, Fibrobacter</italic>, and SMB53 within the Clostridiaceae family surged in abundance after day 20 in the goat ileum (<xref ref-type="bibr" rid="B26">Jiao et al., 2016</xref>). The most prevalent bacterial population in the colon and feces of cattle from weeks 1 to 6 were represented by the genera <italic>Bacteroides</italic> and <italic>Prevotella</italic> (<xref ref-type="bibr" rid="B15">Edrington et al., 2012</xref>; <xref ref-type="bibr" rid="B31">Li et al., 2012</xref>; <xref ref-type="bibr" rid="B23">Jami et al., 2013</xref>; <xref ref-type="bibr" rid="B39">Malmuthuge et al., 2014</xref>). While, a higher abundance of bacterial representing the <italic>Bacteroides</italic>&#x2013;<italic>Prevotella</italic> and <italic>Clostridium coccoides</italic>&#x2013;<italic>Eubacterium rectale</italic> groups was observed in the feces of dairy calves (<xref ref-type="bibr" rid="B58">Uyeno et al., 2010</xref>). These difference may be caused by the different forages used in these studies.</p>
<p>The mucosal immune system is also crucial for the development and rapid colonization of commensal bacteria in the gut (<xref ref-type="bibr" rid="B17">El Aidy et al., 2012</xref>; <xref ref-type="bibr" rid="B38">Liang et al., 2016</xref>), such as the first physical mucus barrier, containing major mucins, and a glycoprotein secreted from a goblet cell, that also constitutes a carbon and energy source for gut microbiota (<xref ref-type="bibr" rid="B31">Li et al., 2012</xref>). For instance, the members of the <italic>Clostridium sensu stricto</italic> 1 genus can consume mucus-derived saccharides as energy sources, such as glucose, to acetate, butyrate, lactate, ethanol, H<sub>2</sub> and CO<sub>2</sub> (<xref ref-type="bibr" rid="B4">Bauchart-Thevret et al., 2009</xref>). Thereby causing the host to respond with increased production, subsequently thickening the inner mucus layer (<xref ref-type="bibr" rid="B62">Wlodarska et al., 2015</xref>). Although little is known about the role of <italic>Intestinibacter</italic> spp. in the gut ecosystem, analysis of the SEED and gut microbial modules functional annotations show <italic>Intestinibacter</italic> spp. is involved in mucin consumption through the degradation of fucose (<xref ref-type="bibr" rid="B19">Forslund et al., 2015</xref>). In addition, <italic>Cellulosilyticum</italic> spp. is positively correlated with goblet cell number per &#x03BC;m villus height promoting mucus secretion (<xref ref-type="bibr" rid="B43">McCormack et al., 2017</xref>). On the other hand, <italic>Akkermansia muciniphila</italic>, has been described to utilize mucin (<xref ref-type="bibr" rid="B9">Derrien et al., 2004</xref>), and is common member of the human gut microbiota with early colonization in human infant (<xref ref-type="bibr" rid="B8">Collado et al., 2007</xref>). Thus it is speculated that these bacteria may play a role in the mucin degradation, and are related to normal mucosa development and function.</p>
<p>Interestingly, there is also evidence that these bacterial populations are related on host immune cells for survival. <italic>Turicibacter</italic> spp. is shown to be related to the innate immune and B and T cell populations (<xref ref-type="bibr" rid="B56">Smedman et al., 1999</xref>), iNK T cell and marginal zone B cell abundance (<xref ref-type="bibr" rid="B48">Presley et al., 2010</xref>), Toll-like receptor-2 (<xref ref-type="bibr" rid="B9">Derrien et al., 2004</xref>). <italic>Romboutsia</italic> spp. is suggested to be associated with less severe immune responses as demonstrated by decreasing plasma levels of proinflammatory cytokines (<xref ref-type="bibr" rid="B38">Liang et al., 2016</xref>). Additionally, <xref ref-type="bibr" rid="B47">Piccolo et al. (2017)</xref> also demonstrated that the <italic>Lactobacillus</italic> spp. in the small intestine help neonatal pigs to develop the gut-associated lymphoid tissue and immune response. Together, these findings indicated that there is a close interaction between the bacterial population and host immune regulation, which is an important factor to influence the succession of the small intestinal microbiota. The limitation of the present study is that the microbiota and transcriptome of small intestine epithelium was not examined, which will provide more accurate and direct evidence to the host immune and microbiota interaction in future studies.</p>
<p>The metabolome results show that the metabolites separated from each other across the three time points for both the jejunum and ileum (<bold>Figure <xref ref-type="fig" rid="F4">4</xref></bold>), suggesting that the metabolic capacity of the small intestine also displays age-dependence. This finding is consistent with the observed pattern of the goat ileum enzyme showing that the highest amylase activity is observed at day 42, while xylanase activity increases quadratically from days 28 to 70 (<xref ref-type="bibr" rid="B26">Jiao et al., 2016</xref>). However, this is contrast to the previous findings in the rumen. For example, <xref ref-type="bibr" rid="B31">Li et al. (2012)</xref> demonstrated that the rumen microbial communities of pre-ruminant calves maintained a stable community function and metabolic potentials while their phylogenetic composition displayed a great tendency for fluctuation (<xref ref-type="bibr" rid="B31">Li et al., 2012</xref>). Further, the main fermentative and enzymatic activities are stabilized at 1 month (<xref ref-type="bibr" rid="B52">Rey et al., 2012</xref>; <xref ref-type="bibr" rid="B25">Jiao et al., 2015b</xref>). These difference may be attributed to the functional heterogeneity of the GIT (<xref ref-type="bibr" rid="B20">Godoy-Vitorino et al., 2012</xref>), as the rumen is the main site of diet fermentation, and the small intestine plays an important role in nutrient absorption and maintaining immune homeostasis.</p>
<p>The increased amounts of methionine, threonine, and putrescine, and the decreased amounts of myristic acid and pentadecanoic acid in the jejunum and ileum (<bold>Figure <xref ref-type="fig" rid="F4">4</xref></bold>), indicated an increase of food source, as pentadecanoic acid is a marker for intake of milk fat in mouse (<xref ref-type="bibr" rid="B56">Smedman et al., 1999</xref>). Moreover, putrescine is a product of bacteria in the gut, which is also mainly dependent on gut microbiota, such as <italic>Clostridia</italic> spp. (<xref ref-type="bibr" rid="B67">Yeruva et al., 2016</xref>). Therefore, the increased amount of putrescine suggested that the metabolic activity of microbiota in small intestine of sika deer may be changed. Threonine is a key amino acid in mucin synthesis, accounting for 28&#x2013;35% of the total amino acids of mucin (<xref ref-type="bibr" rid="B30">Law et al., 2007</xref>), and represents 7&#x2013;11% of the total amino acids in IgA (<xref ref-type="bibr" rid="B54">Sandberg et al., 2007</xref>). Additionally, putrescine also plays important role in the maturation and maintenance of the intestinal mucosal barrier and anti-inflammatory actions (<xref ref-type="bibr" rid="B16">Eisler et al., 2014</xref>). The increased amount of threonine could also promote mucin synthesis (<xref ref-type="bibr" rid="B18">Faure et al., 2006</xref>). These findings reinforce the suggestion that the small intestinal microbiota and metabolome are closely interacted, resulting in gut function and immune development. Further studies are required to identify the derived source of these amino acids, either from microbiota or diet metabolism, and to examine their effects on gut function and immune development <italic>in vivo</italic>.</p>
</sec>
<sec><title>Conclusion</title>
<p>In summary, the present study revealed the microbial colonization and metabolome development in the jejunum and ileum of juvenile sika deer. Our results showed that the microbial diversity in both the jejunum and ileum increased with age, implying that age is a key factor in microbial succession. The microbial community composition of juvenile sika deer at day 1 was significantly different than days 42 and 70, indicating the potential role and influence of the dam&#x2019;s milk microbiota on the colonization of microorganisms in the jejunum and ileum. The increased microbiota and dominant bacteria at days 42 and 70, may be closely associated with immune development of the small intestine. Moreover, the metabolome analysis in the jejunum and ileum also displayed an age-dependent pattern. The varied metabolites across the three time points revealed that the metabolic activity of protein and fat changed with development, which also may be related to the immune development of small intestine. Furthermore, the present study identified significant differences in the bacteria and metabolites in the jejunum and ileum during early life. Moreover, future research should investigate how these metabolites and microbial taxa affect small intestinal function.</p>
</sec>
<sec><title>Author Contributions</title>
<p>ZL, XW, TZ, HS, WN, and CX collected the samples. ZL and TZ prepared the samples for analysis. ZL analyzed the data. ZL, A-DGW, LG, and GL wrote and reviewed the manuscript. All authors approved the final manuscript as submitted.</p>
</sec>
<sec><title>Conflict of Interest Statement</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>
</body>
<back>
<fn-group>
<fn fn-type="financial-disclosure">
<p><bold>Funding.</bold> This study was supported by the Natural Science Foundation of China (NSFC) (Grant No. 31501984) to ZL.</p>
</fn>
</fn-group>
<sec sec-type="supplementary material">
<title>Supplementary Material</title>
<p>The Supplementary Material for this article can be found online at: <ext-link ext-link-type="uri" xlink:href="https://www.frontiersin.org/articles/10.3389/fmicb.2018.00004/full#supplementary-material">https://www.frontiersin.org/articles/10.3389/fmicb.2018.00004/full#supplementary-material</ext-link></p>
<supplementary-material xlink:href="Image_1.JPEG" id="SM1" mimetype="image/jpeg" xmlns:xlink="http://www.w3.org/1999/xlink">
<label>FIGURE S1</label>
<caption><p>Rarefaction curves of the jejunum and ileum microbial community based on 16S rRNA gene sequencing based on a 97% sequence similarity. OTU, operational taxonomic unit.</p></caption>
</supplementary-material>
<supplementary-material xlink:href="Image_1.JPEG" id="SM7" mimetype="image/jpeg" xmlns:xlink="http://www.w3.org/1999/xlink"/>
<supplementary-material xlink:href="Image_2.JPEG" id="SM2" mimetype="image/jpeg" xmlns:xlink="http://www.w3.org/1999/xlink">
<label>FIGURE S2</label>
<caption><p>Principal coordinate analysis (PCoA) of jejunum <bold>(A)</bold> and ileum <bold>(B)</bold> microbiota based on Bray&#x2013;Curtis distance.</p></caption>
</supplementary-material>
<supplementary-material xlink:href="Image_2.JPEG" id="SM8" mimetype="image/jpeg" xmlns:xlink="http://www.w3.org/1999/xlink"/>
<supplementary-material xlink:href="Image_3.JPEG" id="SM3" mimetype="image/jpeg" xmlns:xlink="http://www.w3.org/1999/xlink">
<label>FIGURE S3</label>
<caption><p>Taxonomic representation showing the statistically and biologically difference in jejunum across three time points. Differences are represented by the color of the most abundant class (red indicating the samples at day 1, green indicating the samples at day 42, and blue indicating the samples at day 70). The diameter of each circle&#x2019;s diameter is proportional to the taxa abundance.</p></caption>
</supplementary-material>
<supplementary-material xlink:href="Image_3.JPEG" id="SM9" mimetype="image/jpeg" xmlns:xlink="http://www.w3.org/1999/xlink"/>
<supplementary-material xlink:href="Image_4.JPEG" id="SM4" mimetype="image/jpeg" xmlns:xlink="http://www.w3.org/1999/xlink">
<label>FIGURE S4</label>
<caption><p>Taxonomic representation showing the statistically and biologically difference in ileum across three time points. Differences are represented by the color of the most abundant class (red indicating the samples at day 1, green indicating the samples at day 42, and blue indicating the samples at day 70). The diameter of each circle&#x2019;s diameter is proportional to the taxa abundance.</p></caption>
</supplementary-material>
<supplementary-material xlink:href="Image_4.JPEG" id="SM10" mimetype="image/jpeg" xmlns:xlink="http://www.w3.org/1999/xlink"/>
<supplementary-material xlink:href="Image_5.JPEG" id="SM5" mimetype="image/jpeg" xmlns:xlink="http://www.w3.org/1999/xlink">
<label>FIGURE S5</label>
<caption><p>Comparison of the microbiota in jejunum and ileum across three time points using PCoA. <italic>R</italic><sup>2</sup>- and <italic>p</italic>-values are the results of the multivariate ANOVA analysis based on the Bray&#x2013;Curtis distance. D, day.</p></caption>
</supplementary-material>
<supplementary-material xlink:href="Image_5.JPEG" id="SM11" mimetype="image/jpeg" xmlns:xlink="http://www.w3.org/1999/xlink"/>
<supplementary-material xlink:href="Data_Sheet_1.XLSX" id="SM6" mimetype="application/vnd.openxmlformats-officedocument.spreadsheetml.sheet" xmlns:xlink="http://www.w3.org/1999/xlink">
<label>TABLE S1</label>
<caption><p>Species composition in jejunum and ileum across three time points.</p></caption>
</supplementary-material>
<supplementary-material xlink:href="Data_Sheet_1.XLSX" id="SM12" mimetype="application/vnd.openxmlformats-officedocument.spreadsheetml.sheet" xmlns:xlink="http://www.w3.org/1999/xlink"/>
</sec>
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