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<article xml:lang="EN" xmlns:mml="http://www.w3.org/1998/Math/MathML" xmlns:xlink="http://www.w3.org/1999/xlink" article-type="research-article">
<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.2021.760528</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>Effect of Whole or Ground Flaxseed Supplementation on Fatty Acid Profile, Fermentation, and Bacterial Composition in Rumen of Dairy Cows</article-title>
</title-group>
<contrib-group>
<contrib contrib-type="author">
<name><surname>Huang</surname> <given-names>Guoxin</given-names></name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
<xref ref-type="aff" rid="aff2"><sup>2</sup></xref>
<xref ref-type="aff" rid="aff3"><sup>3</sup></xref>
</contrib>
<contrib contrib-type="author">
<name><surname>Guo</surname> <given-names>Liya</given-names></name>
<xref ref-type="aff" rid="aff4"><sup>4</sup></xref>
</contrib>
<contrib contrib-type="author">
<name><surname>Chang</surname> <given-names>Xiaofeng</given-names></name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
</contrib>
<contrib contrib-type="author">
<name><surname>Liu</surname> <given-names>Kaizhen</given-names></name>
<xref ref-type="aff" rid="aff2"><sup>2</sup></xref>
<xref ref-type="aff" rid="aff3"><sup>3</sup></xref>
<uri xlink:href="http://loop.frontiersin.org/people/672425/overview"/>
</contrib>
<contrib contrib-type="author">
<name><surname>Tang</surname> <given-names>Wenhao</given-names></name>
<xref ref-type="aff" rid="aff2"><sup>2</sup></xref>
<xref ref-type="aff" rid="aff3"><sup>3</sup></xref>
</contrib>
<contrib contrib-type="author">
<name><surname>Zheng</surname> <given-names>Nan</given-names></name>
<xref ref-type="aff" rid="aff2"><sup>2</sup></xref>
<xref ref-type="aff" rid="aff3"><sup>3</sup></xref>
</contrib>
<contrib contrib-type="author">
<name><surname>Zhao</surname> <given-names>Shengguo</given-names></name>
<xref ref-type="aff" rid="aff2"><sup>2</sup></xref>
<xref ref-type="aff" rid="aff3"><sup>3</sup></xref>
<uri xlink:href="http://loop.frontiersin.org/people/255437/overview"/>
</contrib>
<contrib contrib-type="author" corresp="yes">
<name><surname>Zhang</surname> <given-names>Yangdong</given-names></name>
<xref ref-type="aff" rid="aff2"><sup>2</sup></xref>
<xref ref-type="aff" rid="aff3"><sup>3</sup></xref>
<xref ref-type="corresp" rid="c001"><sup>&#x002A;</sup></xref>
<uri xlink:href="http://loop.frontiersin.org/people/879567/overview"/>
</contrib>
<contrib contrib-type="author" corresp="yes">
<name><surname>Wang</surname> <given-names>Jiaqi</given-names></name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
<xref ref-type="aff" rid="aff2"><sup>2</sup></xref>
<xref ref-type="aff" rid="aff3"><sup>3</sup></xref>
<xref ref-type="corresp" rid="c002"><sup>&#x002A;</sup></xref>
<uri xlink:href="http://loop.frontiersin.org/people/304974/overview"/>
</contrib>
</contrib-group>
<aff id="aff1"><sup>1</sup><institution>College of Animal Sciences and Technology, Northeast Agricultural University</institution>, <addr-line>Harbin</addr-line>, <country>China</country></aff>
<aff id="aff2"><sup>2</sup><institution>Key Laboratory of Quality &#x0026; Safety Control for Milk and Dairy Products of Ministry of Agriculture and Rural Affairs, Institute of Animal Sciences, Chinese Academy of Agricultural Sciences</institution>, <addr-line>Beijing</addr-line>, <country>China</country></aff>
<aff id="aff3"><sup>3</sup><institution>State Key Laboratory of Animal Nutrition, Institute of Animal Sciences, Chinese Academy of Agricultural Sciences</institution>, <addr-line>Beijing</addr-line>, <country>China</country></aff>
<aff id="aff4"><sup>4</sup><institution>Henan Institute of Science and Technology</institution>, <addr-line>Xinxiang</addr-line>, <country>China</country></aff>
<author-notes>
<fn fn-type="edited-by"><p>Edited by: Antonio Faciola, University of Florida, United States</p></fn>
<fn fn-type="edited-by"><p>Reviewed by: Brooke Ashley Clemmons, Texas A&#x0026;M University&#x2013;Commerce, United States; Fernanda Rosa, University of Arkansas for Medical Sciences, United States</p></fn>
<corresp id="c001">&#x002A;Correspondence: Yangdong Zhang, <email>zhangyangdong@caas.cn</email></corresp>
<corresp id="c002">Jiaqi Wang, <email>jiaqiwang@vip.163.com</email></corresp>
<fn fn-type="other" id="fn004"><p>This article was submitted to Systems Microbiology, a section of the journal Frontiers in Microbiology</p></fn>
</author-notes>
<pub-date pub-type="epub">
<day>12</day>
<month>11</month>
<year>2021</year>
</pub-date>
<pub-date pub-type="collection">
<year>2021</year>
</pub-date>
<volume>12</volume>
<elocation-id>760528</elocation-id>
<history>
<date date-type="received">
<day>18</day>
<month>08</month>
<year>2021</year>
</date>
<date date-type="accepted">
<day>18</day>
<month>10</month>
<year>2021</year>
</date>
</history>
<permissions>
<copyright-statement>Copyright &#x00A9; 2021 Huang, Guo, Chang, Liu, Tang, Zheng, Zhao, Zhang and Wang.</copyright-statement>
<copyright-year>2021</copyright-year>
<copyright-holder>Huang, Guo, Chang, Liu, Tang, Zheng, Zhao, Zhang and Wang</copyright-holder>
<license xlink:href="http://creativecommons.org/licenses/by/4.0/"><p>This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY). The use, distribution or reproduction in other forums is permitted, provided the original author(s) and the copyright owner(s) are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms.</p></license>
</permissions>
<abstract>
<p>Flaxseed is rich in &#x03B1;-linolenic acid (ALA) and can increase omega-3 polyunsaturated fatty acid in the milk of dairy cows. However, the response of rumen fermentation to different forms of flaxseed supplementation is unknown. This study aimed to investigate the effect of different forms of flaxseed on the fatty acid profile, fermentation, and composition of bacteria in the rumen of dairy cows. In total, 30 Holstein dairy cows were selected and randomly assigned into three groups (10/group). Cows were fed a basal diet (control check; CK) or basal diets supplemented with either 1,500 g per day whole flaxseed (WF) or 1,500 g per day ground flaxseed (GF). The WF group had the highest ALA content in rumen fluid, whereas no difference was found between the CK and GF groups. However, the molar proportion of acetate increased in the WF and GF groups and was the highest in the GF group, and a similar trend was shown by propionate, isobutyrate, butyrate, isovalerate, and valerate (CK &#x003C; WF &#x003C; GF). The abundance of <italic>Ruminococcaceae_</italic>NK4A214<italic>_group</italic>, <italic>Christensenellaceae_</italic>R-7<italic>_group</italic>, and <italic>Eubacterium_coprostanoligenes_group</italic> also showed the same trend (CK &#x003C; WF &#x003C; GF). Different forms of flaxseed release ALA by different mechanisms in the rumen, and the molar proportions of volatile fatty acids and the bacterial composition were potentially influenced mainly by the amount of ALA released into the rumen.</p>
</abstract>
<kwd-group>
<kwd>flaxseed</kwd>
<kwd>&#x03B1;-linolenic acid</kwd>
<kwd>rumen fatty acid</kwd>
<kwd>rumen metabolism</kwd>
<kwd>bacteria</kwd>
</kwd-group>
<counts>
<fig-count count="2"/>
<table-count count="5"/>
<equation-count count="1"/>
<ref-count count="45"/>
<page-count count="9"/>
<word-count count="7977"/>
</counts>
</article-meta>
</front>
<body>
<sec sec-type="intro" id="S1">
<title>Introduction</title>
<p>As a source of omega-3 polyunsaturated fatty acid (n-3 PUFA), flaxseed is widely used to enhance levels of n-3 PUFA in milk production (<xref ref-type="bibr" rid="B25">Meignan et al., 2017</xref>; <xref ref-type="bibr" rid="B4">Brzozowska et al., 2018</xref>; <xref ref-type="bibr" rid="B23">Marino et al., 2019</xref>), particularly, &#x03B1;-linolenic acid (ALA; c9,c12,c15-C18:3). Flaxseed is rich in ALA, 18% of the total seed, and 53 to 56% of total fatty acids (<xref ref-type="bibr" rid="B29">Mustafa et al., 2002</xref>; <xref ref-type="bibr" rid="B32">Petit, 2003</xref>). In feeding experiments, whole (WF; <xref ref-type="bibr" rid="B6">Castillo-Lopez et al., 2018</xref>) and ground flaxseed (GF; <xref ref-type="bibr" rid="B19">Isenberg et al., 2019</xref>) are two important forms of dietary supplementation. However, previous studies reported that GF supplementation had a higher efficiency in increasing n-3 PUFA (mainly ALA) in milk (<xref ref-type="bibr" rid="B36">Silva et al., 2007</xref>; <xref ref-type="bibr" rid="B33">Petit and Cortes, 2010</xref>; <xref ref-type="bibr" rid="B26">Mesgaran et al., 2012</xref>). The n-3 PUFA (mainly ALA) in WF cannot be released as completely as GF because of the flaxseed shell. Most ALA in WF is excreted directly from the animal (<xref ref-type="bibr" rid="B30">Oba et al., 2009</xref>). To release ALA from WF, cows need to crush the flaxseed by tooth. Thus, in the rumen of ruminants, ALA in WF takes longer to be released. However, ALA in GF could be released into the rumen in a shorter time. Compared to a short and rapid release, a long release may lead to the continuous biological hydrogenation of ALA in the rumen. Therefore, the efficiency of transporting the ALA into milk is lower.</p>
<p>In the rumen, dietary PUFA can influence the composition of the microbiota (<xref ref-type="bibr" rid="B11">Fievez et al., 2007</xref>). Previous articles have reported that ALA was toxic to the growth of <italic>Clostridium proteoclasticum</italic>, <italic>Butyrivibrio hungatei</italic>, and <italic>Eubacterium ruminantium</italic> in the rumen (<xref ref-type="bibr" rid="B22">Maia et al., 2007</xref>). The release of ALA from either WF or GF is different and may influence the ruminal microbiota diversity. However, no studies have revealed the influence of ALA from different flaxseed on the microflora ruminal.</p>
<p>This study aimed to investigate the effect of WF or GF supplementation on rumen formation and bacterial community. We hypothesized that dietary supplementation with WF and GF may have a different effect on the rumen fatty acid profile and that the rumen fermentation pattern and the structure of bacteria may be influenced by the ALA released into the rumen.</p>
</sec>
<sec id="S2" sec-type="materials|methods">
<title>Materials and Methods</title>
<sec id="S2.SS1">
<title>Experimental Design and Treatments</title>
<p>This experiment was performed at Tianjin Fuyou Agricultural Technology Co., Ltd. (Tianjin, China). The animal protocol (protocol no. IAS 2019-28; date of approval: April 8, 2019) was approved by the Animal Care and Use Committee of the Institute of Animal Science, Chinese Academy of Agricultural Sciences, Beijing, China. Thirty primiparous Holstein dairy cows (90 &#x00B1; 28 days in milk; 628 &#x00B1; 103 kg body weight; 37.22 &#x00B1; 2.60 kg of milk per day) were selected for the present study. Cows were randomly assigned into three groups and provided with a basal diet (control check; CK) or the basal diet supplemented with 1,500 g per day WF or 1,500 g per day GF, as shown in <xref ref-type="table" rid="T1">Table 1</xref> (predicted feed intake: 22.3 kg per day and dry matter of flaxseed is 94.96%, thus flaxseed content in diet: 6.38%). The diets in this experiment were formulated and evaluated using the Feeding Standards of Dairy Cattle in China (Ministry of Agriculture of China (MOA). Feeding Standard of Dairy Cattle, NY/T 34-2004; MOA: Beijing, China, 2004). This experiment lasted for 5 weeks, and the cows were fed in a well-ventilated barn. The daily feeding times were 6:30 <sc>AM</sc>, 2:00 <sc>PM</sc>, and 9:30 <sc>PM</sc> using a total mixed ratio. In this experiment, the dry matter intake and milk yield showed no difference between the treatments.</p>
<table-wrap position="float" id="T1">
<label>TABLE 1</label>
<caption><p>Composition of experimental diets (% DM basis).</p></caption>
<table cellspacing="5" cellpadding="5" frame="hsides" rules="groups">
<thead>
<tr>
<td valign="top" align="left">Items</td>
<td valign="top" align="center" colspan="3">Treatments<xref ref-type="table-fn" rid="t1fn2"><sup>a</sup></xref><hr/></td>
</tr>
<tr>
<td valign="top" align="left"/>
<td valign="top" align="center">CK</td>
<td valign="top" align="center">WF</td>
<td valign="top" align="center">GF</td>
</tr>
</thead>
<tbody>
<tr>
<td valign="top" align="left">Diet ingredient, % of DM</td>
<td valign="top" align="center"/>
<td valign="top" align="center"/>
<td valign="top" align="center"/>
</tr>
<tr>
<td valign="top" align="left">Corn silage</td>
<td valign="top" align="center">21.51</td>
<td valign="top" align="center">21.86</td>
<td valign="top" align="center">21.86</td>
</tr>
<tr>
<td valign="top" align="left">Alfalfa hay</td>
<td valign="top" align="center">8.76</td>
<td valign="top" align="center">8.90</td>
<td valign="top" align="center">8.90</td>
</tr>
<tr>
<td valign="top" align="left">Alfalfa semidry silage</td>
<td valign="top" align="center">3.61</td>
<td valign="top" align="center">3.67</td>
<td valign="top" align="center">3.67</td>
</tr>
<tr>
<td valign="top" align="left">Wrapped straw</td>
<td valign="top" align="center">2.44</td>
<td valign="top" align="center">2.48</td>
<td valign="top" align="center">2.48</td>
</tr>
<tr>
<td valign="top" align="left">Corn</td>
<td valign="top" align="center">26.18</td>
<td valign="top" align="center">21.56</td>
<td valign="top" align="center">21.56</td>
</tr>
<tr>
<td valign="top" align="left">Corn flakes</td>
<td valign="top" align="center">2.77</td>
<td valign="top" align="center">2.82</td>
<td valign="top" align="center">2.82</td>
</tr>
<tr>
<td valign="top" align="left">Wool cotton seed</td>
<td valign="top" align="center">3.88</td>
<td valign="top" align="center">1.97</td>
<td valign="top" align="center">1.97</td>
</tr>
<tr>
<td valign="top" align="left">Orange peel granule</td>
<td valign="top" align="center">1.94</td>
<td valign="top" align="center">1.97</td>
<td valign="top" align="center">1.97</td>
</tr>
<tr>
<td valign="top" align="left">Soybean meal</td>
<td valign="top" align="center">12.42</td>
<td valign="top" align="center">11.8</td>
<td valign="top" align="center">11.8</td>
</tr>
<tr>
<td valign="top" align="left">Puffed soybeans</td>
<td valign="top" align="center">2.22</td>
<td valign="top" align="center">2.26</td>
<td valign="top" align="center">2.26</td>
</tr>
<tr>
<td valign="top" align="left">Cotton meal</td>
<td valign="top" align="center">3.12</td>
<td valign="top" align="center">3.17</td>
<td valign="top" align="center">3.17</td>
</tr>
<tr>
<td valign="top" align="left">DDGS</td>
<td valign="top" align="center">2.85</td>
<td valign="top" align="center">2.90</td>
<td valign="top" align="center">2.90</td>
</tr>
<tr>
<td valign="top" align="left">Bran</td>
<td valign="top" align="center">1.08</td>
<td valign="top" align="center">1.10</td>
<td valign="top" align="center">1.10</td>
</tr>
<tr>
<td valign="top" align="left">Fat powder</td>
<td valign="top" align="center">1.71</td>
<td valign="top" align="center">1.55</td>
<td valign="top" align="center">1.55</td>
</tr>
<tr>
<td valign="top" align="left">Flaxseed</td>
<td valign="top" align="center">0</td>
<td valign="top" align="center">6.38</td>
<td valign="top" align="center">6.38</td>
</tr>
<tr>
<td valign="top" align="left">Premix<xref ref-type="table-fn" rid="t1fn3"><sup>b</sup></xref></td>
<td valign="top" align="center">5.51</td>
<td valign="top" align="center">5.60</td>
<td valign="top" align="center">5.60</td>
</tr>
<tr>
<td valign="top" align="left">Total</td>
<td valign="top" align="center">100</td>
<td valign="top" align="center">100</td>
<td valign="top" align="center">100</td>
</tr>
<tr>
<td valign="top" align="left">Chemical, % of DM</td>
<td valign="top" align="center"/>
<td valign="top" align="center"/>
<td valign="top" align="center"/>
</tr>
<tr>
<td valign="top" align="left">DM</td>
<td valign="top" align="center">51.18</td>
<td valign="top" align="center">51.27</td>
<td valign="top" align="center">53.58</td>
</tr>
<tr>
<td valign="top" align="left">NE<sub>L</sub><xref ref-type="table-fn" rid="t1fn4"><sup>c</sup></xref>, Mcal/kg of DM</td>
<td valign="top" align="center">1.91</td>
<td valign="top" align="center">1.94</td>
<td valign="top" align="center">1.94</td>
</tr>
<tr>
<td valign="top" align="left">CP</td>
<td valign="top" align="center">17.19</td>
<td valign="top" align="center">17.48</td>
<td valign="top" align="center">17.48</td>
</tr>
<tr>
<td valign="top" align="left">ADF</td>
<td valign="top" align="center">17.99</td>
<td valign="top" align="center">19.30</td>
<td valign="top" align="center">17.08</td>
</tr>
<tr>
<td valign="top" align="left">NDF</td>
<td valign="top" align="center">63.15</td>
<td valign="top" align="center">65.70</td>
<td valign="top" align="center">61.23</td>
</tr>
<tr>
<td valign="top" align="left">EE</td>
<td valign="top" align="center">4.59</td>
<td valign="top" align="center">8.52</td>
<td valign="top" align="center">8.50</td>
</tr>
<tr>
<td valign="top" align="left">FA, % of total FA reported</td>
<td valign="top" align="center"/>
<td valign="top" align="center"/>
<td valign="top" align="center"/>
</tr>
<tr>
<td valign="top" align="left">C14:0</td>
<td valign="top" align="center">2.04</td>
<td valign="top" align="center">1.43</td>
<td valign="top" align="center">1.46</td>
</tr>
<tr>
<td valign="top" align="left">C16:0</td>
<td valign="top" align="center">76.05</td>
<td valign="top" align="center">67.02</td>
<td valign="top" align="center">68.04</td>
</tr>
<tr>
<td valign="top" align="left">c9-C16:1</td>
<td valign="top" align="center">0.03</td>
<td valign="top" align="center">0.03</td>
<td valign="top" align="center">0.04</td>
</tr>
<tr>
<td valign="top" align="left">C18:0</td>
<td valign="top" align="center">0.03</td>
<td valign="top" align="center">0.04</td>
<td valign="top" align="center">0.05</td>
</tr>
<tr>
<td valign="top" align="left">c9-C18:1</td>
<td valign="top" align="center">0.77</td>
<td valign="top" align="center">0.94</td>
<td valign="top" align="center">1.01</td>
</tr>
<tr>
<td valign="top" align="left">c9,c12-C18:2</td>
<td valign="top" align="center">18.86</td>
<td valign="top" align="center">9.84</td>
<td valign="top" align="center">9.49</td>
</tr>
<tr>
<td valign="top" align="left">c9,c12,c15-C18:3</td>
<td valign="top" align="center">2.10</td>
<td valign="top" align="center">20.60</td>
<td valign="top" align="center">19.80</td>
</tr>
<tr>
<td valign="top" align="left">C20:0</td>
<td valign="top" align="center">0.04</td>
<td valign="top" align="center">0.03</td>
<td valign="top" align="center">0.04</td>
</tr>
<tr>
<td valign="top" align="left">c11-C20:1</td>
<td valign="top" align="center">0.01</td>
<td valign="top" align="center">0.01</td>
<td valign="top" align="center">0.01</td>
</tr>
<tr>
<td valign="top" align="left">C22:0</td>
<td valign="top" align="center">0.04</td>
<td valign="top" align="center">0.03</td>
<td valign="top" align="center">0.04</td>
</tr>
<tr>
<td valign="top" align="left">C24:0</td>
<td valign="top" align="center">0.03</td>
<td valign="top" align="center">0.02</td>
<td valign="top" align="center">0.03</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<fn id="t1fn1"><p><italic>DM, dry matter; NEL, net energy for lactation; CP, crude protein; ADF, acid detergent fiber; NDF, neutral detergent fiber; EE, ether extracts.</italic></p></fn>
<fn id="t1fn2"><p><italic><sup>a</sup>CK, dairy cows fed a basal diet (without flaxseed); WF, dairy cows fed whole flaxseed diet (whole flaxseed 1,500 g per day); GF, dairy cows fed with ground flaxseed diet (ground flaxseed 1,500 g per day per cow).</italic></p></fn>
<fn id="t1fn3"><p><italic><sup>b</sup>Premix (per kg of DM): a minimum of 313,500 IU of vitamin A, 104,500 IU of vitamin D, 5,000 IU of vitamin E, 780 mg of Cu, 780 mg of Fe, 780 mg of Mn, 3,900 mg of Zn, 30 mg of Se, 50 mg of I, and 65 mg of Co.</italic></p></fn>
<fn id="t1fn4"><p><italic><sup>c</sup>Calculated value (based on China Standard NY/T 34; People&#x2019;s Republic of China, 2004).</italic></p></fn>
</table-wrap-foot>
</table-wrap>
</sec>
<sec id="S2.SS2">
<title>Sampling, Measurements, and Analysis</title>
<p>The rumen fluid was collected at 6:00 <sc>AM</sc> <italic>via</italic> esophageal tubing, which was described by <xref ref-type="bibr" rid="B31">Paz et al. (2016)</xref>. Approximately, 100 mL of rumen fluid was collected and sieved through four cheesecloth layers. The first 10 mL was used to analyze the pH value using a pH meter (UB-10 pH meter, United States); the remaining rumen fluid was placed into eight 5-mL plastic cryotubes and stored in liquid nitrogen for further analysis. The rumen ammonia-N (NH<sub>3</sub>-N) concentration was determined according to the method by <xref ref-type="bibr" rid="B10">Feng and Gao (1993)</xref> and volatile fatty acid (VFA) concentration by using gas chromatography (Agilent Technologies, Santa Clara, CA, United States) (<xref ref-type="bibr" rid="B16">Hu et al., 2005</xref>). Ruminal fatty acid analysis was according to the method described by <xref ref-type="bibr" rid="B8">Dreiucker and Vetter (2011)</xref>.</p>
</sec>
<sec id="S2.SS3">
<title>DNA Extraction</title>
<p>The total rumen bacteria DNA was extracted by using cetyltrimethylammonium bromide (CTAB). Rumen fluid (1.5 mL) was centrifuged at 13,000 &#x00D7; <italic>g</italic> at 4&#x00B0;C for 10 min to collect the supernatant, which contains rumen bacteria. The supernatant and 800 &#x03BC;L CTAB (100 mM Tris-HCl, pH 8.0; 1.4 M NaCl; 20 mM EDTA; 2% CTAB) were mixed together and crushed by using a Mixer Mill MM 400 (Retsch, Haan, Germany) at a vibrational frequency of 30 m/s for 1 min. Next, the mixtures were incubated at 70&#x00B0;C for 20 min, and the supernatant was separated by centrifuge (13,000 &#x00D7; <italic>g</italic> for 10 min). Then, 700 &#x03BC;L of supernatant was mixed with 600 mL of phenolchloroform-isoamyl alcohol (volume 25:24:1), and 500 &#x03BC;L of the upper liquid was transferred into a new tube and mixed with 0.8 times the volume of isopropanol and centrifuged at 13,000 &#x00D7; <italic>g</italic> for 10 min at 4&#x00B0;C. The supernatant was removed from the tube and placed into 800 &#x03BC;L ethanol (70%) to precipitate the DNA. The quality of extracted DNA was evaluated through agarose gel electrophoresis and Nanodrop spectrometer (Thermo Scientific, Chicago, IL, United States). The average concentration of DNA was 396 ng/&#x03BC;L and the average of the 260/280 ratio was 1.88 for all samples.</p>
</sec>
<sec id="S2.SS4">
<title>High-Throughput Sequencing of the 16S rDNA Gene</title>
<p>The V3 and V4 regions of 16S rDNA were selected for amplification by polymerase chain reaction (PCR) with the universal primers 341F (5&#x2032;-CCTACGGGNGGCWGCAG) and 806R (5&#x2032;-GGACTACHVGGGTATCTAAT) (<xref ref-type="bibr" rid="B41">Wang C. et al., 2019</xref>). The PCR incubation conditions were performed with KOD Polymerase (Toyobo, Osaka, Japan) at 95&#x00B0;C for 4 min, followed by 15 cycles at 95&#x00B0;C for 60 s, 60&#x00B0;C for 40 s, and 72&#x00B0;C for 60 s and a final extension at 72&#x00B0;C for 10 min. The PCR products were collected using an AxyPrep DNA Gel Extraction Kit (Axygen Biosciences, Union City, CA, United States).</p>
</sec>
<sec id="S2.SS5">
<title>Sequencing Data Processing</title>
<p>The 16S rDNA amplicon sequencing was sequenced on an Illumina Novaseq 6000 platform (Guangdong Magigene Biotechnology, Guangzhou, China). QIIME (Quantitative Insights Into Microbial Ecology, version 1.9.1) was used in this experiment to analyze the sequences. According to the overlap relationship between pair-end reads, the sequence data were merged into one sequence tag. After that, UCLUST was used to cluster tags according to 97% similarity level. Naive Bayesian assignment algorithm of RDP Classifier (version 2.2) was used to identify those representative sequences against the Greengene database (version gg_13_5). &#x03B1;-Diversity (Ace, Chao, Good coverage, Shannon, Simpson, Sobs) and &#x03B2;-diversity PCoA (principal coordinate analysis) and ANOSIM were performed using QIIME (version 1.9.1). The sequence data have been submitted to the Sequence Read Archive of the NCBI under project PRJNA756791.</p>
</sec>
<sec id="S2.SS6">
<title>Statistical Analysis</title>
<p>Homogeneity of variance and normal distribution for the variables of pH, NH<sub>3</sub>-N, VFAs, and fatty acid composition of the rumen were tested by the HOVTEST and UNIVARIATE of the SAS (version 9.4, SAS Institute, Inc., Cary, NC, United States) software. Then the data were analyzed using one-way analysis of variance models in SAS. The following statistical model was used:</p>
<disp-formula id="S2.E1"><label>(1)</label><mml:math id="M1" display="block"><mml:mrow><mml:mrow><mml:mrow><mml:msub><mml:mi>Y</mml:mi><mml:mrow><mml:mtext>ij</mml:mtext></mml:mrow></mml:msub><mml:mo>&#x2062;</mml:mo><mml:mtext> </mml:mtext></mml:mrow><mml:mo>=</mml:mo><mml:mrow><mml:mi mathvariant="normal">&#x03BC;</mml:mi><mml:mo>+</mml:mo><mml:msub><mml:mi>T</mml:mi><mml:mrow><mml:mtext>i</mml:mtext></mml:mrow></mml:msub><mml:mo>+</mml:mo><mml:msub><mml:mi mathvariant="normal">&#x03B5;</mml:mi><mml:mrow><mml:mtext>ij</mml:mtext></mml:mrow></mml:msub></mml:mrow></mml:mrow><mml:mo>,</mml:mo></mml:mrow></mml:math></disp-formula>
<p>where <italic>Y</italic><sub>ij</sub> represents the observed dependent variables, &#x03BC; is the overall mean, <italic>T</italic><sub>i</sub> is the effect of treatment, and &#x03B5;<sub>ij</sub> is the residual error. The significance level was declared at <italic>P</italic> &#x003C; 0.05.</p>
</sec>
</sec>
<sec sec-type="results" id="S3">
<title>Results</title>
<sec id="S3.SS1">
<title>Rumen Fatty Acid Profiles</title>
<p>The concentration of fatty acid in rumen fluid is shown in <xref ref-type="table" rid="T2">Table 2</xref>. The proportion of C6:0 (caproic), C8:0 (caprylic), C10:0 (capric), C12:0 (lauric), and C14:0 (myristic) was no different between treatments. However, supplementation with GF increased the concentration of C16:0 (palmitic) in the rumen, compared with the WF and CK groups. The concentration of C18:1-trans (elaidic acid) in rumens decreased in WF compared with the CK and GF groups (<italic>P</italic> = 0.018). However, the levels of ALA (<italic>P</italic> = 0.039) and total n-3 PUFA (<italic>P</italic> = 0.036) were greater in the WF group relative to CK and GF groups. Supplementation with WF tended to increase the concentration of EPA compared with the CK and GF groups, but there was no significant difference between them (<italic>P</italic> = 0.099).</p>
<table-wrap position="float" id="T2">
<label>TABLE 2</label>
<caption><p>Effects of dietary whole or ground flaxseed supplementation on rumen fatty acid (g/100 g total fatty acid).</p></caption>
<table cellspacing="5" cellpadding="5" frame="hsides" rules="groups">
<thead>
<tr>
<td valign="top" align="left">Items</td>
<td valign="top" align="center" colspan="3">Treatments<xref ref-type="table-fn" rid="t2fn2"><sup>1</sup></xref><hr/></td>
<td valign="top" align="center"/>
</tr>
<tr>
<td valign="top" align="left"/>
<td valign="top" align="center">CK</td>
<td valign="top" align="center">WF</td>
<td valign="top" align="center">GF</td>
<td valign="top" align="center"><italic>P</italic>-value</td>
</tr>
</thead>
<tbody>
<tr>
<td valign="top" align="left">C6:0, caproic</td>
<td valign="top" align="center">0.61 &#x00B1; 0.25</td>
<td valign="top" align="center">0.50 &#x00B1; 0.23</td>
<td valign="top" align="center">0.51 &#x00B1; 0.29</td>
<td valign="top" align="center">0.597</td>
</tr>
<tr>
<td valign="top" align="left">C8:0, caprylic</td>
<td valign="top" align="center">0.48 &#x00B1; 0.31</td>
<td valign="top" align="center">0.50 &#x00B1; 0.30</td>
<td valign="top" align="center">0.71 &#x00B1; 0.33</td>
<td valign="top" align="center">0.230</td>
</tr>
<tr>
<td valign="top" align="left">C10:0, capric</td>
<td valign="top" align="center">3.80 &#x00B1; 1.18</td>
<td valign="top" align="center">2.24 &#x00B1; 1.62</td>
<td valign="top" align="center">2.08 &#x00B1; 0.90</td>
<td valign="top" align="center">0.606</td>
</tr>
<tr>
<td valign="top" align="left">C12:0, lauric</td>
<td valign="top" align="center">2.16 &#x00B1; 0.94</td>
<td valign="top" align="center">3.25 &#x00B1; 1.04</td>
<td valign="top" align="center">3.12 &#x00B1; 1.17</td>
<td valign="top" align="center">0.963</td>
</tr>
<tr>
<td valign="top" align="left">C14:0, myristic</td>
<td valign="top" align="center">11.07 &#x00B1; 2.55</td>
<td valign="top" align="center">11.91 &#x00B1; 2.16</td>
<td valign="top" align="center">9.41 &#x00B1; 2.90</td>
<td valign="top" align="center">0.192</td>
</tr>
<tr>
<td valign="top" align="left">C16:0, palmitic</td>
<td valign="top" align="center">55.87 &#x00B1; 5.09<xref ref-type="table-fn" rid="t2fn4"><sup>b</sup></xref></td>
<td valign="top" align="center">57.72 &#x00B1; 2.74<xref ref-type="table-fn" rid="t2fn4"><sup>b</sup></xref></td>
<td valign="top" align="center">62.18 &#x00B1; 5.05<xref ref-type="table-fn" rid="t2fn4"><sup>a</sup></xref></td>
<td valign="top" align="center">0.013</td>
</tr>
<tr>
<td valign="top" align="left">C18:0, stearic</td>
<td valign="top" align="center">6.69 &#x00B1; 0.83</td>
<td valign="top" align="center">8.38 &#x00B1; 2.53</td>
<td valign="top" align="center">7.16 &#x00B1; 1.39</td>
<td valign="top" align="center">0.101</td>
</tr>
<tr>
<td valign="top" align="left">Other-C18:1<xref ref-type="table-fn" rid="t2fn3"><sup>2</sup></xref></td>
<td valign="top" align="center">0.18 &#x00B1; 0.03</td>
<td valign="top" align="center">0.22 &#x00B1; 0.05</td>
<td valign="top" align="center">0.25 &#x00B1; 0.07</td>
<td valign="top" align="center">0.057</td>
</tr>
<tr>
<td valign="top" align="left">t9-C18:1, elaidic acid</td>
<td valign="top" align="center">0.04 &#x00B1; 0.01<xref ref-type="table-fn" rid="t2fn4"><sup>a</sup></xref></td>
<td valign="top" align="center">0.03 &#x00B1; 0.01<xref ref-type="table-fn" rid="t2fn4"><sup>b</sup></xref></td>
<td valign="top" align="center">0.04 &#x00B1; 0.01<xref ref-type="table-fn" rid="t2fn4"><sup>a</sup></xref></td>
<td valign="top" align="center">0.018</td>
</tr>
<tr>
<td valign="top" align="left">c9,c12-C18:2, linoleic acid</td>
<td valign="top" align="center">1.07 &#x00B1; 0.24</td>
<td valign="top" align="center">0.86 &#x00B1; 0.32</td>
<td valign="top" align="center">1.22 &#x00B1; 0.58</td>
<td valign="top" align="center">0.164</td>
</tr>
<tr>
<td valign="top" align="left">c9,c12,c15-C18:3, (ALA)</td>
<td valign="top" align="center">0.21 &#x00B1; 0.06<xref ref-type="table-fn" rid="t2fn4"><sup>b</sup></xref></td>
<td valign="top" align="center">0.44 &#x00B1; 0.26<xref ref-type="table-fn" rid="t2fn4"><sup>a</sup></xref></td>
<td valign="top" align="center">0.33 &#x00B1; 0.19<xref ref-type="table-fn" rid="t2fn4"><sup>ab</sup></xref></td>
<td valign="top" align="center">0.039</td>
</tr>
<tr>
<td valign="top" align="left">c5,c8,c11,c14c17-C20:5 (EPA)</td>
<td valign="top" align="center">0.47 &#x00B1; 0.52</td>
<td valign="top" align="center">0.85 &#x00B1; 0.69</td>
<td valign="top" align="center">0.32 &#x00B1; 0.38</td>
<td valign="top" align="center">0.099</td>
</tr>
<tr>
<td valign="top" align="left">Total n-3 PUFA</td>
<td valign="top" align="center">0.67 &#x00B1; 0.50<xref ref-type="table-fn" rid="t2fn4"><sup>b</sup></xref></td>
<td valign="top" align="center">1.25 &#x00B1; 0.67<xref ref-type="table-fn" rid="t2fn4"><sup>a</sup></xref></td>
<td valign="top" align="center">0.69 &#x00B1; 0.33<xref ref-type="table-fn" rid="t2fn4"><sup>b</sup></xref></td>
<td valign="top" align="center">0.036</td>
</tr>
<tr>
<td valign="top" align="left">C22:0, docosanoic acid</td>
<td valign="top" align="center">0.03 &#x00B1; 0.01</td>
<td valign="top" align="center">0.02 &#x00B1; 0.01</td>
<td valign="top" align="center">0.02 &#x00B1; 0.01</td>
<td valign="top" align="center">0.212</td>
</tr>
<tr>
<td valign="top" align="left">c3-C22:1, <italic>cis</italic>-3-Docosenoate</td>
<td valign="top" align="center">0.08 &#x00B1; 0.02</td>
<td valign="top" align="center">0.06 &#x00B1; 0.03</td>
<td valign="top" align="center">0.07 &#x00B1; 0.04</td>
<td valign="top" align="center">0.334</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<fn id="t2fn1"><p><italic>ALA, &#x03B1;-linolenic acid; EPA, eicosapentaenoic acid; n-3 PUFA, omega-3 polyunsaturated fatty acid.</italic></p></fn>
<fn id="t2fn2"><p><italic><sup>1</sup>CK, dairy cows fed with control check diet (without flaxseed); WF, dairy cows fed with whole flaxseed diet (whole flaxseed 1,500 g per day); GF, dairy cows fed with ground flaxseed diet (ground flaxseed 1,500 g per day).</italic></p></fn>
<fn id="t2fn3"><p><italic><sup>2</sup>Other-C18:1 = c8-C18:1, c6-C18:1, and c9-C18:1.</italic></p></fn>
<fn id="t2fn4"><p><italic><sup>a,b</sup>Means in the same row with different superscripts differ significantly in terms of treatment effect.</italic></p></fn>
</table-wrap-foot>
</table-wrap>
</sec>
<sec id="S3.SS2">
<title>Ruminal Fermentation Parameters</title>
<p>The indices of ruminal fermentation are shown in <xref ref-type="table" rid="T3">Table 3</xref>. Flaxseed supplementation had no influence on the rumen pH (<italic>P</italic> = 0.115), and no differences were found in ruminal NH<sub>3</sub>-N between the three groups (<italic>P</italic> = 0.630). The molar proportion of VFAs showed differences between the treatments. Compared to the CK group, the molar proportion of acetate increased in the WF and GF groups and was highest in the GF group (<italic>P</italic> &#x003C; 0.001). In addition, propionate, isobutyrate, butyrate, isovalerate, and valerate showed the same trend CK &#x003C; WF &#x003C; GF (<italic>P</italic> &#x003C; 0.05). Ground and WF supplementation could decrease the ratio of acetate to propionate (<italic>P</italic> &#x003C; 0.001).</p>
<table-wrap position="float" id="T3">
<label>TABLE 3</label>
<caption><p>Effects of dietary whole and ground flaxseed supplementation on rumen fermentation indexes.</p></caption>
<table cellspacing="5" cellpadding="5" frame="hsides" rules="groups">
<thead>
<tr>
<td valign="top" align="left">Items</td>
<td valign="top" align="center" colspan="3">Treatments<xref ref-type="table-fn" rid="t3fn2"><sup>1</sup></xref><hr/></td>
<td valign="top" align="center"/>
</tr>
<tr>
<td valign="top" align="left"/>
<td valign="top" align="center">CK</td>
<td valign="top" align="center">WF</td>
<td valign="top" align="center">GF</td>
<td valign="top" align="center"><italic>P</italic>-value</td>
</tr>
</thead>
<tbody>
<tr>
<td valign="top" align="left">pH</td>
<td valign="top" align="center">7.07 &#x00B1; 0.14</td>
<td valign="top" align="center">6.94 &#x00B1; 0.23</td>
<td valign="top" align="center">6.86 &#x00B1; 0.26</td>
<td valign="top" align="center">0.115</td>
</tr>
<tr>
<td valign="top" align="left">NH<sub>3</sub>-N (mg/dL)</td>
<td valign="top" align="center">5.74 &#x00B1; 0.96</td>
<td valign="top" align="center">6.53 &#x00B1; 1.93</td>
<td valign="top" align="center">6.27 &#x00B1; 2.39</td>
<td valign="top" align="center">0.630</td>
</tr>
<tr>
<td valign="top" align="left">Molar proportion, %</td>
<td valign="top" align="center"/>
<td valign="top" align="center"/>
<td valign="top" align="center"/>
<td valign="top" align="center"/>
</tr>
<tr>
<td valign="top" align="left">Acetate</td>
<td valign="top" align="center">60.25 &#x00B1; 1.58<xref ref-type="table-fn" rid="t3fn3"><sup>a</sup></xref></td>
<td valign="top" align="center">52.02 &#x00B1; 1.85<xref ref-type="table-fn" rid="t3fn3"><sup>b</sup></xref></td>
<td valign="top" align="center">48.29 &#x00B1; 2.61<xref ref-type="table-fn" rid="t3fn3"><sup>c</sup></xref></td>
<td valign="top" align="center">&#x003C;0.001</td>
</tr>
<tr>
<td valign="top" align="left">Propionate</td>
<td valign="top" align="center">19.70 &#x00B1; 1.7<xref ref-type="table-fn" rid="t3fn3"><sup>b</sup></xref></td>
<td valign="top" align="center">20.38 &#x00B1; 1.32<xref ref-type="table-fn" rid="t3fn3"><sup>ab</sup></xref></td>
<td valign="top" align="center">21.88 &#x00B1; 2.13<xref ref-type="table-fn" rid="t3fn3"><sup>a</sup></xref></td>
<td valign="top" align="center">0.028</td>
</tr>
<tr>
<td valign="top" align="left">Isobutyrate</td>
<td valign="top" align="center">1.81 &#x00B1; 0.23<xref ref-type="table-fn" rid="t3fn3"><sup>c</sup></xref></td>
<td valign="top" align="center">3.05 &#x00B1; 0.30<xref ref-type="table-fn" rid="t3fn3"><sup>b</sup></xref></td>
<td valign="top" align="center">3.71 &#x00B1; 0.26<xref ref-type="table-fn" rid="t3fn3"><sup>c</sup></xref></td>
<td valign="top" align="center">&#x003C;0.001</td>
</tr>
<tr>
<td valign="top" align="left">Butyrate</td>
<td valign="top" align="center">13.82 &#x00B1; 1.33<xref ref-type="table-fn" rid="t3fn3"><sup>c</sup></xref></td>
<td valign="top" align="center">17.30 &#x00B1; 1.13<xref ref-type="table-fn" rid="t3fn3"><sup>b</sup></xref></td>
<td valign="top" align="center">20.53 &#x00B1; 1.04<xref ref-type="table-fn" rid="t3fn3"><sup>a</sup></xref></td>
<td valign="top" align="center">&#x003C;0.001</td>
</tr>
<tr>
<td valign="top" align="left">Isovalerate</td>
<td valign="top" align="center">2.88 &#x00B1; 0.30<xref ref-type="table-fn" rid="t3fn3"><sup>c</sup></xref></td>
<td valign="top" align="center">3.64 &#x00B1; 0.42<xref ref-type="table-fn" rid="t3fn3"><sup>b</sup></xref></td>
<td valign="top" align="center">4.73 &#x00B1; 0.44<xref ref-type="table-fn" rid="t3fn3"><sup>a</sup></xref></td>
<td valign="top" align="center">&#x003C;0.001</td>
</tr>
<tr>
<td valign="top" align="left">Valerate</td>
<td valign="top" align="center">1.54 &#x00B1; 0.17<xref ref-type="table-fn" rid="t3fn3"><sup>c</sup></xref></td>
<td valign="top" align="center">2.10 &#x00B1; 0.14<xref ref-type="table-fn" rid="t3fn3"><sup>b</sup></xref></td>
<td valign="top" align="center">2.38 &#x00B1; 0.11<xref ref-type="table-fn" rid="t3fn3"><sup>a</sup></xref></td>
<td valign="top" align="center">&#x003C;0.001</td>
</tr>
<tr>
<td valign="top" align="left">Acetate:propionate ratio</td>
<td valign="top" align="center">3.08 &#x00B1; 0.31<xref ref-type="table-fn" rid="t3fn3"><sup>a</sup></xref></td>
<td valign="top" align="center">2.39 &#x00B1; 0.19<xref ref-type="table-fn" rid="t3fn3"><sup>b</sup></xref></td>
<td valign="top" align="center">2.40 &#x00B1; 0.32<xref ref-type="table-fn" rid="t3fn3"><sup>b</sup></xref></td>
<td valign="top" align="center">&#x003C;0.001</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<fn id="t3fn1"><p><italic>NH<sub>3</sub>-N = ammonia-N.</italic></p></fn>
<fn id="t3fn2"><p><italic><sup>1</sup>CK = dairy cows fed with control check diet (without flaxseed); WF = dairy cows fed with whole flaxseed diet (whole flaxseed 1,500 g per day); GF = dairy cows fed with ground flaxseed diet (ground flaxseed 1,500 g per day).</italic></p></fn>
<fn id="t3fn3"><p><italic><sup>a&#x2013;c</sup>Means in the same row with different superscripts differ significantly in terms of treatment effect.</italic></p></fn>
</table-wrap-foot>
</table-wrap>
</sec>
<sec id="S3.SS3">
<title>Sequencing and &#x03B1;-Diversity Measures</title>
<p>A total of 3,134,077 high-quality sequences were generated in the partial 16S rRNA gene amplicon sequencing and an average of 103,622 &#x00B1; 7,687 in the rumen. &#x03B1;-Diversity measures are shown in <xref ref-type="table" rid="T4">Table 4</xref>. All the indexes of &#x03B1;-diversity measures were not significantly different between the CK and WF groups (<italic>P</italic> &#x003C; 0.05). However, compared with the CK and WF group, the Shannon (<italic>P</italic> &#x003C; 0.001), Simpson (<italic>P</italic> = 0.004), and Ace (<italic>P</italic> = 0.039) indexes were lower in the GF group. The goods coverage value was highest in the GF group (<italic>P</italic> = 0.002) and was higher than 0.99 in all groups.</p>
<table-wrap position="float" id="T4">
<label>TABLE 4</label>
<caption><p>Effects of dietary whole and ground flaxseed supplementation on &#x03B1;-diversity indexes of rumen bacteria.</p></caption>
<table cellspacing="5" cellpadding="5" frame="hsides" rules="groups">
<thead>
<tr>
<td valign="top" align="left">Items</td>
<td valign="top" align="center" colspan="3">Treatments<xref ref-type="table-fn" rid="t4fn1"><sup>1</sup></xref><hr/></td>
<td valign="top" align="center"><italic>P</italic>-value</td>
</tr>
<tr>
<td valign="top" align="left"/>
<td valign="top" align="center">CK</td>
<td valign="top" align="center">WF</td>
<td valign="top" align="center">GF</td>
<td valign="top" align="center"/>
</tr>
</thead>
<tbody>
<tr>
<td valign="top" align="left">Ace</td>
<td valign="top" align="center">1,960.48 &#x00B1; 188.81<xref ref-type="table-fn" rid="t4fn2"><sup>ab</sup></xref></td>
<td valign="top" align="center">2,006.18 &#x00B1; 101.02<xref ref-type="table-fn" rid="t4fn2"><sup>a</sup></xref></td>
<td valign="top" align="center">1,820.80 &#x00B1; 173.69<xref ref-type="table-fn" rid="t4fn2"><sup>b</sup></xref></td>
<td valign="top" align="center">0.039</td>
</tr>
<tr>
<td valign="top" align="left">Chao</td>
<td valign="top" align="center">1,918.23 &#x00B1; 167.97</td>
<td valign="top" align="center">1,973.29 &#x00B1; 90.48</td>
<td valign="top" align="center">1,833.69 &#x00B1; 166.70</td>
<td valign="top" align="center">0.118</td>
</tr>
<tr>
<td valign="top" align="left">Goods_coverage</td>
<td valign="top" align="center">0.9939 &#x00B1; 0.0017<xref ref-type="table-fn" rid="t4fn2"><sup>b</sup></xref></td>
<td valign="top" align="center">0.9933 &#x00B1; 0.0015<xref ref-type="table-fn" rid="t4fn2"><sup>b</sup></xref></td>
<td valign="top" align="center">0.9958 &#x00B1; 0.0013<xref ref-type="table-fn" rid="t4fn2"><sup>a</sup></xref></td>
<td valign="top" align="center">0.002</td>
</tr>
<tr>
<td valign="top" align="left">Shannon</td>
<td valign="top" align="center">8.59 &#x00B1; 0.09<xref ref-type="table-fn" rid="t4fn2"><sup>a</sup></xref></td>
<td valign="top" align="center">8.42 &#x00B1; 0.15<xref ref-type="table-fn" rid="t4fn2"><sup>a</sup></xref></td>
<td valign="top" align="center">7.90 &#x00B1; 0.46<xref ref-type="table-fn" rid="t4fn2"><sup>b</sup></xref></td>
<td valign="top" align="center">&#x003C;0.001</td>
</tr>
<tr>
<td valign="top" align="left">Simpson</td>
<td valign="top" align="center">0.9934 &#x00B1; 0.0013<xref ref-type="table-fn" rid="t4fn2"><sup>a</sup></xref></td>
<td valign="top" align="center">0.9929 &#x00B1; 0.0011<xref ref-type="table-fn" rid="t4fn2"><sup>a</sup></xref></td>
<td valign="top" align="center">0.9829 &#x00B1; 0.0121<xref ref-type="table-fn" rid="t4fn2"><sup>b</sup></xref></td>
<td valign="top" align="center">0.004</td>
</tr>
<tr>
<td valign="top" align="left">Sobs</td>
<td valign="top" align="center">1,687.30 &#x00B1; 165.16</td>
<td valign="top" align="center">1,690.70 &#x00B1; 88.42</td>
<td valign="top" align="center">1,554.60 &#x00B1; 190.48</td>
<td valign="top" align="center">0.098</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<fn id="t4fn1"><p><italic><sup>1</sup>CK, dairy cows with control check diet (without flaxseed); WF, dairy cows with whole flaxseed diet (whole flaxseed 1,500 g per day); GF, dairy cows with ground flaxseed diet (ground flaxseed 1,500 g per day).</italic></p></fn>
<fn id="t4fn2"><p><italic><sup>a,b</sup>Means in the same row with different superscripts differ significantly in terms of treatment effect.</italic></p></fn>
</table-wrap-foot>
</table-wrap>
</sec>
<sec id="S3.SS4">
<title>Bacterial Composition</title>
<p>In the rumen, bacteria are the main microbe and are divided into many different phylum or genus. At the phylum level, 19 taxa were detected in the rumen. <xref ref-type="fig" rid="F1">Figure 1A</xref> shows that the Bacteroidetes (CK: 64.77%, WF: 56.53%, GF: 42.84%), Firmicutes (CK: 26.69%; WF: 37.28%; GF: 47.31%), and Spirochaetes (CK: 2.90%; WF: 1.37%; GF: 0.49%) were the main phyla in all groups. Flaxseed supplementation reduced the abundance of Bacteroidetes (<italic>P</italic> &#x003C; 0.001) and Spirochaetes (<italic>P</italic> &#x003C; 0.001), whereas Firmicutes improved (<italic>P</italic> &#x003C; 0.001) in rumen. At the genus level, a total of 354 genera were detected in the rumen. As shown in <xref ref-type="fig" rid="F1">Figure 1B</xref> and <xref ref-type="table" rid="T5">Table 5</xref>, the unclassified sequences in CK, WF, and GF were 27.49%, 19.94%, and 19.29%, respectively, and <italic>Prevotella_</italic>1 (CK 30.41%; WF 29.76%; GF 23.19%) was the most abundant genera in rumen. The results of this experiment showed that feeding a GF diet could reduce the abundance of <italic>Rikenellaceae_</italic>RC9<italic>_gut_group</italic> (<italic>P</italic> = 0.042) compared with the CK and WF diet. The abundance of <italic>Succiniclasticum</italic> (<italic>P</italic> = 0.005), <italic>Prevotellaceae_</italic>UCG-001 (<italic>P</italic> &#x003C; 0.001), <italic>Treponema 2</italic> (<italic>P</italic> &#x003C; 0.001), and <italic>Fibrobacter</italic> (<italic>P</italic> &#x003C; 0.001) showed a similar trend: CK &#x003E; WF &#x003E; GF. However, the abundance of <italic>Ruminococcaceae_</italic>NK4A214<italic>_group</italic> (<italic>P</italic> &#x003C; 0.001), <italic>Christensenellaceae_</italic>R-7_<italic>group</italic> (<italic>P</italic> = 0.001), <italic>Eubacterium coprostanoligenes</italic> (<italic>P</italic> = 0.005), <italic>Candidatus saccharimonas</italic> (<italic>P</italic> = 0.002), the <italic>p</italic>-1088-a5 gut group (<italic>P</italic> &#x003C; 0.001), and <italic>Butyrivibrio</italic>_2 (<italic>P</italic> = 0.047) showed a CK &#x003C; WF &#x003C; GF trend.</p>
<fig id="F1" position="float">
<label>FIGURE 1</label>
<caption><p><bold>(A)</bold> Relative abundance of the bacterial community on the phylum level (only the top 10 abundant phyla are presented). <bold>(B)</bold> Relative abundance of bacterial communities on the genus level (only the top 10 abundant genera are presented). CK, dairy cows fed with control check diet (without flaxseed); WF, dairy cows fed with whole flaxseed diet (whole flaxseed 1,500 g per day); GF, dairy cows with ground flaxseed diet (ground flaxseed 1,500 g per day).</p></caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fmicb-12-760528-g001.tif"/>
</fig>
<table-wrap position="float" id="T5">
<label>TABLE 5</label>
<caption><p>Effects of dietary whole and ground flaxseed supplementation on rumen bacterial genera<xref ref-type="table-fn" rid="t5fn1"><sup>1</sup></xref>.</p></caption>
<table cellspacing="5" cellpadding="5" frame="hsides" rules="groups">
<thead>
<tr>
<td valign="top" align="left">Microbials</td>
<td valign="top" align="center" colspan="3">Treatments<xref ref-type="table-fn" rid="t5fn2"><sup>2</sup></xref><hr/></td>
<td valign="top" align="center"><italic>P</italic>-value</td>
</tr>
<tr>
<td valign="top" align="left"/>
<td valign="top" align="center">CK</td>
<td valign="top" align="center">WF</td>
<td valign="top" align="center">GF</td>
<td valign="top" align="center"/>
</tr>
</thead>
<tbody>
<tr>
<td valign="top" align="left"><italic>Prevotella_1</italic></td>
<td valign="top" align="center">30.41 &#x00B1; 6.59</td>
<td valign="top" align="center">29.76 &#x00B1; 7.06</td>
<td valign="top" align="center">23.19 &#x00B1; 12.20</td>
<td valign="top" align="center">0.158</td>
</tr>
<tr>
<td valign="top" align="left"><italic>Ruminococcaceae_NK4A214_group</italic></td>
<td valign="top" align="center">2.64 &#x00B1; 1.56<xref ref-type="table-fn" rid="t5fn3"><sup>c</sup></xref></td>
<td valign="top" align="center">8.50 &#x00B1; 3.39<xref ref-type="table-fn" rid="t5fn3"><sup>b</sup></xref></td>
<td valign="top" align="center">14.33 &#x00B1; 9.07<xref ref-type="table-fn" rid="t5fn3"><sup>a</sup></xref></td>
<td valign="top" align="center">&#x003C;0.001</td>
</tr>
<tr>
<td valign="top" align="left"><italic>Rikenellaceae_RC9_gut_group</italic></td>
<td valign="top" align="center">7.92 &#x00B1; 2.22<xref ref-type="table-fn" rid="t5fn3"><sup>a</sup></xref></td>
<td valign="top" align="center">7.87 &#x00B1; 1.77<xref ref-type="table-fn" rid="t5fn3"><sup>a</sup></xref></td>
<td valign="top" align="center">5.47 &#x00B1; 1.98<xref ref-type="table-fn" rid="t5fn3"><sup>b</sup></xref></td>
<td valign="top" align="center">0.015</td>
</tr>
<tr>
<td valign="top" align="left"><italic>Succiniclasticum</italic></td>
<td valign="top" align="center">4.71 &#x00B1; 2.21<xref ref-type="table-fn" rid="t5fn3"><sup>a</sup></xref></td>
<td valign="top" align="center">3.17 &#x00B1; 1.18<xref ref-type="table-fn" rid="t5fn3"><sup>b</sup></xref></td>
<td valign="top" align="center">2.03 &#x00B1; 1.44<xref ref-type="table-fn" rid="t5fn3"><sup>b</sup></xref></td>
<td valign="top" align="center">0.005</td>
</tr>
<tr>
<td valign="top" align="left"><italic>Christensenellaceae_R-7_group</italic></td>
<td valign="top" align="center">1.15 &#x00B1; 0.80<xref ref-type="table-fn" rid="t5fn3"><sup>b</sup></xref></td>
<td valign="top" align="center">2.31 &#x00B1; 1.13<xref ref-type="table-fn" rid="t5fn3"><sup>b</sup></xref></td>
<td valign="top" align="center">4.61 &#x00B1; 2.87<xref ref-type="table-fn" rid="t5fn3"><sup>a</sup></xref></td>
<td valign="top" align="center">0.001</td>
</tr>
<tr>
<td valign="top" align="left"><italic>Prevotellaceae_UCG-001</italic></td>
<td valign="top" align="center">2.57 &#x00B1; 0.48<xref ref-type="table-fn" rid="t5fn3"><sup>a</sup></xref></td>
<td valign="top" align="center">1.48 &#x00B1; 0.65<xref ref-type="table-fn" rid="t5fn3"><sup>b</sup></xref></td>
<td valign="top" align="center">0.72 &#x00B1; 0.36<xref ref-type="table-fn" rid="t5fn3"><sup>c</sup></xref></td>
<td valign="top" align="center">&#x003C;0.001</td>
</tr>
<tr>
<td valign="top" align="left"><italic>Treponema_2</italic></td>
<td valign="top" align="center">2.74 &#x00B1; 0.96<xref ref-type="table-fn" rid="t5fn3"><sup>a</sup></xref></td>
<td valign="top" align="center">1.30 &#x00B1; 0.66<xref ref-type="table-fn" rid="t5fn3"><sup>b</sup></xref></td>
<td valign="top" align="center">0.46 &#x00B1; 0.30<xref ref-type="table-fn" rid="t5fn3"><sup>c</sup></xref></td>
<td valign="top" align="center">&#x003C;0.001</td>
</tr>
<tr>
<td valign="top" align="left"><italic>Candidatus_Saccharimonas</italic></td>
<td valign="top" align="center">0.73 &#x00B1; 0.38<xref ref-type="table-fn" rid="t5fn3"><sup>b</sup></xref></td>
<td valign="top" align="center">1.20 &#x00B1; 0.41<xref ref-type="table-fn" rid="t5fn3"><sup>b</sup></xref></td>
<td valign="top" align="center">1.91 &#x00B1; 1.04<xref ref-type="table-fn" rid="t5fn3"><sup>a</sup></xref></td>
<td valign="top" align="center">0.002</td>
</tr>
<tr>
<td valign="top" align="left"><italic>Eubacterium_coprostanoligenes_group</italic></td>
<td valign="top" align="center">0.85 &#x00B1; 0.24<xref ref-type="table-fn" rid="t5fn3"><sup>b</sup></xref></td>
<td valign="top" align="center">1.42 &#x00B1; 0.57<xref ref-type="table-fn" rid="t5fn3"><sup>ab</sup></xref></td>
<td valign="top" align="center">1.94 &#x00B1; 0.99<xref ref-type="table-fn" rid="t5fn3"><sup>a</sup></xref></td>
<td valign="top" align="center">0.005</td>
</tr>
<tr>
<td valign="top" align="left"><italic>Butyrivibrio_2</italic></td>
<td valign="top" align="center">0.64 &#x00B1; 0.16<xref ref-type="table-fn" rid="t5fn3"><sup>b</sup></xref></td>
<td valign="top" align="center">1.33 &#x00B1; 0.66<xref ref-type="table-fn" rid="t5fn3"><sup>ab</sup></xref></td>
<td valign="top" align="center">2.27 &#x00B1; 2.33<xref ref-type="table-fn" rid="t5fn3"><sup>a</sup></xref></td>
<td valign="top" align="center">0.047</td>
</tr>
<tr>
<td valign="top" align="left"><italic>Saccharofermentans</italic></td>
<td valign="top" align="center">0.73 &#x00B1; 0.28<xref ref-type="table-fn" rid="t5fn3"><sup>b</sup></xref></td>
<td valign="top" align="center">1.11 &#x00B1; 0.34<xref ref-type="table-fn" rid="t5fn3"><sup>ab</sup></xref></td>
<td valign="top" align="center">1.17 &#x00B1; 0.65<xref ref-type="table-fn" rid="t5fn3"><sup>a</sup></xref></td>
<td valign="top" align="center">0.084</td>
</tr>
<tr>
<td valign="top" align="left"><italic>p-1088-a5_gut_group</italic></td>
<td valign="top" align="center">0.28 &#x00B1; 0.26<xref ref-type="table-fn" rid="t5fn3"><sup>b</sup></xref></td>
<td valign="top" align="center">0.54 &#x00B1; 0.28<xref ref-type="table-fn" rid="t5fn3"><sup>b</sup></xref></td>
<td valign="top" align="center">1.63 &#x00B1; 1.12<xref ref-type="table-fn" rid="t5fn3"><sup>a</sup></xref></td>
<td valign="top" align="center">&#x003C;0.001</td>
</tr>
<tr>
<td valign="top" align="left"><italic>Lachnospiraceae_NK3A20_group</italic></td>
<td valign="top" align="center">0.38 &#x00B1; 0.10<xref ref-type="table-fn" rid="t5fn3"><sup>b</sup></xref></td>
<td valign="top" align="center">0.94 &#x00B1; 0.40<xref ref-type="table-fn" rid="t5fn3"><sup>a</sup></xref></td>
<td valign="top" align="center">1.08 &#x00B1; 0.85<xref ref-type="table-fn" rid="t5fn3"><sup>a</sup></xref></td>
<td valign="top" align="center">0.019</td>
</tr>
<tr>
<td valign="top" align="left"><italic>Ruminococcus_2</italic></td>
<td valign="top" align="center">0.31 &#x00B1; 0.17<xref ref-type="table-fn" rid="t5fn3"><sup>b</sup></xref></td>
<td valign="top" align="center">0.74 &#x00B1; 0.50<xref ref-type="table-fn" rid="t5fn3"><sup>ab</sup></xref></td>
<td valign="top" align="center">0.95 &#x00B1; 0.70<xref ref-type="table-fn" rid="t5fn3"><sup>b</sup></xref></td>
<td valign="top" align="center">0.027</td>
</tr>
<tr>
<td valign="top" align="left"><italic>Schwartzia</italic></td>
<td valign="top" align="center">0.46 &#x00B1; 0.55</td>
<td valign="top" align="center">1.00 &#x00B1; 0.62</td>
<td valign="top" align="center">0.81 &#x00B1; 1.32</td>
<td valign="top" align="center">0.414</td>
</tr>
<tr>
<td valign="top" align="left"><italic>Lachnospiraceae_XPB1014_group</italic></td>
<td valign="top" align="center">0.19 &#x00B1; 0.08<xref ref-type="table-fn" rid="t5fn3"><sup>b</sup></xref></td>
<td valign="top" align="center">0.51 &#x00B1; 0.21<xref ref-type="table-fn" rid="t5fn3"><sup>a</sup></xref></td>
<td valign="top" align="center">0.70 &#x00B1; 0.21<xref ref-type="table-fn" rid="t5fn3"><sup>a</sup></xref></td>
<td valign="top" align="center">&#x003C;0.001</td>
</tr>
<tr>
<td valign="top" align="left"><italic>Ruminococcus_gauvreauii_group</italic></td>
<td valign="top" align="center">0.21 &#x00B1; 0.15<xref ref-type="table-fn" rid="t5fn3"><sup>b</sup></xref></td>
<td valign="top" align="center">0.44 &#x00B1; 0.28<xref ref-type="table-fn" rid="t5fn3"><sup>a</sup></xref></td>
<td valign="top" align="center">0.52 &#x00B1; 0.21<xref ref-type="table-fn" rid="t5fn3"><sup>a</sup></xref></td>
<td valign="top" align="center">0.012</td>
</tr>
<tr>
<td valign="top" align="left"><italic>Ruminococcus_1</italic></td>
<td valign="top" align="center">0.59 &#x00B1; 0.18<xref ref-type="table-fn" rid="t5fn3"><sup>a</sup></xref></td>
<td valign="top" align="center">0.28 &#x00B1; 0.10<xref ref-type="table-fn" rid="t5fn3"><sup>b</sup></xref></td>
<td valign="top" align="center">0.28 &#x00B1; 0.14<xref ref-type="table-fn" rid="t5fn3"><sup>b</sup></xref></td>
<td valign="top" align="center">&#x003C;0.001</td>
</tr>
<tr>
<td valign="top" align="left"><italic>Prevotellaceae_NK3B31_group</italic></td>
<td valign="top" align="center">0.42 &#x00B1; 0.28<xref ref-type="table-fn" rid="t5fn3"><sup>a</sup></xref></td>
<td valign="top" align="center">0.34 &#x00B1; 0.11<xref ref-type="table-fn" rid="t5fn3"><sup>a</sup></xref></td>
<td valign="top" align="center">0.16 &#x00B1; 0.12<xref ref-type="table-fn" rid="t5fn3"><sup>b</sup></xref></td>
<td valign="top" align="center">0.013</td>
</tr>
<tr>
<td valign="top" align="left"><italic>Anaerovorax</italic></td>
<td valign="top" align="center">0.40 &#x00B1; 0.20<xref ref-type="table-fn" rid="t5fn3"><sup>a</sup></xref></td>
<td valign="top" align="center">0.26 &#x00B1; 0.08<xref ref-type="table-fn" rid="t5fn3"><sup>b</sup></xref></td>
<td valign="top" align="center">0.20 &#x00B1; 0.12<xref ref-type="table-fn" rid="t5fn3"><sup>b</sup></xref></td>
<td valign="top" align="center">0.015</td>
</tr>
<tr>
<td valign="top" align="left"><italic>Fibrobacter</italic></td>
<td valign="top" align="center">0.81 &#x00B1; 0.31<xref ref-type="table-fn" rid="t5fn3"><sup>a</sup></xref></td>
<td valign="top" align="center">0.07 &#x00B1; 0.15<xref ref-type="table-fn" rid="t5fn3"><sup>b</sup></xref></td>
<td valign="top" align="center">0.03 &#x00B1; 0.02<xref ref-type="table-fn" rid="t5fn3"><sup>b</sup></xref></td>
<td valign="top" align="center">&#x003C;0.001</td>
</tr>
<tr>
<td valign="top" align="left"><italic>Prevotellaceae_UCG-004</italic></td>
<td valign="top" align="center">0.34 &#x00B1; 0.10<xref ref-type="table-fn" rid="t5fn3"><sup>a</sup></xref></td>
<td valign="top" align="center">0.20 &#x00B1; 0.08<xref ref-type="table-fn" rid="t5fn3"><sup>b</sup></xref></td>
<td valign="top" align="center">0.12 &#x00B1; 0.05<xref ref-type="table-fn" rid="t5fn3"><sup>c</sup></xref></td>
<td valign="top" align="center">&#x003C;0.001</td>
</tr>
<tr>
<td valign="top" align="left"><italic>Papillibacter</italic></td>
<td valign="top" align="center">0.36 &#x00B1; 0.17<xref ref-type="table-fn" rid="t5fn3"><sup>a</sup></xref></td>
<td valign="top" align="center">0.09 &#x00B1; 0.03<xref ref-type="table-fn" rid="t5fn3"><sup>b</sup></xref></td>
<td valign="top" align="center">0.09 &#x00B1; 0.08<xref ref-type="table-fn" rid="t5fn3"><sup>b</sup></xref></td>
<td valign="top" align="center">&#x003C;0.001</td>
</tr>
<tr>
<td valign="top" align="left"><italic>Probable_genus_10</italic></td>
<td valign="top" align="center">0.13 &#x00B1; 0.05</td>
<td valign="top" align="center">0.12 &#x00B1; 0.06</td>
<td valign="top" align="center">0.08 &#x00B1; 0.07</td>
<td valign="top" align="center">0.174</td>
</tr>
<tr>
<td valign="top" align="left"><italic>Ruminococcaceae_V9D2013_group</italic></td>
<td valign="top" align="center">0.18 &#x00B1; 0.18</td>
<td valign="top" align="center">0.11 &#x00B1; 0.11</td>
<td valign="top" align="center">0.06 &#x00B1; 0.07</td>
<td valign="top" align="center">0.122</td>
</tr>
<tr>
<td valign="top" align="left"><italic>U29-B03</italic></td>
<td valign="top" align="center">0.14 &#x00B1; 0.06<xref ref-type="table-fn" rid="t5fn3"><sup>a</sup></xref></td>
<td valign="top" align="center">0.09 &#x00B1; 0.04<xref ref-type="table-fn" rid="t5fn3"><sup>b</sup></xref></td>
<td valign="top" align="center">0.05 &#x00B1; 0.02<xref ref-type="table-fn" rid="t5fn3"><sup>c</sup></xref></td>
<td valign="top" align="center">&#x003C;0.001</td>
</tr>
<tr>
<td valign="top" align="left"><italic>Ruminiclostridium_6</italic></td>
<td valign="top" align="center">0.11 &#x00B1; 0.05<xref ref-type="table-fn" rid="t5fn3"><sup>a</sup></xref></td>
<td valign="top" align="center">0.10 &#x00B1; 0.07<xref ref-type="table-fn" rid="t5fn3"><sup>ab</sup></xref></td>
<td valign="top" align="center">0.06 &#x00B1; 0.04<xref ref-type="table-fn" rid="t5fn3"><sup>b</sup></xref></td>
<td valign="top" align="center">0.100</td>
</tr>
<tr>
<td valign="top" align="left"><italic>Moryella</italic></td>
<td valign="top" align="center">0.12 &#x00B1; 0.04<xref ref-type="table-fn" rid="t5fn3"><sup>a</sup></xref></td>
<td valign="top" align="center">0.08 &#x00B1; 0.02<xref ref-type="table-fn" rid="t5fn3"><sup>b</sup></xref></td>
<td valign="top" align="center">0.06 &#x00B1; 0.04<xref ref-type="table-fn" rid="t5fn3"><sup>b</sup></xref></td>
<td valign="top" align="center">0.002</td>
</tr>
<tr>
<td valign="top" align="left"><italic>Eubacterium_xylanophilum_group</italic></td>
<td valign="top" align="center">0.15 &#x00B1; 0.09<xref ref-type="table-fn" rid="t5fn3"><sup>a</sup></xref></td>
<td valign="top" align="center">0.03 &#x00B1; 0.04<xref ref-type="table-fn" rid="t5fn3"><sup>b</sup></xref></td>
<td valign="top" align="center">0.01 &#x00B1; 0.02<xref ref-type="table-fn" rid="t5fn3"><sup>b</sup></xref></td>
<td valign="top" align="center">&#x003C;0.001</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<fn id="t5fn1"><p><italic><sup>1</sup>Bacterial genus shown in this table met the following three terms: 1. Relative abundance greater than 0.10% (according to CK group); 2. Detected in at least 70% of animals in each group.</italic></p></fn>
<fn id="t5fn2"><p><italic><sup>2</sup>CK, dairy cows fed with control check diet (without flaxseed); WF, dairy cows fed with whole flaxseed diet (whole flaxseed 1,500 g per day); GF, dairy cows with ground flaxseed diet (ground flaxseed 1,500 g per day).</italic></p></fn>
<fn id="t5fn3"><p><italic><sup>a&#x2013;c</sup>Means in the same row with different superscripts differ significantly in terms of treatment effect.</italic></p></fn>
</table-wrap-foot>
</table-wrap>
</sec>
<sec id="S3.SS5">
<title>Principal Coordinate Analysis</title>
<p>We used PCoA to compare the OTU among the CK, WF, and GF groups (PCo1 = 29.98%; PCo2 = 15.28%). As shown in <xref ref-type="fig" rid="F2">Figure 2A</xref>, a clear separation was observed in the plot of the CK and GF groups and could be well distinguished with the value of PCo1. On the PCo1 axis, most GF was distributed in the positive score values, whereas most CK was in the negative. However, it was difficult to distinguish between the CK and GF groups with the value of PCo2. At the same time, WF could not be separated from the CK and GF groups. Comparisons of ANOSIM test showed significant differences in genus level between CK, WF, and GF (<italic>R</italic> = 0.598; <italic>P</italic> = 0.001) (as shown in <xref ref-type="fig" rid="F2">Figure 2B</xref>). This result revealed that a change in diet composition influenced the composition of the microorganisms in the rumen.</p>
<fig id="F2" position="float">
<label>FIGURE 2</label>
<caption><p><bold>(A)</bold> Principal coordinate analysis of rumen bacterial samples; <bold>(B)</bold> similarity of bacterial genera among the three groups. CK, dairy cows fed with control check diet (without flaxseed); WF, dairy cows fed with whole flaxseed diet (whole flaxseed 1,500 g per day); GF, dairy cows fed with ground flaxseed diet (ground flaxseed 1,500 g per day).</p></caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fmicb-12-760528-g002.tif"/>
</fig>
</sec>
</sec>
<sec sec-type="discussion" id="S4">
<title>Discussion</title>
<p>The ALA in WF and that in GF were released in different ways. The GF could release the ALA into the rumen directly, and approximately 4 h later, the PUFA concentration was back to normal (<xref ref-type="bibr" rid="B1">Baldin et al., 2018</xref>). In this experiment, rumen fluid was collected more than 4 h after feeding; thus, no difference was shown between the concentrations of ALA, EPA, and total n-3 PUFA in the CK and GF groups. However, because of the shell, the ALA in WF could only be released after rumination, and this release may last longer. Thus, higher concentrations of ALA, EPA, and total n-3 PUFA were found in the WF group, but not all WF can be broken or crushed through rumination, and therefore, many were excreted in the stools (<xref ref-type="bibr" rid="B30">Oba et al., 2009</xref>). Thus, higher concentrations of ALA, EPA, and n-3 PUFA in milk were found in the GF group, compared to the WF group.</p>
<p>In this study, flaxseed supplementation had no effect on rumen pH and NH<sub>3</sub>-N. Similarly, a previous study also reported that flaxseed oil supplementation had no effect on the pH and NH<sub>3</sub>-N in the rumen (<xref ref-type="bibr" rid="B34">Pi et al., 2019</xref>). However, supplementation with ALA can modify the molar proportion of VFAs in the rumen (<xref ref-type="bibr" rid="B12">Gao et al., 2016</xref>). VFAs are important metabolites that are produced by rumen fermentation and can provide 70% of the digestible energy required by the host (<xref ref-type="bibr" rid="B3">Bergman, 1990</xref>). Previous studies have reported that GF supplementation reduced the molar proportion of acetate and increased propionate in the rumen (<xref ref-type="bibr" rid="B40">Velez, 2012</xref>; <xref ref-type="bibr" rid="B18">Isenberg, 2014</xref>). The same result was also reported with WF supplementation in diet (<xref ref-type="bibr" rid="B13">Gutierrezgomez et al., 2020</xref>). However, a study by <xref ref-type="bibr" rid="B20">Kholif et al. (2018)</xref> found that GF supplementation in the diet enhanced the molar proportion of propionate but had no effect on acetate in the rumen. This might be attributed to the differences in animal species and flaxseed form. <xref ref-type="bibr" rid="B20">Kholif et al. (2018)</xref> chose goats and crushed flaxseed for their experiment, whereas this study used dairy cows and GF. The flaxseed form can influence the release of oil from seeds (<xref ref-type="bibr" rid="B20">Kholif et al., 2018</xref>). GF supplementation showed a greater influence on the molar proportion of VFAs in the rumen compared with WF supplementation. ALA in crushed flaxseed may release more slowly during digestion and fermentation and showed no effect on the molar proportion of acetate in the rumen. In this study, GF supplementation showed greater influence on the molar proportion of VFAs in the rumen compared to WF supplementation. Feeding flaxseed reduced the ratio of acetate to propionate, and this result was the same in a study by <xref ref-type="bibr" rid="B5">Castagnino et al. (2015)</xref>. Flaxseed supplementation can shift rumen fermentation to propionate at the expense of acetate (<xref ref-type="bibr" rid="B39">Vargas et al., 2020</xref>). But no difference was shown in the ratio of acetate to propionate. In ruminants, rumen microbes play an essential role in shaping the VFAs in the rumen (<xref ref-type="bibr" rid="B24">Mcallister et al., 1994</xref>; <xref ref-type="bibr" rid="B43">Xue et al., 2019</xref>).</p>
<p>Diet is the main factor in shaping the bacterial communities in the rumen (<xref ref-type="bibr" rid="B21">Ley et al., 2008</xref>; <xref ref-type="bibr" rid="B15">Henderson et al., 2015</xref>). The addition of fatty acids, especially PUFA, could influence the microbial community (<xref ref-type="bibr" rid="B9">Enjalbert et al., 2017</xref>). GF supplementation could change the abundance of dominant phylum in the rumen compared to the CK and WF groups. Bacteroidetes species have a high correlation with enzymes involved in acetate and butyrate, and Firmicutes species are positive with ruminal butyrate (<xref ref-type="bibr" rid="B7">Deusch et al., 2017</xref>). Indeed, this experiment also observed that the lowest molar proportion of acetate and highest abundance of Bacteroidetes and the highest molar proportion of butyrate and the lowest abundance of Firmicutes were all found in the GF group. At the genus level, the relative abundances of bacteria <italic>Treponema</italic> 2, <italic>Prevotellaceae_UCG</italic>-001, and <italic>Succiniclasticum</italic> were significantly lower in the GF and WF groups than in the CK group, and lower in the GF group than in the WF group. The results also showed that <italic>Treponema</italic>_2 and <italic>Prevotellaceae UCG</italic>-001 contributed to higher acetate and propionate concentrations. Treponema species, a common bacterial group, can digest soluble fibers (<xref ref-type="bibr" rid="B2">Bekele et al., 2011</xref>); Treponema 2 belongs to this group. <italic>Prevotellaceae_UCG</italic>-001 belongs to the <italic>Prevotellaceae</italic> family, which has a positive association with digestive proteins and amino acids (<xref ref-type="bibr" rid="B44">Zhao et al., 2017</xref>; <xref ref-type="bibr" rid="B45">Zhu et al., 2019</xref>), and is unable to degrade fibers. However, <italic>Prevotellaceae</italic> has the ability to promote fiber degradation, when cocultured with cellulolytic bacteria (<xref ref-type="bibr" rid="B28">Morotomi et al., 2009</xref>; <xref ref-type="bibr" rid="B35">Rosenberg, 2014</xref>). Other studies have reported that <italic>Succiniclasticum</italic> was involved mainly in the fermentation of succinate to propionate (<xref ref-type="bibr" rid="B14">Gylswyk, 1995</xref>). In this study, our results also showed a correlation between <italic>Succiniclasticum</italic> and the molar proportion of propionate.</p>
<p>Previous research a high correlation between <italic>Ruminococcaceae_</italic>NK4A214<italic>_group</italic> and rumen biohydrogenation of 9c-C18:1 to C18:0 (<xref ref-type="bibr" rid="B42">Wang X. et al., 2019</xref>). <italic>Ruminococcaceae_</italic>NK4A214<italic>_group</italic>. <italic>Ruminococcaceae_</italic>NK4A214<italic>_group</italic> and <italic>Eubacterium_ coprostanoligenes_group</italic> all belong to <italic>Ruminococcaceae</italic>. In addition, <italic>Ruminococcaceae</italic> may play a predominant role in biohydrogenation in the rumen (<xref ref-type="bibr" rid="B17">Huws et al., 2011</xref>). In this study, the GF group had a higher abundance of Ruminococcaceae_NK4A214_group compared to the WF group. This can be associated with more ALA released in the rumen from GF supplementation. <italic>Christensenellaceae_</italic>R-7<italic>_group</italic> showed the same trend as <italic>Ruminococcaceae_</italic>NK4A214<italic>_group</italic> and <italic>Eubacterium coprostanoligenes</italic> between the treatments in this experiment. There are no studies that report a relationship between the <italic>Christensenellaceae_</italic>R-7<italic>_group</italic> and <italic>Eubacterium coprostanoligenes</italic> in rumen biohydrogenation, but many studies have found a positive correlation between the <italic>Ruminococcaceae_</italic>NK4A214<italic>_group</italic>, <italic>Christensenellaceae_</italic>R-7<italic>_group</italic>, and <italic>Eubacterium coprostanoligenes</italic> with milk yield (<xref ref-type="bibr" rid="B38">Tong et al., 2018</xref>; <xref ref-type="bibr" rid="B37">Sun et al., 2019</xref>). Although the three bacteria do not all belong to the same family (<italic>Ruminococcaceae</italic>: <italic>Ruminococcaceae_</italic>NK4A214<italic>_group</italic> and <italic>Christensenellaceae_</italic>R-7<italic>_group</italic>; <italic>Christensenellaceae</italic>: <italic>Eubacterium coprostanoligenes</italic>), they might belong to the same functional group (<xref ref-type="bibr" rid="B27">Morais and Mizrahi, 2019</xref>). The <italic>Christensenellaceae_</italic>R-7<italic>_group</italic> and <italic>Eubacterium_coprostanoligenes_group</italic> may promote rumen biohydrogenation alone or cooperate with others.</p>
</sec>
<sec sec-type="conclusion" id="S5">
<title>Conclusion</title>
<p>Different forms of flaxseed released ALA differently in the rumen. WF released the ALA over a long time, whereas GF released ALA over a shorter time, which had a different effect on the composition of fatty acids in the rumen. The composition of microorganisms and the molar proportion of VFA in the rumen showed the same trend with different flaxseed form supplementation. Supplementation with GF changed the dominant bacterial at the phylum level and increased the abundance of the <italic>Ruminococcaceae_</italic>NK4A214<italic>_group</italic>, <italic>Christensenellaceae_</italic>R-7<italic>_group</italic>, and <italic>Eubacterium coprostanoligenes groups</italic>. In addition, the <italic>Ruminococcaceae_</italic>NK4A214_<italic>group</italic> contributed to rumen biohydrogenation, and the <italic>Christensenellaceae</italic>_R-7_<italic>group</italic> and <italic>Eubacterium coprostanoligene</italic>s groups may promote biohydrogenation. Further study using metagenomic and metatranscriptomic analyses of the microbial metabolic pathways or metabolites that may contribute to biohydrogenation is needed.</p>
</sec>
<sec sec-type="data-availability" id="S6">
<title>Data Availability Statement</title>
<p>The datasets presented in this study can be found in online repositories. The names of the repository/repositories and accession number(s) can be found below: NCBI SRA; <ext-link ext-link-type="DDBJ/EMBL/GenBank" xlink:href="PRJNA756791">PRJNA756791</ext-link>.</p>
</sec>
<sec id="S7">
<title>Ethics Statement</title>
<p>The animal study was reviewed and approved by Animal Care and Use Committee of the Institute of Animal Science, Chinese Academy of Agricultural Sciences. Written informed consent was obtained from the owners for the participation of their animals in this study.</p>
</sec>
<sec id="S8">
<title>Author Contributions</title>
<p>GH: conceptualization, software, data curation, and writing &#x2013; original draft. LG: methodology. XC: data curation. KL: software. WT: resources. SZ: formal analysis. YZ: writing &#x2013; review and editing. NZ: supervision. JW: project administration. All authors contributed to the article and approved the submitted version.</p>
</sec>
<sec sec-type="COI-statement" id="conf1">
<title>Conflict of Interest</title>
<p>The authors declare that the research was conducted in the absence of any commercial or financial relationships that could be construed as a potential conflict of interest.</p>
</sec>
<sec sec-type="disclaimer" id="pudiscl1">
<title>Publisher&#x2019;s Note</title>
<p>All claims expressed in this article are solely those of the authors and do not necessarily represent those of their affiliated organizations, or those of the publisher, the editors and the reviewers. Any product that may be evaluated in this article, or claim that may be made by its manufacturer, is not guaranteed or endorsed by the publisher.</p>
</sec>
</body>
<back>
<sec sec-type="funding-information" id="S9">
<title>Funding</title>
<p>This study was financially supported by the Agricultural Science and Technology Innovation Program (ASTIP-IAS12), the Modern Agro-Industry Technology Research System of the PR China (CARS-36), and the Scientific Research Project for Major Achievements of the Agricultural Science and Technology Innovation Program (CAAS-ZDXT2019004).</p>
</sec>
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