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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.2024.1467908</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>Effects of vaccination and interventions on nasal microbiome and BRD-associated pathogens in calves</article-title>
</title-group>
<contrib-group>
<contrib contrib-type="author" equal-contrib="yes">
<name><surname>Liu</surname> <given-names>Guoxing</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="author-notes" rid="fn0001"><sup>&#x2020;</sup></xref>
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<contrib contrib-type="author" equal-contrib="yes">
<name><surname>Zhang</surname> <given-names>Sen</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="author-notes" rid="fn0001"><sup>&#x2020;</sup></xref>
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<contrib contrib-type="author">
<name><surname>Xiang</surname> <given-names>Zhijie</given-names></name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
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<contrib contrib-type="author">
<name><surname>Shirani</surname> <given-names>Ihsanullah</given-names></name>
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<contrib contrib-type="author" corresp="yes">
<name><surname>Chen</surname> <given-names>Yingyu</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>
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<name><surname>Guo</surname> <given-names>Aizhen</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>
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<aff id="aff1"><sup>1</sup><institution>National Key Laboratory of Agricultural Microbiology, Hubei Hongshan Laboratory, College of Veterinary Medicine, Huazhong Agricultural University</institution>, <addr-line>Wuhan</addr-line>, <country>China</country></aff>
<aff id="aff2"><sup>2</sup><institution>Hubei International Scientific and Technological Cooperation Base of Veterinary Epidemiology, The Cooperative Innovation Center for Sustainable Pig Production</institution>, <addr-line>Wuhan</addr-line>, <country>China</country></aff>
<aff id="aff3"><sup>3</sup><institution>Key Laboratory of Development of Veterinary Diagnostic Products, Ministry of Agriculture and Rural Affair</institution>, <addr-line>Wuhan</addr-line>, <country>China</country></aff>
<author-notes>
<fn fn-type="edited-by" id="fn0002">
<p>Edited by: Bart C. Weimer, University of California, Davis, United States</p>
</fn>
<fn fn-type="edited-by" id="fn0003">
<p>Reviewed by: Jianmin Chai, Foshan University, China</p>
<p>Qiang Fu, Foshan University, China</p>
<p>Carol Geralyn Chitko-McKown, Agricultural Research Service (USDA), United States</p>
</fn>
<corresp id="c001">&#x002A;Correspondence: Yingyu Chen, <email>chenyingyu@mail.hzau.edu.cn</email></corresp>
<corresp id="c002">Aizhen Guo, <email>aizhen@mail.hzau.edu.cn</email></corresp>
<fn fn-type="equal" id="fn0001"><p><sup>&#x2020;</sup>These authors have contributed equally to this work and share first authorship</p></fn>
</author-notes>
<pub-date pub-type="epub">
<day>18</day>
<month>11</month>
<year>2024</year>
</pub-date>
<pub-date pub-type="collection">
<year>2024</year>
</pub-date>
<volume>15</volume>
<elocation-id>1467908</elocation-id>
<history>
<date date-type="received">
<day>21</day>
<month>07</month>
<year>2024</year>
</date>
<date date-type="accepted">
<day>22</day>
<month>10</month>
<year>2024</year>
</date>
</history>
<permissions>
<copyright-statement>Copyright &#x00A9; 2024 Liu, Zhang, Xiang, Shirani, Chen and Guo.</copyright-statement>
<copyright-year>2024</copyright-year>
<copyright-holder>Liu, Zhang, Xiang, Shirani, Chen and Guo</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>Vaccination is a widely adopted measure to prevent diseases, but the process of immunization can induce a substantial stress response. This study aimed to investigate the impact of a combined <italic>Mycoplasma bovis</italic>-BoHV-1 vaccine on the upper respiratory tract microbiome and BRD-associated pathogens in calves, as well as to evaluate the effects of potential interventions. The results showed that the percentage of <italic>Pasteurella</italic> species in the upper respiratory tract was elevated in calves after vaccination without intervention, and <italic>Pasteurella multocida</italic> was activated and proliferated. Interestingly, none of the three interventions (Sodium selenite-vitamin E, Astragalus polysaccharide and Ceftiofur sodium) affected antibody production after immunization. The administration of sodium selenite-vitamin E and astragalus polysaccharide reduced serum levels of cortisol and malondialdehyde, increased glutathione peroxidase (GSH-Px) and superoxide dismutase (SOD), and alleviated the proliferation of <italic>Pasteurella multocida</italic>. Furthermore, the use of ceftiofur sodium almost completely inhibited the proliferation of <italic>Pasteurella multocida</italic> induced by immune stress. These findings provide a reference for mitigating the negative impacts associated with vaccination and highlight the potential benefits of using targeted nutritional and antimicrobial interventions to optimize immune responses and maintain a stable respiratory microbiome in calves.</p>
</abstract>
<kwd-group>
<kwd>immune stress</kwd>
<kwd>upper respiratory tract</kwd>
<kwd>respiratory microbiome</kwd>
<kwd>intervention measure</kwd>
<kwd>attenuated vaccine</kwd>
</kwd-group>
<counts>
<fig-count count="8"/>
<table-count count="1"/>
<equation-count count="0"/>
<ref-count count="37"/>
<page-count count="13"/>
<word-count count="7096"/>
</counts>
<custom-meta-wrap>
<custom-meta>
<meta-name>section-at-acceptance</meta-name>
<meta-value>Infectious Agents and Disease</meta-value>
</custom-meta>
</custom-meta-wrap>
</article-meta>
</front>
<body>
<sec sec-type="intro" id="sec1">
<label>1</label>
<title>Introduction</title>
<p>Bovine Respiratory Disease (BRD) is a significant concern in the cattle industry, causing substantial economic losses worldwide each year (<xref ref-type="bibr" rid="ref5">Bell et al., 2021</xref>). BRD is a complex, multifactorial disease involving a combination of bacterial and viral infections.</p>
<p>In healthy cattle, a delicate balance exists between these conditionally pathogenic bacteria and the commensal microbial community of the upper respiratory tract (<xref ref-type="bibr" rid="ref7">Chai et al., 2022a</xref>; <xref ref-type="bibr" rid="ref1">Alexander et al., 2020</xref>; <xref ref-type="bibr" rid="ref15">Hakansson et al., 2018</xref>). The respiratory microbiota and its interactions with the host play a crucial role in cellular function, immune system regulation, and protection against infection by opportunistic pathogens (<xref ref-type="bibr" rid="ref33">Zeineldin and Barakat, 2023</xref>; <xref ref-type="bibr" rid="ref16">Holman et al., 2015</xref>). The immune mechanisms of the respiratory tract typically prevent the colonization of pathogens (<xref ref-type="bibr" rid="ref34">Zeineldin et al., 2019</xref>).</p>
<p>However, certain stressors can induce transient immunosuppression, weakening the immune defenses of the upper respiratory tract (<xref ref-type="bibr" rid="ref12">Dhabhar, 2014</xref>; <xref ref-type="bibr" rid="ref14">Griebel et al., 2014</xref>; <xref ref-type="bibr" rid="ref17">Holman et al., 2017</xref>). This allows pathogenic bacteria and viruses to colonize and replicate, ultimately causing respiratory disease. Vaccination is a widely used strategy to prevent the spread of infectious diseases in livestock. Yet, the process of immunization can trigger a strong stress response in animals, potentially leading to undesirable effects on their health and productivity (<xref ref-type="bibr" rid="ref26">Richeson et al., 2019</xref>).</p>
<p>Understanding the impact of vaccination on the animal&#x2019;s physiological processes and microbiome is crucial for developing strategies to mitigate any negative consequences.</p>
<p>The present study aimed to investigate the effect of vaccination with an attenuated and marker <italic>Mycoplasma bovis</italic>-BoHV-1 combined vaccine (attenuated refers to <italic>M. bovis</italic> and the marker BoHV-1 vaccine strain we use is a gene-deleted strain that deletes gG and tk genes) on the upper respiratory tract microbiome and BRD-associated pathogens in calves. To address potential issues, we evaluated the effects of three proposed interventions: sodium selenite-vitamin E (Se-VE), astragalus polysaccharide (APS), and ceftiofur sodium.</p>
<p>By examining the changes in the upper respiratory tract microbiome, the abundance of BRD-associated pathogens, and the antibody response after vaccination, this study provides valuable insights into the complex interactions between the immune system, the animal&#x2019;s physiology, and the respiratory microbiome. The findings of this research can contribute to the development of more effective strategies to safeguard the health and wellbeing of calves during the vaccination process.</p>
</sec>
<sec sec-type="materials|methods" id="sec2">
<label>2</label>
<title>Materials and methods</title>
<sec id="sec3">
<label>2.1</label>
<title>Cells and viruses</title>
<p>The wild-type BoHV-1 HB06 strain (GenBank accession number: AJ004801.1) was maintained in the National Key Laboratory of Agricultural Microbiology. Madin-Darby bovine kidney cells (MDBK) were procured from the China Institute of Veterinary Drug Control and used in this study.</p>
</sec>
<sec id="sec4">
<label>2.2</label>
<title>Culture of BoHV-1</title>
<p>The BoHV-1 HB06 strain was cultured as previously described (<xref ref-type="bibr" rid="ref23">Marawan et al., 2021</xref>). Briefly, the BoHV-1 HB06 wild-type strain was previously isolated from clinical samples by our laboratory, and the virus was propagated in Madin-Darby bovine kidney (MDBK) cells using Dulbecco&#x2019;s modified Eagle&#x2019;s medium (DMEM) supplemented with 10% fetal bovine serum (Inner Mongolia Opcel Biotechnology Co., Ltd., Hohhot, China). The cell culture was maintained at 37&#x00B0;C in a 5% CO<sub>2</sub> incubator.</p>
</sec>
<sec id="sec5">
<label>2.3</label>
<title>Animal experiments</title>
<p>A total of 15 Holstein dairy calves, aged between two to four months, were included in the study. All calves in our experiment came from the same pasture, and the calves were isolated for a week before the experiment began to minimize the stress of the transfer in the experiment and to ensure the stability of the calve microbiome at the beginning of the experiment. These calves were purchased from pasture and tested seronegative for <italic>M. bovis</italic>, BoHV-1, <italic>Pasteurella</italic> and <italic>Mannheimia haemolytica</italic>. The calves were divided into 5 groups.</p>
<p>All cattle were housed in isolation to prevent cross-infection. The treatment groups were as follows:</p>
<list list-type="order">
<list-item>
<p>Sodium selenite-vitamin E (Se/E) group: Immunized with <italic>M. bovis</italic>-BoHV-1 (1.0&#x2009;&#x00D7;&#x2009;10<sup>8</sup>&#x2009;CFU <italic>M. bovis</italic> HB150, 1.0&#x2009;&#x00D7;&#x2009;10<sup>6</sup> TCID<sub>50</sub> BoHV-1 gG&#x2212;/tk) combined vaccine administered as nasal drops. Then received an intramuscular injection of sodium selenite-vitamin E (50&#x2009;g of sodium selenite and 1&#x2009;g vitamin E per L, 5&#x2009;mL per calf) on the day of immunization and the third day after immunization.</p>
</list-item>
<list-item>
<p>Astragalus polysaccharide (APS) group: Immunized with <italic>M. bovis</italic>-BoHV-1 combined vaccine administered as nasal drops. Then received an intramuscular injection of astragalus polysaccharide (0.01&#x2009;g/mL, 0.2&#x2009;mL/kg) on the day of immunization and the first three day after immunization.</p>
</list-item>
<list-item>
<p>Ceftiofur sodium (CS) group: Immunized with <italic>M. bovis</italic>-BoHV-1 combined vaccine administered as nasal drops. Then received an intramuscular injection of ceftiofur sodium (1.7&#x2009;mg/kg per day) for the first three day after immunization.</p>
</list-item>
<list-item>
<p>Vaccine Control (VC) group: Immunized with <italic>M. bovis</italic>-BoHV-1 combined vaccine administered as nasal drops, and did not receive any additional treatment.</p>
</list-item>
<list-item>
<p>Mock group: Did not receive any treatment or vaccination.</p>
</list-item>
</list>
</sec>
<sec id="sec6">
<label>2.4</label>
<title>Clinical evaluation and sample collection</title>
<p>The calves nostrils are cleaned and sterilized before we collect the nasal swab samples. The swabs we use are individually wrapped and sterile, and we collect the samples to ensure that the swab goes 15&#x2013;20&#x2009;cm deep into the calves nasal cavity. Nasal drops and no additional treatment samples were collected daily for 28&#x2009;days following immunization. The samples were stored at &#x2212;80&#x00B0;C for subsequent quantitative PCR (qPCR) analysis and 16S rRNA gene sequencing.</p>
<p>Procoagulant tubes contains thrombin and cabosil were used to collect blood samples from the jugular vein. Blood samples were collected weekly throughout the duration of the experiment. On top of that, blood samples were also collected on days 1, 3, and 5 after immunization for additional analysis.</p>
</sec>
<sec id="sec7">
<label>2.5</label>
<title>16S rRNA gene sequencing and bioinformatics analysis</title>
<p>Microbial genomic DNA was extracted from nasal swabs collected on the day of immunization and on the 7th day after immunization. The DNA extraction was performed using the E.Z.N.A.&#x00AE; Tissue DNA Kit (Omega Bio-tek, Norcross, GA, U.S.) according to manufacturer&#x2019;s instructions. The quality and concentration of the extracted DNA were assessed by 1.0% agarose gel electrophoresis and a NanoDrop2000 spectrophotometer (Thermo Scientific, United States).</p>
<p>The hypervariable region V3-V4 of the bacterial 16&#x2009;s rRNA gene were amplified with primer pairs 338F (5&#x2019;-ACTCCTACGGGAGGCAGCAG-3&#x2032;) and 806R (5&#x2019;-GGACTACHVGGGTWTCTAAT-3&#x2032;) in a T100 Thermal Cycler PCR thermocycler (BIO-RAD, USA). The PCR product was extracted from a 2% agarose gel and purified using the PCR Clean-Up Kit (YuHua, Shanghai, China) according to the manufacturer&#x2019;s instructions. The purified amplicons were quantified using Qubit 4.0 fluorometer (Thermo Fisher Scientific, USA).</p>
<p>The purified amplicons were pooled in equimolar amounts and subjected to paired-end sequenced on an Illumina PE300/PE250 platform (Illumina, San Diego, USA) according to the standard protocols by Majorbio Bio-Pharm Technology Co. Ltd. (Shanghai, China).</p>
<p>Raw FASTQ files from the sequencing data were de-multiplexed using an in-house Perl script. The sequences were then quality-filtered using fastp version 0.19.6 and merged using FLASH version 1.2.7.</p>
<p>The optimized sequences were clustered into operational taxonomic units (OTUs) using UPARSE 7.1 with a 97% sequence similarity level. The most abundant sequence for each OTU was selected as a representative sequence.</p>
<p>To minimize the effects of sequencing depth on alpha and beta diversity measure, the number of 16S rRNA gene sequences from each sample were rarefied to 56,182, which still yielded an average Good&#x2019;s coverage of 99.75%.</p>
<p>The taxonomy of each OTU representative sequence was analyzed using the RDP Classifier version 2.2 against the 16S rRNA gene database (eg. Silva v138) with a confidence threshold of 0.7.</p>
<p>Alpha diversity indices, such as observed OTUs, Chao1 richness, Shannon&#x2019;s index, and Good&#x2019;s coverage, were calculated using Mothur v1.30.1 based on OTUs information.</p>
</sec>
<sec id="sec8">
<label>2.6</label>
<title>Shedding of BRD-associated pathogenic bacteria</title>
<p>qPCR was used to quantify the abundance of the following BRD-associated pathogenic bacteria in the collected nasal swab samples: <italic>Pasteurella multocida, Mannheimia haemolytica, Histophilus somni, Trueperella pyogenes</italic> and <italic>Mycoplasma bovis</italic> (wild-type strain). The primers and probes used for the qPCR analysis are detailed in <xref ref-type="table" rid="tab1">Table 1</xref>.</p>
<table-wrap position="float" id="tab1">
<label>Table 1</label>
<caption>
<p>Primers and probes used in this study.</p>
</caption>
<table frame="hsides" rules="groups">
<thead>
<tr>
<th align="left" valign="top">Target pathogen</th>
<th align="left" valign="top">Target gene</th>
<th align="left" valign="top">Sequence (5&#x2032;-3&#x2032;)</th>
<th align="center" valign="top">Gene length</th>
</tr>
</thead>
<tbody>
<tr>
<td align="left" valign="top">
<italic>Pasteurella multocida</italic>
</td>
<td align="left" valign="top">kmt-1</td>
<td align="left" valign="top">Forward: GGGCTTGTCGGTAGTCTTT<break/>Reverse: CGGCAAATAACAATAAGCTGAGTA<break/>Probe: FAM-CGGCGCAACTGATTGGACGTTATT-TAMRA</td>
<td align="center" valign="top">148&#x2009;bp</td>
</tr>
<tr>
<td align="left" valign="top">
<italic>Mannheimia haemolytica</italic>
</td>
<td align="left" valign="top">1sodA</td>
<td align="left" valign="top">Forward: ATTAGTGGGTTGTCCTGGTTAG<break/>Reverse: GCGTGATTTCGGTTCAGTTG<break/>Probe: FAM-CTGAACCAACACGAGTAGTCGCTGC-TAMRA</td>
<td align="center" valign="top">144&#x2009;bp</td>
</tr>
<tr>
<td align="left" valign="top">
<italic>Histophillus somni</italic>
</td>
<td align="left" valign="top">16S-rRNA F</td>
<td align="left" valign="top">Forward: AAGGCCTTCGGGTTGTAAAG<break/>Reverse: CCGGTGCTTCTTCTGTGATTAT<break/>Probe: FAM-CGGTGATGAGGAAGGCGATTAG-TAMRA</td>
<td align="center" valign="top">93&#x2009;bp</td>
</tr>
<tr>
<td align="left" valign="top">
<italic>Trueperella pyogenes</italic>
</td>
<td align="left" valign="top">plo-Pyolysin</td>
<td align="left" valign="top">Forward: ATCAACAATCCCACGAAGAG<break/>Reverse: TTGCAGCATGGTCAGGATAC<break/>Probe: FAM-TCGACGGTTGGATTCAGCGCAATA-TAMRA</td>
<td align="center" valign="top">99&#x2009;bp</td>
</tr>
<tr>
<td align="left" valign="top">
<italic>Mycoplasma bovis</italic>
</td>
<td align="left" valign="top">Mbovp0732</td>
<td align="left" valign="top">Forward: AGCGACCAAAATACTAGAC<break/>Reverse: TCGTTGCCACTGTATTCA</td>
<td align="center" valign="top">140&#x2009;bp</td>
</tr>
</tbody>
</table>
</table-wrap>
</sec>
<sec id="sec9">
<label>2.7</label>
<title>Serum antibody response to <italic>Mycoplasma bovis</italic></title>
<p>Serum antibodies against <italic>M. bovis</italic> were detected using a competitive enzyme-linked immunosorbent assay (ELISA) as previously described (<xref ref-type="bibr" rid="ref35">Zhang et al., 2024</xref>). Briefly, the test serum samples were diluted fourfold, and then added along with HRP-labeled monoclonal antibodies to an <italic>M. bovis</italic> p579 protein-coated plate. Positive and negative serum controls were also included. The plate was incubated at 37&#x00B0;C for 60&#x2009;min. After washing, 100&#x2009;&#x03BC;L of substrate chromogenic solution was added to each well and incubated at room temperature, away from light, for 10&#x2009;min. The OD<sub>450nm</sub> value was immediately read after stopping the reaction.</p>
<p>The blocking rate (PI value) was calculated as follows:</p>
<p>Blocking rate&#x2009;=&#x2009;1 - (Sample OD<sub>450nm</sub>/Mean OD<sub>450nm</sub> of negative control serum).</p>
<p>Conditions for the establishing the test:</p>
<p>0.65&#x2009;&#x003C;&#x2009;OD<sub>450nm</sub> negative control &#x003C;2.0.</p>
<p>PI value of positive control &#x003E;0.6.</p>
<p>PI value of sample&#x2009;&#x2265;&#x2009;0.41 indicates a positive result.</p>
<p>PI value of sample&#x2009;&#x003C;&#x2009;0.41 indicates a negative result.</p>
</sec>
<sec id="sec10">
<label>2.8</label>
<title>Virus neutralization assay</title>
<p>Serum samples were first heat-inactivated at 56&#x00B0;C for 30&#x2009;min. The inactivated serum was then serially diluted in a 96-well cell culture plate. Next, 100 TCID<sub>50</sub> of BoHV-1 HB06 virus was incubated with the diluted serum samples at 37&#x00B0;C in a 5% CO<sub>2</sub> incubator for 1&#x2009;h. This allowed any neutralizing antibodies in the serum to bind to the virus. The serum-virus mixture was then transferred to a 96-well cell culture plate containing MDBK cells. The plate was cultured in a 5% CO<sub>2</sub> incubator at 37&#x00B0;C for three days. The Neutralizing antibody titers were calculated using the Reed-Muench method. This method determines the highest serum dilutions that successfully inhibits BoHV-1 infection of the MDBK cells.</p>
</sec>
<sec id="sec11">
<label>2.9</label>
<title>Serum biomarker measurement</title>
<p>Serum levels of Cortisol (COR) superoxide dismutase (SOD), glutathione peroxidase (GSH-Px) and malondialdehyde (MDA) were measured using commercial kits. Specifically, serum COR levels were measured using commercial ELISA kits (Meimian Industrial Co., Ltd. Jiangsu, China), while serum SOD, GSH-Px and MDA levels were measured using kits from Beyotime Biotechnology (Shanghai, China). All measurements were performed according to the manufacturer&#x2019;s instructions.</p>
</sec>
<sec id="sec12">
<label>2.10</label>
<title>Ethics statement</title>
<p>The animal experiment protocol was approved by the Animal Experiment Ethics Committee of Huazhong Agricultural University (Huazhong Agricultural University Ethics Approval Number: HZAUCA-2024-0036) and conducted in strict accordance with the Guidelines for the Care and Use of Laboratory Animals of Wuhan, Hubei, China.</p>
</sec>
<sec id="sec13">
<label>2.11</label>
<title>Statistical analysis</title>
<p>Shapiro&#x2013;Wilk normality test was used for normal distribution. Statistical analysis was performed using Student&#x2019;s t-test and one-way analysis variance (ANOVA). Significant differences between groups were determined using the following <italic>p</italic>-value thresholds: <italic>p</italic> &#x003C;&#x2009;0.05 (&#x002A;), <italic>p</italic> &#x003C;&#x2009;0.01 (&#x002A;&#x002A;), <italic>p</italic> &#x003C;&#x2009;0.001 (&#x002A;&#x002A;&#x002A;), or <italic>p</italic> &#x003C;&#x2009;0.0001 (&#x002A;&#x002A;&#x002A;&#x002A;). Error bars in the figures represented the standard error of the mean.</p>
</sec>
</sec>
<sec sec-type="results" id="sec14">
<label>3</label>
<title>Results</title>
<sec id="sec15">
<label>3.1</label>
<title>Analysis of microbiome diversity</title>
<p>To assessed microbiome diversity, 16S rRNA gene sequencing was used. The results showed that after vaccination, the Se/E, APS, CS, VC and Mock group had 844, 1,311, 931, 925 and 1,523 operational taxonomic units (OTUs), respectively.</p>
<p>In the Se/E group, 69.55% (587/844) of the OTUs were shared with the Mock group, and 58.18% (491/844) were shared with the VC group. Of these, 53.20% (449/844) were present in all three groups (<xref ref-type="fig" rid="fig1">Figure 1A</xref>).</p>
<fig position="float" id="fig1">
<label>Figure 1</label>
<caption>
<p>Venn diagrams represent the shared and exclusive OTUs of upper respiratory tract bacterial communities at 97% similar levels on the 7&#x2009;day after immunization. In (A) Se/E, VC, and Mock groups, (B) APS, VC, and Mock groups, (C) CS, VC, and Mock groups, (D) Se/E, APS, and CS groups.</p>
</caption>
<graphic xlink:href="fmicb-15-1467908-g001.tif"/>
</fig>
<p>In the APS group, 61.40% (805/1311) of the OTUs were shared with the Mock group, and 48.82% (640/1311) were shared with the VC. Of these, 44.47% (583/1311) were present in all three groups (<xref ref-type="fig" rid="fig1">Figure 1B</xref>).</p>
<p>In the CS group, 70.89% (660/931) of the OTUs were shared with the Mock group, and 59.29% (552/931) were shared with the VC group. Of these, 54.67% (509/931) were present in all three groups (<xref ref-type="fig" rid="fig1">Figure 1C</xref>).</p>
<p>For the Se/E, APS and CS groups, 466 OTUs were shared, which occupied 55.21% (466/844) of the Se/E group, 35.55% (466/1311) of the APS group and 50.05% (466/931) of the CS group (<xref ref-type="fig" rid="fig1">Figure 1D</xref>).</p>
<p>Additionally, ACE, Chao, Sobs, Pielou_e, and Shannon index were used to evaluate the microbiome diversity pre-immunization (day 0) and post-immunization (day 7) (<xref ref-type="fig" rid="fig2">Figures 2A</xref>&#x2013;<xref ref-type="fig" rid="fig2">E</xref>). The data showed no statistically significantly difference in these diversity measures among all the treatment groups at both time points, day 0 and day 7. However, the Chao, Sob, Ace indices indicated that microbiome diversity decreased by nearly 50% on day 7 compared to day 0 across the Se/E, APS, CS and only vaccine groups, though this reduction was not statistically significant.</p>
<fig position="float" id="fig2">
<label>Figure 2</label>
<caption>
<p>Pre- and post-immunization alpha diversity indices include (A) the ACE index, (B) the Chao index, (C) the Sobs index, (D) the Pieuo_e index and (E) the shannon index. Each horizontal coordinate unit represents one group.</p>
</caption>
<graphic xlink:href="fmicb-15-1467908-g002.tif"/>
</fig>
<p>These findings suggested that while the immunization and various supplemental treatments did not significantly alter the overall microbiome diversity, there was a general trend toward reduced diversity approximately one week after immunization, regardless of the treatment group. The lack of statistical significance implies the diversity changes were modest and not drastically impacted by the different interventions.</p>
</sec>
<sec id="sec16">
<label>3.2</label>
<title>Top ten most abundant bacterial phyla in the nares</title>
<p>To further analyze the species composition, the study examined the abundance of the top ten bacteria in the upper respiratory tract. At this level, a total of 32 phyla were identified across all samples, with the dominant phyla being <italic>Proteobacteria</italic> (39.16% on average), <italic>Firmicutes</italic> (26.89%), <italic>Actinobacteriota</italic> (20.64%) and <italic>Bacteroidota</italic> (11.67), which together accounted for 93.01 to 99.68% of the total (<xref ref-type="fig" rid="fig3">Figure 3A</xref>).</p>
<fig position="float" id="fig3">
<label>Figure 3</label>
<caption>
<p>Bar graphs show the most abundant ten bacterial groups in the nares at the (A) phylum level and (B) genus level. Each horizontal coordinate unit represents one cattle; as an example, Se/E.0.1 represents the first cattle in the Se/E group on the day of immunization, and Se/E.7.1 represents the first cattle in the Se/E group on the 7&#x2009;day after immunization.</p>
</caption>
<graphic xlink:href="fmicb-15-1467908-g003.tif"/>
</fig>
<p>At the genus level, a total of 1,003 genera were identified in all samples. The top ten genera in terms of abundance were <italic>Moraxella</italic> (21.72%), <italic>Microbacteriaceae</italic> (15.13%), <italic>Pasteurella</italic> (3.65%), <italic>Filobacterium</italic> (8.75%), <italic>Mycoplasma</italic> (7.12%), <italic>Mannheimia</italic> (3.47%), <italic>Streptococcus</italic> (4.84%), <italic>Corynebacterium</italic> (3.01%), <italic>Dietzia</italic> (1.15%) and <italic>Staphylococcus</italic> (1.14%) (<xref ref-type="fig" rid="fig3">Figure 3B</xref>).</p>
<p>Further analysis showed that the above four dominant phyla did not change significantly before and after immunization across all groups (<xref ref-type="fig" rid="fig4">Figures 4A</xref>&#x2013;<xref ref-type="fig" rid="fig4">D</xref>). However, on day 7 post-immunization, the abundance of <italic>Pasteurella</italic> significantly increased in the VC group compared to day 0 (<italic>p</italic> &#x003C;&#x2009;0.05), and was also significantly higher than the CS (<italic>p</italic> &#x003C;&#x2009;0.05) and Mock groups (<italic>p</italic> &#x003C;&#x2009;0.05) (<xref ref-type="fig" rid="fig5">Figure 5A</xref>). Meanwhile, on day 7 post-immunization, the abundance of <italic>Mycoplasma</italic> in the CS group was significantly increased compared to the pre-immunization period (<italic>p</italic>&#x2009;&#x003C;&#x2009;0.05), and also showed a notable increase compared to all other groups (<xref ref-type="fig" rid="fig5">Figure 5B</xref>). Other pathogens showed no significantly difference (<xref ref-type="fig" rid="fig5">Figures 5C</xref>&#x2013;<xref ref-type="fig" rid="fig5">J</xref>).</p>
<fig position="float" id="fig4">
<label>Figure 4</label>
<caption>
<p>Differences in relative abundance of dominant phylum before and after immunization and between groups after immunization. (A) <italic>Proteobacteria</italic>, (B) <italic>Firmicutes</italic>, (C) <italic>Actinobacteriota</italic> and (D) <italic>Bacteroidota</italic>.</p>
</caption>
<graphic xlink:href="fmicb-15-1467908-g004.tif"/>
</fig>
<fig position="float" id="fig5">
<label>Figure 5</label>
<caption>
<p>Differences in the relative abundance of the top ten genera before and after immunization and between groups after immunization. (A) <italic>Pasteurella</italic>, (B) <italic>Mycoplasma</italic>, (C) <italic>Moraxella</italic>, (D) <italic>Microbacteriaceae</italic>, (E) <italic>Filobacterium</italic>, (F) <italic>Mannheimia</italic>, (G) <italic>Streptococcus</italic>, (H) <italic>Corynebacterium</italic>, (I) <italic>Dietzia</italic> and (J) <italic>Staphylococcus.</italic> The symbol &#x002A; means <italic>p</italic> &#x003C;&#x2009;0.05 and there exist different the groups.</p>
</caption>
<graphic xlink:href="fmicb-15-1467908-g005.tif"/>
</fig>
<p>These results indicate that while the overall microbial community structure at the phylum level remained relatively stable, there were some significant shifts in the abundance of specific genera, such as <italic>Pasteurella</italic> and <italic>Mycoplasma</italic>, in response to the different immunization and supplementation treatments.</p>
</sec>
<sec id="sec17">
<label>3.3</label>
<title>Detection of BRD-associated pathogens</title>
<p>To evaluate the impact of the different treatment regimens on common respiratory pathogens in the calves post-immunization, we detected the shedding of <italic>Pasteurella multocida</italic>, <italic>Mannheimia haemolytica</italic>, <italic>Histophilus somni</italic>, <italic>Trueperella pyogenes</italic>, and <italic>Mycoplasma bovis</italic>. However, only <italic>Pasteurella multocida</italic> was successfully detected (<xref ref-type="fig" rid="fig6">Figure 6</xref>).</p>
<fig position="float" id="fig6">
<label>Figure 6</label>
<caption>
<p>Detection of <italic>Pasteurella multocida</italic> shedding in nasal swabs after immunization.</p>
</caption>
<graphic xlink:href="fmicb-15-1467908-g006.tif"/>
</fig>
<p>Among all groups, the animals that were vaccinated only with the <italic>M. bovis</italic>-BoHV-1 vaccine, without any additional treatment, had the highest level of <italic>Pasteurella multocida</italic> shedding throughout the observation period. On 7&#x2009;day post immunization, the <italic>Pasteurella multocida</italic> shedding reached a peak of 10<sup>1.87</sup> copies/&#x03BC;L. Thereafter, the shedding gradually decreased, and by 25&#x2009;days post-immunization, no <italic>Pasteurella multocida</italic> shedding was detected in this group.</p>
<p>Se/E group had a lower <italic>Pasteurella multocida</italic> shedding compared to the vaccinated only group. The shedding in the Se/E group increased to 10<sup>1.52</sup> copies/&#x03BC;L on day 9 post-immunization. It then decreased to 10<sup>0.45</sup> on day 11, and subsequently returned to 10<sup>1.21</sup> copies/&#x03BC;L. After that, the <italic>Pasteurella multocida</italic> shedding in the Se/E group gradually decreased until day 21&#x2009;days post-immunization.</p>
<p>The APS group had lower <italic>Pasteurella multocida</italic> shedding than the Se/E group in the first 5&#x2009;days post-immunization than. However, the APS group reached a peak of 10<sup>1.2</sup> copies/&#x03BC;L on day 7, two days earlier than the Se/E group. The shedding then decreased to 10<sup>0.53</sup>, similar to the Se/E group. But the APS group experienced an increase in shedding again from day 9 to 13, before gradually decreasing. By day 21, no <italic>Pasteurella multocida</italic> shedding was detected in the APS group, similar to the Se/E group.</p>
<p>The CS group exhibited the lowest <italic>Pasteurella multocida</italic> shedding among all the treatment groups. <italic>Pasteurella multocida</italic> shedding was only detected on day 1, 9 and 13, with the levels of 10<sup>0.2</sup>, 10<sup>0.29</sup>, and 10<sup>0.25</sup> copies/&#x03BC;L, respectively. On all other days, no <italic>Pasteurella multocida</italic> shedding was detected in the CS group.</p>
<p>These indicated that the addition of all the three supplemental treatments can help reduce the level of <italic>Pasteurella multocida</italic> shedding in calves compared to the group that was vaccinated only without any other treatment. The antibiotic treatment with CS was the most effective in minimizing <italic>Pasteurella multocida</italic> shedding, with only sporadic and low-level detection in the CS group compared to the other treatment groups. The timing of the peak <italic>Pasteurella multocida</italic> shedding varied between the groups, the APS group peaking the earliest ahead of the other treatment groups.</p>
</sec>
<sec id="sec18">
<label>3.4</label>
<title>Changes in blood parameters</title>
<p>For the COR measurement, the Se/E and APS groups showed almost the same COR levels compared to the Mock group throughout the entire observation period. The CS and VC groups did not differ significantly from each other, but both had extremely higher COR levels compared to the other three groups from day 1 to 7. On day 14, all groups had the same COR level (<xref ref-type="fig" rid="fig7">Figure 7A</xref>).</p>
<fig position="float" id="fig7">
<label>Figure 7</label>
<caption>
<p>Effect of intervening drugs on serum levels of (A) COR, (B) SOD, (C) GSH-Px and (D) MDA in calves at 1, 3, 5, 7 and 14&#x2009;day after vaccination. Variation is expressed as standard deviation. The symbol &#x002A;, &#x002A;&#x002A; and &#x002A;&#x002A;&#x002A; means <italic>p</italic> &#x003C;&#x2009;0.05, <italic>p</italic> &#x003C;&#x2009;0.01 and <italic>p</italic> &#x003C;&#x2009;0.001, respectively, and there exist significantly different the groups.</p>
</caption>
<graphic xlink:href="fmicb-15-1467908-g007.tif"/>
</fig>
<p>For the SOD measurement, all groups maintained similar levels without significant differences, except on day 5. On day 5, the Se/E and APS groups exhibited a significantly higher SOD levels compared to the VC group (<xref ref-type="fig" rid="fig7">Figure 7B</xref>).</p>
<p>For the GSH-Px measurement, the Se/E groups exhibited an extremely significantly higher level compared to VC group on day 3 and 7. In contrast, the other groups maintained relatively stable levels throughout the whole observation, without any significant differences among them (<xref ref-type="fig" rid="fig7">Figure 7C</xref>).</p>
<p>For the MDA measurement, all groups maintained similar levels, except on day 5. On day 5, the VC groups exhibited a significantly higher level compared to the Se/E and Mock groups. Additionally, while not statistically significant, the CS had a notable higher MDA level compared to the Se/E, APS and Mock groups, especially on day 5 (<xref ref-type="fig" rid="fig7">Figure 7D</xref>).</p>
<p>These results indicated that the Se/E and, to a lesser extent, the APS groups were able to better preserve the antioxidant status and regulate the stress response. And CS intervention was not effective in mitigating the negative impacts of the stressors experienced by the animals.</p>
</sec>
<sec id="sec19">
<label>3.5</label>
<title>Antibody response</title>
<sec id="sec20">
<label>3.5.1</label>
<title><italic>Mycoplasma bovis</italic> serum antibody levels</title>
<p><italic>Mycoplasma bovis</italic> serum antibody levels were detected by competitive ELISA. During the entire observation period, all vaccine groups exhibited notably higher antibody levels compared to the Mock control group. Especially on day 21 and 28, the vaccine groups (Se/E, APS, CS and VC) showed statistically significantly higher antibody levels. The Se/E and APS groups, in particular, demonstrated consistently significantly higher antibody levels from day 14 to day 28 compared to the Mock control group (<xref ref-type="fig" rid="fig8">Figure 8A</xref>).</p>
<fig position="float" id="fig8">
<label>Figure 8</label>
<caption>
<p>Humoral immune responses induced by the <italic>M. bovis</italic>&#x2013;BoHV-1 combined vaccine. Serum samples were collected weekly to determine (A) serum antibody against <italic>M. bovis</italic> and (B) BoHV-1 serum neutralizing antibody. Variation is expressed as standard deviation. The red line represents the negative&#x2013;positive threshold of <italic>M. bovis</italic> antibody. The symbol &#x002A;, &#x002A;&#x002A; and &#x002A;&#x002A;&#x002A; means <italic>p</italic> &#x003C;&#x2009;0.05, <italic>p</italic> &#x003C;&#x2009;0.01 and <italic>p</italic> &#x003C;&#x2009;0.001, respectively, and there exist significantly different the groups.</p>
</caption>
<graphic xlink:href="fmicb-15-1467908-g008.tif"/>
</fig>
</sec>
<sec id="sec21">
<label>3.5.2</label>
<title>BoHV-1-neutralizing antibody response</title>
<p>Serum neutralization assay was used to determine the level of BoHV -1 neutralizing antibody in calves. Except for the Mock group, all other treatment groups exhibited high levels of neutralizing antibodies starting from day 7 post-immunization. At 21&#x2009;days post-immunization, all vaccined groups reached the peak of their BoHV -1 neutralizing antibody response. The vaccine groups maintained these elevated neutralizing antibody titers through the remainder of the observation period (<xref ref-type="fig" rid="fig8">Figure 8B</xref>).</p>
</sec>
</sec>
</sec>
<sec sec-type="discussion" id="sec22">
<label>4</label>
<title>Discussion</title>
<p>Evidence suggests that the respiratory microbiota plays an important role in determining respiratory health and preventing colonization by respiratory pathogens (<xref ref-type="bibr" rid="ref19">Klima et al., 2019</xref>; <xref ref-type="bibr" rid="ref29">Timsit et al., 2016a</xref>; <xref ref-type="bibr" rid="ref31">Timsit et al., 2016b</xref>; <xref ref-type="bibr" rid="ref22">Man et al., 2017</xref>; <xref ref-type="bibr" rid="ref2">Amat et al., 2023</xref>; <xref ref-type="bibr" rid="ref10">Crosby et al., 2022</xref>; <xref ref-type="bibr" rid="ref30">Timsit et al., 2020</xref>). The respiratory tract microbiome of calves starts to colonize shortly after birth and is subsequently affected by a variety of factors, such as age, diet, season, and production management strategies (<xref ref-type="bibr" rid="ref34">Zeineldin et al., 2019</xref>). Stress is inevitable in production and it can adversely affect the production of animals. In addition, stress can also cause changes in the respiratory microbiome (<xref ref-type="bibr" rid="ref21">Malmuthuge et al., 2021</xref>). Studies have shown that the bacterial flora of the respiratory tract can be affected by transport, especially long-distance transport, which may increase the relative abundance of BRD pathogens (<xref ref-type="bibr" rid="ref8">Chai et al., 2022b</xref>). In this study, we evaluated the impact of different supplemental treatments (Se/E, APS, and CS) on the microbiome and immune responses of calves following immunization against <italic>M. bovis</italic> and BoHV-1. The results indicated while the overall microbiome diversity was not significantly altered by the immunization and supplemental treatments, there was a general trend toward reduced diversity around one week post-immunization across all groups. This suggested the immunization process itself may have a modest impact on the calf microbiome, regardless of the supplemental treatments provided (shown in <xref ref-type="fig" rid="fig2">Figure 2</xref>).</p>
<p>At the genus level, the microbiome was dominated by commensal and potentially pathogenic bacteria, including <italic>Moraxella</italic>, <italic>Microbacteriaceae</italic>, <italic>Pasteurella</italic>, <italic>Filobacterium</italic>, <italic>Mycoplasma</italic>, <italic>Mannheimia</italic>, and <italic>Streptococcus</italic>. Notably, the abundance of <italic>Pasteurella</italic> and <italic>Mycoplasma</italic> increased significantly in the vaccinated-only (VC) group compared to other treatment groups on day 7 post-immunization. This indicates the supplemental treatments, particularly the antibiotic CS, were effective in mitigating the overgrowth of these potentially pathogenic genera following immunization (shown in <xref ref-type="fig" rid="fig5">Figure 5</xref>).</p>
<p><italic>Pasteurella multocida</italic> is a major causative agent of BRD, often inducing severe mortality in combination with other pathogens. Using qPCR, we tracked the abundance of bacterial pathogens associated with BRD after immunization with combined vaccine, we found that <italic>Pasteurella multocida</italic> could be detected in nasal swabs and maintained for a period following immunization.</p>
<p>The appearance of <italic>Pasteurella multocida</italic> after vaccination may be due to calves being in a state of chronic stress, with their immune systems suppressed to a certain extent, limiting their ability to inhibit the proliferation of conditionally pathogenic bacteria like <italic>Pasteurella multocida</italic>. The source of these bacteria could be from the external environment, as interactions between cattle and their surroundings can contribute to the upper respiratory microbiota. Cattle, especially calves, frequently lick their environment and each other, providing opportunities for environmental bacteria to reach the upper respiratory tract (<xref ref-type="bibr" rid="ref7">Chai et al., 2022a</xref>).</p>
<p>The use of sodium selenite-VE and astragalus polysaccharides moderated the proliferation of these conditionally pathogenic bacteria associated with immune stress, in terms of both the duration and abundance detected in nasal swabs. Notably, the antibiotic ceftiofur sodium was most effective in minimizing <italic>Pasteurella multocida</italic> shedding, with only sporadic and low-level detection compared to the other treatment groups. Interestingly, the timing of the peak <italic>Pasteurella multocida</italic> shedding also differed between groups, with the astragalus polysaccharide group peaking earliest. This suggested the supplemental treatments might have varying effects on the kinetics of pathogen shedding, a critical finding (shown in <xref ref-type="fig" rid="fig6">Figure 6</xref>).</p>
<p>Gut microbiome are essential for human development and function, especially for the initiation and maturation of the adaptive immune system. The use of antibiotics leads to the reduction of intestinal microbial diversity, changes in metabolic activity, and the generation of Antibiotic-resistant microorganisms, which can lead to the development of diseases (<xref ref-type="bibr" rid="ref25">Ramirez et al., 2020</xref>; <xref ref-type="bibr" rid="ref32">Vasco et al., 2023</xref>). In addition, reports have shown that calves are an important source of antibiotic-resistant gene transmission on dairy farms and that there is a close association between Apart from antimicrobial usage and antibiotic-resistance (<xref ref-type="bibr" rid="ref13">Ferroni et al., 2022</xref>; <xref ref-type="bibr" rid="ref27">Salerno et al., 2022</xref>). In this study, we found significant changes in the proportion of abundance of the genera except <italic>Pasteurella</italic> and <italic>Mycoplasma</italic> after ceftiofur sodium treatment. Other genera, which also contained some non-pathogenic bacteria, did not show significant changes in abundance ratio. Considered the over antimicrobial resistance and disruption of the gut microbiome, although ceftiofur sodium was effective in minimizing <italic>Pasteurella multocida</italic> shedding, the use of antibiotics in calves is not recommended.</p>
<p>Stress can directly or indirectly activate the hypothalamic&#x2013;pituitary&#x2013;adrenal axis, leading to the secretion and release of glucocorticoids (primarily cortisol) from the adrenal zona fasciculata (<xref ref-type="bibr" rid="ref6">Bellavance and Rivest, 2014</xref>). This ultimately increases the concentration of cortisol in the blood. The increase in blood cortisol causes immunological changes that produce inflammatory response, which in turn increases the production of reactive oxygen species and leads to oxidative stress (<xref ref-type="bibr" rid="ref18">Jung et al., 2023</xref>). Oxidative stress is caused by an imbalance between pro-oxidants and antioxidants in the organism.</p>
<p>In the current study, we found that ceftiofur sodium can induce higher cortisol and malondialdehyde levels. This can have far-reaching consequences, including oxidative stress, metabolic dysregulation, immune system impairment, neurological and psychological effects, and cardiovascular complications (<xref ref-type="bibr" rid="ref18">Jung et al., 2023</xref>; <xref ref-type="bibr" rid="ref20">Knezevic et al., 2023</xref>; <xref ref-type="bibr" rid="ref3">Aresta et al., 2021</xref>; <xref ref-type="bibr" rid="ref11">Dhabhar, 2009</xref>; <xref ref-type="bibr" rid="ref4">Baudrand and Vaidya, 2015</xref>). Understanding these pathways is crucial for identifying potential interventions to mitigate the negative impacts of chronic ceftiofur sodium exposure.</p>
<p>Astragalus polysaccharide is a key active ingredient isolated from Astragalus membranaceus and has received much attention due to its anti-inflammatory, anti-oxidative stress, and immunomodulatory functions (<xref ref-type="bibr" rid="ref24">Qi et al., 2017</xref>; <xref ref-type="bibr" rid="ref9">Chen et al., 2020</xref>). Se is essential for organisms and participates in redox reactions, while Vitamin E acts as an antioxidant and enhances Se absorption (<xref ref-type="bibr" rid="ref36">Zheng et al., 2021</xref>). Therefore, Se and vitamin E are often used to reduce the effects of oxidative stress. Ceftiofur sodium, as a common clinical treatment for BRD, inhibits BRD-associated pathogens but has no effect on <italic>M. bovis</italic>, one of the components of the combined vaccine. In the present study, we investigated the intervention effects of these three components on the negative effects of stress caused by vaccination.</p>
<p>Our results shown that the COR levels in Se/E and APS groups were comparable to the Mock group on day 3 post-immunization, and not statistically different from the Mock group, despite experiencing a slight elevation. This suggested that the use of Se-VE and APS may alleviate the stress caused by immunization.</p>
<p>The main antioxidants in organisms are GSH-Px, SOD and catalase (CAT). Oxidative stress manifests in the accumulation of reactive oxygen species (ROS) and MDA, as well as a decrease in the expression or activity of enzymes, ultimately causing cellular and tissue damage (<xref ref-type="bibr" rid="ref37">Zhu et al., 2018</xref>; <xref ref-type="bibr" rid="ref28">Samarghandian et al., 2017</xref>). Only on day 5 after immunization, SOD in Se/E and APS groups was significantly higher than the Mock group, and MDA was lower. The concentration of GSH-Px in Se/E group was significantly higher than the other groups on day 3 and 7 after immunization. These results demonstrated that the use of Se-VE and APS can reduce the effects of oxidative stress to a certain extent (shown in <xref ref-type="fig" rid="fig7">Figure 7</xref>).</p>
<p>Although there was no significant difference between the immunized groups in either serum antibody against <italic>M. bovis</italic> or BoHV-1 neutralizing antibodies after immunization, serum antibody against <italic>M. bovis</italic> appeared to elevate faster in the Se/E and APS groups. This suggested that the three interventions did not affect the immunization effect of the vaccine, but the use of Se-VE and APS seemed to accelerate the production of antibodies (shown in <xref ref-type="fig" rid="fig8">Figure 8</xref>).</p>
<p>Interestingly, the abundance percentage of <italic>Mycoplasma</italic> in the CS group increased rapidly on day 7 after immunization. We speculated that this might be related to the slow rise in <italic>M. bovis</italic> antibody levels in the CS group compared to the Se/E and APS groups. This indicates that the use of CS may have had a negative impact on the animals&#x2019; immune responses to the vaccine, potentially by disrupting the mucosal microbiome or other mechanisms. In contrast, the Se/VE and APS interventions appeared to support a more robust and timely antibody response to the <italic>M. bovis</italic> component of the vaccine, which could translate to improved protection against Mycoplasma infections in the calves. These findings highlight the importance of considering the impacts of antimicrobial and supportive therapies on vaccine efficacy and the overall immune competence of the animals.</p>
<p>As mentioned above, immune stress increased the relative abundance of <italic>Pasteurella</italic> species in the upper respiratory tract of calves and can cause proliferation of <italic>Pasteurella multocida</italic>. The use of Se-VE and APS after vaccination was found to effectively alleviate the stress response brought about by vaccination, improve the calves antioxidative stress ability, and mitigate the activation and proliferation of <italic>Pasteurella multocida</italic> induced by immune stress, without adversely affecting antibody production.</p>
<p>Due to the limitation of the number of experimental animals, further study is still needed to fully assess vaccination-induced immune stress on the upper respiratory tract microbiome of calves and confirm the benefits of the Se-VE and APS interventions. However, these findings highlight the potential advantages of using appropriate nutritional and anti-inflammatory supplements in BRD vaccination programs to optimize immune responses and maintain a stable respiratory microbial community.</p>
<p>The results provide a basis for further investigation into the role of nutritional supplementation in enhancing vaccine efficacy and preventing respiratory disease outbreaks in cattle. Modulating the immune response and respiratory microbiome through targeted interventions could be a promising approach to improve the overall health and productivity of vaccinated calves.</p>
</sec>
<sec sec-type="conclusions" id="sec23">
<label>5</label>
<title>Conclusion</title>
<p>This study demonstrated that the addition of Sodium selenite-vitamin E, Astragalus polysaccharide, and ceftiofur sodium (CS) supplements to vaccination regimens helped attenuate the overgrowth of potential pathogenic genera like <italic>Pasteurella</italic> following immunization, with better outcomes compared to vaccination alone. Furthermore, Se/E and APS supplements appeared to better support the development of protective antibody responses against <italic>M. bovis</italic> and BoHV-1.</p>
</sec>
</body>
<back>
<sec sec-type="data-availability" id="sec24">
<title>Data availability statement</title>
<p>We have confirmed that our data is publicly available. And the data are openly available in &#x201C;science data bank&#x201D; (CSTR: <ext-link xlink:href="https://cstr.cn/31253.11.sciencedb.16125" ext-link-type="uri">https://cstr.cn/31253.11.sciencedb.16125</ext-link>; DOI: <ext-link xlink:href="https://doi.org/10.57760/sciencedb.16125" ext-link-type="uri">https://doi.org/10.57760/sciencedb.16125</ext-link>).</p>
</sec>
<sec sec-type="ethics-statement" id="sec25">
<title>Ethics statement</title>
<p>The animal studies were approved by Animal Experiment Ethics Committee of Huazhong Agricultural University. The studies were conducted in accordance with the local legislation and institutional requirements. Written informed consent was obtained from the owners for the participation of their animals in this study.</p>
</sec>
<sec sec-type="author-contributions" id="sec26">
<title>Author contributions</title>
<p>GL: Conceptualization, Formal analysis, Investigation, Methodology, Project administration, Resources, Software, Validation, Visualization, Writing &#x2013; original draft. SZ: Conceptualization, Formal analysis, Investigation, Methodology, Project administration, Resources, Software, Validation, Visualization, Writing &#x2013; original draft. ZX: Conceptualization, Investigation, Project administration, Writing &#x2013; original draft. IS: Conceptualization, Methodology, Writing &#x2013; original draft. YC: Conceptualization, Funding acquisition, Supervision, Writing &#x2013; review &#x0026; editing. AG: Conceptualization, Funding acquisition, Supervision, Writing &#x2013; review &#x0026; editing.</p>
</sec>
<sec sec-type="funding-information" id="sec27">
<title>Funding</title>
<p>The author(s) declare that financial support was received for the research, authorship, and/or publication of this article. This study was supported by the National Key Research and Development Program of China (2023YFD1802505), the Key Research and Development Program of the Ningxia Hui Autonomous Region (#2023BCF01038), and China Agriculture Research System of MOF and MARA (CARS-37).</p>
</sec>
<sec sec-type="COI-statement" id="sec28">
<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="sec29">
<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>
<ref-list>
<title>References</title>
<ref id="ref1"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Alexander</surname> <given-names>T. W.</given-names></name> <name><surname>Timsit</surname> <given-names>E.</given-names></name> <name><surname>Amat</surname> <given-names>S.</given-names></name></person-group> (<year>2020</year>). <article-title>The role of the bovine respiratory bacterial microbiota in health and disease</article-title>. <source>Anim. Health Res. Rev.</source> <volume>21</volume>, <fpage>168</fpage>&#x2013;<lpage>171</lpage>. doi: <pub-id pub-id-type="doi">10.1017/S1466252320000316</pub-id>, PMID: <pub-id pub-id-type="pmid">33682663</pub-id></citation></ref>
<ref id="ref2"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Amat</surname> <given-names>S.</given-names></name> <name><surname>Timsit</surname> <given-names>E.</given-names></name> <name><surname>Workentine</surname> <given-names>M.</given-names></name> <name><surname>Schwinghamer</surname> <given-names>T.</given-names></name> <name><surname>van der Meer</surname> <given-names>F.</given-names></name> <name><surname>Guo</surname> <given-names>Y.</given-names></name> <etal/></person-group>. (<year>2023</year>). <article-title>A single intranasal dose of bacterial therapeutics to calves confers longitudinal modulation of the nasopharyngeal microbiota: a pilot study</article-title>. <source>mSystems</source> <volume>8</volume>:<fpage>e0101622</fpage>. doi: <pub-id pub-id-type="doi">10.1128/msystems.01016-22</pub-id>, PMID: <pub-id pub-id-type="pmid">36971568</pub-id></citation></ref>
<ref id="ref3"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Aresta</surname> <given-names>C.</given-names></name> <name><surname>Favero</surname> <given-names>V.</given-names></name> <name><surname>Morelli</surname> <given-names>V.</given-names></name> <name><surname>Giovanelli</surname> <given-names>L.</given-names></name> <name><surname>Parazzoli</surname> <given-names>C.</given-names></name> <name><surname>Falchetti</surname> <given-names>A.</given-names></name> <etal/></person-group>. (<year>2021</year>). <article-title>Cardiovascular complications of mild autonomous cortisol secretion</article-title>. <source>Best Pract. Res. Clin. Endocrinol. Metab.</source> <volume>35</volume>:<fpage>101494</fpage>. doi: <pub-id pub-id-type="doi">10.1016/j.beem.2021.101494</pub-id>, PMID: <pub-id pub-id-type="pmid">33814301</pub-id></citation></ref>
<ref id="ref4"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Baudrand</surname> <given-names>R.</given-names></name> <name><surname>Vaidya</surname> <given-names>A.</given-names></name></person-group> (<year>2015</year>). <article-title>Cortisol dysregulation in obesity-related metabolic disorders</article-title>. <source>Curr. Opin. Endocrinol. Diabetes Obes.</source> <volume>22</volume>, <fpage>143</fpage>&#x2013;<lpage>149</lpage>. doi: <pub-id pub-id-type="doi">10.1097/MED.0000000000000152</pub-id>, PMID: <pub-id pub-id-type="pmid">25871955</pub-id></citation></ref>
<ref id="ref5"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Bell</surname> <given-names>R. L.</given-names></name> <name><surname>Turkington</surname> <given-names>H. L.</given-names></name> <name><surname>Cosby</surname> <given-names>S. L.</given-names></name></person-group> (<year>2021</year>). <article-title>The bacterial and viral agents of BRDC: immune evasion and vaccine developments</article-title>. <source>Vaccines</source> <volume>9</volume>:<fpage>337</fpage>. doi: <pub-id pub-id-type="doi">10.3390/vaccines9040337</pub-id></citation></ref>
<ref id="ref6"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Bellavance</surname> <given-names>M. A.</given-names></name> <name><surname>Rivest</surname> <given-names>S.</given-names></name></person-group> (<year>2014</year>). <article-title>The HPA-immune Axis and the immunomodulatory actions of glucocorticoids in the brain</article-title>. <source>Front. Immunol.</source> <volume>5</volume>:<fpage>136</fpage>. doi: <pub-id pub-id-type="doi">10.3389/fimmu.2014.00136</pub-id></citation></ref>
<ref id="ref7"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Chai</surname> <given-names>J.</given-names></name> <name><surname>Capik</surname> <given-names>S. F.</given-names></name> <name><surname>Kegley</surname> <given-names>B.</given-names></name> <name><surname>Richeson</surname> <given-names>J. T.</given-names></name> <name><surname>Powell</surname> <given-names>J. G.</given-names></name> <name><surname>Zhao</surname> <given-names>J.</given-names></name></person-group> (<year>2022a</year>). <article-title>Bovine respiratory microbiota of feedlot cattle and its association with disease</article-title>. <source>Vet. Res.</source> <volume>53</volume>:<fpage>4</fpage>. doi: <pub-id pub-id-type="doi">10.1186/s13567-021-01020-x</pub-id>, PMID: <pub-id pub-id-type="pmid">35022062</pub-id></citation></ref>
<ref id="ref8"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Chai</surname> <given-names>J.</given-names></name> <name><surname>Liu</surname> <given-names>X.</given-names></name> <name><surname>Usdrowski</surname> <given-names>H.</given-names></name> <name><surname>Deng</surname> <given-names>F.</given-names></name> <name><surname>Li</surname> <given-names>Y.</given-names></name> <name><surname>Zhao</surname> <given-names>J.</given-names></name></person-group> (<year>2022b</year>). <article-title>Geography, niches, and transportation influence bovine respiratory microbiome and health</article-title>. <source>Front. Cell. Infect. Microbiol.</source> <volume>12</volume>:<fpage>961644</fpage>. doi: <pub-id pub-id-type="doi">10.3389/fcimb.2022.961644</pub-id>, PMID: <pub-id pub-id-type="pmid">36171758</pub-id></citation></ref>
<ref id="ref9"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Chen</surname> <given-names>Z.</given-names></name> <name><surname>Liu</surname> <given-names>L.</given-names></name> <name><surname>Gao</surname> <given-names>C.</given-names></name> <name><surname>Chen</surname> <given-names>W.</given-names></name> <name><surname>Vong</surname> <given-names>C. T.</given-names></name> <name><surname>Yao</surname> <given-names>P.</given-names></name> <etal/></person-group>. (<year>2020</year>). <article-title>Astragali Radix (Huangqi): a promising edible immunomodulatory herbal medicine</article-title>. <source>J. Ethnopharmacol.</source> <volume>258</volume>:<fpage>112895</fpage>. doi: <pub-id pub-id-type="doi">10.1016/j.jep.2020.112895</pub-id>, PMID: <pub-id pub-id-type="pmid">32330511</pub-id></citation></ref>
<ref id="ref10"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Crosby</surname> <given-names>W. B.</given-names></name> <name><surname>Pinnell</surname> <given-names>L. J.</given-names></name> <name><surname>Richeson</surname> <given-names>J. T.</given-names></name> <name><surname>Wolfe</surname> <given-names>C.</given-names></name> <name><surname>Castle</surname> <given-names>J.</given-names></name> <name><surname>Loy</surname> <given-names>J. D.</given-names></name> <etal/></person-group>. (<year>2022</year>). <article-title>Does swab type matter? Comparing methods for <italic>Mannheimia haemolytica</italic> recovery and upper respiratory microbiome characterization in feedlot cattle</article-title>. <source>Anim Microbiome</source> <volume>4</volume>:<fpage>49</fpage>. doi: <pub-id pub-id-type="doi">10.1186/s42523-022-00197-6</pub-id>, PMID: <pub-id pub-id-type="pmid">35964128</pub-id></citation></ref>
<ref id="ref11"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Dhabhar</surname> <given-names>F. S.</given-names></name></person-group> (<year>2009</year>). <article-title>Enhancing versus suppressive effects of stress on immune function: implications for immunoprotection and immunopathology</article-title>. <source>Neuroimmunomodulation</source> <volume>16</volume>, <fpage>300</fpage>&#x2013;<lpage>317</lpage>. doi: <pub-id pub-id-type="doi">10.1159/000216188</pub-id>, PMID: <pub-id pub-id-type="pmid">19571591</pub-id></citation></ref>
<ref id="ref12"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Dhabhar</surname> <given-names>F. S.</given-names></name></person-group> (<year>2014</year>). <article-title>Effects of stress on immune function: the good, the bad, and the beautiful</article-title>. <source>Immunol. Res.</source> <volume>58</volume>, <fpage>193</fpage>&#x2013;<lpage>210</lpage>. doi: <pub-id pub-id-type="doi">10.1007/s12026-014-8517-0</pub-id>, PMID: <pub-id pub-id-type="pmid">24798553</pub-id></citation></ref>
<ref id="ref13"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Ferroni</surname> <given-names>L.</given-names></name> <name><surname>Albini</surname> <given-names>E.</given-names></name> <name><surname>Lovito</surname> <given-names>C.</given-names></name> <name><surname>Blasi</surname> <given-names>F.</given-names></name> <name><surname>Maresca</surname> <given-names>C.</given-names></name> <name><surname>Massacci</surname> <given-names>F. R.</given-names></name> <etal/></person-group>. (<year>2022</year>). <article-title>Antibiotic consumption is a major driver of antibiotic resistance in calves raised on Italian cow-calf beef farms</article-title>. <source>Res. Vet. Sci.</source> <volume>145</volume>, <fpage>71</fpage>&#x2013;<lpage>81</lpage>. doi: <pub-id pub-id-type="doi">10.1016/j.rvsc.2022.01.010</pub-id>, PMID: <pub-id pub-id-type="pmid">35176652</pub-id></citation></ref>
<ref id="ref14"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Griebel</surname> <given-names>P.</given-names></name> <name><surname>Hill</surname> <given-names>K.</given-names></name> <name><surname>Stookey</surname> <given-names>J.</given-names></name></person-group> (<year>2014</year>). <article-title>How stress alters immune responses during respiratory infection</article-title>. <source>Anim. Health Res. Rev.</source> <volume>15</volume>, <fpage>161</fpage>&#x2013;<lpage>165</lpage>. doi: <pub-id pub-id-type="doi">10.1017/S1466252314000280</pub-id></citation></ref>
<ref id="ref15"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Hakansson</surname> <given-names>A. P.</given-names></name> <name><surname>Orihuela</surname> <given-names>C. J.</given-names></name> <name><surname>Bogaert</surname> <given-names>D.</given-names></name></person-group> (<year>2018</year>). <article-title>Bacterial-host interactions: physiology and pathophysiology of respiratory infection</article-title>. <source>Physiol. Rev.</source> <volume>98</volume>, <fpage>781</fpage>&#x2013;<lpage>811</lpage>. doi: <pub-id pub-id-type="doi">10.1152/physrev.00040.2016</pub-id>, PMID: <pub-id pub-id-type="pmid">29488821</pub-id></citation></ref>
<ref id="ref16"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Holman</surname> <given-names>D. B.</given-names></name> <name><surname>Timsit</surname> <given-names>E.</given-names></name> <name><surname>Alexander</surname> <given-names>T. W.</given-names></name></person-group> (<year>2015</year>). <article-title>The nasopharyngeal microbiota of feedlot cattle</article-title>. <source>Sci. Rep.</source> <volume>5</volume>:<fpage>15557</fpage>. doi: <pub-id pub-id-type="doi">10.1038/srep15557</pub-id>, PMID: <pub-id pub-id-type="pmid">26497574</pub-id></citation></ref>
<ref id="ref17"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Holman</surname> <given-names>D. B.</given-names></name> <name><surname>Timsit</surname> <given-names>E.</given-names></name> <name><surname>Amat</surname> <given-names>S.</given-names></name> <name><surname>Abbott</surname> <given-names>D. W.</given-names></name> <name><surname>Buret</surname> <given-names>A. G.</given-names></name> <name><surname>Alexander</surname> <given-names>T. W.</given-names></name></person-group> (<year>2017</year>). <article-title>The nasopharyngeal microbiota of beef cattle before and after transport to a feedlot</article-title>. <source>BMC Microbiol.</source> <volume>17</volume>:<fpage>70</fpage>. doi: <pub-id pub-id-type="doi">10.1186/s12866-017-0978-6</pub-id>, PMID: <pub-id pub-id-type="pmid">28330466</pub-id></citation></ref>
<ref id="ref18"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Jung</surname> <given-names>D. J. S.</given-names></name> <name><surname>Kim</surname> <given-names>D. H.</given-names></name> <name><surname>Beak</surname> <given-names>S. H.</given-names></name> <name><surname>Cho</surname> <given-names>I. G.</given-names></name> <name><surname>Hong</surname> <given-names>S. J.</given-names></name> <name><surname>Lee</surname> <given-names>J.</given-names></name> <etal/></person-group>. (<year>2023</year>). <article-title>Effects of vitamin E and selenium administration on transportation stress in pregnant dairy heifers</article-title>. <source>J. Dairy Sci.</source> <volume>106</volume>, <fpage>9576</fpage>&#x2013;<lpage>9586</lpage>. doi: <pub-id pub-id-type="doi">10.3168/jds.2023-23463</pub-id>, PMID: <pub-id pub-id-type="pmid">37678766</pub-id></citation></ref>
<ref id="ref19"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Klima</surname> <given-names>C. L.</given-names></name> <name><surname>Holman</surname> <given-names>D. B.</given-names></name> <name><surname>Ralston</surname> <given-names>B. J.</given-names></name> <name><surname>Stanford</surname> <given-names>K.</given-names></name> <name><surname>Zaheer</surname> <given-names>R.</given-names></name> <name><surname>Alexander</surname> <given-names>T. W.</given-names></name> <etal/></person-group>. (<year>2019</year>). <article-title>Lower respiratory tract microbiome and Resistome of bovine respiratory disease mortalities</article-title>. <source>Microb. Ecol.</source> <volume>78</volume>, <fpage>446</fpage>&#x2013;<lpage>456</lpage>. doi: <pub-id pub-id-type="doi">10.1007/s00248-019-01361-3</pub-id>, PMID: <pub-id pub-id-type="pmid">30918994</pub-id></citation></ref>
<ref id="ref20"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Knezevic</surname> <given-names>E.</given-names></name> <name><surname>Nenic</surname> <given-names>K.</given-names></name> <name><surname>Milanovic</surname> <given-names>V.</given-names></name> <name><surname>Knezevic</surname> <given-names>N. N.</given-names></name></person-group> (<year>2023</year>). <article-title>The role of cortisol in chronic stress, neurodegenerative diseases, and psychological disorders</article-title>. <source>Cells</source> <volume>12</volume>:<fpage>2726</fpage>. doi: <pub-id pub-id-type="doi">10.3390/cells12232726</pub-id>, PMID: <pub-id pub-id-type="pmid">38067154</pub-id></citation></ref>
<ref id="ref21"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Malmuthuge</surname> <given-names>N.</given-names></name> <name><surname>Howell</surname> <given-names>A.</given-names></name> <name><surname>Arsic</surname> <given-names>N.</given-names></name> <name><surname>Prysliak</surname> <given-names>T.</given-names></name> <name><surname>Perez-Casal</surname> <given-names>J.</given-names></name> <name><surname>Griebel</surname> <given-names>P.</given-names></name></person-group> (<year>2021</year>). <article-title>Effect of maternal separation and transportation stress on the bovine upper respiratory tract microbiome and the immune response to resident opportunistic pathogens</article-title>. <source>Anim Microbiome</source> <volume>3</volume>:<fpage>62</fpage>. doi: <pub-id pub-id-type="doi">10.1186/s42523-021-00123-2</pub-id>, PMID: <pub-id pub-id-type="pmid">34538279</pub-id></citation></ref>
<ref id="ref22"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Man</surname> <given-names>W. H.</given-names></name> <name><surname>de Steenhuijsen Piters</surname> <given-names>W. A.</given-names></name> <name><surname>Bogaert</surname> <given-names>D.</given-names></name></person-group> (<year>2017</year>). <article-title>The microbiota of the respiratory tract: gatekeeper to respiratory health</article-title>. <source>Nat. Rev. Microbiol.</source> <volume>15</volume>, <fpage>259</fpage>&#x2013;<lpage>270</lpage>. doi: <pub-id pub-id-type="doi">10.1038/nrmicro.2017.14</pub-id>, PMID: <pub-id pub-id-type="pmid">28316330</pub-id></citation></ref>
<ref id="ref23"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Marawan</surname> <given-names>M. A.</given-names></name> <name><surname>Deng</surname> <given-names>M. L.</given-names></name> <name><surname>Wang</surname> <given-names>C.</given-names></name> <name><surname>Chen</surname> <given-names>Y. Y.</given-names></name> <name><surname>Hu</surname> <given-names>C. M.</given-names></name> <name><surname>Chen</surname> <given-names>J. G.</given-names></name> <etal/></person-group>. (<year>2021</year>). <article-title>Characterization of BoHV-1 gG&#x2212;/tk&#x2212;/gE-mutant in differential protein expression, virulence, and immunity</article-title>. <source>Vet. Sci.</source> <volume>8</volume>:<fpage>253</fpage>. doi: <pub-id pub-id-type="doi">10.3390/vetsci8110253</pub-id>, PMID: <pub-id pub-id-type="pmid">34822626</pub-id></citation></ref>
<ref id="ref24"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Qi</surname> <given-names>Y.</given-names></name> <name><surname>Gao</surname> <given-names>F.</given-names></name> <name><surname>Hou</surname> <given-names>L.</given-names></name> <name><surname>Wan</surname> <given-names>C.</given-names></name></person-group> (<year>2017</year>). <article-title>Anti-inflammatory and Immunostimulatory activities of Astragalosides</article-title>. <source>Am. J. Chin. Med.</source> <volume>45</volume>, <fpage>1157</fpage>&#x2013;<lpage>1167</lpage>. doi: <pub-id pub-id-type="doi">10.1142/S0192415X1750063X</pub-id>, PMID: <pub-id pub-id-type="pmid">28830214</pub-id></citation></ref>
<ref id="ref25"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Ramirez</surname> <given-names>J.</given-names></name> <name><surname>Guarner</surname> <given-names>F.</given-names></name> <name><surname>Bustos Fernandez</surname> <given-names>L.</given-names></name> <name><surname>Maruy</surname> <given-names>A.</given-names></name> <name><surname>Sdepanian</surname> <given-names>V. L.</given-names></name> <name><surname>Cohen</surname> <given-names>H.</given-names></name></person-group> (<year>2020</year>). <article-title>Antibiotics as major disruptors of gut microbiota</article-title>. <source>Front. Cell. Infect. Microbiol.</source> <volume>10</volume>:<fpage>572912</fpage>. doi: <pub-id pub-id-type="doi">10.3389/fcimb.2020.572912</pub-id>, PMID: <pub-id pub-id-type="pmid">33330122</pub-id></citation></ref>
<ref id="ref26"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Richeson</surname> <given-names>J. T.</given-names></name> <name><surname>Hughes</surname> <given-names>H. D.</given-names></name> <name><surname>Broadway</surname> <given-names>P. R.</given-names></name> <name><surname>Carroll</surname> <given-names>J. A.</given-names></name></person-group> (<year>2019</year>). <article-title>Vaccination Management of Beef Cattle: delayed vaccination and endotoxin stacking</article-title>. <source>Vet. Clin. North Am. Food Anim. Pract.</source> <volume>35</volume>, <fpage>575</fpage>&#x2013;<lpage>592</lpage>. doi: <pub-id pub-id-type="doi">10.1016/j.cvfa.2019.07.003</pub-id>, PMID: <pub-id pub-id-type="pmid">31590903</pub-id></citation></ref>
<ref id="ref27"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Salerno</surname> <given-names>B.</given-names></name> <name><surname>Cornaggia</surname> <given-names>M.</given-names></name> <name><surname>Sabatino</surname> <given-names>R.</given-names></name> <name><surname>Di Cesare</surname> <given-names>A.</given-names></name> <name><surname>Furlan</surname> <given-names>M.</given-names></name> <name><surname>Barco</surname> <given-names>L.</given-names></name> <etal/></person-group>. (<year>2022</year>). <article-title>Calves as Main reservoir of antibiotic resistance genes in dairy farms</article-title>. <source>Front. Public Health</source> <volume>10</volume>:<fpage>918658</fpage>. doi: <pub-id pub-id-type="doi">10.3389/fpubh.2022.918658</pub-id>, PMID: <pub-id pub-id-type="pmid">35795698</pub-id></citation></ref>
<ref id="ref28"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Samarghandian</surname> <given-names>S.</given-names></name> <name><surname>Azimi-Nezhad</surname> <given-names>M.</given-names></name> <name><surname>Farkhondeh</surname> <given-names>T.</given-names></name> <name><surname>Samini</surname> <given-names>F.</given-names></name></person-group> (<year>2017</year>). <article-title>Anti-oxidative effects of curcumin on immobilization-induced oxidative stress in rat brain, liver and kidney</article-title>. <source>Biomed. Pharmacother.</source> <volume>87</volume>, <fpage>223</fpage>&#x2013;<lpage>229</lpage>. doi: <pub-id pub-id-type="doi">10.1016/j.biopha.2016.12.105</pub-id>, PMID: <pub-id pub-id-type="pmid">28061405</pub-id></citation></ref>
<ref id="ref29"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Timsit</surname> <given-names>E.</given-names></name> <name><surname>Holman</surname> <given-names>D. B.</given-names></name> <name><surname>Hallewell</surname> <given-names>J.</given-names></name> <name><surname>Alexander</surname> <given-names>T. W.</given-names></name></person-group> (<year>2016a</year>). <article-title>The nasopharyngeal microbiota in feedlot cattle and its role in respiratory health</article-title>. <source>Anim. Front.</source> <volume>6</volume>, <fpage>44</fpage>&#x2013;<lpage>50</lpage>. doi: <pub-id pub-id-type="doi">10.2527/af.2016-0022</pub-id></citation></ref>
<ref id="ref30"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Timsit</surname> <given-names>E.</given-names></name> <name><surname>McMullen</surname> <given-names>C.</given-names></name> <name><surname>Amat</surname> <given-names>S.</given-names></name> <name><surname>Alexander</surname> <given-names>T. W.</given-names></name></person-group> (<year>2020</year>). <article-title>Respiratory bacterial microbiota in cattle: from development to modulation to enhance respiratory health</article-title>. <source>Vet. Clin. North Am. Food Anim. Pract.</source> <volume>36</volume>, <fpage>297</fpage>&#x2013;<lpage>320</lpage>. doi: <pub-id pub-id-type="doi">10.1016/j.cvfa.2020.03.001</pub-id></citation></ref>
<ref id="ref31"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Timsit</surname> <given-names>E.</given-names></name> <name><surname>Workentine</surname> <given-names>M.</given-names></name> <name><surname>Schryvers</surname> <given-names>A. B.</given-names></name> <name><surname>Holman</surname> <given-names>D. B.</given-names></name> <name><surname>van der Meer</surname> <given-names>F.</given-names></name> <name><surname>Alexander</surname> <given-names>T. W.</given-names></name></person-group> (<year>2016b</year>). <article-title>Evolution of the nasopharyngeal microbiota of beef cattle from weaning to 40 days after arrival at a feedlot</article-title>. <source>Vet. Microbiol.</source> <volume>187</volume>, <fpage>75</fpage>&#x2013;<lpage>81</lpage>. doi: <pub-id pub-id-type="doi">10.1016/j.vetmic.2016.03.020</pub-id>, PMID: <pub-id pub-id-type="pmid">27066712</pub-id></citation></ref>
<ref id="ref32"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Vasco</surname> <given-names>K. A.</given-names></name> <name><surname>Carbonell</surname> <given-names>S.</given-names></name> <name><surname>Sloup</surname> <given-names>R. E.</given-names></name> <name><surname>Bowcutt</surname> <given-names>B.</given-names></name> <name><surname>Colwell</surname> <given-names>R. R.</given-names></name> <name><surname>Graubics</surname> <given-names>K.</given-names></name> <etal/></person-group>. (<year>2023</year>). <article-title>Persistent effects of intramammary ceftiofur treatment on the gut microbiome and antibiotic resistance in dairy cattle</article-title>. <source>Anim Microbiome</source> <volume>5</volume>:<fpage>56</fpage>. doi: <pub-id pub-id-type="doi">10.1186/s42523-023-00274-4</pub-id>, PMID: <pub-id pub-id-type="pmid">37946266</pub-id></citation></ref>
<ref id="ref33"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Zeineldin</surname> <given-names>M.</given-names></name> <name><surname>Barakat</surname> <given-names>R.</given-names></name></person-group> (<year>2023</year>). <article-title>Host-specific signatures of the respiratory microbiota in domestic animals</article-title>. <source>Res. Vet. Sci.</source> <volume>164</volume>:<fpage>105037</fpage>. doi: <pub-id pub-id-type="doi">10.1016/j.rvsc.2023.105037</pub-id>, PMID: <pub-id pub-id-type="pmid">37801741</pub-id></citation></ref>
<ref id="ref34"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Zeineldin</surname> <given-names>M.</given-names></name> <name><surname>Lowe</surname> <given-names>J.</given-names></name> <name><surname>Aldridge</surname> <given-names>B.</given-names></name></person-group> (<year>2019</year>). <article-title>Contribution of the mucosal microbiota to bovine respiratory health</article-title>. <source>Trends Microbiol.</source> <volume>27</volume>, <fpage>753</fpage>&#x2013;<lpage>770</lpage>. doi: <pub-id pub-id-type="doi">10.1016/j.tim.2019.04.005</pub-id>, PMID: <pub-id pub-id-type="pmid">31104970</pub-id></citation></ref>
<ref id="ref35"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Zhang</surname> <given-names>S.</given-names></name> <name><surname>Liu</surname> <given-names>G.</given-names></name> <name><surname>Zhang</surname> <given-names>Y.</given-names></name> <name><surname>Wang</surname> <given-names>C.</given-names></name> <name><surname>Xu</surname> <given-names>X.</given-names></name> <name><surname>Zhao</surname> <given-names>Y.</given-names></name> <etal/></person-group>. (<year>2024</year>). <article-title>Investigation of the safety and protective efficacy of an attenuated and marker <italic>M. bovis</italic>-BoHV-1 combined vaccine in bovines</article-title>. <source>Front. Immunol.</source> <volume>15</volume>:<fpage>1367253</fpage>. doi: <pub-id pub-id-type="doi">10.3389/fimmu.2024.1367253</pub-id>, PMID: <pub-id pub-id-type="pmid">38646533</pub-id></citation></ref>
<ref id="ref36"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Zheng</surname> <given-names>Y.</given-names></name> <name><surname>Xie</surname> <given-names>T.</given-names></name> <name><surname>Li</surname> <given-names>S.</given-names></name> <name><surname>Wang</surname> <given-names>W.</given-names></name> <name><surname>Wang</surname> <given-names>Y.</given-names></name> <name><surname>Cao</surname> <given-names>Z.</given-names></name> <etal/></person-group>. (<year>2021</year>). <article-title>Effects of selenium as a dietary source on performance, inflammation, cell damage, and reproduction of livestock induced by heat stress: a review</article-title>. <source>Front. Immunol.</source> <volume>12</volume>:<fpage>820853</fpage>. doi: <pub-id pub-id-type="doi">10.3389/fimmu.2021.820853</pub-id></citation></ref>
<ref id="ref37"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Zhu</surname> <given-names>L.</given-names></name> <name><surname>Yi</surname> <given-names>X.</given-names></name> <name><surname>Zhao</surname> <given-names>J.</given-names></name> <name><surname>Yuan</surname> <given-names>Z.</given-names></name> <name><surname>Wen</surname> <given-names>L.</given-names></name> <name><surname>Pozniak</surname> <given-names>B.</given-names></name> <etal/></person-group>. (<year>2018</year>). <article-title>Betulinic acid attenuates dexamethasone-induced oxidative damage through the JNK-P 38 MAPK signaling pathway in mice</article-title>. <source>Biomed. Pharmacother.</source> <volume>103</volume>, <fpage>499</fpage>&#x2013;<lpage>508</lpage>. doi: <pub-id pub-id-type="doi">10.1016/j.biopha.2018.04.073</pub-id>, PMID: <pub-id pub-id-type="pmid">29677535</pub-id></citation></ref>
</ref-list>
</back>
</article>