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<front>
<journal-meta>
<journal-id journal-id-type="publisher-id">Front. Anim. Sci.</journal-id>
<journal-title>Frontiers in Animal Science</journal-title>
<abbrev-journal-title abbrev-type="pubmed">Front. Anim. Sci.</abbrev-journal-title>
<issn pub-type="epub">2673-6225</issn>
<publisher>
<publisher-name>Frontiers Media S.A.</publisher-name>
</publisher>
</journal-meta>
<article-meta>
<article-id pub-id-type="doi">10.3389/fanim.2024.1399337</article-id>
<article-categories>
<subj-group subj-group-type="heading">
<subject>Animal Science</subject>
<subj-group>
<subject>Original Research</subject>
</subj-group>
</subj-group>
</article-categories>
<title-group>
<article-title>On-farm study: cytokine profiles and vaginal microbiome of <italic>Bos indicus</italic> cattle before artificial insemination</article-title>
</title-group>
<contrib-group>
<contrib contrib-type="author">
<name>
<surname>Smith</surname><given-names>Molly S.</given-names>
</name>
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</contrib>
<contrib contrib-type="author">
<name>
<surname>Soffa</surname><given-names>Dallas R.</given-names>
</name>
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<contrib contrib-type="author">
<name>
<surname>McAnally</surname><given-names>Brooke E.</given-names>
</name>
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<contrib contrib-type="author">
<name>
<surname>Hickman-Brown</surname><given-names>Kyle J.</given-names>
</name>
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<contrib contrib-type="author">
<name>
<surname>Stockland</surname><given-names>Erin L.</given-names>
</name>
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<contrib contrib-type="author" corresp="yes">
<name>
<surname>Poole</surname><given-names>Rebecca K.</given-names>
</name>
<xref ref-type="author-notes" rid="fn001"><sup>*</sup></xref>
<uri xlink:href="https://loop.frontiersin.org/people/1367691"/>
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<aff id="aff1"><institution>Department of Animal Science, Texas A&amp;M University</institution>, <addr-line>College Station, TX</addr-line>, <country>United States</country></aff>
<author-notes>
<fn fn-type="edited-by">
<p>Edited by: Mohan Mondal, ICAR-National Dairy Research Institute, Eastern Regional Station, Kalyani, India</p>
</fn>
<fn fn-type="edited-by">
<p>Reviewed by: Kyle McLean, The University of Tennessee, Knoxville, United States</p>
<p>Vishal Suthar, Gujarat Biotechnology University, India</p>
</fn>
<fn fn-type="corresp" id="fn001">
<p>*Correspondence: Rebecca K. Poole, <email xlink:href="mailto:rkpoole@tamu.edu">rkpoole@tamu.edu</email>
</p>
</fn>
</author-notes>
<pub-date pub-type="epub">
<day>05</day>
<month>06</month>
<year>2024</year>
</pub-date>
<pub-date pub-type="collection">
<year>2024</year>
</pub-date>
<volume>5</volume>
<elocation-id>1399337</elocation-id>
<history>
<date date-type="received">
<day>11</day>
<month>03</month>
<year>2024</year>
</date>
<date date-type="accepted">
<day>20</day>
<month>05</month>
<year>2024</year>
</date>
</history>
<permissions>
<copyright-statement>Copyright &#xa9; 2024 Smith, Soffa, McAnally, Hickman-Brown, Stockland and Poole</copyright-statement>
<copyright-year>2024</copyright-year>
<copyright-holder>Smith, Soffa, McAnally, Hickman-Brown, Stockland and Poole</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>Prior studies in beef cattle have shown shifts in the reproductive microbiome prior to artificial insemination (AI), yet few have characterized both the reproductive microbiome and immune responses prior to AI, particularly in purebred <italic>Bos indicus</italic>. Therefore, the aim of this study was to characterize the circulating cytokines and the vaginal microbiome of <italic>Bos indicus</italic> females prior to fixed-time artificial insemination (FTAI). <italic>Bos indicus</italic> females (<italic>n</italic> = 79) on four separate ranch operations within a 20-mile radius in East Texas were subjected to the 7-day CO-Synch + controlled intervaginal drug-releasing (CIDR) protocol beginning on day (d)-9 with FTAI on d0. Blood samples were collected on d-9 (CIDR IN), d-2 (CIDR OUT), and d0 (AI DAY) for cytokine concentration analyses using the RayBiotech Quantibody Bovine Cytokine Array Q1 kit per the manufacturer&#x2019;s instructions. Sterile vaginal swabs were inserted past the vulva, rotated, and stored at -80&#xb0;C for microbiome analysis. Bacterial community analyses targeted the V4 hypervariable region of the 16S rRNA gene. Pregnancy status was determined by transrectal ultrasonography approximately 60 days after FTAI for resulting open females (<italic>n</italic> = 45) and pregnant females (<italic>n</italic> = 34). Regardless of pregnancy status, the vaginal relative abundance of Firmicutes differed between CIDR IN, CIDR OUT, and AI DAY (63.74% vs. 28.31% vs. 60.86% &#xb1; 3.66%, respectively; <italic>P</italic> &lt; 0.01). Genera with phylum Firmicutes including <italic>Ruminococcus</italic>, <italic>Clostridium, Blautia, Butyrvibrio</italic>, and <italic>Mogibacterium</italic> followed a similar trend (<italic>P</italic> &lt; 0.05). <italic>Butyrvibrio</italic> tended to have greater relative abundance in the vaginal samples of Cows than Heifers (4.17% &#xb1; 0.75% vs. 3.26% &#xb1; 0.77%; <italic>P =</italic> 0.07). Concentrations of the interferon (IFN)&#x3b3; (2005.98 &#xb1; 471.94 pg/mL vs. 1185.40 &#xb1; 482.65 pg/mL; <italic>P &lt;</italic> 0.01), interleukin (IL)1F5 (153.89 &#xb1; 141.07 pg/mL vs. 627.30 &#xb1; 149.28 pg/mL; <italic>P &lt;</italic> 0.01), and interferon gamma-induced protein (IP)10 (9363.26 &#xb1; 2929.83 pg/mL vs. 5905.53 &#xb1; 2983.60 pg/mL; <italic>P =</italic> 0.05) were greater in Cows than Heifers. There was a parity-by-status interaction for IP10, with Open Cows having the greatest concentration compared all other groups (<italic>P</italic> &lt; 0.05). These results indicate differences in circulating cytokines and shifts in the vaginal microbiome for in <italic>Bos indicus</italic> cattle prior to FTAI.</p>
</abstract>
<kwd-group>
<kwd>beef</kwd>
<kwd>Bos indicus</kwd>
<kwd>cytokines</kwd>
<kwd>fertility</kwd>
<kwd>microbiome</kwd>
<kwd>on-farm</kwd>
</kwd-group>
<counts>
<fig-count count="2"/>
<table-count count="2"/>
<equation-count count="0"/>
<ref-count count="50"/>
<page-count count="9"/>
<word-count count="4880"/>
</counts>
<custom-meta-wrap>
<custom-meta>
<meta-name>section-in-acceptance</meta-name>
<meta-value>Animal Physiology and Management</meta-value>
</custom-meta>
</custom-meta-wrap>
</article-meta>
</front>
<body>
<sec id="s1" sec-type="intro">
<title>Introduction</title>
<p>With demand for the global food supply continuing to increase with a growing world population, reproductive efficiency of cattle on cow/calf operations will need to adapt. When a female fails to establish a pregnancy, yet remains in the breeding herd, the rancher experiences an economic loss (<xref ref-type="bibr" rid="B12">Cooke et&#xa0;al., 2020</xref>). While infertility in cattle can be attributed to many factors, such as nutrition, genetics, or disease; the immune system plays an active role in reproduction and may influence reproductive efficiency. Additionally, with <italic>Bos indicus-</italic>type or Brahman cattle consisting of around 30% of the beef population in the United States, it is important to understand how these factors impact reproductive efficiency in this subspecies. Their adaptivity and hardiness in sub-tropical and tropical climates make them ideal for beef production on the Gulf Coast (<xref ref-type="bibr" rid="B30">NASS, 2017</xref>; <xref ref-type="bibr" rid="B12">Cooke et&#xa0;al., 2020</xref>).</p>
<p>The innate immune system in an animal is the initial defense in the reproductive tract against invasive pathogens. It plays an active role in pregnancy, especially in preventing the onset of infection (<xref ref-type="bibr" rid="B40">Singh et&#xa0;al., 2008</xref>). Upon identification of an infection or pathogenic bacteria in the reproductive tract, the innate immune system will release small communication proteins called cytokines. Cytokines can initiate an inflammatory response in an environment by communicating with immune cells (<xref ref-type="bibr" rid="B47">Wira et&#xa0;al., 2005</xref>; <xref ref-type="bibr" rid="B4">Azawi, 2008</xref>; <xref ref-type="bibr" rid="B29">Murphy et&#xa0;al., 2022</xref>). There are two major classifications of cytokines: pro- inflammatory or anti-inflammatory. Pro-inflammatory cytokines may cause a more sustained and severe immune reaction and can lead to detrimental effects on tissues. In contrast, anti-inflammatory cytokines may aid in healing and returning the immune system back to homeostasis after an immune response (<xref ref-type="bibr" rid="B16">Dinarello, 2000</xref>; <xref ref-type="bibr" rid="B9">Cavaillon, 2001</xref>). Particularly during the rebreeding period in postpartum cattle, the innate immune system plays an active role in preventing an infection from occurring (<xref ref-type="bibr" rid="B40">Singh et&#xa0;al., 2008</xref>). Previous work has demonstrated certain bacterial genera are associated with cytokine concentrations prior to breeding in beef cattle (<xref ref-type="bibr" rid="B41">Smith et&#xa0;al., 2023</xref>). Additionally, the immune system&#x2019;s first reaction for pregnancy establishment appears at insemination (<xref ref-type="bibr" rid="B17">Fair, 2015</xref>). During insemination, a variety of inflammatory cells are introduced at the site of semen deposition, potentially affecting the overall inflammatory response and subsequent fertility (<xref ref-type="bibr" rid="B37">Robertson, 2005</xref>).</p>
<p>
<xref ref-type="bibr" rid="B39">Sheldon et&#xa0;al. (2002)</xref> and <xref ref-type="bibr" rid="B46">Williams et&#xa0;al. (2004)</xref> postulated that bacterial contamination in the uterus could disrupt ovulation. Other studies have indicated that changes in hormone concentrations lead to shifts in bacterial relative abundances (<xref ref-type="bibr" rid="B38">Sandrini et&#xa0;al., 2015</xref>; <xref ref-type="bibr" rid="B31">Org et&#xa0;al., 2016</xref>; <xref ref-type="bibr" rid="B36">Poole et&#xa0;al., 2023</xref>; <xref ref-type="bibr" rid="B41">Smith et&#xa0;al., 2023</xref>). <xref ref-type="bibr" rid="B2">Ault et&#xa0;al. (2019a)</xref> observed greater relative abundances of various commensal and pathogenic bacterial phyla in cattle in response to increased or reduced concentrations of progesterone (P4). These shifts in bacterial communities of the reproductive microbiome could impact fertility (<xref ref-type="bibr" rid="B42">Swartz et&#xa0;al., 2014</xref>; <xref ref-type="bibr" rid="B22">Laguardia-Nascimento et&#xa0;al., 2015</xref>; <xref ref-type="bibr" rid="B24">Luecke et&#xa0;al., 2022</xref>; <xref ref-type="bibr" rid="B41">Smith et&#xa0;al., 2023</xref>). Evaluating certain factors, such as the reproductive microbiome, provides an opportunity to develop methods that may increase efficiency in animal agricultural practices (<xref ref-type="bibr" rid="B39">Sheldon et&#xa0;al., 2002</xref>).</p>
<p>Characterization of the vaginal microbiome and circulating cytokine concentrations on a purebred <italic>Bos indicus</italic> beef cattle operation remains to be determined. As such, a unique opportunity became available to collect samples from several purebred <italic>Bos indicus</italic> beef cattle operations subjected to an estrus synchronization protocol. Therefore, the first objective of the current study was to determine the concentrations of specific pro- and anti-inflammatory cytokines in purebred <italic>Bos indicus</italic> beef cattle in association with a fixed-time artificial insemination (FTAI) protocol on-farm. The second objective was to evaluate the vaginal bacterial relative abundances in the vagina of <italic>Bos indicus</italic> beef cattle on-farm subjected to a FTAI protocol. The hypothesis was that concentrations of pro- and anti-inflammatory cytokines as well as the taxonomic composition of bacteria within the vagina would shift throughout during the estrus synchronization protocol.</p>
</sec>
<sec id="s2" sec-type="materials|methods">
<title>Materials and methods</title>
<sec id="s2_1">
<title>Animals</title>
<p>All animal procedures were conducted in accordance with Texas A&amp;M-approved protocols. Purebred <italic>Bos indicus</italic> females from cow-calf seedstock operations (RANCH 1, <italic>n</italic> = 11; RANCH 2, <italic>n</italic> = 20; RANCH 3, <italic>n</italic> = 24; RANCH 4, <italic>n</italic> = 24) in Wharton County, Texas were used for data collection from September to December 2022. Of the 79 cattle, both Heifers (n = 30) and Cows (n = 49) were utilized in this study. Cows were at least 60 days postpartum and assumed to be free of any known reproductive, health, or physical ailments. Heifers had not previously been artificially inseminated (AI), or pasture exposed to a bull. Females were subjected to the 7-day CO-Synch + controlled intervaginal drug-releasing (CIDR) protocol, where only two animal handlings were required prior to FTAI. The sampling and FTAI protocol is depicted in <xref ref-type="fig" rid="f1"><bold>Figure&#xa0;1</bold></xref>. In brief, gonadotropin-releasing hormone (GnRH; Factrel, 100 &#x3bc;g; Zoetis Animal Health, Troy Hills, NJ) was administered, and CIDR devices (Eazi Breed CIDR; Zoetis Animal Health, Troy Hills, NJ) inserted 9 days (d-9; CIDR IN) prior to FTAI, which occurred 60&#x2013;66 hours after CIDR removal, on d0 (AI DAY). On d-2 (CIDR OUT), an injection of prostaglandin F<sub>2&#x3b1;</sub> (PGF<sub>2&#x3b1;</sub>; Lutalyse, 5 mL; 5 mg/mL; Zoetis Animal Health, Troy Hills, NJ) was administered, and CIDRs were removed.</p>
<fig id="f1" position="float">
<label>Figure&#xa0;1</label>
<caption>
<p>7-day CO-SYNCH + CIDR protocol experimental timeline used in <italic>Bos indicus</italic> cows for estrus synchronization. AI, Artificial Insemination; BCS, Body Condition Score; CIDR, Controlled Intervaginal Drug Releasing Device; PS, Patch Score; PGF2&#x3b1;, Prostaglandin injection; GnRH, Gonadotropin-Releasing Hormone. Created with <ext-link ext-link-type="uri" xlink:href="https://biorender.com/">BioRender.com</ext-link>.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fanim-05-1399337-g001.tif"/>
</fig>
<p>Groups were assigned <italic>post-hoc</italic> as determined by pregnancy status via transrectal ultrasonography, resulting in Open (<italic>n =</italic> 45) and Pregnant (<italic>n =</italic> 34) females. Criteria for animal inclusion in this study the: females were cycling at the time of estrus synchronization and female responded to the estrus synchronization protocol based on P4 concentrations (described in subsequent sections).</p>
</sec>
<sec id="s2_2">
<title>Animal measurements and sample collections</title>
<p>Cattle body condition scores (BCS) and patch/paint scores were recorded on d0 (AI DAY). Vaginal swabs were collected on d-9 (CIDR IN), d-2 (CIDR OUT), and d0 (AI DAY) for bacterial DNA extraction and sequencing. During vaginal sampling, the perineal region was cleaned and spread prior to insertion of the sterile swabs to minimize fecal contamination. Swabs were inserted past the vulva and rotated six times against the vaginal wall. In addition, when sampling on-farm, a set of swabs was opened in between collections to document environmental conditions (control samples). Swab samples were collected in duplicate and stored in microcentrifuge tubes at -80&#xb0;C until sequencing. Blood samples were collected on CIDR IN, CIDR OUT, and AI DAY via coccygeal venipuncture into 10 mL sterile vacutainer K<sub>2</sub> EDTA collection tubes (BD Vacutainer, Becton, Dickinson and Company, NJ). Samples were immediately placed on ice and centrifuged at 1,500 <italic>g</italic> for 20 minutes. Plasma was transferred into 1.5 mL tubes and stored at -20&#xb0;C until P4 and cytokine analysis. For blood and swab samples collected, on CIDR IN, samples were taken prior to GnRH injection and CIDR insertion, CIDR OUT swab sampling was performed following CIDR removal, and AI DAY sampling occurred prior to AI rod and lubricant insertion.</p>
</sec>
<sec id="s2_3">
<title>Progesterone radioimmunoassay and cytokine assays</title>
<p>Progesterone concentrations were quantified per the manufacturer&#x2019;s instructions using a commercial double-antibody radioimmunoassay (RIA) kit (MP Biomedicals, Santa Ana, CA), as previously described (<xref ref-type="bibr" rid="B33">Pohler et&#xa0;al., 2016</xref>). Concentrations were calculated using a calculated standard curve, including high/low reference samples, for quality control. The intra- and inter-assay coefficients of variation (CVs) were 4.30% and 14.24%, respectively.</p>
<p>Concentrations of interleukin (IL)13, IL1&#x3b1;, IL1F5, IL21, interferon (IFN)&#x3b1;, IFN&#x3b3;, tumor necrosis factor (TNF)&#x3b1;, chemokine ligand (CXCL)9 (MIG), CXCL10 (IP10), and chemokine ligand 4 (MIP1b) were measured in the Bovine Cytokine Array Q1 kit (RayBiotech Life, Inc., Peachtree Corners, GA). Plasma samples were diluted 1:1 as suggested by the manufacturer, and cytokine concentrations for CIDR IN, CIDR OUT, and AI DAY samples were quantified. Assays were run per the manufacturer&#x2019;s instructions, with slides being stored in a dark box at 4&#xb0;C before shipment to the manufacturer for laser scanning and data extraction. These assays have been previously validated by <xref ref-type="bibr" rid="B35">Poole et&#xa0;al. (2019)</xref>; <xref ref-type="bibr" rid="B34">Poole et&#xa0;al. (2021)</xref> and <xref ref-type="bibr" rid="B41">Smith et&#xa0;al. (2023)</xref>.</p>
</sec>
<sec id="s2_4">
<title>DNA extraction and 16S rRNA gene amplicon sequencing</title>
<p>Microbiome analysis was performed on the vaginal swab samples from CIDR IN, CIDR OUT and AI DAY as previously described in <xref ref-type="bibr" rid="B41">Smith et&#xa0;al. (2023)</xref>. Briefly, samples were delivered to FERA Diagnostics and Biologicals Corp. (College Station, TX) for DNA extraction and 16S rRNA sequencing. Samples were transferred to 96-well plates, and DNA extraction was performed per the manufacturer&#x2019;s instructions using the Mag-Bind Universal Pathogen 96 Kit (Omega Bio-Tek, Norcross, GA). As previously described, the 16S amplicons were amplified by PCR for individual metagenomic DNA samples (<xref ref-type="bibr" rid="B6">Bicalho et&#xa0;al., 2017</xref>). The V4 hypervariable region of the bacterial 16S rRNA bacterial genome was amplified with 515F (5&#x2032;-GTGCCAGCMGCCGCGGTAA-3&#x2032;) and 806R (5&#x2032;-GGACTACHVGGGTWTCTAAT-3&#x2032;) primers using methods for the Illumina MiSeq platform (<xref ref-type="bibr" rid="B8">Caporaso et&#xa0;al., 2012</xref>). The generated 16S rRNA gene sequences were assembled using the standard MiSeq pipeline as previously described (<xref ref-type="bibr" rid="B11">Coil et&#xa0;al., 2015</xref>; <xref ref-type="bibr" rid="B7">Bringhenti et&#xa0;al., 2021</xref>; <xref ref-type="bibr" rid="B43">Tomazi et&#xa0;al., 2023</xref>). The representative sequences for each operational taxonomic unit were compared against the Greengenes database (<ext-link ext-link-type="uri" xlink:href="https://greengenes2.ucsd.edu/">https://greengenes2.ucsd.edu/</ext-link>) for taxonomy assignment, and only full-length, high-quality reads were used. The MiSeq reporter classification was based on the Greengenes database, and the output used from this workflow was a classification of reads at multiple taxonomic levels (kingdom, phylum, class, order, family, genus, and species). However, for the purposes of this study, only the phylum and genus levels were reported.</p>
</sec>
<sec id="s2_5">
<title>Statistical analysis</title>
<p>Pregnancy status was analyzed using the MIXED procedure in Statistical Analysis Software (SAS; version 9.4, SAS Inst. Inc., Cary, NC) and included ranch as a random effect and parity and sire as a fixed effect. For each ranch, there was only one inseminator. Body condition scores and P4 concentrations were analyzed using PROC MIXED in SAS 9.4 with ranch as a random effect and parity, day, and pregnancy status as fixed effects and all interactions were evaluated. Bacterial abundances and cytokine concentrations were analyzed using PROC MIXED in SAS 9.4 and included ranch as a random effect and parity, day, and pregnancy status as fixed effects and all interactions were evaluated. All variables were tested for normality and homogeneity of variance using the HOVTEST=LEVENE option in PROC GLM in SAS 9.4. All bacterial abundance data and cytokine concentrations were normally distributed. Terms with a significance value of <italic>P</italic> &gt; 0.10 were removed from the complete model in a stepwise manner to derive the final reduced model for each variable. Results were reported as least square means &#xb1; standard error of the mean. A statistical significance was reported at <italic>P</italic> &#x2264; 0.05.&#xa0;A tendency was reported at <italic>P</italic> &gt; 0.05 and &#x2264; 0.10.</p>
</sec>
</sec>
<sec id="s3" sec-type="results">
<title>Results</title>
<sec id="s3_1">
<title>Pregnancy rates, BCS, and progesterone concentrations</title>
<p>Between parity status (Cow vs. Heifer), no difference was observed in pregnancy rate (<italic>P</italic> &gt; 0.10). There was no difference in pregnancy rate by sire (<italic>P</italic> &gt; 0.10). No differences in P4 concentrations were seen by parity (<italic>P</italic> &gt; 0.10) or by pregnancy status (Open vs. Pregnant; <italic>P</italic> &gt; 0.10). A difference in P4 concentrations were observed by day (<italic>P</italic> &lt; 0.01). Specifically, AI DAY exhibited reduced P4 concentrations versus CIDR IN (0.38 vs. 2.66 &#xb1; 0.57 ng/mL) and CIDR OUT (0.38 vs. 4.76 &#xb1; 0.57 ng/mL). Additionally, a difference in P4 concentrations were observed between CIDR IN and CIDR OUT days (2.66 vs. 4.76 &#xb1; 0.57 ng/mL). A difference was found between the BCS of Heifers and Cows, with Cows having greater body condition (5.45 &#xb1; 0.09 vs 5.76 &#xb1; 0.08; <italic>P &lt;</italic> 0.01). Between pregnancy status, a difference was observed with Pregnant females having a greater BCS than Open females (5.75 &#xb1; 0.09 vs 5.50 &#xb1; 0.08; <italic>P &lt;</italic> 0.01). Overall, there was no interaction between parity and pregnancy status for BCS (<italic>P</italic> &gt; 0.10).</p>
</sec>
<sec id="s3_2">
<title>Cytokine concentrations</title>
<p>Differences in cytokine concentrations are displayed in <xref ref-type="table" rid="T1"><bold>Table&#xa0;1</bold></xref>. There was no difference observed by day regarding cytokine concentrations. By the main effect of parity, concentrations of IFN&#x3b3; (2005.98 &#xb1; 471.94 pg/mL vs. 1185.40 &#xb1; 482.65 pg/mL; <italic>P &lt;</italic> 0.01), IL1F5 (153.89 &#xb1; 141.07 pg/mL vs. 627.30 &#xb1; 149.28 pg/mL; <italic>P &lt;</italic> 0.01), and IP10 (9363.26 &#xb1; 2929.83 pg/mL vs. 5905.53 &#xb1; 2983.60 pg/mL; <italic>P =</italic> 0.05) were greater in Cows when compared to Heifers. By the main effect of pregnancy status, there were greater concentrations of MIP1b in Open females (463.29 &#xb1; 97.47 pg/mL vs. 278.41 &#xb1; 97.91 pg/mL; <italic>P &lt;</italic> 0.01) than in Pregnant females. Furthermore, there was a tendency to have greater concentrations of IL13 (8345.18 &#xb1; 1693.93 pg/mL vs. 6322.70 &#xb1; 1703.07 pg/mL; <italic>P =</italic> 0.06) in Open females compared with Pregnant females. There was a parity-by-status interaction for IP10, with Open Cows having the greatest concentration compared all other groups (Pregnant Cows, Pregnant Heifers, Open Heifers; <italic>P</italic> &lt; 0.05).</p>
<table-wrap id="T1" position="float">
<label>Table&#xa0;1</label>
<caption>
<p>Differences in cytokine concentrations by main effects of parity (Cow and Heifer), resulting pregnancy status (Open and Pregnant), and the interaction.</p>
</caption>
<table frame="hsides">
<thead>
<tr>
<th valign="top" align="center" rowspan="2"/>
<th valign="top" colspan="2" align="center">Cows</th>
<th valign="top" colspan="2" align="center">Heifers</th>
<th valign="top" colspan="3" align="center">P-value</th>
</tr>
<tr>
<th valign="top" align="center">Open</th>
<th valign="top" align="center">Pregnant</th>
<th valign="top" align="center">Open</th>
<th valign="top" align="center">Pregnant</th>
<th valign="top" align="center">Status</th>
<th valign="top" align="center">Parity</th>
<th valign="top" align="center">Interaction</th>
</tr>
</thead>
<tbody>
<tr>
<td valign="middle" align="center"><bold>IFN&#x3b1;</bold>
</td>
<td valign="top" align="center">1723.7 &#xb1; 600.1</td>
<td valign="top" align="center">1090.5 &#xb1; 624.3</td>
<td valign="top" align="center">1821.9 &#xb1; 644.5</td>
<td valign="top" align="center">1652.4 &#xb1; 635.9</td>
<td valign="top" align="center">0.23</td>
<td valign="top" align="center">0.38</td>
<td valign="top" align="center">0.47</td>
</tr>
<tr>
<td valign="middle" align="center"><bold>IFN&#x3b3;</bold>
</td>
<td valign="top" align="center">2366.3 &#xb1; 492.9<sup>a</sup>
</td>
<td valign="top" align="center">1645.7 &#xb1; 513.7<sup>b</sup>
</td>
<td valign="top" align="center">1174.7 &#xb1; 531.0<sup>b</sup>
</td>
<td valign="top" align="center">1196.1 &#xb1; 523.7<sup>b</sup>
</td>
<td valign="top" align="center">0.21</td>
<td valign="top" align="center">&lt;0.01*</td>
<td valign="top" align="center">0.17</td>
</tr>
<tr>
<td valign="middle" align="center"><bold>IL13</bold>
</td>
<td valign="top" align="center">9379.7 &#xb1; 1782.8<sup>a</sup>
</td>
<td valign="top" align="center">6776.3 &#xb1; 1868.9<sup>ab</sup>
</td>
<td valign="top" align="center">7310.6 &#xb1; 1940.1<sup>ab</sup>
</td>
<td valign="top" align="center">5869.1 &#xb1; 1910.1<sup>b</sup>
</td>
<td valign="top" align="center">0.06&#x2020;</td>
<td valign="top" align="center">0.22</td>
<td valign="top" align="center">0.58</td>
</tr>
<tr>
<td valign="middle" align="center"><bold>IL1&#x3b1;</bold>
</td>
<td valign="top" align="center">804.8 &#xb1; 173.1</td>
<td valign="top" align="center">648.3 &#xb1; 182.7</td>
<td valign="top" align="center">511.3 &#xb1; 190.7</td>
<td valign="top" align="center">637.9 &#xb1; 187.3</td>
<td valign="top" align="center">0.89</td>
<td valign="top" align="center">0.22</td>
<td valign="top" align="center">0.19</td>
</tr>
<tr>
<td valign="middle" align="center"><bold>IL1F5</bold>
</td>
<td valign="top" align="center">1143.5 &#xb1; 154.8<sup>a</sup>
</td>
<td valign="top" align="center">964.5 &#xb1; 168.9<sup>a</sup>
</td>
<td valign="top" align="center">689.2 &#xb1; 180.2<sup>b</sup>
</td>
<td valign="top" align="center">565.4 &#xb1; 175.6<sup>b</sup>
</td>
<td valign="top" align="center">0.23</td>
<td valign="top" align="center">&lt;0.01*</td>
<td valign="top" align="center">0.83</td>
</tr>
<tr>
<td valign="middle" align="center"><bold>IL21</bold>
</td>
<td valign="top" align="center">8681.2 &#xb1; 3363.8</td>
<td valign="top" align="center">7060.5 &#xb1; 3397.2</td>
<td valign="top" align="center">8225.2 &#xb1; 3425.9</td>
<td valign="top" align="center">7341.5 &#xb1; 3413.7</td>
<td valign="top" align="center">0.18</td>
<td valign="top" align="center">0.93</td>
<td valign="top" align="center">0.69</td>
</tr>
<tr>
<td valign="middle" align="center"><bold>IP10</bold>
</td>
<td valign="top" align="center">12115.0 &#xb1; 3037.4<sup>a</sup>
</td>
<td valign="top" align="center">6611.7 &#xb1; 3143.8<sup>b</sup>
</td>
<td valign="top" align="center">5515.2 &#xb1; 3232.9<sup>b</sup>
</td>
<td valign="top" align="center">6295.9 &#xb1; 3195.2<sup>b</sup>
</td>
<td valign="top" align="center">0.13</td>
<td valign="top" align="center">0.05*</td>
<td valign="top" align="center">0.04*</td>
</tr>
<tr>
<td valign="middle" align="center"><bold>MIG</bold>
</td>
<td valign="top" align="center">4147.4 &#xb1; 1030.2</td>
<td valign="top" align="center">3308.9 &#xb1; 1073.4</td>
<td valign="top" align="center">3162.4 &#xb1; 1109.3</td>
<td valign="top" align="center">2251.8 &#xb1; 1094.1</td>
<td valign="top" align="center">0.13</td>
<td valign="top" align="center">0.11</td>
<td valign="top" align="center">0.97</td>
</tr>
<tr>
<td valign="middle" align="center"><bold>MIP1b</bold>
</td>
<td valign="top" align="center">437.5 &#xb1; 101.9<sup>a</sup>
</td>
<td valign="top" align="center">337.5 &#xb1; 106.2<sup>a</sup>
</td>
<td valign="top" align="center">489.0 &#xb1; 109.8<sup>b</sup>
</td>
<td valign="top" align="center">219.3 &#xb1; 108.3<sup>c</sup>
</td>
<td valign="top" align="center">&lt;0.01*</td>
<td valign="top" align="center">0.61</td>
<td valign="top" align="center">0.13</td>
</tr>
<tr>
<td valign="middle" align="center"><bold>TNF&#x3b1;</bold>
</td>
<td valign="top" align="center">5255.7 &#xb1; 855.8</td>
<td valign="top" align="center">4212.9 &#xb1; 926.1</td>
<td valign="top" align="center">3669.9 &#xb1; 982.3</td>
<td valign="top" align="center">3664.1 &#xb1; 959.0</td>
<td valign="top" align="center">0.31</td>
<td valign="top" align="center">0.21</td>
<td valign="top" align="center">0.57</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<fn>
<p><sup>abc</sup>Indicates differences (P &#x2264; 0.05) in concentration by row.</p>
</fn>
<fn>
<p>*Indicates main effect or interaction was determined significant at P &#x2264; 0.05.</p>
</fn>
<fn>
<p>&#x2020;Indicates main effect or interaction was determined as a tendency at P &gt; 0.05 and &#x2264; 0.10.</p>
</fn>
</table-wrap-foot>
</table-wrap>
</sec>
<sec id="s3_3">
<title>Relative abundance &#x2013; phylum</title>
<p>Within the vagina, Firmicutes, Proteobacteria, Bacteroidetes, Fusobacteria, Actinobacteria, Tenericutes, and Euryarchaeota were the most abundant phyla observed (greater than 1% relative abundance). Cows tended to have a greater relative abundance of the phylum Firmicutes than Heifers (53.39% &#xb1; 3.50% vs. 48.55% &#xb1; 3.50%; <italic>P =</italic> 0.07). No differences were observed by pregnancy status for phyla greater than 1% abundance in the vagina (<italic>P &gt;</italic> 0.10).</p>
<p>Shifts in phyla by day are displayed in <xref ref-type="fig" rid="f2"><bold>Figure&#xa0;2</bold></xref>. For the phylum of Firmicutes, there was a decrease in relative abundance from CIDR IN to CIDR OUT (63.74% &#xb1; 3.66% vs. 28.31% &#xb1; 3.66%) and an increase in relative abundance from CIDR OUT to AI DAY (28.31% &#xb1; 3.66% vs. 60.86% &#xb1; 3.66%; <italic>P &lt;</italic> 0.01). Both Proteobacteria (<italic>P &lt;</italic> 0.01<italic>)</italic> and Bacteroidetes (<italic>P =</italic> 0.045) had an increase in relative abundance from CIDR IN to CIDR OUT (7.79% &#xb1; 1.79% vs. 26.39% &#xb1; 1.79%; 12.25% &#xb1; 1.30% vs. 15.68% &#xb1; 1.30%, respectively) and then experienced a decrease in relative abundance from CIDR OUT to AI DAY (26.39% &#xb1; 1.79% vs. 9.63% &#xb1; 1.79%; 15.68% &#xb1; 1.30% &#xb1; 12.73% &#xb1; 1.30%, respectively). Furthermore, CIDR OUT had the greatest relative abundance of Fusobacteria, followed by CIDR IN, and then AI DAY (15.38% &#xb1; 3.58% vs. 5.71% &#xb1; 3.58% vs. 4.64% &#xb1; 3.58%, respectively; <italic>P &lt;</italic> 0.01). Additionally, a difference was observed for Actinobacteria between CIDR IN and CIDR OUT (5.15% &#xb1; 1.31% vs. 10.19% &#xb1; 1.31%; <italic>P &lt;</italic> 0.01), as well as between AI DAY and CIDR OUT (3.93% &#xb1; 1.31% vs. 10.19% &#xb1; 1.31%; <italic>P &lt;</italic> 0.01). Tenericutes relative abundance had a difference by day (<italic>P =</italic> 0.05) between AI DAY and CIDR IN (4.50% &#xb1; 1.28% vs. 1.41% &#xb1; 1.28%). The phylum of Euryarchaeota saw a difference by day between AI DAY and CIDR OUT (1.47% &#xb1; 0.14% vs. 0.35% &#xb1; 0.14%; <italic>P &lt;</italic> 0.01), as well as CIDR IN and CIDR OUT (1.73% &#xb1; 0.14% vs. 0.35% &#xb1; 0.14%; <italic>P &lt;</italic> 0.01).</p>
<fig id="f2" position="float">
<label>Figure&#xa0;2</label>
<caption>
<p>Relative abundance (%) of significant vaginal phyla on CIDR IN, CIDR OUT, and day of FTAI.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fanim-05-1399337-g002.tif"/>
</fig>
</sec>
<sec id="s3_4">
<title>Relative abundance &#x2013; genus</title>
<p>No differences were detected between pregnancy status for genera greater than 1% relative abundance in the vagina (<italic>P &gt;</italic> 0.10). <italic>Butyrvibrio</italic> tended to have greater relative abundance in the vaginal samples of Cows than Heifers (4.17% &#xb1; 0.75% vs. 3.26% &#xb1; 0.77%; <italic>P =</italic> 0.07). Additionally, <italic>Mannheimia</italic> tended to differ between Cows and Heifers (2.43% &#xb1; 1.07% vs. 4.93% &#xb1; 1.22%; <italic>P =</italic> 0.08).</p>
<p>Furthermore, there was a parity-by-day interaction for <italic>Mannheimia</italic> (<italic>P =</italic> 0.02) with CIDR OUT for Heifers having the greatest relative abundance (14.12% &#xb1; 1.92%) and CIDR IN for Cows and Heifers having the least relative abundance (0.29% &#xb1; 1.58% and 0.20% &#xb1; 1.92%, respectively). Additionally, there was a tendency for <italic>Blautia</italic> to have a parity-by-day interaction (<italic>P =</italic> 0.07) with CIDR IN day for Cows having the greatest relative abundance (7.14% &#xb1; 1.02%) and CIDR OUT day for Cows and Heifers having the least relative abundance (2.36% &#xb1; 1.02% and 2.36% &#xb1; 1.06%, respectively).</p>
<p>Relative abundance of significant vaginal genera on CIDR IN, CIDR OUT, and AI DAY are displayed in <xref ref-type="table" rid="T2"><bold>Table&#xa0;2</bold></xref>.&#xa0;A difference was seen in <italic>Ruminococcus</italic>, <italic>Clostridium, Blautia, Butyrvibrio</italic>, and <italic>Mogibacterium</italic>, with CIDR IN having greater relative abundance than CIDR OUT. Furthermore, when comparing CIDR OUT to AI DAY, <italic>Ruminococcus</italic>, <italic>Clostridium</italic>, <italic>Blautia, Butyrvibrio</italic>, and <italic>Mogibacterium</italic> had increased relative abundance. Additionally, there was a difference by day for <italic>Mannheimia</italic>, with CIDR OUT exhibiting a greater relative abundance than CIDR IN and AI DAY.</p>
<table-wrap id="T2" position="float">
<label>Table&#xa0;2</label>
<caption>
<p>Relative abundance of significant vaginal genera on CIDR IN, CIDR OUT, and day of FTAI.</p>
</caption>
<table frame="hsides">
<thead>
<tr>
<th valign="top" align="left"/>
<th valign="top" align="center"><italic>Ruminococcus</italic>
</th>
<th valign="top" align="center"><italic>Clostridium</italic>
</th>
<th valign="top" align="center"><italic>Blautia</italic>
</th>
<th valign="top" align="center"><italic>Butyrivibrio</italic>
</th>
<th valign="top" align="center"><italic>Mogibacterium</italic>
</th>
<th valign="top" align="center"><italic>Mannheimia</italic>
</th>
</tr>
</thead>
<tbody>
<tr>
<td valign="top" align="center">CIDR IN</td>
<td valign="top" align="center">7.14% &#xb1; 0.54%<sup>a</sup>
</td>
<td valign="top" align="center">6.38% &#xb1; 0.60%<sup>a</sup>
</td>
<td valign="top" align="center">6.26% &#xb1; 0.97%<sup>a</sup>
</td>
<td valign="top" align="center">5.15% &#xb1; 0.78%<sup>a</sup>
</td>
<td valign="top" align="center">4.39% &#xb1; 0.51%<sup>a</sup>
</td>
<td valign="top" align="center">0.24% &#xb1; 1.30%<sup>a</sup>
</td>
</tr>
<tr>
<td valign="top" align="center">CIDR OUT</td>
<td valign="top" align="center">2.00% &#xb1; 0.54%<sup>b</sup>
</td>
<td valign="top" align="center">1.70% &#xb1; 0.60%<sup>b</sup>
</td>
<td valign="top" align="center">2.35% &#xb1; 0.97%<sup>b</sup>
</td>
<td valign="top" align="center">1.33% &#xb1; 0.78%<sup>b</sup>
</td>
<td valign="top" align="center">1.12% &#xb1; 0.51%<sup>b</sup>
</td>
<td valign="top" align="center">10.16% &#xb1; 1.30<sup>b</sup>
</td>
</tr>
<tr>
<td valign="top" align="center">AI DAY</td>
<td valign="top" align="center">7.11% &#xb1; 0.54%<sup>a</sup>
</td>
<td valign="top" align="center">6.31% &#xb1; 0.60%<sup>a</sup>
</td>
<td valign="top" align="center">6.34% &#xb1; 0.97%<sup>a</sup>
</td>
<td valign="top" align="center">4.68% &#xb1; 0.78%<sup>a</sup>
</td>
<td valign="top" align="center">5.20% &#xb1; 0.51%<sup>a</sup>
</td>
<td valign="top" align="center">0.63% &#xb1; 1.30%<sup>a</sup>
</td>
</tr>
<tr>
<td valign="top" align="left"/>
<td valign="top" align="center"><italic>P</italic> &lt; 0.0001</td>
<td valign="top" align="center"><italic>P</italic> &lt; 0.0001</td>
<td valign="top" align="center"><italic>P</italic> &lt; 0.0001</td>
<td valign="top" align="center"><italic>P</italic> &lt; 0.0001</td>
<td valign="top" align="center"><italic>P</italic> &lt; 0.0001</td>
<td valign="top" align="center"><italic>P</italic> &lt; 0.0001</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<fn>
<p><sup>ab</sup>Indicates differences in relative abundance (P &#x2264; 0.05) by column.</p>
</fn>
</table-wrap-foot>
</table-wrap>
</sec>
</sec>
<sec id="s4" sec-type="discussion">
<title>Discussion</title>
<p>It has been previously established that the immune system plays a role in beef cattle fertility; in addition to the relationship between different bacterial communities and the immune system (<xref ref-type="bibr" rid="B41">Smith et&#xa0;al., 2023</xref>). The first aim of this study was to determine concentrations of pro- and anti-inflammatory cytokines in purebred <italic>Bos indicus</italic> beef cattle plasma samples on producer operations before FTAI. Furthermore, <xref ref-type="bibr" rid="B2">Ault et&#xa0;al. (2019a)</xref> stated that relative abundances of bacteria appear to shift during estrus synchronization and may influence fertility. Therefore, an additional objective was to evaluate the fluctuations in vaginal bacteria relative abundance associated with the 7-day CO-Synch synchronization protocol in purebred <italic>Bos indicus</italic> beef cattle.</p>
<p>The immune system will respond to microbial invasion by releasing cytokines or chemokines into the bloodstream to heal or mitigate the effects of infection (<xref ref-type="bibr" rid="B9">Cavaillon, 2001</xref>; <xref ref-type="bibr" rid="B29">Murphy et&#xa0;al., 2022</xref>). In addition, cytokines are essential for pregnancy establishment and pregnancy maintenance (<xref ref-type="bibr" rid="B48">Yockey and Iwasaki, 2019</xref>). In the current study, the pro-inflammatory cytokine IFN&#x3b3; was observed to be greater in Cows compared to Heifers. A greater concentration of pro-inflammatory cytokines in the reproductive tract is typically associated with uterine involution (<xref ref-type="bibr" rid="B5">Balkwill, 2006</xref>; <xref ref-type="bibr" rid="B19">Galvao et&#xa0;al., 2011</xref>), which potentially explains the greater concentrations in Cows, who have undergone the involution process, as compared to Heifers in the current study. The pleiotropic cytokine IP10 also had greater concentrations measured in Cows than in Heifers as well as a parity-by-status interaction for Open Cows. Interferon gamma-induced protein 10 is regulated by IFN&#x3b3; signaling and nuclear factor kappa B (NF-&#x3ba;B) activity, thus it makes sense that both IFN&#x3b3; and IP10 concentrations would be greater in Cows compared to Heifers. Pleiotropic cytokines can display both pro- and anti-inflammatory behavior and stimulate a wide variety of cells (<xref ref-type="bibr" rid="B49">Zhang and An, 2007</xref>). As a biomarker, IP10 has been shown as an indicator of infection prior to onset of clinical symptoms in humans (<xref ref-type="bibr" rid="B28">Moreno et&#xa0;al., 2022</xref>; <xref ref-type="bibr" rid="B45">Wang et&#xa0;al., 2023</xref>). Collectively, greater IP10 concentrations in Open Cows prior to AI could indicate inflammation hindering the establishment of a pregnancy. The anti-inflammatory IL1F5 was also observed in greater concentration in Cows than in Heifers; and in one study, it was found to have a correlation with bacteria that induce cell inflammation (<xref ref-type="bibr" rid="B41">Smith et&#xa0;al., 2023</xref>). Additionally, IL1F5 inhibits the activation of NF-&#x3ba;B, which is important for regulating pro-inflammatory immune responses (<xref ref-type="bibr" rid="B1">Abdulrahman Alrabiah et&#xa0;al., 2021</xref>). Therefore, the increased concentrations of pro-inflammatory immune responses (i.e., IFN&#x3b3;) would also be associated with an increase in an anti-inflammatory immune response (i.e., IL1F5) in Cows.</p>
<p>Concentrations of the anti-inflammatory cytokine IL13 tended to be greater in concentration for Open females compared to Pregnant females. <xref ref-type="bibr" rid="B25">Ma et&#xa0;al. (2013)</xref> and <xref ref-type="bibr" rid="B15">Dickinson et&#xa0;al. (2016)</xref> concluded that IL13 inhibits cell breakdown of old and damaged cell components. Interleukin 13 will also increase the production of an IL1 receptor antagonist, which can bind with IL1 and reduce its pro-inflammatory properties. Typically, IL13 is involved in downregulating pro-inflammatory cytokine and chemokine production (<xref ref-type="bibr" rid="B13">de Vries, 1998</xref>); however, some studies investigating the pathogenesis of asthma and the lungs have demonstrated that IL13 can induce chemokine responses (<xref ref-type="bibr" rid="B50">Zhu et&#xa0;al., 2002</xref>). Interestingly, concentrations of the chemokine MIP1b were greater in Open cattle than in Pregnant cattle. The increased concentrations of MIP1b may be attributed to its function as a macrophage-attracting chemokine that plays a role in controlling macrophage influx to tissues, such as the vagina (<xref ref-type="bibr" rid="B44">von Stebut et&#xa0;al., 2003</xref>). In addition, cytokine concentrations did not differ by day of the synchronization protocol in the current study, which is different from a previous study by <xref ref-type="bibr" rid="B41">Smith et&#xa0;al. (2023)</xref>, where it was noted that hormone changes were associated with alterations in cytokine concentrations by day in plasma, vaginal flushes, and uterine flushes.</p>
<p>Bacterial phyla such as Firmicutes, Bacteroidetes, Proteobacteria, Actinobacteria, and Tenericutes have been discovered to dominate the reproductive tract of beef cattle which aligns with the findings of the current study (<xref ref-type="bibr" rid="B42">Swartz et&#xa0;al., 2014</xref>; <xref ref-type="bibr" rid="B10">Clemmons et&#xa0;al., 2017</xref>; <xref ref-type="bibr" rid="B26">Messman et&#xa0;al., 2020</xref>; <xref ref-type="bibr" rid="B32">Pickett et&#xa0;al., 2022</xref>). Additionally, some studies have shown that bacterial abundances will shift due to hormonal alterations in <italic>Bos taurus</italic> females (<xref ref-type="bibr" rid="B2">Ault et&#xa0;al., 2019a</xref>, <xref ref-type="bibr" rid="B3">Ault et&#xa0;al., 2019b</xref>; <xref ref-type="bibr" rid="B36">Poole et&#xa0;al., 2023</xref>). In <italic>Bos indicus</italic> cattle specifically, some studies have shown that Firmicutes, Proteobacteria, and Bacteroidetes are frequently detected (<xref ref-type="bibr" rid="B22">Laguardia-Nascimento et&#xa0;al., 2015</xref>; <xref ref-type="bibr" rid="B20">Giannattasio-Ferraz et&#xa0;al., 2019</xref>). The current study identified that the relative abundance of Firmicutes was more abundant at CIDR IN than CIDR OUT. These results coincide with <xref ref-type="bibr" rid="B3">Ault et&#xa0;al. (2019b)</xref>, where <italic>Bos taurus</italic> females subjected to an estrus synchronization protocol had decreased relative abundances of Firmicutes two days prior to AI (synonymous with CIDR OUT in the current study). In addition, the relative abundance of Firmicutes increased from CIDR OUT to AI DAY, where removal of the CIDR device and administration of a PGF<sub>2&#x3b1;</sub> injection caused the corpus luteum to undergo luteolysis and P4 concentrations to decrease. More specifically, as P4 decreased the relative abundance of Firmicutes appeared to increase. Notably, the tendency for Cows to have greater relative abundances of Firmicutes compared to Heifers was also observed in a study completed by <xref ref-type="bibr" rid="B27">Moore et&#xa0;al. (2017)</xref>. Oppositely, the relative abundances of Proteobacteria and Bacteroidetes were reduced on CIDR IN compared to CIDR OUT days. The shift in the relative abundance of Proteobacteria was also correlated with P4 (<xref ref-type="bibr" rid="B3">Ault et&#xa0;al., 2019b</xref>), further demonstrating that as P4 concentrations increase, Proteobacteria relative abundance increases. Interestingly, an increased abundance of Bacteroidetes and decreased relative abundance of Proteobacteria has been found in <italic>Bos taurus</italic> metritic cows (<xref ref-type="bibr" rid="B21">Jeon et&#xa0;al., 2015</xref>), although no incidences of uterine inflammation were noted in this study.</p>
<p>The genus of <italic>Butyrvibrio</italic>, within phylum Firmicutes, was seen in greater relative abundance in the vagina of Cows compared to Heifers. <xref ref-type="bibr" rid="B18">Furman et&#xa0;al. (2020)</xref> reported that <italic>Butyrvibrio</italic> had greater abundance in the rumen of <italic>Bos taurus</italic> calves that were delivered vaginally versus via cesarean section, indicating this may be a common genus found in the vaginal microbiome. Though not typically categorized as pathogenic, <italic>Butyrivibrio</italic> has been previously identified within the uterus of <italic>Bos taurus</italic> Open cows (<xref ref-type="bibr" rid="B10">Clemmons et&#xa0;al., 2017</xref>; <xref ref-type="bibr" rid="B3">Ault et&#xa0;al., 2019b</xref>). <italic>Ruminococcus</italic>, <italic>Blautia</italic>, and <italic>Mogibacterium</italic>, all genera under the phylum of Firmicutes, had greater relative abundance at CIDR IN day than CIDR OUT day. This indicates that the introduction of a CIDR may have caused shifts in the vaginal microbiome. Such alterations to the microbiome have been shown to cause a rise in vaginal pH which may then influence fertility (<xref ref-type="bibr" rid="B14">Dias, 2022</xref>). While <italic>Butyrvibrio</italic> and <italic>Mogibacterium</italic> have been associated with compromised fertility (<xref ref-type="bibr" rid="B10">Clemmons et&#xa0;al., 2017</xref>; <xref ref-type="bibr" rid="B2">Ault et&#xa0;al., 2019a</xref>), no differences by fertility outcomes were observed in this study. The genus <italic>Mannheimia</italic>, under the phylum of Proteobacteria, had greatest relative abundance on CIDR OUT day and is known to be pleomorphic, which means it can be irregular and vary in its form (<xref ref-type="bibr" rid="B23">Laishevtsev, 2020</xref>). The occurrence of <italic>Mannheimia</italic> in the vagina of <italic>Bos indicus</italic> beef cows is not surprising as it has also been found in the vagina of dairy cows (<xref ref-type="bibr" rid="B6">Bicalho et&#xa0;al., 2017</xref>), but the association between the greater relative abundance of <italic>Mannheimia</italic> and its relation to CIDR OUT day needs to be further assessed.</p>
<p>In conclusion, cytokine concentrations may be associated with parity or fertility outcomes. This study also suggests that bacterial relative abundances can shift through an estrus synchronization protocol in <italic>Bos indicus</italic> cattle. Additional research may evaluate hormone concentrations with or without the introduction of a foreign object (e.g., CIDR) on bacterial shifts. Future research is necessary to determine the factors that can positively affect the immune system and vaginal microbiome to improve reproductive efficiency in <italic>Bos indicus</italic> cattle.</p>
</sec>
<sec id="s5" sec-type="data-availability">
<title>Data availability statement</title>
<p>The datasets presented in this study can be found in online repositories. The names of the repository/repositories and accession number(s) can be found in the article/supplementary material.</p>
</sec>
<sec id="s6" sec-type="ethics-statement">
<title>Ethics statement</title>
<p>The animal studies were approved by Texas A&amp;M University Institutional Animal Care and Use Committee. 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 id="s7" sec-type="author-contributions">
<title>Author contributions</title>
<p>MS: Investigation, Methodology, Writing &#x2013; original draft, Writing &#x2013; review &amp; editing. DS: Methodology, Writing &#x2013; review &amp; editing. BM: Methodology, Writing &#x2013; review &amp; editing. KH-B: Methodology, Writing &#x2013; review &amp; editing. ES: Methodology, Writing &#x2013; review &amp; editing. RP: Conceptualization, Formal Analysis, Funding acquisition, Investigation, Methodology, Project administration, Resources, Writing &#x2013; review &amp; editing.</p>
</sec>
</body>
<back>
<sec id="s8" sec-type="funding-information">
<title>Funding</title>
<p>The author(s) declare financial support was received for the research, authorship, and/or publication of this article. This work was supported by the USDA-NIFA Hatch/Multistate Project W4112-TEX09926: Reproductive performance in domestic ruminants. The Walter and Wilma Bush Graduate Assistantship from the Texas A&amp;M College of Agriculture and Life Sciences provided assistantship funding for MS.</p>
</sec>
<ack>
<title>Acknowledgments</title>
<p>Special appreciation is extended to J.D. Hudgins Inc. &#x2013; Forgason Division, J.D. Hudgins Inc. &#x2013; Locke Division, B.R. Cutrer Inc., and Heritage Cattle Company for generously providing access to their ranch facilities and cattle.</p>
</ack>
<sec id="s9" sec-type="COI-statement">
<title>Conflict of interest</title>
<p>The authors declare that the research was conducted in the absence of any commercial or financial relationships that could be construed as a potential conflict of interest.</p>
</sec>
<sec id="s10" sec-type="disclaimer">
<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>
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