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<front>
<journal-meta>
<journal-id journal-id-type="publisher-id">Front. Vet. Sci.</journal-id>
<journal-title>Frontiers in Veterinary Science</journal-title>
<abbrev-journal-title abbrev-type="pubmed">Front. Vet. Sci.</abbrev-journal-title>
<issn pub-type="epub">2297-1769</issn>
<publisher>
<publisher-name>Frontiers Media S.A.</publisher-name>
</publisher>
</journal-meta>
<article-meta>
<article-id pub-id-type="doi">10.3389/fvets.2024.1473408</article-id>
<article-categories>
<subj-group subj-group-type="heading">
<subject>Veterinary Science</subject>
<subj-group>
<subject>Original Research</subject>
</subj-group>
</subj-group>
</article-categories>
<title-group>
<article-title>Establishment of a duplex TaqMan-based real time RT-PCR assay for simultaneous detection of BRSV and BVDV</article-title>
</title-group>
<contrib-group>
<contrib contrib-type="author" equal-contrib="yes">
<name><surname>Hao</surname> <given-names>Fuxing</given-names></name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
<xref ref-type="author-notes" rid="fn0003"><sup>&#x2020;</sup></xref>
<role content-type="https://credit.niso.org/contributor-roles/conceptualization/"/>
<role content-type="https://credit.niso.org/contributor-roles/data-curation/"/>
<role content-type="https://credit.niso.org/contributor-roles/formal-analysis/"/>
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<role content-type="https://credit.niso.org/contributor-roles/writing-original-draft/"/>
</contrib>
<contrib contrib-type="author" equal-contrib="yes">
<name><surname>Fu</surname> <given-names>Jinping</given-names></name>
<xref ref-type="aff" rid="aff2"><sup>2</sup></xref>
<xref ref-type="author-notes" rid="fn0003"><sup>&#x2020;</sup></xref>
<uri xlink:href="https://loop.frontiersin.org/people/1637857/overview"/>
<role content-type="https://credit.niso.org/contributor-roles/data-curation/"/>
<role content-type="https://credit.niso.org/contributor-roles/formal-analysis/"/>
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</contrib>
<contrib contrib-type="author" equal-contrib="yes">
<name><surname>Chen</surname> <given-names>Jun</given-names></name>
<xref ref-type="aff" rid="aff2"><sup>2</sup></xref>
<xref ref-type="author-notes" rid="fn0003"><sup>&#x2020;</sup></xref>
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</contrib>
<contrib contrib-type="author">
<name><surname>Zhu</surname> <given-names>Daoxian</given-names></name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
<role content-type="https://credit.niso.org/contributor-roles/writing-review-editing/"/>
</contrib>
<contrib contrib-type="author">
<name><surname>Cai</surname> <given-names>Bingyan</given-names></name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
<role content-type="https://credit.niso.org/contributor-roles/writing-review-editing/"/>
</contrib>
<contrib contrib-type="author">
<name><surname>Li</surname> <given-names>Yuxin</given-names></name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
<role content-type="https://credit.niso.org/contributor-roles/writing-review-editing/"/>
</contrib>
<contrib contrib-type="author" corresp="yes">
<name><surname>Liu</surname> <given-names>Chuanmin</given-names></name>
<xref ref-type="aff" rid="aff2"><sup>2</sup></xref>
<xref ref-type="corresp" rid="c001"><sup>&#x002A;</sup></xref>
<uri xlink:href="https://loop.frontiersin.org/people/464597/overview"/>
<role content-type="https://credit.niso.org/contributor-roles/conceptualization/"/>
<role content-type="https://credit.niso.org/contributor-roles/funding-acquisition/"/>
<role content-type="https://credit.niso.org/contributor-roles/investigation/"/>
<role content-type="https://credit.niso.org/contributor-roles/project-administration/"/>
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</contrib-group>
<aff id="aff1"><sup>1</sup><institution>Jiangsu Agri-Animal Husbandry Vocational College</institution>, <addr-line>Taizhou</addr-line>, <country>China</country></aff>
<aff id="aff2"><sup>2</sup><institution>Institute of Veterinary Medicine, Jiangsu Academy of Agricultural Sciences</institution>, <addr-line>Nanjing</addr-line>, <country>China</country></aff>
<author-notes>
<fn fn-type="edited-by" id="fn0004"><p>Edited by: Shao-Lun Zhai, Guangdong Academy of Agricultural Sciences, China</p></fn>
<fn fn-type="edited-by" id="fn0005"><p>Reviewed by: Zhanbo Zhu, Heilongjiang Bayi Agricultural University, China</p><p>Waqas Ahmad, University of Veterinary and Animal Sciences, Pakistan</p><p>Ninnet G&#x00F3;mez-Romero, National Autonomus University of Mexico, Mexico</p></fn>
<corresp id="c001">&#x002A;Correspondence: Chuanmin Liu, <email>lcm1028@126.com</email></corresp>
<fn fn-type="equal" id="fn0003"><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>04</day>
<month>11</month>
<year>2024</year>
</pub-date>
<pub-date pub-type="collection">
<year>2024</year>
</pub-date>
<volume>11</volume>
<elocation-id>1473408</elocation-id>
<history>
<date date-type="received">
<day>31</day>
<month>07</month>
<year>2024</year>
</date>
<date date-type="accepted">
<day>16</day>
<month>10</month>
<year>2024</year>
</date>
</history>
<permissions>
<copyright-statement>Copyright &#x00A9; 2024 Hao, Fu, Chen, Zhu, Cai, Li and Liu.</copyright-statement>
<copyright-year>2024</copyright-year>
<copyright-holder>Hao, Fu, Chen, Zhu, Cai, Li and Liu</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>Bovine respiratory disease complex (BRDC) represents a global acute respiratory condition that imposes substantial economic burdens on the cattle industry due to its high morbidity and mortality rates. Various factors contribute to the development of BRDC, including pathogen infections, environmental stresses, weaning of calves, and herd relocation. Viral pathogens, notably bovine respiratory syncytial virus (BRSV) and bovine viral diarrhea virus (BVDV), play a critical role in the etiology of BRDC, with single or combined viral infections being particularly clinically significant. In this study, we developed a duplex TaqMan-based real-time RT-PCR assay targeting the conserved regions of the F gene of BRSV and the 5&#x2032; UTR sequence of BVDV. The limits of detection for BRSV and BVDV were 6.83 copies/&#x03BC;L and 5.24 copies/&#x03BC;L, respectively. Our validation data suggest the assay has excellent sensitivity, specificity and reproducibility. Testing of clinical samples revealed prevalence of BRSV and BVDV in local farms in Jiangsu Province, China. This study provides an efficient diagnostic tool for the epidemiological investigation of BRDC.</p>
</abstract>
<kwd-group>
<kwd>bovine respiratory disease complex (BRDC)</kwd>
<kwd>bovine respiratory syncytial virus (BRSV)</kwd>
<kwd>bovine viral diarrhea virus (BVDV)</kwd>
<kwd>TaqMan</kwd>
<kwd>duplex real-time RT-PCR</kwd>
</kwd-group>
<contract-num rid="cn1">NSF2022ZR03</contract-num>
<contract-num rid="cn2">025083501230360</contract-num>
<contract-num rid="cn3">ZR2020MC019</contract-num>
<contract-num rid="cn3">ZR2021LZY030</contract-num>
<contract-num rid="cn4">X202410452564</contract-num>
<contract-num rid="cn5">ZX(24)2012</contract-num>
<contract-num rid="cn6">CX(24)3002</contract-num>
<contract-sponsor id="cn1">Jiangsu Agri-Animal Husbandry Vocational College Key Technology Innovation Funding Project for Industrial Development</contract-sponsor>
<contract-sponsor id="cn2">Nanjing Science and Technology Innovation Funding Project for Overseas Researchers</contract-sponsor>
<contract-sponsor id="cn3">Shandong Provincial Natural Science Foundation, China</contract-sponsor>
<contract-sponsor id="cn4">National Undergraduate Training Program for Innovation and Entrepreneurship</contract-sponsor>
<contract-sponsor id="cn5">Jiangsu Academy of Agricultural Sciences Basic Scientific Research Special Project</contract-sponsor>
<contract-sponsor id="cn6">Jiangsu Independent Innovation Project</contract-sponsor>
<counts>
<fig-count count="2"/>
<table-count count="4"/>
<equation-count count="0"/>
<ref-count count="17"/>
<page-count count="7"/>
<word-count count="4029"/>
</counts>
<custom-meta-wrap>
<custom-meta>
<meta-name>section-at-acceptance</meta-name>
<meta-value>Veterinary Infectious Diseases</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 complex (BRDC) is a systemic respiratory ailment in cattle, characterized by symptoms such as fever, nasal discharge, lethargy, dyspnea, and coughing (<xref ref-type="bibr" rid="ref1">1</xref>). As a multifactorial and multi-etiologic syndrome, BRDC can be exacerbated by complex interactions among host factors, pathogen exposure, and environmental factors (<xref ref-type="bibr" rid="ref2">2</xref>). Environmental conditions like tough weather, weaning, transportation, and overcrowding negatively impact both immune and non-immune defense mechanisms in cattle (<xref ref-type="bibr" rid="ref3">3</xref>, <xref ref-type="bibr" rid="ref4">4</xref>). These circumstances can lead to an overall suppression of the host&#x2019;s immune system, facilitating bacterial colonization in the lower respiratory tract, particularly when viral infections are present (<xref ref-type="bibr" rid="ref5">5</xref>).</p>
<p>Currently, several viral pathogens, including BRSV, BVDV, IBR, bovine coronavirus (BCoV), and bovine parainfluenza virus type 3 (BPIV-3), have been identified as key contributors to the development of BRDC, with single or combined viral infections being particularly clinically significant (<xref ref-type="bibr" rid="ref6">6</xref>, <xref ref-type="bibr" rid="ref7">7</xref>). Among these, BRSV and BVDV are of particular concern due to their high prevalence and significant role in causing severe respiratory illness (<xref ref-type="bibr" rid="ref7 ref8 ref9 ref10">7&#x2013;10</xref>). In China, the epidemiological situation for BRSV and BVDV underscores the importance of accurate and timely diagnosis, given that these viruses are endemic and contribute to substantial economic losses within the livestock industry (<xref ref-type="bibr" rid="ref7 ref8 ref9 ref10">7&#x2013;10</xref>).</p>
<p>Early and efficient diagnosis of BRSV and BVDV is crucial for controlling the spread of BRDC and mitigating economic impacts. Traditional diagnostic methods, such as virus isolation, enzyme-linked immunosorbent assay (ELISA), hemagglutination inhibition test, serum neutralization test, and SYBR Green PCR, while valuable, have limitations in terms of sensitivity, specificity, and operational complexity (<xref ref-type="bibr" rid="ref11">11</xref>). The fluorescent quantitative PCR (qPCR) assay, on the other hand, offers a robust alternative with its ease of operation, superior sensitivity and specificity, and the capability for multiplex detection. These features make qPCR especially advantageous for rapid and accurate identification of multiple pathogens in a single reaction, thereby streamlining the diagnostic process and enabling more effective management of BRDC outbreaks.</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>Viral strains and nucleic acid</title>
<p>Viral nucleic acids of BCoV (GenBank No. MZ603735), BPIV3 (GenBank No. MH552577), bovine rotavirus (BoRV, GenBank No. JN790188), bovine astrovirus (BoAstV, GenBank No. NC_024297), and BVDV (GenBank No. KF501393), were kept by the Institute of Veterinary Medicine, Jiangsu Academy of Agricultural Sciences.</p>
</sec>
<sec id="sec4">
<label>2.2</label>
<title>Reagents and instruments</title>
<p>Nucleic acid extraction was conducted using the AxyPrep Body Fluid Viral DNA/RNA Miniprep Kit (AxyGen, Union City, CA, United States). RT-PCR was performed using One Step PrimeScript<sup>&#x2122;</sup> RT-PCR Kit (Takara Bio, Beijing, China). Primers and probes were diluted in TE buffer (Solarbio, Beijing, China). PCR amplification was carried out on an ABI StepOne Plus<sup>&#x2122;</sup> Real-Time PCR System (Thermo Fisher Scientific, Waltham, MA, United States).</p>
</sec>
<sec id="sec5">
<label>2.3</label>
<title>Primers and probes</title>
<p>All available sequences of BRSV and BVDV were retrieved from GenBank for alignment using DNAMAN. Highly conserved regions from the BRSV gF gene and the BVDV 5&#x2032; UTR sequence were selected for primer and probe design (Beacon Designer 7.0 software). Sequences of primers and probes are listed 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 designed for the duplex RT-PCR assay.</p>
</caption>
<table frame="hsides" rules="groups">
<thead>
<tr>
<th align="left" valign="top">Virus</th>
<th align="left" valign="top">Primer/Probe</th>
<th align="left" valign="top">Sequence (5&#x2032;&#x2013;3&#x2032;)</th>
<th align="center" valign="top">Position</th>
<th align="center" valign="top">Size (bp)</th>
</tr>
</thead>
<tbody>
<tr>
<td align="left" valign="middle" rowspan="3">BRSV</td>
<td align="left" valign="middle">BRSV-F-F1</td>
<td align="left" valign="middle">TGCCTATAACTAATGACCAA</td>
<td align="char" valign="middle" char="&#x2013;">6,367&#x2013;6,386</td>
<td align="center" valign="middle" rowspan="3">99</td>
</tr>
<tr>
<td align="left" valign="middle">BRSV-F-R2</td>
<td align="left" valign="middle">TGACCTCTTCTTTGACAA</td>
<td align="char" valign="middle" char="&#x2013;">6,448&#x2013;6,465</td>
</tr>
<tr>
<td align="left" valign="middle">BRSV-F-Pr</td>
<td align="left" valign="middle">VIC-CATAATGGAATAACTCTGTTGCCTGAC-BHQ1</td>
<td align="char" valign="middle" char="&#x2013;">6,417&#x2013;6,443</td>
</tr>
<tr>
<td align="left" valign="middle" rowspan="3">BVDV</td>
<td align="left" valign="middle">BVDV-F</td>
<td align="left" valign="middle">CTAGCCATGCCCTTAGTA</td>
<td align="char" valign="middle" char="&#x2013;">55&#x2013;72</td>
<td align="center" valign="middle" rowspan="3">95</td>
</tr>
<tr>
<td align="left" valign="middle">BVDV-R</td>
<td align="left" valign="middle">GACGACTACCCTGTACTC</td>
<td align="char" valign="middle" char="&#x2013;">132&#x2013;149</td>
</tr>
<tr>
<td align="left" valign="middle">BVDV-Pr</td>
<td align="left" valign="middle">FAM-CTTCAGCCATCCAACGAACTCACCA-BHQ1</td>
<td align="char" valign="middle" char="&#x2013;">103&#x2013;127</td>
</tr>
</tbody>
</table>
</table-wrap>
</sec>
<sec id="sec6">
<label>2.4</label>
<title>Nucleic acid extraction</title>
<p>Nucleic acid extraction from cell cultures or clinical samples was performed using the Axygen Body Fluid Viral DNA/RNA Miniprep Kit, following the manufacturer&#x2019;s protocol. In summary, 1&#x2009;mL of 1x PBS was added to a microcentrifuge tube containing either a nasal swab or 0.5&#x2009;g of a fecal sample and thoroughly mixed. The mixture was then centrifuged at 3,000&#x2009;rpm for 3&#x2009;min, after which 200&#x2009;&#x03BC;L of the supernatant was used for the extraction process. This supernatant was combined with an equal volume of lysis buffer and incubated at room temperature for 5&#x2009;min. Subsequently, 75&#x2009;&#x03BC;L of V-N buffer was added to the mixture, which was then subjected to another round of centrifugation to collect the supernatant for nucleic acid isolation. The purified nucleic acid was finally eluted in 50&#x2009;&#x03BC;L of elution buffer and stored at &#x2212;80&#x00B0;C for subsequent analyses.</p>
</sec>
<sec id="sec7">
<label>2.5</label>
<title>Standard plasmid construction</title>
<p>Recombinant plasmids pUC57-BRSV-F and pUC57-BVDV-5&#x2032; UTR, which contain the target fragments of BRSV and BVDV respectively, were synthesized as standard plasmids by General Biosystems Corp. Ltd. (Anhui, China).</p>
</sec>
<sec id="sec8">
<label>2.6</label>
<title>Optimization of the singleplex RT-PCR assay</title>
<p>The reaction system was set up as recommended by the One Step PrimeScript<sup>&#x2122;</sup> RT-PCR Kit manual: 10&#x2009;&#x03BC;L of 2&#x2009;&#x00D7;&#x2009;One-Step RT-PCR buffer III, 0.4&#x2009;&#x03BC;L of Ex Taq HS (5&#x2009;U/&#x03BC;L), 0.4&#x2009;&#x03BC;L of PrimeScript RT Enzyme Mix II, 0.8&#x2009;&#x03BC;L of each primer set (10&#x2009;&#x03BC;M), 0.8&#x2009;&#x03BC;L of probe (10&#x2009;&#x03BC;M), 0.4&#x2009;&#x03BC;L of ROX (50&#x00D7;), 2&#x2009;&#x03BC;L of nucleic acid template, and 5.2&#x2009;&#x03BC;L of RNase free water. The total volume for each reaction is 20&#x2009;&#x03BC;L. The reaction parameters are as follows: reverse transcription reaction: 42&#x00B0;C for 5&#x2009;min, followed by 95&#x00B0;C for 10&#x2009;s, 1&#x2009;cycle; PCR program: 95&#x00B0;C for 5&#x2009;s, 60&#x00B0;C for 30&#x2009;s, 40&#x2009;cycles; fluorescence signals were captured during annealing process. Six gradients of annealing temperature were set for optimization (50&#x00B0;C, 52&#x00B0;C, 54&#x00B0;C, 56&#x00B0;C, 58&#x00B0;C, 60&#x00B0;C).</p>
</sec>
<sec id="sec9">
<label>2.7</label>
<title>Optimization of the duplex RT-PCR assay</title>
<p>In comparison with the singleplex RT-PCR, working concentrations for primers and probes were further optimized using the matrix method to screen for the optimal reaction system.</p>
</sec>
<sec id="sec10">
<label>2.8</label>
<title>Specificity test of the duplex RT-PCR assay</title>
<p>To assess assay specificity, <italic>in silico</italic> analysis was performed with an online tool named Primer-BLAST.<xref ref-type="fn" rid="fn0001"><sup>1</sup></xref> Furthermore, nucleic acids of BCoV, BPIV3, BoRV, BoAstV, BVDV viral strains were extracted and tested with the duplex RT-PCR assay.</p>
</sec>
<sec id="sec11">
<label>2.9</label>
<title>Sensitivity test of the duplex RT-PCR assay</title>
<p>To assess assay sensitivity, 10-fold serial dilutions of 1:1 mixture of standard plasmids containing BRSV and BVDV targets were carefully tested in triplicate. The copy number for each dilution was calculated with an online software based on plasmid size and nucleic acid concentration.<xref ref-type="fn" rid="fn0002"><sup>2</sup></xref> Limit of detection (LOD) as well as PCR amplification efficiency were determined based on standard curves generated.</p>
</sec>
<sec id="sec12">
<label>2.10</label>
<title>Repeatability test of the duplex RT-PCR assay</title>
<p>To verify repeatability and reproducibility of the established duplex RT-PCR assay, both intra-assay and inter-assay tests were performed. Plasmid mixtures with three different concentrations (1.11&#x2009;&#x00D7;&#x2009;10<sup>4</sup> copies/&#x03BC;L, 1.11&#x2009;&#x00D7;&#x2009;10<sup>5</sup> copies/&#x03BC;L, and 1.11&#x2009;&#x00D7;&#x2009;10<sup>6</sup> copies/&#x03BC;L) were prepared as samples. For the intra-assay, each sample was tested in triplicate. For the inter-assay, triplicate tests for all three samples were performed on three different dates. The coefficient of variation (CV) was calculated for each set of triplicates by dividing the standard deviation (SD) by the mean of the measurements, and then multiplying by 100 to express it as a percentage. Statistical analysis included the use of an analysis of variance (ANOVA) to assess the significance of any observed variations among the replicates and across different testing days.</p>
</sec>
<sec id="sec13">
<label>2.11</label>
<title>Clinical samples collection</title>
<p>Twenty-three bovine fecal samples and 50 bovine nasal swabs were randomly collected from pastures and dairy farms in Jiangsu Province, respectively. All samples were preserved by the Institute of Veterinary Medicine, Jiangsu Academy of Agricultural Sciences. All clinical samples were tested using both the duplex and singleplex RT-PCR assays established in this study.</p>
</sec>
</sec>
<sec sec-type="results" id="sec14">
<label>3</label>
<title>Results</title>
<sec id="sec15">
<label>3.1</label>
<title>Development and optimization of the duplex real-time RT-PCR assay</title>
<p>The optimized annealing temperature for singleplex real-time PCR is 50&#x00B0;C. After optimization with the matrix method, the final concentrations of primers and probes are 0.6&#x2009;&#x03BC;mol/L and 0.4&#x2009;&#x03BC;mol/L for BRSV, 0.2&#x2009;&#x03BC;mol/L and 0.2&#x2009;&#x03BC;mol/L for BVDV, respectively (<xref ref-type="table" rid="tab2">Table 2</xref>). The optimized reaction procedure was as follows: reverse transcription reaction: 42&#x00B0;C for 5&#x2009;min, followed by 95&#x00B0;C for 10&#x2009;s, 1&#x2009;cycle; PCR program: 95&#x00B0;C for 5&#x2009;s, 50&#x00B0;C for 30&#x2009;s (annealing), 40&#x2009;cycles, with fluorescence signals collected during the annealing step.</p>
<table-wrap position="float" id="tab2">
<label>Table 2</label>
<caption>
<p>Optimal reaction system for the duplex RT-PCR assay.</p>
</caption>
<table frame="hsides" rules="groups">
<thead>
<tr>
<th align="left" valign="top">Reagents</th>
<th align="center" valign="top">Volume (&#x03BC;L)</th>
<th align="center" valign="top">Final concentration (&#x03BC;M)</th>
</tr>
</thead>
<tbody>
<tr>
<td align="left" valign="middle">2&#x2009;&#x00D7;&#x2009;One-Step RT-PCR buffer III</td>
<td align="center" valign="middle">10</td>
<td/>
</tr>
<tr>
<td align="left" valign="middle">BRSV primer set (10&#x2009;&#x03BC;M)</td>
<td align="center" valign="middle">1.2</td>
<td align="center" valign="middle">0.6</td>
</tr>
<tr>
<td align="left" valign="middle">BVDV primer set (10&#x2009;&#x03BC;M)</td>
<td align="center" valign="middle">0.4</td>
<td align="center" valign="middle">0.2</td>
</tr>
<tr>
<td align="left" valign="middle">BRSV probe</td>
<td align="center" valign="middle">0.8</td>
<td align="center" valign="middle">0.4</td>
</tr>
<tr>
<td align="left" valign="middle">BVDV probe</td>
<td align="center" valign="middle">0.4</td>
<td align="center" valign="middle">0.2</td>
</tr>
<tr>
<td align="left" valign="middle">ROX (50&#x00D7;)</td>
<td align="center" valign="middle">0.4</td>
<td/>
</tr>
<tr>
<td align="left" valign="middle">Ex Taq HS (5&#x2009;U/&#x03BC;L)</td>
<td align="center" valign="middle">0.4</td>
<td/>
</tr>
<tr>
<td align="left" valign="middle">PrimeScript RT Enzyme Mix II</td>
<td align="center" valign="middle">0.4</td>
<td/>
</tr>
<tr>
<td align="left" valign="middle">Nucleic acid template</td>
<td align="center" valign="middle">2</td>
<td/>
</tr>
<tr>
<td align="left" valign="middle">RNase free water</td>
<td align="center" valign="middle">Up to 20</td>
<td/>
</tr>
</tbody>
</table>
</table-wrap>
<p>The judgement criteria are as follows: the test is valid only when both the negative and positive controls work. If the sample has no fluorescence amplification curve, it is considered negative; if the sample has a Ct value less than 35 with a fluorescence amplification curve, it is considered positive; if the sample has a Ct value between 35 and 40 with a fluorescence amplification curve, it is considered suspect and needs to be re-extracted and re-tested for confirmation. If the Ct value is again between 35 and 40 with an amplification curve, the sample is considered positive.</p>
</sec>
<sec id="sec16">
<label>3.2</label>
<title>Sensitivity and standard curves of the duplex real-time RT-PCR assay</title>
<p>To assess the sensitivity of the assay, 10-fold serial dilutions of 1:1 mixture of standard plasmids containing BRSV and BVDV targets (ranging from 6.83&#x2009;&#x00D7;&#x2009;10<sup>8</sup> to 6.83&#x2009;&#x00D7;&#x2009;10<sup>0</sup> copies/&#x03BC;L and from 5.24&#x2009;&#x00D7;&#x2009;10<sup>8</sup> to 5.24&#x2009;&#x00D7;&#x2009;10<sup>0</sup> copies/&#x03BC;L for BRSV and BVDV, respectively) were carefully tested in triplicate. The standard curves for both singleplex and duplex assays was generated by plotting the Ct values against logarithm of the template quantities (<xref ref-type="fig" rid="fig1">Figure 1</xref>). PCR amplification efficiencies were all between 90 and 100.30% (90.02, 93.17% for BRSV singleplex and duplex assays, respectively, 94.71, 100.30% for BVDV singleplex and duplex assays, respectively). At the same time, correlation coefficients (<italic>R</italic><sup>2</sup>) were all above 0.999 (1, 0.9992 for BRSV singleplex and duplex assays, respectively, 0.9996, 0.9993 for BVDV singleplex and duplex assays, respectively). These data indicate no inhibition of PCR sensitivity in the multiplex assay compared to the singleplex assays. The limit of detection for both BRSV and BVDV targets was less than 10 copies (<xref ref-type="table" rid="tab3">Table 3</xref>).</p>
<fig position="float" id="fig1">
<label>Figure 1</label>
<caption>
<p>Amplification curves and standard curves of the duplex RT-PCR assay. The amplification curves for BRSV <bold>(A)</bold> and BVDV <bold>(B)</bold> were generated using recombinant standard plasmids pUC57-BRSV-F and pUC57-BVDV-5&#x2032; UTR, respectively. The standard curves <bold>(C,D)</bold> were generated from the amplification curves. In <bold>(A,B)</bold>, the plasmid concentrations for curves 1 to 6 ranged from 6.83&#x2009;&#x00D7;&#x2009;10<sup>8</sup> to 6.83&#x2009;&#x00D7;&#x2009;10<sup>3</sup> copies/&#x03BC;L and from 5.24&#x2009;&#x00D7;&#x2009;10<sup>8</sup> to 5.24&#x2009;&#x00D7;&#x2009;10<sup>3</sup> copies/&#x03BC;L for BRSV and BVDV, respectively. Curve 7 represents the negative control.</p>
</caption>
<graphic xlink:href="fvets-11-1473408-g001.tif"/>
</fig>
<table-wrap position="float" id="tab3">
<label>Table 3</label>
<caption>
<p>Parameters of the standard curves.</p>
</caption>
<table frame="hsides" rules="groups">
<thead>
<tr>
<th align="left" valign="top" rowspan="2">Virus</th>
<th align="center" valign="top" colspan="2">Amplification efficiency (%)</th>
<th align="center" valign="top" colspan="2"><italic>R</italic><sup>2</sup></th>
<th align="center" valign="top" colspan="2">Limit of detection (LOD) (copies)</th>
</tr>
<tr>
<th align="center" valign="top">Singleplex</th>
<th align="center" valign="top">Duplex</th>
<th align="center" valign="top">Singleplex</th>
<th align="center" valign="top">Duplex</th>
<th align="center" valign="top">Singleplex</th>
<th align="center" valign="top">Duplex</th>
</tr>
</thead>
<tbody>
<tr>
<td align="left" valign="middle">BRSV</td>
<td align="char" valign="middle" char=".">90.02%</td>
<td align="char" valign="middle" char=".">93.17%</td>
<td align="center" valign="middle">1</td>
<td align="char" valign="middle" char=".">0.9992</td>
<td align="char" valign="middle" char=".">6.83</td>
<td align="char" valign="middle" char=".">6.83</td>
</tr>
<tr>
<td align="left" valign="middle">BVDV</td>
<td align="char" valign="middle" char=".">94.71%</td>
<td align="char" valign="middle" char=".">100.30%</td>
<td align="center" valign="middle">0.9996</td>
<td align="char" valign="middle" char=".">0.9993</td>
<td align="char" valign="middle" char=".">5.24</td>
<td align="char" valign="middle" char=".">5.24</td>
</tr>
</tbody>
</table>
</table-wrap>
</sec>
<sec id="sec17">
<label>3.3</label>
<title>Specificity of the duplex real-time RT-PCR assay</title>
<p>The specificity of the primers and probes was first assessed by <italic>in silico</italic> analysis using the NCBI primer-BLAST function, which determined a unique target for each set of the assay. Subsequently, the assay specificity was evaluated using specific viral targets (standard plasmids containing BRSV or BVDV, and nucleic acid of a BVDV viral strain) and non-target viral pathogens (nucleic acids of multiple bovine viral strains, including BCoV, BPIV3, BoRV and BoAstV). The assay specifically detected BRSV and BVDV while no positive signals were generated from any of the other non-target pathogens, indicating good specificity of the assay (<xref ref-type="fig" rid="fig2">Figure 2</xref>).</p>
<fig position="float" id="fig2">
<label>Figure 2</label>
<caption>
<p>Specificity test of the duplex RT-PCR assay. In the displayed amplification plot, the <italic>x</italic>-axis represents the cycle number, while the <italic>y</italic>-axis represents the &#x0394;Rn value. Details of the amplification curves are as follows: 1, BRSV standard plasmid; 2, BVDV standard plasmid; 3, BVDV viral nucleic acid; 4&#x2013;7, viral nucleic acids of BCoV, BPIV3, BoRV, and BoAstV; 8, negative control.</p>
</caption>
<graphic xlink:href="fvets-11-1473408-g002.tif"/>
</fig>
</sec>
<sec id="sec18">
<label>3.4</label>
<title>Repeatability and reproducibility of the duplex real-time RT-PCR assay</title>
<p>The intra-assay and inter-assay variations of Ct values were carefully determined. The analysis revealed that the coefficients of variation (CV) for both BRSV and BVDV are below 0.02% (<xref ref-type="table" rid="tab4">Table 4</xref>), which suggests that the developed duplex real-time RT-PCR assay has high repeatability and stability.</p>
<table-wrap position="float" id="tab4">
<label>Table 4</label>
<caption>
<p>Repeatability and reproducibility of the duplex RT-PCR assay.</p>
</caption>
<table frame="hsides" rules="groups">
<thead>
<tr>
<th align="left" valign="top" rowspan="2">Virus standards</th>
<th align="center" valign="top" rowspan="2">Concentration (copies/&#x03BC;L)</th>
<th align="center" valign="top" colspan="3">Intra-assay</th>
<th align="center" valign="top" colspan="3">Inter-assay</th>
</tr>
<tr>
<th align="center" valign="top">Ct (mean)</th>
<th align="center" valign="top">SD</th>
<th align="center" valign="top">CV (%)</th>
<th align="center" valign="top">Ct (mean)</th>
<th align="center" valign="top">SD</th>
<th align="center" valign="top">CV (%)</th>
</tr>
</thead>
<tbody>
<tr>
<td align="left" valign="middle" rowspan="3">BRSV</td>
<td align="char" valign="middle" char="&#x00D7;">1.11 &#x00D7; 10<sup>6</sup></td>
<td align="char" valign="middle" char=".">23.72</td>
<td align="char" valign="middle" char=".">0.13</td>
<td align="char" valign="middle" char=".">0.01</td>
<td align="char" valign="middle" char=".">24.00</td>
<td align="char" valign="middle" char=".">0.31</td>
<td align="char" valign="middle" char=".">0.01</td>
</tr>
<tr>
<td align="char" valign="middle" char="&#x00D7;">1.11 &#x00D7; 10<sup>5</sup></td>
<td align="char" valign="middle" char=".">27.12</td>
<td align="char" valign="middle" char=".">0.01</td>
<td align="char" valign="middle" char=".">0.00</td>
<td align="char" valign="middle" char=".">27.41</td>
<td align="char" valign="middle" char=".">0.32</td>
<td align="char" valign="middle" char=".">0.01</td>
</tr>
<tr>
<td align="char" valign="middle" char="&#x00D7;">1.11 &#x00D7; 10<sup>4</sup></td>
<td align="char" valign="middle" char=".">30.61</td>
<td align="char" valign="middle" char=".">0.05</td>
<td align="char" valign="middle" char=".">0.00</td>
<td align="char" valign="middle" char=".">31.15</td>
<td align="char" valign="middle" char=".">0.53</td>
<td align="char" valign="middle" char=".">0.02</td>
</tr>
<tr>
<td align="left" valign="middle" rowspan="3">BVDV</td>
<td align="char" valign="middle" char="&#x00D7;">1.11 &#x00D7; 10<sup>6</sup></td>
<td align="char" valign="middle" char=".">18.29</td>
<td align="char" valign="middle" char=".">0.02</td>
<td align="char" valign="middle" char=".">0.00</td>
<td align="char" valign="middle" char=".">18.20</td>
<td align="char" valign="middle" char=".">0.29</td>
<td align="char" valign="middle" char=".">0.02</td>
</tr>
<tr>
<td align="char" valign="middle" char="&#x00D7;">1.11 &#x00D7; 10<sup>5</sup></td>
<td align="char" valign="middle" char=".">21.79</td>
<td align="char" valign="middle" char=".">0.03</td>
<td align="char" valign="middle" char=".">0.00</td>
<td align="char" valign="middle" char=".">21.62</td>
<td align="char" valign="middle" char=".">0.30</td>
<td align="char" valign="middle" char=".">0.01</td>
</tr>
<tr>
<td align="char" valign="middle" char="&#x00D7;">1.11 &#x00D7; 10<sup>4</sup></td>
<td align="char" valign="middle" char=".">25.35</td>
<td align="char" valign="middle" char=".">0.06</td>
<td align="char" valign="middle" char=".">0.00</td>
<td align="char" valign="middle" char=".">25.10</td>
<td align="char" valign="middle" char=".">0.36</td>
<td align="char" valign="middle" char=".">0.01</td>
</tr>
</tbody>
</table>
</table-wrap>
</sec>
<sec id="sec19">
<label>3.5</label>
<title>Application and detection of the duplex real-time RT-PCR assay</title>
<p>A total of 73 clinical samples were tested with the duplex real-time RT-PCR assay. The positive rates for BRSV and BVDV were 5.48% (4/73) and 8.22% (6/73), respectively. No co-infections were detected. To confirm the data, all clinical samples were also tested with the singleplex real-time RT-PCR assay. The results showed a 100% match.</p>
</sec>
</sec>
<sec sec-type="discussion" id="sec20">
<label>4</label>
<title>Discussion</title>
<p>BRDC is a significant and costly issue in the global cattle industry, due to its complex etiology and the involvement of multiple pathogens (<xref ref-type="bibr" rid="ref12">12</xref>, <xref ref-type="bibr" rid="ref13">13</xref>). Among these, BRSV and BVDV are frequently identified in co-infection, which can lead to increased morbidity and mortality rates (<xref ref-type="bibr" rid="ref7 ref8 ref9 ref10">7&#x2013;10</xref>).</p>
<p>BRSV, an enveloped, single-stranded, negative-sense RNA virus, is known for its high morbidity, particularly when combined with other viral or bacterial infections (<xref ref-type="bibr" rid="ref14">14</xref>). A recent study in China reported a 18.65% positivity rate for BRSV across 23 farms in 11 provinces (<xref ref-type="bibr" rid="ref9">9</xref>), while another study in Sichuan Province found an even higher average positive rate of 64.57% among yaks (<xref ref-type="bibr" rid="ref15">15</xref>). BVDV, on the other hand, is an enveloped, single-stranded, positive-sense RNA virus that can be transmitted both vertically and horizontally (<xref ref-type="bibr" rid="ref16">16</xref>). It has been shown to have a high seroprevalence in East China, with a 77.8% positive rate for BVDV antibodies in bulk tank milk samples, and a lower, but still concerning, 1.86% antigen-positive rate in individual cows. In our study, we observed a positive rate of 8.22% for BRSV and 5.48% for BVDV, without any cases of mixed infection (<xref ref-type="bibr" rid="ref17">17</xref>).</p>
<p>The multifactorial nature of BRDC makes its management challenging, underscoring the need for rapid and accurate diagnostic tools. Conventional methods, such as serological tests and single-target PCR, have limitations, including cross-reactivity, low sensitivity, and the inability to detect multiple pathogens simultaneously. The development of a duplex TaqMan-based fluorescence quantitative RT-PCR assay for the simultaneous detection of BRSV and BVDV addresses some of these shortcomings. This method offers several advantages over traditional approaches, including: (1) high specificity and sensitivity: the use of specific primers and probes allows for the precise identification of target viruses, reducing the likelihood of false positives or negatives; (2) reproducibility and repeatability: standardized conditions ensure consistent results, which is critical for both routine diagnostics and epidemiological studies; (3) economic and systematic convenience: by detecting two viruses in a single reaction, this assay reduces the cost and time associated with running separate tests, making it more practical for large-scale screening; (4) multiplexing capability: the ability to test for multiple targets simultaneously increases the efficiency of surveillance and monitoring efforts, especially in areas where co-infections are common.</p>
<p>However, the design and validation of such a multiplex assay are not without challenges. One of the key difficulties lies in optimizing the amplification conditions to achieve balanced and efficient detection of all targets. This involves carefully selecting primers and probes that do not cross-react and have similar annealing temperatures, as well as ensuring that the PCR conditions are optimized for all targets. Additionally, the presence of multiple targets in a single reaction can sometimes lead to competition for reagents, which can affect the sensitivity and specificity of the assay. Another significant challenge is ensuring that the assay maintains its performance characteristics across different laboratories and sample types. This requires rigorous standardization and validation processes. Standardization involves developing detailed protocols and guidelines that can be consistently followed by different laboratories. Validation, on the other hand, includes extensive testing to confirm the assay&#x2019;s accuracy, precision, sensitivity, and specificity. This often involves the use of well-characterized reference materials and the inclusion of positive and negative controls to monitor the performance of the assay over time.</p>
<p>In a summary, a duplex TaqMan-based fluorescence quantitative RT-PCR assay for the simultaneous detection of two bovine respiratory viruses, BRSV and BVDV, was well established. Its high specificity, sensitivity, and reproducibility, coupled with the economic and systematic benefits, make it a valuable tool for both clinical diagnostics and epidemiological investigations. By overcoming the limitations of conventional assays, this method provides a robust platform for the improved management and control of BRDC.</p>
</sec>
</body>
<back>
<sec sec-type="data-availability" id="sec21">
<title>Data availability statement</title>
<p>The raw data supporting the conclusions of this article will be made available by the authors, without undue reservation.</p>
</sec>
<sec sec-type="author-contributions" id="sec22">
<title>Author contributions</title>
<p>FH: Conceptualization, Data curation, Formal analysis, Funding acquisition, Writing &#x2013; original draft. JF: Data curation, Formal analysis, Funding acquisition, Visualization, Writing &#x2013; original draft. JC: Data curation, Formal analysis, Visualization, Writing &#x2013; original draft. DZ: Writing &#x2013; review &#x0026; editing. BC: Writing &#x2013; review &#x0026; editing. YL: Writing &#x2013; review &#x0026; editing. CL: Conceptualization, Funding acquisition, Investigation, Project administration, Resources, Writing &#x2013; review &#x0026; editing.</p>
</sec>
<sec sec-type="funding-information" id="sec23">
<title>Funding</title>
<p>The author(s) declare that financial support was received for the research, authorship, and/or publication of this article. This work was supported by Jiangsu Agri-Animal Husbandry Vocational College Key Technology Innovation Funding Project for Industrial Development (NSF2022ZR03), Nanjing Science and Technology Innovation Funding Project for Overseas Researchers (025083501230360), Shandong Provincial Natural Science Foundation, China (ZR2020MC019 and ZR2021LZY030), National Undergraduate Training Program for Innovation and Entrepreneurship (X202410452564), Jiangsu Academy of Agricultural Sciences Basic Scientific Research Special Project (ZX(24)2012) and Jiangsu Independent Innovation Project (CX(24)3002).</p>
</sec>
<sec sec-type="COI-statement" id="sec24">
<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="sec25">
<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>
<fn-group>
<fn id="fn0001"><p><sup>1</sup><ext-link xlink:href="https://www.ncbi.nlm.nih.gov/tools/primer-blast/" ext-link-type="uri">https://www.ncbi.nlm.nih.gov/tools/primer-blast/</ext-link></p></fn>
<fn id="fn0002"><p><sup>2</sup><ext-link xlink:href="https://www.technologynetworks.com/tn/tools/copynumbercalculator" ext-link-type="uri">https://www.technologynetworks.com/tn/tools/copynumbercalculator</ext-link></p></fn>
</fn-group>
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