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<front>
<journal-meta>
<journal-id journal-id-type="publisher-id">Front. Cell. Infect. Microbiol.</journal-id>
<journal-title>Frontiers in Cellular and Infection Microbiology</journal-title>
<abbrev-journal-title abbrev-type="pubmed">Front. Cell. Infect. Microbiol.</abbrev-journal-title>
<issn pub-type="epub">2235-2988</issn>
<publisher>
<publisher-name>Frontiers Media S.A.</publisher-name>
</publisher>
</journal-meta>
<article-meta>
<article-id pub-id-type="doi">10.3389/fcimb.2023.1222778</article-id>
<article-categories>
<subj-group subj-group-type="heading">
<subject>Cellular and Infection Microbiology</subject>
<subj-group>
<subject>Original Research</subject>
</subj-group>
</subj-group>
</article-categories>
<title-group>
<article-title>A new double-antigen sandwich test based on the light-initiated chemiluminescent assay for detecting anti-hepatitis C virus antibodies with high sensitivity and specificity</article-title>
</title-group>
<contrib-group>
<contrib contrib-type="author">
<name>
<surname>Li</surname>
<given-names>Haicong</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/2312767"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Yang</surname>
<given-names>Shuo</given-names>
</name>
<xref ref-type="aff" rid="aff2">
<sup>2</sup>
</xref>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Cao</surname>
<given-names>Dan</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Wang</surname>
<given-names>Qianying</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Zhang</surname>
<given-names>Siyu</given-names>
</name>
<xref ref-type="aff" rid="aff2">
<sup>2</sup>
</xref>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Zhou</surname>
<given-names>Yi</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Liu</surname>
<given-names>Di</given-names>
</name>
<xref ref-type="aff" rid="aff2">
<sup>2</sup>
</xref>
</contrib>
<contrib contrib-type="author" corresp="yes">
<name>
<surname>Yang</surname>
<given-names>Ruifeng</given-names>
</name>
<xref ref-type="aff" rid="aff3">
<sup>3</sup>
</xref>
<xref ref-type="author-notes" rid="fn001">
<sup>*</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/1266423"/>
</contrib>
<contrib contrib-type="author" corresp="yes">
<name>
<surname>Cui</surname>
<given-names>Liyan</given-names>
</name>
<xref ref-type="aff" rid="aff2">
<sup>2</sup>
</xref>
<xref ref-type="author-notes" rid="fn001">
<sup>*</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/1785551"/>
</contrib>
<contrib contrib-type="author" corresp="yes">
<name>
<surname>Zhu</surname>
<given-names>Zhaoqin</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<xref ref-type="author-notes" rid="fn001">
<sup>*</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/479761"/>
</contrib>
</contrib-group>
<aff id="aff1">
<sup>1</sup>
<institution>Department of Laboratory Medicine, Shanghai Public Health Clinical Center</institution>, <addr-line>Shanghai</addr-line>, <country>China</country>
</aff>
<aff id="aff2">
<sup>2</sup>
<institution>Department of Laboratory Medicine, Peking University Third Hospital</institution>, <addr-line>Beijing</addr-line>, <country>China</country>
</aff>
<aff id="aff3">
<sup>3</sup>
<institution>Peking University People&#x2019;s Hospital, Peking University Hepatology Institute</institution>, <addr-line>Beijing</addr-line>, <country>China</country>
</aff>
<author-notes>
<fn fn-type="edited-by">
<p>Edited by: Maria-Cristina Navas, Universidad de Antioquia, Colombia</p>
</fn>
<fn fn-type="edited-by">
<p>Reviewed by: Jean-Pierre Allain, University of Cambridge, United Kingdom; Guo-Ming Zhang, Shuyang People&#x2019;s Hospital, China</p>
</fn>
<fn fn-type="corresp" id="fn001">
<p>*Correspondence: Zhaoqin Zhu, <email xlink:href="mailto:zhaoqinzhu@163.com">zhaoqinzhu@163.com</email>; Liyan Cui, <email xlink:href="mailto:cliyan@163.com">cliyan@163.com</email>; Ruifeng Yang, <email xlink:href="mailto:yangruifeng@pkuph.edu.cn">yangruifeng@pkuph.edu.cn</email>
</p>
</fn>
</author-notes>
<pub-date pub-type="epub">
<day>24</day>
<month>11</month>
<year>2023</year>
</pub-date>
<pub-date pub-type="collection">
<year>2023</year>
</pub-date>
<volume>13</volume>
<elocation-id>1222778</elocation-id>
<history>
<date date-type="received">
<day>16</day>
<month>05</month>
<year>2023</year>
</date>
<date date-type="accepted">
<day>20</day>
<month>10</month>
<year>2023</year>
</date>
</history>
<permissions>
<copyright-statement>Copyright &#xa9; 2023 Li, Yang, Cao, Wang, Zhang, Zhou, Liu, Yang, Cui and Zhu</copyright-statement>
<copyright-year>2023</copyright-year>
<copyright-holder>Li, Yang, Cao, Wang, Zhang, Zhou, Liu, Yang, Cui and Zhu</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>
<sec>
<title>Objectives</title>
<p>The aim of this study was to evaluate the performance of a new double-antigen sandwich test that is based on the light-initiated chemiluminescent assay (LiCA<sup>&#xae;</sup>) for detecting anti-hepatitis C virus antibodies (anti-HCV) in comparison to Architect<sup>&#xae;</sup>.</p>
</sec>
<sec>
<title>Methods</title>
<p>Analytical characteristics and diagnostic performance were tested using seroconversion panels and large pools of clinical samples. Positive results were validated by the strip immunoblot assay (RIBA) and HCV RNA.</p>
</sec>
<sec>
<title>Results</title>
<p>Repeatability and within-lab imprecision of LiCA<sup>&#xae;</sup> anti-HCV were 1.31%&#x2013;3.27%. The C<sub>5</sub>&#x2013;C<sub>95</sub> interval was &#x2212;5.44%&#x2013;5.03% away from C<sub>50</sub>. LiCA<sup>&#xae;</sup> detected seroconversion in an average of 28.9 days and showed a mean of 3.7 (<italic>p</italic> = 0.0056) days earlier than Architect<sup>&#xae;</sup>. In a pool of 239 samples with known HCV genotypes 1 to 6, both assays correctly detected all subjects. In 16,305 clinical patient sera, LiCA<sup>&#xae;</sup> detected 4 false-negative (0.25&#x2030;) and 14 false-positive (0.86&#x2030;) anti-HCV cases, while Architect<sup>&#xae;</sup> recorded 6 false-negative (0.37&#x2030;) and 138 false-positive (8.46&#x2030;) subjects, respectively. Compared to Architect<sup>&#xae;</sup>, LiCA<sup>&#xae;</sup> presented a significantly better performance in specificity (99.91% vs. 99.14%, <italic>n</italic> = 16,018, <italic>p</italic> &lt; 0.0001), positive predictive value (95.29% vs. 67.06%, <italic>n</italic> = 419, <italic>p</italic> &lt; 0.0001), and overall accuracy (99.89% vs. 99.12%, <italic>n</italic> = 16,305, <italic>p</italic> &lt; 0.0001), while no significant difference in sensitivity (98.61% vs. 97.91%, <italic>n</italic> = 287, <italic>p</italic> = 0.5217) and negative predictive value (99.98% vs. 99.96%, <italic>n</italic> = 15,886, <italic>p</italic> = 0.3021) was seen. An S/Co value of 3.28 was predicted to be the threshold with a positivity &#x2265;95% for the LiCA<sup>&#xae;</sup> anti-HCV assay.</p>
</sec>
<sec>
<title>Conclusion</title>
<p>LiCA<sup>&#xae;</sup> anti-HCV is a precise and fully automatic chemiluminescent assay with superior sensitivity and specificity. The assay can be used as a valuable tool to supplement the diagnosis of HCV infection.</p>
</sec>
</abstract>
<kwd-group>
<kwd>hepatitis C virus</kwd>
<kwd>LiCA<sup>&#xae;</sup> anti-HCV</kwd>
<kwd>Architect<sup>&#xae;</sup> anti-HCV</kwd>
<kwd>double-antigen sandwich</kwd>
<kwd>performance evaluation</kwd>
</kwd-group>
<contract-sponsor id="cn001">National Natural Science Foundation of China<named-content content-type="fundref-id">10.13039/501100001809</named-content>
</contract-sponsor>
<counts>
<fig-count count="4"/>
<table-count count="4"/>
<equation-count count="0"/>
<ref-count count="35"/>
<page-count count="10"/>
<word-count count="5616"/>
</counts>
<custom-meta-wrap>
<custom-meta>
<meta-name>section-in-acceptance</meta-name>
<meta-value>Clinical Microbiology</meta-value>
</custom-meta>
</custom-meta-wrap>
</article-meta>
</front>
<body>
<sec id="s1" sec-type="intro">
<label>1</label>
<title>Introduction</title>
<p>Hepatitis C virus (HCV) causes a heavy burden of liver disease globally. It is estimated that approximately 71 million people have chronic HCV infection and 20% of them might eventually develop into end-stage chronic liver diseases such as liver cirrhosis and hepatocellular carcinoma (<xref ref-type="bibr" rid="B30">World Health Organization, 2017a</xref>). Over the last 10 years, HCV-related liver cirrhosis and cancer have increased by 15.5% and 24.8%, respectively (<xref ref-type="bibr" rid="B9">Collaborators GBDCoD, 2017</xref>). Although advances in direct-acting antiviral (DAA) therapy regimens enable a high rate (&gt;90%) of cure (<xref ref-type="bibr" rid="B13">Falade-Nwulia et&#xa0;al., 2017</xref>; <xref ref-type="bibr" rid="B10">Cooper, 2018</xref>), the high burden of undiagnosed infections remains a grand challenge to achieve the goals of the World Health Organization (WHO)&#x2014;reducing 80% of new HCV infections and 65% of mortality by 2030 (<xref ref-type="bibr" rid="B11">Easterbrook and Group WHOGD, 2016</xref>; <xref ref-type="bibr" rid="B29">World Health Organization, 2016</xref>). To reach these objectives, at least 90% of infected individuals should be exactly identified and offered timely treatment (<xref ref-type="bibr" rid="B28">Wiktor, 2019</xref>).</p>
<p>HCV infection is generally asymptomatic and imperceptible. Laboratory testing plays an essential role for the diagnosis. As recommended by WHO and US Centers for Disease Control and Prevention (CDC), the HCV-antibody (anti-HCV) assay is the initial screening test and the polymerase chain reaction (PCR) test of HCV-RNA is used for confirmation of viremia in reflexing to a reactive anti-HCV test (<xref ref-type="bibr" rid="B2">Centers for Disease Control and Prevention, 2013</xref>; <xref ref-type="bibr" rid="B31">World Health Organization, 2017b</xref>). Sometimes, a reactive signal does not represent true-positive detection of the antibody due to an unfaithful result of the anti-HCV serological test (<xref ref-type="bibr" rid="B1">Alter et&#xa0;al., 2003</xref>). Thereby, the strip immunoblot assay (RIBA) is performed on screening-reactive tests as a supplemental assay with high specificity to confirm the serological antibody status (<xref ref-type="bibr" rid="B1">Alter et&#xa0;al., 2003</xref>). Positive results of both antibody and RNA tests indicate an active HCV infection while the antibody-only positive suggests a previously resolved infection (<xref ref-type="bibr" rid="B14">Ghany et&#xa0;al., 2020</xref>).</p>
<p>The screening test of anti-HCV is the initial step for the diagnosis of HCV infection. A reliable, highly sensitive and specific, easy-to-use, and affordable kit provides a foundation for access to the WHO targets by 2030, especially in developing countries (<xref ref-type="bibr" rid="B11">Easterbrook and Group WHOGD, 2016</xref>). This study is aimed to introduce a new double-antigen sandwich anti-HCV test that is based on the fully automatic homogeneous light-initiated chemiluminescent assay (LiCA<sup>&#xae;</sup>), and extensively validate its analytical and clinical performance in comparison to the Architect<sup>&#xae;</sup> anti-HCV assay.</p>
</sec>
<sec id="s2" sec-type="materials|methods">
<label>2</label>
<title>Materials and methods</title>
<sec id="s2_1">
<label>2.1</label>
<title>Study design</title>
<p>We conducted this study to evaluate the analytical and clinical performance of LiCA<sup>&#xae;</sup> anti-HCV across three clinical laboratory centers in Shanghai and Beijing, China. Comprehensive assay specifications including analytical characteristics and diagnostic performance were validated as described in <xref ref-type="fig" rid="f1">
<bold>Figure&#xa0;1</bold>
</xref>. All samples were de-identified, separated into vials according to assay frequency and stored at &#x2212;80&#xb0;C before testing unless otherwise noted. Tests were performed with samples in freezing once only.</p>
<fig id="f1" position="float">
<label>Figure&#xa0;1</label>
<caption>
<p>Multicenter performance evaluation of LiCA&#xae; anti-HCV. The multicenter evaluation study was conducted across three sites in Beijing and Shanghai, China. The experimental samples for each section were equally assigned to three sites.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fcimb-13-1222778-g001.tif"/>
</fig>
</sec>
<sec id="s2_2">
<label>2.2</label>
<title>Serological anti-HCV assays</title>
<p>A total of 16,305 unselected clinical patient sera were enrolled for anti-HCV screening tests in parallel on the LiCA<sup>&#xae;</sup> 500 system (Chemclin Diagnostics, Beijing, China) and the Architect<sup>&#xae;</sup> i2000SR system (Abbott Laboratories, IL, USA). LiCA<sup>&#xae;</sup> anti-HCV is a third-generation immunoassay and based on the random-access and fully automatic LiCA<sup>&#xae;</sup> system (<xref ref-type="bibr" rid="B26">Wang et&#xa0;al., 2022</xref>). The assay uses two nano-scale beads (streptavidin-coated sensitizer beads and recombinant viral antigen-coated emission beads) and biotin-labeled antigens to bridge a one-step double-antigen sandwich reaction with the biotin-streptavidin amplification format. The antigens contain targeting epitopes from core, NS3, and NS4 domains of the viral protein. After incubation, the immunocomplex can be formed if anti-HCV exists in the sample. The sensitizer and emission beads are linked through the antibody&#x2013;antigen binding chain, resulting in a short distance (&lt;200 nm) between these two beads. Therefore, the singlet oxygens that are generated from the sensitizer beads can diffuse into the emission beads and initiate a chemiluminescence. When the sample does not contain anti-HCV, there is no binding reaction. A larger distance (&gt;200 nm) between the sensitizer and emission beads blocks the singlet oxygen shifting; thus, no chemiluminescence occurs. With the unique methodology, a LiCA<sup>&#xae;</sup> assay does not need any washing step to separate the immunocomplex from the free components, which may produce interfering signals if not washed out completely during a traditional immunoassay rather than LiCA<sup>&#xae;</sup>. Architect<sup>&#xae;</sup> anti-HCV is a two-step indirect immunoassay based on chemiluminescent microparticle technology. The particles contain antigens representing the regions of core, NS3, and NS4. Unlike the LiCA<sup>&#xae;</sup> method, the Architect<sup>&#xae;</sup> assay requires two steps of washing to elute the free components out of the reaction cuvette. Measurement with a ratio of S/Co &#x2265;1.0 is regarded to be reactive and a negative result is considered as S/Co &lt;1.0 for both assays.</p>
<p>Subjects with reactive S/Co ratios on any one assay were repeated in duplicate and identified by reflexing with the RIBA 3.0 assay (Mikrogen Diagnostics, Neuried, Germany). The RIBA results were classified as positive, negative, and indeterminate. The RIBA-indeterminate was further investigated using the real-time PCR test (Roche Diagnostics, Mannheim, Germany), which has the limit of detection (LoD) &#x2264;15 IU/mL for HCV RNA. The RIBA-indeterminate but RNA-positive was considered to be true-positive while the RIBA-indeterminate and RNA-negative was further validated with the Roche Cobas<sup>&#xae;</sup> anti-HCV assay. Cobas<sup>&#xae;</sup> anti-HCV is a one-step double-antigen sandwich immunoassay that is based on the electrochemiluminescence method. The result is classified to be reactive as S/Co &#x2265;1.0, non-reactive as S/Co &lt;0.9, or borderline as S/Co within 0.9&#x2013;1.0. The testing sequence is shown in <xref ref-type="fig" rid="f2">
<bold>Figure&#xa0;2</bold>
</xref>.</p>
<fig id="f2" position="float">
<label>Figure&#xa0;2</label>
<caption>
<p>Testing algorithm for the anti-HCV assay.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fcimb-13-1222778-g002.tif"/>
</fig>
</sec>
<sec id="s2_3">
<label>2.3</label>
<title>General analytical characteristics</title>
<p>Precision analysis in S/Co ratios was performed using patient sera and controls following the EP15-A3 protocol of the Clinical and Laboratory Standards Institute (CLSI) (<xref ref-type="bibr" rid="B6">CLSI, 2014</xref>). A maximum of 15% in coefficient of variation (CV) was acceptable. The C<sub>50</sub> test was guided by EP12-A2 using a serial of pooled sera away from both sides of the C<sub>50</sub> target (<xref ref-type="bibr" rid="B5">CLSI, 2008</xref>). Acceptance was considered as the C<sub>5</sub>&#x2013;C<sub>95</sub> interval was within C<sub>50</sub> &#xb1; 15%.</p>
<p>Assay on-board stability was evaluated using patient sera and controls refer to EP25-Ed2 (<xref ref-type="bibr" rid="B8">CLSI, 2023</xref>). Measurements were consecutively conducted over 20 days. Reloading a new reagent package and re-calibration were not allowed during study of this section. A difference of each point from the mean value of less than 3 times the standard deviation (SD) and 15% was considered to be acceptable.</p>
<p>Variability in lot-to-lot reagents and between-instruments was assessed refer to EP09c (<xref ref-type="bibr" rid="B7">CLSI, 2018</xref>) using 479 residual sera that were collected from randomly selected patients with a broad range of S/Co ratios. Comparative data were recorded in parallel. A satisfactory agreement was considered as correlation coefficient <italic>R</italic> &gt; 0.975, slope within 0.85&#x2013;1.15, intercept close to zero, and bias &lt;15%.</p>
<p>To evaluate plasma equivalency to serum, we prepared 25 groups of anti-HCV-negative samples with 10 different types of matrix in serum and 9 commonly used plasma such as ethylenediaminetetraacetic acid (EDTA), heparin, and citrate. Each group was collected from the same individual free of HCV. Positive samples were prepared with the negative ones by spiking a high-positive anti-HCV specimen at 20:1 volume ratio. S/Co values were recorded for each group at the same time. A satisfactory equivalency was considered as percent difference was &lt;15% in positive samples or S/Co difference &lt;0.15 in negative ones.</p>
</sec>
<sec id="s2_4">
<label>2.4</label>
<title>Detection of genotypes and seroconversion panels</title>
<p>We used 239 banked samples in different sources of plasma and serum, which has been identified with HCV genotypes by Roche real-time PCR in our labs, and 29 commercially available seroconversion panels in the matrix of sodium citrate for this study. Panels PHV913&#x2013;926 were from SeraCare (<italic>n</italic> = 6, Milford, MA, USA), HCV6222&#x2013;10235 were from ZeptoMetrix (<italic>n</italic> = 19, Buffalo, NY, USA), and SCP-HCV-004&#x2013;012 were from BioMex (<italic>n</italic> = 4, Heidelberg, Germany). All samples were measured on LiCA<sup>&#xae;</sup> and Architect<sup>&#xae;</sup> anti-HCV in parallel.</p>
</sec>
<sec id="s2_5">
<label>2.5</label>
<title>Cross-reactivity and interference</title>
<p>We collected 108 samples free of HCV but positive of interfering substances, such as other viral antibodies, human anti-mouse antibody (HAMA), and auto-antibodies, to evaluate cross-reactivity from potential interferents. The specimens included different sources of plasma and serum samples. All samples were measured on LiCA<sup>&#xae;</sup> and Architect<sup>&#xae;</sup> in parallel. A significant cross-reactivity was considered as a reactive S/Co was observed in a negative sample unexpectedly.</p>
<p>To identify possible interferences from hemoglobin, triglycerides, bilirubin, and biotin, we used two patient sera containing anti-HCV of 0.71 and 4.75 S/Co, respectively. Patient samples were diluted with serial concentrations of each interferent. S/Co values were recorded on each dilution. A significant interference was considered as percent recovery change &#x2265;15%.</p>
<p>Complement factors are mainly present in fresh blood samples and disappear rapidly during storage. To rule out the potential influence of complement factors on the assay, 25 fresh HCV-negative sera were spiked with a fresh serum sample in strong-positive to anti-HCV to obtain 5 low- and 20 high-positive fresh pools. All samples were stored at 2&#x2013;8&#xb0;C and replicate tests were performed for each dilution on days 0, 1, 2, 3, and 4.&#xa0;A significant influence was considered as assay difference from the baseline S/Co on day 0 was &#x2265;15%.</p>
</sec>
<sec id="s2_6">
<label>2.6</label>
<title>Statistics</title>
<p>All data were analyzed by the software program MedCalc 20.0.22 (MedCalc Software, Mariakerke, Belgium) and Excel 2019 (Microsoft, WA, USA). Anti-HCV screening tests were classified to be reactive as S/Co &#x2265;1.0 or nonreactive as S/Co &lt;1.0. Positive and negative results were confirmed upon RIBA and HCV RNA assays. A negative&#x2013;positive reverse conversion was regarded to be primarily significant from the qualitative perspective. More valuable information was obtained with quantitative analysis in S/Co ratios. A statistical significance was considered as <italic>p</italic> &lt; 0.05.</p>
</sec>
</sec>
<sec id="s3" sec-type="results">
<label>3</label>
<title>Results</title>
<sec id="s3_1">
<label>3.1</label>
<title>General analytical characteristics</title>
<p>Based on the assay S/Co values, repeatability and within-lab imprecision of LiCA<sup>&#xae;</sup> anti-HCV were determined to be 1.31%&#x2013;3.27% across low and high levels of quality controls (QC) and patient sera (<xref ref-type="supplementary-material" rid="ST1">
<bold>Supplemental Table&#xa0;1</bold>
</xref>). From the perspective of qualitative analysis, the C<sub>5</sub>&#x2013;C<sub>95</sub> interval was identified to be &#x2212;5.44%&#x2013;5.03% away from the C<sub>50</sub> target (<xref ref-type="supplementary-material" rid="SF1">
<bold>Supplementary Figure&#xa0;1</bold>
</xref>). LiCA<sup>&#xae;</sup> anti-HCV presented an excellent analytical precision.</p>
<p>
<xref ref-type="fig" rid="f3">
<bold>Figure&#xa0;3</bold>
</xref> shows daily waves of the assay S/Co on pooled sera and controls over a consecutive 20-day monitoring and demonstrates a good on-board stability. Most measurements were narrowed in a deviation within &#xb1;2 SD from the average. Only few points jumped slightly over the line of &#xb1;2 SD. In low and high S/Co levels of serum samples, total CV was 5.21% and 3.09%, respectively. The assay difference of each point from mean was within &#x2212;11.18%&#x2013;11.40%. In controls, total CV was 5.22% in QC-low and 5.36% in QC-high, respectively. The assay difference of each point from mean was within &#x2212;7.08%&#x2013;11.32%. No negative&#x2013;positive reverse conversion was observed during 4 weeks of assays.</p>
<fig id="f3" position="float">
<label>Figure&#xa0;3</label>
<caption>
<p>Evaluation of on-board stability for the LiCA&#xae; anti-HCV assay following the EP25-Ed2 protocol. Measurements were performed consecutively over 20 days, using low and high signal-to-cutoff (S/Co) ratios of pooled-serum specimens and quality controls (QC), respectively. A reactive S/Co is showing in the symbol (&#x2022;) and a non-reactive S/Co is in the symbol (&#xd7;).</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fcimb-13-1222778-g003.tif"/>
</fig>
<p>A good concordance was validated between different reagent lots and analyzers in serum pools with either full range (0.05&#x2013;380) or low levels (&lt;10) of S/Co ratios (<xref ref-type="supplementary-material" rid="SF2">
<bold>Supplementary Figure&#xa0;2</bold>
</xref>). The Spearman correlation coefficient was determined to be 0.976&#x2013;0.998 and mean bias was 0.33%&#x2013;4.94%. At the reactive cutoff value (S/Co =1. 0), assay difference from lot-to-lot reagents and between-instruments was estimated to be &#x2212;1.32%&#x2013;1.27%.</p>
<p>No significant deviation was observed in nine types of commonly used plasma from serum matrix (<xref ref-type="supplementary-material" rid="ST2">
<bold>Supplemental Table&#xa0;2</bold>
</xref>). In negative samples, assay S/Co values in any kind of plasma were measured to be almost equivalent to those in serum from the same individual. In positive groups, we recorded a minus but acceptable bias (&#x2212;11.26 to &#x2212;3.15%) in plasma from serum. No reverse conversion between negative and positive expectations was observed.</p>
</sec>
<sec id="s3_2">
<label>3.2</label>
<title>Detection of seroconversion panels and HCV genotypes</title>
<p>Early detection of HCV infection was evaluated with commercially available seroconversion panels in sodium citrate (<xref ref-type="table" rid="T1">
<bold>Table&#xa0;1</bold>
</xref>). Of 29 panels studied in total, LiCA<sup>&#xae;</sup> presented 14 in earlier (mean &#x2212;8.8 days, range &#x2212;28 to &#x2212;3 days), 3 in later (mean +5.3 days, range 3&#x2013;11 days), and 12 in equal detection compared to Architect<sup>&#xae;</sup>. Overall, LiCA<sup>&#xae;</sup> detected seroconversion in an average of 28.9 (95% CI: confidence interval, 18.4&#x2013;39.3) days and showed mean 3.7 (6.4&#x2013;1.0) days earlier than Architect<sup>&#xae;</sup>. The Wilcoxon test demonstrated that there was a significant difference in seroconversion detection between two assays (<italic>p</italic> = 0.0056).</p>
<table-wrap id="T1" position="float">
<label>Table&#xa0;1</label>
<caption>
<p>Detection of seroconversion panels in the sample matrix of sodium citrate.</p>
</caption>
<table frame="hsides">
<thead>
<tr>
<th valign="top" rowspan="2" align="left">Seroconversion panel<break/>(<italic>n</italic> = 29)</th>
<th valign="top" colspan="3" align="right">Days since the first reactive bleed</th>
<th valign="top" colspan="3" align="right">Numbers of reactive bleeds/total</th>
</tr>
<tr>
<th valign="top" align="right">LiCA<sup>&#xae;</sup> anti-HCV</th>
<th valign="top" align="right">Architect<sup>&#xae;</sup> anti-HCV</th>
<th valign="top" align="right">LiCA<sup>&#xae;</sup> vs. Architect<sup>&#xae;</sup>
</th>
<th valign="top" align="right">LiCA<sup>&#xae;</sup> anti-HCV</th>
<th valign="top" align="right">Architect<sup>&#xae;</sup> anti-HCV</th>
<th valign="top" align="right">LiCA<sup>&#xae;</sup> vs. Architect<sup>&#xae;</sup>
</th>
</tr>
</thead>
<tbody>
<tr>
<td valign="middle" align="left">PHV913</td>
<td valign="top" align="right">9</td>
<td valign="top" align="right">7</td>
<td valign="top" align="right">2</td>
<td valign="top" align="right">1/4</td>
<td valign="top" align="right">2/4</td>
<td valign="top" align="right">1</td>
</tr>
<tr>
<td valign="middle" align="left">PHV915</td>
<td valign="top" align="right">5</td>
<td valign="top" align="right">12</td>
<td valign="top" align="right">&#x2212;7</td>
<td valign="top" align="right">3/4</td>
<td valign="top" align="right">2/4</td>
<td valign="top" align="right">&#x2212;1</td>
</tr>
<tr>
<td valign="middle" align="left">PHV919</td>
<td valign="top" align="right">0</td>
<td valign="top" align="right">28</td>
<td valign="top" align="right">&#x2212;28</td>
<td valign="top" align="right">7/7</td>
<td valign="top" align="right">3/7</td>
<td valign="top" align="right">&#x2212;4</td>
</tr>
<tr>
<td valign="middle" align="left">PHV920</td>
<td valign="top" align="right">7</td>
<td valign="top" align="right">13</td>
<td valign="top" align="right">&#x2212;6</td>
<td valign="top" align="right">9/10</td>
<td valign="top" align="right">8/10</td>
<td valign="top" align="right">&#x2212;1</td>
</tr>
<tr>
<td valign="middle" align="left">PHV925</td>
<td valign="top" align="right">10</td>
<td valign="top" align="right">27</td>
<td valign="top" align="right">&#x2212;17</td>
<td valign="top" align="right">2/5</td>
<td valign="top" align="right">1/5</td>
<td valign="top" align="right">&#x2212;1</td>
</tr>
<tr>
<td valign="middle" align="left">PHV926</td>
<td valign="top" align="right">0</td>
<td valign="top" align="right">14</td>
<td valign="top" align="right">&#x2212;14</td>
<td valign="top" align="right">5/5</td>
<td valign="top" align="right">1/5</td>
<td valign="top" align="right">&#x2212;4</td>
</tr>
<tr>
<td valign="middle" align="left">HCV6222</td>
<td valign="top" align="right">36</td>
<td valign="top" align="right">40</td>
<td valign="top" align="right">&#x2212;4</td>
<td valign="top" align="right">2/8</td>
<td valign="top" align="right">1/8</td>
<td valign="top" align="right">&#x2212;1</td>
</tr>
<tr>
<td valign="middle" align="left">HCV6224</td>
<td valign="top" align="right">11</td>
<td valign="top" align="right">19</td>
<td valign="top" align="right">&#x2212;8</td>
<td valign="top" align="right">3/6</td>
<td valign="top" align="right">2/6</td>
<td valign="top" align="right">&#x2212;1</td>
</tr>
<tr>
<td valign="middle" align="left">HCV6225</td>
<td valign="top" align="right">73</td>
<td valign="top" align="right">78</td>
<td valign="top" align="right">&#x2212;5</td>
<td valign="top" align="right">3/16</td>
<td valign="top" align="right">2/16</td>
<td valign="top" align="right">&#x2212;1</td>
</tr>
<tr>
<td valign="middle" align="left">HCV6226</td>
<td valign="top" align="right">32</td>
<td valign="top" align="right">37</td>
<td valign="top" align="right">&#x2212;5</td>
<td valign="top" align="right">5/12</td>
<td valign="top" align="right">4/12</td>
<td valign="top" align="right">&#x2212;1</td>
</tr>
<tr>
<td valign="middle" align="left">HCV6227</td>
<td valign="top" align="right">74</td>
<td valign="top" align="right">74</td>
<td valign="top" align="right">0</td>
<td valign="top" align="right">2/7</td>
<td valign="top" align="right">2/7</td>
<td valign="top" align="right">0</td>
</tr>
<tr>
<td valign="middle" align="left">HCV6228</td>
<td valign="top" align="right">28</td>
<td valign="top" align="right">31</td>
<td valign="top" align="right">&#x2212;3</td>
<td valign="top" align="right">4/12</td>
<td valign="top" align="right">3/12</td>
<td valign="top" align="right">&#x2212;1</td>
</tr>
<tr>
<td valign="middle" align="left">HCV6229</td>
<td valign="top" align="right">17</td>
<td valign="top" align="right">17</td>
<td valign="top" align="right">0</td>
<td valign="top" align="right">4/8</td>
<td valign="top" align="right">4/8</td>
<td valign="top" align="right">0</td>
</tr>
<tr>
<td valign="middle" align="left">HCV9041</td>
<td valign="top" align="right">62</td>
<td valign="top" align="right">62</td>
<td valign="top" align="right">0</td>
<td valign="top" align="right">4/8</td>
<td valign="top" align="right">4/8</td>
<td valign="top" align="right">0</td>
</tr>
<tr>
<td valign="middle" align="left">HCV9044</td>
<td valign="top" align="right">21</td>
<td valign="top" align="right">21</td>
<td valign="top" align="right">0</td>
<td valign="top" align="right">3/6</td>
<td valign="top" align="right">3/6</td>
<td valign="top" align="right">0</td>
</tr>
<tr>
<td valign="middle" align="left">HCV9045</td>
<td valign="top" align="right">37</td>
<td valign="top" align="right">37</td>
<td valign="top" align="right">0</td>
<td valign="top" align="right">2/8</td>
<td valign="top" align="right">2/8</td>
<td valign="top" align="right">0</td>
</tr>
<tr>
<td valign="middle" align="left">HCV9047</td>
<td valign="top" align="right">28</td>
<td valign="top" align="right">28</td>
<td valign="top" align="right">0</td>
<td valign="top" align="right">4/10</td>
<td valign="top" align="right">4/10</td>
<td valign="top" align="right">0</td>
</tr>
<tr>
<td valign="middle" align="left">HCV9050</td>
<td valign="top" align="right">86</td>
<td valign="top" align="right">83</td>
<td valign="top" align="right">3</td>
<td valign="top" align="right">1/14</td>
<td valign="top" align="right">3/14</td>
<td valign="top" align="right">2</td>
</tr>
<tr>
<td valign="middle" align="left">HCV9054</td>
<td valign="top" align="right">82</td>
<td valign="top" align="right">82</td>
<td valign="top" align="right">0</td>
<td valign="top" align="right">1/10</td>
<td valign="top" align="right">1/10</td>
<td valign="top" align="right">0</td>
</tr>
<tr>
<td valign="middle" align="left">HCV9058</td>
<td valign="top" align="right">7</td>
<td valign="top" align="right">10</td>
<td valign="top" align="right">&#x2212;3</td>
<td valign="top" align="right">3/5</td>
<td valign="top" align="right">2/5</td>
<td valign="top" align="right">&#x2212;1</td>
</tr>
<tr>
<td valign="middle" align="left">HCV9094</td>
<td valign="top" align="right">0</td>
<td valign="top" align="right">7</td>
<td valign="top" align="right">&#x2212;7</td>
<td valign="top" align="right">5/5</td>
<td valign="top" align="right">3/5</td>
<td valign="top" align="right">&#x2212;2</td>
</tr>
<tr>
<td valign="middle" align="left">HCV9095</td>
<td valign="top" align="right">21</td>
<td valign="top" align="right">10</td>
<td valign="top" align="right">11</td>
<td valign="top" align="right">2/5</td>
<td valign="top" align="right">3/5</td>
<td valign="top" align="right">1</td>
</tr>
<tr>
<td valign="middle" align="left">HCV10071</td>
<td valign="top" align="right">77</td>
<td valign="top" align="right">77</td>
<td valign="top" align="right">0</td>
<td valign="top" align="right">5/7</td>
<td valign="top" align="right">5/7</td>
<td valign="top" align="right">0</td>
</tr>
<tr>
<td valign="middle" align="left">HCV10165</td>
<td valign="top" align="right">24</td>
<td valign="top" align="right">24</td>
<td valign="top" align="right">0</td>
<td valign="top" align="right">4/9</td>
<td valign="top" align="right">4/9</td>
<td valign="top" align="right">0</td>
</tr>
<tr>
<td valign="middle" align="left">HCV10235</td>
<td valign="top" align="right">6</td>
<td valign="top" align="right">6</td>
<td valign="top" align="right">0</td>
<td valign="top" align="right">3/5</td>
<td valign="top" align="right">3/5</td>
<td valign="top" align="right">0</td>
</tr>
<tr>
<td valign="middle" align="left">SCP-HCV-004</td>
<td valign="top" align="right">10</td>
<td valign="top" align="right">10</td>
<td valign="top" align="right">0</td>
<td valign="top" align="right">2/5</td>
<td valign="top" align="right">2/5</td>
<td valign="top" align="right">0</td>
</tr>
<tr>
<td valign="middle" align="left">SCP-HCV-009</td>
<td valign="top" align="right">52</td>
<td valign="top" align="right">52</td>
<td valign="top" align="right">0</td>
<td valign="top" align="right">3/8</td>
<td valign="top" align="right">3/8</td>
<td valign="top" align="right">0</td>
</tr>
<tr>
<td valign="middle" align="left">SCP-HCV-010</td>
<td valign="top" align="right">15</td>
<td valign="top" align="right">25</td>
<td valign="top" align="right">&#x2212;10</td>
<td valign="top" align="right">5/9</td>
<td valign="top" align="right">2/9</td>
<td valign="top" align="right">&#x2212;3</td>
</tr>
<tr>
<td valign="middle" align="left">SCP-HCV-012</td>
<td valign="top" align="right">7</td>
<td valign="top" align="right">13</td>
<td valign="top" align="right">&#x2212;6</td>
<td valign="top" align="right">3/5</td>
<td valign="top" align="right">1/5</td>
<td valign="top" align="right">&#x2212;2</td>
</tr>
<tr>
<td valign="top" align="left">Total</td>
<td valign="top" align="right">837</td>
<td valign="top" align="right">944</td>
<td valign="top" align="right">&#x2212;107</td>
<td valign="top" align="right">100/223</td>
<td valign="top" align="right">80/223</td>
<td valign="top" align="right">&#x2212;20</td>
</tr>
<tr>
<td valign="top" align="left">Mean (95% CI)</td>
<td valign="top" align="right">28.9 (18.4 to 39.3)</td>
<td valign="top" align="right">32.6 (22.9 to 42.2)</td>
<td valign="top" align="right">&#x2212;3.7<break/>(&#x2212;6.4 to &#x2212;1.0)</td>
<td valign="top" align="right">N/A<xref ref-type="table-fn" rid="fnT1_1">
<sup>a</sup>
</xref>
</td>
<td valign="top" align="right">N/A</td>
<td valign="top" align="right">&#x2212;0.7<break/>(&#x2212;1.2 to &#x2212;0.2)</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<fn id="fnT1_1">
<label>a</label>
<p>N/A, not applicable.</p>
</fn>
</table-wrap-foot>
</table-wrap>
<p>A total of 239 banked samples were used for detection of HCV genotypes (<xref ref-type="supplementary-material" rid="ST4">
<bold>Supplemental Table&#xa0;3</bold>
</xref>). Both LiCA<sup>&#xae;</sup> and Architect<sup>&#xae;</sup> correctly detected all samples with reactive S/Co values.</p>
</sec>
<sec id="s3_3">
<label>3.3</label>
<title>Assay specificity to potential interferents</title>
<p>No significant cross-reactivity was detected on LiCA<sup>&#xae;</sup> to 19 sources of potential interferents such as various viral antibodies, HAMA, and auto-antibodies (<xref ref-type="supplementary-material" rid="ST4">
<bold>Supplemental Table&#xa0;4</bold>
</xref>). Only background signals (S/Co &lt; 0.2) were recorded in all 108 samples free of HCV but positive of interfering substances.</p>
<p>A percent recovery change &lt;15% was observed in both low and high S/Co levels of specimens (0.71 and 4.75) by spiking interferents up to 169.5 mmol/L triglycerides, 4,276.0 &#xb5;mol/L bilirubin, 5.0 g/L hemoglobin, or 409.0 nmol/L biotin, respectively.</p>
<p>The assay difference on day 1&#x2013;4 storage from the baseline S/Co on day 0 was determined to be &#x2212;1.37%&#x2013;8.85% and &#x2212;2.65%&#x2013;10.34% in 5 low-positive (mean S/Co = 5.80) and 20 high-positive (mean S/Co = 84.10) fresh serum pools, respectively. No significant influence was observed on the assay to complement factors.</p>
</sec>
<sec id="s3_4">
<label>3.4</label>
<title>Diagnostic performance in clinical samples</title>
<p>Of 16,305 clinical patient serum samples, 287 were confirmed to be anti-HCV true-positive and 16,018 were true-negative (<xref ref-type="fig" rid="f2">
<bold>Figure&#xa0;2</bold>
</xref>). The diagnostic performance (95% CI) for anti-HCV detection is summarized in <xref ref-type="table" rid="T2">
<bold>Table&#xa0;2</bold>
</xref>. Compared to Architect<sup>&#xae;</sup>, LiCA<sup>&#xae;</sup> presented a significantly better performance in specificity (99.91% vs. 99.14%, <italic>n</italic> = 16,018, <italic>p</italic> &lt; 0.0001), positive predictive value (PPV, 95.29% vs. 67.06%, <italic>n</italic> = 419, <italic>p</italic> &lt; 0.0001), and overall accuracy (99.89% vs. 99.12%, <italic>n</italic> = 16,305, <italic>p</italic> &lt; 0.0001), while no significant difference in sensitivity (98.61% vs. 97.91%, <italic>n</italic> = 287, <italic>p</italic> = 0.5217) and negative predictive value (NPV, 99.98% vs. 99.96%, <italic>n</italic> = 15,886, <italic>p</italic> = 0.3021). Among 16,305 patient sera, LiCA<sup>&#xae;</sup> detected 4 false-negative (0.25&#x2030;) and 14 false-positive (0.86&#x2030;) anti-HCV cases, while Architect<sup>&#xae;</sup> recorded 6 false-negative (0.37&#x2030;) and 138 false-positive (8.46&#x2030;) subjects, respectively (<xref ref-type="table" rid="T3">
<bold>Table&#xa0;3</bold>
</xref>). We listed all of 10 false-negative assays in terms of S/Co, positive RIBA bands, and RNA results in <xref ref-type="table" rid="T4">
<bold>Table&#xa0;4</bold>
</xref>. LiCA<sup>&#xae;</sup> presented 100% of agreement with Cobas<sup>&#xae;</sup>. There was one case that was confirmed to be positive (857 IU/mL) by HCV RNA. LiCA<sup>&#xae;</sup> detected with a good-reactive S/Co of 12.11 but Architect<sup>&#xae;</sup> misdiagnosed with an entirely nonreactive S/Co of 0.05.</p>
<table-wrap id="T2" position="float">
<label>Table&#xa0;2</label>
<caption>
<p>Diagnostic performance (95% CI) of the assays in clinical patient serum samples.</p>
</caption>
<table frame="hsides">
<thead>
<tr>
<th valign="middle" align="left">
<italic>n</italic> = 16,305</th>
<th valign="middle" align="right">LiCA<sup>&#xae;</sup> anti-HCV</th>
<th valign="middle" align="right">Architect<sup>&#xae;</sup> anti-HCV</th>
<th valign="middle" align="right">
<italic>p</italic>-value</th>
</tr>
</thead>
<tbody>
<tr>
<td valign="middle" align="left">Sensitivity, %</td>
<td valign="top" align="right">98.61% (96.47%&#x2013;99.62%)</td>
<td valign="top" align="right">97.91% (95.51%&#x2013;99.23%)</td>
<td valign="top" align="right">0.5217</td>
</tr>
<tr>
<td valign="middle" align="left">Specificity, %</td>
<td valign="top" align="right">99.91% (99.85%&#x2013;99.95%)</td>
<td valign="top" align="right">99.14% (98.98%&#x2013;99.28%)</td>
<td valign="top" align="right">&lt;0.0001</td>
</tr>
<tr>
<td valign="middle" align="left">Negative predictive value, %</td>
<td valign="top" align="right">99.98% (99.93%&#x2013;99.99%)</td>
<td valign="top" align="right">99.96% (99.92%&#x2013;99.98%)</td>
<td valign="top" align="right">0.3021</td>
</tr>
<tr>
<td valign="middle" align="left">Positive predictive value, %</td>
<td valign="top" align="right">95.29% (92.29%&#x2013;97.15%)</td>
<td valign="top" align="right">67.06% (63.28%&#x2013;70.64%)</td>
<td valign="top" align="right">&lt;0.0001</td>
</tr>
<tr>
<td valign="middle" align="left">Accuracy, %</td>
<td valign="top" align="right">99.89% (99.83%&#x2013;99.94%)</td>
<td valign="top" align="right">99.12% (98.96%&#x2013;99.26%)</td>
<td valign="top" align="right">&lt;0.0001</td>
</tr>
</tbody>
</table>
</table-wrap>
<table-wrap id="T3" position="float">
<label>Table&#xa0;3</label>
<caption>
<p>Performance of the assays stratified by signal-to-cutoff (S/Co) ratios in clinical patient serum samples.</p>
</caption>
<table frame="hsides">
<thead>
<tr>
<th valign="top" rowspan="2" align="left">Assay S/Co<xref ref-type="table-fn" rid="fnT3_1">
<sup>a</sup>
</xref> stratification</th>
<th valign="top" colspan="3" align="right">No. (%) of LiCA<sup>&#xae;</sup> anti-HCV in each group</th>
<th valign="top" colspan="3" align="right">No. (%) of Architect<sup>&#xae;</sup> anti-HCV in each group</th>
<th valign="top" rowspan="2" align="right">LiCA<sup>&#xae;</sup> vs. Architect<sup>&#xae;</sup> agreement (95% CI)</th>
</tr>
<tr>
<th valign="top" align="right">Subjects</th>
<th valign="top" align="right">False-negative or positive</th>
<th valign="top" align="right">Negative or false-positive</th>
<th valign="top" align="right">Subjects</th>
<th valign="top" align="right">False-negative or positive</th>
<th valign="top" align="right">Negative or false-positive</th>
</tr>
</thead>
<tbody>
<tr>
<td valign="top" align="left">&lt;1.00 (nonreactive)</td>
<td valign="top" align="right">16,008</td>
<td valign="top" align="right">4 (0.02%)</td>
<td valign="top" align="right">16,004 (99.98%)</td>
<td valign="top" align="right">15,886</td>
<td valign="top" align="right">6 (0.04%)</td>
<td valign="top" align="right">15,880 (99.96%)</td>
<td valign="top" align="right">99.91% (99.84%&#x2013;99.95%)</td>
</tr>
<tr>
<td valign="top" align="left">&#x2003;&lt;0.90</td>
<td valign="top" align="right">16,007</td>
<td valign="top" align="right">4 (0.02%)</td>
<td valign="top" align="right">16,004 (99.98%)</td>
<td valign="top" align="right">15,877</td>
<td valign="top" align="right">5 (0.03%)</td>
<td valign="top" align="right">15,872 (99.97%)</td>
<td valign="top" align="right">99.91% (99.85%&#x2013;99.95%)</td>
</tr>
<tr>
<td valign="top" align="left">&#x2003;0.90&#x2013;0.99</td>
<td valign="top" align="right">1</td>
<td valign="top" align="right">0</td>
<td valign="top" align="right">1 (100.0%)</td>
<td valign="top" align="right">9</td>
<td valign="top" align="right">1 (11.11%)</td>
<td valign="top" align="right">8 (88.89%)</td>
<td valign="top" align="right">88.89% (51.75%&#x2013;99.72%)</td>
</tr>
<tr>
<td valign="top" align="left">&#x2265;1.00 (reactive)</td>
<td valign="top" align="right">297</td>
<td valign="top" align="right">283 (95.29%)</td>
<td valign="top" align="right">14 (4.71%)</td>
<td valign="top" align="right">419</td>
<td valign="top" align="right">281 (67.06%)</td>
<td valign="top" align="right">138 (32.94%)</td>
<td valign="top" align="right">67.30% (62.58%&#x2013;71.78%)</td>
</tr>
<tr>
<td valign="top" align="left">&#x2003;1.00&#x2013;2.99</td>
<td valign="top" align="right">21</td>
<td valign="top" align="right">7 (33.33%)</td>
<td valign="top" align="right">14 (66.67%)</td>
<td valign="top" align="right">137</td>
<td valign="top" align="right">23 (16.79%)</td>
<td valign="top" align="right">114 (83.21%)</td>
<td valign="top" align="right">18.98% (12.79%&#x2013;26.56%)</td>
</tr>
<tr>
<td valign="top" align="left">&#x2003;3.00&#x2013;4.99</td>
<td valign="top" align="right">4</td>
<td valign="top" align="right">4 (100.0%)</td>
<td valign="top" align="right">0 (0.00%)</td>
<td valign="top" align="right">28</td>
<td valign="top" align="right">14 (50.00%)</td>
<td valign="top" align="right">14 (50.00%)</td>
<td valign="top" align="right">50.00% (30.65%&#x2013;69.35%)</td>
</tr>
<tr>
<td valign="top" align="left">&#x2003;&#x2265;5.00</td>
<td valign="top" align="right">272</td>
<td valign="top" align="right">272 (100.0%)</td>
<td valign="top" align="right">0 (0.00%)</td>
<td valign="top" align="right">254</td>
<td valign="top" align="right">244 (96.06%)</td>
<td valign="top" align="right">10 (3.94%)</td>
<td valign="top" align="right">95.28% (91.89%&#x2013;97.54%)</td>
</tr>
<tr>
<td valign="top" align="left">Total</td>
<td valign="top" align="right">16,305</td>
<td valign="top" align="right">287 (1.76%)</td>
<td valign="top" align="right">16,018 (98.24%)</td>
<td valign="top" align="right">16,305</td>
<td valign="top" align="right">287 (1.76%)</td>
<td valign="top" align="right">16,018 (98.24%)</td>
<td valign="top" align="right">99.07% (98.91%&#x2013;99.21%)</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<fn id="fnT3_1">
<label>a</label>
<p>S/Co, signal-to-cutoff ratio.</p>
</fn>
</table-wrap-foot>
</table-wrap>
<table-wrap id="T4" position="float">
<label>Table&#xa0;4</label>
<caption>
<p>Overview of false-negative assays on LiCA<sup>&#xae;</sup> and Architect<sup>&#xae;</sup> anti-HCV in a cohort of 16,305 patient sera (<italic>n</italic> = 10).</p>
</caption>
<table frame="hsides">
<thead>
<tr>
<th valign="top" align="right">Architect<sup>&#xae;</sup>
<break/>S/Co<xref ref-type="table-fn" rid="fnT4_1">
<sup>a</sup>
</xref>
</th>
<th valign="top" align="right">LiCA<sup>&#xae;</sup>
<break/>S/Co<xref ref-type="table-fn" rid="fnT4_1">
<sup>a</sup>
</xref>
</th>
<th valign="top" align="right">Cobas<sup>&#xae;</sup>
<break/>S/Co<xref ref-type="table-fn" rid="fnT4_1">
<sup>a</sup>
</xref>
</th>
<th valign="top" align="right">RIBA 3.0</th>
<th valign="top" align="right">Positive bands on RIBA</th>
<th valign="top" align="right">HCV RNA<xref ref-type="table-fn" rid="fnT4_2">
<sup>b</sup>
</xref>
</th>
<th valign="top" align="right">Anti-HCV confirmatory</th>
</tr>
</thead>
<tbody>
<tr>
<td valign="top" align="right">7.98</td>
<td valign="top" align="right">0.06</td>
<td valign="top" align="right">0.07</td>
<td valign="top" align="right">Positive</td>
<td valign="top" align="right">Core2, NS3</td>
<td valign="top" align="right">Negative</td>
<td valign="top" align="right">Positive</td>
</tr>
<tr>
<td valign="top" align="right">5.84</td>
<td valign="top" align="right">0.09</td>
<td valign="top" align="right">0.10</td>
<td valign="top" align="right">Positive</td>
<td valign="top" align="right">Core1, NS3</td>
<td valign="top" align="right">Negative</td>
<td valign="top" align="right">Positive</td>
</tr>
<tr>
<td valign="top" align="right">1.55</td>
<td valign="top" align="right">0.07</td>
<td valign="top" align="right">0.04</td>
<td valign="top" align="right">Positive</td>
<td valign="top" align="right">Core2, NS3, Helicase</td>
<td valign="top" align="right">Negative</td>
<td valign="top" align="right">Positive</td>
</tr>
<tr>
<td valign="top" align="right">1.36</td>
<td valign="top" align="right">0.10</td>
<td valign="top" align="right">0.04</td>
<td valign="top" align="right">Positive</td>
<td valign="top" align="right">NS3, NS4, NS5, Helicase</td>
<td valign="top" align="right">Negative</td>
<td valign="top" align="right">Positive</td>
</tr>
<tr>
<td valign="top" align="right">0.27</td>
<td valign="top" align="right">3.07</td>
<td valign="top" align="right">14.33</td>
<td valign="top" align="right">Positive</td>
<td valign="top" align="right">Core1, Core2, NS3, NS4</td>
<td valign="top" align="right">Negative</td>
<td valign="top" align="right">Positive</td>
</tr>
<tr>
<td valign="top" align="right">0.17</td>
<td valign="top" align="right">1.70</td>
<td valign="top" align="right">12.19</td>
<td valign="top" align="right">Positive</td>
<td valign="top" align="right">Core1, Core2, NS3, Helicase</td>
<td valign="top" align="right">Negative</td>
<td valign="top" align="right">Positive</td>
</tr>
<tr>
<td valign="top" align="right">0.18</td>
<td valign="top" align="right">1.38</td>
<td valign="top" align="right">11.23</td>
<td valign="top" align="right">Positive</td>
<td valign="top" align="right">Core1, Core2, NS3, NS5</td>
<td valign="top" align="right">Negative</td>
<td valign="top" align="right">Positive</td>
</tr>
<tr>
<td valign="top" align="right">0.12</td>
<td valign="top" align="right">1.20</td>
<td valign="top" align="right">6.42</td>
<td valign="top" align="right">Positive</td>
<td valign="top" align="right">Core1, Core2, NS3</td>
<td valign="top" align="right">Negative</td>
<td valign="top" align="right">Positive</td>
</tr>
<tr>
<td valign="top" align="right">0.94</td>
<td valign="top" align="right">54.73</td>
<td valign="top" align="right">59.66</td>
<td valign="top" align="right">Indeterminate</td>
<td valign="top" align="right">NS3, NS4</td>
<td valign="top" align="right">Negative</td>
<td valign="top" align="right">Positive</td>
</tr>
<tr>
<td valign="top" align="right">0.05</td>
<td valign="top" align="right">12.11</td>
<td valign="top" align="right">26.17</td>
<td valign="top" align="right">Indeterminate</td>
<td valign="top" align="right">NS3, NS4</td>
<td valign="top" align="right">857 IU/mL</td>
<td valign="top" align="right">Positive</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<fn id="fnT4_1">
<label>a</label>
<p>Measurement with a ratio of signal-to-cutoff (S/Co) &#x2265;1.0 was regarded to be reactive and a negative result was considered as S/Co &lt;1.0 for both LiCA<sup>&#xae;</sup> and Architect<sup>&#xae;</sup> assays. For the Cobas<sup>&#xae;</sup> assay, S/Co &#x2265;1.0 was reactive and S/Co &lt;0.9 was non-reactive, while S/Co between 0.9 and 1.0 was classified to be borderline.</p>
</fn>
<fn id="fnT4_2">
<label>b</label>
<p>The limit of detection (LoD) of the HCV RNA test was &#x2264;15 IU/mL.</p>
</fn>
</table-wrap-foot>
</table-wrap>
<p>With stratified S/Co ratios in a range of 1.00&#x2013;2.99, 3.00&#x2013;4.99, and &#x2265;5.00, and overall tested-reactive results (&#x2265;1.00), the proportion of confirmatory positive results was determined to be 33.33% (<italic>n</italic> = 21), 100% (<italic>n</italic> = 4), and 100% (<italic>n</italic> = 272), and 95.29% (<italic>n</italic> = 297) on LiCA<sup>&#xae;</sup> in contrast to 16.79% (<italic>n</italic> = 137), 50.00% (<italic>n</italic> = 28), and 96.06% (<italic>n</italic> = 254), and 67.06% (<italic>n</italic> = 419) on Architect<sup>&#xae;</sup>, respectively (<xref ref-type="table" rid="T3">
<bold>Table&#xa0;3</bold>
</xref>). The distribution of S/Co ratios in more detailed stratification clearly revealed that Architect<sup>&#xae;</sup> had much more false-positive tests especially in a range of 1.0&#x2013;5.0 S/Co (<xref ref-type="fig" rid="f4">
<bold>Figure&#xa0;4</bold>
</xref>). LiCA<sup>&#xae;</sup> reported the results with much wider distribution of S/Co ratios (0&#x2013;475.87 vs. 0&#x2013;24.94) and less count in the &#x201c;borderline&#x201d; range of 0.9&#x2013;5.0 S/Co (26 vs. 174) than Architect<sup>&#xae;</sup> did.</p>
<fig id="f4" position="float">
<label>Figure&#xa0;4</label>
<caption>
<p>Distribution of signal-to-cutoff (S/Co) ratios on LiCA<sup>&#xae;</sup> and Architect<sup>&#xae;</sup> anti-HCV assays in clinical patient sera (n=16,305).</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fcimb-13-1222778-g004.tif"/>
</fig>
<p>Probit regression estimated that the predicting S/Co value (95% CI) with a positivity &#x2265;95% was 3.28 (2.74&#x2013;4.12) on LiCA<sup>&#xae;</sup> (<xref ref-type="supplementary-material" rid="SF3">
<bold>Supplementary Figure&#xa0;3</bold>
</xref>). Using the predicting value as a cutoff, the data set of this study presented 100% of PPV and 99.93% of NPV.</p>
</sec>
<sec id="s3_5">
<label>3.5</label>
<title>Discrepancy between LiCA<sup>&#xae;</sup> and Architect<sup>&#xae;</sup> in clinical samples</title>
<p>LiCA<sup>&#xae;</sup> showed a weak correlation with Architect<sup>&#xae;</sup> based on the assays with S/Co &#x2265;1.0 (<xref ref-type="supplementary-material" rid="SF4">
<bold>Supplementary Figure&#xa0;4A</bold>
</xref>, <italic>R</italic> = 0.296, <italic>p</italic> &lt; 0.0001). An improved correlation was observed with logarithmic transformation of S/Co ratios (<xref ref-type="supplementary-material" rid="SF4">
<bold>Supplementary Figure&#xa0;4B</bold>
</xref>, <italic>R</italic> = 0.650, <italic>p</italic> &lt; 0.0001). Overall agreement (95% CI) between both methods was 99.07% (98.91%&#x2013;99.21%, <italic>n</italic> = 16,305) with Cohen&#x2019;s kappa 0.78 (0.75&#x2013;0.82). Positive and negative agreements were 67.30% (62.58%&#x2013;71.78%, <italic>n</italic> = 419) and 99.91% (99.84%&#x2013;99.95%, <italic>n</italic> = 15,886), respectively (<xref ref-type="table" rid="T3">
<bold>Table&#xa0;3</bold>
</xref>).</p>
<p>A total of 152 (0.93%, <italic>n</italic> = 16,305) discordant measurements were observed between these two assays (<xref ref-type="supplementary-material" rid="ST5">
<bold>Supplemental Table&#xa0;5</bold>
</xref>). Most discrepancies (133/152, 87.50%) resulted from the false-positive assays on Architect<sup>&#xae;</sup>, especially from those with a lower reactive S/Co between 1.0 and 5.0 (123/133, 92.48%). For these discordant assays between LiCA<sup>&#xae;</sup> and Architect<sup>&#xae;</sup>, LiCA<sup>&#xae;</sup> presented a high agreement with Cobas<sup>&#xae;</sup> (143/152, 94.08%). There were 47 (0.28%, <italic>n</italic> = 16,305) discordances with RIBA-indeterminate but RNA-negative results. The Cobas<sup>&#xae;</sup> anti-HCV assay was used for further validation and confirmed that 46/47 were false-positive and 1/47 was false-negative from Architect<sup>&#xae;</sup>. A perfect consistency (47/47, 100%) was observed between LiCA<sup>&#xae;</sup> and Cobas<sup>&#xae;</sup> assays. The detailed records were summarized in <xref ref-type="supplementary-material" rid="ST6">
<bold>Supplemental Table&#xa0;6</bold>
</xref>.</p>
</sec>
</sec>
<sec id="s4" sec-type="discussion">
<label>4</label>
<title>Discussion</title>
<p>Typically, HCV RNA can be detected in blood within 1&#x2013;3 weeks while the antibody seropositivity occurs from several weeks to months after viral exposure (<xref ref-type="bibr" rid="B4">Cloherty et&#xa0;al., 2016</xref>; <xref ref-type="bibr" rid="B14">Ghany et&#xa0;al., 2020</xref>). Among patients with acute HCV infection, approximately 50%&#x2013;80% individuals become chronic cases while 20%&#x2013;50% of the subjects achieve spontaneous clearance (<xref ref-type="bibr" rid="B17">Kamal, 2008</xref>). In general, a positive HCV RNA test confirms an early infection during the &#x201c;window&#x201d; stage of seroconversion and the viremia status of a current infection (acute and chronic) while the anti-HCV-positive indicates a prior resolved infection or a current virus carrier. During the early stage of infection, people may develop different levels of antibodies due to varied immunogenicity of HCV antigens and different reactivity of individuals. The detection capability for a given anti-HCV assay is highly associated with the antigen configuration of the reagent kit because each HCV antigen may have unequal contribution to antibody detection (<xref ref-type="bibr" rid="B27">Warkad et&#xa0;al., 2019</xref>; <xref ref-type="bibr" rid="B16">Jiang et&#xa0;al., 2021</xref>). Both WHO and US CDC guidelines on HCV tests recommend that the diagnosis of infection is initially detected with a serological screening of anti-HCV and followed by a reflexive PCR test of HCV RNA (<xref ref-type="bibr" rid="B2">Centers for Disease Control and Prevention, 2013</xref>; <xref ref-type="bibr" rid="B31">World Health Organization, 2017b</xref>). A probable false-negative anti-HCV test due to the window period (<xref ref-type="bibr" rid="B31">World Health Organization, 2017b</xref>) or delayed seroconversion (<xref ref-type="bibr" rid="B24">Thomson et&#xa0;al., 2009</xref>) may lead to a misdiagnosis while too many false-positive screening detections would cause high burden of expensive RNA assays and unnecessary medical visits (<xref ref-type="bibr" rid="B1">Alter et&#xa0;al., 2003</xref>; <xref ref-type="bibr" rid="B2">Centers for Disease Control and Prevention, 2013</xref>). Thereby, a reliable anti-HCV screening kit with high sensitivity and specificity is essential (<xref ref-type="bibr" rid="B11">Easterbrook and Group WHOGD, 2016</xref>).</p>
<p>In this study, LiCA<sup>&#xae;</sup> demonstrated superior sensitivity to Architect<sup>&#xae;</sup> for the early detection of HCV infection. Of the 29 seroconversion panels studied in total, LiCA<sup>&#xae;</sup> detected 14 in earlier (mean &#x2212;8.8 days) and only 3 in later (mean +5.3 days) detection than Architect<sup>&#xae;</sup> did. LiCA<sup>&#xae;</sup> presented a significantly shorter window phase (overall &#x2212;3.7 days, <italic>p</italic> = 0.0056) in comparison to Architect<sup>&#xae;</sup>. LiCA<sup>&#xae;</sup> also correctly detected all subjects in a pool of 239 samples with known HCV genotype 1&#x2013;6. Using a large pool of clinical patient sera (<italic>n</italic> = 16,305), LiCA<sup>&#xae;</sup> showed a slightly better performance in diagnostic sensitivity (98.61% vs. 97.91%) compared to Architect<sup>&#xae;</sup>. Notably, LiCA<sup>&#xae;</sup> and Architect<sup>&#xae;</sup> respectively detected four and five false-negative cases that were confirmed to be anti-HCV-positive but RNA-negative. Undetectable HCV RNA may indicate a prior resolved infection in which the virus has been eradicated from the circulation (<xref ref-type="bibr" rid="B12">El Ekiaby et&#xa0;al., 2015</xref>). Inconsistency of detection performance in the same cohort may be explained by the specific antigen configuration of different anti-HCV assays (<xref ref-type="bibr" rid="B27">Warkad et&#xa0;al., 2019</xref>; <xref ref-type="bibr" rid="B16">Jiang et&#xa0;al., 2021</xref>). An additional one that was misdiagnosed on Architect<sup>&#xae;</sup> with an entirely nonreactive S/Co (0.05) was well-reactive (12.11) on LiCA<sup>&#xae;</sup> and confirmed to be positive (857 IU/mL) by HCV RNA. The indeterminate RIBA test showed positive bands to antigens representing NS3 and NS4 regions. This case might be associated with the early stage of an acute infection. It has been demonstrated that high rates of the viral transmission occurred at all levels of viremia, whether anti-HCV was positive or negative (<xref ref-type="bibr" rid="B21">Operskalski et&#xa0;al., 2003</xref>). Factors for misdiagnosis on Architect<sup>&#xae;</sup> could be less sensitivity in detecting antibodies to NS3 and NS4 proteins (<xref ref-type="bibr" rid="B20">Myrmel et&#xa0;al., 2005</xref>) and lack of capture to anti-HCV IgM on an indirect immunoassay (<xref ref-type="bibr" rid="B32">Wu et&#xa0;al., 2008</xref>).</p>
<p>Among of 16,305 clinical samples enrolled, the comparative Architect<sup>&#xae;</sup> assay recorded 138 false-positive results. In low levels of S/Co ratios (1.0&#x2013;5.0) on Architect<sup>&#xae;</sup>, over three-fourths of assays were exclusive of true positivity. Compared to Architect<sup>&#xae;</sup>, LiCA<sup>&#xae;</sup> detected only 14 false-positive cases in the same cohort and presented a significantly better specificity (99.91% vs. 99.14%, <italic>n</italic> = 16,018, <italic>p</italic> &lt; 0.0001) and PPV (95.29% vs. 67.06%, <italic>n</italic> = 419, <italic>p</italic> &lt; 0.0001). Cross-reactivity and interfering experiments also demonstrated that LiCA<sup>&#xae;</sup> anti-HCV did not show any response to 19 sources of potential interferents studied. The exceptionally high specificity plus high sensitivity enables LiCA<sup>&#xae;</sup> to deliver a more accurate diagnosis, in which negative and positive cases can be better discriminated with a wider distribution of S/Co but with a much lower count in the &#x201c;borderline&#x201d; (S/Co 0.9&#x2013;5.0) range (<xref ref-type="fig" rid="f4">
<bold>Figure&#xa0;4</bold>
</xref>), thus facilitating a timely treatment. Using the threshold of 3.28 S/Co that was determined herein to predict positivity &#x2265;95% may further improve reflexive testing sequence for HCV infection (<xref ref-type="bibr" rid="B18">Lai et&#xa0;al., 2011</xref>; <xref ref-type="bibr" rid="B3">Choi et&#xa0;al., 2018</xref>).</p>
<p>The nature of high sensitivity and specificity on LiCA<sup>&#xae;</sup> anti-HCV can be attributed to the assay methodology. LiCA<sup>&#xae;</sup> anti-HCV is based on the double-antigen sandwich format. Two levels of antigen specifically clamp the antibody to reduce nonspecific binding minimally. In the indirect method that is used on Architect<sup>&#xae;</sup>, however, the labeled second anti-IgG antibodies can recognize not only the targeting antibodies but all human IgG molecules, thus detecting signals in combination of nonspecific bindings and giving false-positive results (<xref ref-type="bibr" rid="B32">Wu et&#xa0;al., 2008</xref>). Previous studies confirmed a high rate of false-positive detection on Architect<sup>&#xae;</sup> anti-HCV especially in low S/Co (<xref ref-type="bibr" rid="B15">Ha et&#xa0;al., 2019</xref>; <xref ref-type="bibr" rid="B33">Yang et&#xa0;al., 2019</xref>; <xref ref-type="bibr" rid="B19">Lucey et&#xa0;al., 2022</xref>). A two-screening-test strategy was proposed to relieve the high burden of further confirmatory tests because a false-positive result was rarely seen on two different serological assays (<xref ref-type="bibr" rid="B25">Vermeersch et&#xa0;al., 2008</xref>; <xref ref-type="bibr" rid="B11">Easterbrook and Group WHOGD, 2016</xref>). However, ruling out the discordant reactive anti-HCV by repeating tests may yield more false-negative diagnoses (<xref ref-type="bibr" rid="B22">Parry et&#xa0;al., 2017</xref>). Hence a reliable screening test with high sensitivity and specificity is critical. Interestingly, a high agreement (94.08%) between LiCA<sup>&#xae;</sup> and Cobas<sup>&#xae;</sup> was observed in the cohort of 152 discrepancies between LiCA<sup>&#xae;</sup> and Architect<sup>&#xae;</sup>. Sharing a similar methodology in a double-antigen sandwich format on both LiCA<sup>&#xae;</sup> and Cobas<sup>&#xae;</sup> might explain this. Generally, sample dilution is used to mitigate interference from nonspecific IgG captures in the indirect format. In contrast, the sandwich method allows assay in an undiluted specimen, consequently offering better detection despite the low levels of antibodies. Another advantage ascribed to the sandwich format is the enhanced detectability to anti-HCV IgM that is from a newly infected individual but cannot be recognized in the indirect assay (<xref ref-type="bibr" rid="B32">Wu et&#xa0;al., 2008</xref>). Improved sensitivity on LiCA<sup>&#xae;</sup> can also be obtained from the bigger specific surface area on the nano-scale particles and from signal amplification on the biotin-streptavidin mechanism (<xref ref-type="bibr" rid="B32">Wu et&#xa0;al., 2008</xref>; <xref ref-type="bibr" rid="B35">Yu et&#xa0;al., 2023</xref>). Recent findings have validated the superior assay capability of the LiCA<sup>&#xae;</sup> method in detecting thyrotropin, cardiac troponin, and severe acute respiratory syndrome coronavirus type-2 (SARS-CoV-2) antigen (<xref ref-type="bibr" rid="B26">Wang et&#xa0;al., 2022</xref>; <xref ref-type="bibr" rid="B34">Yang et&#xa0;al., 2022</xref>; <xref ref-type="bibr" rid="B35">Yu et&#xa0;al., 2023</xref>).</p>
<p>Along with high sensitivity and specificity, LiCA<sup>&#xae;</sup> anti-HCV was characteristic of excellent analytical precision and stability in day-to-day, lot-to-lot, different instruments, and sample matrix. Moreover, the assay was performed on a no-wash homogeneous immunoassay platform with a fully automatic walkaway model and gained advantages in flexibility, productivity, and cost-effectiveness to adapt varied testing demand towards ending HCV worldwide.</p>
<p>The limitation of this study is incomplete RNA testing data and missing medical history and patient follow-up. Although discriminating the true antibody-positive from the false-positive by RIBA is informative of infection status (<xref ref-type="bibr" rid="B23">Rafik et&#xa0;al., 2016</xref>), a further investigation of the correlation of HCV-antibody titer to active viremia is necessary.</p>
<p>In conclusion, LiCA<sup>&#xae;</sup> anti-HCV is a precise and fully automatic chemiluminescent assay with superior sensitivity and specificity. The assay can be used as a valuable tool to supplement the diagnosis of HCV infection.</p>
</sec>
<sec id="s7" sec-type="data-availability">
<title>Data availability statement</title>
<p>The original contributions presented in the study are included in the article/<xref ref-type="supplementary-material" rid="s13">
<bold>Supplementary Material</bold>
</xref>. Further inquiries can be directed to the corresponding authors.</p>
</sec>
<sec id="s8" sec-type="ethics-statement">
<title>Ethics statement</title>
<p>Research involving human subjects complied with all relevantnational regulation and institutional policies and is in accordancewith the tenets of the Helsinki Declaration (as revised in 2013), and has been approved by the Ethics Committee of Shanghai PublicHealth Clinical Center (2018-E091-01).</p>
</sec>
<sec id="s9" sec-type="author-contributions">
<title>Author contributions</title>
<p>All authors listed have made a substantial, direct, and intellectual contribution to the work, and approved it for publication.</p>
</sec>
</body>
<back>
<sec id="s10" 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 funded by the National Natural Science Foundation of China (Nos. 82101847 and 81671636). The funding organization(s) played no role in the study design; in the collection, analysis, and interpretation of data; in the writing of the report; or in the decision to submit the report for publication.</p>
</sec>
<sec id="s11" 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="s12" 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>
</sec>
<sec id="s13" sec-type="supplementary-material">
<title>Supplementary material</title>
<p>The Supplementary Material for this article can be found online at: <ext-link ext-link-type="uri" xlink:href="https://www.frontiersin.org/articles/10.3389/fcimb.2023.1222778/full#supplementary-material">https://www.frontiersin.org/articles/10.3389/fcimb.2023.1222778/full#supplementary-material</ext-link>
</p>
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