<?xml version="1.0" encoding="UTF-8"?><!DOCTYPE article PUBLIC "-//NLM//DTD JATS (Z39.96) Journal Publishing DTD v1.2 20190208//EN" "http://jats.nlm.nih.gov/publishing/1.2/JATS-journalpublishing1.dtd"><article xmlns:mml="http://www.w3.org/1998/Math/MathML" xmlns:xlink="http://www.w3.org/1999/xlink" article-type="methods-article" dtd-version="1.2" xml:lang="en">
    <front>
        <journal-meta>
            <journal-id journal-id-type="pmc">Gates Open Res</journal-id>
            <journal-title-group>
                <journal-title>Gates Open Research</journal-title>
            </journal-title-group>
            <issn pub-type="epub">2572-4754</issn>
            <publisher>
                <publisher-name>F1000 Research Limited</publisher-name>
                <publisher-loc>London, UK</publisher-loc>
            </publisher>
        </journal-meta>
        <article-meta>
            <article-id pub-id-type="doi">10.12688/gatesopenres.15270.1</article-id>
            <article-categories>
                <subj-group subj-group-type="heading">
                    <subject>Method Article</subject>
                </subj-group>
                <subj-group>
                    <subject>Articles</subject>
                </subj-group>
            </article-categories>
            <title-group>
                <article-title>Methods employed in a 2021 population-based serosurvey in Somalia</article-title>
                <fn-group content-type="pub-status">
                    <fn>
                        <p>[version 1; peer review: 3 approved with reservations]</p>
                    </fn>
                </fn-group>
            </title-group>
            <contrib-group>
                <contrib contrib-type="author" corresp="no">
                    <name>
                        <surname>Hossain</surname>
                        <given-names>Md Shajib</given-names>
                    </name>
                    <role content-type="http://credit.niso.org/">Conceptualization</role>
                    <role content-type="http://credit.niso.org/">Funding Acquisition</role>
                    <role content-type="http://credit.niso.org/">Investigation</role>
                    <role content-type="http://credit.niso.org/">Project Administration</role>
                    <role content-type="http://credit.niso.org/">Supervision</role>
                    <role content-type="http://credit.niso.org/">Writing &#x2013; Original Draft Preparation</role>
                    <role content-type="http://credit.niso.org/">Writing &#x2013; Review &amp; Editing</role>
                    <uri content-type="orcid">https://orcid.org/0000-0003-1740-3685</uri>
                    <xref ref-type="aff" rid="a1">1</xref>
                </contrib>
                <contrib contrib-type="author" corresp="no">
                    <name>
                        <surname>Ali</surname>
                        <given-names>Asma</given-names>
                    </name>
                    <role content-type="http://credit.niso.org/">Conceptualization</role>
                    <role content-type="http://credit.niso.org/">Investigation</role>
                    <role content-type="http://credit.niso.org/">Project Administration</role>
                    <role content-type="http://credit.niso.org/">Supervision</role>
                    <role content-type="http://credit.niso.org/">Writing &#x2013; Original Draft Preparation</role>
                    <role content-type="http://credit.niso.org/">Writing &#x2013; Review &amp; Editing</role>
                    <xref ref-type="aff" rid="a2">2</xref>
                </contrib>
                <contrib contrib-type="author" corresp="no">
                    <name>
                        <surname>Clary</surname>
                        <given-names>Caitlin B.</given-names>
                    </name>
                    <role content-type="http://credit.niso.org/">Data Curation</role>
                    <role content-type="http://credit.niso.org/">Visualization</role>
                    <role content-type="http://credit.niso.org/">Writing &#x2013; Review &amp; Editing</role>
                    <uri content-type="orcid">https://orcid.org/0000-0001-7283-749X</uri>
                    <xref ref-type="aff" rid="a3">3</xref>
                </contrib>
                <contrib contrib-type="author" corresp="no">
                    <name>
                        <surname>Cooley</surname>
                        <given-names>Gretchen M.</given-names>
                    </name>
                    <role content-type="http://credit.niso.org/">Investigation</role>
                    <role content-type="http://credit.niso.org/">Methodology</role>
                    <role content-type="http://credit.niso.org/">Writing &#x2013; Review &amp; Editing</role>
                    <xref ref-type="aff" rid="a4">4</xref>
                </contrib>
                <contrib contrib-type="author" corresp="no">
                    <name>
                        <surname>Farid</surname>
                        <given-names>Muhammad</given-names>
                    </name>
                    <role content-type="http://credit.niso.org/">Project Administration</role>
                    <role content-type="http://credit.niso.org/">Supervision</role>
                    <role content-type="http://credit.niso.org/">Writing &#x2013; Review &amp; Editing</role>
                    <uri content-type="orcid">https://orcid.org/0000-0003-2719-9040</uri>
                    <xref ref-type="aff" rid="a5">5</xref>
                </contrib>
                <contrib contrib-type="author" corresp="no">
                    <name>
                        <surname>Gerber</surname>
                        <given-names>Sue K.</given-names>
                    </name>
                    <role content-type="http://credit.niso.org/">Conceptualization</role>
                    <role content-type="http://credit.niso.org/">Funding Acquisition</role>
                    <role content-type="http://credit.niso.org/">Methodology</role>
                    <role content-type="http://credit.niso.org/">Writing &#x2013; Review &amp; Editing</role>
                    <xref ref-type="aff" rid="a6">6</xref>
                </contrib>
                <contrib contrib-type="author" corresp="no">
                    <name>
                        <surname>Hoff</surname>
                        <given-names>Nicole A.</given-names>
                    </name>
                    <role content-type="http://credit.niso.org/">Methodology</role>
                    <role content-type="http://credit.niso.org/">Writing &#x2013; Review &amp; Editing</role>
                    <uri content-type="orcid">https://orcid.org/0000-0002-1770-6304</uri>
                    <xref ref-type="aff" rid="a7">7</xref>
                </contrib>
                <contrib contrib-type="author" corresp="no">
                    <name>
                        <surname>Ibrahim</surname>
                        <given-names>Abdulrazak</given-names>
                    </name>
                    <role content-type="http://credit.niso.org/">Writing &#x2013; Review &amp; Editing</role>
                    <xref ref-type="aff" rid="a5">5</xref>
                </contrib>
                <contrib contrib-type="author" corresp="no">
                    <name>
                        <surname>Mainou</surname>
                        <given-names>Bernardo A.</given-names>
                    </name>
                    <role content-type="http://credit.niso.org/">Investigation</role>
                    <role content-type="http://credit.niso.org/">Methodology</role>
                    <role content-type="http://credit.niso.org/">Writing &#x2013; Review &amp; Editing</role>
                    <uri content-type="orcid">https://orcid.org/0000-0002-7721-183X</uri>
                    <xref ref-type="aff" rid="a4">4</xref>
                </contrib>
                <contrib contrib-type="author" corresp="no">
                    <name>
                        <surname>Malik</surname>
                        <given-names>Dr Sk Md Mamunur Rahman</given-names>
                    </name>
                    <role content-type="http://credit.niso.org/">Supervision</role>
                    <role content-type="http://credit.niso.org/">Writing &#x2013; Review &amp; Editing</role>
                    <uri content-type="orcid">https://orcid.org/0000-0002-4691-492X</uri>
                    <xref ref-type="aff" rid="a5">5</xref>
                </contrib>
                <contrib contrib-type="author" corresp="no">
                    <name>
                        <surname>Martin</surname>
                        <given-names>H&#x00e9;l&#x00e8;ne</given-names>
                    </name>
                    <role content-type="http://credit.niso.org/">Data Curation</role>
                    <role content-type="http://credit.niso.org/">Methodology</role>
                    <role content-type="http://credit.niso.org/">Software</role>
                    <role content-type="http://credit.niso.org/">Writing &#x2013; Review &amp; Editing</role>
                    <uri content-type="orcid">https://orcid.org/0009-0007-6416-5858</uri>
                    <xref ref-type="aff" rid="a8">8</xref>
                </contrib>
                <contrib contrib-type="author" corresp="no">
                    <name>
                        <surname>Mdodo</surname>
                        <given-names>Rennatus</given-names>
                    </name>
                    <role content-type="http://credit.niso.org/">Investigation</role>
                    <role content-type="http://credit.niso.org/">Methodology</role>
                    <role content-type="http://credit.niso.org/">Writing &#x2013; Review &amp; Editing</role>
                    <xref ref-type="aff" rid="a9">9</xref>
                </contrib>
                <contrib contrib-type="author" corresp="no">
                    <name>
                        <surname>Mengistu</surname>
                        <given-names>Kumlachew Fikremariam</given-names>
                    </name>
                    <role content-type="http://credit.niso.org/">Investigation</role>
                    <role content-type="http://credit.niso.org/">Supervision</role>
                    <role content-type="http://credit.niso.org/">Writing &#x2013; Review &amp; Editing</role>
                    <xref ref-type="aff" rid="a5">5</xref>
                </contrib>
                <contrib contrib-type="author" corresp="no">
                    <name>
                        <surname>Obsie</surname>
                        <given-names>Ali Abdilahi Ali</given-names>
                    </name>
                    <role content-type="http://credit.niso.org/">Investigation</role>
                    <role content-type="http://credit.niso.org/">Methodology</role>
                    <role content-type="http://credit.niso.org/">Supervision</role>
                    <role content-type="http://credit.niso.org/">Writing &#x2013; Review &amp; Editing</role>
                    <xref ref-type="aff" rid="a5">5</xref>
                </contrib>
                <contrib contrib-type="author" corresp="no">
                    <name>
                        <surname>Reynolds</surname>
                        <given-names>Zachary</given-names>
                    </name>
                    <role content-type="http://credit.niso.org/">Visualization</role>
                    <role content-type="http://credit.niso.org/">Writing &#x2013; Review &amp; Editing</role>
                    <xref ref-type="aff" rid="a10">10</xref>
                </contrib>
                <contrib contrib-type="author" corresp="yes">
                    <name>
                        <surname>Rhoda</surname>
                        <given-names>Dale A.</given-names>
                    </name>
                    <role content-type="http://credit.niso.org/">Data Curation</role>
                    <role content-type="http://credit.niso.org/">Methodology</role>
                    <role content-type="http://credit.niso.org/">Visualization</role>
                    <role content-type="http://credit.niso.org/">Writing &#x2013; Original Draft Preparation</role>
                    <role content-type="http://credit.niso.org/">Writing &#x2013; Review &amp; Editing</role>
                    <uri content-type="orcid">https://orcid.org/0000-0003-0948-1368</uri>
                    <xref ref-type="corresp" rid="c1">a</xref>
                    <xref ref-type="aff" rid="a3">3</xref>
                </contrib>
                <contrib contrib-type="author" corresp="no">
                    <name>
                        <surname>Shube</surname>
                        <given-names>Mukhtar Abdi</given-names>
                    </name>
                    <role content-type="http://credit.niso.org/">Writing &#x2013; Review &amp; Editing</role>
                    <xref ref-type="aff" rid="a11">11</xref>
                </contrib>
                <contrib contrib-type="author" corresp="no">
                    <name>
                        <surname>Sinai</surname>
                        <given-names>Cyrus S.</given-names>
                    </name>
                    <role content-type="http://credit.niso.org/">Methodology</role>
                    <role content-type="http://credit.niso.org/">Writing &#x2013; Review &amp; Editing</role>
                    <uri content-type="orcid">https://orcid.org/0000-0003-4585-9575</uri>
                    <xref ref-type="aff" rid="a12">12</xref>
                </contrib>
                <contrib contrib-type="author" corresp="no">
                    <name>
                        <surname>Trimner</surname>
                        <given-names>Mary Kay</given-names>
                    </name>
                    <role content-type="http://credit.niso.org/">Data Curation</role>
                    <role content-type="http://credit.niso.org/">Visualization</role>
                    <role content-type="http://credit.niso.org/">Writing &#x2013; Review &amp; Editing</role>
                    <xref ref-type="aff" rid="a3">3</xref>
                </contrib>
                <contrib contrib-type="author" corresp="no">
                    <name>
                        <surname>Webeck</surname>
                        <given-names>Jenna M.</given-names>
                    </name>
                    <role content-type="http://credit.niso.org/">Methodology</role>
                    <role content-type="http://credit.niso.org/">Project Administration</role>
                    <role content-type="http://credit.niso.org/">Writing &#x2013; Original Draft Preparation</role>
                    <role content-type="http://credit.niso.org/">Writing &#x2013; Review &amp; Editing</role>
                    <xref ref-type="aff" rid="a13">13</xref>
                </contrib>
                <aff id="a1">
                    <label>1</label>World Health Organization, Beirut, Lebanon</aff>
                <aff id="a2">
                    <label>2</label>Bill &amp; Melinda Gates Foundation, London, UK</aff>
                <aff id="a3">
                    <label>3</label>Biostat Global Consulting, Worthington, OH, 43085, USA</aff>
                <aff id="a4">
                    <label>4</label>US Centers for Disease Control and Prevention, Atlanta, GA, USA</aff>
                <aff id="a5">
                    <label>5</label>World Health Organization, Mogadishu, Somalia</aff>
                <aff id="a6">
                    <label>6</label>Acasus, Baar, Switzerland</aff>
                <aff id="a7">
                    <label>7</label>University of California at Los Angeles, Kinshasa, Democratic Republic of the Congo</aff>
                <aff id="a8">
                    <label>8</label>GetODK, San Diego, CA, USA</aff>
                <aff id="a9">
                    <label>9</label>Regional Office for Africa, World Health Organization, Brazzaville, Congo</aff>
                <aff id="a10">
                    <label>10</label>Synergy America Inc., Atlanta, GA, USA</aff>
                <aff id="a11">
                    <label>11</label>EPI Programme, Mogadishu, Somalia</aff>
                <aff id="a12">
                    <label>12</label>Department of Geography and Environment, The University of North Carolina at Chapel Hill, Chapel Hill, NC, USA</aff>
                <aff id="a13">
                    <label>13</label>McKing Consulting Corporation, Chamblee, GA, USA</aff>
            </contrib-group>
            <author-notes>
                <corresp id="c1">
                    <label>a</label>
                    <email xlink:href="mailto:dale.rhoda@biostatglobal.com">dale.rhoda@biostatglobal.com</email>
                </corresp>
                <fn fn-type="conflict">
                    <p>No competing interests were disclosed.</p>
                </fn>
            </author-notes>
            <pub-date pub-type="epub">
                <day>1</day>
                <month>3</month>
                <year>2024</year>
            </pub-date>
            <pub-date pub-type="collection">
                <year>2024</year>
            </pub-date>
            <volume>8</volume>
            <elocation-id>17</elocation-id>
            <history>
                <date date-type="accepted">
                    <day>13</day>
                    <month>2</month>
                    <year>2024</year>
                </date>
            </history>
            <permissions>
                <copyright-statement>Copyright: &#x00a9; 2024 Hossain MS et al.</copyright-statement>
                <copyright-year>2024</copyright-year>
                <license xlink:href="https://creativecommons.org/licenses/by/4.0/">
                    <license-p>This is an open access article distributed under the terms of the Creative Commons Attribution Licence, which permits unrestricted use, distribution, and reproduction in any medium, provided the original work is properly cited.</license-p>
                </license>
            </permissions>
            <self-uri content-type="pdf" xlink:href="https://gatesopenresearch.org/articles/8-17/pdf"/>
            <abstract>
                <p>This paper describes the design and methods of a serosurvey conducted in Somalia in 2021. The study had several concurrent aims: a) to estimate seroprevalence of antibodies to SARS-CoV-2, b) to obtain age-specific data on susceptibility to poliovirus, measles, rubella, diphtheria, and tetanus; and c) to estimate seroprevalence of pathogens causing malaria and neglected tropical diseases. Participants were recruited from persons seeking care at government health facilities as well as friends and family members who accompanied those seeking care. Respondents answered interview questions to establish their demographic profile, their COVID-19 exposure and experience, and, for children, their routine immunization status. Each participant contributed a sample of blood for serum or dried blood spots. Serum samples were analyzed in Somalia for SARS-CoV-2 and dried blood spots were analyzed at the US Centers for Disease Control and Prevention (US CDC) for the other diseases and antigens of interest. This manuscript describes the study design, logistics, laboratory methods, and data management steps used to compile the study dataset. Study results will be reported in a series of manuscripts to follow.</p>
            </abstract>
            <kwd-group kwd-group-type="author">
                <kwd>Somalia</kwd>
                <kwd>SARS-CoV-2</kwd>
                <kwd>seroepidemiological studies</kwd>
                <kwd>serosurvey</kwd>
                <kwd>multi-bead assay</kwd>
                <kwd>poliovirus</kwd>
                <kwd>measles</kwd>
                <kwd>rubella</kwd>
            </kwd-group>
            <funding-group>
                <award-group id="fund-1" xlink:href="http://dx.doi.org/10.13039/100000865">
                    <funding-source>Gates Foundation</funding-source>
                    <award-id>INV-026327</award-id>
                    <award-id>INV-025873</award-id>
                    <award-id>INV-054307</award-id>
                    <award-id>INV-026414</award-id>
                </award-group>
                <funding-statement>This work was supported by the Gates Foundation [INV-054307, INV-026414, INV-025873, INV-026327].</funding-statement>
            </funding-group>
        </article-meta>
    </front>
    <body>
        <sec>
            <title>Background</title>
            <p>Vaccination is a cost-effective public health intervention for the control of infectious diseases. Vaccines have led to remarkable health gains over the last century and are commonly regarded as one of the greatest public health achievements in human history. Polio is currently the only vaccine-preventable disease (VPD) targeted for worldwide eradication; additionally measles is targeted for elimination in all six World Health Organization (WHO) regions. Ensuring high vaccination coverage and surveillance will be critical to polio eradication and measles elimination efforts.</p>
            <p>Somalia is a country emerging from three decades of conflict that damaged or destroyed much of the country&#x2019;s public health infrastructure
                <sup>
                    <xref ref-type="bibr" rid="ref-1">1</xref>
                </sup>. Today, continued fragility and chronic institutional underinvestment remain significant barriers to rebuilding and strengthening the Somali healthcare system
                <sup>
                    <xref ref-type="bibr" rid="ref-1">1</xref>
                </sup>. Nearly 70% of Somalis live in poverty today, but this is particularly severe in rural areas and among Internally Displaced Persons (IDPs) living in settlements
                <sup>
                    <xref ref-type="bibr" rid="ref-2">2</xref>
                </sup>. Approximately 40% of Somali households live more than 30 minutes walking distance from their nearest health clinic
                <sup>
                    <xref ref-type="bibr" rid="ref-2">2</xref>
                </sup>. As such, available sources of vaccination coverage data for Somalia are sparse and inconsistent.</p>
            <p>According to the 2020 Somali Health and Demographic Survey, routine coverage for all the vaccines scheduled to be administered during the first year of life, specifically one Bacillus Calmette&#x2013;Gu&#x00e9;rin (BCG) vaccine, three doses of pentavalent (diphtheria, pertussis, tetanus, hepatitis B, and 
                <italic toggle="yes">Haemophilus influenza</italic> b) and four doses of oral polio vaccines, and one dose of measles vaccine, was only 11%. These data were verified by reference to the child vaccination card as well as caregiver&#x2019;s recall when the card was missing. Only 37% of children had received BCG, 21% had received the first dose of pentavalent vaccine, and 30% had received the first dose of polio. Only 12% of children completed the required three doses of the pentavalent vaccine and 26% received three doses of oral polio vaccine. Only 23% percent of children had been vaccinated against measles and only 27% of births were protected against neonatal tetanus
                <sup>
                    <xref ref-type="bibr" rid="ref-3">3</xref>
                </sup>. In addition to the routine doses mentioned here, oral polio and measles vaccine doses are administered through vaccination campaigns.</p>
            <p>Vaccination coverage in Somalia is estimated by various sources, including Demographic and Health Surveys, independent post-campaign coverage surveys, administrative reports from the National Expanded Programme on Immunization (EPI), and WHO/UNICEF coverage estimates. These sources capture vaccination status but do not estimate the actual immunity of the population, in part, because natural infection and failed vaccination (due to vaccine quality, administration, or host factors such as malnutrition and infection) are not considered.</p>
            <p>Seroepidemiological surveys (serosurveys), also known as sero-surveillance or serological surveys provide valuable insight into the natural history and epidemiology of infection and can be used to: assess the effectiveness of vaccine campaigns, determine proximity to theoretical thresholds for disease elimination, estimate the burden of VPDs, and identify gaps in population immunity to inform interventions such as supplementary immunization activities
                <sup>
                    <xref ref-type="bibr" rid="ref-4">4</xref>
                </sup>. By estimating population susceptibility to vaccine-preventable diseases, serosurveys can provide critical insights into ongoing immunity gaps within certain sub-populations and geographic regions, as well as EPI program efficiency, especially when triangulated with surveillance and coverage data.</p>
            <p>Somalia continues to experience cases of vaccine-derived polio virus caused by significant immunity gaps due to poor vaccination coverage to the virus. The country also reports regular outbreaks of measles, as coverage during both routine and mass vaccination campaigns has not achieved the level required to interrupt transmission (95%). Inaccessibility (e.g., difficult terrain), poor infrastructure (e.g., lack of vaccine cold chain), and chronic insecurity make vaccine delivery challenging throughout many parts of the country, resulting in sub-optimal immunity. Regardless of root cause, serosurvey data on population susceptibility to poliovirus (types 1, 2, and 3), measles, rubella, and tetanus and an improved understanding of the potential risk factors associated with insufficient population immunity may help direct appropriate programmatic actions and can provide immunity benchmarks for the elimination of these preventable diseases.</p>
            <p>In addition, serosurveys measure immunity from vaccination or past infection. Such information is particularly helpful for mathematical modelling that can be used to determine the potential for future epidemics and at-risk age groups
                <sup>
                    <xref ref-type="bibr" rid="ref-4">4</xref>
                </sup>. This knowledge can help determine the need for public health intervention by estimating the true level of population immunity to antigens of interest.</p>
            <p>In 2021, the WHO undertook a serosurvey in Somalia to estimate seroprevalence of antibodies to SARS-CoV-2 and a long list of other diseases. This paper describes the survey methods, sample processing methods, and data management steps employed to construct the analysis dataset that combines interview responses with three sets of laboratory results.</p>
        </sec>
        <sec>
            <title>Study aims</title>
            <p>The aims of the survey were to:</p>
            <list list-type="bullet">
                <list-item>
                    <label>1.</label>
                    <p>estimate seroprevalence of antibodies to SARS-CoV-2;</p>
                </list-item>
                <list-item>
                    <label>2.</label>
                    <p>obtain age-specific data on susceptibility to poliovirus, measles, rubella, diphtheria, and tetanus;</p>
                </list-item>
                <list-item>
                    <label>3.</label>
                    <p>identify potential risk factors associated with insufficient population immunity to vaccine preventable diseases;</p>
                </list-item>
                <list-item>
                    <label>4.</label>
                    <p>identify areas at high risk for polio outbreaks;</p>
                </list-item>
                <list-item>
                    <label>5.</label>
                    <p>identify areas where immunization coverage remains low;</p>
                </list-item>
                <list-item>
                    <label>6.</label>
                    <p>estimate seroprevalence of pathogens causing malaria and neglected tropical diseases.</p>
                </list-item>
            </list>
        </sec>
        <sec>
            <title>Study design</title>
            <p>The study was a cross-sectional population-based survey conducted with a serosurvey that was part of the WHO Unity COVID-19 studies
                <sup>
                    <xref ref-type="bibr" rid="ref-5">5</xref>&#x2013;
                    <xref ref-type="bibr" rid="ref-7">7</xref>
                </sup>. Each participant completed a questionnaire and had a sample of venous blood collected. Data were collected from March to July 2021.</p>
        </sec>
        <sec>
            <title>Study population</title>
            <p>The study was conducted across Somalia, including the Banadir Regional Administration, Puntland, and Somaliland, but excluding Middle Juba for security and operational reasons. Eligible respondents were persons ages 1 year and older who were visiting non-respiratory disease outpatient or inpatient departments of public health facilities (to reduce potential confounding for the COVID-19 section of this study). Accompanying household members were also eligible; however, only one person per household was enrolled.</p>
            <p>Exclusion criteria included refusal or inability to provide informed consent, contraindication to or unsuccessful venipuncture after three attempts, and individuals with critical illnesses or undergoing serious medical intervention.</p>
        </sec>
        <sec>
            <title>Ethical approval</title>
            <p>The study was conducted in accordance with the World Medical Association&#x2019;s Declaration of Helsinki on ethical principles for medical research involving human subjects
                <sup>
                    <xref ref-type="bibr" rid="ref-8">8</xref>
                </sup>. There was no formal ethical review board in Somalia at the time the work was initiated but the study protocol was approved by the Somali Health Authority on 11 November 2020. The health facility authorities and outpatient team members at data collection sites were informed of the study and its objectives in advance to facilitate safe and efficient data collection without interfering with facility operations.</p>
            <p>This activity was reviewed by CDC, deemed not research, and was conducted consistent with applicable federal law and CDC policy (See e.g., 45 C.F.R. part 46, 21 C.F.R. part 56; 42 U.S.C. &#x00a7;241(d); 5 U.S.C. &#x00a7;552a; 44 U.S.C. &#x00a7;3501 et seq.).</p>
        </sec>
        <sec>
            <title>Sample size</title>
            <p>The study target sample size was 3,616 respondents. The inferential goal was to yield state-level two-sided Wald type 97% confidence intervals no wider than +/- 5% for estimated proportions of 50%, on average, if the data were analyzed as a simple random sample with a nonresponse or missing results rate of 5% of respondents. The sample target was allocated across administrative regions in proportion to estimated population (
                <xref ref-type="table" rid="T1">Table 1</xref>).</p>
            <table-wrap id="T1" orientation="portrait" position="anchor">
                <label>Table 1. </label>
                <caption>
                    <title>Planned distribution of study sample, 2021 Somalia Serosurvey.</title>
                </caption>
                <table content-type="article-table" frame="hsides">
                    <thead>
                        <tr>
                            <th align="left" colspan="1" rowspan="2" valign="middle">State</th>
                            <th align="center" colspan="1" rowspan="2" valign="middle">Region</th>
                            <th align="center" colspan="1" rowspan="2" valign="middle">Estimated
                                <break/>total
                                <break/>population
                                <break/>in the
                                <break/>region</th>
                            <th align="center" colspan="1" rowspan="2" valign="middle">Proportion
                                <break/>of
                                <break/>population
                                <break/>from total</th>
                            <th align="center" colspan="1" rowspan="2" valign="middle">Samples
                                <break/>per
                                <break/>region</th>
                            <th align="center" colspan="1" rowspan="2" valign="middle">Health
                                <break/>facilities
                                <break/>to sample</th>
                            <th align="center" colspan="5" rowspan="1" valign="middle">Target number of samples by age group
                                <break/>and region</th>
                        </tr>
                        <tr>
                            <th align="center" colspan="1" rowspan="1" valign="middle">&lt;5 years (20.3%)</th>
                            <th align="center" colspan="1" rowspan="1" valign="middle">5 to 14 years
                                <break/>(34.5%)</th>
                            <th align="center" colspan="1" rowspan="1" valign="middle">15 to 29 years
                                <break/>(22.9%)</th>
                            <th align="center" colspan="1" rowspan="1" valign="middle">30 to 49 years
                                <break/>(13.1%)</th>
                            <th align="center" colspan="1" rowspan="1" valign="middle">50 years &amp; older
                                <break/>(9.2%)</th>
                        </tr>
                    </thead>
                    <tbody>
                        <tr>
                            <td align="left" colspan="1" rowspan="1" valign="middle">Banadir
                                <break/>Municipality</td>
                            <td align="left" colspan="1" rowspan="1" valign="middle">Banadir</td>
                            <td align="center" colspan="1" rowspan="1" valign="middle">2,028,550</td>
                            <td align="center" colspan="1" rowspan="1" valign="middle">12.7%</td>
                            <td align="center" colspan="1" rowspan="1" valign="middle">440</td>
                            <td align="center" colspan="1" rowspan="1" valign="middle">1 RH + 17 DHCs</td>
                            <td align="center" colspan="1" rowspan="1" valign="middle">89</td>
                            <td align="center" colspan="1" rowspan="1" valign="middle">152</td>
                            <td align="center" colspan="1" rowspan="1" valign="middle">101</td>
                            <td align="center" colspan="1" rowspan="1" valign="middle">58</td>
                            <td align="center" colspan="1" rowspan="1" valign="middle">40</td>
                        </tr>
                        <tr>
                            <td align="left" colspan="1" rowspan="2" valign="middle">Galmudug</td>
                            <td align="left" colspan="1" rowspan="1" valign="middle">South
                                <break/>Mudug</td>
                            <td align="center" colspan="1" rowspan="1" valign="middle">165,205</td>
                            <td align="center" colspan="1" rowspan="1" valign="middle">1.0%</td>
                            <td align="center" colspan="1" rowspan="1" valign="middle">35</td>
                            <td align="center" colspan="1" rowspan="1" valign="middle">1 RH + 3 DHCs</td>
                            <td align="center" colspan="1" rowspan="1" valign="middle">7</td>
                            <td align="center" colspan="1" rowspan="1" valign="middle">12</td>
                            <td align="center" colspan="1" rowspan="1" valign="middle">8</td>
                            <td align="center" colspan="1" rowspan="1" valign="middle">5</td>
                            <td align="center" colspan="1" rowspan="1" valign="middle">3</td>
                        </tr>
                        <tr>
                            <td align="left" colspan="1" rowspan="1" valign="middle">Galgadud</td>
                            <td align="center" colspan="1" rowspan="1" valign="middle">699,980</td>
                            <td align="center" colspan="1" rowspan="1" valign="middle">4.4%</td>
                            <td align="center" colspan="1" rowspan="1" valign="middle">152</td>
                            <td align="center" colspan="1" rowspan="1" valign="middle">1 RH + 11 DHCs</td>
                            <td align="center" colspan="1" rowspan="1" valign="middle">31</td>
                            <td align="center" colspan="1" rowspan="1" valign="middle">52</td>
                            <td align="center" colspan="1" rowspan="1" valign="middle">35</td>
                            <td align="center" colspan="1" rowspan="1" valign="middle">20</td>
                            <td align="center" colspan="1" rowspan="1" valign="middle">14</td>
                        </tr>
                        <tr>
                            <td align="left" colspan="1" rowspan="2" valign="middle">Hirshabelle</td>
                            <td align="left" colspan="1" rowspan="1" valign="middle">Hiran</td>
                            <td align="center" colspan="1" rowspan="1" valign="middle">640,055</td>
                            <td align="center" colspan="1" rowspan="1" valign="middle">4.0%</td>
                            <td align="center" colspan="1" rowspan="1" valign="middle">139</td>
                            <td align="center" colspan="1" rowspan="1" valign="middle">1 RH + 5 DHCs</td>
                            <td align="center" colspan="1" rowspan="1" valign="middle">28</td>
                            <td align="center" colspan="1" rowspan="1" valign="middle">48</td>
                            <td align="center" colspan="1" rowspan="1" valign="middle">32</td>
                            <td align="center" colspan="1" rowspan="1" valign="middle">18</td>
                            <td align="center" colspan="1" rowspan="1" valign="middle">13</td>
                        </tr>
                        <tr>
                            <td align="left" colspan="1" rowspan="1" valign="middle">Middle
                                <break/>Shabelle</td>
                            <td align="center" colspan="1" rowspan="1" valign="middle">634,340</td>
                            <td align="center" colspan="1" rowspan="1" valign="middle">4.0%</td>
                            <td align="center" colspan="1" rowspan="1" valign="middle">138</td>
                            <td align="center" colspan="1" rowspan="1" valign="middle">1 RH + 8 DHCs</td>
                            <td align="center" colspan="1" rowspan="1" valign="middle">28</td>
                            <td align="center" colspan="1" rowspan="1" valign="middle">47</td>
                            <td align="center" colspan="1" rowspan="1" valign="middle">32</td>
                            <td align="center" colspan="1" rowspan="1" valign="middle">18</td>
                            <td align="center" colspan="1" rowspan="1" valign="middle">13</td>
                        </tr>
                        <tr>
                            <td align="left" colspan="1" rowspan="3" valign="middle">Jubaland</td>
                            <td align="left" colspan="1" rowspan="1" valign="middle">Gedo</td>
                            <td align="center" colspan="1" rowspan="1" valign="middle">760,403</td>
                            <td align="center" colspan="1" rowspan="1" valign="middle">4.8%</td>
                            <td align="center" colspan="1" rowspan="1" valign="middle">186</td>
                            <td align="center" colspan="1" rowspan="1" valign="middle">1 RH + 8 DHCs</td>
                            <td align="center" colspan="1" rowspan="1" valign="middle">54</td>
                            <td align="center" colspan="1" rowspan="1" valign="middle">57</td>
                            <td align="center" colspan="1" rowspan="1" valign="middle">38</td>
                            <td align="center" colspan="1" rowspan="1" valign="middle">22</td>
                            <td align="center" colspan="1" rowspan="1" valign="middle">15</td>
                        </tr>
                        <tr>
                            <td align="left" colspan="1" rowspan="1" valign="middle">Lower
                                <break/>Juba</td>
                            <td align="center" colspan="1" rowspan="1" valign="middle">736,924</td>
                            <td align="center" colspan="1" rowspan="1" valign="middle">4.6%</td>
                            <td align="center" colspan="1" rowspan="1" valign="middle">180</td>
                            <td align="center" colspan="1" rowspan="1" valign="middle">1 RH + 7 DHCs</td>
                            <td align="center" colspan="1" rowspan="1" valign="middle">52</td>
                            <td align="center" colspan="1" rowspan="1" valign="middle">55</td>
                            <td align="center" colspan="1" rowspan="1" valign="middle">37</td>
                            <td align="center" colspan="1" rowspan="1" valign="middle">21</td>
                            <td align="center" colspan="1" rowspan="1" valign="middle">15</td>
                        </tr>
                        <tr>
                            <td align="left" colspan="1" rowspan="1" valign="middle">Middle
                                <break/>Juba</td>
                            <td align="center" colspan="1" rowspan="1" valign="middle">581,565</td>
                            <td align="center" colspan="1" rowspan="1" valign="middle">3.6%</td>
                            <td align="center" colspan="1" rowspan="1" valign="middle">147</td>
                            <td align="center" colspan="1" rowspan="1" valign="middle">1 RH + 4 DHCs</td>
                            <td align="center" colspan="1" rowspan="1" valign="middle">45</td>
                            <td align="center" colspan="1" rowspan="1" valign="middle">44</td>
                            <td align="center" colspan="1" rowspan="1" valign="middle">29</td>
                            <td align="center" colspan="1" rowspan="1" valign="middle">17</td>
                            <td align="center" colspan="1" rowspan="1" valign="middle">12</td>
                        </tr>
                        <tr>
                            <td align="left" colspan="1" rowspan="3" valign="middle">Puntland</td>
                            <td align="left" colspan="1" rowspan="1" valign="middle">Bari (&amp;
                                <break/>Karkar)</td>
                            <td align="center" colspan="1" rowspan="1" valign="middle">1,106,434</td>
                            <td align="center" colspan="1" rowspan="1" valign="middle">6.9%</td>
                            <td align="center" colspan="1" rowspan="1" valign="middle">240</td>
                            <td align="center" colspan="1" rowspan="1" valign="middle">1 RH + 11 DHCs</td>
                            <td align="center" colspan="1" rowspan="1" valign="middle">49</td>
                            <td align="center" colspan="1" rowspan="1" valign="middle">83</td>
                            <td align="center" colspan="1" rowspan="1" valign="middle">55</td>
                            <td align="center" colspan="1" rowspan="1" valign="middle">31</td>
                            <td align="center" colspan="1" rowspan="1" valign="middle">22</td>
                        </tr>
                        <tr>
                            <td align="left" colspan="1" rowspan="1" valign="middle">Mudug
                                <break/>PL</td>
                            <td align="center" colspan="1" rowspan="1" valign="middle">717,232</td>
                            <td align="center" colspan="1" rowspan="1" valign="middle">4.5%</td>
                            <td align="center" colspan="1" rowspan="1" valign="middle">156</td>
                            <td align="center" colspan="1" rowspan="1" valign="middle">1 RH + 3 DHCs</td>
                            <td align="center" colspan="1" rowspan="1" valign="middle">32</td>
                            <td align="center" colspan="1" rowspan="1" valign="middle">54</td>
                            <td align="center" colspan="1" rowspan="1" valign="middle">36</td>
                            <td align="center" colspan="1" rowspan="1" valign="middle">20</td>
                            <td align="center" colspan="1" rowspan="1" valign="middle">14</td>
                        </tr>
                        <tr>
                            <td align="left" colspan="1" rowspan="1" valign="middle">Nugal</td>
                            <td align="center" colspan="1" rowspan="1" valign="middle">616,889</td>
                            <td align="center" colspan="1" rowspan="1" valign="middle">3.9%</td>
                            <td align="center" colspan="1" rowspan="1" valign="middle">134</td>
                            <td align="center" colspan="1" rowspan="1" valign="middle">1 RH + 4 DHCs</td>
                            <td align="center" colspan="1" rowspan="1" valign="middle">27</td>
                            <td align="center" colspan="1" rowspan="1" valign="middle">46</td>
                            <td align="center" colspan="1" rowspan="1" valign="middle">31</td>
                            <td align="center" colspan="1" rowspan="1" valign="middle">18</td>
                            <td align="center" colspan="1" rowspan="1" valign="middle">12</td>
                        </tr>
                        <tr>
                            <td align="left" colspan="1" rowspan="5" valign="middle">Somaliland</td>
                            <td align="left" colspan="1" rowspan="1" valign="middle">Awdal</td>
                            <td align="center" colspan="1" rowspan="1" valign="middle">827,612</td>
                            <td align="center" colspan="1" rowspan="1" valign="middle">5.2%</td>
                            <td align="center" colspan="1" rowspan="1" valign="middle">180</td>
                            <td align="center" colspan="1" rowspan="1" valign="middle">1 RH + 4 DHCs</td>
                            <td align="center" colspan="1" rowspan="1" valign="middle">36</td>
                            <td align="center" colspan="1" rowspan="1" valign="middle">62</td>
                            <td align="center" colspan="1" rowspan="1" valign="middle">41</td>
                            <td align="center" colspan="1" rowspan="1" valign="middle">24</td>
                            <td align="center" colspan="1" rowspan="1" valign="middle">17</td>
                        </tr>
                        <tr>
                            <td align="left" colspan="1" rowspan="1" valign="middle">Galbeed</td>
                            <td align="center" colspan="1" rowspan="1" valign="middle">1,600,856</td>
                            <td align="center" colspan="1" rowspan="1" valign="middle">10.0%</td>
                            <td align="center" colspan="1" rowspan="1" valign="middle">349</td>
                            <td align="center" colspan="1" rowspan="1" valign="middle">1 RH + 5 DHCs</td>
                            <td align="center" colspan="1" rowspan="1" valign="middle">71</td>
                            <td align="center" colspan="1" rowspan="1" valign="middle">120</td>
                            <td align="center" colspan="1" rowspan="1" valign="middle">80</td>
                            <td align="center" colspan="1" rowspan="1" valign="middle">46</td>
                            <td align="center" colspan="1" rowspan="1" valign="middle">32</td>
                        </tr>
                        <tr>
                            <td align="left" colspan="1" rowspan="1" valign="middle">Sanag</td>
                            <td align="center" colspan="1" rowspan="1" valign="middle">446,897</td>
                            <td align="center" colspan="1" rowspan="1" valign="middle">2.8%</td>
                            <td align="center" colspan="1" rowspan="1" valign="middle">97</td>
                            <td align="center" colspan="1" rowspan="1" valign="middle">1 RH + 3 DHCs</td>
                            <td align="center" colspan="1" rowspan="1" valign="middle">20</td>
                            <td align="center" colspan="1" rowspan="1" valign="middle">33</td>
                            <td align="center" colspan="1" rowspan="1" valign="middle">22</td>
                            <td align="center" colspan="1" rowspan="1" valign="middle">13</td>
                            <td align="center" colspan="1" rowspan="1" valign="middle">9</td>
                        </tr>
                        <tr>
                            <td align="left" colspan="1" rowspan="1" valign="middle">Sool</td>
                            <td align="center" colspan="1" rowspan="1" valign="middle">268,324</td>
                            <td align="center" colspan="1" rowspan="1" valign="middle">1.7%</td>
                            <td align="center" colspan="1" rowspan="1" valign="middle">58</td>
                            <td align="center" colspan="1" rowspan="1" valign="middle">1 RH + 3 DHCs</td>
                            <td align="center" colspan="1" rowspan="1" valign="middle">12</td>
                            <td align="center" colspan="1" rowspan="1" valign="middle">20</td>
                            <td align="center" colspan="1" rowspan="1" valign="middle">13</td>
                            <td align="center" colspan="1" rowspan="1" valign="middle">8</td>
                            <td align="center" colspan="1" rowspan="1" valign="middle">5</td>
                        </tr>
                        <tr>
                            <td align="left" colspan="1" rowspan="1" valign="middle">Togdher</td>
                            <td align="center" colspan="1" rowspan="1" valign="middle">812,624</td>
                            <td align="center" colspan="1" rowspan="1" valign="middle">5.1%</td>
                            <td align="center" colspan="1" rowspan="1" valign="middle">176</td>
                            <td align="center" colspan="1" rowspan="1" valign="middle">1 RH + 4 DHCs</td>
                            <td align="center" colspan="1" rowspan="1" valign="middle">36</td>
                            <td align="center" colspan="1" rowspan="1" valign="middle">61</td>
                            <td align="center" colspan="1" rowspan="1" valign="middle">40</td>
                            <td align="center" colspan="1" rowspan="1" valign="middle">23</td>
                            <td align="center" colspan="1" rowspan="1" valign="middle">16</td>
                        </tr>
                        <tr>
                            <td align="left" colspan="1" rowspan="3" valign="middle">Southwest</td>
                            <td align="left" colspan="1" rowspan="1" valign="middle">Bakol</td>
                            <td align="center" colspan="1" rowspan="1" valign="middle">586,858</td>
                            <td align="center" colspan="1" rowspan="1" valign="middle">3.7%</td>
                            <td align="center" colspan="1" rowspan="1" valign="middle">144</td>
                            <td align="center" colspan="1" rowspan="1" valign="middle">1 RH + 5 DHCs</td>
                            <td align="center" colspan="1" rowspan="1" valign="middle">42</td>
                            <td align="center" colspan="1" rowspan="1" valign="middle">44</td>
                            <td align="center" colspan="1" rowspan="1" valign="middle">29</td>
                            <td align="center" colspan="1" rowspan="1" valign="middle">17</td>
                            <td align="center" colspan="1" rowspan="1" valign="middle">12</td>
                        </tr>
                        <tr>
                            <td align="left" colspan="1" rowspan="1" valign="middle">Bay</td>
                            <td align="center" colspan="1" rowspan="1" valign="middle">1,109,236</td>
                            <td align="center" colspan="1" rowspan="1" valign="middle">7.0%</td>
                            <td align="center" colspan="1" rowspan="1" valign="middle">271</td>
                            <td align="center" colspan="1" rowspan="1" valign="middle">1 RH + 5 DHCs</td>
                            <td align="center" colspan="1" rowspan="1" valign="middle">79</td>
                            <td align="center" colspan="1" rowspan="1" valign="middle">83</td>
                            <td align="center" colspan="1" rowspan="1" valign="middle">55</td>
                            <td align="center" colspan="1" rowspan="1" valign="middle">32</td>
                            <td align="center" colspan="1" rowspan="1" valign="middle">22</td>
                        </tr>
                        <tr>
                            <td align="left" colspan="1" rowspan="1" valign="middle">Lower
                                <break/>Shabelle</td>
                            <td align="center" colspan="1" rowspan="1" valign="middle">1,613,276</td>
                            <td align="center" colspan="1" rowspan="1" valign="middle">10.1%</td>
                            <td align="center" colspan="1" rowspan="1" valign="middle">394</td>
                            <td align="center" colspan="1" rowspan="1" valign="middle">1 RH + 8 DHCs</td>
                            <td align="center" colspan="1" rowspan="1" valign="middle">115</td>
                            <td align="center" colspan="1" rowspan="1" valign="middle">121</td>
                            <td align="center" colspan="1" rowspan="1" valign="middle">80</td>
                            <td align="center" colspan="1" rowspan="1" valign="middle">46</td>
                            <td align="center" colspan="1" rowspan="1" valign="middle">32</td>
                        </tr>
                        <tr>
                            <td align="left" colspan="1" rowspan="1" valign="middle">
                                <bold>Total</bold>
                            </td>
                            <td align="left" colspan="1" rowspan="1" valign="middle">
                                <bold/>
                            </td>
                            <td align="center" colspan="1" rowspan="1" valign="middle">
                                <bold>15,953,260</bold>
                            </td>
                            <td align="center" colspan="1" rowspan="1" valign="middle">
                                <bold>100%</bold>
                            </td>
                            <td align="center" colspan="1" rowspan="1" valign="middle">
                                <bold>3,616</bold>
                            </td>
                            <td align="center" colspan="1" rowspan="1" valign="middle">
                                <bold>19 RHs and 118</bold>
                                <break/>
                                <bold>DHCs</bold>
                            </td>
                            <td align="center" colspan="1" rowspan="1" valign="middle">
                                <bold>853</bold>
                            </td>
                            <td align="center" colspan="1" rowspan="1" valign="middle">
                                <bold>1,194</bold>
                            </td>
                            <td align="center" colspan="1" rowspan="1" valign="middle">
                                <bold>794</bold>
                            </td>
                            <td align="center" colspan="1" rowspan="1" valign="middle">
                                <bold>457</bold>
                            </td>
                            <td align="center" colspan="1" rowspan="1" valign="middle">
                                <bold>318</bold>
                            </td>
                        </tr>
                    </tbody>
                </table>
                <table-wrap-foot>
                    <fn>
                        <p>Abbreviations: RH: regional hospital; DHC: district health center</p>
                        <p>Source: Serosurvey protocol v5, November 13, 2020.</p>
                    </fn>
                </table-wrap-foot>
            </table-wrap>
        </sec>
        <sec>
            <title>Sampling methodology</title>
            <p>In total, 19 administrative regions were visited to collect data at the regional hospital and at every district health center. Each data collection team was asked to achieve a balance of male and female respondents and to allocate the sample across five age groups in quotas designed to mirror the age distribution of the Somali population. Each team was assigned a target number of respondents for each of five age groups. When aggregated, the sample was designed to be distributed as follows: 20.3% ages 1&#x2013;4; 34.5% ages 5 to 14; 22.9% ages 15 to 29; 13.1% ages 30 to 49; and 9.2% age 50 and above.</p>
            <p>Family groups utilizing the health facility services were approached for enrollment. A table of random numbers was used to identify the first group to approach and thereafter every fifth or tenth family was approached (depending on the volume of persons seeking care) until the target number of respondents was recruited. Within a selected family, a single respondent was chosen using simple random sampling. If that person&#x2019;s age group quota had already been filled, another family member was selected from an age group that had not been filled.</p>
        </sec>
        <sec>
            <title>Consenting process</title>
            <p>Paper informed consent forms were signed by eligible respondents before the study team administered the questionnaire and collected specimens. Parental consent was obtained for children under 17 years, and assent was obtained from children between 7 and 17 years. Participants were informed that they would be tested for the presence of VPD antibodies and COVID-19 antibodies. Every participant could ask questions throughout the process. The study procedures were described along with risks and benefits, and it was clearly explained that their decision whether to join the study would not affect how they were treated at the clinic.</p>
        </sec>
        <sec>
            <title>Incentive and reimbursement</title>
            <p>Small gifts (worth no more than $2) were given to those who participated. Children who were found to have missed some vaccinations were referred for an opportunity to receive them.</p>
        </sec>
        <sec>
            <title>Data collection</title>
            <p>The survey was implemented using ODK
                <sup>
                    <xref ref-type="bibr" rid="ref-9">9</xref>,
                    <xref ref-type="bibr" rid="ref-10">10</xref>
                </sup> and data were recorded using the interviewers&#x2019; personal smartphones. 
                <xref ref-type="fig" rid="f1">Figure 1</xref> and 
                <xref ref-type="fig" rid="f2">Figure 2</xref> are maps that show the sites where data were collected. 
                <xref ref-type="fig" rid="f3">Figure 3</xref> shows the timeline of data collection and lab result availability. The questionnaire consisted of several short modules, some of which were limited to a subset of participants, as shown in 
                <xref ref-type="table" rid="T2">Table 2</xref>. The ODK questionnaire is available in XLSForm format from an online repository
                <sup>
                    <xref ref-type="bibr" rid="ref-11">11</xref>,
                    <xref ref-type="bibr" rid="ref-12">12</xref>
                </sup>. Every participant was categorized as either an adult (age 18 and above and answering on behalf of themselves) or a guardian (answering on behalf of a child ages 1&#x2013;17 years). Barcode stickers were affixed to the paper consent forms and then scanned with ODK to serve as a unique participant identifier.</p>
            <fig fig-type="figure" id="f1" orientation="portrait" position="float">
                <label>Figure 1. </label>
                <caption>
                    <title>Map of Somalia showing sites where data were collected, with state boundaries, 2021 Somalia Serosurvey</title>
                    <p>Note: No data were collected in Middle Juba in Jubaland State because of insecurity and unrest. Note: The boundaries and names shown and the designations used on these maps do not imply the expression of any opinion whatsoever on the part of the World Health Organization concerning the legal status of any country, territory, city or area or of its authorities, or concerning the delimitation of its frontiers or boundaries. Dotted and dashed lines on maps represent approximate border lines for which there may not yet be full agreement. Data source: WHO Somalia 2021 Serosurvey. Map production: Biostat Global Consulting. World Health Organization &#x00a9; WHO 2023. All rights reserved.</p>
                </caption>
                <graphic orientation="portrait" position="float" xlink:href="https://gatesopenresearch-files.f1000.com/manuscripts/16618/6133d6cb-bee3-4247-8486-3912a94c8fb5_figure1.gif"/>
            </fig>
            <fig fig-type="figure" id="f2" orientation="portrait" position="float">
                <label>Figure 2. </label>
                <caption>
                    <title>Map of Somalia showing sites where data were collected, with region boundaries, 2021 Somalia Serosurvey.</title>
                    <p>Note: No data were collected in Middle Juba in Jubaland State because of insecurity and unrest. Note: The boundaries and names shown and the designations used on these maps do not imply the expression of any opinion whatsoever on the part of the World Health Organization concerning the legal status of any country, territory, city or area or of its authorities, or concerning the delimitation of its frontiers or boundaries. Dotted and dashed lines on maps represent approximate border lines for which there may not yet be full agreement. Data source: WHO Somalia 2021 Serosurvey. Map production: Biostat Global Consulting. World Health Organization &#x00a9; WHO 2023. All rights reserved.</p>
                </caption>
                <graphic orientation="portrait" position="float" xlink:href="https://gatesopenresearch-files.f1000.com/manuscripts/16618/6133d6cb-bee3-4247-8486-3912a94c8fb5_figure2.gif"/>
            </fig>
            <fig fig-type="figure" id="f3" orientation="portrait" position="float">
                <label>Figure 3. </label>
                <caption>
                    <title>Project timeline, 2021 Somalia Serosurvey.</title>
                    <p>Note: Poliovirus assay results were delayed by 
                        <bold>a</bold>) a global shortage of supplies for the assay, 
                        <bold>b</bold>) scheduling conflicts in relation to other studies at the US CDC Polio and Picornavirus Laboratory Branch, and 
                        <bold>c</bold>) problems with individual DBS cards described in the text.</p>
                </caption>
                <graphic orientation="portrait" position="float" xlink:href="https://gatesopenresearch-files.f1000.com/manuscripts/16618/6133d6cb-bee3-4247-8486-3912a94c8fb5_figure3.gif"/>
            </fig>
            <table-wrap id="T2" orientation="portrait" position="anchor">
                <label>Table 2. </label>
                <caption>
                    <title>Study questionnaire modules, 2021 Somalia Serosurvey.</title>
                </caption>
                <table content-type="article-table" frame="hsides">
                    <thead>
                        <tr>
                            <th align="left" colspan="1" rowspan="1" valign="top">Module</th>
                            <th align="left" colspan="1" rowspan="1" valign="top">Data collected from</th>
                        </tr>
                    </thead>
                    <tbody>
                        <tr>
                            <td align="left" colspan="1" rowspan="1" valign="top">Region, district, health facility, GPS coordinates</td>
                            <td align="left" colspan="1" rowspan="1" valign="top">All</td>
                        </tr>
                        <tr>
                            <td align="left" colspan="1" rowspan="1" valign="top">Consent</td>
                            <td align="left" colspan="1" rowspan="1" valign="top">All &#x2013; Only those who consented were asked the modules
                                <break/>after consent</td>
                        </tr>
                        <tr>
                            <td align="left" colspan="1" rowspan="1" valign="top">Barcode for sample matching</td>
                            <td align="left" colspan="1" rowspan="1" valign="top">All</td>
                        </tr>
                        <tr>
                            <td align="left" colspan="1" rowspan="1" valign="top">Demographics</td>
                            <td align="left" colspan="1" rowspan="1" valign="top">All (Marital status and education were only collected from
                                <break/>adult participants)</td>
                        </tr>
                        <tr>
                            <td align="left" colspan="1" rowspan="1" valign="top">Childhood immunization history </td>
                            <td align="left" colspan="1" rowspan="1" valign="top">Children age 1&#x2013;5 years from card or caregiver recall, via
                                <break/>their guardian participant
                                <break/>Children age 6&#x2013;17 years from card if they happen to have
                                <break/>their card available for the interviewer to see</td>
                        </tr>
                        <tr>
                            <td align="left" colspan="1" rowspan="1" valign="top">Tetanus immunization history (from card and recall)</td>
                            <td align="left" colspan="1" rowspan="1" valign="top">Female adult participants and guardians of children age
                                <break/>1&#x2013;17 years, asking about the child&#x2019;s mother</td>
                        </tr>
                        <tr>
                            <td align="left" colspan="1" rowspan="1" valign="top">COVID-19 diagnosis and symptoms and complications </td>
                            <td align="left" colspan="1" rowspan="1" valign="top">All</td>
                        </tr>
                        <tr>
                            <td align="left" colspan="1" rowspan="1" valign="top">COVID-19 vaccination history</td>
                            <td align="left" colspan="1" rowspan="1" valign="top">Adult participants, but not guardians of children age 1&#x2013;17
                                <break/>years</td>
                        </tr>
                        <tr>
                            <td align="left" colspan="1" rowspan="1" valign="top">Household COVID-19 mortality </td>
                            <td align="left" colspan="1" rowspan="1" valign="top">All</td>
                        </tr>
                        <tr>
                            <td align="left" colspan="1" rowspan="1" valign="top">Household mortality (any cause)</td>
                            <td align="left" colspan="1" rowspan="1" valign="top">All</td>
                        </tr>
                        <tr>
                            <td align="left" colspan="1" rowspan="1" valign="top">Deceased symptoms and comorbidities</td>
                            <td align="left" colspan="1" rowspan="1" valign="top">All</td>
                        </tr>
                    </tbody>
                </table>
            </table-wrap>
            <p>The survey was conducted in Somaliland first, and some ambiguities concerning the ages of adult and guardian participants were quickly identified in the dataset. The survey form was updated to include additional demographic questions and to solve the problem of ambiguous ages. The form completed in subsequent interviews therefore had minor changes from the Somaliland form. Respondents in the subsequent interviews were asked some questions that were not posed in Somaliland, so those variables have been coded &#x201c;Not Asked&#x201d; for Somaliland participants.</p>
            <p>Trained phlebotomists collected 5 ml venous blood samples in red-top (no additives) test-tubes and handled them according to the WHO Unity study protocol. Dried blood spot (DBS) samples were prepared using prepacked DBS kits. From each participant, five blood spots between 300 and 500&#x00b5;l were placed on filter paper using a dropper. DBS samples were left to dry on a rack for at least three hours before being packaged with desiccant and a humidity indicator card before storage at the Somalia national laboratory in Mogadishu and then combined with all samples from data collection locations and shipped to the US CDC in Atlanta for analysis. Barcode stickers that matched the one applied to the consent form were affixed to each respondent&#x2019;s test tube and DBS card. When possible, regional and district-level supervisors from WHO were present to monitor the quality of the work.</p>
        </sec>
        <sec>
            <title>Laboratory analysis &#x2013; ELISA for SARS-CoV-2</title>
            <p>The processes for serum sample handling and analysis are described elsewhere
                <sup>
                    <xref ref-type="bibr" rid="ref-13">13</xref>
                </sup>. Labeled tubes were kept at 2&#x2013;8&#x00b0;C and transferred to regional hospital laboratories where they were separated and transferred again, still at 2&#x2013;8&#x00b0;C to three regional reference laboratories (in Mogadishu, Garowe, and Hargeisa) where they were analyzed using the WANTAI SARS COV-2 Ab enzyme-linked immunosorbent assay (ELISA) according to manufacturer's instructions (Beijing Wantai Biological Pharmacy Enterprise Co., Ltd, China). Transfer to the reference laboratory was achieved within one day of collection for most samples. Due to uncertain travel conditions resulting from political strife, some samples from South &amp; Central Somalia were stored as long as five days, still at 2&#x2013;8&#x00b0;C, before arriving at the destination laboratory. The kit has a combined IgM and IgG specificity of 97.5% and sensitivity of 96.7% for symptomatic COVID-19 cases
                <sup>
                    <xref ref-type="bibr" rid="ref-14">14</xref>,
                    <xref ref-type="bibr" rid="ref-15">15</xref>
                </sup>. The ELISA results (positive, negative or non-conclusive) were entered into the study data repository using ODK in a format amenable to merging with survey responses using the barcode as a unique matching key.</p>
        </sec>
        <sec>
            <title>Laboratory analysis &#x2013; Multiplex Bead Assay (MBA)</title>
            <p>DBS cards were analyzed first using MBA
                <sup>
                    <xref ref-type="other" rid="FN1">1</xref>
                </sup> to evaluate seropositivity for 27 antigens associated with 12 diseases using a small punch from a dried blood spot. See 
                <xref ref-type="table" rid="T3">Table 3</xref> and 
                <xref ref-type="table" rid="T4">Table 4</xref>. The MBA is a multiplex assay that allows antibodies for multiple pathogens to be tested simultaneously for a sample in a single well using small sample volumes
                <sup>
                    <xref ref-type="bibr" rid="ref-16">16</xref>
                </sup>. Although the gold standard for evaluating seroprotection against measles is the plaque reduction neutralization (PRN) assay, and the focus reduction assay for rubella, the MBA has been validated as an acceptable alternative
                <sup>
                    <xref ref-type="bibr" rid="ref-16">16</xref>,
                    <xref ref-type="bibr" rid="ref-17">17</xref>
                </sup>. MBAs have been used in other recent serosurveys for measles, mumps, rubella, tetanus, diphtheria, malaria, and yaws
                <sup>
                    <xref ref-type="bibr" rid="ref-18">18</xref>&#x2013;
                    <xref ref-type="bibr" rid="ref-25">25</xref>
                </sup>.</p>
            <table-wrap id="T3" orientation="portrait" position="anchor">
                <label>Table 3. </label>
                <caption>
                    <title>Multiplex bead assay seropositivity targets, 2021 Somalia Serosurvey.</title>
                </caption>
                <table content-type="article-table" frame="hsides">
                    <thead>
                        <tr>
                            <th align="left" colspan="1" rowspan="1" valign="top">Disease</th>
                            <th align="left" colspan="1" rowspan="1" valign="top">Pathogen(s)</th>
                            <th align="left" colspan="1" rowspan="1" valign="top">Antigen(s)</th>
                        </tr>
                    </thead>
                    <tbody>
                        <tr>
                            <td align="left" colspan="1" rowspan="1" valign="top">Trachoma</td>
                            <td align="left" colspan="1" rowspan="1" valign="top">
                                <italic toggle="yes">Chlamydia trachomatis</italic>
                            </td>
                            <td align="left" colspan="1" rowspan="1" valign="top">Pgp3, Ct694</td>
                        </tr>
                        <tr>
                            <td align="left" colspan="1" rowspan="1" valign="top">Yaws</td>
                            <td align="left" colspan="1" rowspan="1" valign="top">
                                <italic toggle="yes">Treponema palladium</italic>
                            </td>
                            <td align="left" colspan="1" rowspan="1" valign="top">R-p17, TmPA</td>
                        </tr>
                        <tr>
                            <td align="left" colspan="1" rowspan="1" valign="top">Strongyloidiasis</td>
                            <td align="left" colspan="1" rowspan="1" valign="top">
                                <italic toggle="yes">Strongyloides stercoralis</italic>
                            </td>
                            <td align="left" colspan="1" rowspan="1" valign="top">NIE</td>
                        </tr>
                        <tr>
                            <td align="left" colspan="1" rowspan="1" valign="top">Schistosomiasis</td>
                            <td align="left" colspan="1" rowspan="1" valign="top">
                                <italic toggle="yes">Schistosoma spp</italic>
                            </td>
                            <td align="left" colspan="1" rowspan="1" valign="top">SEA, Sm25</td>
                        </tr>
                        <tr>
                            <td align="left" colspan="1" rowspan="1" valign="top">Onchocerciasis</td>
                            <td align="left" colspan="1" rowspan="1" valign="top">
                                <italic toggle="yes">Onchocerca volvulus</italic>
                            </td>
                            <td align="left" colspan="1" rowspan="1" valign="top">Ov16, Ov33</td>
                        </tr>
                        <tr>
                            <td align="left" colspan="1" rowspan="1" valign="top">Filariasis</td>
                            <td align="left" colspan="1" rowspan="1" valign="top">
                                <italic toggle="yes">Wuchereria bancrofti</italic>
                            </td>
                            <td align="left" colspan="1" rowspan="1" valign="top">Bm14, Bm33, Wb123</td>
                        </tr>
                        <tr>
                            <td align="left" colspan="1" rowspan="2" valign="middle">Malaria</td>
                            <td align="left" colspan="1" rowspan="1" valign="top">
                                <italic toggle="yes">Plasmodium falciparum</italic>
                            </td>
                            <td align="left" colspan="1" rowspan="1" valign="top">Pf MSP1-19, Pf HRP2, Pf CSP, Pf GLURP, Pf LSA1, Pf AMA1</td>
                        </tr>
                        <tr>
                            <td align="left" colspan="1" rowspan="1" valign="top">
                                <italic toggle="yes">Plasmodium vivax</italic>
                            </td>
                            <td align="left" colspan="1" rowspan="1" valign="top">Pv MSP1-19</td>
                        </tr>
                        <tr>
                            <td align="left" colspan="1" rowspan="1" valign="top">COVID-19</td>
                            <td align="left" colspan="1" rowspan="1" valign="top">
                                <italic toggle="yes">SARS-CoV-2</italic>
                            </td>
                            <td align="left" colspan="1" rowspan="1" valign="top">Spike, RBP541, RBP591, N</td>
                        </tr>
                        <tr>
                            <td align="left" colspan="1" rowspan="1" valign="top">Tetanus</td>
                            <td align="left" colspan="1" rowspan="1" valign="top">
                                <italic toggle="yes">Clostridium tetani</italic>
                            </td>
                            <td align="left" colspan="1" rowspan="1" valign="top">Tetanus toxoid</td>
                        </tr>
                        <tr>
                            <td align="left" colspan="1" rowspan="1" valign="top">Diphtheria</td>
                            <td align="left" colspan="1" rowspan="1" valign="top">
                                <italic toggle="yes">Corynebacterium diphtheriae</italic>
                            </td>
                            <td align="left" colspan="1" rowspan="1" valign="top">Diphtheria toxoid</td>
                        </tr>
                        <tr>
                            <td align="left" colspan="1" rowspan="1" valign="top">Measles</td>
                            <td align="left" colspan="1" rowspan="1" valign="top">Measles virus</td>
                            <td align="left" colspan="1" rowspan="1" valign="top">Whole virus</td>
                        </tr>
                        <tr>
                            <td align="left" colspan="1" rowspan="1" valign="top">Rubella</td>
                            <td align="left" colspan="1" rowspan="1" valign="top">Rubella virus</td>
                            <td align="left" colspan="1" rowspan="1" valign="top">Whole virus</td>
                        </tr>
                    </tbody>
                </table>
            </table-wrap>
            <table-wrap id="T4" orientation="portrait" position="anchor">
                <label>Table 4. </label>
                <caption>
                    <title>Antigen table, 2021 Somalia Serosurvey.</title>
                </caption>
                <table content-type="article-table" frame="hsides">
                    <thead>
                        <tr>
                            <th align="center" colspan="1" rowspan="1" valign="middle">Pathogen
                                <break/>/ Source
                                <break/>Organism</th>
                            <th align="center" colspan="1" rowspan="1" valign="middle">Antigen</th>
                            <th align="center" colspan="1" rowspan="1" valign="middle">Abbrev.</th>
                            <th align="center" colspan="1" rowspan="1" valign="middle">GenBank
                                <break/>accession
                                <break/>number or
                                <break/>Strain</th>
                            <th align="center" colspan="1" rowspan="1" valign="middle">References</th>
                            <th align="center" colspan="1" rowspan="1" valign="middle">Multiplex
                                <break/>References</th>
                            <th align="center" colspan="1" rowspan="1" valign="middle">Coupling
                                <break/>Conc (&#x00b5;g
                                <break/>/ 1.25 e
                                <sup>7</sup>
                                <break/>beads</th>
                            <th align="center" colspan="1" rowspan="1" valign="middle">Coupling
                                <break/>pH</th>
                            <th align="center" colspan="1" rowspan="1" valign="middle">Antigen type
                                <break/>and source</th>
                        </tr>
                    </thead>
                    <tbody>
                        <tr>
                            <td align="center" colspan="1" rowspan="1" valign="middle">
                                <bold>
                                    <italic toggle="yes">Schistosoma</italic>
                                </bold>
                                <break/>
                                <bold>
                                    <italic toggle="yes">japonicum</italic>
                                </bold>
                            </td>
                            <td align="center" colspan="1" rowspan="1" valign="middle">Glutathione-
                                <italic toggle="yes">S</italic>-transferase</td>
                            <td align="center" colspan="1" rowspan="1" valign="middle">GST</td>
                            <td align="center" colspan="1" rowspan="1" valign="middle"> </td>
                            <td align="center" colspan="1" rowspan="1" valign="middle">
                                <xref ref-type="bibr" rid="ref-27">27</xref>,
                                <xref ref-type="bibr" rid="ref-28">28</xref>
                            </td>
                            <td align="center" colspan="1" rowspan="1" valign="middle">
                                <xref ref-type="bibr" rid="ref-29">29</xref>
                            </td>
                            <td align="center" colspan="1" rowspan="1" valign="middle">15</td>
                            <td align="center" colspan="1" rowspan="1" valign="middle">5</td>
                            <td align="center" colspan="1" rowspan="1" valign="middle">Recombinant, CDC/ LSDB</td>
                        </tr>
                        <tr>
                            <td align="center" colspan="1" rowspan="1" valign="middle">
                                <bold>
                                    <italic toggle="yes">Cercopithecus</italic>
                                </bold>
                                <break/>
                                <bold>
                                    <italic toggle="yes">aethiops</italic>
                                </bold>
                            </td>
                            <td align="center" colspan="1" rowspan="1" valign="middle">Vero cell lysate</td>
                            <td align="center" colspan="1" rowspan="1" valign="middle">Vero</td>
                            <td align="center" colspan="1" rowspan="1" valign="middle">CCL-81</td>
                            <td align="center" colspan="1" rowspan="1" valign="middle"> </td>
                            <td align="center" colspan="1" rowspan="1" valign="middle">
                                <xref ref-type="bibr" rid="ref-16">16</xref>
                            </td>
                            <td align="center" colspan="1" rowspan="1" valign="middle">150</td>
                            <td align="center" colspan="1" rowspan="1" valign="middle">7.2</td>
                            <td align="center" colspan="1" rowspan="1" valign="middle">Native, CDC / VVPDB</td>
                        </tr>
                        <tr>
                            <td align="center" colspan="1" rowspan="1" valign="middle">
                                <bold>
                                    <italic toggle="yes">Plasmodium</italic>
                                </bold>
                                <break/>
                                <bold>
                                    <italic toggle="yes">falciparum</italic> 3D7</bold>
                            </td>
                            <td align="center" colspan="1" rowspan="1" valign="middle">Merozoite surface protein 1, 19-kDa subunit</td>
                            <td align="center" colspan="1" rowspan="1" valign="middle">PfMSP1
                                <sub>19</sub>
                            </td>
                            <td align="center" colspan="1" rowspan="1" valign="middle">M64681</td>
                            <td align="center" colspan="1" rowspan="1" valign="middle">
                                <xref ref-type="bibr" rid="ref-30">30</xref>&#x2013;
                                <xref ref-type="bibr" rid="ref-32">32</xref>
                            </td>
                            <td align="center" colspan="1" rowspan="1" valign="middle">
                                <xref ref-type="bibr" rid="ref-33">33</xref>,
                                <xref ref-type="bibr" rid="ref-34">34</xref>
                            </td>
                            <td align="center" colspan="1" rowspan="1" valign="middle">20</td>
                            <td align="center" colspan="1" rowspan="1" valign="middle">5</td>
                            <td align="center" colspan="1" rowspan="1" valign="middle">Recombinant, CDC/ LSDB</td>
                        </tr>
                        <tr>
                            <td align="center" colspan="1" rowspan="1" valign="middle">
                                <bold>
                                    <italic toggle="yes">Plasmodium</italic>
                                </bold>
                                <break/>
                                <bold>
                                    <italic toggle="yes">vivax</italic> Belem</bold>
                            </td>
                            <td align="center" colspan="1" rowspan="1" valign="middle">Merozoite surface protein 1, 19-kDa subunit</td>
                            <td align="center" colspan="1" rowspan="1" valign="middle">PvMSP1
                                <sub>19</sub>
                            </td>
                            <td align="center" colspan="1" rowspan="1" valign="middle">AF435594.1</td>
                            <td align="center" colspan="1" rowspan="1" valign="middle">
                                <xref ref-type="bibr" rid="ref-35">35</xref>,
                                <xref ref-type="bibr" rid="ref-36">36</xref>
                            </td>
                            <td align="center" colspan="1" rowspan="1" valign="middle">
                                <xref ref-type="bibr" rid="ref-37">37</xref>
                            </td>
                            <td align="center" colspan="1" rowspan="1" valign="middle">20</td>
                            <td align="center" colspan="1" rowspan="1" valign="middle">5</td>
                            <td align="center" colspan="1" rowspan="1" valign="middle">Recombinant, CDC/ LSDB</td>
                        </tr>
                        <tr>
                            <td align="center" colspan="1" rowspan="1" valign="middle">
                                <bold>
                                    <italic toggle="yes">Plasmodium</italic>
                                </bold>
                                <break/>
                                <bold>
                                    <italic toggle="yes">falciparum</italic>
                                </bold>
                            </td>
                            <td align="center" colspan="1" rowspan="1" valign="middle">Circumsporozoite protein repeat peptide (NANP)5</td>
                            <td align="center" colspan="1" rowspan="1" valign="middle">PfCSP</td>
                            <td align="center" colspan="1" rowspan="1" valign="middle">M83173</td>
                            <td align="center" colspan="1" rowspan="1" valign="middle">
                                <xref ref-type="bibr" rid="ref-38">38</xref>,
                                <xref ref-type="bibr" rid="ref-39">39</xref>
                            </td>
                            <td align="center" colspan="1" rowspan="1" valign="middle">
                                <xref ref-type="bibr" rid="ref-37">37</xref>
                            </td>
                            <td align="center" colspan="1" rowspan="1" valign="middle">30</td>
                            <td align="center" colspan="1" rowspan="1" valign="middle">5</td>
                            <td align="center" colspan="1" rowspan="1" valign="middle">Synthesized peptide, CDC/ LSDB</td>
                        </tr>
                        <tr>
                            <td align="center" colspan="1" rowspan="1" valign="middle">
                                <bold>
                                    <italic toggle="yes">Plasmodium</italic>
                                </bold>
                                <break/>
                                <bold>
                                    <italic toggle="yes">falciparum</italic> FVO</bold>
                            </td>
                            <td align="center" colspan="1" rowspan="1" valign="middle">Apical membrane antigen 1, ectodomain</td>
                            <td align="center" colspan="1" rowspan="1" valign="middle">PfAMA1</td>
                            <td align="center" colspan="1" rowspan="1" valign="middle">U84348</td>
                            <td align="center" colspan="1" rowspan="1" valign="middle">
                                <xref ref-type="bibr" rid="ref-40">40</xref>
                            </td>
                            <td align="center" colspan="1" rowspan="1" valign="middle">
                                <xref ref-type="bibr" rid="ref-41">41</xref>
                            </td>
                            <td align="center" colspan="1" rowspan="1" valign="middle">20</td>
                            <td align="center" colspan="1" rowspan="1" valign="middle">5</td>
                            <td align="center" colspan="1" rowspan="1" valign="middle">Recombinant, CDC/ LSDB</td>
                        </tr>
                        <tr>
                            <td align="center" colspan="1" rowspan="1" valign="middle">
                                <bold>
                                    <italic toggle="yes">Plasmodium</italic>
                                </bold>
                                <break/>
                                <bold>
                                    <italic toggle="yes">falciparum</italic> Type</bold>
                                <break/>
                                <bold>A and B (1:1)</bold>
                            </td>
                            <td align="center" colspan="1" rowspan="1" valign="middle">Histidine rich protein 2</td>
                            <td align="center" colspan="1" rowspan="1" valign="middle">PfHRP2</td>
                            <td align="center" colspan="1" rowspan="1" valign="middle">CZT62760.1</td>
                            <td align="center" colspan="1" rowspan="1" valign="middle">
                                <xref ref-type="bibr" rid="ref-42">42</xref>,
                                <xref ref-type="bibr" rid="ref-43">43</xref>
                            </td>
                            <td align="center" colspan="1" rowspan="1" valign="middle">
                                <xref ref-type="bibr" rid="ref-41">41</xref>,
                                <xref ref-type="bibr" rid="ref-44">44</xref>
                            </td>
                            <td align="center" colspan="1" rowspan="1" valign="middle">25</td>
                            <td align="center" colspan="1" rowspan="1" valign="middle">5</td>
                            <td align="center" colspan="1" rowspan="1" valign="middle">Recombinant, ICL Labs, Portland, OR</td>
                        </tr>
                        <tr>
                            <td align="center" colspan="1" rowspan="1" valign="middle">
                                <bold>
                                    <italic toggle="yes">Plasmodium</italic>
                                </bold>
                                <break/>
                                <bold>
                                    <italic toggle="yes">falciparum</italic>
                                </bold>
                            </td>
                            <td align="center" colspan="1" rowspan="1" valign="middle">Liver surface
                                <break/>antigen 1</td>
                            <td align="center" colspan="1" rowspan="1" valign="middle">PfLSA1</td>
                            <td align="center" colspan="1" rowspan="1" valign="middle">Pl1043 epimiddlee</td>
                            <td align="center" colspan="1" rowspan="1" valign="middle">
                                <xref ref-type="bibr" rid="ref-45">45</xref>
                            </td>
                            <td align="center" colspan="1" rowspan="1" valign="middle">
                                <xref ref-type="bibr" rid="ref-41">41</xref>,
                                <xref ref-type="bibr" rid="ref-46">46</xref>
                            </td>
                            <td align="center" colspan="1" rowspan="1" valign="middle">60</td>
                            <td align="center" colspan="1" rowspan="1" valign="middle">5</td>
                            <td align="center" colspan="1" rowspan="1" valign="middle">Synthesized peptide, CDC/ LSDB</td>
                        </tr>
                        <tr>
                            <td align="center" colspan="1" rowspan="1" valign="middle">
                                <bold>
                                    <italic toggle="yes">Plasmodium</italic>
                                </bold>
                                <break/>
                                <bold>
                                    <italic toggle="yes">falciparum</italic>
                                </bold>
                            </td>
                            <td align="center" colspan="1" rowspan="1" valign="middle">Glutamate rich protein R0</td>
                            <td align="center" colspan="1" rowspan="1" valign="middle">PfGLURP R0</td>
                            <td align="center" colspan="1" rowspan="1" valign="middle">R0 fragment</td>
                            <td align="center" colspan="1" rowspan="1" valign="middle">
                                <xref ref-type="bibr" rid="ref-57">57</xref>
                            </td>
                            <td align="center" colspan="1" rowspan="1" valign="middle">
                                <xref ref-type="bibr" rid="ref-41">41</xref>
                            </td>
                            <td align="center" colspan="1" rowspan="1" valign="middle">30</td>
                            <td align="center" colspan="1" rowspan="1" valign="middle">5</td>
                            <td align="center" colspan="1" rowspan="1" valign="middle">Synthesized peptide, CDC/ LSDB</td>
                        </tr>
                        <tr>
                            <td align="center" colspan="1" rowspan="1" valign="middle">
                                <bold>
                                    <italic toggle="yes">Strongyloides</italic>
                                </bold>
                                <break/>
                                <bold>
                                    <italic toggle="yes">stercoralis</italic>
                                </bold>
                            </td>
                            <td align="center" colspan="1" rowspan="1" valign="middle"> </td>
                            <td align="center" colspan="1" rowspan="1" valign="middle">NIE</td>
                            <td align="center" colspan="1" rowspan="1" valign="middle">AAB97359</td>
                            <td align="center" colspan="1" rowspan="1" valign="middle">
                                <xref ref-type="bibr" rid="ref-48">48</xref>
                            </td>
                            <td align="center" colspan="1" rowspan="1" valign="middle">
                                <xref ref-type="bibr" rid="ref-49">49</xref>
                            </td>
                            <td align="center" colspan="1" rowspan="1" valign="middle">20</td>
                            <td align="center" colspan="1" rowspan="1" valign="middle">7.2 + Urea</td>
                            <td align="center" colspan="1" rowspan="1" valign="middle">Recombinant, CDC/ LSDB</td>
                        </tr>
                        <tr>
                            <td align="center" colspan="1" rowspan="1" valign="middle">
                                <bold>
                                    <italic toggle="yes">Chlamydia</italic>
                                </bold>
                                <break/>
                                <bold>
                                    <italic toggle="yes">trachomatis</italic>
                                </bold>
                            </td>
                            <td align="center" colspan="1" rowspan="1" valign="middle">pCT03 ORF</td>
                            <td align="center" colspan="1" rowspan="1" valign="middle">Pgp3</td>
                            <td align="center" colspan="1" rowspan="1" valign="middle"> </td>
                            <td align="center" colspan="1" rowspan="1" valign="middle">
                                <xref ref-type="bibr" rid="ref-50">50</xref>
                            </td>
                            <td align="center" colspan="1" rowspan="1" valign="middle">
                                <xref ref-type="bibr" rid="ref-51">51</xref>
                            </td>
                            <td align="center" colspan="1" rowspan="1" valign="middle">120</td>
                            <td align="center" colspan="1" rowspan="1" valign="middle">7.2</td>
                            <td align="center" colspan="1" rowspan="1" valign="middle">Recombinant, CDC/ LSDB</td>
                        </tr>
                        <tr>
                            <td align="center" colspan="1" rowspan="1" valign="middle">
                                <bold>
                                    <italic toggle="yes">Brugia</italic>
                                </bold>
                                <break/>
                                <bold>
                                    <italic toggle="yes">malayi</italic>
                                </bold>
                            </td>
                            <td align="center" colspan="1" rowspan="1" valign="middle">SXP-1</td>
                            <td align="center" colspan="1" rowspan="1" valign="middle">Bm14</td>
                            <td align="center" colspan="1" rowspan="1" valign="middle">M95546</td>
                            <td align="center" colspan="1" rowspan="1" valign="middle">
                                <xref ref-type="bibr" rid="ref-52">52</xref>
                            </td>
                            <td align="center" colspan="1" rowspan="1" valign="middle">
                                <xref ref-type="bibr" rid="ref-53">53</xref>
                            </td>
                            <td align="center" colspan="1" rowspan="1" valign="middle">120</td>
                            <td align="center" colspan="1" rowspan="1" valign="middle">7.2</td>
                            <td align="center" colspan="1" rowspan="1" valign="middle">Recombinant, CDC/ LSDB</td>
                        </tr>
                        <tr>
                            <td align="center" colspan="1" rowspan="1" valign="middle">
                                <bold>
                                    <italic toggle="yes">Brugia malayi</italic>
                                </bold>
                            </td>
                            <td align="center" colspan="1" rowspan="1" valign="middle">Pepsin inhibitor analog AP-1</td>
                            <td align="center" colspan="1" rowspan="1" valign="middle">Bm33</td>
                            <td align="center" colspan="1" rowspan="1" valign="middle">L11001</td>
                            <td align="center" colspan="1" rowspan="1" valign="middle">
                                <xref ref-type="bibr" rid="ref-54">54</xref>
                            </td>
                            <td align="center" colspan="1" rowspan="1" valign="middle">
                                <xref ref-type="bibr" rid="ref-55">55</xref>
                            </td>
                            <td align="center" colspan="1" rowspan="1" valign="middle">20</td>
                            <td align="center" colspan="1" rowspan="1" valign="middle">6 + Urea</td>
                            <td align="center" colspan="1" rowspan="1" valign="middle">Recombinant, CDC/ LSDB</td>
                        </tr>
                        <tr>
                            <td align="center" colspan="1" rowspan="1" valign="middle">
                                <bold>
                                    <italic toggle="yes">Wucheraria</italic>
                                </bold>
                                <break/>
                                <bold>
                                    <italic toggle="yes">bancrofti</italic>
                                </bold>
                            </td>
                            <td align="center" colspan="1" rowspan="1" valign="middle">Larval antigen</td>
                            <td align="center" colspan="1" rowspan="1" valign="middle">Wb123</td>
                            <td align="center" colspan="1" rowspan="1" valign="middle">HQ438580</td>
                            <td align="center" colspan="1" rowspan="1" valign="middle">
                                <xref ref-type="bibr" rid="ref-56">56</xref>,
                                <xref ref-type="bibr" rid="ref-57">57</xref>
                            </td>
                            <td align="center" colspan="1" rowspan="1" valign="middle">
                                <xref ref-type="bibr" rid="ref-26">26</xref>
                            </td>
                            <td align="center" colspan="1" rowspan="1" valign="middle">30</td>
                            <td align="center" colspan="1" rowspan="1" valign="middle">7.2</td>
                            <td align="center" colspan="1" rowspan="1" valign="middle">Recombinant, NIH/ T. Nutman</td>
                        </tr>
                        <tr>
                            <td align="center" colspan="1" rowspan="1" valign="middle">
                                <bold>
                                    <italic toggle="yes">Onchocerca</italic>
                                </bold>
                                <break/>
                                <bold>
                                    <italic toggle="yes">volvulus</italic>
                                </bold>
                            </td>
                            <td align="center" colspan="1" rowspan="1" valign="middle">Ag16 Diagnostic antigen</td>
                            <td align="center" colspan="1" rowspan="1" valign="middle">Ov16</td>
                            <td align="center" colspan="1" rowspan="1" valign="middle">M27807</td>
                            <td align="center" colspan="1" rowspan="1" valign="middle">
                                <xref ref-type="bibr" rid="ref-58">58</xref>,
                                <xref ref-type="bibr" rid="ref-59">59</xref>
                            </td>
                            <td align="center" colspan="1" rowspan="1" valign="middle">
                                <xref ref-type="bibr" rid="ref-60">60</xref>
                            </td>
                            <td align="center" colspan="1" rowspan="1" valign="middle">30</td>
                            <td align="center" colspan="1" rowspan="1" valign="middle">7.2</td>
                            <td align="center" colspan="1" rowspan="1" valign="middle">Recombinant, NIH/ T. Nutman</td>
                        </tr>
                        <tr>
                            <td align="center" colspan="1" rowspan="1" valign="middle">
                                <bold>
                                    <italic toggle="yes">Onchocerca</italic>
                                </bold>
                                <break/>
                                <bold>
                                    <italic toggle="yes">volvulus</italic>
                                </bold>
                            </td>
                            <td align="center" colspan="1" rowspan="1" valign="middle">Pepsin inhibitor analog</td>
                            <td align="center" colspan="1" rowspan="1" valign="middle">Ov33</td>
                            <td align="center" colspan="1" rowspan="1" valign="middle">X13313.1</td>
                            <td align="center" colspan="1" rowspan="1" valign="middle">
                                <xref ref-type="bibr" rid="ref-61">61</xref>,
                                <xref ref-type="bibr" rid="ref-62">62</xref>
                            </td>
                            <td align="center" colspan="1" rowspan="1" valign="middle">
                                <xref ref-type="bibr" rid="ref-60">60</xref>
                            </td>
                            <td align="center" colspan="1" rowspan="1" valign="middle">30</td>
                            <td align="center" colspan="1" rowspan="1" valign="middle">5</td>
                            <td align="center" colspan="1" rowspan="1" valign="middle">Recombinant, CDC/ LSDB</td>
                        </tr>
                        <tr>
                            <td align="center" colspan="1" rowspan="1" valign="middle">
                                <bold>
                                    <italic toggle="yes">Schistosoma</italic>
                                </bold>
                                <break/>
                                <bold>
                                    <italic toggle="yes">mansoni</italic>
                                </bold>
                            </td>
                            <td align="center" colspan="1" rowspan="1" valign="middle">Soluble egg antigen</td>
                            <td align="center" colspan="1" rowspan="1" valign="middle">SEA</td>
                            <td align="center" colspan="1" rowspan="1" valign="middle">
                                <italic toggle="yes">S. mansoni</italic>
                            </td>
                            <td align="center" colspan="1" rowspan="1" valign="middle">
                                <xref ref-type="bibr" rid="ref-63">63</xref>
                            </td>
                            <td align="center" colspan="1" rowspan="1" valign="middle">
                                <xref ref-type="bibr" rid="ref-64">64</xref>
                            </td>
                            <td align="center" colspan="1" rowspan="1" valign="middle">120</td>
                            <td align="center" colspan="1" rowspan="1" valign="middle">7.2</td>
                            <td align="center" colspan="1" rowspan="1" valign="middle">Native, CDC/ LSDB</td>
                        </tr>
                        <tr>
                            <td align="center" colspan="1" rowspan="1" valign="middle">
                                <bold>
                                    <italic toggle="yes">Schistosoma</italic>
                                </bold>
                                <break/>
                                <bold>
                                    <italic toggle="yes">mansoni</italic>
                                </bold>
                            </td>
                            <td align="center" colspan="1" rowspan="1" valign="middle"> </td>
                            <td align="center" colspan="1" rowspan="1" valign="middle">Sm25</td>
                            <td align="center" colspan="1" rowspan="1" valign="middle">M37004.1</td>
                            <td align="center" colspan="1" rowspan="1" valign="middle">
                                <xref ref-type="bibr" rid="ref-65">65</xref>,
                                <xref ref-type="bibr" rid="ref-66">66</xref>
                            </td>
                            <td align="center" colspan="1" rowspan="1" valign="middle">
                                <xref ref-type="bibr" rid="ref-64">64</xref>
                            </td>
                            <td align="center" colspan="1" rowspan="1" valign="middle">12</td>
                            <td align="center" colspan="1" rowspan="1" valign="middle">7.2</td>
                            <td align="center" colspan="1" rowspan="1" valign="middle">Recombinant, CDC/ LSDB</td>
                        </tr>
                        <tr>
                            <td align="center" colspan="1" rowspan="1" valign="middle">
                                <bold>
                                    <italic toggle="yes">Clostridium</italic>
                                </bold>
                                <break/>
                                <bold>
                                    <italic toggle="yes">tetani</italic>
                                </bold>
                            </td>
                            <td align="center" colspan="1" rowspan="1" valign="middle">Tetanus toxoid</td>
                            <td align="center" colspan="1" rowspan="1" valign="middle">TetTox</td>
                            <td align="center" colspan="1" rowspan="1" valign="middle">Com. product</td>
                            <td align="center" colspan="1" rowspan="1" valign="middle">
                                <xref ref-type="bibr" rid="ref-67">67</xref>,
                                <xref ref-type="bibr" rid="ref-68">68</xref>
                            </td>
                            <td align="center" colspan="1" rowspan="1" valign="middle">
                                <xref ref-type="bibr" rid="ref-69">69</xref>,
                                <xref ref-type="bibr" rid="ref-70">70</xref>
                            </td>
                            <td align="center" colspan="1" rowspan="1" valign="middle">12.5</td>
                            <td align="center" colspan="1" rowspan="1" valign="middle">5</td>
                            <td align="center" colspan="1" rowspan="1" valign="middle">Native, Massachusetts Biologic Laboratories, Boston, MA</td>
                        </tr>
                        <tr>
                            <td align="center" colspan="1" rowspan="1" valign="middle">
                                <bold>
                                    <italic toggle="yes">Corynebacterium diphtheriae</italic>
                                </bold>
                            </td>
                            <td align="center" colspan="1" rowspan="1" valign="middle">Diphtheria toxoid</td>
                            <td align="center" colspan="1" rowspan="1" valign="middle">DipTox</td>
                            <td align="center" colspan="1" rowspan="1" valign="middle">Com. product</td>
                            <td align="center" colspan="1" rowspan="1" valign="middle">
                                <xref ref-type="bibr" rid="ref-68">68</xref>,
                                <xref ref-type="bibr" rid="ref-71">71</xref>,
                                <xref ref-type="bibr" rid="ref-72">72</xref>
                            </td>
                            <td align="center" colspan="1" rowspan="1" valign="middle">
                                <xref ref-type="bibr" rid="ref-73">73</xref>,
                                <xref ref-type="bibr" rid="ref-74">74</xref>,
                                <xref ref-type="bibr" rid="ref-75">75</xref>
                            </td>
                            <td align="center" colspan="1" rowspan="1" valign="middle">60</td>
                            <td align="center" colspan="1" rowspan="1" valign="middle">5</td>
                            <td align="center" colspan="1" rowspan="1" valign="middle">Native, List Biological Labs, Campbell, CA</td>
                        </tr>
                        <tr>
                            <td align="center" colspan="1" rowspan="1" valign="middle">
                                <bold>Rubella virus</bold>
                            </td>
                            <td align="center" colspan="1" rowspan="1" valign="middle">Whole virus</td>
                            <td align="center" colspan="1" rowspan="1" valign="middle">wRuV</td>
                            <td align="center" colspan="1" rowspan="1" valign="middle">Com. product</td>
                            <td align="center" colspan="1" rowspan="1" valign="middle">
                                <xref ref-type="bibr" rid="ref-76">76</xref>
                            </td>
                            <td align="center" colspan="1" rowspan="1" valign="middle">
                                <xref ref-type="bibr" rid="ref-16">16</xref>,
                                <xref ref-type="bibr" rid="ref-77">77</xref>,
                                <xref ref-type="bibr" rid="ref-78">78</xref>
                            </td>
                            <td align="center" colspan="1" rowspan="1" valign="middle">30</td>
                            <td align="center" colspan="1" rowspan="1" valign="middle">5</td>
                            <td align="center" colspan="1" rowspan="1" valign="middle">Native, Meridian Life Sciences, Memphis, TN</td>
                        </tr>
                        <tr>
                            <td align="center" colspan="1" rowspan="1" valign="middle">
                                <bold>Measles virus</bold>
                            </td>
                            <td align="center" colspan="1" rowspan="1" valign="middle">Whole virus</td>
                            <td align="center" colspan="1" rowspan="1" valign="middle">wMeV</td>
                            <td align="center" colspan="1" rowspan="1" valign="middle">Com. product</td>
                            <td align="center" colspan="1" rowspan="1" valign="middle">
                                <xref ref-type="bibr" rid="ref-80">80</xref>
                            </td>
                            <td align="center" colspan="1" rowspan="1" valign="middle">
                                <xref ref-type="bibr" rid="ref-16">16</xref>
                            </td>
                            <td align="center" colspan="1" rowspan="1" valign="middle">150</td>
                            <td align="center" colspan="1" rowspan="1" valign="middle">7.2</td>
                            <td align="center" colspan="1" rowspan="1" valign="middle">Native, ZeptoMetrix, Buffalo, NY</td>
                        </tr>
                        <tr>
                            <td align="center" colspan="1" rowspan="1" valign="middle">
                                <bold>
                                    <italic toggle="yes">Treponema pallidum</italic>
                                </bold>
                            </td>
                            <td align="center" colspan="1" rowspan="1" valign="middle">Treponemal membrane protein A (Yaws)</td>
                            <td align="center" colspan="1" rowspan="1" valign="middle">TmpA</td>
                            <td align="center" colspan="1" rowspan="1" valign="middle">Com. product</td>
                            <td align="center" colspan="1" rowspan="1" valign="middle">
                                <xref ref-type="bibr" rid="ref-79">79</xref>,
                                <xref ref-type="bibr" rid="ref-80">80</xref>
                            </td>
                            <td align="center" colspan="1" rowspan="1" valign="middle">
                                <xref ref-type="bibr" rid="ref-24">24</xref>
                            </td>
                            <td align="center" colspan="1" rowspan="1" valign="middle">30</td>
                            <td align="center" colspan="1" rowspan="1" valign="middle">7.2</td>
                            <td align="center" colspan="1" rowspan="1" valign="middle">Recombinant, Virogen, Watertown, MA</td>
                        </tr>
                        <tr>
                            <td align="center" colspan="1" rowspan="1" valign="middle">
                                <bold>
                                    <italic toggle="yes">Treponema pallidum</italic>
                                </bold>
                            </td>
                            <td align="center" colspan="1" rowspan="1" valign="middle">Recombinant protein 17</td>
                            <td align="center" colspan="1" rowspan="1" valign="middle">rp17</td>
                            <td align="center" colspan="1" rowspan="1" valign="middle">Com. product</td>
                            <td align="center" colspan="1" rowspan="1" valign="middle">
                                <xref ref-type="bibr" rid="ref-81">81</xref>
                            </td>
                            <td align="center" colspan="1" rowspan="1" valign="middle">
                                <xref ref-type="bibr" rid="ref-24">24</xref>
                            </td>
                            <td align="center" colspan="1" rowspan="1" valign="middle">30</td>
                            <td align="center" colspan="1" rowspan="1" valign="middle">7.2</td>
                            <td align="center" colspan="1" rowspan="1" valign="middle">Recombinant, Virogen, Watertown, MA</td>
                        </tr>
                        <tr>
                            <td align="center" colspan="1" rowspan="1" valign="middle">
                                <bold>SARS-CoV-2</bold>
                            </td>
                            <td align="center" colspan="1" rowspan="1" valign="middle">Spike full length trimer</td>
                            <td align="center" colspan="1" rowspan="1" valign="middle">Spike</td>
                            <td align="center" colspan="1" rowspan="1" valign="middle">MN908947</td>
                            <td align="center" colspan="1" rowspan="1" valign="middle">
                                <xref ref-type="bibr" rid="ref-82">82</xref>
                            </td>
                            <td align="center" colspan="1" rowspan="1" valign="middle">
                                <xref ref-type="bibr" rid="ref-83">83</xref>
                            </td>
                            <td align="center" colspan="1" rowspan="1" valign="middle">6</td>
                            <td align="center" colspan="1" rowspan="1" valign="middle">7.2</td>
                            <td align="center" colspan="1" rowspan="1" valign="middle">Recombinant, CDC/ CORVLB</td>
                        </tr>
                        <tr>
                            <td align="center" colspan="1" rowspan="1" valign="middle">
                                <bold>SARS-CoV-2</bold>
                            </td>
                            <td align="center" colspan="1" rowspan="1" valign="middle">Spike receptor binding domain residues 319-541</td>
                            <td align="center" colspan="1" rowspan="1" valign="middle">RBP541</td>
                            <td align="center" colspan="1" rowspan="1" valign="middle">MN908947</td>
                            <td align="center" colspan="1" rowspan="1" valign="middle"> </td>
                            <td align="center" colspan="1" rowspan="1" valign="middle">
                                <xref ref-type="bibr" rid="ref-83">83</xref>
                            </td>
                            <td align="center" colspan="1" rowspan="1" valign="middle">15</td>
                            <td align="center" colspan="1" rowspan="1" valign="middle">5</td>
                            <td align="center" colspan="1" rowspan="1" valign="middle">Recombinant, CDC/ CORVLB</td>
                        </tr>
                        <tr>
                            <td align="center" colspan="1" rowspan="1" valign="middle">
                                <bold>SARS-CoV-2</bold>
                            </td>
                            <td align="center" colspan="1" rowspan="1" valign="middle">Spike receptor binding domain residues 319-591</td>
                            <td align="center" colspan="1" rowspan="1" valign="middle">RBP591</td>
                            <td align="center" colspan="1" rowspan="1" valign="middle">MN908947</td>
                            <td align="center" colspan="1" rowspan="1" valign="middle"> </td>
                            <td align="center" colspan="1" rowspan="1" valign="middle">
                                <xref ref-type="bibr" rid="ref-83">83</xref>
                            </td>
                            <td align="center" colspan="1" rowspan="1" valign="middle">6</td>
                            <td align="center" colspan="1" rowspan="1" valign="middle">5</td>
                            <td align="center" colspan="1" rowspan="1" valign="middle">Recombinant, CDC/ CORVLB</td>
                        </tr>
                        <tr>
                            <td align="center" colspan="1" rowspan="1" valign="middle">
                                <bold>SARS-CoV-2</bold>
                            </td>
                            <td align="center" colspan="1" rowspan="1" valign="middle">Nucelocapsid protein</td>
                            <td align="center" colspan="1" rowspan="1" valign="middle">N</td>
                            <td align="center" colspan="1" rowspan="1" valign="middle">P0DTC9</td>
                            <td align="center" colspan="1" rowspan="1" valign="middle">
                                <xref ref-type="bibr" rid="ref-82">82</xref>
                            </td>
                            <td align="center" colspan="1" rowspan="1" valign="middle">
                                <xref ref-type="bibr" rid="ref-83">83</xref>
                            </td>
                            <td align="center" colspan="1" rowspan="1" valign="middle">3</td>
                            <td align="center" colspan="1" rowspan="1" valign="middle">7.2</td>
                            <td align="center" colspan="1" rowspan="1" valign="middle">Recombinant, GenScript, Piscataway, NJ</td>
                        </tr>
                    </tbody>
                </table>
                <table-wrap-foot>
                    <fn>
                        <p>5 = 50 mM MES, 0.85% NaCl at pH 5; 7.2 = 1x phosphate buffered saline pH 7.2; 6 + 2 M Urea = 25 mM MES, 200 mM NaCl, 2 M Urea at pH 6; 7.2 + Urea = 50 mM NaH
                            <sub>2</sub>PO4, 200 mM NaCl, 2M Urea at pH 7.2</p>
                        <p>VVPDB = Laboratory Science and Diagnostics Branch; CORVLB = Coronavirus and other Respiratory Viruses Laboratory Branch; LSDB = Laboratory Science and Diagnostics Branch; NIH = National Institutes of Health</p>
                    </fn>
                </table-wrap-foot>
            </table-wrap>
        </sec>
        <sec>
            <title>MBA &#x2013; Multiplex bead coupling</title>
            <p>Antigens were coupled to MagPlex microspheres (Luminex Corp., Austin, TX) as previously described
                <sup>
                    <xref ref-type="bibr" rid="ref-26">26</xref>
                </sup>; each antigen had been previously optimized to the appropriate coupling concentration and pH summarized in 
                <xref ref-type="table" rid="T4">Table 4</xref>. In addition to antigens, the glutathione-S-transferase (GST) and Vero cell lysate were included as non-immunogenic proteins to correct for potential non-specific binding to recombinant proteins and measles and rubella antigens, respectively.</p>
        </sec>
        <sec>
            <title>MBA &#x2013; Laboratory assay testing</title>
            <p>DBS were diluted to a final estimated serum concentration of 1:400 by first eluting a 6 mm DBS punch overnight at 4&#x00b0;C in 200 &#x00b5;L of Buffer B (1X PBS, 0.5% casein, 0.5% polyvinyl alcohol [PVA], 0.8% polyvinylpyrrolidone [PVP], 0.3% Tween-20, 0.02% sodium azide and 3 &#x03bc;g/mL Escherichia coli extract) followed by a second dilution of 20 &#x00b5;l eluate into 180 &#x00b5;l of Buffer B.</p>
            <p>For the MBA, all incubation steps were performed at room temperature in 50 &#x00b5;l reaction volumes protected from light while shaking at 600 rpm. Each incubation was followed by three washes of 200 &#x00b5;l PBS pH 7.2 containing 0.05% Tween 20 (PBST) using a 405-TSRS automated plate washer with a magnetic adapter (BioTek, Winooski, VT, USA). Diluted sera were incubated with ~1000 microspheres/antigen/well for 90 minutes, followed by a 45-minute incubation with secondary antibodies diluted to 50 ng/well for anti-human IgG and 40 ng/well for anti-IgG4 (Southern Biotech, Birmingham, AL) in Buffer A (1X PBS, 0.5% BSA, 0.05% Tween-20, and 0.02% NaN3). Next, plates were incubated for 30 minutes with 250 ng/well streptavidin-R phycoerythrin (Invitrogen, Waltham, MA, USA) diluted in Buffer A followed by an incubation in Buffer A alone for 30 minutes to remove loosely bound antibody complexes. Finally, microspheres were resuspended in 100 &#x00b5;l PBS pH 7.2 and stored overnight at 4&#x00b0;C prior to reading on MAGPIX (Luminex Corporation, Austin, TX, USA).</p>
        </sec>
        <sec>
            <title>MBA &#x2013; Quality Control and Assurance</title>
            <p>Data were output as median fluorescence intensity (MFI). To control for background reactivity, each assay included blank wells containing Buffer B only. Samples were run in single wells. Each plate contained one serum control negative for most infectious diseases and three controls with positive reactions for all antigens included in the assay. As a measure of plate-to-plate variation, the average reactivities of the five antigen-control pairs was used to create criteria for accepting or rejecting plate data.</p>
        </sec>
        <sec>
            <title>MBA &#x2013; Determining seropositivity and seroprotection for each antigen</title>
            <p>Different approaches were used to establish seropositivity thresholds for each antigen: (1) the mean of the natural log MFI distribution of non-endemic negative controls plus three standard deviations; (2) receiver operating characteristic (ROC) curve of MFI values for negative and positive controls, using Youden&#x2019;s J-index of the ROC curve to balance sensitivity and specificity; (3) for measles, rubella, diphtheria, and tetanus antigens only: interpolation of MFI into international units using a five-parameter logistic curve fit to standard dilution series. Seroprotective thresholds were based on previously validated IU values
                <sup>
                    <xref ref-type="bibr" rid="ref-16">16</xref>,
                    <xref ref-type="bibr" rid="ref-69">69</xref>,
                    <xref ref-type="bibr" rid="ref-73">73</xref>
                </sup>. Methods used for each antigen are summarized in 
                <xref ref-type="table" rid="T5">Table 5</xref>.</p>
            <table-wrap id="T5" orientation="portrait" position="anchor">
                <label>Table 5. </label>
                <caption>
                    <title>Antigen Laboratory Cutoff Table, 2021 Somalia Serosurvey.</title>
                </caption>
                <table content-type="article-table" frame="hsides">
                    <thead>
                        <tr>
                            <th align="center" colspan="1" rowspan="1" valign="middle">Pathogen</th>
                            <th align="center" colspan="1" rowspan="1" valign="middle">Abbrev.</th>
                            <th align="center" colspan="1" rowspan="1" valign="middle">Cutoff Method References</th>
                            <th align="center" colspan="1" rowspan="1" valign="middle">Cutoff Method</th>
                            <th align="center" colspan="1" rowspan="1" valign="middle">Negative Panel</th>
                            <th align="center" colspan="1" rowspan="1" valign="middle">Positive Panel</th>
                        </tr>
                    </thead>
                    <tbody>
                        <tr>
                            <td align="center" colspan="1" rowspan="1" valign="middle">
                                <bold>
                                    <italic toggle="yes">Plasmodium falciparum</italic> 3D7</bold>
                            </td>
                            <td align="center" colspan="1" rowspan="1" valign="middle">PfMSP1
                                <sub>19</sub>
                            </td>
                            <td align="center" colspan="1" rowspan="1" valign="middle">
                                <xref ref-type="bibr" rid="ref-33">33</xref>
                            </td>
                            <td align="center" colspan="1" rowspan="1" valign="middle">LN transformed mean + 3 stdev</td>
                            <td align="center" colspan="1" rowspan="1" valign="middle">Adults from non-endemic region (n=85)</td>
                            <td align="center" colspan="1" rowspan="1" valign="middle">n/a</td>
                        </tr>
                        <tr>
                            <td align="center" colspan="1" rowspan="1" valign="middle">
                                <bold>
                                    <italic toggle="yes">Plasmodium vivax</italic> Belem</bold>
                            </td>
                            <td align="center" colspan="1" rowspan="1" valign="middle">PvMSP1
                                <sub>19</sub>
                            </td>
                            <td align="center" colspan="1" rowspan="1" valign="middle">
                                <xref ref-type="bibr" rid="ref-33">33</xref>
                            </td>
                            <td align="center" colspan="1" rowspan="1" valign="middle">LN transformed mean + 3 stdev</td>
                            <td align="center" colspan="1" rowspan="1" valign="middle">Adults from non-endemic region (n=85)</td>
                            <td align="center" colspan="1" rowspan="1" valign="middle">n/a</td>
                        </tr>
                        <tr>
                            <td align="center" colspan="1" rowspan="1" valign="middle">
                                <bold>
                                    <italic toggle="yes">Plasmodium falciparum</italic>
                                </bold>
                            </td>
                            <td align="center" colspan="1" rowspan="1" valign="middle">PfCSP</td>
                            <td align="center" colspan="1" rowspan="1" valign="middle">
                                <xref ref-type="bibr" rid="ref-33">33</xref>
                            </td>
                            <td align="center" colspan="1" rowspan="1" valign="middle">LN transformed mean + 3 stdev</td>
                            <td align="center" colspan="1" rowspan="1" valign="middle">Adults from non-endemic region (n=85)</td>
                            <td align="center" colspan="1" rowspan="1" valign="middle">n/a</td>
                        </tr>
                        <tr>
                            <td align="center" colspan="1" rowspan="1" valign="middle">
                                <bold>
                                    <italic toggle="yes">Plasmodium falciparum</italic> FVO</bold>
                            </td>
                            <td align="center" colspan="1" rowspan="1" valign="middle">PfAMA1</td>
                            <td align="center" colspan="1" rowspan="1" valign="middle">
                                <xref ref-type="bibr" rid="ref-33">33</xref>
                            </td>
                            <td align="center" colspan="1" rowspan="1" valign="middle">LN transformed mean + 3 stdev</td>
                            <td align="center" colspan="1" rowspan="1" valign="middle">Adults from non-endemic region (n=85)</td>
                            <td align="center" colspan="1" rowspan="1" valign="middle">n/a</td>
                        </tr>
                        <tr>
                            <td align="center" colspan="1" rowspan="1" valign="middle">
                                <bold>
                                    <italic toggle="yes">Plasmodium falciparum</italic> Type A and B</bold>
                            </td>
                            <td align="center" colspan="1" rowspan="1" valign="middle">PfHRP2</td>
                            <td align="center" colspan="1" rowspan="1" valign="middle">
                                <xref ref-type="bibr" rid="ref-33">33</xref>
                            </td>
                            <td align="center" colspan="1" rowspan="1" valign="middle">LN transformed mean + 3 stdev</td>
                            <td align="center" colspan="1" rowspan="1" valign="middle">Adults from non-endemic region (n=85)</td>
                            <td align="center" colspan="1" rowspan="1" valign="middle">n/a</td>
                        </tr>
                        <tr>
                            <td align="center" colspan="1" rowspan="1" valign="middle">
                                <bold>
                                    <italic toggle="yes">Plasmodium falciparum</italic>
                                </bold>
                            </td>
                            <td align="center" colspan="1" rowspan="1" valign="middle">PfLSA1</td>
                            <td align="center" colspan="1" rowspan="1" valign="middle">
                                <xref ref-type="bibr" rid="ref-33">33</xref>
                            </td>
                            <td align="center" colspan="1" rowspan="1" valign="middle">LN transformed mean + 3 stdev</td>
                            <td align="center" colspan="1" rowspan="1" valign="middle">Adults from non-endemic region (n=85)</td>
                            <td align="center" colspan="1" rowspan="1" valign="middle">n/a</td>
                        </tr>
                        <tr>
                            <td align="center" colspan="1" rowspan="1" valign="middle">
                                <bold>
                                    <italic toggle="yes">Plasmodium falciparum</italic>
                                </bold>
                            </td>
                            <td align="center" colspan="1" rowspan="1" valign="middle">PfGLURP R0</td>
                            <td align="center" colspan="1" rowspan="1" valign="middle">
                                <xref ref-type="bibr" rid="ref-33">33</xref>
                            </td>
                            <td align="center" colspan="1" rowspan="1" valign="middle">LN transformed mean + 3 stdev</td>
                            <td align="center" colspan="1" rowspan="1" valign="middle">Adults from non-endemic region (n=85)</td>
                            <td align="center" colspan="1" rowspan="1" valign="middle">n/a</td>
                        </tr>
                        <tr>
                            <td align="center" colspan="1" rowspan="1" valign="middle">
                                <bold>
                                    <italic toggle="yes">Strongyloides stercoralis</italic>
                                </bold>
                            </td>
                            <td align="center" colspan="1" rowspan="1" valign="middle">NIE</td>
                            <td align="center" colspan="1" rowspan="1" valign="middle">
                                <xref ref-type="bibr" rid="ref-49">49</xref>
                            </td>
                            <td align="center" colspan="1" rowspan="1" valign="middle">ROC Curve</td>
                            <td align="center" colspan="1" rowspan="1" valign="middle">Adults from non-endemic region (n=85)</td>
                            <td align="center" colspan="1" rowspan="1" valign="middle">Larvae positive adults from Argentina (n=53)</td>
                        </tr>
                        <tr>
                            <td align="center" colspan="1" rowspan="1" valign="middle">
                                <bold>
                                    <italic toggle="yes">Chlamydia trachomatis</italic>
                                </bold>
                            </td>
                            <td align="center" colspan="1" rowspan="1" valign="middle">Pgp3</td>
                            <td align="center" colspan="1" rowspan="1" valign="middle">
                                <xref ref-type="bibr" rid="ref-51">51</xref>,
                                <xref ref-type="bibr" rid="ref-86">86</xref>
                            </td>
                            <td align="center" colspan="1" rowspan="1" valign="middle">ROC Curve</td>
                            <td align="center" colspan="1" rowspan="1" valign="middle">1-9 year olds from New York (n=74)</td>
                            <td align="center" colspan="1" rowspan="1" valign="middle">Trachoma NAAT positive 1-9 year olds (n=95)</td>
                        </tr>
                        <tr>
                            <td align="center" colspan="1" rowspan="1" valign="middle">
                                <bold>
                                    <italic toggle="yes">Chlamydia trachomatis</italic>
                                </bold>
                            </td>
                            <td align="center" colspan="1" rowspan="1" valign="middle">CT694</td>
                            <td align="center" colspan="1" rowspan="1" valign="middle">
                                <xref ref-type="bibr" rid="ref-51">51</xref>,
                                <xref ref-type="bibr" rid="ref-86">86</xref>
                            </td>
                            <td align="center" colspan="1" rowspan="1" valign="middle">ROC Curve</td>
                            <td align="center" colspan="1" rowspan="1" valign="middle">1-9 year olds from New York (n=74)</td>
                            <td align="center" colspan="1" rowspan="1" valign="middle">Trachoma NAAT positive 1-9 year olds (n=95)</td>
                        </tr>
                        <tr>
                            <td align="center" colspan="1" rowspan="1" valign="middle">
                                <bold>
                                    <italic toggle="yes">Brugia malayi</italic>
                                </bold>
                            </td>
                            <td align="center" colspan="1" rowspan="1" valign="middle">Bm14</td>
                            <td align="center" colspan="1" rowspan="1" valign="middle">
                                <xref ref-type="bibr" rid="ref-26">26</xref>
                            </td>
                            <td align="center" colspan="1" rowspan="1" valign="middle">mean + 3 stdev</td>
                            <td align="center" colspan="1" rowspan="1" valign="middle">Adults from non-endemic region (n=85)</td>
                            <td align="center" colspan="1" rowspan="1" valign="middle">n/a</td>
                        </tr>
                        <tr>
                            <td align="center" colspan="1" rowspan="1" valign="middle">
                                <bold>
                                    <italic toggle="yes">Brugia malayi</italic>
                                </bold>
                            </td>
                            <td align="center" colspan="1" rowspan="1" valign="middle">Bm33</td>
                            <td align="center" colspan="1" rowspan="1" valign="middle">
                                <xref ref-type="bibr" rid="ref-26">26</xref>
                            </td>
                            <td align="center" colspan="1" rowspan="1" valign="middle">mean + 3 stdev</td>
                            <td align="center" colspan="1" rowspan="1" valign="middle">Adults from non-endemic region (n=85)</td>
                            <td align="center" colspan="1" rowspan="1" valign="middle">n/a</td>
                        </tr>
                        <tr>
                            <td align="center" colspan="1" rowspan="1" valign="middle">
                                <bold>
                                    <italic toggle="yes">Wucheraria bancrofti</italic>
                                </bold>
                            </td>
                            <td align="center" colspan="1" rowspan="1" valign="middle">Wb123</td>
                            <td align="center" colspan="1" rowspan="1" valign="middle">
                                <xref ref-type="bibr" rid="ref-26">26</xref>
                            </td>
                            <td align="center" colspan="1" rowspan="1" valign="middle">mean + 3 stdev</td>
                            <td align="center" colspan="1" rowspan="1" valign="middle">Adults from non-endemic region (n=85)</td>
                            <td align="center" colspan="1" rowspan="1" valign="middle">n/a</td>
                        </tr>
                        <tr>
                            <td align="center" colspan="1" rowspan="1" valign="middle">
                                <bold>
                                    <italic toggle="yes">Onchocerca volvulus</italic>
                                </bold>
                            </td>
                            <td align="center" colspan="1" rowspan="1" valign="middle">Ov16</td>
                            <td align="center" colspan="1" rowspan="1" valign="middle">
                                <xref ref-type="bibr" rid="ref-60">60</xref>
                            </td>
                            <td align="center" colspan="1" rowspan="1" valign="middle">ROC Curve</td>
                            <td align="center" colspan="1" rowspan="1" valign="middle">Adults from non-endemic region (n=57)</td>
                            <td align="center" colspan="1" rowspan="1" valign="middle">Skin snip microfilaria positive individuals endemic African countries (n=33)</td>
                        </tr>
                        <tr>
                            <td align="center" colspan="1" rowspan="1" valign="middle">
                                <bold>
                                    <italic toggle="yes">Onchocerca volvulus</italic>
                                </bold>
                            </td>
                            <td align="center" colspan="1" rowspan="1" valign="middle">Ov33</td>
                            <td align="center" colspan="1" rowspan="1" valign="middle">
                                <xref ref-type="bibr" rid="ref-60">60</xref>
                            </td>
                            <td align="center" colspan="1" rowspan="1" valign="middle">ROC Curve</td>
                            <td align="center" colspan="1" rowspan="1" valign="middle">Adults from non-endemic region (n=57)</td>
                            <td align="center" colspan="1" rowspan="1" valign="middle">Skin snip microfilaria positive individuals endemic African countries (n=33)</td>
                        </tr>
                        <tr>
                            <td align="center" colspan="1" rowspan="1" valign="middle">
                                <bold>
                                    <italic toggle="yes">Schistosoma mansoni</italic>
                                </bold>
                            </td>
                            <td align="center" colspan="1" rowspan="1" valign="middle">SEA</td>
                            <td align="center" colspan="1" rowspan="1" valign="middle"> </td>
                            <td align="center" colspan="1" rowspan="1" valign="middle">ROC Curve</td>
                            <td align="center" colspan="1" rowspan="1" valign="middle">Adults from non-endemic region (n=131)</td>
                            <td align="center" colspan="1" rowspan="1" valign="middle">
                                <italic toggle="yes">S. mansoni</italic> (n=72), 
                                <italic toggle="yes">S. haematobium</italic> (n=45) and 
                                <italic toggle="yes">S. intercalatum</italic> (n=77) positive individuals</td>
                        </tr>
                        <tr>
                            <td align="center" colspan="1" rowspan="1" valign="middle">
                                <bold>
                                    <italic toggle="yes">Schistosoma mansoni</italic>
                                </bold>
                            </td>
                            <td align="center" colspan="1" rowspan="1" valign="middle">Sm25</td>
                            <td align="center" colspan="1" rowspan="1" valign="middle"> </td>
                            <td align="center" colspan="1" rowspan="1" valign="middle">ROC Curve</td>
                            <td align="center" colspan="1" rowspan="1" valign="middle">Adults from non-endemic region (n=131)</td>
                            <td align="center" colspan="1" rowspan="1" valign="middle">
                                <italic toggle="yes">S. mansoni</italic> (n=72) positive individuals</td>
                        </tr>
                        <tr>
                            <td align="center" colspan="1" rowspan="1" valign="middle">
                                <bold>
                                    <italic toggle="yes">Clostridium tetani</italic>
                                </bold>
                            </td>
                            <td align="center" colspan="1" rowspan="1" valign="middle">TetTox</td>
                            <td align="center" colspan="1" rowspan="1" valign="middle">
                                <xref ref-type="bibr" rid="ref-69">69</xref>,
                                <xref ref-type="bibr" rid="ref-70">70</xref>
                            </td>
                            <td align="center" colspan="1" rowspan="1" valign="middle">WHO Standard Curve TE-3</td>
                            <td align="center" colspan="1" rowspan="1" valign="middle">n/a</td>
                            <td align="center" colspan="1" rowspan="1" valign="middle">n/a</td>
                        </tr>
                        <tr>
                            <td align="center" colspan="1" rowspan="1" valign="middle">
                                <bold>
                                    <italic toggle="yes">Corynebacterium diphtheriae</italic>
                                </bold>
                            </td>
                            <td align="center" colspan="1" rowspan="1" valign="middle">DipTox</td>
                            <td align="center" colspan="1" rowspan="1" valign="middle">
                                <xref ref-type="bibr" rid="ref-73">73</xref>,
                                <xref ref-type="bibr" rid="ref-74">74</xref>,
                                <xref ref-type="bibr" rid="ref-75">75</xref>
                            </td>
                            <td align="center" colspan="1" rowspan="1" valign="middle">WHO Standard Curve 10/262</td>
                            <td align="center" colspan="1" rowspan="1" valign="middle">n/a</td>
                            <td align="center" colspan="1" rowspan="1" valign="middle">n/a</td>
                        </tr>
                        <tr>
                            <td align="center" colspan="1" rowspan="1" valign="middle">
                                <bold>Rubella virus</bold>
                            </td>
                            <td align="center" colspan="1" rowspan="1" valign="middle">wRuV</td>
                            <td align="center" colspan="1" rowspan="1" valign="middle">
                                <xref ref-type="bibr" rid="ref-16">16</xref>,
                                <xref ref-type="bibr" rid="ref-77">77</xref>,
                                <xref ref-type="bibr" rid="ref-78">78</xref>
                            </td>
                            <td align="center" colspan="1" rowspan="1" valign="middle">WHO Standard Curve 67/182</td>
                            <td align="center" colspan="1" rowspan="1" valign="middle">n/a</td>
                            <td align="center" colspan="1" rowspan="1" valign="middle">n/a</td>
                        </tr>
                        <tr>
                            <td align="center" colspan="1" rowspan="1" valign="middle">
                                <bold>Measles virus</bold>
                            </td>
                            <td align="center" colspan="1" rowspan="1" valign="middle">wMeV</td>
                            <td align="center" colspan="1" rowspan="1" valign="middle">
                                <xref ref-type="bibr" rid="ref-16">16</xref>,
                                <xref ref-type="bibr" rid="ref-77">77</xref>
                            </td>
                            <td align="center" colspan="1" rowspan="1" valign="middle">WHO Standard Curve 97/648</td>
                            <td align="center" colspan="1" rowspan="1" valign="middle">n/a</td>
                            <td align="center" colspan="1" rowspan="1" valign="middle">n/a</td>
                        </tr>
                        <tr>
                            <td align="center" colspan="1" rowspan="1" valign="middle">
                                <bold>
                                    <italic toggle="yes">Treponema pallidum</italic>
                                </bold>
                            </td>
                            <td align="center" colspan="1" rowspan="1" valign="middle">TmpA</td>
                            <td align="center" colspan="1" rowspan="1" valign="middle">
                                <xref ref-type="bibr" rid="ref-24">24</xref>
                            </td>
                            <td align="center" colspan="1" rowspan="1" valign="middle">ROC Curve</td>
                            <td align="center" colspan="1" rowspan="1" valign="middle">1-9 year-olds from New York (n=74), RPR negative 4-15 year-olds from Vanuatu (n=65)</td>
                            <td align="center" colspan="1" rowspan="1" valign="middle">TPPA positive 4-15 year-olds from Vanuatu (n=36)</td>
                        </tr>
                        <tr>
                            <td align="center" colspan="1" rowspan="1" valign="middle">
                                <bold>
                                    <italic toggle="yes">Treponema pallidum</italic>
                                </bold>
                            </td>
                            <td align="center" colspan="1" rowspan="1" valign="middle">rp17</td>
                            <td align="center" colspan="1" rowspan="1" valign="middle">
                                <xref ref-type="bibr" rid="ref-24">24</xref>
                            </td>
                            <td align="center" colspan="1" rowspan="1" valign="middle">ROC Curve</td>
                            <td align="center" colspan="1" rowspan="1" valign="middle">1-9 year-olds from New York (n=74); TPPA negative 4-15 year-olds from Vanuatu (n=42)</td>
                            <td align="center" colspan="1" rowspan="1" valign="middle">TPPA positive 4-15 year-olds from Vanuatu (n=36)</td>
                        </tr>
                        <tr>
                            <td align="center" colspan="1" rowspan="1" valign="middle">
                                <bold>SARS-CoV-2</bold>
                            </td>
                            <td align="center" colspan="1" rowspan="1" valign="middle">Spike</td>
                            <td align="center" colspan="1" rowspan="1" valign="middle">
                                <xref ref-type="bibr" rid="ref-83">83</xref>
                            </td>
                            <td align="center" colspan="1" rowspan="1" valign="middle">ROC Curve</td>
                            <td align="center" colspan="1" rowspan="1" valign="middle">Plasma collected prior to Nov 2019 (n=99); RT-PCR negative, Mar-June 2020 (n=19)</td>
                            <td align="center" colspan="1" rowspan="1" valign="middle">Plasma collected in Mar-June 2020, RT-PCR positive (n=87)</td>
                        </tr>
                        <tr>
                            <td align="center" colspan="1" rowspan="1" valign="middle">
                                <bold>SARS-CoV-2</bold>
                            </td>
                            <td align="center" colspan="1" rowspan="1" valign="middle">RBP541</td>
                            <td align="center" colspan="1" rowspan="1" valign="middle">
                                <xref ref-type="bibr" rid="ref-83">83</xref>
                            </td>
                            <td align="center" colspan="1" rowspan="1" valign="middle">ROC Curve</td>
                            <td align="center" colspan="1" rowspan="1" valign="middle">Plasma collected prior to Nov 2019 (n=99); RT-PCR negative, Mar-June 2020 (n=19)</td>
                            <td align="center" colspan="1" rowspan="1" valign="middle">Plasma collected in Mar-June 2020, RT-PCR positive (n=87)</td>
                        </tr>
                        <tr>
                            <td align="center" colspan="1" rowspan="1" valign="middle">
                                <bold>SARS-CoV-2</bold>
                            </td>
                            <td align="center" colspan="1" rowspan="1" valign="middle">RBP591</td>
                            <td align="center" colspan="1" rowspan="1" valign="middle">
                                <xref ref-type="bibr" rid="ref-83">83</xref>
                            </td>
                            <td align="center" colspan="1" rowspan="1" valign="middle">ROC Curve</td>
                            <td align="center" colspan="1" rowspan="1" valign="middle">Plasma collected prior to Nov 2019 (n=99); RT-PCR negative, Mar-June 2020 (n=19)</td>
                            <td align="center" colspan="1" rowspan="1" valign="middle">Plasma collected in Mar-June 2020, RT-PCR positive (n=87)</td>
                        </tr>
                        <tr>
                            <td align="center" colspan="1" rowspan="1" valign="middle">
                                <bold>SARS-CoV-2</bold>
                            </td>
                            <td align="center" colspan="1" rowspan="1" valign="middle">N</td>
                            <td align="center" colspan="1" rowspan="1" valign="middle">
                                <xref ref-type="bibr" rid="ref-83">83</xref>
                            </td>
                            <td align="center" colspan="1" rowspan="1" valign="middle">ROC Curve</td>
                            <td align="center" colspan="1" rowspan="1" valign="middle">99 plasma collected prior to Nov 2019; 19 RT-PCR negative, Mar-June 2020</td>
                            <td align="center" colspan="1" rowspan="1" valign="middle">87 plasma collected in Mar-June 2020, RT-PCR positive</td>
                        </tr>
                    </tbody>
                </table>
                <table-wrap-foot>
                    <fn>
                        <p>LN = natural log; stdev = standard deviation; ROC = receiver operator characteristic.</p>
                    </fn>
                </table-wrap-foot>
            </table-wrap>
        </sec>
        <sec>
            <title>Laboratory Analysis - Poliovirus testing</title>
            <p>A poliovirus microneutralization assay was used to assess levels of neutralizing antibodies against all three poliovirus serotypes
                <sup>
                    <xref ref-type="bibr" rid="ref-84">84</xref>
                </sup>. For this study, levels of poliovirus neutralizing antibodies against poliovirus serotypes 1, 2, and 3 were assessed from DBS
                <sup>
                    <xref ref-type="bibr" rid="ref-84">84</xref>
                </sup> collected on a Whatman Protein Saver Card
                <sup>
                    <xref ref-type="bibr" rid="ref-85">85</xref>
                </sup>. Samples were randomized using a balanced block randomization scheme with integrated controls using MATLAB
                <sup>
                    <xref ref-type="bibr" rid="ref-84">84</xref>
                </sup>. Each serum was tested in triplicate using step 1:2 dilutions ranging from 1:8-1:1024. The cutoff for neutralization was determined by calculating 80% of the average luminescence from cell control wells within each test plate. Each test run included back titration and serum (in-house reference human serum with known levels of poliovirus neutralizing antibodies). Seropositivity was defined as the reciprocal titer of poliovirus-neutralizing antibodies &#x2265;8.</p>
        </sec>
        <sec>
            <title>Data management</title>
            <p>
                <xref ref-type="fig" rid="f4">Figure 4</xref> shows how the data sources moved through data collection, laboratory testing, and then into the analysis dataset. Note that for a variety of reasons, some respondents did not have some lab results to merge with their interview responses.</p>
            <fig fig-type="figure" id="f4" orientation="portrait" position="float">
                <label>Figure 4. </label>
                <caption>
                    <title>Data flow diagram, 2021 Somalia Serosurvey.</title>
                </caption>
                <graphic orientation="portrait" position="float" xlink:href="https://gatesopenresearch-files.f1000.com/manuscripts/16618/6133d6cb-bee3-4247-8486-3912a94c8fb5_figure4.gif"/>
            </fig>
            <p>Each interview participant was assigned four survey weights. A population weight was assigned by region and age group, so the sum of weights would equal the population figures used to plan the study. Everyone in the analysis dataset had a positive population weight. MBA weights were assigned to maintain the sums of weights by state and by age group for persons whose interview data could be merged with their MBA results. Persons with no MBA results had an MBA weight of 0, and their population weights were spread across or shifted to the persons in their same state and age group who did have MBA results. Everyone with MBA results had a positive MBA weight. Similarly, everyone with COVID-19 ELISA results had a positive serum weight and everyone with polio assay results had a positive polio weight. For MBA and serum and polio weights, the weights of persons without merged results were spread equally across all the respondents in their same state and age group who did have results. Note that none of the weights attempt to correct imbalance for sex of the respondents or for the mix of urban and rural respondents; the only constructs that were incorporated into population weights were region and age group, and for the adjusted MBA, serum, and polio weights, state, and age group.</p>
        </sec>
        <sec>
            <title>Special note for Puntland regional analyses</title>
            <p>When the study was planned, the Bari region was a combination of what might now be called the Bari and Karkar regions. The populations for what are now two regions were combined. Data were collected at health facilities in both regions. If analysts wish to calculate separate results for Karkar, then their code should change the value of the region code for participants from these three facilities from Bari to Karkar: Qardho District Hospital, Waciye Health Center, and Bayla Referral Health Center.</p>
        </sec>
        <sec sec-type="results">
            <title>Results</title>
            <p>The sample demographics, seroprevalence results and other work products will be described in publications to follow.</p>
            <sec>
                <title>Strengths and Limitations</title>
                <p>The methodology used in this study has several strengths. It used the WHO Unity Studies protocol and therefore is meaningfully comparable to other such studies. It includes respondents from all around Somalia (except for the Middle Juba region) and from a wide variety of ages. Missingness among lab results was partially corrected by reweighting the respondents whose results were present. This study also highlights the use of DBS as an effective technique especially in a resource-poor setting and when surveying hard-to-reach populations such as those in Somalia. In settings where collection, storage, transport, and timely processing of serum can be challenging, DBS can be an especially viable and effective alternative that can be used for many different infections.</p>
                <p>The study methodology also has limitations. Persons who did not seek care or accompany those who sought care at government health facilities would not have been recruited into the sample. Insecurity at and between some study sites prevented having a full complement of supervisors present on every study day, so some quality checks were missed. The list of survey questions was updated to include more internal consistency reviews after data were collected in Somaliland and Banadir. Some of the barcodes that were supposed to facilitate unambiguous merging of interview data with lab results were mismanaged, yielding some samples that had identical bar codes and some samples whose codes did not match any of those from the interview responses. This led to missing lab results. If the missingness was due to varying levels of care and competence across the data collection teams, then the missingness was not completely at random. Further, despite careful processing, some samples were not analyzable, having been affected by mold or other contaminants. Hence the results might be interpreted as indicative, if not representative, of the study sample or the Somali population.</p>
            </sec>
        </sec>
    </body>
    <back>
        <sec sec-type="data-availability">
            <title>Data availability</title>
            <sec>
                <title>Underlying data</title>
                <p>No data are associated with this article.</p>
            </sec>
            <sec>
                <title>Extended data</title>
                <p>Zenodo: Somalia Serosurvey 2021 &#x2013; VPD and COVID-19 Questionnaire, 
                    <ext-link ext-link-type="uri" xlink:href="https://doi.org/10.5281/zenodo.10640548">https://doi.org/10.5281/zenodo.10640548</ext-link>
                    <sup>
                        <xref ref-type="bibr" rid="ref-12">12</xref>
                    </sup>.</p>
            </sec>
        </sec>
        <ack>
            <title>Acknowledgements</title>
            <p>First, the authors thank all the study participants for engaging with the data collection teams and contributing to scientific knowledge in their communities. Further, this study would not have been possible without instrumental contributions of the Minister of Health and Human Services, Federal Government of Somalia, the Federal and State Ministry of Health and WHO COVID-19 Incident Management support team members, the District and Regional Medical Officers of the Ministry of Health, the District, Regional and State Public Health Emergency Officers of the WHO in Somalia, WHO EPI team members, the enumerators, phlebotomists and laboratory technicians collecting the data and samples in the health facilities, laboratory technicians working in Mogadishu National Public Health Reference Laboratory, Puntland State Public Health Laboratory and Somaliland Public Health Laboratory and the USA CDC MBA and Polio (Basit Jafri, Kathryn Jones, Eric Rhoden, Giovanna Sifontes, Sandra Valdez, Nicholas Wiese, and Yiting Zhang and the Specimen Triage and Tracking Team (STATT)) assay teams.</p>
            <p>The findings in this article are those of the authors and do not necessarily represent the official position of the US Centers for Disease Control and Prevention.</p>
        </ack>
        <fn-group>
            <fn>
                <p id="FN1">
                    <sup>1</sup> The description of the SARS-CoV-2 and polio assays are brief here because they have been described in detail in the references. Our MBA lab methods description includes comparatively more detail because no one reference precisely describes the combination of methods that were used in this work.</p>
            </fn>
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    </back>
    <sub-article article-type="reviewer-report" id="report37107">
        <front-stub>
            <article-id pub-id-type="doi">10.21956/gatesopenres.16618.r37107</article-id>
            <title-group>
                <article-title>Reviewer response for version 1</article-title>
            </title-group>
            <contrib-group>
                <contrib contrib-type="author">
                    <name>
                        <surname>Kraay</surname>
                        <given-names>Alicia</given-names>
                    </name>
                    <xref ref-type="aff" rid="r37107a1">1</xref>
                    <role>Referee</role>
                </contrib>
                <aff id="r37107a1">
                    <label>1</label>Institute for Disease Modeling, Bill &amp; Melinda Gates Foundation, Seattle, Washington, USA</aff>
            </contrib-group>
            <author-notes>
                <fn fn-type="conflict">
                    <p>
                        <bold>Competing interests: </bold>I am employed by the Gates Foundation, but in a different part of the foundation from the study body that would have awarded the grant.</p>
                </fn>
            </author-notes>
            <pub-date pub-type="epub">
                <day>25</day>
                <month>7</month>
                <year>2024</year>
            </pub-date>
            <permissions>
                <copyright-statement>Copyright: &#x00a9; 2024 Kraay A</copyright-statement>
                <copyright-year>2024</copyright-year>
                <license xlink:href="https://creativecommons.org/licenses/by/4.0/">
                    <license-p>This is an open access peer review report distributed under the terms of the Creative Commons Attribution Licence, which permits unrestricted use, distribution, and reproduction in any medium, provided the original work is properly cited.</license-p>
                </license>
            </permissions>
            <related-article ext-link-type="doi" id="relatedArticleReport37107" related-article-type="peer-reviewed-article" xlink:href="10.12688/gatesopenres.15270.1"/>
            <custom-meta-group>
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        </front-stub>
        <body>
            <p>In this paper the authors provide an overview of the methods of their recently conducted serosurvey in Somalia (in 2021). &#x00a0;The authors provide a good overview of their approach, and the rationale for publishing the protocol separately is sound, as it will help streamline other papers resulting from the study. &#x00a0;Most of my concerns are minor and relate more to the clarity of the writing for the methods section. &#x00a0;Specific comments follow.</p>
            <p> </p>
            <p> -Be clear throughout the draft &#x2014; serology provides information about both natural infection and vaccination and generally cannot distinguish between them without more detailed testing.&#x00a0; Sometimes you appeared to assume you would be able to estimate incidence separately from vaccination which is not the case (unless you are perhaps doing some very specific testing, which is not clear from the draft), please be careful with your wording</p>
            <p> -Paragraph 3: Is coverage of each vaccine 11% or the cocktail of those who had received all of them only ~11%? I think the 11% was for children who received all vaccines but please be clearer.</p>
            <p> -vague aim &#x2018;pathogens causing malaria and neglected tropical diseases&#x2019; &#x2014;which?</p>
            <p> -Aims in the introduction could be made much more concise, perhaps better mirroring what is in the abstract. &#x00a0;It is confusing to have a different set of aims for the abstract and introduction. &#x00a0;For example, aims 3 and 4 could be combined and I am not sure you can directly estimate aim 5 separately from just identifying areas with low immunity, which could be due to a lack of natural infection or a lack of vaccination.&#x00a0; Aims 1 and 6 are both seroprevalence aims.</p>
            <p> -You include Middle Juba in table 1 along with sample sizes but say you excluded it--is table 1 your initial target sample size? Please remove Middle Juba from table 1 if you did not use it.</p>
            <p> -How do you need a table of random numbers to identify the 1st family visiting? Be a bit clearer in this section. Also, you could provide a citation for the general Somali population age structure since you say you are trying to mirror it in your sampling</p>
            <p> -Figure 1 and Figure 2 should be combined with more than one line type showing the different boundaries--right now they seem redundant</p>
            <p> -Is only asking about marriage among people 18+ appropriate given age of marriage in the population? Were there minors who were close to 18 who commonly presented without a guardian?</p>
            <p> -How long did the survey take to administer?</p>
            <p> -Did participants have the opportunity to learn about their results?</p>
            <p>Is the rationale for developing the new method (or application) clearly explained?</p>
            <p>Yes</p>
            <p>Is the description of the method technically sound?</p>
            <p>Partly</p>
            <p>Are the conclusions about the method and its performance adequately supported by the findings presented in the article?</p>
            <p>Yes</p>
            <p>If any results are presented, are all the source data underlying the results available to ensure full reproducibility?</p>
            <p>Yes</p>
            <p>Are sufficient details provided to allow replication of the method development and its use by others?</p>
            <p>Partly</p>
            <p>Reviewer Expertise:</p>
            <p>Infectious disease epidemiology. &#x00a0;I am not as familiar with laboratory methods but it seems the first reviewer has already looked over those in detail.</p>
            <p>I confirm that I have read this submission and believe that I have an appropriate level of expertise to confirm that it is of an acceptable scientific standard, however I have significant reservations, as outlined above.</p>
        </body>
    </sub-article>
    <sub-article article-type="reviewer-report" id="report37110">
        <front-stub>
            <article-id pub-id-type="doi">10.21956/gatesopenres.16618.r37110</article-id>
            <title-group>
                <article-title>Reviewer response for version 1</article-title>
            </title-group>
            <contrib-group>
                <contrib contrib-type="author">
                    <name>
                        <surname>Donkor</surname>
                        <given-names>Irene Owusu</given-names>
                    </name>
                    <xref ref-type="aff" rid="r37110a1">1</xref>
                    <role>Referee</role>
                    <uri content-type="orcid">https://orcid.org/0000-0002-8523-955X</uri>
                </contrib>
                <aff id="r37110a1">
                    <label>1</label>Epidemiology Department, Noguchi Memorial Institute for Medical Research, University of Ghana, Accra, Greater Accra Region, Ghana</aff>
            </contrib-group>
            <author-notes>
                <fn fn-type="conflict">
                    <p>
                        <bold>Competing interests: </bold>No competing interests were disclosed.</p>
                </fn>
            </author-notes>
            <pub-date pub-type="epub">
                <day>19</day>
                <month>7</month>
                <year>2024</year>
            </pub-date>
            <permissions>
                <copyright-statement>Copyright: &#x00a9; 2024 Donkor IO</copyright-statement>
                <copyright-year>2024</copyright-year>
                <license xlink:href="https://creativecommons.org/licenses/by/4.0/">
                    <license-p>This is an open access peer review report distributed under the terms of the Creative Commons Attribution Licence, which permits unrestricted use, distribution, and reproduction in any medium, provided the original work is properly cited.</license-p>
                </license>
            </permissions>
            <related-article ext-link-type="doi" id="relatedArticleReport37110" related-article-type="peer-reviewed-article" xlink:href="10.12688/gatesopenres.15270.1"/>
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        </front-stub>
        <body>
            <p>The study describes the methods used in this integrated serosurveillance study conducted in Somalia. The rationale of the study is clear and justification has been given on the differences to immunity to the pathogens prevalent in the country.</p>
            <p> There are however a few issues that I would like the authors to address</p>
            <p> 1. 
                <bold>Introduction:</bold> The authors give reasons for low vaccination coverage in Somalia. In the discussion and conclusion the authors acknowledge that the results may not be representative of the Somali population. Is it possible for the authors to determine the impact of this sampling error in the study?</p>
            <p> 2. 
                <bold>Methods:</bold> Under ethical approval This activity was reviewed by CDC, deemed not research" should be clarified by the authors. Studies that collect information from participants whether through questionnaire administration or sample collection are deemed as research and should be reviewed as such.</p>
            <p> 3. Under "Consenting process" participants were only informed "that they would be tested for the presence of VPD antibodies and COVID-19 antibodies". However other test were conducted for other diseases. Were participants allowed to provide additional consent for the additional tests conducted? Did the participants also give consent for their samples to be used for future tests? This should be stated in the manuscript.</p>
            <p> 4. laboratory testing was a multiplex bead assay, Is there a publication that shows the compatibility of these antigens in a single cell? The results obtained may have been impacted by this. Cut-offs cannot be determined without determining the compatibility or cross-reactivity of the antigens.</p>
            <p> 5 There is the need for a reference standard to determine cut-offs. This is not stated.</p>
            <p> 6. "Each plate contained one serum control negative for most infectious diseases". Should this not be for the infectious diseases that were analyzed so that the results are comparable?</p>
            <p>Is the rationale for developing the new method (or application) clearly explained?</p>
            <p>Yes</p>
            <p>Is the description of the method technically sound?</p>
            <p>Partly</p>
            <p>Are the conclusions about the method and its performance adequately supported by the findings presented in the article?</p>
            <p>Partly</p>
            <p>If any results are presented, are all the source data underlying the results available to ensure full reproducibility?</p>
            <p>No source data required</p>
            <p>Are sufficient details provided to allow replication of the method development and its use by others?</p>
            <p>Partly</p>
            <p>Reviewer Expertise:</p>
            <p>Epidemiology, Disease Control, Serosurveillance</p>
            <p>I confirm that I have read this submission and believe that I have an appropriate level of expertise to confirm that it is of an acceptable scientific standard, however I have significant reservations, as outlined above.</p>
        </body>
    </sub-article>
    <sub-article article-type="reviewer-report" id="report36180">
        <front-stub>
            <article-id pub-id-type="doi">10.21956/gatesopenres.16618.r36180</article-id>
            <title-group>
                <article-title>Reviewer response for version 1</article-title>
            </title-group>
            <contrib-group>
                <contrib contrib-type="author">
                    <name>
                        <surname>den Hartog</surname>
                        <given-names>Gerco</given-names>
                    </name>
                    <xref ref-type="aff" rid="r36180a1">1</xref>
                    <role>Referee</role>
                </contrib>
                <aff id="r36180a1">
                    <label>1</label>Department of Laboratory Medicine, Radboud University Medical Centre, Nijmegen, The Netherlands</aff>
            </contrib-group>
            <author-notes>
                <fn fn-type="conflict">
                    <p>
                        <bold>Competing interests: </bold>No competing interests were disclosed.</p>
                </fn>
            </author-notes>
            <pub-date pub-type="epub">
                <day>27</day>
                <month>3</month>
                <year>2024</year>
            </pub-date>
            <permissions>
                <copyright-statement>Copyright: &#x00a9; 2024 den Hartog G</copyright-statement>
                <copyright-year>2024</copyright-year>
                <license xlink:href="https://creativecommons.org/licenses/by/4.0/">
                    <license-p>This is an open access peer review report distributed under the terms of the Creative Commons Attribution Licence, which permits unrestricted use, distribution, and reproduction in any medium, provided the original work is properly cited.</license-p>
                </license>
            </permissions>
            <related-article ext-link-type="doi" id="relatedArticleReport36180" related-article-type="peer-reviewed-article" xlink:href="10.12688/gatesopenres.15270.1"/>
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        <body>
            <p>The study &#x2018;Methods employed in a 2021 population-based serosurvey in Somalia&#x2019; describes the methodologies of an integrated serosurveillance study in Somalia. The rational for this study is clear and highly relevant. Moreover, extensive humoral immune data are collected in order to generate insight into differences in immunity in the population to many pathogens.</p>
            <p> I do have several comments or questions especially regarding the laboratory methods, I hope the authors can clarify.</p>
            <p> </p>
            <p> Introduction 
                <list list-type="order">
                    <list-item>
                        <p>In the introduction is explained why vaccination coverage could be low in certain areas. In the discussion the authors rightfully note that the people recruited through the current methods may not represent the general population, as well as weighting strategies are applied. Have the authors though of implementing methods to assess the impact of the potential sampling error, eg. by collecting certain questionnaire data?</p>
                    </list-item>
                </list> Methods 
                <list list-type="order">
                    <list-item>
                        <p>Under ethical approval &#x201c;This activity was reviewed by CDC, deemed not research, and was conducted consistent with applicable federal law and CDC policy.&#x201d; Could this be clarified why this is &#x2018;deemed not research&#x2019;? Eg, under European regulation human studies collecting samples with a biomedical research question would require review by an independent ethical board, or do I misinterpret this statement?</p>
                    </list-item>
                    <list-item>
                        <p>An extensive list of antigens is detected using multiplex assays. Are these tested in several separate runs or all together in the same assay? Has interference/compatibility of all these antigens tested in a single well been confirmed? Many of the cited resource referring two multiplexing antigens also do not provide data that show that the different antigens can be combined without impacting results (eg monoplex versus multiplex testing).</p>
                    </list-item>
                    <list-item>
                        <p>The point above also impacts whether reported cutoffs tested in other multiplex compositions can be applied in a different multiplex without testing compatibility.</p>
                    </list-item>
                    <list-item>
                        <p>The authors describe that control samples were used for quality purposes, which indeed is important. It would be good to add what criteria were used to accept or reject a run? And, I do not understand what is meant with &#x2018; five antigen controls pairs&#x2019;, could that be clarified?</p>
                    </list-item>
                    <list-item>
                        <p>The authors describe various methods of establishing cutoffs for seropositivity. No quantitative data will be used? Quantitative data are generated by multiplex assays and provide additional insight into the level of immunity in the population; seropositivity doesn&#x2019;t mean that levels are sufficient to provide protection.</p>
                    </list-item>
                    <list-item>
                        <p>Application of established cutoffs in the literature based on serum cannot be applied directly to DBS results, could the authors clarify how this is done or validated, or whether cutoffs were applied to serum samples results only? And, if quantitative data are generated, are these compared between DBS and serum, and how is the difference in output corrected?</p>
                    </list-item>
                    <list-item>
                        <p>The authors do not describe the use of a reference standard for interpolation to convert MFIs to concentrations, and correct for variabilities in the assay over time. Are reference standards used, please add that to the manuscript, also in light of referring to using cutoffs in IU/mL that depend on the use of international standards. If no reference standards are used, could the authors describe how variability was controlled for (the use of the QC samples may not be sufficient for that purpose)?</p>
                    </list-item>
                </list> Minor points 
                <list list-type="order">
                    <list-item>
                        <p>(introduction) Somalia continues to experience cases of vaccine-derived polio virus caused by significant immunity gaps due to poor vaccination coverage to the virus. This should be vaccine-preventable instead of vaccine-induced?</p>
                    </list-item>
                    <list-item>
                        <p>Why are both IgG and anti IgG4 used as detection antibodies in the MBA?</p>
                    </list-item>
                    <list-item>
                        <p>&#x201c;In addition to antigens, the glutathione-S-transferase (GST) and Vero cell lysate were included as non-immunogenic proteins to correct for potential non-specific binding to recombinant proteins and measles and rubella antigens, respectively&#x201d;. I assume the authors do not necessarily mean that these are included because of non-immunogenicity and prevent non-specific binding to antigens, but black background reactivity if antibodies reactive to these compounds; eg viral lysates are not pure but could contain cell culture contaminants that are blocked by adding Vero cell lysate to increase to specificity of the assay.</p>
                    </list-item>
                </list>
            </p>
            <p>Is the rationale for developing the new method (or application) clearly explained?</p>
            <p>Yes</p>
            <p>Is the description of the method technically sound?</p>
            <p>Partly</p>
            <p>Are the conclusions about the method and its performance adequately supported by the findings presented in the article?</p>
            <p>Partly</p>
            <p>If any results are presented, are all the source data underlying the results available to ensure full reproducibility?</p>
            <p>No source data required</p>
            <p>Are sufficient details provided to allow replication of the method development and its use by others?</p>
            <p>Partly</p>
            <p>Reviewer Expertise:</p>
            <p>humoral and mucosal immunology, serosurveillence</p>
            <p>I confirm that I have read this submission and believe that I have an appropriate level of expertise to confirm that it is of an acceptable scientific standard, however I have significant reservations, as outlined above.</p>
        </body>
    </sub-article>
</article>
