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<front>
<journal-meta>
<journal-id journal-id-type="publisher-id">Front. Immunol.</journal-id>
<journal-title>Frontiers in Immunology</journal-title>
<abbrev-journal-title abbrev-type="pubmed">Front. Immunol.</abbrev-journal-title>
<issn pub-type="epub">1664-3224</issn>
<publisher>
<publisher-name>Frontiers Media S.A.</publisher-name>
</publisher>
</journal-meta>
<article-meta>
<article-id pub-id-type="doi">10.3389/fimmu.2020.605087</article-id>
<article-categories>
<subj-group subj-group-type="heading">
<subject>Immunology</subject>
<subj-group>
<subject>Original Research</subject>
</subj-group>
</subj-group>
</article-categories>
<title-group>
<article-title>Decreased Type I Interferon Production by Plasmacytoid Dendritic Cells Contributes to Severe Dengue</article-title>
</title-group>
<contrib-group>
<contrib contrib-type="author">
<name>
<surname>Upasani</surname><given-names>Vinit</given-names>
</name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
<xref ref-type="aff" rid="aff2"><sup>2</sup></xref>
<xref ref-type="author-notes" rid="fn003"><sup>&#x2020;</sup></xref>
<uri xlink:href="https://loop.frontiersin.org/people/732911"/>
</contrib>
<contrib contrib-type="author" corresp="yes">
<name>
<surname>Scagnolari</surname><given-names>Carolina</given-names>
</name>
<xref ref-type="aff" rid="aff3"><sup>3</sup></xref>
<xref ref-type="author-notes" rid="fn001"><sup>*</sup></xref>
<xref ref-type="author-notes" rid="fn003"><sup>&#x2020;</sup></xref>
<uri xlink:href="https://loop.frontiersin.org/people/1139138"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Frasca</surname><given-names>Federica</given-names>
</name>
<xref ref-type="aff" rid="aff3"><sup>3</sup></xref>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Smith</surname><given-names>Nika&#xef;a</given-names>
</name>
<xref ref-type="aff" rid="aff4"><sup>4</sup></xref>
<uri xlink:href="https://loop.frontiersin.org/people/817558"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Bondet</surname><given-names>Vincent</given-names>
</name>
<xref ref-type="aff" rid="aff4"><sup>4</sup></xref>
<uri xlink:href="https://loop.frontiersin.org/people/575102"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Vanderlinden</surname><given-names>Axelle</given-names>
</name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Lay</surname><given-names>Sokchea</given-names>
</name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Auerswald</surname><given-names>Heidi</given-names>
</name>
<xref ref-type="aff" rid="aff5"><sup>5</sup></xref>
<uri xlink:href="https://loop.frontiersin.org/people/814266"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Heng</surname><given-names>Sothy</given-names>
</name>
<xref ref-type="aff" rid="aff6"><sup>6</sup></xref>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Laurent</surname><given-names>Denis</given-names>
</name>
<xref ref-type="aff" rid="aff6"><sup>6</sup></xref>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Ly</surname><given-names>Sowath</given-names>
</name>
<xref ref-type="aff" rid="aff7"><sup>7</sup></xref>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Duong</surname><given-names>Veasna</given-names>
</name>
<xref ref-type="aff" rid="aff5"><sup>5</sup></xref>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Antonelli</surname><given-names>Guido</given-names>
</name>
<xref ref-type="aff" rid="aff3"><sup>3</sup></xref>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Dussart</surname><given-names>Philippe</given-names>
</name>
<xref ref-type="aff" rid="aff5"><sup>5</sup></xref>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Duffy</surname><given-names>Darragh</given-names>
</name>
<xref ref-type="aff" rid="aff4"><sup>4</sup></xref>
<uri xlink:href="https://loop.frontiersin.org/people/561252"/>
</contrib>
<contrib contrib-type="author" corresp="yes">
<name>
<surname>Cantaert</surname><given-names>Tineke</given-names>
</name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
<xref ref-type="author-notes" rid="fn001"><sup>*</sup></xref>
<uri xlink:href="https://loop.frontiersin.org/people/637041"/>
</contrib>
</contrib-group>
<aff id="aff1"><sup>1</sup><institution>Immunology Unit, Institut Pasteur du Cambodge, Institut Pasteur International Network</institution>, <addr-line>Phnom Penh</addr-line>, <country>Cambodia</country></aff>
<aff id="aff2"><sup>2</sup><institution>Department of Medical Microbiology and Infection Prevention, University of Groningen and University Medical Center Groningen</institution>, <addr-line>Groningen</addr-line>, <country>Netherlands</country></aff>
<aff id="aff3"><sup>3</sup><institution>Laboratory of Virology, Department of Molecular Medicine, Affiliated to Istituto Pasteur Italia&#x2014;Cenci Bolognetti Foundation, Sapienza University of Rome</institution>, <addr-line>Rome</addr-line>, <country>Italy</country></aff>
<aff id="aff4"><sup>4</sup><institution>Translational Immunology Lab, Institut Pasteur</institution>, <addr-line>Paris</addr-line>, <country>France</country></aff>
<aff id="aff5"><sup>5</sup><institution>Virology Unit, Institut Pasteur du Cambodge, Institut Pasteur International Network</institution>, <addr-line>Phnom Penh</addr-line>, <country>Cambodia</country></aff>
<aff id="aff6"><sup>6</sup><institution>Kantha Bopha Children Hospital</institution>, <addr-line>Phnom Penh</addr-line>, <country>Cambodia</country></aff>
<aff id="aff7"><sup>7</sup><institution>Epidemiology and Public Health Unit, Institut Pasteur du Cambodge, Institut Pasteur International Network</institution>, <addr-line>Phnom Penh</addr-line>, <country>Cambodia</country></aff>
<author-notes>
<fn fn-type="edited-by">
<p>Edited by: Gennady Bocharov, Institute of Numerical Mathematics (RAS), Russia</p>
</fn>
<fn fn-type="edited-by">
<p>Reviewed by: Luisa Cervantes-Barragan, Emory University, United States; Gerardo Enrique Guillen, Center for Genetic Engineering and Biotechnology (CIGB), Cuba</p>
</fn>
<fn fn-type="corresp" id="fn001">
<p>*Correspondence: Tineke Cantaert, <email xlink:href="mailto:tineke.cantaert@pasteur.fr">tineke.cantaert@pasteur.fr</email>; Carolina Scagnolari, <email xlink:href="mailto:carolina.scagnolari@uniroma1.it">carolina.scagnolari@uniroma1.it</email></p>
</fn>
<fn fn-type="other" id="fn002">
<p>This article was submitted to Viral Immunology, a section of the journal Frontiers in Immunology</p>
</fn>
<fn fn-type="equal" id="fn003">
<p>&#x2020;These authors have contributed equally to this work</p>
</fn>
</author-notes>
<pub-date pub-type="epub">
<day>17</day>
<month>12</month>
<year>2020</year>
</pub-date>
<pub-date pub-type="collection">
<year>2020</year>
</pub-date>
<volume>11</volume>
<elocation-id>605087</elocation-id>
<history>
<date date-type="received">
<day>11</day>
<month>09</month>
<year>2020</year>
</date>
<date date-type="accepted">
<day>11</day>
<month>11</month>
<year>2020</year>
</date>
</history>
<permissions>
<copyright-statement>Copyright &#xa9; 2020 Upasani, Scagnolari, Frasca, Smith, Bondet, Vanderlinden, Lay, Auerswald, Heng, Laurent, Ly, Duong, Antonelli, Dussart, Duffy and Cantaert</copyright-statement>
<copyright-year>2020</copyright-year>
<copyright-holder>Upasani, Scagnolari, Frasca, Smith, Bondet, Vanderlinden, Lay, Auerswald, Heng, Laurent, Ly, Duong, Antonelli, Dussart, Duffy and Cantaert</copyright-holder>
<license xlink:href="http://creativecommons.org/licenses/by/4.0/">
<p>This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY). The use, distribution or reproduction in other forums is permitted, provided the original author(s) and the copyright owner(s) are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms.</p>
</license>
</permissions>
<abstract>
<p>The clinical presentation of dengue virus (DENV) infection is variable. Severe complications mainly result from exacerbated immune responses. Type I interferons (IFN-I) are important in antiviral responses and form a crucial link between innate and adaptive immunity. Their contribution to host defense during DENV infection remains under-studied, as direct quantification of IFN-I is challenging. We combined ultra-sensitive single-molecule array (Simoa) digital ELISA with IFN-I gene expression to elucidate the role of IFN-I in a well-characterized cohort of hospitalized Cambodian children undergoing acute DENV infection. Higher concentrations of type I IFN proteins were observed in blood of DENV patients, compared to healthy donors, and correlated with viral load. Stratifying patients for disease severity, we found a decreased expression of IFN-I in patients with a more severe clinical outcome, such as dengue hemorrhagic fever (DHF) or dengue shock syndrome (DSS). This was seen in parallel to a correlation between low IFN&#x3b1; protein concentrations and decreased platelet counts. Type I IFNs concentrations were correlated to frequencies of plasmacytoid DCs, not DENV-infected myloid DCs and correlated inversely with neutralizing anti-DENV antibody titers. Hence, type I IFN produced in the acute phase of infection is associated with less severe outcome of dengue disease.</p>
</abstract>
<kwd-group>
<kwd>dengue virus</kwd>
<kwd>plasmacytoid dendritic cell</kwd>
<kwd>myloid dendritic cells</kwd>
<kwd>interferon stimulated genes</kwd>
<kwd>simoa immunoassay</kwd>
<kwd>type I interferon</kwd>
</kwd-group>
<contract-sponsor id="cn001">Wellcome Trust<named-content content-type="fundref-id">10.13039/100004440</named-content>
</contract-sponsor>
<contract-sponsor id="cn002">Institut Pasteur<named-content content-type="fundref-id">10.13039/501100003762</named-content>
</contract-sponsor>
<contract-sponsor id="cn003">Agence Nationale de la Recherche<named-content content-type="fundref-id">10.13039/501100001665</named-content>
</contract-sponsor>
<counts>
<fig-count count="6"/>
<table-count count="1"/>
<equation-count count="0"/>
<ref-count count="78"/>
<page-count count="12"/>
<word-count count="5997"/>
</counts>
</article-meta>
</front>
<body>
<sec id="s1" sec-type="intro">
<title>Introduction</title>
<p>Dengue virus is an arthropod-transmitted viral disease of the genus Flavivirus (family Flaviviridae). The virus is endemic in more than 100 countries, and currently half of the world population is at risk of infection (<xref ref-type="bibr" rid="B1">1</xref>). An estimate made in 2010 approximates 390 million dengue infections per year, of which 96 million had clinical manifestations (<xref ref-type="bibr" rid="B2">2</xref>). DENV strains are distinguished into four antigenically distinct serotypes, DENV-1 to DENV-4, which co-circulate in the same hyperendemic areas (<xref ref-type="bibr" rid="B3">3</xref>). Dengue virus infection can cause a spectrum of clinical presentations ranging from asymptomatic infection to more severe forms of disease such as dengue hemorrhagic fever (DHF) and dengue shock syndrome (DSS). Pathogenesis of severe dengue is complex and probably results from an exacerbated host immune response. Most primary infections are mild and are likely to provide lifelong protection against the infecting serotype. In contrast, heterotypic secondary DENV infection (with a DENV serotype distinct from the primary infecting serotype) is the greatest risk factor for severe disease (<xref ref-type="bibr" rid="B4">4</xref>, <xref ref-type="bibr" rid="B5">5</xref>). Manifestations of severe disease coincide with a drop in viral load and an inflammatory cytokine storm of unknown origin (<xref ref-type="bibr" rid="B6">6</xref>).</p>
<p>Type I IFNs (IFN-I), mainly represented by IFN&#x3b1; and -&#x3b2;, are cytokines involved in orchestrating innate and adaptive immune responses against viral infections. However, systemic and excessive productions of IFN-I are known to have detrimental effects to the host, as they correlate with inflammation, immunosuppression and homeostatic dysfunction (<xref ref-type="bibr" rid="B7">7</xref>). IFN-I responses are mainly triggered through the binding of viral RNA to&#xa0;RIG-I-like receptors (RLRs), RIG-I, and MDA5, along with endosomal Toll-like receptor 3 (TLR3) and TLR7 (<xref ref-type="bibr" rid="B8">8</xref>). IFN regulatory factor (IRF) 3 and 7 are primary transcriptional factors downstream of RLRs/TLRs signaling, and promote IFN-I response induction during DENV infection (<xref ref-type="bibr" rid="B9">9</xref>, <xref ref-type="bibr" rid="B10">10</xref>), albeit IRF7 plays a more important role than IRF3 in stimulating the early production of IFN-I (<xref ref-type="bibr" rid="B11">11</xref>). In order to balance IFN-I defense with inflammatory damage, FOXO3, a member of the forkhead family of transcription factors, has been recently identified as a negative regulator of IRF7 transcription (<xref ref-type="bibr" rid="B12">12</xref>).</p>
<p>DENV evasion strategies interfering with IFN-I production have been identified from <italic>in vitro</italic> studies. Indeed, DENV overcomes IFN-I-defense&#xa0;mechanisms in primary human immune cells, which appear to have a key role in modulating pathogenesis (<xref ref-type="bibr" rid="B13">13</xref>). However, the <italic>in vivo</italic> direct implications of the IFN-I evasion mechanisms adopted by DENV have, so far, been poorly explored, mainly due to the technical challenges to detect low circulating levels of different IFN-I proteins (<xref ref-type="bibr" rid="B14">14</xref>&#x2013;<xref ref-type="bibr" rid="B19">19</xref>). Although almost all nucleated cells can produce IFN-Is in response to viral infection, dendritic cells (DCs), and mainly plasmacytoid DCs (pDC) are a major source of IFN-I (<xref ref-type="bibr" rid="B20">20</xref>&#x2013;<xref ref-type="bibr" rid="B22">22</xref>). Myeloid DCs (mDC), on the other hand, have been shown to be the predominant target of DENV infection in the peripheral blood (<xref ref-type="bibr" rid="B23">23</xref>&#x2013;<xref ref-type="bibr" rid="B25">25</xref>). DENV infection impairs DC function including IFN-I signalling (<xref ref-type="bibr" rid="B26">26</xref>), leading to less efficient priming of DENV-specific adaptive immune responses (<xref ref-type="bibr" rid="B24">24</xref>). Frequencies of mDCs and pDCs seem to be reduced in the blood of DENV-infected patients during acute phase of disease, but the correlation with disease severity is less clear (<xref ref-type="bibr" rid="B27">27</xref>&#x2013;<xref ref-type="bibr" rid="B29">29</xref>).</p>
<p>Here, we aimed to perform a comprehensive evaluation of type I IFN responses during the earliest phase of disease, within 96h of fever onset in a cohort of Cambodian children. We conducted an integrated analysis of expressed genes related&#xa0;to&#xa0;IFN-I signaling in PBMCs, determination of plasma IFN&#x3b1;/&#x3b2; by ultrasensitive digital ELISA and extensive DC subset phenotyping in patients stratified for infection history and disease severity. We show a robust type I IFN response induced after DENV infection compared to healthy individuals. IFN&#x3b1; and IFN&#x3b2; protein concentrations correlated to DENV viral load and the presence of circulating pDCs in DENV-infected patients. Increased amount of both IFN-I-related transcripts and increased IFN&#x3b1;/&#x3b2; protein concentrations were detected in patients with mild disease compared to severe dengue patients classified as DHF/DSS. In parallel, we observed a correlation between IFN&#x3b1; protein concentrations and platelet counts, a hallmark of severe infection, indicating that a strong and early type I IFN response is beneficial after DENV infection. Finally, IFN-I responses were inversely correlated to anti-DENV antibody titers.</p>
</sec>
<sec id="s2" sec-type="materials|methods">
<title>Materials and Methods</title>
<sec id="s2_1">
<title>Ethics Statement</title>
<p>Ethical approval for the study was obtained from the National Ethics Committee of Health Research of Cambodia. Written informed consent was obtained from all participants or the guardians of participants under 16 years of age prior to inclusion in the study.</p>
</sec>
<sec id="s2_2">
<title>Patient Recruitment</title>
<p>Blood samples were obtained from hospitalized children (&#x2265; 2 years) who presented with dengue-like symptoms at the Kanta Bopha Hospital in Phnom Penh, Cambodia. The time-point for collection of blood samples was within 96&#xa0;h of fever onset at hospital admittance. Patients were classified according to the WHO 1997 criteria upon hospital discharge (<xref ref-type="bibr" rid="B30">30</xref>) as dengue fever (DF) or dengue haemorrhagic fever/dengue shock syndrome (DHF/DSS). In addition, age and sex-matched healthy donors were recruited from a cluster-based investigation in Kampong Cham province. Demographics and laboratory parameters of the patients included for each type of analysis as described below can be found in <xref ref-type="table" rid="T1"><bold>Table 1</bold></xref>.</p>
<table-wrap id="T1" position="float">
<label>Table 1</label>
<caption>
<p>Demographic data and clinical parameters comparing the studied populations.</p>
</caption>
<table frame="hsides">
<thead>
<tr>
<th valign="top" align="left"/>
<th valign="top" align="center">Total</th>
<th valign="top" align="center">DF</th>
<th valign="top" align="center">DHF/DSS</th>
<th valign="top" align="center">Healthy donors</th>
</tr>
</thead>
<tbody>
<tr>
<td valign="top" align="left"><bold>Number of samples</bold></td>
<td valign="top" align="center">115</td>
<td valign="top" align="center">84</td>
<td valign="top" align="center">31(22/9)</td>
<td valign="top" align="center">43</td>
</tr>
<tr>
<td valign="top" align="left"><bold>Age (mean</bold> &#xb1; <bold>SD)</bold></td>
<td valign="top" align="center">8.4 &#xb1; 3.9</td>
<td valign="top" align="center">8.6 &#xb1; 3.9</td>
<td valign="top" align="center">7.5 &#xb1; 4.1</td>
<td valign="top" align="center">9.4 &#xb1; 4.2</td>
</tr>
<tr>
<td valign="top" align="left"><bold>M/F ratio</bold></td>
<td valign="top" align="center">0.9</td>
<td valign="top" align="center">1,00</td>
<td valign="top" align="center">0.6</td>
<td valign="top" align="center">1,69</td>
</tr>
<tr>
<td valign="top" align="left"><bold>Weight (mean, kg)</bold></td>
<td valign="top" align="center">25.7</td>
<td valign="top" align="center">25,9</td>
<td valign="top" align="center">22.1</td>
<td valign="top" align="center">28.4</td>
</tr>
<tr>
<td valign="top" align="left"><bold>Height (mean, cm)</bold></td>
<td valign="top" align="center">120.0</td>
<td valign="top" align="center">121,5</td>
<td valign="top" align="center">117.3</td>
<td valign="top" align="center">124.3</td>
</tr>
<tr>
<td valign="top" align="left"><bold>Temperature (mean, &#xb0;C)</bold></td>
<td valign="top" align="center">37.9</td>
<td valign="top" align="center">37,9</td>
<td valign="top" align="center">37.6</td>
<td valign="top" rowspan="14" align="center">N/A</td>
</tr>
<tr>
<td valign="top" align="left"><bold>Hematocrit (%)</bold></td>
<td valign="top" align="center">39.4</td>
<td valign="top" align="center">39.3</td>
<td valign="top" align="center">39.2</td>
</tr>
<tr>
<td valign="top" align="left"><bold>Platelets (x 10^9/L)</bold></td>
<td valign="top" align="center">103.1</td>
<td valign="top" align="center">102.3</td>
<td valign="top" align="center">96.7</td>
</tr>
<tr>
<td valign="top" align="left"><bold>Day of fever at inclusion (mean, range)</bold></td>
<td valign="top" align="center">3.5 (1&#x2013;4)</td>
<td valign="top" align="center">3.4 (1&#x2013;4)</td>
<td valign="top" align="center">3.5 (2&#x2013;4)</td>
</tr>
<tr>
<td valign="top" align="left"><bold>Day of fever at discharge (mean, range)</bold></td>
<td valign="top" align="center">6.3 (2&#x2013;10)</td>
<td valign="top" align="center">5.2 (2&#x2013;8)</td>
<td valign="top" align="center">7.2 (5&#x2013;10)</td>
</tr>
<tr>
<td valign="top" align="left"><bold>DENV RT-qPCR +</bold></td>
<td valign="top" align="center">107</td>
<td valign="top" align="center">82</td>
<td valign="top" align="center">30</td>
</tr>
<tr>
<td valign="top" align="left"><bold>Viral load (copies/ml) (median, IQR)</bold></td>
<td valign="top" align="center">19200 (2450&#x2013;874750)</td>
<td valign="top" align="center">31200 (795&#x2013;981250)</td>
<td valign="top" align="center">9360 (5850 -160250)</td>
</tr>
<tr>
<td valign="top" align="left"><bold>DENV-1</bold></td>
<td valign="top" align="center">33</td>
<td valign="top" align="center">37</td>
<td valign="top" align="center">3</td>
</tr>
<tr>
<td valign="top" align="left"><bold>DENV-2</bold></td>
<td valign="top" align="center">67</td>
<td valign="top" align="center">44</td>
<td valign="top" align="center">23</td>
</tr>
<tr>
<td valign="top" align="left"><bold>DENV-3</bold></td>
<td valign="top" align="center">0</td>
<td valign="top" align="center">0</td>
<td valign="top" align="center">0</td>
</tr>
<tr>
<td valign="top" align="left"><bold>DENV-4</bold></td>
<td valign="top" align="center">7</td>
<td valign="top" align="center">8</td>
<td valign="top" align="center">0</td>
</tr>
<tr>
<td valign="top" align="left"><bold>NS1+ RDT</bold></td>
<td valign="top" align="center">77</td>
<td valign="top" align="center">61</td>
<td valign="top" align="center">16</td>
</tr>
<tr>
<td valign="top" align="left"><bold>DENV IgM MACS ELISA</bold></td>
<td valign="top" align="center">48</td>
<td valign="top" align="center">33</td>
<td valign="top" align="center">13</td>
</tr>
<tr>
<td valign="top" align="left"><bold>Secondary infection (%)</bold></td>
<td valign="top" align="center">74</td>
<td valign="top" align="center">72</td>
<td valign="top" align="center">77</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<fn>
<p>Patients are characterized according to the WHO 1997 criteria. DENV serotype and viral load were determined by RT-qPCR. Primary or secondary infection was determined based on HIA results on acute and convalescent samples. N/A, not applicable; IQR, interquartile range; DF, dengue fever; DHF, dengue hemorrhagic fever; DSS, dengue shock syndrome; RDT, rapid diagnostic test.</p>
</fn>
</table-wrap-foot>
</table-wrap>
</sec>
<sec id="s2_3">
<title>Laboratory Diagnosis</title>
<p>Plasma specimens obtained from patients were tested for presence of DENV using a nested RT-qPCR at the Institut Pasteur in Cambodia, the reference laboratory for arboviral diseases in Cambodia (<xref ref-type="bibr" rid="B31">31</xref>). NS1 and anti-DENV IgM/IgG positivity was determined using rapid diagnostic test (combo test for NS1 and IgM/IgG detection, SD Bioline Dengue Duo kits from Standard Diagnostics &#x2013; Abbott, Chicago, IL, USA). Anti-DENV IgM was measured with an in-house IgM-capture ELISA (MAC-ELISA), as previously described (<xref ref-type="bibr" rid="B32">32</xref>). Samples from patients positive for DENV were further tested with hemagglutination inhibition assay (HIA) (<xref ref-type="bibr" rid="B33">33</xref>) at admittance and discharge to determine primary/secondary DENV infection as per WHO criteria (<xref ref-type="bibr" rid="B30">30</xref>).</p>
</sec>
<sec id="s2_4">
<title>Foci Reduction Neutralization Assay</title>
<p>Foci reduction neutralization test (FRNT) is used as the gold standard to determine the level of neutralizing antibodies against different viruses. Neutralizing antibody titers against the infecting DENV serotype were determined by FRNT assay using reference DENV reference strains: DENV-1 Hawaii (GenBank:&#xa0;<bold>AF425619</bold>), DENV2 New Guinea C (GenBank:&#xa0;<bold>AF038403</bold>), and DENV-4 H241 (GenBank: <bold>AY947539</bold>). The FRNT was performed on samples obtained at discharge, on average 3 days after hospital admittance in order to reach sufficient high titers for detection (<xref ref-type="table" rid="T1"><bold>Table 1</bold></xref>). Briefly, Vero-CCL cells (ATCC CCL-81) cultured in Dulbecco&#x2019;s modified Eagle medium (DMEM,; Sigma-Aldrich, St. Loius, MO, USA) supplemented with 10% fetal bovine serum (FBS; Gibco, Wattham, MA, USA) and seeded in 96-well plates. Heat-treated plasma samples were serially diluted, mixed with equal volume of DENV and incubated for 1&#xa0;h at at 37&#xb0;C. Afterwards, plasma-virus mixtures were transferred onto cells in the respective wells. After 1&#xa0;h of incubation at 37&#xb0;C, the mixture was replaced with 1.8% carboxymethyl cellulose (Sigma-Aldrich) and incubated at 37&#xb0;C at 5% CO<sub>2</sub>. At 2&#x2013;3 days post infection, cells were fixed and stained as described (<xref ref-type="bibr" rid="B34">34</xref>) using DENV serotype specific polyclonal hyperimmune ascites fluids (Institut Pasteur du Cambodge). The titer of neutralizing antibodies was expressed as FRNT90, i.e. the plasma dilution at which a 90% reduction in the number of virus-induced foci is observed, and was calculated by regression analysis (GraphPad Software, Inc., La Jolla, CA, USA).</p>
</sec>
<sec id="s2_5">
<title>Dendritic Cell Subset Phenotyping</title>
<p>PBMCs were isolated from dengue positive patients and age-matched healthy donors using Ficoll-Histopaque (GE Healthcare, Chicago, IL, USA) density gradient centrifugation and stored in liquid nitrogen. The samples were thawed in RPMI supplemented with 10% FBS, washed with sterile PBS and then surface stained using the following antibodies: HLA-DR Alexa Fluor 488 (clone L243), Lineage cocktail APC [clone UCHT1 (CD3), clone HCD14 (CD14), clone HIB19 (CD19), clone 2H7 (CD20), clone HCD56 (CD56)], CD11c PE (clone 3.9), CD123 BV510 (clone 6H6) (all from BioLegend, San Diego, CA, USA). Samples were acquired on BD FACS Canto II (BD Biosciences, Franklin Lakes, NJ, USA) using FACSDiva software (BD Biosciences) and were analyzed by FlowJo v10.0 software (BioLegend, San Diego, CA, USA).</p>
</sec>
<sec id="s2_6">
<title>RNA Extraction, Reverse Transcription and qPCR for Gene Expression Analysis</title>
<p>RNA extraction was done from PBMCs of DENV-positive patients and healthy controls by QIAGEN RNeasy Micro Kit (Qiagen, Hilden, Germany) as per manufacturer&#x2019;s instructions. cDNA was synthetized from extracted RNA using SuperScript II Reverse Transciptase kit (Invitrogen, Carlsbad, CA, USA). Quantitative real-time PCR for IFN-&#x3b1;2, IFN-&#x3b2;, IFN-I receptor subunits (IFNAR1 and IFNAR2), IRF7, and FOXO3 was carried out with the LightCycler 480 instrument (Roche, Basel, Switzerland). Primers and probes for each gene were added to the Probes Master Mix (Roche, Basel, Switzerland) at 500 and 250&#x2009;nM, respectively, in a final volume of 20&#x2009;&#x3bc;l. The housekeeping gene &#x3b2;-glucuronidase was used as an internal control. Gene expression values were calculated by the comparative &#x394;&#x394;Ct method. The primers and probe were assayed on demand and were purchased from Integrated DNA Technologies (Coralville, IA, USA). The list of primers and probes is as follows: IFN-&#x3b1;2 (Hs.PT.58.24294810.g), IFN-&#x3b2; (Hs.PT.58.39481063.g), IFNAR1 (Hs.PT.58.20048943), IFNAR2 (Hs.PT.58.1621113), IRF7 (Hs.PT.58.24613215.G), and Foxo3 (Hs.PT.58.5045552.g).</p>
</sec>
<sec id="s2_7">
<title>Single-Molecule Array Digital ELISA</title>
<p>IFN&#x3b1; and IFN&#x3b2; protein plasma concentrations were quantified by Simoa digital ELISA developed with Quanterix Homebrew kits (Quanterix, Billerica, MA, USA) as previously described (<xref ref-type="bibr" rid="B35">35</xref>). For the IFN&#x3b1; assay, the 8H1 antibody clone was used as a capture antibody after coating on paramagnetic beads (0.3 mg/ml), the 12H5 clone was biotinylated (biotin/antibody ratio = 30/1) and used as the detector, and recombinant IFN&#x3b1;17 (Peprotech, Cranbury, NJ, USA) was used as the standard. For the IFN&#x3b2; assay, the 710322-9 IgG1, kappa, mouse monoclonal antibody (PBL Assay Science, Piscataway, NJ, USA) was used as a capture antibody after coating paramagnetic beads (0.3 mg/ml), the 710323-9 IgG1, kappa, mouse monoclonal antibody (PBL Assay Science) was biotinylated (biotin/antibody ratio = 40/1) and used as the detector antibody, and recombinant protein (PBL Assay Science) was used to quantify IFN&#x3b2; concentrations. The limit of detection (LOD) of the IFN&#x3b1; and IFN&#x3b2; assays were 0.005 fg/ml and 0.05 pg/ml, respectively. Plasma IFN&#x3b1; was below the assay detection limit in one patient with DHF/DSS and was excluded from the analysis.</p>
</sec>
<sec id="s2_8">
<title>Statistical Analyses</title>
<p>Statistical analyses were done using GraphPad Prism 7.00 software (GraphPad). Since the data included in the study did not pass the criteria for normality as determined using D&#x2019;Agostino-Pearson normality test, non-parametric Mann-Whitney U test was used to compare data between two groups. Values were expressed as median and interquartile range. Correlations between groups which did not pass the criteria for normality as determined using D&#x2019;Agostino-Pearson normality test were calculated by Spearman analysis. For all analyses, p values less than 0.05 were considered statistically significant.</p>
</sec>
</sec>
<sec id="s3" sec-type="results">
<title>Results</title>
<sec id="s3_1">
<title>Patient Population</title>
<p>In total, we included 115 dengue-positive paediatric patients admitted at Kantha Bopha Children&#x2019;s hospital, Phnom Penh, during the acute phase of infection with an onset of symptoms less than 96&#xa0;h before admission for IFN-I analysis and DC phenotyping (<xref ref-type="supplementary-material" rid="SF1"><bold>Supplementary Figure 1A</bold></xref>). These patients were classified for immune history (primary/secondary DENV infection) and severity according to WHO 1997 criteria (<xref ref-type="bibr" rid="B30">30</xref>). Of these, 84 were classified as DF, 22 as DHF and 9 as DSS patients (<xref ref-type="table" rid="T1"><bold>Table 1</bold></xref>). Of the DF patients, 15.2% were undergoing a primary DENV infection whereas 70.6% went through were undergoing a secondary infection, and immune status could not be determined in 14.2% of the cases based on the obtained HIA data (<xref ref-type="bibr" rid="B30">30</xref>). 77% of DHF and DSS patients encountered a secondary infection while infection status could not be determined for 23% of the patients (<xref ref-type="table" rid="T1"><bold>Table 1</bold></xref>). Of the 107 patients included with measurable viremia, 31% were infected with DENV-1, 63% with DENV-2, and 7% with DENV-4. No DENV-3 infected individuals were included as DENV-3 was not present in circulation at time of patient recruitment. Viral load as determined by qRT-PCR was not significantly different between DF and DHF/DSS patients (<xref ref-type="table" rid="T1"><bold>Table 1</bold></xref>, <xref ref-type="supplementary-material" rid="SF1"><bold>Supplementary Figure 1B</bold></xref>). As viremia is dependent on immune status, infecting serotype, day of fever and possibly comorbidities, we observe a wide variability in viral load in children with DF and DHF/DSS (<xref ref-type="bibr" rid="B36">36</xref>, <xref ref-type="bibr" rid="B37">37</xref>). As frequencies of immune cells and the immune response can vary from day to day during acute DENV infection (<xref ref-type="bibr" rid="B38">38</xref>), it is important to emphasize that not only were all patients recruited within 96&#xa0;h of fever onset, there was no difference in day of fever at inclusion between DF and DHF/DSS patients (<xref ref-type="table" rid="T1"><bold>Table 1</bold></xref>). In addition, 43 age and sex-matched healthy donors were recruited from a cluster-based investigation in Kampong Cham province (<xref ref-type="table" rid="T1"><bold>Table 1</bold></xref>).</p>
</sec>
<sec id="s3_2">
<title>Increased IFN&#x3b1;/&#x3b2; Protein Concentrations During Acute Dengue Infection</title>
<p>It remains controversial as to whether IFN-I responses are protective or contribute to immunopathogenesis during DENV infection (<xref ref-type="bibr" rid="B39">39</xref>). Detection of IFN-I responses are challenging since in healthy donors and during viral infections only trace amounts of IFN-I mRNA are present in PBMC and determination of protein concentrations in plasma by conventional methods has proven to be unreliable (<xref ref-type="bibr" rid="B40">40</xref>&#x2013;<xref ref-type="bibr" rid="B44">44</xref>). We performed gene expression analysis of a set of IFN-I related genes [IFN&#x3b1;, IFN&#x3b2;, IFN-I receptor subunits (IFNAR1 and IFNAR2), IRF7 and FOXO3] in PBMCs isolated from DENV-infected patients with variable disease severity and healthy donors. Increased transcription of IFNAR2 and IRF7 mRNA were observed in DENV positive patients (IFNAR2: p=0.0006; IRF7: p &lt;0.0001, <xref ref-type="fig" rid="f1"><bold>Figures 1A, B</bold></xref>) compared to age and gender matched healthy donors. In parallel, we analyzed protein concentrations of IFN&#x3b1; and IFN&#x3b2; in plasma from by ultra-sensitive single-molecule array (Simoa) digital ELISA technology in the same cohort (<xref ref-type="bibr" rid="B35">35</xref>). Here, we observed enhanced protein concentrations of IFN&#x3b1; and IFN&#x3b2; in acute DENV-infected patients versus healthy donors (IFN&#x3b1;: p=&lt;0.0001 and IFN&#x3b2;: p=0.0138) (<xref ref-type="fig" rid="f1"><bold>Figure 1C</bold></xref>). Whereas IFN&#x3b2; protein concentrations were correlated with IFN<italic>&#x3b2;</italic> mRNA (r=0.35; p&lt;0.01), no such correlation was observed for IFN&#x3b1; (r=0.10; p=0.42) during acute DENV infection (<xref ref-type="fig" rid="f1"><bold>Figure 1D</bold></xref>). DENV viral load positively correlated with levels of plasma IFN&#x3b1;/&#x3b2; (r=0.28; p&lt;0.01 and r=0.50; p&lt;0.0001) (<xref ref-type="fig" rid="f2"><bold>Figure 2A</bold></xref>), IFNAR1-mRNA (r=0.30; p&lt;0.01), and IFNAR2-mRNA (r=0.31; p&lt;0.01) (<xref ref-type="fig" rid="f2"><bold>Figure 2B</bold></xref>). Furthermore, when patients were stratified based on disease severity, DENV viral load correlated positively with plasma IFN&#x3b1;/&#x3b2; in patients with DF (r=0.28; p=0.02 and r=0.52; p&lt;0.0001) and DHF/DSS (r=0.47; p=0.04 and r=0.57; p&lt;0.01) (<xref ref-type="fig" rid="f2"><bold>Figures 2C, D</bold></xref>). Evaluating the different infecting serotypes, we observed that the IFN&#x3b1; and IFN&#x3b2; plasma concentrations are similar across all DENV serotypes included in the cohort (DENV-1, DENV-2, DENV-4) (<xref ref-type="supplementary-material" rid="SF2"><bold>Supplementary Figure 2</bold></xref>). Taken together, these data show that an elevated viral load is correlated to an increase in IFN&#x3b1;/&#x3b2; protein synthesis and downstream induction of expression of IFN-I related genes (IFNAR2, IRF7) during acute DENV infection.</p>
<fig id="f1" position="float">
<label>Figure 1</label>
<caption>
<p>Increased production of IFN-I in DENV patients <bold>(A)</bold>. The expression of IFN&#x3b1; receptor genes IFNAR1 and IFNAR2 was quantified by RT-qPCR and reported as 2<sup>-&#x394;Ct</sup> values in PBMCs isolated from healthy donors (n=41) and hospitalized children undergoing acute DENV infection (n=97) <bold>(B)</bold>. The expression of IFN-related genes FOXO3 and IRF7 was quantified by RT-qPCR and reported as 2<sup>-&#x394;Ct</sup> values in PBMCs isolated from healthy donors (n=41) and hospitalized children undergoing acute DENV infection (n=97) <bold>(C)</bold>. Plasma concentrations of IFN&#x3b1; and IFN&#x3b2; were determined using single molecule assay (Simoa) digital ELISA in healthy donors (n=43) and DENV patients (n=95) <bold>(D)</bold>. Association of plasma concentrations of IFN&#x3b1; and IFN&#x3b2; with the expression of IFN&#x3b1; and IFN&#x3b2; genes in DENV patients (n=87) as determined by Spearman&#x2019;s correlation. All p-values were calculated using Mann-Whitney U test (*p&lt; 0.05; ***p&lt;0.001; ****p&lt;0.0001).</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fimmu-11-605087-g001.tif"/>
</fig>
<fig id="f2" position="float">
<label>Figure 2</label>
<caption>
<p>IFN-I is correlated to DENV viral load. Association of <bold>(A)</bold> plasma concentrations of IFN&#x3b1; and IFN&#x3b2; (n=87) and <bold>(B)</bold> relative expression of IFN-related genes for IFNAR1 and IFNAR2 (n=84) with viral load in plasma from DENV patients was determined using Spearman&#x2019;s correlation <bold>(C, D)</bold>. Correlation of DENV viral load (RNA copies/ml) with plasma concentrations of IFN&#x3b1; in patients with DF (n=76) and DHF/DSS (n=22).</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fimmu-11-605087-g002.tif"/>
</fig>
</sec>
<sec id="s3_3">
<title>Frequencies of pDC Correlate With IFN&#x3b1; Concentration During Acute Dengue Infection</title>
<p>pDC and virus-infected cells are the major sources of IFN-I. DENV has tropism for dendritic cells of the myeloid lineage in blood and therefore will contribute to the IFN-I response (<xref ref-type="bibr" rid="B25">25</xref>, <xref ref-type="bibr" rid="B45">45</xref>&#x2013;<xref ref-type="bibr" rid="B47">47</xref>). Hence, we aimed to evaluate if changes in circulating frequencies of mDCs and pDCs could account for the changes in IFN-I observed during acute DENV-infection. The gating strategy used for the identification of dendritic cell subsets is outlined in <xref ref-type="supplementary-material" rid="SF3"><bold>Supplementary Figure 3</bold></xref>. A representative dot plot showing the gating strategy of CD11c<sup>+</sup> mDCs and CD123<sup>+</sup> pDCs in healthy donors and DENV patients is shown in <xref ref-type="fig" rid="f3"><bold>Figure 3A</bold></xref>. The percentages of CD11c<sup>+</sup> mDCs were found to be significantly decreased in dengue patients compared to healthy controls (median: 5.4% versus 44.1%; p&lt;0.0001) (<xref ref-type="fig" rid="f3"><bold>Figure 3B</bold></xref>) whereas no difference was observed in the relative proportions of pDCs between dengue patients and healthy donors (<xref ref-type="fig" rid="f3"><bold>Figure 3C</bold></xref>). There was no correlation between the percentages of CD11c<sup>+</sup> mDCs or CD123<sup>+</sup> pDCs respectively with viral load in all patients or patients stratified for disease severity (<xref ref-type="supplementary-material" rid="SF4"><bold>Supplementary Figure 4</bold></xref>). However, of major interest, increased percentages of circulating CD123<sup>+</sup> pDC positively correlated to increased IFN&#x3b1; plasma protein concentrations in DENV-infected patients (r=0.43; p&lt;0.001) (<xref ref-type="fig" rid="f3"><bold>Figure 3D</bold></xref>) whereas CD11c<sup>+</sup> mDC frequencies were not correlated with IFN&#x3b1; plasma concentrations (<xref ref-type="fig" rid="f3"><bold>Figure 3E</bold></xref>). No correlation was observed between CD11c<sup>+</sup> mDC or CD123<sup>+</sup> pDC frequencies and IFN&#x3b2; (<xref ref-type="fig" rid="f3"><bold>Figures 3F, G</bold></xref>).</p>
<fig id="f3" position="float">
<label>Figure 3</label>
<caption>
<p>Distribution of dendritic cell subsets in DENV patients and effect on IFN-I <bold>(A)</bold>. Representative dot plot of PBMCs isolated from one healthy child and a hospitalized child undergoing acute DENV infection and stained for dendritic cell subsets based on expression of CD11c and CD123 <bold>(B,C)</bold> Comparison of frequencies of CD123<sup>+</sup> pDCs and CD11c<sup>+</sup> mDCs in healthy donors (n=24) and hospitalized children undergoing acute DENV infection (n=77). Data are reported as percentage of Lineage<sup>neg</sup>HLA-DR<sup>+</sup> cells <bold>(D&#x2013;G)</bold>. Association of plasma concentrations of IFN&#x3b1; and IFN&#x3b2; with the frequencies of CD11c<sup>+</sup> mDCs and CD123<sup>+</sup> pDCs in DENV patients (n=90) was determined by Spearman&#x2019;s correlation. All p-values were calculated using Mann-Whitney U test (****p &lt; 0.0001).</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fimmu-11-605087-g003.tif"/>
</fig>
</sec>
<sec id="s3_4">
<title>Influence of Dengue Immune Status on the IFN-I Response</title>
<p>Heterologous secondary infection increases the risk of a more severe outcome after DENV infection, which may result in DHF or DSS (<xref ref-type="bibr" rid="B5">5</xref>, <xref ref-type="bibr" rid="B6">6</xref>, <xref ref-type="bibr" rid="B48">48</xref>). The exact mechanism remains unknown, but an unbalanced and excessive immune response to the infecting serotype seems to contribute to disease severity (<xref ref-type="bibr" rid="B49">49</xref>). Hence, we compared levels of IFN-I related genes, IFN&#x3b1;/&#x3b2; protein concentrations and DC subsets between primary infected DF patients (n=9) and secondary infected DF patients (n=49). Here, a decrease in FOXO3-mRNA levels in patients with secondary infection compared to primary infection was observed (p=0.015) whereas levels of other IFN-I related genes were similar in primary infected DF patients compared to secondary infected DF patients (<xref ref-type="fig" rid="f4"><bold>Figure 4A</bold></xref> and data for IFN-&#x3b1;2, IFN-&#x3b2;, IFNAR1, and IFNAR2 not shown). Individuals undergoing a secondary DF infection showed decreased IFN&#x3b1; protein concentrations compared to primary infected patients (p=0.016) (<xref ref-type="fig" rid="f4"><bold>Figure 4B</bold></xref>). As shown in <xref ref-type="fig" rid="f4"><bold>Figure 4C</bold></xref>, the percentages of circulating CD11c<sup>+</sup> mDCs and CD123<sup>+</sup> pDC were not different between primary and secondary DF. Taken together, these data show that the type I IFN response is modulated by the infection history of the patients.</p>
<fig id="f4" position="float">
<label>Figure 4</label>
<caption>
<p>Influence of patient DENV infection history on IFN-I production <bold>(A)</bold>. Expression of IFN related gene FOXO3 and IRF7 was quantified by RT-PCR in PBMCs from DENV patients and patients were classified based on primary (n=9) and secondary DENV infection (n=49) relative to &#x3b2;-glucuronidase (housekeeping gene) <bold>(B)</bold>. Plasma concentrations of IFN&#x3b1; and IFN&#x3b2; were quantified by Simoa digital ELISA in DENV patients with primary (n=9) and secondary infection (n=42) <bold>(C)</bold>. PBMCs were isolated from hospitalized children undergoing acute primary (n=6) and secondary DENV infection (n=38) and stained for dendritic cell subsets based on expression of CD11c and CD123. All p-values were calculated using Mann-Whitney U test (*p &lt; 0.05).</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fimmu-11-605087-g004.tif"/>
</fig>
</sec>
<sec id="s3_5">
<title>Decreased Expression of IFN-I During the Acute Phase of Dengue Infection Is Associated With Severe Dengue Disease</title>
<p>Few and conflicting data are available on the IFN-I response in severe dengue cases (<xref ref-type="bibr" rid="B15">15</xref>&#x2013;<xref ref-type="bibr" rid="B19">19</xref>). Thus, we compared mRNA levels of IFN-I genes in DENV infected children who developed classical DF (n=50) with patients classified as DHF or DSS (n=26). As we observed minor differences in IFN-I responses in primary versus secondary infected DF patients, we only included secondary infected patients for this analysis. Reduced expression of IFN&#x3b1; (p&lt;0.001), IFN&#x3b2; (p&lt;0.0001), IRF-7 (p&lt;0.0001), and FOXO3 (p&lt;0.001) transcripts were observed in patients with severe dengue (DHF/DSS patients) than patients with non-severe manifestations (DF patients) (<xref ref-type="fig" rid="f5"><bold>Figures 5A&#x2013;C</bold></xref>). In accordance to the gene expression data, plasma protein concentrations of IFN&#x3b1; (p=0.09) and IFN&#x3b2; (p=0.013) were lower in DSS/DHF patients compared to DF patients (<xref ref-type="fig" rid="f5"><bold>Figure 5D</bold></xref>). A decrease in platelet counts is one of the hallmarks of severe DENV infection and is used in the WHO classification criteria (<xref ref-type="bibr" rid="B30">30</xref>). In accordance with the observation of a decreased IFN-I response in severe disease, we observed that lower platelet counts are correlated to lower IFN&#x3b1; protein plasma concentrations in DENV-infected patients (p&lt;0.05, r = 0.27, <xref ref-type="fig" rid="f5"><bold>Figure 5E</bold></xref>). As frequencies of circulating pDCs are associated to IFN&#x3b1; protein concentration during DENV infection (<xref ref-type="fig" rid="f3"><bold>Figure 3D</bold></xref>), we examined the influence of dengue disease severity in patients with secondary infection on the distribution of dendritic cell subsets. A significant decrease in the relative proportions of pDCs (median: 17.2% vs. 9.1%; p&lt;0.05), but not mDCs (<xref ref-type="fig" rid="f5"><bold>Figure 5F</bold></xref>) was observed in secondary DHF/DSS compared to secondary DF cases. Hence, decreased pDC frequencies and an associated decreased IFN-I response are observed in patients developing severe disease during secondary DENV infection, indicating that an early IFN-I response mediated by pDCs is beneficial for clinical outcome after DENV infection.</p>
<fig id="f5" position="float">
<label>Figure 5</label>
<caption>
<p>Association of IFN&#x3b1;/&#x3b2; production with infection severity in DENV patients <bold>(A)</bold>. Expression of IFN&#x3b1;/&#x3b2; and IFN related genes FOXO3 and IRF7 in children undergoing acute secondary DENV infection with DF (n=50) and DHF/DSS (n=26) is represented with a heat map <bold>(B)</bold>. Expression of IFN&#x3b1; and IFN&#x3b2; in patients with secondary infection and classified as DF (n=48) and DHF/DSS (n=23) <bold>(C)</bold> Expression of IFN related genes FOXO3 and IRF7 in patients with secondary infection and classified as DF (n=48) and DHF/DSS (n=22) <bold>(D)</bold> Plasma concentrations of IFN&#x3b1; and IFN&#x3b2; were quantified by Simoa digital ELISA in DENV patients undergoing secondary infection with DF (n=54) and DHF/DSS (n=19) <bold>(E)</bold> Association of plasma concentrations of IFN&#x3b1; in DENV patients (n=68) with the respective platelet counts (x10<sup>9</sup>/L) <bold>(F)</bold>. Comparison of frequencies of CD11c<sup>+</sup> mDCs and CD123<sup>+</sup> pDCs in DENV patients with secondary infection and classified as DF (n=38) and DHF/DSS (n=17). Data is reported as percentage of Lineage<sup>neg</sup>HLA-DR<sup>+</sup> cells. All p-values were calculated using Mann-Whitney U test (*p &lt; 0.05; **p &lt; 0.01, ***p &lt; 0.001; ****p &lt; 0.0001).</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fimmu-11-605087-g005.tif"/>
</fig>
</sec>
<sec id="s3_6">
<title>IFN-I Response Correlates With Anti-DENV Antibody Titers During Secondary Acute Dengue Infection</title>
<p>As IFN-I play an important role in the induction of the humoral immune response during infection or vaccination (<xref ref-type="bibr" rid="B50">50</xref>, <xref ref-type="bibr" rid="B51">51</xref>), we sought to determine the relationship between type I IFN and development of anti-DENV antibodies in infected patients. As previous infection history has a major impact on the developing antibody titers during the acute phase of DENV infection (<xref ref-type="bibr" rid="B52">52</xref>), we included only secondary infected patients for this analysis. Functional neutralizing antibodies were measured by the focis reduction neutralization test (FRNT90) (<xref ref-type="bibr" rid="B34">34</xref>). Even though their presence does not always correlate with protection from severe disease (<xref ref-type="bibr" rid="B53">53</xref>), the assay remains the gold standard for measuring humoral protection during DENV infection. Antibody titers were measured at discharge in order to reach sufficient titers for detection. Of interest, lower concentrations of IFN&#x3b1; and IFN&#x3b2; proteins correlated with higher total anti-dengue antibodies measured at hospital discharge by hemagglutinin inhibition (HI) assay (p&lt;0.0001, r=-0.57 and p&lt;0.0001, r =-0.54) (<xref ref-type="fig" rid="f6"><bold>Figure 6A</bold></xref>). In parallel, lower IFN&#x3b1; (r=-0.37; p&lt;0.01), IFN&#x3b2; (r =-0.34; p &lt;0.01), IFNAR1 (r=-0.27; p&lt;0.05), and IRF7 (r=-0.28; p&lt;0.05) transcripts measured at hospital admittance correlated with higher FRNT90 titers at hospital discharge (<xref ref-type="fig" rid="f6"><bold>Figure 6B</bold></xref>, <xref ref-type="supplementary-material" rid="SF5"><bold>Supplementary Figures 5A, B</bold></xref>). Of note, these correlations were independent of the amount of days between hospital admittance and discharge (<xref ref-type="supplementary-material" rid="SF6"><bold>Supplementary Figure 6</bold></xref>). As type I IFN correlates with viral load (<xref ref-type="fig" rid="f2"><bold>Figure 2</bold></xref>) and is dependent on disease severity (<xref ref-type="fig" rid="f5"><bold>Figure 5</bold></xref>), we also analyzed the correlation of neutralizing antibodies to viral load. Here, neutralizing antibody titers did not correlate to viral load (<xref ref-type="supplementary-material" rid="SF7"><bold>Supplementary Figure 7</bold></xref>) in DF or DHF/DSS patients. Taken together, we observed strong negative correlations between IFN-I response measured at hospital admittance and the development of anti-DENV antibody titers in our cohort of acute DENV-infected Cambodian children.</p>
<fig id="f6" position="float">
<label>Figure 6</label>
<caption>
<p>Association of DENV neutralizing antibody titers (FRNT90) in patients with expression and production of IFN&#x3b1;/&#x3b2; plasma concentrations and gene expression <bold>(A)</bold>. Correlation of plasma concentrations of IFN&#x3b1; &amp; IFN&#x3b2; in DENV patients (n=58) with respective hemagglutination inhibition assay (HI) titers measured at discharge from hospital <bold>(B)</bold>. Correlation of expression of IFN&#x3b1;/&#x3b2; genes in DENV patients (n=59) with respective FRNT90 titers measured at discharge from hospital.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fimmu-11-605087-g006.tif"/>
</fig>
</sec>
</sec>
<sec id="s4" sec-type="discussion">
<title>Discussion</title>
<p>Here, we present a thorough investigation of the IFN-I response during the acute phase of DENV infection in a cohort of 115 DENV-infected patients. All patients were included at early onset of symptoms (&lt; 96&#xa0;h of fever), were well characterized virologically and classified for dengue disease severity according to WHO 1997 criteria at discharge. This allows us to stratify for immune status and disease severity, limiting the influence of confounding factors in our analysis. Our study demonstrates a protective function of an early and robust IFN-I response, as measured both by gene expression and plasma protein concentrations, from the development of DHF/DSS after DENV infection. Lower platelet counts, indicative of more severe disease, were associated with lower IFN&#x3b1; plasma concentrations.</p>
<p>Previous studies analyzing circulating protein concentrations of IFN&#x3b1;/&#x3b2; during DENV infection are conflicting, partly due to the low sensitivity of the assays used (<xref ref-type="bibr" rid="B15">15</xref>&#x2013;<xref ref-type="bibr" rid="B19">19</xref>, <xref ref-type="bibr" rid="B54">54</xref>, <xref ref-type="bibr" rid="B55">55</xref>). By using a Single-molecule array (Simoa) digital ELISA, we were able to analyze the amount if IFN-Is quantitatively in plasma samples and to detect femtomolar concentrations especially of IFN&#x3b1;. In addition, most gene expression data for IFN-I related genes are derived from microarray or next-generation sequencing experiments which are less specific and sensitive than quantitative PCR using a primer/probe combination (<xref ref-type="bibr" rid="B56">56</xref>, <xref ref-type="bibr" rid="B57">57</xref>).</p>
<p>IRF7 is a main transcriptional factor downstream of RLRs/TLRs signaling, and promotes IFN-I response induction during DENV infection (<xref ref-type="bibr" rid="B9">9</xref>&#x2013;<xref ref-type="bibr" rid="B11">11</xref>). Here, we observed a robust increase in IRF7 in DENV-infected patients compared to healthy donors, and a lower expression in severe DHF/DSS patients compared to mild DF patients. FOXO3 on the other hand antagonizes signaling intermediates downstream of TLR4, NF&#x2010;&#x3ba;B and IRFs, resulting in inhibition of IFN&#x3b2; expression (<xref ref-type="bibr" rid="B58">58</xref>). We detected a lower expression of FOXO3 in secondary DENV-infected individuals compared to primary infected individuals and in severe DHF/DSS patients compared to mild DF patients. One explanation could be that FOXO3 transcription might be decreased to avoid an excessive down modulation of IFN responses in a negative feedback loop (<xref ref-type="bibr" rid="B58">58</xref>).</p>
<p>We also investigated the expression of the IFN&#x3b1;/&#x3b2; receptors, IFNAR1, and IFNAR2 during DENV infection. We observed an increased expression of IFNAR2 transcript in DENV-infected individuals, which correlated with viral loads. Soluble IFNAR2 detected in serum, saliva, urine, and the peritoneal fluid of both humans and mice (<xref ref-type="bibr" rid="B59">59</xref>, <xref ref-type="bibr" rid="B60">60</xref>), can have a carrier function for IFN-I increasing their stability and enhancing their biological activity (<xref ref-type="bibr" rid="B61">61</xref>). In addition, IFNAR2 can also repress transcription of the IFN-stimulated response elements reporter, thus modulating gene transcription of all IFN-activated cellular genes (<xref ref-type="bibr" rid="B62">62</xref>). IFNAR1 has been reported as a short&#x2010;lived protein in different cell types (<xref ref-type="bibr" rid="B63">63</xref>, <xref ref-type="bibr" rid="B64">64</xref>) and its expression is lower than that of IFNAR2 and is correlated to desensitization of IFN&#x3b1; in mature DCs (<xref ref-type="bibr" rid="B65">65</xref>).</p>
<p>Notably, plasma IFN&#x3b1; and IFN&#x3b2; concentrations were also elevated in DENV patients and were associated with higher viral load. Detected IFN&#x3b2; protein concentrations were moderately correlated to IFN&#x3b2; transcripts, however, no such correlation was observed for IFN&#x3b1;. The synthesis of IFN&#x3b1;/&#x3b2; is regulated at the posttranscriptional level (<xref ref-type="bibr" rid="B66">66</xref>) and the mRNA transcripts are highly unstable. It has been shown that the rapid decay of IFN&#x3b1; and IFN&#x3b2; transcripts correlated with a large number of the AU-rich element (ARE)-containing 3&#x2032; untranslated regions (3&#x2032;-UTRs), which are known to destabilize mRNA (<xref ref-type="bibr" rid="B67">67</xref>). This can explain the differences observed between the determination of mRNA levels in PBMCs and protein concentrations in the plasma (<xref ref-type="bibr" rid="B68">68</xref>).</p>
<p>We observed a lower IFN&#x3b1; protein concentration in secondary infection compared to primary infection, in accordance with previous published data (<xref ref-type="bibr" rid="B16">16</xref>, <xref ref-type="bibr" rid="B18">18</xref>, <xref ref-type="bibr" rid="B19">19</xref>). However, IFN&#x3b2; protein concentration was similar irrespective of infection history. IFN&#x3b1; binds IFNAR1 with a lower affinity as compared to IFN&#x3b2; (<xref ref-type="bibr" rid="B69">69</xref>) and this could explain why sustained signaling appears possible by&#xa0;IFN&#x3b2; but not IFN&#x3b1;2 (<xref ref-type="bibr" rid="B70">70</xref>). The IFNAR1&#x2013;IFN&#x3b2; complex has been also shown to transduce signals that modulated expression of a distinct set of genes independently of Jak-STAT pathways (<xref ref-type="bibr" rid="B71">71</xref>). Of note IFN&#x3b1; has been reported to be involved in the control of LCMV spread, as only blockade of IFN&#x3b1;, but not IFN&#x3b2; affects early viral dissemination (<xref ref-type="bibr" rid="B72">72</xref>).</p>
<p>Type I IFN plasma concentrations and IFNAR1/2 transcripts are positively correlated to viral load, which is in line with previous studies in DENV and chronic HIV and emphasize the role of type I IFN in the control of viral load during infection (<xref ref-type="bibr" rid="B15">15</xref>, <xref ref-type="bibr" rid="B19">19</xref>, <xref ref-type="bibr" rid="B73">73</xref>, <xref ref-type="bibr" rid="B74">74</xref>).</p>
<p>A limited number of studies have described the frequencies of circulating mDCs and pDCs in dengue-infected individuals (<xref ref-type="bibr" rid="B27">27</xref>, <xref ref-type="bibr" rid="B28">28</xref>). The decrease in peripheral mDCs in DENV-infected patients and reduction in pDCs in severe dengue patients could be explained by several non-exclusive mechanisms: a direct viral cytopathic effect on DCs, migration of DCs to secondary lymphoid organs or virus/cytokine-driven dysfunction of bone marrow resulting in a lower production of DCs (<xref ref-type="bibr" rid="B28">28</xref>). In general, pDCs and virus-infected mDCs can be major sources of IFN-I. It is known that pDCs are stimulated upon physical contact with DENV infected cells, during which viral RNA is sensed by pDCs, leading to antiviral response activation through TLR7 (<xref ref-type="bibr" rid="B22">22</xref>, <xref ref-type="bibr" rid="B75">75</xref>). Our data shows an association between IFN&#x3b1; plasma concentration and the percentage of circulating pDCs, indicating that these, and not mDC might account for the type I IFN production in the acute phase of DENV infection. In DHF/DSS patients, frequencies of circulating pDCs, not mDCs and type I IFN responses are decreased compared to DF patients. Therefore, induction of a robust IFN-I response, possibly by pDCs, rather than by virus-infected mDCs, seems to protect the host from the development of severe disease. In accordance, we also demonstrated that increased IFN-I expression was detected in patients with a milder disease phenotype after dengue infection. Furthermore, we observed a correlation between IFN&#x3b1; protein concentration and platelet counts.</p>
<p>It is known that during acute viral infections, IFN-Is exert their activity directly on B cells or by stimulating B cell responses through DCs or CD4<sup>+</sup> T cells resulting in B cell activation, production of neutralizing antibodies and isotype class switching (<xref ref-type="bibr" rid="B48">48</xref>, <xref ref-type="bibr" rid="B49">49</xref>, <xref ref-type="bibr" rid="B76">76</xref>&#x2013;<xref ref-type="bibr" rid="B78">78</xref>). In agreement, a correlation between type I IFN responses and anti-DENV antibody titers was observed. However, the precise mechanism behind this observation remains to be investigated further.</p>
<p>Overall, our study indicates that IFN-I produced in the acute phase of infection is associated with less severe outcome of dengue disease. Novel detection methods for IFN-I might help in the stratification of patients at hospital admittance.</p>
</sec>
<sec id="s5">
<title>Data Availability Statement</title>
<p>The original contributions presented in the study are included in the article/<xref ref-type="supplementary-material" rid="SF1"><bold>Supplementary Materials</bold></xref>; further inquiries can be directed to the corresponding author/s.</p>
</sec>
<sec id="s6">
<title>Ethics Statement</title>
<p>The studies involving human participants were reviewed and approved by the National Ethics Committee for Health Research, Cambodia. Written informed consent to participate in this study was provided by the participants&#x2019; legal guardian/next of kin.</p>
</sec>
<sec id="s7">
<title>Author Contributions</title>
<p>TC and CS conceived the project, designed the study, selected the&#xa0;samples, analyzed and interpreted the data, and wrote the manuscript. VU conducted the experiments, performed the data analysis, and prepared the manuscript. SLy, DL, and SH coordinated to the recruitment of the dengue patients and healthy controls. FF, NS, VB, AV, SLa, HA, and DD conducted the experiments and performed the data analysis. VD, PD, and TC classified the dengue patients. NS, HA, VD, PD, and DD revised the manuscript. All authors contributed to the article and approved the submitted version.</p>
</sec>
<sec id="s8" sec-type="funding-information">
<title>Funding</title>
<p>This study was supported by a grant from Institut Pasteur (ACIP n&#xb0;221 -2019; DeSiReS: Dengue Severe Immune Response Studies). TC was funded by the Institute Pasteur International Network and is an HHMI-Wellcome Trust International Research Scholar (208710/Z/17/Z). VU was funded by the Institute Pasteur International Network Calmette and Yersin Ph.D. scholarship. DD acknowledges support from the Agence Nationale de la Recherche (ANR grant number CE17001002).</p>
</sec>
<sec id="s9" sec-type="COI-statement">
<title>Conflict of Interest</title>
<p>The authors declare that the research was conducted in the absence of any commercial or financial relationships that could be construed as a potential conflict of interest.</p>
</sec>
</body>
<back>
<ack>
<title>Acknowledgments</title>
<p>We would like to thank all patients and legal guardians who participated in the study. We would like to thank all the doctors at Kantha Bopha Children&#x2019;s Hospital and International Vaccination Centre, Institut Pasteur Cambodia, who were involved in the recruitment and inclusion of patients and healthy donors, respectively. We would like to thank Dr. Sopheak Sorn for the assistance with the inclusion of healthy donors.</p>
</ack>
<sec sec-type="supplementary-material" id="s10">
<title>Supplementary Material</title>
<p>The Supplementary Material for this article can be found online at: <ext-link ext-link-type="uri" xlink:href="https://www.frontiersin.org/articles/10.3389/fimmu.2020.605087/full#supplementary-material">https://www.frontiersin.org/articles/10.3389/fimmu.2020.605087/full#supplementary-material</ext-link></p>
<supplementary-material xlink:href="Image_1.jpeg" id="SF1" mimetype="image/jpeg">
<label>Supplementary Figure 1</label>
<caption>
<p>Patient characterization <bold>(A)</bold> Schematic representation of the work-flow in PBMCs and plasma samples from healthy donors and DENV patients. PBMCs were isolated by Ficoll density gradient centrifugation and divided for <bold>i)</bold> phenotyping of dendritic cell subsets by flow cytometry and <bold>ii)</bold> RT-qPCR for determining expression of IFN&#x3b1;/&#x3b2; and IFN-I related genes. <bold>iii)</bold> IFN&#x3b1;/&#x3b2; concentrations were determined in plasma samples from healthy donors and DENV patients using ultrasensitive digital ELISA (<bold>B</bold>). Comparison of DENV viral load (RNA copies/ml) between patients with DF (n=80) and DHF/DSS (n=26).</p>
</caption>
</supplementary-material>
<supplementary-material xlink:href="Image_2.jpeg" id="SF2" mimetype="image/jpeg">
<label>Supplementary Figure 2</label>
<caption>
<p>Influence of infecting DENV serotype on IFN-I production. Comparison of plasma concentrations of IFN&#x3b1; and IFN&#x3b2; in patients infected with DENV-1 (n=30), DENV-2 (n=53), and DENV-4 (n=5). All groups were compared using Kruskal-Wallis test.</p>
</caption>
</supplementary-material>
<supplementary-material xlink:href="Image_3.jpeg" id="SF3" mimetype="image/jpeg">
<label>Supplementary Figure 3</label>
<caption>
<p>Representative gating strategy to define dendritic cell subsets. PBMCs were stained for dendritic cell markers and gated on both lymphocytes and monocytes followed by doublet discrimination. Lineage<sup>-</sup>HLA-DR<sup>+</sup> were selected <bold>(A)</bold> and gated as CD11c<sup>+</sup> myeloid dendritic cells <bold>(B1)</bold> and CD123<sup>+</sup> plasmacytoid dendritic cells <bold>(B2)</bold>.</p>
</caption>
</supplementary-material>
<supplementary-material xlink:href="Image_4.jpeg" id="SF4" mimetype="image/jpeg">
<label>Supplementary Figure 4</label>
<caption>
<p>Association of frequencies of dendritic cells with viral load. Correlation of DENV viral load (RNA copies/ml) with frequencies of CD11c<sup>+</sup> mDCs and CD123<sup>+</sup> pDCs in patients with DF and DHF/DSS.</p>
</caption>
</supplementary-material>
<supplementary-material xlink:href="Image_5.jpeg" id="SF5" mimetype="image/jpeg">
<label>Supplementary Figure 5</label>
<caption>
<p>Association of neutralizing antibody titers (FRNT90) in DENV patients with expression of IFN-I related genes (<bold>A</bold>). Correlation of expression of IFN receptors IFNAR1 and IFNAR2 in DENV patients (n=59) measured at hospital admittance with respective FRNT90 titers at hospital discharge (<bold>B</bold>). Correlation of expression of IFN related genes FOXO3 and IRF7 measured at hospital admittance in DENV patients (n=56) with respective FRNT90 titers measured at hospital discharge.</p>
</caption>
</supplementary-material>
<supplementary-material xlink:href="Image_6.jpeg" id="SF6" mimetype="image/jpeg">
<label>Supplementary Figure 6</label>
<caption>
<p>Association of antibody titers with IFN-I production in dengue patients based on duration of hospitalization. Correlation of plasma concentrations of IFN&#x3b1; and IFN&#x3b2; obtained at hospital admission with patient HI titers measured at discharge, stratified based on the length of hospital stay {difference between day of admission and day of discharge from hospital [2 days (n=23), 3 days (n=19), 4 days (n=10), 5 days (n=5)]}.</p>
</caption>
</supplementary-material>
<supplementary-material xlink:href="Image_7.jpeg" id="SF7" mimetype="image/jpeg">
<label>Supplementary Figure 7</label>
<caption>
<p>Association of neutralizing antibody titers with viral load. Correlation of DENV viral load (RNA copies/ml) with respective FRNT90 titers at hospital discharge in dengue patients with DF (n=39) and DHF/DSS (n=16).</p>
</caption>
</supplementary-material>
</sec>
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