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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.2021.757249</article-id>
<article-categories>
<subj-group subj-group-type="heading">
<subject>Immunology</subject>
<subj-group>
<subject>Review</subject>
</subj-group>
</subj-group>
</article-categories>
<title-group>
<article-title>Type I Interferon and the Spectrum of Susceptibility to Viral Infection and Autoimmune Disease: A Shared Genomic Signature</article-title>
</title-group>
<contrib-group>
<contrib contrib-type="author">
<name>
<surname>Sugrue</surname>
<given-names>Jamie A.</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/1284659"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Bourke</surname>
<given-names>Nollaig M.</given-names>
</name>
<xref ref-type="aff" rid="aff2">
<sup>2</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/533237"/>
</contrib>
<contrib contrib-type="author" corresp="yes">
<name>
<surname>O&#x2019;Farrelly</surname>
<given-names>Cliona</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<xref ref-type="aff" rid="aff3">
<sup>3</sup>
</xref>
<xref ref-type="author-notes" rid="fn001">
<sup>*</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/179464"/>
</contrib>
</contrib-group>
<aff id="aff1">
<sup>1</sup>
<institution>School of Biochemistry and Immunology, Trinity Biomedical Sciences Institute, Trinity College Dublin</institution>, <addr-line>Dublin</addr-line>, <country>Ireland</country>
</aff>
<aff id="aff2">
<sup>2</sup>
<institution>Department of Medical Gerontology, School of Medicine, Trinity Translational Medicine Institute, Trinity College Dublin</institution>, <addr-line>Dublin</addr-line>, <country>Ireland</country>
</aff>
<aff id="aff3">
<sup>3</sup>
<institution>School of Medicine, Trinity College Dublin</institution>, <addr-line>Dublin</addr-line>, <country>Ireland</country>
</aff>
<author-notes>
<fn fn-type="edited-by">
<p>Edited by: Jean-Philippe Herbeuval, UMR8601 Laboratoire de Chimie et Biochimie Pharmacologiques et Toxicologiques, France</p>
</fn>
<fn fn-type="edited-by">
<p>Reviewed by: Narcisa Martinez Quiles, Complutense University of Madrid, Spain; Alberto Tommasini, Institute for Maternal and Child Health Burlo Garofolo (IRCCS), Italy</p>
</fn>
<fn fn-type="corresp" id="fn001">
<p>*Correspondence: Cliona O&#x2019;Farrelly, <email xlink:href="mailto:OFARRECL@tcd.ie">OFARRECL@tcd.ie</email>
</p>
</fn>
<fn fn-type="other" id="fn002">
<p>This article was submitted to Cytokines and Soluble Mediators in Immunity, a section of the journal Frontiers in Immunology</p>
</fn>
</author-notes>
<pub-date pub-type="epub">
<day>30</day>
<month>11</month>
<year>2021</year>
</pub-date>
<pub-date pub-type="collection">
<year>2021</year>
</pub-date>
<volume>12</volume>
<elocation-id>757249</elocation-id>
<history>
<date date-type="received">
<day>11</day>
<month>08</month>
<year>2021</year>
</date>
<date date-type="accepted">
<day>15</day>
<month>11</month>
<year>2021</year>
</date>
</history>
<permissions>
<copyright-statement>Copyright &#xa9; 2021 Sugrue, Bourke and O&#x2019;Farrelly</copyright-statement>
<copyright-year>2021</copyright-year>
<copyright-holder>Sugrue, Bourke and O&#x2019;Farrelly</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>Type I interferons (IFN-I) and their cognate receptor, the IFNAR1/2 heterodimer, are critical components of the innate immune system in humans. They have been widely explored in the context of viral infection and autoimmune disease where they play key roles in protection against infection or shaping disease pathogenesis. A false dichotomy has emerged in the study of IFN-I where interferons are thought of as either beneficial or pathogenic. This &#x2018;good or bad&#x2019; viewpoint excludes more nuanced interpretations of IFN-I biology - for example, it is known that IFN-I is associated with the development of systemic lupus erythematosus, yet is also protective in the context of infectious diseases and contributes to resistance to viral infection. Studies have suggested that a shared transcriptomic signature underpins both potential resistance to viral infection and susceptibility to autoimmune disease. This seems to be particularly evident in females, who exhibit increased viral resistance and increased susceptibility to autoimmune disease. The molecular mechanisms behind such a signature and the role of sex in its determination have yet to be precisely defined. From a genomic perspective, several single nucleotide polymorphisms (SNPs) in the IFN-I pathway have been associated with both infectious and autoimmune disease. While overlap between infection and autoimmunity has been described in the incidence of these SNPs, it has been overlooked in work and discussion to date. Here, we discuss the possible contributions of IFN-Is to the pathogenesis of infectious and autoimmune diseases. We comment on genetic associations between common SNPs in IFN-I or their signalling molecules that point towards roles in protection against viral infection and susceptibility to autoimmunity and propose that a shared transcriptomic and genomic immunological signature may underlie resistance to viral infection and susceptibility to autoimmunity in humans. We believe that defining shared transcriptomic and genomic immunological signatures underlying resistance to viral infection and autoimmunity in humans will reveal new therapeutic targets and improved vaccine strategies, particularly in females.</p>
</abstract>
<kwd-group>
<kwd>infection</kwd>
<kwd>autoimmunity</kwd>
<kwd>viral resistance</kwd>
<kwd>genetics</kwd>
<kwd>sexual dimorphism</kwd>
<kwd>type I interferons</kwd>
</kwd-group>
<contract-num rid="cn001">12/IA/1667</contract-num>
<contract-sponsor id="cn001">Science Foundation Ireland<named-content content-type="fundref-id">10.13039/501100001602</named-content>
</contract-sponsor>
<counts>
<fig-count count="1"/>
<table-count count="1"/>
<equation-count count="0"/>
<ref-count count="97"/>
<page-count count="10"/>
<word-count count="4898"/>
</counts>
</article-meta>
</front>
<body>
<sec id="s1" sec-type="intro">
<title>Introduction</title>
<p>Type I interferons (IFN-I) are highly conserved key players in innate and adaptive antiviral immune responses. In humans, IFN-I is a multigene family of pleiotropic cytokines comprised of 13 IFN&#x3b1; subtypes, 1 IFN&#x3b2;, and several other less well defined IFN-Is including IFN&#x3b5;, IFN&#x3ba;, IFN&#x3c9; (<xref ref-type="bibr" rid="B1">1</xref>). IFN-Is are activated by the innate immune system immediately on detection of a threat, particularly when a virus is sensed. This rapid and robust IFN-I immune response which activates and regulates a wide range of biological mechanisms, is required for successful early control of viral infection and is crucial for the activation of long lasting and more specific adaptive immune responses (<xref ref-type="bibr" rid="B2">2</xref>). However this ability to activate such pleiotropic biological mechanisms means that IFN-I responses, from their initial activation to their ability to induce downstream signalling, requires tight regulatory control mechanisms. Subtle variations to these responses can have marked physiological effects (<xref ref-type="bibr" rid="B3">3</xref>, <xref ref-type="bibr" rid="B4">4</xref>).</p>
<p>IFN-I is produced in response to ligation of pattern recognition receptors (PRRs) including the toll like receptors (TLRs) 3, 7/8 and 9, and the DNA/RNA sensors RIG-I, MDA5 and cGAS-STING (<xref ref-type="bibr" rid="B5">5</xref>). These pathways converge to activate the interferon regulatory factor (IRF) transcription factors, chiefly IRF3 and IRF7 (<xref ref-type="bibr" rid="B6">6</xref>). Binding of dsRNA to TLR3 results in the activation of a downstream signalling pathway involving the adaptor proteins TRIF and TRAF, which activate TANK binding kinase 1 (TBK1) and I&#x3ba;B Kinase-e (IKK&#x3b5;) activity to phosphorylate and activate the transcription factor IRF3 (<xref ref-type="bibr" rid="B7">7</xref>). Activation of IRF7 can also occur and is required for robust IFN-I production (<xref ref-type="bibr" rid="B8">8</xref>). While IRF3 is expressed at high levels in homeostatic conditions, IRF7 is more lowly expressed, and is induced following ligation of the TLRs 7,8 and 9 through MyD88 signalling (<xref ref-type="bibr" rid="B9">9</xref>, <xref ref-type="bibr" rid="B10">10</xref>). IFN-I also activates IRF7, particularly in pDCs; IRF3 is essential for upregulation of IFN-I genes during the early stages of infection and for potentiating the overall IFN-I response <italic>via</italic> positive-feedback with IRF7. Initial events result in upregulation of IFN&#x3b2; and IFN&#x3b1;4, which act in a positive feedback loop to upregulate additional IFN&#x3b1; subtypes and interferon regulated genes (IRGs) <italic>via</italic> IRF7 (<xref ref-type="fig" rid="f1">
<bold>Figure&#xa0;1</bold>
</xref>) (<xref ref-type="bibr" rid="B9">9</xref>).</p>
<fig id="f1" position="float">
<label>Figure&#xa0;1</label>
<caption>
<p>Overview of type I interferon induction and signalling. Activation of PRRs such as TLR4, TLR3, TLR7, TLR8 and RIG-I results in signal transduction and activation of the transcription factors IRF3 and IRF7, leading to production of IFN-I. IFN-I binds to the IFNAR1/IFNAR2 heterodimer and signals in both a paracrine and autocrine manner <italic>via</italic> the JAK/STAT pathway to upregulate interferon regulated genes which act to protect the host against noxious agents such as viruses and bacteria.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fimmu-12-757249-g001.tif"/>
</fig>
<p>Plasmacytoid dendritic cells (pDCs), which are found in most tissues of the human body, are the most potent producers of IFN-I (<xref ref-type="bibr" rid="B11">11</xref>, <xref ref-type="bibr" rid="B12">12</xref>). Other cell types in the human body are also capable of producing IFN-I, including lymphoid populations and non-immune cells such as epithelial cells, fibroblasts and neurons (<xref ref-type="bibr" rid="B13">13</xref>, <xref ref-type="bibr" rid="B14">14</xref>). Canonical IFN-I signalling occurs <italic>via</italic> a heterodimeric complex composed of IFNAR1 and IFNAR2 and expressed on most nucleated cells in the human body. Ligation of the receptor complex activates the JAK-STAT pathway, which in turn acts to upregulate 1000s of IRGs (<xref ref-type="bibr" rid="B13">13</xref>, <xref ref-type="bibr" rid="B15">15</xref>, <xref ref-type="bibr" rid="B16">16</xref>). Other pathways activated <italic>via</italic> IFNAR1/2 ligation include the MAPK and PI3K pathways, which leads to a broader range of effects yet to be fully elucidated and discussed elsewhere (<xref ref-type="bibr" rid="B2">2</xref>, <xref ref-type="bibr" rid="B17">17</xref>). IFN-Is are also critical in shaping the metabolic shift required to mount a successful immune response (<xref ref-type="bibr" rid="B18">18</xref>). IFN-I and IRGs are tightly regulated by negative regulators including ISG15, USP18 and SOCS proteins which act to switch off IFN-I signalling (<xref ref-type="bibr" rid="B3">3</xref>). While IRG induction is important for protection against viral infection as well as certain bacterial and protozoan infections, uncontrolled, or inappropriate IRG activation can lead to the development of several autoimmune disease states (<xref ref-type="bibr" rid="B2">2</xref>, <xref ref-type="bibr" rid="B19">19</xref>, <xref ref-type="bibr" rid="B20">20</xref>).</p>
<p>Here we briefly outline the roles of IFN-I in viral infection and autoimmunity and point towards variation in the genes that code for components of the IFN-I system that is associated with both protection against viral infection and susceptibility to autoimmunity. We propose that these genetic variants contribute to a shared transcriptomic and genomic signature that may underlie resistance to viral infection and autoimmunity in humans.</p>
</sec>
<sec id="s2">
<title>IFN-I in Viral Infection</title>
<p>During viral infection, IFN-I exerts both antiproliferative and cytotoxic effects on cells in order to limit viral replication. While it appears that different viruses can upregulate various modules of IRGs, activation of IFN-Is and subsequent signalling appears to be largely similar (<xref ref-type="bibr" rid="B5">5</xref>). Following viral exposure, pattern recognition receptors are activated by double stranded RNA, single stranded RNA, and DNA. Ligation of these receptors triggers a signalling cascade which culminates in the upregulation of IFN-Is followed by IRGs (<xref ref-type="bibr" rid="B5">5</xref>). IRGs can act directly or indirectly and at multiple levels to disrupt the viral life cycle and inhibit viral entry. Several viruses have evolved mechanisms to directly subvert the induction and activity of IRGs, a clear indicator of their importance in impeding viral replication (<xref ref-type="bibr" rid="B21">21</xref>).</p>
<p>IFN-I also induces survival and maturation of dendritic cells to enhance antigen presentation and upregulates costimulatory molecules including CD40, CD80, CD86. These cells and molecules act in concert to control viral infection (<xref ref-type="bibr" rid="B2">2</xref>). IFN-I derived from pDCs forms part of an important T and B lymphocyte axis that is key to an adaptive immune response and antibody production (<xref ref-type="bibr" rid="B22">22</xref>). Excessive IFN-I can be detrimental and inhibit or blunt an appropriate antibody response; mechanisms underpinning these observations have yet to be elucidated (<xref ref-type="bibr" rid="B2">2</xref>, <xref ref-type="bibr" rid="B23">23</xref>).</p>
<p>As illustrated by the COVID-19 pandemic, the response to viral infection is heterogenous (<xref ref-type="bibr" rid="B24">24</xref>). Some individuals, despite lacking typical risk factors, are susceptible to severe disease. Conversely, despite exposure to a high viral load, some individuals appear to be naturally resistant to SARS-CoV-2 infection (<xref ref-type="bibr" rid="B25">25</xref>). Virus resistant people such as these have been described in other viral infections, including HIV and HCV (<xref ref-type="bibr" rid="B26">26</xref>, <xref ref-type="bibr" rid="B27">27</xref>). While the focus has historically been on immunological susceptibility to viral disease, there is growing interest in viral protection and resistance. Studying resistant individuals may shed light on new pan or virus specific antiviral mechanisms and better vaccines as well as providing tools for identifying individuals who might be protected during future epidemics (<xref ref-type="bibr" rid="B28">28</xref>). Studies of HCV resistant individuals have found increased IFN-I in the serum compared to virus susceptible study participants (<xref ref-type="bibr" rid="B29">29</xref>). This increased IFN-I could contribute to the viral resistance seen in people who remain uninfected even after viral exposure and could be indicative of heightened or enhanced immune states as described in healthy individuals elsewhere (<xref ref-type="bibr" rid="B22">22</xref>).</p>
</sec>
<sec id="s3">
<title>IFN-I in Autoimmunity</title>
<p>Autoimmune conditions are diverse and heterogenous disease states that result from an immune response directed against self-antigens. IFN-I is known to play an important role in several of these conditions, including coeliac disease, type I diabetes mellitus (TIDM), systemic lupus erythematosus (SLE) and primary Sjogren&#x2019;s syndrome (pSS) (<xref ref-type="bibr" rid="B30">30</xref>).</p>
<p>Evidence for a causative role of IFN-I in autoimmune disease comes from studies describing excessive IFN-I response following viral infection leading to autoimmune-like conditions (<xref ref-type="bibr" rid="B31">31</xref>, <xref ref-type="bibr" rid="B32">32</xref>). People treated with pegylated-IFN&#x3b1; as a therapy for viral infection or melanoma develop a disease that phenocopies &#x2018;naturally occurring&#x2019; SLE and coeliac disease (<xref ref-type="bibr" rid="B33">33</xref>). Several studies have reported increased IFN&#x3b1; protein levels in the sera of SLE patients. Elevated IFN&#x3b1; protein is accompanied by an increase in an IRG signature score in circulating immune cells and IFN-I regulated protein expression in serum, both of which correlate well with clinically defined disease severity (<xref ref-type="bibr" rid="B33">33</xref>). Adding to evidence for IFN-I in autoimmune disease, recent phase III trials using an IFNAR1 monoclonal antibody blocking IFN-I activity (Anifrolumab) to treat SLE shows promising disease modifying activity (<xref ref-type="bibr" rid="B34">34</xref>). IFN&#x3b1; protein is also increased in pSS and has an increased IFN-I signature. Taken together, these observations suggest a common IFN-I mediated mechanism in autoimmune disease (<xref ref-type="bibr" rid="B35">35</xref>). Similar to viral infection, susceptibility to autoimmunity is variable, and the disease course of individuals with autoimmune disease is often heterogeneous (<xref ref-type="bibr" rid="B36">36</xref>).</p>
</sec>
<sec id="s4">
<title>A Shared Transcriptomic Signature in Infection and Autoimmunity</title>
<p>Recent evidence suggests that an IFN-I transcriptional signature predictive of a response to vaccination, is the same as has been described to be predictive of flare severity in SLE, a well-documented IFN-I mediated autoimmune disease (<xref ref-type="bibr" rid="B22">22</xref>). This signature can predict high and low vaccine responders, is linked to SLE flare intensity, and is centred around a pDC IFN-I T/B lymphocytes axis. The set point score of this axis higher in some healthy individuals, suggesting an increased basal IFN-I. Individuals who had a more highly active axis tended to have increased antibody responses to yellow fever and influenza vaccination. One could hypothetically extend the vaccine findings here to natural infection and imagine a situation in which individuals who have a higher set point score usually only seen following immune challenge would be more resistant to viral infection (<xref ref-type="bibr" rid="B22">22</xref>). The authors were unable to explain why this set point score was higher in some individuals in the absence of antigenic stimulation.</p>
<p>Multiple studies have shown that genetics accounts for most interindividual variation in the innate immune response, of which IFN-I is a key player (<xref ref-type="bibr" rid="B37">37</xref>, <xref ref-type="bibr" rid="B38">38</xref>). In studies of viral resistance as well as in Tsang&#x2019;s study the mechanisms underpinning viral resistance, enhanced vaccine responses and SLE autoimmune flares have yet to be elucidated. We suggest that shared gene variants in IFN-I responses, both in relation to their initial induction and also variants related to how they activate their responses, play a dual role in both phenotypes.</p>
</sec>
<sec id="s5">
<title>Genetic Variation in Type I Interferon Related Genes Associated With Viral Infection and Autoimmunity</title>
<p>Both autoimmune and infectious disease have strong immunogenetic associations. Historical focus of genetic influences on enhanced resistance to infection has been on MHC variability and monogenic variants, including CCR5delta in HIV, FUT2 in norovirus and DARC in malaria. Monogenic variants resulting in primary immunodeficiencies that increase susceptibility to viral infections include IRF loss of function mutations seen in influenza, herpes simplex encephalitis and COVID-19 (<xref ref-type="bibr" rid="B39">39</xref>&#x2013;<xref ref-type="bibr" rid="B47">47</xref>). In the context of autoimmunity, monogenic variants have also been described and include IFIH1 and DNASE1 in SLE [reviewed in (<xref ref-type="bibr" rid="B48">48</xref>)]. While causative variants have been explored widely in these settings, they are unlikely to have more ambiguous roles as absence or gain of function in genes are deleterious and often incompatible with a normal health span.</p>
<p>Monogenic disease associated variants are typically uncommon. In contrast, sequence differences that arise due to SNPs are commonly found in the genome (<xref ref-type="bibr" rid="B49">49</xref>). SNPs are defined as either synonymous, wherein a change in a nucleotide base does not result in an alteration in the amino acid composition of a protein (codon degeneracy), or non-synonymous (missense), where the amino acid sequence of a protein is altered. Both types of SNPs can contribute to human health and disease (<xref ref-type="bibr" rid="B50">50</xref>, <xref ref-type="bibr" rid="B51">51</xref>). Different selective pressures driven by variable disease burdens across populations has led to substantial variation in the minor allele frequencies (MAFs) of SNPs. Studies of SNPs have provided valuable insight into the roles of specific residues in the function of IFN-I related genes and proteins (<xref ref-type="bibr" rid="B52">52</xref>).</p>
<p>Association studies of SNPs typically provide an odds ratio, indicating whether presence or absence of the SNP increases or decreases the risk of developing a particular disease state and by what magnitude. Here we discuss association studies of shared autoimmune and infection related SNPs.</p>
</sec>
<sec id="s6">
<title>SNPs in Pattern Recognition Receptors and Signalling Pathways</title>
<p>SNPs in PRRs and the PRR signalling pathway have been associated with infectious and autoimmune disease states (<xref ref-type="table" rid="T1">
<bold>Table&#xa0;1</bold>
</xref>). The rs3775291 SNP in TLR3 has been of particular interest globally given its wide and heterologous associations, including HIV, SLE, type I diabetes and idiopathic pulmonary fibrosis (<xref ref-type="bibr" rid="B53">53</xref>&#x2013;<xref ref-type="bibr" rid="B56">56</xref>). This is a non-synonymous variant in which a cytosine is replaced with a thymine, leading to a change in the amino acid in the ectodomain at position 412 from a leucine to a phenylalanine (L412F). C is the major allele, whereas T is the minor. The SNP exhibits substantial population variation &#x2013; the minor T allele is present in just 3% of Africa donors from the 1000 genomes project, while it is present in 33% of east Asian populations (<xref ref-type="bibr" rid="B74">74</xref>).</p>
<table-wrap id="T1" position="float">
<label>Table&#xa0;1</label>
<caption>
<p>List of selected SNPs in the type I interferon system.</p>
</caption>
<table frame="hsides">
<thead>
<tr>
<th valign="top" align="left">Gene</th>
<th valign="top" align="center">SNP</th>
<th valign="top" align="center">Alleles (Major/Minor)</th>
<th valign="top" align="center">Amino Acid Change</th>
<th valign="top" align="center">Associations</th>
<th valign="top" align="center">Refs. </th>
</tr>
</thead>
<tbody>
<tr>
<td valign="top" align="left">TLR3</td>
<td valign="top" align="left">rs3775291</td>
<td valign="top" align="center">C&gt;T</td>
<td valign="top" align="left">Leu412Phe</td>
<td valign="top" align="left">Resistance to HIV-I infection</td>
<td valign="top" align="left">Sironi, M. et&#xa0;al. (<xref ref-type="bibr" rid="B53">53</xref>)</td>
</tr>
<tr>
<td valign="top" align="left"/>
<td valign="top" align="left"/>
<td valign="top" align="left"/>
<td valign="top" align="left"/>
<td valign="top" align="left">Increased risk of SLE development</td>
<td valign="top" align="left">Laska, M. et&#xa0;al. (<xref ref-type="bibr" rid="B54">54</xref>)</td>
</tr>
<tr>
<td valign="top" align="left"/>
<td valign="top" align="left"/>
<td valign="top" align="left"/>
<td valign="top" align="left"/>
<td valign="top" align="left">Increased risk of type I diabetes mellitus</td>
<td valign="top" align="left">Assman, T.S. et&#xa0;al. (<xref ref-type="bibr" rid="B55">55</xref>)</td>
</tr>
<tr>
<td valign="top" align="left"/>
<td valign="top" align="left"/>
<td valign="top" align="left"/>
<td valign="top" align="left"/>
<td valign="top" align="left">Increased risk of idiopathic pulmonary fibrosis</td>
<td valign="top" align="left">O&#x2019;Dwyer, D.N. et&#xa0;al. (<xref ref-type="bibr" rid="B56">56</xref>)</td>
</tr>
<tr>
<td valign="top" align="left"/>
<td valign="top" align="left"/>
<td valign="top" align="left"/>
<td valign="top" align="left"/>
<td valign="top" align="left"/>
<td valign="top" align="left"/>
</tr>
<tr>
<td valign="top" align="left">IRF3</td>
<td valign="top" align="left">rs7251</td>
<td valign="top" align="center">C&gt;G</td>
<td valign="top" align="left">Thr427Ser</td>
<td valign="top" align="left">Increased risk of SLE development</td>
<td valign="top" align="left">Zhang, F. et&#xa0;al. (<xref ref-type="bibr" rid="B57">57</xref>)</td>
</tr>
<tr>
<td valign="top" align="left"/>
<td valign="top" align="left"/>
<td valign="top" align="left"/>
<td valign="top" align="left"/>
<td valign="top" align="left">Increased clearance of HPV infection</td>
<td valign="top" align="left">Wang, S.S. et&#xa0;al. (<xref ref-type="bibr" rid="B58">58</xref>)</td>
</tr>
<tr>
<td valign="top" align="left"/>
<td valign="top" align="left"/>
<td valign="top" align="left"/>
<td valign="top" align="left"/>
<td valign="top" align="left"/>
<td valign="top" align="left"/>
</tr>
<tr>
<td valign="top" align="left">IFNAR1</td>
<td valign="top" align="left">rs2257167</td>
<td valign="top" align="center">G&gt;C</td>
<td valign="top" align="left">Val141Leu</td>
<td valign="top" align="left">Spontaneous resolution of HBV infection</td>
<td valign="top" align="left">Zhou, J. et&#xa0;al. (<xref ref-type="bibr" rid="B59">59</xref>)</td>
</tr>
<tr>
<td valign="top" align="left"/>
<td valign="top" align="left"/>
<td valign="top" align="left"/>
<td valign="top" align="left"/>
<td valign="top" align="left">Increase in lung cancer pain</td>
<td valign="top" align="left">Reyes-Gibby, C.C. et&#xa0;al. (<xref ref-type="bibr" rid="B60">60</xref>)</td>
</tr>
<tr>
<td valign="top" align="left"/>
<td valign="top" align="left"/>
<td valign="top" align="left"/>
<td valign="top" align="left"/>
<td valign="top" align="left">Increased risk multiple sclerosis</td>
<td valign="top" align="left">Leyva, L. et&#xa0;al. (<xref ref-type="bibr" rid="B61">61</xref>)</td>
</tr>
<tr>
<td valign="top" align="left"/>
<td valign="top" align="left"/>
<td valign="top" align="left"/>
<td valign="top" align="left"/>
<td valign="top" align="left">increased risk of female vitiligo</td>
<td valign="top" align="left">Traks, T. et&#xa0;al. (<xref ref-type="bibr" rid="B62">62</xref>)</td>
</tr>
<tr>
<td valign="top" align="left"/>
<td valign="top" align="left"/>
<td valign="top" align="left"/>
<td valign="top" align="left"/>
<td valign="top" align="left"/>
<td valign="top" align="left"/>
</tr>
<tr>
<td valign="top" align="left">TYK2</td>
<td valign="top" align="left">rs23004256</td>
<td valign="top" align="center">C&gt;A</td>
<td valign="top" align="left">Val362Phe</td>
<td valign="top" align="left">Increased risk of systemic sclerosis</td>
<td valign="top" align="left">L&#xf3;pez-Isac, E. et&#xa0;al. (<xref ref-type="bibr" rid="B63">63</xref>)</td>
</tr>
<tr>
<td valign="top" align="left"/>
<td valign="top" align="left"/>
<td valign="top" align="left"/>
<td valign="top" align="left"/>
<td valign="top" align="left">Increased risk of Crohn&#x2019;s disease</td>
<td valign="top" align="left">Sato, K. et&#xa0;al. (<xref ref-type="bibr" rid="B64">64</xref>)</td>
</tr>
<tr>
<td valign="top" align="left"/>
<td valign="top" align="left"/>
<td valign="top" align="left"/>
<td valign="top" align="left"/>
<td valign="top" align="left">Reduced risk of SLE</td>
<td valign="top" align="left">Sigurdsson, S. et&#xa0;al. (<xref ref-type="bibr" rid="B65">65</xref>)</td>
</tr>
<tr>
<td valign="top" align="left"/>
<td valign="top" align="left"/>
<td valign="top" align="left"/>
<td valign="top" align="left"/>
<td valign="top" align="left">Reduced risk of psoriasis</td>
<td valign="top" align="left">Enerback, C. et&#xa0;al. (<xref ref-type="bibr" rid="B66">66</xref>)</td>
</tr>
<tr>
<td valign="top" align="left"/>
<td valign="top" align="left"/>
<td valign="top" align="left"/>
<td valign="top" align="left"/>
<td valign="top" align="left">No impact of tuberculosis risk</td>
<td valign="top" align="left">Kerner, G. et&#xa0;al. (<xref ref-type="bibr" rid="B67">67</xref>)</td>
</tr>
<tr>
<td valign="top" align="left"/>
<td valign="top" align="left"/>
<td valign="top" align="left"/>
<td valign="top" align="left"/>
<td valign="top" align="left"/>
<td valign="top" align="left"/>
</tr>
<tr>
<td valign="top" align="left">OAS1</td>
<td valign="top" align="left">rs10774671</td>
<td valign="top" align="center">A&gt;G</td>
<td valign="top" align="left">&#x2014;</td>
<td valign="top" align="left">Increased resistance to COVID-19 hospitalisation and severe disease</td>
<td valign="top" align="left">Zhou, S. et&#xa0;al. (<xref ref-type="bibr" rid="B68">68</xref>)</td>
</tr>
<tr>
<td valign="top" align="left"/>
<td valign="top" align="left"/>
<td valign="top" align="left"/>
<td valign="top" align="left"/>
<td valign="top" align="left">Increased risk multiple sclerosis</td>
<td valign="top" align="left">O&#x2019;Brien, M. et&#xa0;al. (<xref ref-type="bibr" rid="B69">69</xref>)</td>
</tr>
<tr>
<td valign="top" align="left"/>
<td valign="top" align="left"/>
<td valign="top" align="left"/>
<td valign="top" align="left"/>
<td valign="top" align="left">Increased risk of Sjogren&#x2019;s syndrome</td>
<td valign="top" align="left">Li, H. et&#xa0;al. (<xref ref-type="bibr" rid="B70">70</xref>)</td>
</tr>
<tr>
<td valign="top" align="left"/>
<td valign="top" align="left"/>
<td valign="top" align="left"/>
<td valign="top" align="left"/>
<td valign="top" align="left">Increased resistance to West Nile virus</td>
<td valign="top" align="left">Lim, J.K. et&#xa0;al. (<xref ref-type="bibr" rid="B71">71</xref>)</td>
</tr>
<tr>
<td valign="top" align="left"/>
<td valign="top" align="left"/>
<td valign="top" align="left"/>
<td valign="top" align="left"/>
<td valign="top" align="left"/>
<td valign="top" align="left"/>
</tr>
<tr>
<td valign="top" align="left">TLR9</td>
<td valign="top" align="left">rs5743836</td>
<td valign="top" align="center">A&gt;G</td>
<td valign="top" align="left">&#x2014;</td>
<td valign="top" align="left">Increased spontaneous resolution of HCV in females</td>
<td valign="top" align="left">Fischer, J. et&#xa0;al. (<xref ref-type="bibr" rid="B72">72</xref>)</td>
</tr>
<tr>
<td valign="top" align="left">TLR7</td>
<td valign="top" align="left">rs179008</td>
<td valign="top" align="center">A&gt;T</td>
<td valign="top" align="left">Gln11Leu</td>
<td valign="top" align="left">Increased HIV-I viremia in females</td>
<td valign="top" align="left">Azar, P. et&#xa0;al. (<xref ref-type="bibr" rid="B73">73</xref>)</td>
</tr>
</tbody>
</table>
</table-wrap>
<p>The TLR3 SNP has also previously been associated with increased resistance to HIV infection in highly exposed seronegative (HESN) intravenous drug users exposed to HIV (<xref ref-type="bibr" rid="B53">53</xref>). Sironi et&#xa0;al. genotyped two independent cohorts and found the frequency of individuals carrying at least one phenylalanine allele is significantly higher in HESN individuals compared to a matched controls (<xref ref-type="bibr" rid="B53">53</xref>). The SNP has also been associated with SLE risk and more strongly with development of type I diabetes mellitus (<xref ref-type="bibr" rid="B54">54</xref>, <xref ref-type="bibr" rid="B55">55</xref>).</p>
<p>Analysis of data from the Genotype Tissue Expression database (GTEX) shows rs3775291 to be a positive expression quantitative trait loci (eQTL) for TLR3 expression, meaning that it increases TLR3 mRNA levels. Functional analysis of peripheral blood mononuclear cells (PBMCs) in the Sironi study showed variant CT and TT donors to have reduced replication of HIV compared to WT CC donors (<xref ref-type="bibr" rid="B53">53</xref>). This reduced HIV replication was accompanied by increased immune activation denoted by marked increases in IL6, CCL3 and the activation marker CD69. In response to a TLR3 agonist, donors with the minor allele CT and TT also had increased upregulation of these markers (<xref ref-type="bibr" rid="B53">53</xref>).</p>
<p>Additionally, it appears this polymorphism is associated with enhanced general TLR responsiveness, suggesting that tonic signalling through TLR3 may be important for TLR expression levels and subsequent anti-viral activity and IFN-I production (<xref ref-type="bibr" rid="B14">14</xref>). The dual autoimmune and viral resistance association is likely underpinned by the increased TLR3 expression and consequent enhanced immune activation.</p>
<p>Rs7251 is a non-synonymous SNP in IRF3 involving a base change from cytosine to guanine leading to an amino acid substitution at the final position of 427 from a threonine (ACC) to a serine (AGC; T427S) (<xref ref-type="bibr" rid="B74">74</xref>). G encodes a serine and is the major allele in most populations with an allele frequency ranging from 50% to 67%, except in Africans where it is the minor allele with a frequency of 29%. G is considered to be the derived risk allele, whereas C appears to be the ancestral allele. The SNP is a blood <italic>cis</italic> eQTL for IRF3 and leads to increased IRF3 expression [GTEX data;7 (<xref ref-type="bibr" rid="B57">57</xref>)]. The resultant increased basal expression of IRF3 is likely to lead to a &#x201c;heightened&#x201d; immune state that, in one context could contribute to resistance to viral infection, while in another could increase the risk of immune dysregulation and development of autoimmune disease. This notion is reflected in previous association studies in which one study linked the CG and CC genotypes with increased persistence of HPV infection &#x2013; conversely suggesting that the GG genotype may be associated with increased clearance of HPV infection (<xref ref-type="bibr" rid="B58">58</xref>). A recent meta-analysis involving 7,212 cases and 13,556 controls found that the G allele is significantly associated with SLE risk, in particular increased risk of developing an SLE associated inflammatory condition called lupus nephritis (<xref ref-type="bibr" rid="B57">57</xref>). This link between the G allele and resistance to HPV infection as well as SLE risk supports our hypothesis of a shared genetic signature underlying viral resistance and susceptibility to autoimmunity.</p>
</sec>
<sec id="s7">
<title>SNPs in Type I Interferons and the IFNAR1/2 Receptor</title>
<p>Common SNPs with a MAF &gt; 5% in IFN-I genes are rare. An Ensembl search reveals no non-synonymous SNPs with a MAF greater than 5% for most of the IFN-I subtypes. Those IFN-I genes with SNPs at a high enough frequency have not yet been studied for association with susceptibility to viral infection or autoimmunity. We focus therefore on SNPs in components of the IFN-I receptor.</p>
<p>IFN-I signals <italic>via</italic> the IFNAR1 IFNAR2 heterodimer. SNPs in IFNAR1 and IFNAR2 have been associated with several disease states; associations appear to be highly context and disease specific with the same SNP reported to have both positive and negative effects on disease outcome depending on whether the disease is due to viral infection or autoimmunity. For example, rs2257167 in IFNAR1 has been associated with both spontaneous resolution of hepatitis B virus infection, resistance to respiratory virus infection and increased pain in lung cancer and risk of developing multiple sclerosis and vitiligo in females (<xref ref-type="bibr" rid="B59">59</xref>&#x2013;<xref ref-type="bibr" rid="B62">62</xref>, <xref ref-type="bibr" rid="B75">75</xref>). This dual association with both autoimmune susceptibility and protection from viral infections is interesting as it shows that a SNP which is thought to pathogenic in one instance can be protective in another. Rs2257167 results in a valine to leucine substitution at position 141 in the SD2 domain of AR1 (<xref ref-type="bibr" rid="B59">59</xref>). As with several other SNPs, the MAF varies dramatically between populations, suggesting a functional consequence driven by different evolutionary pressures (<xref ref-type="bibr" rid="B74">74</xref>). While investigations into its functional impact are lacking, limited reports suggest that rs2257167 increases IFNAR1 expression, which may positively impact the antiviral immune response during infection, but also increase the propensity to develop autoimmune disease (<xref ref-type="bibr" rid="B59">59</xref>).</p>
</sec>
<sec id="s8">
<title>SNPs in Type I Interferon Signalling and Interferon Response Genes</title>
<p>Binding of IFN-I molecules to their receptor leads to phosphorylation of the accessory protein TYK2 and activation of the JAK-STAT pathway (<xref ref-type="fig" rid="f1">
<bold>Figure&#xa0;1</bold>
</xref>). Rs2304256 is a SNP found in exon 8 of the TYK2 gene that results in a valine to phenylalanine substitution at position 362 (Val362Phe). 362 is located in the FERM domain (F = 4.1 protein, E = ezrin, R = radixin and M = moesin) of TYK2 which mediates the interaction between the protein and IFNAR1 (<xref ref-type="bibr" rid="B63">63</xref>). While this SNP has yet to be explored in the context of viral infection, several studies have investigated its association with autoimmune disease.</p>
<p>Association studies involving the TYK2 SNP are confounding; the minor allele appears to be either protective or deleterious depending on the autoimmune disease in question, underlying the fact that within the umbrella term of autoimmunity, disease states are more nuanced. The variant A allele has been associated with an increased risk of systemic sclerosis and Crohn&#x2019;s disease (<xref ref-type="bibr" rid="B63">63</xref>, <xref ref-type="bibr" rid="B64">64</xref>). However, other work suggests that the SNP may be protective against SLE and psoriasis (<xref ref-type="bibr" rid="B65">65</xref>, <xref ref-type="bibr" rid="B66">66</xref>). The SNP is not associated with tuberculosis susceptibility (<xref ref-type="bibr" rid="B67">67</xref>).</p>
<p>The variant minor allele is associated with a modest increase in TYK2 expression in whole blood at baseline (<xref ref-type="bibr" rid="B76">76</xref>). This could enable increased tonic signalling and greater expression of IFN-I negative regulators leading to a heightened activation threshold and therefore reduced susceptibility to some autoimmune disease. Further studies are warranted to understand the functional impact of the TYK2 SNP on the immune response and to identify potential associations with specific viral infections.</p>
<p>IFN-I signalling culminates in the upregulation of IRGs such as 2-5 oligoadenylate synthase 1 (OAS1), a protein used to synthesize 2&#x2019;-5- oligoadenylates that activates latent RNaseL, which in turn induces the degradation of viral RNA and inhibits viral replication. There are two major splice variants of OAS1, p42 and p46, each with differing antiviral activity. A splice QTL (sQTL), rs10774671, which increases the expression of the p46 isoform, has been associated with resistance to viral infections such as SARS-CoV-2 and West Nile virus, and also associated with autoimmune diseases including multiple sclerosis and Sjogren&#x2019;s syndrome (<xref ref-type="bibr" rid="B68">68</xref>&#x2013;<xref ref-type="bibr" rid="B71">71</xref>).</p>
<p>G is the minor allele of the OAS1 SNP in the European population and A is the major. The G allele appears to have been reintroduced to the European population through adaptive introgression from Neandertals that was likely driven by flavivirus burden (<xref ref-type="bibr" rid="B77">77</xref>, <xref ref-type="bibr" rid="B78">78</xref>). The G allele has been identified as a resistance allele for West Nile virus (<xref ref-type="bibr" rid="B71">71</xref>). Both the heterozygote GA and the homozygote GG are associated with increased resistance to HCV infection (<xref ref-type="bibr" rid="B79">79</xref>, <xref ref-type="bibr" rid="B80">80</xref>). From an autoimmune perspective, rs10774671 is associated with several autoimmune diseases including type I diabetes, multiple sclerosis and Sjogren&#x2019;s syndrome (<xref ref-type="bibr" rid="B69">69</xref>, <xref ref-type="bibr" rid="B70">70</xref>, <xref ref-type="bibr" rid="B81">81</xref>, <xref ref-type="bibr" rid="B82">82</xref>).</p>
<p>The rs10774671 sQTL increases expression of the p46 isoform which has greater enzymatic activity (<xref ref-type="bibr" rid="B70">70</xref>). The increased OAS1 expression is evident in the GTEX whole blood data set and in recent work showing increased localisation of the p46 isoform to the Golgi membrane, which allows for enhanced detection of viral RNA and increased antiviral activity against positive strand RNA viruses that replicate nearby (<xref ref-type="bibr" rid="B83">83</xref>). Again, evidence reviewed here indicates a shared genomic signature underlying viral resistance and increased susceptibility to autoimmune diseases.</p>
</sec>
<sec id="s9">
<title>Natural Selection, Viral Resistance and Autoimmune Disease Risk</title>
<p>Infectious diseases have a major impact on population mortality; as a consequence, gene variants associated with protection against infection are some of the biggest targets of natural selection in humans (<xref ref-type="bibr" rid="B84">84</xref>). This is particularly evident in innate immune genes encoding proteins that form the first line of defence against infection (<xref ref-type="bibr" rid="B85">85</xref>).</p>
<p>The prevalence of SNPs in the IFN-I pathway associated with both autoimmune diseases and viral resistance discussed throughout this review varies widely between populations. In part, this variation is likely driven by differences in regional pathogen pressures, wherein SNPs protective against infection are selected for, with a contaminant increase in autoimmune disease risk as a by-product of enhanced immunity against noxious agents. This notion has been reviewed in greater detail by Quintana-Murci and colleagues (<xref ref-type="bibr" rid="B86">86</xref>).</p>
<p>With respect to SNPs discussed previously in this review, the prevalence of the C allele of the IFNAR1 SNP rs2257167 reaches 38% in East Asian populations, while it is just 16% in African populations - this variation in positive selection for the C allele could be explained by differences in disease burdens between populations (<xref ref-type="bibr" rid="B74">74</xref>). Rs2257167 appears to increase IFNAR1 expression and is associated with increased protection against viral infection (<xref ref-type="bibr" rid="B59">59</xref>). Africa has the highest incidence of tuberculosis in the world (<xref ref-type="bibr" rid="B87">87</xref>). A potent IFN-I response can hamper control of tuberculosis and so positive selection for alleles that reduce the IFN-I response may be of benefit in regions with high tuberculosis burden (<xref ref-type="bibr" rid="B88">88</xref>).</p>
<p>Autoimmune diseases impinge lightly on the ability of humans to successfully bear and raise offspring; genetic variation that increases susceptibility to autoimmune disease while enhancing protection against infection has therefore not been selected against. The negative influences of previously advantageous variation are only being detected since general health in human populations has improved and we have developed the ability to control infectious disease. With continued improvement in human health, healthcare and immunotherapeutic strategies, rare variants in the IFN-I pathway that are protective against autoimmune diseases such as type I diabetes, including IFIH1 rs35337543, are unlikely to become more common (<xref ref-type="bibr" rid="B89">89</xref>).</p>
</sec>
<sec id="s10">
<title>Sex and SNPs in the Type I Interferon Pathway</title>
<p>Of note, rates of viral resistance and spontaneous clearance of infection are higher in females than in males. Incidence of autoimmune diseases such as multiple sclerosis, SLE and rheumatoid arthritis are also higher in females (<xref ref-type="bibr" rid="B90">90</xref>). Indeed, the transcriptomic signature described by Tsang et&#xa0;al. that is predictive of vaccine responses and autoimmune disease flares is also higher in females (<xref ref-type="bibr" rid="B22">22</xref>). Despite well-described physiological sexually dimorphic disease associations, studies often fail to appropriately address sex differences. Genome wide association studies analysed by sex have uncovered sex specific SNP associations (<xref ref-type="bibr" rid="B91">91</xref>).</p>
<p>Differences in MAFs are unlikely to account for sex specific SNP associations as no large sex differences in SNP MAFs have been described, rather it has been proposed that dimorphism in genotype effects exists between sexes (<xref ref-type="bibr" rid="B92">92</xref>). This is evinced in a study by Fischer et&#xa0;al. wherein they describe a female specific association between a SNP in the TLR9 promoter region (rs5743836) and spontaneous clearance of HCV infection (<xref ref-type="bibr" rid="B72">72</xref>). TLR9 is important in the detection of viral DNA and upregulation of IFN-I. This SNP maps close to an area in the promoter region coregulated by the transcription factors NF&#x3ba;B and the estrogen receptor alpha (ER&#x3b1;), suggesting that the association differences observed could be due to differential regulation by the female sex hormone and hormone response elements within the TLR9 gene (<xref ref-type="bibr" rid="B72">72</xref>).</p>
<p>Functional work on whole blood stimulated with ER&#x3b1; activators on WT and variant female donors showed homozygous WT donors downregulated TLR9 within 3 hours following treatment, whereas in the heterozygotes and homozygous variant donors the downregulation was significantly lower. Negative regulation of TLR9 by oestrogen could explain the attenuation of autoimmune disease often observed during pregnancy when high oestrogen levels are maintained. High oestrogen and a reduction in TLR9 expression during pregnancy could also help explain the increased susceptibility to viral infection during pregnancy (<xref ref-type="bibr" rid="B93">93</xref>). Indeed, PBMCs from pregnant women stimulated with HRV43, a human rhinovirus showed significantly reduced IFN&#x3b1; production compared with non-pregnant women (<xref ref-type="bibr" rid="B93">93</xref>). IFNa also appears to be positively regulated by female sex hormones (<xref ref-type="bibr" rid="B94">94</xref>).</p>
<p>As females have two X chromosomes, and males have only one X and one Y, the second X chromosome in females is transcriptionally silenced so as to achieve dosage compensation between the sexes (<xref ref-type="bibr" rid="B95">95</xref>). Several immune genes are found on the X chromosome and are not silenced, therefore a further likely contributor to sexually dimorphic effects of SNPs is escape of X chromosome inactivation in females. TLR7, a PRR involved in the IFN-I response and detection of ssRNA, is one such example; immune cells from females express higher levels of TLR7 and produce more IFN&#x3b1; as a consequence (<xref ref-type="bibr" rid="B96">96</xref>). Non-synonymous SNPs in the TLR7 gene therefore likely exert different effects between sexes. Indeed, this phenomenon has been described for the rs179008 SNP which appears not to impact on IFN&#x3b1; production in response to R848 stimulation in males, yet reduces IFN&#x3b1; levels in females (<xref ref-type="bibr" rid="B73">73</xref>). A key point to note is that sex differences described in humans may not be present in non-human mammals and caution is required when attempting to dissect sex differences in animal models and extrapolate findings to humans (<xref ref-type="bibr" rid="B97">97</xref>). Further explorations of SNPs in the IFN-I pathway and their associations with autoimmune and infectious disease ought to consider males and females separately in order to appropriately discern potential sex effects.</p>
</sec>
<sec id="s11" sec-type="conclusions">
<title>Conclusions</title>
<p>We propose that similar IFN-I mechanisms contribute to resistance to viral infection and susceptibility to autoimmune disease. Using data from multiple SNP association studies we present evidence of a shared genomic signature in the IFN-I pathway that underlies susceptibility to both conditions. We also highlight potential sex specific effects of SNPs and indicate the importance of including sex in association studies. As research in the field of viral immunology begins to look beyond increased susceptibility to infection and shifts towards understanding viral resistance, shared loci of infection and autoimmunity highlighted here may prove to be useful primers for these studies. IFN-I production is a common pathway feature the two clinical states and is deserving of continued therapeutic focus.</p>
</sec>
<sec id="s12" sec-type="author-contributions">
<title>Author Contributions</title>
<p>JS wrote the manuscript, created the figure, and drafted the table. NB reviewed and edited the manuscript. CO&#x2019;F supervised the writing and reviewed and edited the manuscript. All authors contributed to the article and approved the submitted version.</p>
</sec>
<sec id="s13" sec-type="funding-information">
<title>Funding</title>
<p>This work was funded by awards to CO&#x2019;F through a Science Foundation Ireland Investigator Award (12/IA/1667) and under the Science Foundation Ireland Phase 2 COVID-19 Rapid Response Call (20/COV/8487).</p>
</sec>
<sec id="s14" sec-type="COI-statement">
<title>Conflict of Interest</title>
<p>The authors declare that the research was conducted in the absence of any commercial or financial relationships that could be construed as a potential conflict of interest.</p>
</sec>
<sec id="s15" sec-type="disclaimer">
<title>Publisher&#x2019;s Note</title>
<p>All claims expressed in this article are solely those of the authors and do not necessarily represent those of their affiliated organizations, or those of the publisher, the editors and the reviewers. Any product that may be evaluated in this article, or claim that may be made by its manufacturer, is not guaranteed or endorsed by the publisher.</p>
</sec>
</body>
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