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<?covid-19-tdm?>
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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.2023.1252367</article-id>
<article-categories>
<subj-group subj-group-type="heading">
<subject>Immunology</subject>
<subj-group>
<subject>Perspective</subject>
</subj-group>
</subj-group>
</article-categories>
<title-group>
<article-title>Possible contribution of rare alleles of human ACE2 in the emergence of SARS-CoV-2 variants escaping the immune response</article-title>
</title-group>
<contrib-group>
<contrib contrib-type="author" corresp="yes">
<name>
<surname>Devaux</surname>
<given-names>Christian A.</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="fn001">
<sup>*</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/546103"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Fantini</surname>
<given-names>Jacques</given-names>
</name>
<xref ref-type="aff" rid="aff3">
<sup>3</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/21910"/>
</contrib>
</contrib-group>
<aff id="aff1">
<sup>1</sup>
<institution>Institut National des Sciences Biologiques (INSB), Centre National de la Recherche Scientifique (CNRS)</institution>, <addr-line>Marseille</addr-line>, <country>France</country>
</aff>
<aff id="aff2">
<sup>2</sup>
<institution>Microbes, Evolution, Phylog&#xe9;nie et Infections, Facult&#xe9; de Pharmacie, Aix Marseille Universit&#xe9;</institution>, <addr-line>Marseille</addr-line>, <country>France</country>
</aff>
<aff id="aff3">
<sup>3</sup>
<institution>Institut National de la Sant&#xe9; et de la Recherche M&#xe9;dicale (INSERM) U_1072, Facult&#xe9; des Sciences, Aix-Marseille Universit&#xe9;</institution>, <addr-line>Marseille</addr-line>, <country>France</country>
</aff>
<author-notes>
<fn fn-type="edited-by">
<p>Edited by: Heribert Stoiber, Innsbruck Medical University, Austria</p>
</fn>
<fn fn-type="edited-by">
<p>Reviewed by: Kejun Guo, University of Colorado Anschutz Medical Campus, United States; Fabio Fiorino, LUM University Giuseppe Degennaro, Italy; Banuri Gunasekera, University of Sri Jayewardenepura, Sri Lanka</p>
</fn>
<fn fn-type="corresp" id="fn001">
<p>*Correspondence: Christian A. Devaux, <email xlink:href="mailto:christian.devaux@mediterranee-infection.com">christian.devaux@mediterranee-infection.com</email>
</p>
</fn>
</author-notes>
<pub-date pub-type="epub">
<day>10</day>
<month>10</month>
<year>2023</year>
</pub-date>
<pub-date pub-type="collection">
<year>2023</year>
</pub-date>
<volume>14</volume>
<elocation-id>1252367</elocation-id>
<history>
<date date-type="received">
<day>03</day>
<month>07</month>
<year>2023</year>
</date>
<date date-type="accepted">
<day>28</day>
<month>09</month>
<year>2023</year>
</date>
</history>
<permissions>
<copyright-statement>Copyright &#xa9; 2023 Devaux and Fantini</copyright-statement>
<copyright-year>2023</copyright-year>
<copyright-holder>Devaux and Fantini</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>Since the start of the SARS-CoV-2 pandemic, the rapid replacement of one lineage by another has been observed. Indeed, SARS-CoV-2 is evolving through a quasispecies mechanism leading to post-infection mutation selection under positive evolutionary pressure (host-driven viral evolution). These mutations may reduce the effectiveness of the specific neutralizing immune response against the virus. We provide here evidence that apart from the selection of SARS-CoV-2 variants by the immune system, selection by the cellular receptor can just as well select variants which escape neutralization.</p>
</abstract>
<kwd-group>
<kwd>SARS-CoV-2</kwd>
<kwd>immune system</kwd>
<kwd>selection pressure</kwd>
<kwd>ACE2 receptor</kwd>
<kwd>genetic drift</kwd>
</kwd-group>
<counts>
<fig-count count="1"/>
<table-count count="0"/>
<equation-count count="0"/>
<ref-count count="30"/>
<page-count count="5"/>
<word-count count="2004"/>
</counts>
<custom-meta-wrap>
<custom-meta>
<meta-name>section-in-acceptance</meta-name>
<meta-value>Viral Immunology</meta-value>
</custom-meta>
</custom-meta-wrap>
</article-meta>
</front>
<body>
<sec id="s1" sec-type="intro">
<title>Introduction</title>
<p>It has always been considered that the immune response of the host (e.g.; neutralizing antibodies) is a major factor in positive selection of variant viruses (<xref ref-type="bibr" rid="B1">1</xref>, <xref ref-type="bibr" rid="B2">2</xref>). In a human population, the encounter with a virus such as SARS-CoV-2 either induces a primary immune response or recalls preexisting memory immune cells specific for each individual histories of infections (<xref ref-type="bibr" rid="B3">3</xref>). Although intra-host analysis of SARS-CoV-2 evolution by deep sequencing methods has revealed the existence of one master mutant and numerous minor mutants in quasispecies, minor mutants may obtain a fitness advantage and become the master mutants under high selective pressure, ultimately favoring immune evasion (<xref ref-type="bibr" rid="B4">4</xref>). Intra-host genetic diversity was reported for patients treated with monoclonal antibodies targeting the viral spike, this therapeutic use of monoclonal antibodies leading to the selection of SARS-CoV-2 spike protein mutants less susceptible to this therapy. Cases of emergence of SARS-CoV-2 variants with an E<sub>484</sub>K substitution in their spike were reported after Bamlanivimab (<xref ref-type="bibr" rid="B5">5</xref>&#x2013;<xref ref-type="bibr" rid="B7">7</xref>) and Bamlanivimab/Etesevimab monoclonal antibodies therapy (<xref ref-type="bibr" rid="B8">8</xref>). Notably, the genetic diversity of SARS-CoV-2 appears to be higher in immunocompromized chronically infected patients. A case report described the genetic evolution of SARS-CoV-2 in a 45-year-old immunocompromized male patient who had received antiviral treatment and anti-spike monoclonal antibodies. During the 151 days the patient had shed SARS-CoV-2, 45 genetic events were observed, including 24 non-synonymous mutations and 34 deletions. Twelve mutations were found in the spike among which substitutions E<sub>484</sub>K and N<sub>501</sub>Y (<xref ref-type="bibr" rid="B9">9</xref>). A similar observation was reported for a 59-year-old male patient immunocompromized due to follicular lymphoma and chronically infected with SARS-CoV-2 for 222 days. The authors documented the progressive emergence of viruses with critical spike mutations Q<sub>493</sub>K and N<sub>501</sub>T as majority quasispecies (<xref ref-type="bibr" rid="B10">10</xref>). The study of organ-specific intra-sample diversity using tissue samples collected post-mortem in March 2020 from 13 immunocompromized patients died from COVID-19, identified a N<sub>501</sub>Y in the spike of SARS-CoV-2, long before this mutation emerged worldwide (<xref ref-type="bibr" rid="B11">11</xref>).</p>
<p>However, another question quickly arose: could not the affinity of the virus for its receptor also play a very important role in the genetic drift of SARS-CoV-2 leading to an immune escape of variant viruses? After electrostatic interactions with lipid rafts (<xref ref-type="bibr" rid="B12">12</xref>), the first contact between the virus spike and the host is the virus cellular receptor. Therefore, it is likely that selection pressure impacting viral evolution relates to the virus&#x2019;s affinity for its receptor. In the months following the announcement of the first cases of SARS-CoV-2 in China, angiotensin I converting enzyme 2 (ACE2) was identified as the receptor for this new virus (<xref ref-type="bibr" rid="B13">13</xref>) It was subsequently demonstrated that, in addition to serving as attachment receptor to the virus, the ACE2 molecule plays a crucial role in the pathophysiology of COVID-19 (<xref ref-type="bibr" rid="B14">14</xref>, <xref ref-type="bibr" rid="B15">15</xref>).</p>
</sec>
<sec id="s2">
<title>Role of ACE2 in the genetic drift of SARS-CoV-2</title>
<p>Since the World Health Organization declared SARS-CoV-2 to be a pandemic virus, the international community has endeavored to monitor the evolution of these viruses, new variants of which are regularly discovered. This genetic drift of SARS-CoV-2 is associated with the fact that the viral polymerase is error-prone, leading to replacements of SARS-CoV-2 lineages (<xref ref-type="bibr" rid="B16">16</xref>). In addition to viral enzyme-driven mutations, there are host parameters such as the apolipoprotein B mRNA editing enzymes (APOBEC) and/or adenosine deaminase acting on RNA (ADAR) systems (<xref ref-type="bibr" rid="B17">17</xref>, <xref ref-type="bibr" rid="B18">18</xref>), a selection pressure by the immune system, and resistance factors to viral infections, which contribute to viral genomes evolution (<xref ref-type="bibr" rid="B19">19</xref>).</p>
<p>Until recently, the cellular receptor responsible for virus attachment was not considered to contribute to the selection of best-fit viruses in viral quasispecies. It was more generally accepted that the selection pressure exerted on the virus by neutralizing antibodies was responsible for most if not all mutations in the viral spike, and that in some cases these mutations could increase the affinity of the spike for ACE2. The in-depth study of SARS-CoV-2 sequences circulating in mink advanced the understanding of this complex molecular crosstalk, when it was demonstrated that SARS-CoV-2 present in mink farms had the propensity to evolve by missense mutations, some of which concerned the spike of SARS-CoV-2, such as the Y<sub>453</sub>F mutation (<xref ref-type="bibr" rid="B20">20</xref>). Using a structural biology approach, we demonstrated that this host-specific mutation gave a selective advantage to the virus for replication in mink (<xref ref-type="bibr" rid="B21">21</xref>). When this virus passes from mink to humans, the mutation is preserved but it is neutral in the binding to human ACE2, inducing neither selective advantage nor an unfavorable effect. SARS-CoV-2 circulating in deer also adapts by mutations that result in viral spikes with F<sub>486</sub>L and N<sub>501</sub>T substitutions that are also host-specific. During the outbreak of SARS-CoV-2 in hamsters, a mutation D<sub>427</sub>G was identified and we demonstrated that it annihilated the torsion that pushes the Q<sub>34</sub> amino acid of the hamster ACE2 in unfavorable direction for interaction with the viral spike. This D<sub>427</sub>G substitution could give a selective advantage to this virus to interact with the human ACE2 in case of transmission from hamster to human (<xref ref-type="bibr" rid="B22">22</xref>). Altogether, these results indicate that the inter-species polymorphism of ACE2 is an important factor in the selection of new variants.</p>
<p>The pressing question then arose of the role of human ACE2 polymorphism in the emergence of SARS-CoV-2 variants. Thanks to the human genome project, we now know that ACE2 is a polymorphic molecule. Certain alleles more or less frequent dominate in regions of the world and are absent elsewhere (<xref ref-type="bibr" rid="B23">23</xref>). Considering the N<sub>501</sub>Y mutation in the spike, we wondered about the existence of ACE2 alleles that could promote its emergence in the human population by intra-specific transmission of the virus. Very recently, we obtained evidence indicating that an N<sub>501</sub>Y variant could be selected when SARS-CoV-2 with an N<sub>501</sub> was transmitted to people with a rare ACE2 allele (MAF=0.02%) expressing an E<sub>329</sub>G, found in the European human population and absent in Asian people. When hundreds of millions of people are infected, the probability that a SARS-CoV-2 virus will encounter a host that expresses this rare allele is not negligible. Notably, the N<sub>501</sub>Y variant of concern (B1.1.7), emerged in the UK (<xref ref-type="bibr" rid="B24">24</xref>). Very recently, we reported structural evidence that the E<sub>329</sub>G substitution in ACE2 is much more favorable to interaction with the mutated spike protein N<sub>501</sub>Y than it is with E<sub>329</sub>, a physical contact (hydrogen bond) being established between N<sub>501</sub>Y and Q<sub>325</sub> for ACE2 with E<sub>329</sub>G, whereas this contact does not appear for ACE2 with E<sub>329</sub> (<xref ref-type="bibr" rid="B25">25</xref>).</p>
</sec>
<sec id="s3" sec-type="discussion">
<title>Discussion</title>
<p>By studying the dynamics of emergence of the N<sub>501</sub>Y lineages of SARS-CoV-2 during the COVID-19 pandemic, we found evidence that a cellular receptor-driven selection process can occur during human-to-human transmission of viruses carrying an asparagine at amino acid position 501 (N<sub>501</sub>) in their spike protein. More precisely, by molecular modeling we demonstrated for the first time, that the encounter of an N<sub>501</sub> virus with a rare allele of ACE2 (E<sub>329</sub>G) could lead to the selection of an N<sub>501</sub>Y lineage SARS-CoV-2 viruses exhibiting higher affinity for the receptor (<xref ref-type="bibr" rid="B25">25</xref>) and lower susceptibility to neutralization by antibodies (<xref ref-type="bibr" rid="B26">26</xref>, <xref ref-type="bibr" rid="B27">27</xref>).</p>
<p>Of course, we have no formal proof that the history of the emergence of N<sub>501</sub>Y viruses occurred through ACE2 rare allele selection in humans. Alongside the selective advantage provided by the N<sub>501</sub>Y substitution for the replication of SARS-CoV-2 in humans, we know that N<sub>501</sub>Y also gives a selective advantage to the virus for replication in mink, mice and deer which could also have contributed to the emergence of such a variant through inter-species transmission (e.g., there are Q or G, Q, and D amino acids in place of the E at position 329 in the ACE2 sequences of hamster, mice, and deer, respectively). However, the model of virus evolution by selection in a human host expressing a rare ACE2 allele (<xref ref-type="fig" rid="f1">
<bold>Figure&#xa0;1</bold>
</xref>), followed by a boomerang effect in the general population, remains a very attractive hypothesis. In the study by Van cleemput and colleagues (<xref ref-type="bibr" rid="B11">11</xref>), it would have been interesting to know the ACE2 allele carried by the immunocompromized patients whose viruses, found in samples from March 2020, carry the N<sub>501</sub>Y mutation in their spike. Since the Alpha (B1.1.7; first detection was in November 2020 in UK), Beta (B.1.351; first detection was in October 2020 in South Africa) and Gamma (P.1; first detection was in January 2021 in Japan) variants of SARS-CoV-2 that carried this N<sub>501</sub>Y substitutions appeared during late 2020 and early 2021, it remains possible that the N<sub>501</sub>Y lineage first emerged in an immunocompromized male patient infected with SARS-CoV-2 who expressed a rare allele of ACE2. The fact that the <italic>ACE2</italic> gene is on chromosome X (<xref ref-type="bibr" rid="B28">28</xref>, <xref ref-type="bibr" rid="B29">29</xref>) supports this hypothesis. However, more than three years after its emergence, it would be extremely complex to attempt to trace back the hypothetical origin of the N<sub>501</sub>Y variant of concern in a population expressing the rare allele E<sub>329</sub>G of ACE2 in the UK, by direct genotyping. As suggested by a reviewer of this paper, an elegant way to approach the problem today might be to carry out an <italic>in vitro</italic> experiment of serial passages of an ancestral SARS-CoV-2 that does not contain the N<sub>501</sub>Y in a compatible cell line expressing an ACE2 with E<sub>329</sub>G substitution in order to observe the possible emergence of a N<sub>501</sub>Y variant. We are not discussing it in this short communication, but the N<sub>501</sub>Y variant of concern could also have been selected for adaptation to another receptor or co-receptors (e;g., NRP-1) (<xref ref-type="bibr" rid="B30">30</xref>), in different tissues and organs in humans (which could also be regarded as an example of host receptor-driven virus mutation). If the virus receptor expressed by the host can play a selection role in the same way as the immune system, in an immunocompromized patient the role of the receptor can theoretically become preponderant. Moreover, this model of virus selection by adaptation to the receptor could be interesting to explore for other mutations that affect the Spike protein of SARS-CoV-2.</p>
<fig id="f1" position="float">
<label>Figure&#xa0;1</label>
<caption>
<p>Hypothetical model of immune escape by selection pressure at the level of the viral receptor. This model proposes the intervention of an individual expressing a rare allele of ACE2 (E<sub>329</sub>G) in the selection of the N<sub>501</sub>Y lineage of SARS-CoV-2 then its transmission to human populations expressing the major ACE2 (E<sub>329</sub>) allele. In this model, three main forces act on the genetic drift of the virus: the fitness capacity of the virus, the sequence of the host&#x2019;s ACE2 serving as a receptor for the virus and, the host&#x2019;s anti-SARS-CoV-2 immune response. For more detail on the genetic drift of the virus see reference (<xref ref-type="bibr" rid="B17">17</xref>) and reference (<xref ref-type="bibr" rid="B18">18</xref>) for the immune response aspect. Please refer to the main text and reference (<xref ref-type="bibr" rid="B25">25</xref>) for descriptions of variants of concern.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fimmu-14-1252367-g001.tif"/>
</fig>
<p>Finally, although the accumulation of whole genome sequences with SARS-CoV-2 has made it possible to observe these rare events, it is likely that this selection mechanism may exist for other viruses and their respective receptors. This opens up an avenue for the exploration of a new mechanism of virus evolution. It is time to take into account both the selection pressure of the immune system and that imposed by the cellular receptors of viruses in their genetic drift.</p>
</sec>
<sec id="s4" sec-type="data-availability">
<title>Data availability statement</title>
<p>The original contributions presented in the study are included in the article/supplementary materials. Further inquiries can be directed to the corresponding author.</p>
</sec>
<sec id="s5" sec-type="author-contributions">
<title>Author contributions</title>
<p>All authors listed have made a substantial, direct, and intellectual contribution to the work and approved it for publication. All authors contributed to the article and approved the submitted version.</p>
</sec>
</body>
<back>
<sec id="s6" sec-type="funding-information">
<title>Funding</title>
<p>This work was supported by the French Government under the &#x201c;Investissements d&#x2019;avenir&#x201d; (Investments for the Future) program managed by the Agence Nationale de la Recherche (ANR, FR: National Agency for Research), (reference: M&#xe9;diterran&#xe9;e Infection 10-IAHU-03) and an annual budget allocation from the Aix-Marseille University and the &#x201c;Institut de Recherche pour le D&#xe9;veloppement&#x201d; (IRD) to the Microbes Evolution Phylogeny and Infection (MEPHI) laboratory.</p>
</sec>
<sec id="s7" sec-type="COI-statement">
<title>Conflict of interest</title>
<p>CD owns shares in the Sanofi and Merck pharmaceutical companies.</p>
<p>The remaining author declares that the research was conducted in the absence of any commercial or financial relationships that could be constructed as a potential conflict of interest.</p>
</sec>
<sec id="s8" 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>
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