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<front>
<journal-meta>
<journal-id journal-id-type="publisher-id">Front. Allergy</journal-id>
<journal-title>Frontiers in Allergy</journal-title>
<abbrev-journal-title abbrev-type="pubmed">Front. Allergy</abbrev-journal-title>
<issn pub-type="epub">2673-6101</issn>
<publisher>
<publisher-name>Frontiers Media S.A.</publisher-name>
</publisher>
</journal-meta>
<article-meta>
<article-id pub-id-type="doi">10.3389/falgy.2023.1270344</article-id>
<article-categories>
<subj-group subj-group-type="heading">
<subject>Allergy</subject>
<subj-group>
<subject>Mini Review</subject>
</subj-group>
</subj-group>
</article-categories>
<title-group>
<article-title>Immune signatures predicting the clinical outcome of peanut oral immunotherapy: where we stand</article-title>
</title-group>
<contrib-group>
<contrib contrib-type="author" equal-contrib="yes"><name><surname>Wanniang</surname><given-names>Naphisabet</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="an1"><sup>&#x2020;</sup></xref><uri xlink:href="https://loop.frontiersin.org/people/2063471/overview"/>
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<contrib contrib-type="author" equal-contrib="yes"><name><surname>Boehm</surname><given-names>Theresa-Maria</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="an1"><sup>&#x2020;</sup></xref>
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<role content-type="https://credit.niso.org/contributor-roles/writing-original-draft/"/><uri xlink:href="https://loop.frontiersin.org/people/2382592/bio"/></contrib>
<contrib contrib-type="author"><name><surname>Codreanu-Morel</surname><given-names>Fran&#x00E7;oise</given-names></name>
<xref ref-type="aff" rid="aff3"><sup>3</sup></xref>
<role content-type="https://credit.niso.org/contributor-roles/writing-review-editing/"/></contrib>
<contrib contrib-type="author"><name><surname>Divaret-Chauveau</surname><given-names>Amandine</given-names></name>
<xref ref-type="aff" rid="aff4"><sup>4</sup></xref>
<xref ref-type="aff" rid="aff5"><sup>5</sup></xref>
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<contrib contrib-type="author"><name><surname>Assugeni</surname><given-names>Isabela</given-names></name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
<xref ref-type="aff" rid="aff2"><sup>2</sup></xref><uri xlink:href="https://loop.frontiersin.org/people/2426270/overview" />
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<contrib contrib-type="author"><name><surname>Hilger</surname><given-names>Christiane</given-names></name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref><uri xlink:href="https://loop.frontiersin.org/people/65605/overview" />
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<contrib contrib-type="author" corresp="yes"><name><surname>Kuehn</surname><given-names>Annette</given-names></name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
<xref ref-type="corresp" rid="cor1">&#x002A;</xref><uri xlink:href="https://loop.frontiersin.org/people/65493/overview" />
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<aff id="aff1"><label><sup>1</sup></label><addr-line>Department of Infection and Immunity</addr-line>, <institution>Luxembourg Institute of Health</institution>, <addr-line>Esch-sur-Alzette</addr-line>, <country>Luxembourg</country></aff>
<aff id="aff2"><label><sup>2</sup></label><addr-line>Faculty of Science, Technology and Medicine</addr-line>, <institution>University of Luxembourg</institution>, <addr-line>Esch-sur-Alzette</addr-line>, <country>Luxembourg</country></aff>
<aff id="aff3"><label><sup>3</sup></label><addr-line>Department of Allergology and Immunology</addr-line>, <institution>Centre Hospitalier de Luxembourg-Kanner Klinik</institution>, <addr-line>Luxembourg</addr-line>, <country>Luxembourg</country></aff>
<aff id="aff4"><label><sup>4</sup></label><addr-line>Pediatric Allergy Department, Children&#x2019;s Hospital</addr-line>, <institution>University of Nancy</institution>, <addr-line>Vand&#x0153;uvre-l&#x00E8;s-Nancy</addr-line>, <country>France</country></aff>
<aff id="aff5"><label><sup>5</sup></label><addr-line>EA3450 DevAH, Faculty of Medecine</addr-line>, <institution>University of Lorraine</institution>, <addr-line>Vandoeuvre-l&#x00E8;s-Nancy</addr-line>, <country>France</country></aff>
<author-notes>
<fn fn-type="edited-by"><p><bold>Edited by:</bold> Enza D&#x2019;Auria, Vittore Buzzi Children&#x2019;s Hospital, Italy</p></fn>
<fn fn-type="edited-by"><p><bold>Reviewed by:</bold> Jose Luis Subiza, Inmunotek SL, Spain</p></fn>
<corresp id="cor1"><label>&#x002A;</label><bold>Correspondence:</bold> Annette Kuehn <email>annette.kuehn@lih.lu</email></corresp>
<fn fn-type="equal" id="an1"><label><sup>&#x2020;</sup></label><p>These authors have contributed equally to this work and share first authorship</p></fn>
</author-notes>
<pub-date pub-type="epub"><day>02</day><month>10</month><year>2023</year></pub-date>
<pub-date pub-type="collection"><year>2023</year></pub-date>
<volume>4</volume><elocation-id>1270344</elocation-id>
<history>
<date date-type="received"><day>31</day><month>07</month><year>2023</year></date>
<date date-type="accepted"><day>11</day><month>09</month><year>2023</year></date>
</history>
<permissions>
<copyright-statement>&#x00A9; 2023 Wanniang, Boehm, Codreanu-Morel, Divaret-Chauveau, Assugeni, Hilger and Kuehn.</copyright-statement>
<copyright-year>2023</copyright-year><copyright-holder>Wanniang, Boehm, Codreanu-Morel, Divaret-Chauveau, Assugeni, Hilger and Kuehn</copyright-holder><license license-type="open-access" xlink:href="http://creativecommons.org/licenses/by/4.0/">
<p>This is an open-access article distributed under the terms of the <ext-link ext-link-type="uri" xlink:href="http://creativecommons.org/licenses/by/4.0/">Creative Commons Attribution License (CC BY)</ext-link>. 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>Peanut allergy is a growing health concern that can cause mild to severe anaphylaxis as well as reduced quality of life in patients and their families. Oral immunotherapy is an important therapeutic intervention that aims to reshape the immune system toward a higher threshold dose reactivity and sustained unresponsiveness in some patients. From an immunological point of view, young patients, especially those under 3 years old, seem to have the best chance for therapy success. To date, surrogate markers for therapy duration and response are evasive. We provide a comprehensive overview of the current literature state regarding immune signatures evolving over the course of oral immunotherapy as well as baseline immune conditions prior to the initiation of treatment. Although research comparing clinical and immune traits in the first years of life vs. later stages across different age groups is limited, promising insights are available on immunological endotypes among peanut-allergic patients. The available data call for continued research to fill in gaps in knowledge, possibly in an integrated manner, to design novel precision health approaches for advanced therapeutic interventions in peanut allergy.</p>
</abstract>
<kwd-group>
<kwd>oral immunotherapy</kwd>
<kwd>peanut allergy</kwd>
<kwd>immune response</kwd>
<kwd>immunophenotyping</kwd>
<kwd>immunotherapy</kwd>
<kwd>food allergy</kwd>
</kwd-group><contract-num rid="cn001">&#x00A0;</contract-num><contract-num rid="cn002">PRIDE19/14254520/i2TRON, PRIDE21/16749720/NEXTIMMUNE2</contract-num><contract-num rid="cn003">101072377</contract-num><contract-num rid="cn004">&#x00A0;</contract-num><contract-sponsor id="cn001">Ministry of Research</contract-sponsor><contract-sponsor id="cn002">PRIDE Program</contract-sponsor><contract-sponsor id="cn003">Fonds National de la Recherche (FNR)</contract-sponsor><contract-sponsor id="cn004">European Union&#x2019;s Horizon Europe Research and Innovation Program</contract-sponsor><counts>
<fig-count count="1"/>
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</article-meta>
</front>
<body><sec id="s1" sec-type="intro"><title>Introduction</title>
<sec id="s1a"><title>Peanut allergy: a growing health concern</title>
<p>Food allergies can be IgE-mediated, non-IgE-mediated, or mixed types (<xref ref-type="bibr" rid="B1">1</xref>&#x2013;<xref ref-type="bibr" rid="B3">3</xref>). IgE-mediated peanut allergy (PA) is one of the most common food allergies in both children and adults (<xref ref-type="bibr" rid="B4">4</xref>, <xref ref-type="bibr" rid="B5">5</xref>). PA is also associated with severe reactions and a poor prognosis of outgrowth (10&#x0025;&#x2013;27&#x0025; resolution at 4&#x2013;12 years of age) (<xref ref-type="bibr" rid="B6">6</xref>, <xref ref-type="bibr" rid="B7">7</xref>). PA appears to have the highest prevalence rate of 1&#x0025;&#x2013;2&#x0025; in the Western population (<xref ref-type="bibr" rid="B4">4</xref>). In the United States, PAs increased 3.5-fold between the years 1997 and 2008 (<xref ref-type="bibr" rid="B8">8</xref>), which might vary in other regions (<xref ref-type="bibr" rid="B9">9</xref>). PA negatively affects the quality of life of patients and their caregivers, contributing to a significant financial and healthcare burden for society (<xref ref-type="bibr" rid="B4">4</xref>, <xref ref-type="bibr" rid="B8">8</xref>, <xref ref-type="bibr" rid="B10">10</xref>).</p>
<p>With the advent of immunotherapy options, monitoring therapy success by dissecting changes from a clinical and immunological point of view is strongly needed. Here, we review the present evidence and knowledge gaps for stratifying patients based on immune signatures before starting treatment in different age groups using oral immunotherapy (OIT).</p>
</sec>
<sec id="s1b"><title>Pathophysiology: disturbed epithelial barrier to Th2 immune skewing</title>
<p>PA results from an immune dysregulation to peanut proteins, with cupins (Ara h 1, Ara h 3) and 2S albumins (Ara h 2, Ara h 6) being highly potent allergens (<xref ref-type="bibr" rid="B11">11</xref>). Sensitization to such antigens occurs via damaged epithelial barriers (mainly the skin and gut), resulting in a release of epithelium-derived cytokines, interleukin (IL)-25, IL-33, and thymic stromal lymphopoietin (<xref ref-type="bibr" rid="B12">12</xref>). These &#x201C;alarmins&#x201D; activate dendritic cells (DCs), which captures allergens, inciting the expression of OX40L. OX40l then binds to OX40 on na&#x00EF;ve T cells, skewing the immune system toward a T-helper type 2 (Th2) inflammatory response and producing IL-4, IL-9, and IL-13 (<xref ref-type="bibr" rid="B13">13</xref>&#x2013;<xref ref-type="bibr" rid="B15">15</xref>). Apart from Th2 cells as a hallmark of allergic inflammation, innate lymphoid cells (ILC2) increase in number and secrete proinflammatory cytokines, such as IL-4, IL-5, and IL-13, which affect Th2 differentiation and activate B cells and effector cells [mast cells (MCs), basophils, and eosinophils] (<xref ref-type="bibr" rid="B16">16</xref>, <xref ref-type="bibr" rid="B17">17</xref>). IL-4, secreted by antigen-specific Th2 cells, prompts class switching of B cells, resulting in the production of peanut-specific IgE (sIgE) antibodies. How Th2A cells, a Th2 subpopulation with low proliferation capacity, are involved in IgE production requires further clarification (<xref ref-type="bibr" rid="B18">18</xref>). T follicular helper (Tfh) cells producing IL-13 (Tfh 13) appear to further regulate the production of high-affinity sIgE. sIgE binds to the high-affinity IgE receptor (Fc&#x03B5;RI) on the surface of effector cells such as MCs and basophils (<xref ref-type="bibr" rid="B3">3</xref>, <xref ref-type="bibr" rid="B12">12</xref>, <xref ref-type="bibr" rid="B19">19</xref>).</p>
<p>Upon re-exposure to peanuts, cross-linking of the sIgE bound to effector cells results in cell degranulation. This process induces the release of mediators such as histamine, prostaglandins, tryptase, and platelet-activating factors responsible for clinical manifestations of PA (<xref ref-type="bibr" rid="B20">20</xref>). Other immune processes further reinforce allergic inflammation. In a feedback loop mode, CD209<sup>&#x002B;</sup> monocyte-derived DCs increase the frequency of peanut-specific CD4<sup>&#x002B;</sup> T cells to enhance persisting PA responses (<xref ref-type="bibr" rid="B21">21</xref>).</p>
</sec>
<sec id="s1c"><title>Clinical assessment: understanding variable patterns of clinical reactivity</title>
<p>PA may present with mild symptoms to severe anaphylactic reactions. According to the Allergy Vigilance Network and European anaphylaxis registries, peanut-induced anaphylaxis is mainly common in children (15.4&#x0025; in 2007&#x2013;2018; 20&#x0025; in 2002&#x2013;2020) (<xref ref-type="bibr" rid="B22">22</xref>, <xref ref-type="bibr" rid="B23">23</xref>). Intrinsic and extrinsic factors, such as the clinical history of asthma or previous reaction, sensitization to Ara h 2/Ara h 6, and the presence of cofactors (e.g., exercise and acute infections), may increase the risk of anaphylaxis (<xref ref-type="bibr" rid="B23">23</xref>, <xref ref-type="bibr" rid="B24">24</xref>). Doses eliciting objective symptoms in 10&#x0025; of PA patients appear low, ranging from 2.8 to 6.6&#x2005;mg of peanut protein (<xref ref-type="bibr" rid="B25">25</xref>). However, threshold dose reactivity varies greatly among patients (<xref ref-type="bibr" rid="B26">26</xref>, <xref ref-type="bibr" rid="B27">27</xref>). This variability might be due to multiple reasons, including the presence of cofactors, dietary composition, and digestion kinetics (<xref ref-type="bibr" rid="B28">28</xref>). A subgroup of patients experiences allergic cross-reactions to tree-nuts and botanically related legumes, such as lentil, lupine, and pea (<xref ref-type="bibr" rid="B17">17</xref>, <xref ref-type="bibr" rid="B29">29</xref>&#x2013;<xref ref-type="bibr" rid="B31">31</xref>). Typically, diagnosing PA is straightforward by combining the clinical history of the patient with tests involving peanut extract-sIgE and/or skin tests [95&#x0025; positive predictive value (PPV): sIgE&#x2009;&#x2265;&#x2009;35&#x2005;kU<sub>A</sub>/L at 1 year of age, &#x2265;2.1&#x2005;kU<sub>A</sub>/L at 4 years; skin test wheal &#x2265;8&#x2005;mm] (<xref ref-type="bibr" rid="B32">32</xref>&#x2013;<xref ref-type="bibr" rid="B34">34</xref>). Using single allergens for sIgE quantification further enhances the diagnostic accuracy (e.g., Ara h 2&#x2009;&#x2265;&#x2009;42.2&#x2005;kU<sub>A</sub>/L in children between 2 and 7 years with PPV &#x003E;95&#x0025;) (<xref ref-type="bibr" rid="B35">35</xref>). Although often limited to research settings, the basophil activation test (BAT) can also be used in diagnosing PA; however, oral food challenges (OFCs) continue to be the gold standard (<xref ref-type="bibr" rid="B36">36</xref>, <xref ref-type="bibr" rid="B37">37</xref>).</p>
</sec>
</sec>
<sec id="s2"><title>Immune signatures in OIT</title>
<sec id="s2a"><title>Immunotherapy in clinical practice: treatment via the oral route</title>
<p>Managing PA based on strict avoidance is a strategy that leaves patients with a reduced quality of life and an increased risk of severe reactions to accidental exposures (<xref ref-type="bibr" rid="B38">38</xref>, <xref ref-type="bibr" rid="B39">39</xref>). While therapeutic treatments with biologicals are under investigation in clinical trials (e.g., monoclonal anti-IgE antibody), OIT is presently the most commonly used treatment (<xref ref-type="bibr" rid="B40">40</xref>). Other alternative routes of immunotherapy (e.g., sublingual and epicutaneous) also show promising results in clinical studies (<xref ref-type="bibr" rid="B41">41</xref>, <xref ref-type="bibr" rid="B42">42</xref>). Based on the extensive literature available on the efficacy of OIT, the Global Allergy and Asthma European Network (GA<sup>2</sup>LEN) recommends OIT for selected PA patients &#x003E;4 years of age (<xref ref-type="bibr" rid="B43">43</xref>). The first OIT treatment using peanut powder was approved recently (<xref ref-type="bibr" rid="B44">44</xref>). Other OIT trials and real-life clinical practice often depend on commercially available food-grade products (e.g., peanut flour or snacks) (<xref ref-type="bibr" rid="B45">45</xref>&#x2013;<xref ref-type="bibr" rid="B47">47</xref>). Overall, clinical outcomes can be highly variable. Through gradually increasing and continued intake of peanut doses, OIT increases the level of threshold dose reactivity as long as patients continue OIT (&#x201C;desensitization&#x201D;) (<xref ref-type="bibr" rid="B48">48</xref>, <xref ref-type="bibr" rid="B49">49</xref>). Efficacy in achieving desensitization appears high (&#x003E;60&#x0025;&#x2013;90&#x0025;), as reported for children &#x003E;3 years, adolescents, and adults (<xref ref-type="bibr" rid="B44">44</xref>, <xref ref-type="bibr" rid="B45">45</xref>, <xref ref-type="bibr" rid="B50">50</xref>). A state of remission, also often referred to as sustained unresponsiveness (SU), reported after a few months of OIT discontinuation, is seen only in a small subset of patients (<xref ref-type="bibr" rid="B51">51</xref>). Earlier trials on OIT used a higher maintenance dose of up to 4,000&#x2005;mg of peanut protein daily, while recent studies have demonstrated similar efficacy with a lower maintenance dose of 300&#x2005;mg (<xref ref-type="bibr" rid="B47">47</xref>, <xref ref-type="bibr" rid="B50">50</xref>, <xref ref-type="bibr" rid="B52">52</xref>&#x2013;<xref ref-type="bibr" rid="B54">54</xref>). However, the exact duration and dose of OIT required to achieve long-term remission are still unclear (<xref ref-type="bibr" rid="B50">50</xref>&#x2013;<xref ref-type="bibr" rid="B53">53</xref>). SU seems to develop more easily during OIT in children under 4 years. Both the IMPACT and DEVIL studies revealed a higher SU rate in younger age groups, 71&#x0025; (&#x003C;2 years) and 78&#x0025; (&#x003C;3 years of age), respectively (<xref ref-type="bibr" rid="B51">51</xref>, <xref ref-type="bibr" rid="B54">54</xref>). From an immunological point of view, such a young patient group seems to be the ideal candidate to start OIT. However, because of safety concerns, the potential for spontaneous resolution, and logistic constraints, the GA<sup>2</sup>LEN recommends OIT at this age based on individual profiles (<xref ref-type="bibr" rid="B43">43</xref>). Thus, a careful patient-centered evaluation remains a crucial prerequisite to OIT (<xref ref-type="bibr" rid="B55">55</xref>&#x2013;<xref ref-type="bibr" rid="B58">58</xref>). The availability of surrogate markers would be an important asset in refining patient selection for OIT in the future (<xref ref-type="fig" rid="F1">Figure&#x00A0;1</xref>).</p>
<fig id="F1" position="float"><label>Figure 1</label>
<caption><p>Clinical and immune parameters at baseline correlating with treatment outcomes of peanut oral immunotherapy. Favorable outcome, i.e., desensitization (ability to successfully complete the build-up phase without adverse reactions requiring epinephrine and reach a set maintenance dose OIT or able to successfully pass an exit OFC) and/or sustained unresponsiveness (ability to pass an exit OFC even after OIT discontinuation). Appropriate eligibility criteria, e.g., good compliance and absence of severe/uncontrolled asthma.</p></caption>
<graphic xmlns:xlink="http://www.w3.org/1999/xlink" xlink:href="falgy-04-1270344-g001.tif"/>
</fig>
<p>We refer to available reference literature for details on the immune mechanisms during OIT (<xref ref-type="bibr" rid="B16">16</xref>, <xref ref-type="bibr" rid="B59">59</xref>, <xref ref-type="bibr" rid="B60">60</xref>). Below, we outline key events of immune changes and integrate these with baseline conditions for different age groups (<xref ref-type="table" rid="T1">Table&#x00A0;1</xref>).</p>
<table-wrap id="T1" position="float"><label>Table 1</label>
<caption><p>Immune signatures correlating with OIT outcomes in peanut-allergic patients.</p></caption>
<table frame="hsides" rules="groups">
<colgroup>
<col align="left"/>
<col align="left"/>
<col align="left"/>
<col align="left"/>
<col align="left"/>
<col align="center"/>
</colgroup>
<thead>
<tr>
<th valign="top" align="left">Age</th>
<th valign="top" align="center">Biomarker</th>
<th valign="top" align="center">Biomarker at OIT baseline</th>
<th valign="top" align="center">Biomarker over OIT course</th>
<th valign="top" align="center">Correlation with immunotherapy outcome</th>
<th valign="top" align="center">Reference</th>
</tr>
</thead>
<tbody>
<tr>
<td valign="top" align="left" colspan="6">Cellular markers</td>
</tr>
<tr>
<td valign="top" align="left" rowspan="2">Infants/toddlers</td>
<td valign="top" align="left" rowspan="4">Th2A cells</td>
<td valign="top" align="left" rowspan="2">CD154<sup>&#x002B;</sup> and CD137<sup>&#x002B;</sup> pTeff expressing CRTH2<sup>&#x002B;</sup>CCR6<sup>&#x2212;</sup>CXCR5<sup>&#x2212;</sup> in PBMC following <italic>ex vivo</italic> stimulation</td>
<td valign="top" align="left" rowspan="2">N/A</td>
<td valign="top" align="left">Desensitized patients had a Th2A-high immunotype at baseline (&#x003E;20&#x0025; of pTeff) while patients who achieved SU had a Th2A-low immunotype (&#x003C;20&#x0025; of pTeff)</td>
<td valign="top" align="center" rowspan="2">(<xref ref-type="bibr" rid="B18">18</xref>)</td>
</tr>
<tr>
<td valign="top" align="left">PA reactors (positive DBPCFC at &#x2264;100&#x2005;mg peanut protein) have a higher frequency of Th2A<sup>&#x002B;</sup> pTeff cells compared with non-reactors at baseline</td>
</tr>
<tr>
<td valign="top" align="left" rowspan="8">Children (older than 4 years) to adults</td>
<td valign="top" align="left" rowspan="2">N/A</td>
<td valign="top" align="left" rowspan="2">GATA3, IL17RB, and PTGDR2 expression in isolated PBMC by single-cell RNA-seq</td>
<td valign="top" align="left">Lack of suppression of Th2A cells (determined by decrease in Th2 gene module expression) at maintenance OIT (12 weeks after maximum dose was reached) was associated with treatment failure</td>
<td valign="top" align="center" rowspan="2">(<xref ref-type="bibr" rid="B61">61</xref>)</td>
</tr>
<tr>
<td valign="top" align="left">Failure is defined as not achieving the minimum maintenance dose (600&#x2005;mg) of peanut protein by 12 months, an ED&#x2009;&#x003C;&#x2009;1,443&#x2005;mg at DBPCFC2, ED at DBPCFC3&#x2009;&#x003C;&#x2009;443&#x2005;mg, or &#x003C;10-fold more than that at DBPCFC1</td>
</tr>
<tr>
<td valign="top" align="left">Th1, Th17 cells</td>
<td valign="top" align="left">Increased expression of OX40, OX40L, STAT1, Th1, and Th17 gene modules by the transcriptomic approach</td>
<td valign="top" align="left">N/A</td>
<td valign="top" align="left">Baseline non-Th2 inflammation was associated with treatment failure</td>
<td valign="top" align="center">(<xref ref-type="bibr" rid="B61">61</xref>)</td>
</tr>
<tr>
<td valign="top" align="left" rowspan="4">Basophil</td>
<td valign="top" align="left" rowspan="2">&#x0025; of CD63high PE AUC in whole blood</td>
<td valign="top" align="left" rowspan="2">N/A</td>
<td valign="top" align="left">Basophil &#x201C;non-responders/low responders&#x201D; (peanut-induced &#x0025;CD63<sup>high</sup> dose&#x2013;response AUC&#x2009;&#x003C;&#x2009;12.09) had better treatment outcomes, where 83&#x0025; and 33&#x0025; of patients who discontinued OIT after 2 years passed OFC up to 4&#x2005;g of peanut protein at weeks 117 (&#x223C;3 months after OIT discontinuation) and 156 (1 year post-OIT), respectively. When considering patients who continued OIT at a maintenance dose of 300&#x2005;mg daily, 91&#x0025; and 55&#x0025; passed OFC at weeks 117 and 156, respectively.</td>
<td valign="top" align="center" rowspan="2">(<xref ref-type="bibr" rid="B62">62</xref>)</td>
</tr>
<tr>
<td valign="top" align="left">Only 17&#x0025; basophil &#x201C;high responders&#x201D; (peanut-induced &#x0025;CD63<sup>high</sup> dose&#x2013;response AUC&#x2009;&#x003E;&#x2009;97.37) passed OFC at weeks 117 and 156.</td>
</tr>
<tr>
<td valign="top" align="left" rowspan="2">N/A</td>
<td valign="top" align="left" rowspan="2">AUC to Ara h 2 by indirect basophil activation assay</td>
<td valign="top" align="left">Sensitivity of basophils to Ara h 2 significantly reduced as early as 3 months of OIT and persisted even post-OIT discontinuation in patients who attained SU (passed 5&#x2005;g of peanut protein OFC after 4 weeks of OIT avoidance).</td>
<td valign="top" align="center" rowspan="2">(<xref ref-type="bibr" rid="B63">63</xref>)</td>
</tr>
<tr>
<td valign="top" align="left">For patients who were only transiently desensitized (failed OFC after 4 weeks of OIT discontinuation), this early change during OIT was unobserved, and they had a significant rebound in their basophil AUC when OIT was discontinued.</td>
</tr>
<tr>
<td valign="top" align="left">Myeloid DC</td>
<td valign="top" align="left">N/A</td>
<td valign="top" align="left">TNF-&#x03B1;-producing HLADR<sup>&#x002B;</sup>CD11c<sup>&#x002B;</sup> mDC in PBMC following <italic>ex vivo</italic> stimulation</td>
<td valign="top" align="left">OIT resulted in a decreased frequency of these DCs in &#x201C;OIT responders&#x201D; (defined as a successful build-up phase without adverse reactions requiring epinephrine and achieved maintenance dose), while &#x201C;non-responders&#x201D; showed an increase in these cells.</td>
<td valign="top" align="center">(<xref ref-type="bibr" rid="B64">64</xref>)</td>
</tr>
<tr>
<td valign="top" align="left" colspan="6">Serological markers</td>
</tr>
<tr>
<td valign="top" align="left" rowspan="4">Preschool toddlers</td>
<td valign="top" align="left">Peanut-sIgE</td>
<td valign="top" align="left">&#x003C;35&#x2005;kU<sub>A</sub>/L</td>
<td valign="top" align="left">N/A</td>
<td valign="top" align="left">93&#x0025; (25/27) of the patients attained SU (defined as lack of reactivity to a challenge with 5,000&#x2005;mg of peanuts after 4 weeks of OIT discontinuation).</td>
<td valign="top" align="center">(<xref ref-type="bibr" rid="B51">51</xref>, <xref ref-type="bibr" rid="B65">65</xref>)</td>
</tr>
<tr>
<td valign="top" align="left">Ara h 2-IgE</td>
<td valign="top" align="left">&#x003C;24&#x2005;kU<sub>A</sub>/L</td>
<td valign="top" align="left">N/A</td>
<td valign="top" align="left">93&#x0025; (25/27) of the patients with Ara h 2 sIgE below the cut-off attained SU</td>
<td valign="top" align="center">(<xref ref-type="bibr" rid="B50">50</xref>, <xref ref-type="bibr" rid="B65">65</xref>)</td>
</tr>
<tr>
<td valign="top" align="left">sIgE and Ara h 2 sIgE</td>
<td valign="top" align="left">&#x003C;35&#x2005;kU<sub>A</sub>/L and &#x003C;24&#x2005;kU<sub>A</sub>/L, respectively</td>
<td valign="top" align="left">N/A</td>
<td valign="top" align="left">Taking these cut-offs together, the PPV of attaining SU was 0.93</td>
<td valign="top" align="center">(<xref ref-type="bibr" rid="B66">66</xref>)</td>
</tr>
<tr>
<td valign="top" align="left">Ara h 6-IgE</td>
<td valign="top" align="left">Component-specific IgE</td>
<td valign="top" align="left">N/A</td>
<td valign="top" align="left">Lower component sIgE to Ara h 6 predicted desensitization (passed DBPCFC to 5&#x2005;g peanut protein after 134 weeks of OIT)</td>
<td valign="top" align="center">(<xref ref-type="bibr" rid="B51">51</xref>)</td>
</tr>
<tr>
<td valign="top" align="left" rowspan="5">Children to adults</td>
<td valign="top" align="left" rowspan="2">Peanut-sIgE</td>
<td valign="top" align="left" rowspan="2">Extract-specific IgE</td>
<td valign="top" align="left" rowspan="2">N/A</td>
<td valign="top" align="left">Lower peanut-sIgE correlated with successful OFC at week 117 in both peanut-0 (discontinued OIT after 2 years of active intake) and peanut-300 (after 2 years of active intake, continued with low MD of 300&#x2005;mg/daily) groups.</td>
<td valign="top" align="center" rowspan="3">(<xref ref-type="bibr" rid="B50">50</xref>, <xref ref-type="bibr" rid="B65">65</xref>)</td>
</tr>
<tr>
<td valign="top" align="left">Lower peanut-sIgE predicted remission (passed DBPCFC to 5&#x2005;g peanut protein after 26 weeks of OIT discontinuation).</td>
</tr>
<tr>
<td valign="top" align="left">Ara h 2-IgE</td>
<td valign="top" align="left">Component-specific</td>
<td valign="top" align="left">N/A</td>
<td valign="top" align="left">Lower Ara h 2-sIgE correlated with successful OFC at week 117 in both peanut-0 (discontinued OIT after 2 years of active intake) and peanut-300 (after 2 years of active intake, continued with low MD of 300&#x2005;mg/daily) groups</td>
</tr>
<tr>
<td valign="top" align="left">sIgE/total IgE</td>
<td valign="top" align="left">Extract-specific IgE and total IgE</td>
<td valign="top" align="left">N/A</td>
<td valign="top" align="left">Higher risk of treatment failure with high sIgE/total IgE ratio at baseline</td>
<td valign="top" align="center">(<xref ref-type="bibr" rid="B50">50</xref>)</td>
</tr>
<tr>
<td valign="top" align="left">sIgG4/sIgE</td>
<td valign="top" align="left">Extract-specific IgE and IgG4</td>
<td valign="top" align="left">N/A</td>
<td valign="top" align="left">A higher ratio was significantly associated with successful OFC at week 117 in the peanut-0 group (discontinued OIT after 2 years of active intake).</td>
<td valign="top" align="center">(<xref ref-type="bibr" rid="B50">50</xref>)</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<fn id="table-fn1"><p>PE, peanut extract; PBMC, peripheral blood mononuclear cell; N/A, not available.</p></fn>
</table-wrap-foot>
</table-wrap>
</sec>
<sec id="s2b"><title>Immune changes occurring through OIT in children and adults</title>
<sec id="s2b1"><title>Th2 pathway</title>
<p>Early during OIT, CD63<sup>&#x002B;</sup> or CD203c<sup>&#x002B;</sup> basophil activation capacity decreases (<xref ref-type="bibr" rid="B62">62</xref>, <xref ref-type="bibr" rid="B67">67</xref>). This rapid threshold increase in effector cell activation correlates with clinical desensitization and decreased skin test wheal diameter (<xref ref-type="bibr" rid="B59">59</xref>). Simultaneously, an initial peanut-specific IgE increase occurs during the build-up phase (<xref ref-type="bibr" rid="B51">51</xref>, <xref ref-type="bibr" rid="B55">55</xref>). Expanding peanut-specific Th2 cells and memory B cells most likely contributes to the transient increase in peanut-sIgE (<xref ref-type="bibr" rid="B59">59</xref>, <xref ref-type="bibr" rid="B68">68</xref>). During the maintenance phase, sIgE levels slowly decrease. This decline persists with ongoing treatment, as reflected by peanut-sIgE to total IgE (tIgE) ratios (<xref ref-type="bibr" rid="B69">69</xref>&#x2013;<xref ref-type="bibr" rid="B71">71</xref>). As immunotherapy progresses, there is a reduction in the proliferative capacity of the pathogenic Th2 cells, along with a selective deletion of these cells and a decrease in the production of Th2 cytokines (IL-3, IL-5, and IL-9) (<xref ref-type="bibr" rid="B3">3</xref>). Such a downregulation appears to occur at both low (300&#x2005;mg) and high (3,000&#x2005;mg) maintenance doses (<xref ref-type="bibr" rid="B72">72</xref>). Indeed, this downregulation also correlates with clinical effects, as reported in the Probiotic Peanut Oral Immunotherapy (PPOIT) study based on reprogramming Th2 gene networks in the CD4<sup>&#x002B;</sup> T cell compartment (<xref ref-type="bibr" rid="B73">73</xref>). Expanding IL-10-producing regulatory T cells (Tregs) or B cells (Bregs) may be responsible for coordinating these events (<xref ref-type="bibr" rid="B59">59</xref>). IL-10 may also play a role in the induction of allergen-specific sIgG4, another hallmark of OIT (<xref ref-type="bibr" rid="B3">3</xref>, <xref ref-type="bibr" rid="B44">44</xref>), as well as in other routes of allergen-specific immunotherapy (<xref ref-type="bibr" rid="B74">74</xref>&#x2013;<xref ref-type="bibr" rid="B76">76</xref>).</p>
</sec>
<sec id="s2b2"><title>Non-Th2 pathways</title>
<p>Manohar et al. showed that omalizumab-facilitated multi-OIT was able to not only decrease the frequency of peanut-reactive IL-4<sup>&#x002B;</sup>CD4<sup>&#x002B;</sup> T cells but also modulate CD8<sup>&#x002B;</sup> T cells, &#x03B3;&#x03B4; T cells, and patterns of homing marker expression. The expression of homing receptor G protein-coupled receptor 15 (GPR15) was downregulated on CD4<sup>&#x002B;</sup>CD8<sup>&#x002B;</sup> and &#x03B3;&#x03B4; T cells on treatment with omalizumab, which persisted when multi-OIT was continued. Skin homing markers such as C-C motif chemokine receptor type 4 (CCR4) and cutaneous leucocyte-associated antigen receptor (CLA) were upregulated on CD4<sup>&#x002B;</sup> and CD8<sup>&#x002B;</sup> T effector memory cells, respectively. The authors hypothesized that omalizumab-facilitated OIT could modulate effector T cell trafficking to target tissues (<xref ref-type="bibr" rid="B77">77</xref>).</p>
</sec>
<sec id="s2b3"><title>Innate immune response</title>
<p>Zhou et al. demonstrated the role of natural killer (NK; CD56<sup>&#x002B;</sup>, CD16<sup>&#x002B;</sup>) cells in PA. Following OIT, fewer activated CD69<sup>&#x002B;</sup> NK cells were expressing both Th2 and Th1 cytokines upon peanut stimulation, which reduced significantly at the end of the maintenance phase compared with the baseline (<xref ref-type="bibr" rid="B66">66</xref>). In a small group of six PA children, OIT deviated the positive feedback loop between CD209<sup>&#x002B;</sup> monocyte-derived DCs and peanut-specific T cells, indicating the termination of PA responses (<xref ref-type="bibr" rid="B21">21</xref>).</p>
</sec>
<sec id="s2b4"><title>Changes over OIT&#x2014;infant/toddler vs. later in life</title>
<p>The detailed immune changes during OIT reported above were observed in patients older than 4 years. As infants and toddlers have a much better SU rate than older children, corresponding data are urgently needed to link their functionally distinct and uniquely regulated immune response to an improved OIT outcome (<xref ref-type="bibr" rid="B78">78</xref>).</p>
</sec>
</sec>
<sec id="s2c"><title>Immune characteristics at OIT baseline linked to different age groups</title>
<sec id="s2c1"><title>Baseline immune cell profile</title>
</sec>
<sec id="s2d1"><title>Heterogeneity of antigen-specific CD4<sup>&#x002B;</sup> T cells</title>
<p>Repertoires of peanut-reactive effector CD154<sup>&#x002B;</sup> T cells (pTeff) might vary among patients (<xref ref-type="bibr" rid="B79">79</xref>). Monian et al. (<xref ref-type="bibr" rid="B61">61</xref>) described the baseline characteristics of peanut-reactive CD4<sup>&#x002B;</sup> T cells and their correlation with clinical responses in PA patients aged 7 years and older. Six subtypes of highly clonal peanut-reactive pTeff were identified, namely, three Th2 phenotypes (Tfh2-like: high in costimulatory marker, CXCR5 and PDCD1 gene expression, resembling Tfh13 subsets; Th2reg-like: FOXP3 and TNFRSF9; and Th2A-like: GATA3, IL17RB, and PTGDR2), two Th1 phenotypes (Tfh1-like and Th1-conventional/conv), and one Th17 subtype. Lack of Th2A-like suppression during OIT positively correlated with poor treatment outcomes. In addition, a high degree of baseline inflammation seen by increased expression of inflammatory gene signatures on Th1 and Th17 cells (OX40, OX40L, STAT1, IL-17, and GPR15 genes) was associated with immunotherapy failure, indicating that an existing non-Th2 inflammation could limit successful OIT (<xref ref-type="bibr" rid="B61">61</xref>). In line with these findings, Calise et al. (<xref ref-type="bibr" rid="B18">18</xref>) confirmed pTeff baseline responses in the IMPACT trial, with PA children less than 4 years of age. Using <italic>ex vivo</italic> T cell profiling and flow cytometry, they described three main subtypes that were stable in the absence of OIT, namely, conventional Th2 (CRTH2<sup>&#x2212;</sup>CXCR5<sup>&#x2212;</sup>CXCR3<sup>&#x2212;</sup>CCR6<sup>&#x2212;</sup>CCR4<sup>&#x002B;</sup>), Th2A (CRTH2&#x2009;<sup>&#x002B;&#x2009;</sup>CCR6<sup>&#x2212;</sup>), and Th17-like (CRTH2<sup>&#x2212;</sup>CCR6<sup>&#x002B;</sup>).</p>
</sec>
<sec id="s2e1"><title>Antigen-specific Th2 CD4<sup>&#x002B;</sup> T cell subsets</title>
<p>Based on previous findings, Berin et al. collectively described peanut-reactive CD4<sup>&#x002B;</sup> T cells as &#x201C;Type 2 cells&#x201D; encompassing Th2, Th2A, and Tfh13 subsets based on CD154 positivity and co-expression of IL-4 or IL-13 in PA patients from the Consortium for Food Allergy Research (CoFAR6 cohort) trial (<xref ref-type="bibr" rid="B80">80</xref>&#x2013;<xref ref-type="bibr" rid="B82">82</xref>).</p>
<p>In PA patients aged 4 years and older, Bajzik et al. reported the role of Th2A pTeff in a subset of 42 patients from the PALISADE trial. Baseline conditions of patients with a low threshold dose reactivity (&#x2264;100&#x2005;mg peanut protein) show a high frequency of pTeff cells predominantly of the Th2A phenotype (CRTH2<sup>&#x002B;</sup> pTeff). These Th2A cells also correlated with initial sIgE (<xref ref-type="bibr" rid="B44">44</xref>, <xref ref-type="bibr" rid="B83">83</xref>). Luce et al. supported the selective suppression of those cells and showed similar findings under omalizumab-facilitated multi-OIT in 42 patients aged 5 years and older (here, the Th2A cell phenotype is CD4<sup>&#x002B;</sup>CD45RO<sup>&#x002B;</sup>CD45RB<sup>&#x2212;</sup>CD27<sup>&#x2212;</sup>CD49d<sup>&#x002B;</sup>CD161<sup>&#x002B;</sup>) (<xref ref-type="bibr" rid="B84">84</xref>). In PA children less than 4 years of age, the investigators of the IMPACT trial demonstrated that low baseline levels of Th2A pTeff cells were associated with SU after OIT completion (<xref ref-type="bibr" rid="B18">18</xref>). PA patients were classified as &#x201C;Th2A-high immunotype&#x201D; if Th2A subsets were &#x003E;20&#x0025; of total pTeff or &#x201C;Th2A-low&#x201D; if Th2A is &#x003C;20&#x0025; of pTeff. The Th2A-high immunotype is related to higher sIgE, sIgG4, and pTeff compared with the Th2A-low group. During active OIT, there was a selective decrease in the frequency of Th2A cells in all patients. Importantly, desensitized patients had a Th2A-high immunotype at baseline, while patients who achieved SU had a Th2A-low immunotype (desensitization refers to being able to tolerate 5&#x2005;g of peanut protein by week 134 without severe symptoms; meanwhile, SU means remaining desensitized despite 26 weeks of OIT discontinuation).</p>
</sec>
<sec id="s2f1"><title>CCR6<sup>&#x002B;</sup> peanut-reactive effector CD154<sup>&#x002B;</sup> T cell subset</title>
<p>In a subset of PA patients with low sIgE values at baseline, Th17-like CCR6<sup>&#x002B;</sup> pTeff appear to be the dominant immunotype, with inverse correlation to Th2A pTeff frequency (<xref ref-type="bibr" rid="B18">18</xref>, <xref ref-type="bibr" rid="B81">81</xref>, <xref ref-type="bibr" rid="B83">83</xref>). Bajzik et al. also showed that non-reactors [negative double-blind placebo-controlled food challenge (DBPCFC) at &#x2264;100&#x2005;mg peanut protein] had higher circulating CCR6<sup>&#x002B;</sup> pTeff at baseline compared with PA individuals with lower threshold dose reactivity. A transcriptomic analysis of these cells revealed the expression of Th1/Th17 and Treg-related genes (IFN-&#x03B3;, ROR&#x03B3;t, IL-17A, IL-17F, IL-22, IL-23R, CCL20, and FOXP3) (<xref ref-type="bibr" rid="B83">83</xref>). Reports on whether OIT affects this cell subtype are conflicting. In the PALISADE cohort, OIT did not modulate the frequency of this T cell subset, while in a multi-OIT study with omalizumab, the frequency of Th17 cells (CD4<sup>&#x002B;</sup>CCR4<sup>&#x002B;</sup>CCR6<sup>&#x002B;</sup>) was reduced at week 30 (<xref ref-type="bibr" rid="B84">84</xref>).</p>
</sec>
<sec id="s2g1"><title>TNF-&#x03B1;-producing dendritic cells</title>
<p>In PA children aged 5&#x2013;12 years, OIT &#x201C;responders&#x201D; (defined as a successful build-up phase without adverse reactions requiring epinephrine and achieved maintenance dose) exhibited a decreased frequency of TNF-&#x03B1;-producing myeloid DC (mDC; defined as HLADR<sup>&#x002B;</sup>CD11c<sup>&#x002B;</sup>) (<xref ref-type="bibr" rid="B64">64</xref>). On the other hand, &#x201C;non-responders&#x201D; (defined as children with &#x2265;1 adverse event requiring epinephrine and not reaching set maintenance doses) showed an increase in TNF-&#x03B1;-producing mDC. Moreover, responders had a transient reduced OX40L expression on mDCs at week 18 of OIT, contrary to non-responders. These findings suggested that a reduced proinflammatory DC phenotype in DCs could potentially contribute to predicting OIT outcomes.</p>
</sec>
<sec id="s2h1"><title>Proportion of activated CD63<sup>&#x002B;</sup>/CD203c<sup>&#x002B;</sup> basophils</title>
<p>The upregulation of degranulation markers such as CD63 and CD203c is commonly used to express basophil activation upon <italic>ex vivo</italic> stimulation utilizing the area under the curve (AUC) from dose&#x2013;response curves. Basophil activation correlates with clinical outcomes during OFC and OIT (<xref ref-type="bibr" rid="B63">63</xref>, <xref ref-type="bibr" rid="B85">85</xref>).</p>
<p>In 120 PA patients aged 5&#x2013;55 years from the POISED study, participants were stratified as basophil &#x201C;non/low,&#x201D; &#x201C;intermediate,&#x201D; and &#x201C;high&#x201D; responders based on their baseline BAT (<xref ref-type="bibr" rid="B62">62</xref>). Briefly, patients were randomized to receive OIT or placebo. After 2 years of OIT, one group continued with a maintenance dose of 300&#x2005;mg while the other discontinued for another year (<xref ref-type="bibr" rid="B50">50</xref>). Non-responders/low responders tolerated a higher cumulative dose at baseline OFC and experienced the most favorable OIT outcomes. Among the patients who discontinued OIT, 83&#x0025; and 33&#x0025; of &#x201C;non-responders&#x201D; passed the food challenge to 4&#x2005;g of peanut protein at 13 and 52 weeks post-therapy, respectively (<xref ref-type="bibr" rid="B62">62</xref>). In another OIT study that included 30 patients aged 7&#x2013;13 years, nine of the 22 patients who were desensitized achieved SU 4 weeks after OIT discontinuation (<xref ref-type="bibr" rid="B63">63</xref>). The baseline BAT did not distinguish between these two treatment outcome groups. However, a decrease in the BAT to the major peanut allergen Ara h 2 as early as 3 months of OIT correlated with SU.</p>
</sec>
<sec id="s2i1"><title>OIT prediction&#x2014;infant/toddler vs. later in life</title>
<p>The above-detailed baseline characteristics that might allow the prediction of OIT outcomes have been mainly reported in patients older than 4 years. The first data from the IMPACT trial, targeting infants/toddlers, revealed the involvement of Th2A-related immunotypes. Further studies are needed on this very young age group.</p>
</sec>
</sec>
<sec id="s2j"><title>Baseline humoral profile</title>
<p>Considering the difficulty of stratifying patients based on their &#x201C;immunotype&#x201D; in a real-life setting, the utility of serological parameters as markers of treatment outcomes remains an area of interest. In 2017, the DEVIL study confirmed the safety and efficacy of peanut OIT in preschool children younger than 3 years of age. Baseline sIgE and Ara h 2 IgE values were negatively correlated with SU (<xref ref-type="bibr" rid="B54">54</xref>). To further evaluate the utility of these serological markers in the same cohort, Dreskin et al. (<xref ref-type="bibr" rid="B65">65</xref>) used cut-off values of 35 and 25&#x2005;kU<sub>A</sub>/L for peanut-sIgE and Ara h 2-sIgE, respectively, to correlate those with the likelihood of achieving SU. To date, only two large randomized control studies have assessed SU to peanut OIT after a prolonged duration of peanut avoidance. Chinthrajah et al. (<xref ref-type="bibr" rid="B50">50</xref>) reported that patients over 4 years old who participated in the POISED study with a higher baseline peanut-sIgE/tIgE ratio and Ara h 1 and Ara h 2 IgE titer had a higher risk of treatment failure. Similarly, Jones et al., in a cohort of children from the IMPACT study (&#x2264;4 years of age), demonstrated that lower baseline sIgE levels were correlated with the likelihood of &#x201C;remission&#x201D; (<xref ref-type="bibr" rid="B51">51</xref>).</p>
<p><xref ref-type="table" rid="T1">Table&#x00A0;1</xref> highlights a brief summary of the baseline immune signatures that correlate with peanut OIT outcomes.</p>
</sec>
</sec>
<sec id="s3" sec-type="conclusions"><title>Conclusions</title>
<p>Peanut OIT has proven effective in desensitizing the majority of PA patients and achieving SU in a selected group, which is why it appears to be a promising approach in patient care. However, there are also significant challenges to implementing OIT in real life, where limitations apply to patients (e.g., risk and eligibility profiles to consider) and clinics (e.g., lack of expert centers for frequent visits and OFC). Furthermore, the optimal window of opportunity to start OIT, maintenance dose, frequency, and duration still need to be defined. The IMPACT and DEVIL trials, two recent landmark studies, suggested the optimal timing at the age of less than 3 years. Further studies are needed to compare clinical outcomes in different age groups and dissect underlying endotypes to discover novel surrogate biomarkers predictive of OIT response. In addition to the present findings (<xref ref-type="fig" rid="F1">Figure&#x00A0;1</xref>), further insights might arise from new fields, such as CD8<sup>&#x002B;</sup> T cells and the gut microbiome in OIT or blood immune signatures over OFC, contributing to an integrated knowledge base on predictive OIT markers (<xref ref-type="bibr" rid="B86">86</xref>&#x2013;<xref ref-type="bibr" rid="B88">88</xref>). This integrated approach will pave the way for precision medicine in food allergy treatment.</p>
</sec>
</body>
<back>
<sec id="s4" sec-type="author-contributions"><title>Author contributions</title>
<p>AK: Conceptualization, Supervision, Writing &#x2013; Review &#x0026; editing. NW: Conceptualization, Writing &#x2013; Original draft. TB: Conceptualization, Writing &#x2013; Original draft. FC-M: Writing &#x2013; Review &#x0026; editing. AD-C: Writing &#x2013; Review &#x0026; editing. IA: Writing &#x2013; Review &#x0026; editing. CH: Writing &#x2013; Review &#x0026; editing.</p>
</sec>
<sec id="s5" sec-type="funding-information"><title>Funding</title>
<p>The authors declare that financial support was received for the research, authorship, and/or publication of this article.</p>
<p>The study was supported by the Ministry of Research, Luxembourg, and the PRIDE Program grant PRIDE19/14254520/i2TRON, PRIDE21/16749720/NEXTIMMUNE2 by Fonds National de la Recherche (FNR), Luxembourg, and the Marie Sklodowska-Curie Grant Agreement No. 101072377 by the European Union&#x2019;s Horizon Europe Research and Innovation Program.</p>
</sec>
<sec id="s6" 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>
<p>The authors declared that they were an editorial board member of Frontiers at the time of submission. This had no impact on the peer review process and the final decision.</p>
</sec>
<sec id="s7" sec-type="disclaimer"><title>Publisher&#x0027;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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