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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.2022.949118</article-id>
<article-categories>
<subj-group subj-group-type="heading">
<subject>Immunology</subject>
<subj-group>
<subject>Original Research</subject>
</subj-group>
</subj-group>
</article-categories>
<title-group>
<article-title>Acute Lyme disease IgG N-linked glycans contrast the canonical inflammatory signature</article-title>
</title-group>
<contrib-group>
<contrib contrib-type="author">
<name>
<surname>Haslund-Gourley</surname>
<given-names>Benjamin Samuel</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/1822981"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Grauzam</surname>
<given-names>St&#xe9;phane</given-names>
</name>
<xref ref-type="aff" rid="aff3">
<sup>3</sup>
</xref>
<xref ref-type="aff" rid="aff4">
<sup>4</sup>
</xref>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Mehta</surname>
<given-names>Anand S.</given-names>
</name>
<xref ref-type="aff" rid="aff3">
<sup>3</sup>
</xref>
<xref ref-type="aff" rid="aff4">
<sup>4</sup>
</xref>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Wigdahl</surname>
<given-names>Brian</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/1299947"/>
</contrib>
<contrib contrib-type="author" corresp="yes">
<name>
<surname>Comunale</surname>
<given-names>Mary Ann</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/1826522"/>
</contrib>
</contrib-group>
<aff id="aff1">
<sup>1</sup>
<institution>Department of Microbiology and Immunology, Drexel University College of Medicine</institution>, <addr-line>Philadelphia, PA</addr-line>, <country>United States</country>
</aff>
<aff id="aff2">
<sup>2</sup>
<institution>Institute for Molecular Medicine and Infectious Disease, Drexel University College of Medicine</institution>, <addr-line>Philadelphia, PA</addr-line>, <country>United States</country>
</aff>
<aff id="aff3">
<sup>3</sup>
<institution>GlycoPath</institution>, <addr-line>LLC Charleston, SC</addr-line>, <country>United States</country>
</aff>
<aff id="aff4">
<sup>4</sup>
<institution>Department of Cell and Molecular Pharmacology, Medical University of South Carolina (MUSC)</institution>, <addr-line>Charleston, SC</addr-line>, <country>United States</country>
</aff>
<author-notes>
<fn fn-type="edited-by">
<p>Edited by: Laureline Berthelot, Institut National de la Sant&#xe9; et de la Recherche M&#xe9;dicale (INSERM), France</p>
</fn>
<fn fn-type="edited-by">
<p>Reviewed by: Anastasios E. Germenis, University of Thessaly, Greece; Irena Trbojevi&#x107;-Akma&#x10d;i&#x107;, Genos Glycoscience Research Laboratory, Croatia</p>
</fn>
<fn fn-type="corresp" id="fn001">
<p>*Correspondence: Mary Ann Comunale, <email xlink:href="mailto:mc375@drexel.edu">mc375@drexel.edu</email>
</p>
</fn>
<fn fn-type="other" id="fn002">
<p>This article was submitted to B Cell Biology, a section of the journal Frontiers in Immunology</p>
</fn>
</author-notes>
<pub-date pub-type="epub">
<day>05</day>
<month>08</month>
<year>2022</year>
</pub-date>
<pub-date pub-type="collection">
<year>2022</year>
</pub-date>
<volume>13</volume>
<elocation-id>949118</elocation-id>
<history>
<date date-type="received">
<day>20</day>
<month>05</month>
<year>2022</year>
</date>
<date date-type="accepted">
<day>13</day>
<month>07</month>
<year>2022</year>
</date>
</history>
<permissions>
<copyright-statement>Copyright &#xa9; 2022 Haslund-Gourley, Grauzam, Mehta, Wigdahl and Comunale</copyright-statement>
<copyright-year>2022</copyright-year>
<copyright-holder>Haslund-Gourley, Grauzam, Mehta, Wigdahl and Comunale</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>Lyme disease (LD) infection is caused by <italic>Borrelia burgdorferi</italic> sensu <italic>lato</italic> (Bb). Due to the limited presence of this pathogen in the bloodstream in humans, diagnosis of LD relies on seroconversion. Immunoglobulins produced in response to infection are differentially glycosylated to promote or inhibit downstream inflammatory responses by the immune system. Immunoglobulin G (IgG) N-glycan responses to LD have not been characterized. In this study, we analyzed IgG N-glycans from cohorts of healthy controls, acute LD patient serum, and serum collected after acute LD patients completed a 2- to 3-week course of antibiotics and convalesced for 70-90 days. Results indicate that during the acute phase of Bb infection, IgG shifts its glycosylation profile to include structures that are not associated with the classic proinflammatory IgG N-glycan signature. This unexpected result is in direct contrast to what is reported for other inflammatory diseases. Furthermore, IgG N-glycans detected during acute LD infection discriminated between control, acute, and treated cohorts with a sensitivity of 75-100% and specificity of 94.7-100%.</p>
</abstract>
<kwd-group>
<kwd>Lyme disease</kwd>
<kwd>IgG N-glycans</kwd>
<kwd>glycosylation</kwd>
<kwd>immunoglobulin</kwd>
<kwd>diagnostics - clinical characteristics</kwd>
<kwd>biomarker</kwd>
</kwd-group>
<counts>
<fig-count count="5"/>
<table-count count="2"/>
<equation-count count="0"/>
<ref-count count="97"/>
<page-count count="12"/>
<word-count count="5194"/>
</counts>
</article-meta>
</front>
<body>
<sec id="s1">
<title>Introduction</title>
<p>In 1975, a cluster of children and adults in the small community of Lyme, Connecticut experienced unusual arthritic symptoms. Today, Lyme disease (LD) is the most prevalent vector-borne disease in the US, with an estimated 476,000 annual cases (<xref ref-type="bibr" rid="B1">1</xref>). The causative agent, <italic>Borrelia burgdorferi</italic> sensu lato (Bb), is a spirochete transmitted from the <italic>Ixodes</italic> tick into the human host dermis during its blood meal (<xref ref-type="bibr" rid="B2">2</xref>). The spirochete leaves the blood and disseminates into multiple organ systems in as little as two weeks post-infection (<xref ref-type="bibr" rid="B3">3</xref>&#x2013;<xref ref-type="bibr" rid="B5">5</xref>). Disseminated LD is more challenging to diagnose, and delayed treatment can lead to long-term disability or death (<xref ref-type="bibr" rid="B6">6</xref>, <xref ref-type="bibr" rid="B7">7</xref>). The disease is endemic in the Northeastern US, and incidence rates continue to rise. The US&#x2019;s annual treatment and diagnostic cost is over 4.8 billion USD (<xref ref-type="bibr" rid="B8">8</xref>).</p>
<p>Antibiotic treatment for LD in the acute phase is often curative (<xref ref-type="bibr" rid="B9">9</xref>&#x2013;<xref ref-type="bibr" rid="B12">12</xref>). However, untreated patients and a subset of treated patients progress to disseminated disease (<xref ref-type="bibr" rid="B13">13</xref>, <xref ref-type="bibr" rid="B14">14</xref>), Disseminated disease can result in facial nerve palsy (<xref ref-type="bibr" rid="B15">15</xref>), Lyme Carditis (<xref ref-type="bibr" rid="B16">16</xref>), Lyme Arthritis (<xref ref-type="bibr" rid="B17">17</xref>), Lyme Neuroborreliosis (<xref ref-type="bibr" rid="B18">18</xref>, <xref ref-type="bibr" rid="B19">19</xref>), and long-term disability (<xref ref-type="bibr" rid="B20">20</xref>, <xref ref-type="bibr" rid="B21">21</xref>). Persistent symptoms are reported by 10-20% of patients diagnosed and treated during the acute phase of LD. Persistent symptoms include joint pain, fatigue, and neurocognitive deficits (<xref ref-type="bibr" rid="B10">10</xref>, <xref ref-type="bibr" rid="B22">22</xref>). This highlights the need for an accurate early diagnosis and the ability to track disease resolution.</p>
<p>Current diagnosis is complicated because testing relies on indirect methods. Direct PCR and blood culture methods often fail due to the spirochete&#x2019;s limited presence in the bloodstream, low bacterial counts in circulation, slow replication cycle, the requirement for complex growth media, and specialized microscopy requirements (<xref ref-type="bibr" rid="B23">23</xref>, <xref ref-type="bibr" rid="B24">24</xref>). Hence, indirect methods that rely on the patient&#x2019;s serological response are the principal method of confirming an infection (<xref ref-type="bibr" rid="B25">25</xref>). These indirect methods of acute LD diagnostics based on ELISA and western immunoblot technologies suffer from low sensitivity and a high false-positive rate. Thus, while advances in LD detection research are being made (<xref ref-type="bibr" rid="B26">26</xref>&#x2013;<xref ref-type="bibr" rid="B29">29</xref>), clinicians currently lack a sensitive method to diagnose early disease. Furthermore, clinical assays are unable to determine treatment efficacy, track disease resolution (<xref ref-type="bibr" rid="B30">30</xref>) or diagnose subsequent infections.</p>
<p>Serum protein glycosylation is often altered during inflammatory and autoimmune diseases. The glycosylation profile of immunoglobulins is dynamic and offers a novel immunologic insight into the host&#x2019;s response (<xref ref-type="bibr" rid="B31">31</xref>&#x2013;<xref ref-type="bibr" rid="B34">34</xref>). Glycosylation is the most abundant complex post-translational serum protein modification (<xref ref-type="bibr" rid="B35">35</xref>) and plays a significant role in protein structure and function <italic>in vivo</italic> (<xref ref-type="bibr" rid="B36">36</xref>, <xref ref-type="bibr" rid="B37">37</xref>). IgG has a well-characterized N-glycosylation site on the constant fragment (Fc- Asn-297) region (<xref ref-type="bibr" rid="B38">38</xref>). This site contains complex biantennary glycans with varying degrees of galactose, bisecting N-acetyl-glucosamine, and sialic acid residues. Most notably, the glycans are highly core-fucosylated. IgG glycosylation is dynamic and the glycans present can affect the binding avidity to various Fc&#x3b3; receptors, rate of complement activation, and release of cytokines (<xref ref-type="bibr" rid="B39">39</xref>&#x2013;<xref ref-type="bibr" rid="B42">42</xref>). Previous studies have profiled IgG N-glycans in sera obtained from patients with inflammatory disease (<xref ref-type="table" rid="T1">
<bold>Table&#xa0;1</bold>
</xref>
<bold>)</bold>. Reports indicate a trend for IgG N-glycan reduction in terminal galactose and sialic acid content during inflammatory diseases and this glycan signature is linked to a pro-inflammatory phenotype (<xref ref-type="bibr" rid="B52">52</xref>&#x2013;<xref ref-type="bibr" rid="B58">58</xref>).</p>
<table-wrap id="T1" position="float">
<label>Table&#xa0;1</label>
<caption>
<p>Altered IgG N-glycan Profiles Detected in Inflammatory Diseases.</p>
</caption>
<table frame="hsides">
<thead>
<tr>
<th valign="top" align="left">Disease</th>
<th valign="top" align="center">IgG Fc N-Glycan Profile</th>
<th valign="top" align="center">Method of Detection</th>
<th valign="top" align="center">Source</th>
</tr>
</thead>
<tbody>
<tr>
<td valign="top" align="left">Rheumatoid Arthritis (RA) and Osteoarthritis (OA)</td>
<td valign="top" align="left">Decreased Galactose<break/>Decreased Bisects<break/>Elevated Agalactose</td>
<td valign="top" align="left">Mass Spectrometry &#x2013; MALDI-TOF</td>
<td valign="top" align="center">(<xref ref-type="bibr" rid="B32">32</xref>, <xref ref-type="bibr" rid="B33">33</xref>)</td>
</tr>
<tr>
<td valign="top" align="left">Tuberculosis</td>
<td valign="top" align="left">Decreased Galactose</td>
<td valign="top" align="left">Radiolabels and sequential exoglycosidase digestion</td>
<td valign="top" align="center">(<xref ref-type="bibr" rid="B31">31</xref>, <xref ref-type="bibr" rid="B43">43</xref>)</td>
</tr>
<tr>
<td valign="top" align="left">Infective endocarditis</td>
<td valign="top" align="left">Decreased Galactose</td>
<td valign="top" align="left">Lectin Analysis</td>
<td valign="top" align="center">(<xref ref-type="bibr" rid="B44">44</xref>)</td>
</tr>
<tr>
<td valign="top" align="left">Visceral leishmaniasis</td>
<td valign="top" align="left">Decreased Galactose<break/>Decreased Sialyation<break/>Decreased Bisects</td>
<td valign="top" align="left">Mass Spectrometry &#x2013; MALDI-TOF</td>
<td valign="top" align="center">(<xref ref-type="bibr" rid="B45">45</xref>)</td>
</tr>
<tr>
<td valign="top" align="left">Hepatitis B: chronic infection</td>
<td valign="top" align="left">Decreased Galactose</td>
<td valign="top" align="left">Liquid Chromatography and Mass Spectrometry</td>
<td valign="top" align="center">(<xref ref-type="bibr" rid="B46">46</xref>)</td>
</tr>
<tr>
<td valign="top" align="left">Hepatitis C &#x2013; anti-Gal IgG</td>
<td valign="top" align="left">Decreased Galactose<break/>Increased Fucose</td>
<td valign="top" align="left">Liquid Chromatography and Lectin Analysis</td>
<td valign="top" align="center">(<xref ref-type="bibr" rid="B47">47</xref>)</td>
</tr>
<tr>
<td valign="top" align="left">Liver Fibrosis</td>
<td valign="top" align="left">Increased Bisects<break/>Decreased Galactose</td>
<td valign="top" align="left">Mass Spectrometry &#x2013; MALDI-Imaging</td>
<td valign="top" align="center">(<xref ref-type="bibr" rid="B48">48</xref>)</td>
</tr>
<tr>
<td valign="top" align="left">Inflammatory bowel disease &amp; Crohn&#x2019;s disease</td>
<td valign="top" align="left">Decreased Galactose<break/>Decreased Sialyation</td>
<td valign="top" align="left">Liquid Chromatography and Fluorescent Detection</td>
<td valign="top" align="center">(<xref ref-type="bibr" rid="B34">34</xref>)</td>
</tr>
<tr>
<td valign="top" align="left">Endometriosis</td>
<td valign="top" align="left">Decreased Sialylation &amp; Galactose<break/>Increased Bisects</td>
<td valign="top" align="left">Liquid Chromatography and Fluorescent Detection</td>
<td valign="top" align="center">(<xref ref-type="bibr" rid="B49">49</xref>)</td>
</tr>
<tr>
<td valign="top" align="left">Systemic Lupus</td>
<td valign="top" align="left">Decreased Galactose<break/>Decreased Sialyation<break/>Decreased Fucose<break/>Increased Bisects</td>
<td valign="top" align="left">Liquid Chromatography and Fluorescent Detection</td>
<td valign="top" align="center">(<xref ref-type="bibr" rid="B50">50</xref>)</td>
</tr>
<tr>
<td valign="top" align="left">Moderate COVID-19</td>
<td valign="top" align="left">Decreased Galactose<break/>Increased Agalactose</td>
<td valign="top" align="left">Liquid Chromatography and Mass Spectrometry</td>
<td valign="top" align="center">(<xref ref-type="bibr" rid="B51">51</xref>)</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<fn>
<p>Inflammatory diseases have serum IgG with N-glycan alterations that promote a pro-inflammatory signaling cascade due to a reduction in terminal galactose and sialic acid.</p>
</fn>
</table-wrap-foot>
</table-wrap>
<p>Scientists are beginning to understand how glycosylation reflects health status and influences protein structure and function. IgG glycosylation moieties are associated with specific functions. In general, lowered galactose and sialic acid residue content are reported in inflammatory states (<xref ref-type="table" rid="T1">
<bold>Table&#xa0;1</bold>
</xref>), and conversely, increased galactose is associated with an anti-inflammatory state. Hence, to improve immunotherapy outcomes, pharmaceutical companies glycoengineer monoclonal antibodies with specific glycosylation features to treat cancers and chronic diseases. For example, the effectiveness of intravenous immunoglobulin (IVIG) therapy for autoimmune conditions including Gillian-Barre, Immune Thrombocytopenic Purpura, or Kawasaki disease patients is associated with the increased sialic acid content on the Fc N-glycans of the IVIG (<xref ref-type="bibr" rid="B59">59</xref>&#x2013;<xref ref-type="bibr" rid="B61">61</xref>). In addition, therapeutic monoclonal antibodies are glycoengineered to contain specific a-fucosylated, agalactosylated N-glycans to promote superior half-life and treatment efficacy (<xref ref-type="bibr" rid="B62">62</xref>&#x2013;<xref ref-type="bibr" rid="B65">65</xref>). IgG N-glycan modulation of the immune response during disease reveals another layer of physiologic crosstalk. Evidence indicates that the repertoire of N-glycans present on IgG produced in response to vaccines is dependent on many factors, including age, inflammatory state, and the type of adjuvant (<xref ref-type="bibr" rid="B58">58</xref>).</p>
<p>It is well accepted that N-glycans modulate the function of antibodies and are altered in disease states (<xref ref-type="bibr" rid="B66">66</xref>). We hypothesize that the IgG N-glycan profile of LD patients will reflect the immunological response to the acute LD infection. Thus, this first report of total IgG N-glycans associated with LD will provide insight into the inability of the host immune system to resolve Bb bacterial infection.</p>
</sec>
<sec id="s2">
<title>Material and methods</title>
<sec id="s2_1">
<title>Patient samples</title>
<p>Serum samples (<xref ref-type="table" rid="T2">
<bold>Table&#xa0;2</bold>
</xref>) were obtained from the Bay Area Lyme Disease Biobank and stored at -80&#xb0;C. Serology was determined at Stony Brook University and the Bay Area Lyme Disease Biobank (<xref ref-type="bibr" rid="B67">67</xref>). Human subject research IRB requirements were met (IRB #1808006553). Acute LD patients presented with erythema migrans (EM) rash(es) and donated their blood at the time of clinical diagnosis. Acute LD patients were included in the cohort when their acute LD diagnosis was confirmed using either two-tiered serological studies or PCR identification. Convalescent draws were obtained after patients completed their prescribed course of 14-21 days of antibiotics and convalesced for 70-90 days without further symptoms. We refer to the convalescent cohort as &#x201c;treated&#x201d;. In the pilot study, serum was pooled into three patient cohorts. Seven healthy controls were pooled, 5 acute LD patients were pooled, and 3 treated LD patients were pooled. The resulting three samples were analyzed within the pilot study using HPLC and the GlycoTyper MALDI-TOF methods. In the subsequent confirmatory study using the GlycoTyper method, data was collected from each individual patient: healthy control (n=18), acute (n=18), and patient-matched treated (n=18). Further demographic details for the patient cohorts are presented in <xref ref-type="supplementary-material" rid="SM1">
<bold>Supplemental Table&#xa0;1</bold>
</xref>.</p>
<table-wrap id="T2" position="float">
<label>Table&#xa0;2</label>
<caption>
<p>Patient Samples.</p>
</caption>
<table frame="hsides">
<thead>
<tr>
<th valign="top" align="left"/>
<th valign="top" align="center"/>
<th valign="top" align="center">Sample&#x2018;n&#x2019;</th>
<th valign="top" align="center">Avg Age</th>
<th valign="top" align="center">% Female</th>
<th valign="top" align="center">% Hispanic Latino</th>
<th valign="top" align="center">% Wisconsin</th>
<th valign="top" align="center">% Long Island</th>
<th valign="top" align="center">Serum Collected after treatment?</th>
</tr>
</thead>
<tbody>
<tr>
<td valign="top" align="left">
<bold>Pilot Set</bold>
</td>
<td valign="top" align="left">Control</td>
<td valign="top" align="left">n=7</td>
<td valign="top" align="center">46.4</td>
<td valign="top" align="center">42.9</td>
<td valign="top" align="center">42.9</td>
<td valign="top" align="center">0</td>
<td valign="top" align="center">100</td>
<td valign="top" align="left">Not Applicable</td>
</tr>
<tr>
<td valign="top" align="left">
<bold>Pilot Set</bold>
</td>
<td valign="top" align="left">Lyme disease</td>
<td valign="top" align="left">n=5 Acute n=3 Treated</td>
<td valign="top" align="center">51.4</td>
<td valign="top" align="center">40.0</td>
<td valign="top" align="center">40.0</td>
<td valign="top" align="center">0</td>
<td valign="top" align="center">100</td>
<td valign="top" align="left">Yes</td>
</tr>
<tr>
<td valign="top" align="left">
<bold>Confirmatory Set</bold>
</td>
<td valign="top" align="left">Control</td>
<td valign="top" align="left">n=18</td>
<td valign="top" align="center">51.3</td>
<td valign="top" align="center">40.9</td>
<td valign="top" align="center">22.7</td>
<td valign="top" align="center">18.2</td>
<td valign="top" align="center">81.8</td>
<td valign="top" align="left">Not Applicable</td>
</tr>
<tr>
<td valign="top" align="left">
<bold>Confirmatory Set</bold>
</td>
<td valign="top" align="left">Lyme disease</td>
<td valign="top" align="left">n=18 Acute n=18 Treated</td>
<td valign="top" align="center">53.1</td>
<td valign="top" align="center">40.0</td>
<td valign="top" align="center">20.0</td>
<td valign="top" align="center">20.0</td>
<td valign="top" align="center">80.0</td>
<td valign="top" align="left">Yes</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<fn>
<p>Healthy Control and Lyme disease LD with matched Acute and Post-treatment Demographics of Bay Area Lyme Disease Biobank Serum Samples. Sample ID numbers are linked to demographic details including age, sex, ethnicity, and if the patient donated a post-treatment convalescent serum sample.</p>
</fn>
</table-wrap-foot>
</table-wrap>
</sec>
<sec id="s2_2">
<title>HPLC IgG N-glycan analysis</title>
<p>IgG was purified from 5&#x3bc;L of pooled serum using Protein A/G UltraLink Resin (Thermo Scientific, MA) according to the manufacturer&#x2019;s directions. IgG Heavy Chains (Fc region) were isolated using 1D gel electrophoresis, stained with Coomassie stain and the 50kDa band was excised. Following gel de-staining, the glycans were enzymatically removed and fluorescently labeled following standard in-gel PNGase F and labeling protocols as previously described (<xref ref-type="bibr" rid="B68">68</xref>, <xref ref-type="bibr" rid="B69">69</xref>). The labeled N-glycans were combined with 100% Acetonitrile (30:70) in an HPLC-compatible vial. Fluorescently labeled glycans were subsequently analyzed by high-performance liquid chromatography (HPLC) by using a TSK-Gel Amide 80 column (Tosoh Bioscience LLC). The mobile phase consisted of solvent A (50 mmol/L ammonium formate, pH 4.4) and solvent B (acetonitrile). The gradient used was as follows: a linear gradient from 20% to 58% solvent A at 0.4 mL/min for 152 min followed by a linear gradient from 58% to 100% solvent A for the next 3 minutes. The flow rate was increased to 1.0 mL/min, and the column was washed in 100% solvent A for 5 minutes. Following the wash step, the column was equilibrated in 20% solvent A for 22 minutes in preparation for the next sample run. HPLC analysis was performed using the Waters Alliance HPLC System, complemented with a Waters fluorescence detector, and quantified by the Millennium Chromatography Manager (Waters Corporation). Glycan structures were identified by calculating the glucose unit and GlycoStore database as previously described (<xref ref-type="bibr" rid="B70">70</xref>). The HPLC method overview is provided in <xref ref-type="supplementary-material" rid="SM1">
<bold>Supplemental Figure&#xa0;1A</bold>
</xref>.</p>
</sec>
<sec id="s2_3">
<title>Removal of sialic acids for HPLC and MALDI comparison</title>
<p>Due to the inherent challenges of detecting glycans containing sialic acid using mass spectrometry, HPLC data was collected using samples that were desialylated to allow a direct comparison with the MALDI-FT-ICR method. Beginning with 13&#x3bc;L of the labeled and chromatographically cleaned 2-AB glycans, 4&#x3bc;L 5X pH 6.0 Enzyme Buffer was added before pipette mixing 3&#x3bc;L of Sialidase A (ProZyme (now AdvanceBio), OH). The 20&#x3bc;L final volume was incubated at 32&#xb0;C for 12 hours. Next, the 20&#x3bc;L solution was added to a 10K MWCO concentrator column (Corning, NY) and centrifuged at 12,000 rpm for 10 minutes. The flow-through was collected and combined with an additional 25&#x3bc;L of dH2O before being added back to the 10K MWCO column and centrifuged at 12,000 rpm. This process of collecting the flow-through and combining it with additions of 25&#x3bc;L dH2O was repeated to serially enrich the labeled N-glycans while filtering out the sialidase enzyme. The sample was subsequently dried down <italic>via</italic> SpeedVac holding a vacuum at -28in Hg without added heat and re-suspended in 30&#x3bc;L dH2O. Sialidase-treated samples were then analyzed as outlined for non-sialidase-treated sample in HPLC.</p>
</sec>
<sec id="s2_4">
<title>MALDI-FT-ICR mass spectrometry N-glycan analysis</title>
<p>SolarisX Legacy 7T FT-ICR mass spectrometer equipped with a Matrix-Assisted Laser Desorption/Ionization (MALDI) (Bruker) analysis of total IgG N-glycans is detailed in the literature (<xref ref-type="bibr" rid="B48">48</xref>, <xref ref-type="bibr" rid="B71">71</xref>&#x2013;<xref ref-type="bibr" rid="B73">73</xref>). In brief, 1&#x3bc;L serum diluted in 99&#x3bc;L 1X PBS was incubated with 0.2mg/ml spotted anti-IgG capture antibodies (Bethyl Laboratories Inc., Tx, Cat. Number A80-104) treated with Sialidase A (produced in-house by MUSC), sprayed with PNGase F (produced by N-Zyme, PA) to release N-glycans from captured targets, coated with a matrix, and analyzed for glycan abundance at specific m/z peaks by MALDI-FT-ICR MS using SCiLS Lab software 2022a (Bruker). A capture antibody treated with PBS served as a blank to subtract the N-glycans released from the capture antibody from the final analysis. A MALDI-FT-ICR (referred to as MALDI) method overview is provided in <xref ref-type="supplementary-material" rid="SM1">
<bold>Supplemental Figure&#xa0;1B</bold>
</xref> and is also referred to as the &#x201c;GlycoTyper&#x201d; method.</p>
</sec>
<sec id="s2_5">
<title>Statistical analysis</title>
<p>One-way ANOVA analysis with <italic>post-hoc</italic> Tukey&#x2019;s multiple comparisons test was employed to examine the triplicate datasets for statistically significant differences between cohorts. P&lt;0.05 was considered statistically significant and figures are denoted as having *p&lt;0.05, **p&lt;0.01, ***p&lt;0.001. Figures and statistical analysis were completed using GraphPad Prism 8. Receiver Operating Characteristic (ROC) curves analyzed individual N-glycan abundance levels for diagnostic utility. Results are described using the Oxford nomenclature (<xref ref-type="bibr" rid="B74">74</xref>).</p>
</sec>
</sec>
<sec id="s3">
<title>Results</title>
<p>We demonstrate that total serum IgG N-glycosylation of acutely infected Lyme disease patients contrasts with the typical pro-inflammatory signature often found on other inflammatory diseases. First, a proof-of-concept study was performed using pooled serum to identify the IgG N-glycan signature of healthy control, acute LD, and patient-matched antibiotic-treated LD serum using high-pressure liquid chromatography separation (HPLC) and detection of fluorescently labeled glycans (<xref ref-type="bibr" rid="B75">75</xref>). The samples were subsequently analyzed using the recently developed GlycoTyper MALDI method (<xref ref-type="bibr" rid="B73">73</xref>) which pairs a specific total-IgG capture antibody with subsequent MALDI-FT-ICR imaging (MALDI). The trends in the glycan signatures were reproducible between both platforms, and thus we proceeded to analyze a larger confirmatory set of individual serum samples using the GlycoTyper platform.</p>
<sec id="s3_1">
<title>Acute LD IgG N-glycans gain terminal galactose and sialic acid</title>
<p>HPLC analysis of the glycan signature revealed several statistically significant differences between control and acutely infected patients (<xref ref-type="fig" rid="f1">
<bold>Figure&#xa0;1</bold>
</xref>). Individual glycans were quantitated as a percent of the total glycan profile and compared across cohorts using one-way ANOVA (<xref ref-type="fig" rid="f1">
<bold>Figure&#xa0;1A</bold>
</xref>). Two agalactosylated glycan species, F(6)A2G0 and F(6)A2BG0, decreased in the acute and treated pooled cohorts when compared to controls. There was also an observed decrease in the mono-galactosylated F(6)A2G1 glycan. In addition, we observed significant increases in three glycan species. N-glycans containing terminal di-galactose, with and without core fucose increased significantly (A2G2, F(6)A2G2), as did the core fucosylated mono-sialylated glycan (F(6)A2G2S1). Next, the abundance of IgG N-glycans with specific characteristics were summed to analyze the glycans by class. IgG N-glycans containing bisecting GlcNAc, core-fucose, no galactose, a mono- or digalactose, or a mono- or di-sialylated were respectively summed to present N-glycan class data (<xref ref-type="fig" rid="f1">
<bold>Figure&#xa0;1B</bold>
</xref>). The decrease in the smaller agalactosylated class and an increase in the terminally galactosylated and sialylated glycans was observed. However, bisecting and core-fucosylated N-glycan classes did not significantly vary across cohorts. The only statistical difference observed between the acute and treated patient cohorts was a continued increase in the presence of terminal galactose.</p>
<fig id="f1" position="float">
<label>Figure&#xa0;1</label>
<caption>
<p>Analysis of IgG reveals significant changes in N-glycan structure distribution during acute and treated LD. <bold>(A)</bold> Significant alterations of IgG N-glycans reported by HPLC analysis from pooled serum from control (C), acute (A), or treated (Tr) patients reported as the percent area under the curve (AUC) for each peak determined from the average of triplicate samples. N-glycan structures are displayed below. Control represents pooled healthy age-matched serum n=7, Acute represents pooled serum from two-tiered diagnosed Lyme disease patients n=5, Treated represents patients donating serum a second time 70-90 days after completion of the reportedly curative round of antibiotic treatment (14-21d doxycycline) for Lyme disease n=3. <bold>(B)</bold> Labeled N-glycan classes: Bisecting, Fucosylated, Agalactosylated, Galactosylated, Sialylated detected using HPLC analysis of IgG N-glycans from 3 replicates +/- S.D. Analysis was completed using One-Way ANOVA with <italic>post-hoc</italic> Tukey&#x2019;s multiple comparisons, *p&lt;0.05, **p&lt;0.01, ***p&lt;0.001.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fimmu-13-949118-g001.tif"/>
</fig>
</sec>
<sec id="s3_2">
<title>MALDI-FT-ICR and HPLC detect similar trends of IgG N-glycans in LD</title>
<p>IgG N-glycans were desialylated and the HPLC analysis was compared to the MALDI-FT-ICR method. The IgG N-glycans were grouped by terminal sugar moiety into 4 glycan classes. These groups showed the same trends using both platforms (<xref ref-type="fig" rid="f2">
<bold>Figure&#xa0;2</bold>
</xref>). Significant reductions in agalactosylated N-glycans and significant increases in terminal galactose were identified in the HPLC (<xref ref-type="fig" rid="f2">
<bold>Figure&#xa0;2A</bold>
</xref>) and MALDI glycan analysis platforms (<xref ref-type="fig" rid="f2">
<bold>Figure&#xa0;2B</bold>
</xref>). Both methods indicate there is no significant difference in the abundance of bisecting or core-fucosylated N-glycans when comparing controls, acute and treated patient cohorts. The reproducible shifts in IgG N-glycan abundance within the desialylated glycan classes promoted the use of a larger confirmatory set of LD serum to be analyzed in a high-throughput manner using the MALDI method.</p>
<fig id="f2" position="float">
<label>Figure&#xa0;2</label>
<caption>
<p>Grouping IgG N-glycans by class reveals MALDI and HPLC detect similar trends during LD <bold>(A)</bold> Labeled N-glycan classes: Bisecting, Fucosylated, Agalactosylated, Galactosylated, Sialylated detected using HPLC analysis of desialylated IgG N-glycans grouped by class averaged from 3 replicates of pooled cohorts described in <xref ref-type="fig" rid="f1">
<bold>Figure&#xa0;1</bold>
</xref>. <bold>(B)</bold> MALDI analysis of desialylated IgG N-glycan classes averaged from 2 replicates of pooled cohorts described in <xref ref-type="fig" rid="f1">
<bold>Figure&#xa0;1</bold>
</xref>. Analysis was completed using One-Way ANOVA with <italic>post-hoc</italic> Tukey&#x2019;s multiple comparisons, **p&lt;0.01, ***p&lt;0.001.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fimmu-13-949118-g002.tif"/>
</fig>
</sec>
<sec id="s3_3">
<title>MALDI analysis identifies IgG N-glycosylation signatures of patients with LD</title>
<p>IgG N-glycans from a confirmatory set of healthy control, acute LD, and acute re-drawn serum post-antibiotic treatment patient sera were examined. MALDI analysis of the desialylated IgG N-glycans identified statistically significant shifts of N-glycan species (<xref ref-type="fig" rid="f3">
<bold>Figure&#xa0;3</bold>
</xref>). Several significant differences were detected when comparing control and acute LD. Acute LD patients exhibit a significant decrease in the core fucosylated agalactosylated N-glycan F(6)A2G0 when compared to controls (<xref ref-type="fig" rid="f3">
<bold>Figure&#xa0;3A</bold>
</xref>). Conversely, there was a statistically significant increase in the core fucosylated di-galactosylated N-glycan F(6)A2G2. IgG N-glycans terminating in total galactose or digalactose significantly increased during acute LD compared to healthy controls (<xref ref-type="fig" rid="f3">
<bold>Figure&#xa0;3B</bold>
</xref>). There was no significant difference in the total bisecting or core-fucosylated N-glycans when comparing Acute to healthy control IgG.</p>
<fig id="f3" position="float">
<label>Figure&#xa0;3</label>
<caption>
<p>Confirmatory set of LD patient serum assayed using the high-throughput MALDI method <bold>(A)</bold> IgG N-glycans detected by MALDI analysis of Ab-captured IgG from n=18 cohorts individually run in triplicate +/- S.D. and reported as the percent of the total identified N-glycan m/z peak intensity. N-glycan structures displayed below <bold>(B)</bold> MALDI analysis of desialylated IgG N-glycans grouped by class from n=18 samples per cohort averaged in triplicate +/- S.D. Labeled N-glycan class structures: Bisecting, Fucosylated, Agalactosylated, Galactosylated, and Di-Galactosylated are presented below the respective graph. Analysis was completed using One-Way ANOVA with <italic>post-hoc</italic> Tukey&#x2019;s multiple comparisons, *p&lt;0.05, **p&lt;0.01, ***p&lt;0.001.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fimmu-13-949118-g003.tif"/>
</fig>
<p>We observed a continued perturbation of IgG glycosylation in the post-treatment cohort that does not return towards healthy control baselines for many detected N-glycans. Treated LD patients maintained a significant decrease in the agalactosylated F(6)A2G0 observed in acute LD (<xref ref-type="fig" rid="f3">
<bold>Figure&#xa0;3A</bold>
</xref>). An additional significant drop was seen in two glycan structures, F(6)A2G1 and F(6)A2BG2, when compared with control and acute. Several glycans showed significant increases. Increases that were limited to the treated cohort include the A2G1 and F(6)A2BG1 structures. The F(6)A2G2 continued to increase above the already elevated acute LD cohort level. Grouping the treated timepoint IgG N-glycans revealed a drop in total core-fucose as well as a decrease in the digalactosylated grouped N-glycans (<xref ref-type="fig" rid="f3">
<bold>Figure&#xa0;3B</bold>
</xref>). There was no difference observed for the total bisecting N-glycans between acute and treated timepoints.</p>
<p>These findings align with previous assays from the pooled pilot study experiments. Comparisons of IgG N-glycosylation dependence on age, sex, location of collection, or ethnicity were assessed. There was no statistically significant difference within or between cohorts when applying these metrics (data not shown) with one exception. Healthy control males had 2.3% higher F(6)A2G0 N-glycan profiles compared to their healthy control female counterparts. While IgG N-glycan signatures change during ageing and between sexes, the age- and sex-matched cohorts permitted comparisons across and between the cohorts (<xref ref-type="bibr" rid="B76">76</xref>).</p>
</sec>
<sec id="s3_4">
<title>IgG N-glycans discriminate between healthy control and LD timepoints</title>
<p>Seroconversion is often employed as a LD diagnostic, yet there is great need for a more sensitive, early indicator of disease. Moreover, serological assays for LD cannot differentiate between a patient with acute LD compared to a patient that has recently convalesced from LD. <xref ref-type="fig" rid="f4">
<bold>Figure&#xa0;4</bold>
</xref> reports the efficacy of selected IgG N-glycans to discriminate between healthy and LD patient cohorts. Thresholds for listed N-glycan classes were determined using receiver operating characteristic (ROC) curve. The performance of the discrimination was reported in a confusion matrix (<xref ref-type="supplementary-material" rid="SM1">
<bold>Supplemental Figures&#xa0;2</bold>
</xref>-<xref ref-type="supplementary-material" rid="SM1">
<bold>4</bold>
</xref>). Healthy controls are differentiated from acute serum samples using four N-glycan classes: F(6)A2G0, F(6)A2G2, percent total terminal galactose, and percent terminal di-galactose; resulting in 75% sensitivity, 100% specificity, and 85.7% accuracy. Healthy controls are differentiated from treated LD patient serum using the N-glycan classes: F(6)A2G0, A2G1, F(6)A2G1, F(6)A2G2, F(6)A2BG2, percent total fucose, and percent total terminal galactose; resulting in 100% sensitivity, 94.7% specificity, and 97.3% accuracy. Lastly, acute LD serum is differentiated from the treated serum using the N-glycan classes: A2G1, F(6)A2G1, F(6)A2G2, F(6)A2BG1, F(6)A2BG2, total percent fucose, and percent G2 galactosylation; resulting in 100% sensitivity, specificity, and accuracy.</p>
<fig id="f4" position="float">
<label>Figure&#xa0;4</label>
<caption>
<p>Confusion matrices from combined discriminatory IgG N-glycan ROC thresholds. N-glycans with significant discrimination between cohorts determined using ROC analysis are listed above. The listed N-glycan discriminators were combined for each cohort comparison (Control vs Acute LD, Control vs Treated LD, Treated vs Acute LD) and the resulting confusion matrices are reported.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fimmu-13-949118-g004.tif"/>
</fig>
</sec>
<sec id="s3_5">
<title>Lyme disease subverts IgG response &#x2013; working hypothesis</title>
<p>Results presented in <xref ref-type="fig" rid="f5">
<bold>Figure&#xa0;5</bold>
</xref> show the increased terminal galactose observed on IgG N-glycans detected during LD within the context of the humoral immune response. IgG N-glycans detected in acute LD patients contain significantly higher levels of galactose and conversely lower agalactosylated structures. Most IgG N-glycans responding to inflammatory diseases present increased agalactosylated N-glycans to promote downstream pro-inflammatory immune responses. Thus, the LD IgG N-glycans may be induced through the Borrelia <italic>burgdorferi&#x2019;s</italic> disruption of the germinal center and antibody response.</p>
<fig id="f5" position="float">
<label>Figure&#xa0;5</label>
<caption>
<p>IgG N-glycans Respond to acute Lyme disease infection with increased galactose, impairing bound IgG to signal for inflammation, unlike other pro-inflammatory disease IgG signatures. Left to right, a tick infected with <italic>Borrelia</italic> transmits the infection to the human host leading to LD. The Bb spirochete disrupts the architecture of the germinal center within the lymph node. IgG molecules produced. Created with <uri xlink:href="https://www.BioRender.com">BioRender.com</uri>.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fimmu-13-949118-g005.tif"/>
</fig>
</sec>
</sec>
<sec id="s4">
<title>Discussion</title>
<p>This is the first report of total human IgG N-glycan profiles during early and treated LD. Our initial studies detected an unanticipated shift in IgG N-glycan profile which was confirmed and expanded upon using a larger set of samples. During many inflammatory states (<xref ref-type="table" rid="T1">
<bold>Table&#xa0;1</bold>
</xref>), IgG N-glycan profiles respond with reduced terminal sialic acids and galactose and increased GlcNAc sugar exposure (<xref ref-type="bibr" rid="B39">39</xref>). This agalactosylated IgG phenotype has been demonstrated to promote pro-inflammatory responses and may aid in clearing the infection (<xref ref-type="bibr" rid="B52">52</xref>&#x2013;<xref ref-type="bibr" rid="B58">58</xref>, <xref ref-type="bibr" rid="B77">77</xref>, <xref ref-type="bibr" rid="B78">78</xref>). In the case of LD, total IgG N-glycan profiles had the opposite trend. LD increases the galactose and sialic acid content of IgG N-glycans while further decreasing the terminal GlcNAc exposure (<xref ref-type="fig" rid="f1">
<bold>Figures&#xa0;1</bold>
</xref>
<bold>&#x2013;</bold>
<xref ref-type="fig" rid="f4">
<bold>4</bold>
</xref>). The result of such a shift requires further investigation, but in theory could contribute to ineffective host responses to LD infection by reducing humoral immune activation (<xref ref-type="bibr" rid="B77">77</xref>, <xref ref-type="bibr" rid="B78">78</xref>). The ability to detect these changes within total IgG suggests that LD induces a large shift in the IgG N-glycan composition. Thus, this dysregulated immune response may at least in part explain why human IgG produced during an initial LD infection is not effective to clear the current infection or protect from a future re-infection with LD.</p>
<p>The pilot study served to compare the well-established HPLC IgG N-glycan analysis method (<xref ref-type="bibr" rid="B79">79</xref>) to the novel MALDI analysis method (<xref ref-type="bibr" rid="B73">73</xref>) using pooled cohorts of control, acute LD, and treated LD serum. Due to MALDI&#x2019;s limited detection of unmodified sialic acids, samples were treated with a sialidase (<xref ref-type="bibr" rid="B72">72</xref>). The results presented in <xref ref-type="fig" rid="f2">
<bold>Figure&#xa0;2</bold>
</xref> demonstrate that both methods detect comparable individual identified N-glycans with similar trends of terminal galactose exposure induced during LD and maintained during the post-antibiotic treatment time points. To confirm the pooled pilot study findings, three cohorts of 18 individual samples were analyzed in triplicate using the MALDI method. The GlycoTyper method was selected to analyze the confirmatory cohort due to its significantly higher throughput compared to HPLC. We found that the demographics of the age- and sex-matched patient cohorts did not lead to inherent differences in IgG N-glycosylation.</p>
<p>While the MALDI results confirmed the original trends observed in the pooled pilot study, a higher number of samples analyzed led to further trends emerging (<xref ref-type="fig" rid="f3">
<bold>Figures&#xa0;3A, B</bold>
</xref>
<bold>)</bold>. Agalactosylated structures are reduced while total N-glycans terminating with a galactose moiety continued to increase within the acute and treated cohorts as indicated within the pooled pilot experiments. N-glycans containing a core-fucose are markedly lowered in the antibiotic-treated cohort which suggests an increase in Antibody-Dependent Cellular Cytotoxicity (ADCC) abilities of post-treatment IgG (<xref ref-type="bibr" rid="B80">80</xref>). The increased level of digalactosylated (G2) N-glycans on IgG at the acute stage and subsequent return to healthy control levels is a potential biomarker reflecting the host&#x2019;s response to successful antibiotic treatment. Following antibiotic therapy for Tuberculosis (TB), IgG N-glycan digalactose content returned to healthy control levels (<xref ref-type="bibr" rid="B43">43</xref>). Grace et&#xa0;al. found G2 N-glycans decreased during acute TB and subsequently increased after effective antibiotic treatment. In the case of LD, IgG N-glycans increase G2 content during infection and return to healthy control levels after effective antibiotic treatment (<xref ref-type="fig" rid="f3">
<bold>Figure&#xa0;3B</bold>
</xref>
<bold>)</bold>. This once more converse trend observed in LD suggests a subverted immune response during LD compared to TB infection. The implication of the IgG N-glycan response to LD is portrayed in <xref ref-type="fig" rid="f5">
<bold>Figure&#xa0;5</bold>
</xref>.</p>
<p>LD patients are discriminated from healthy controls with a high degree of sensitivity (75-100%) and specificity (94.7-100%) using total IgG N-glycan measurements (<xref ref-type="fig" rid="f4">
<bold>Figure&#xa0;4</bold>
</xref>). Blinded analysis of acute LD, post-treatment LD, and mimic diseases using these methods should be completed to validate these findings. Future LD tests incorporating total IgG N-glycan analysis could increase acute LD diagnostic sensitivity and track subsequent antibiotic treatment responses.</p>
<p>Mechanisms controlling the dynamic B-cell glycosyltransferase expression operating on IgG N-glycans during LD require examination. B-cell glycosyltransferase expression is known to respond to the cytokine micro-environment (<xref ref-type="bibr" rid="B81">81</xref>). Recent studies detected IgG N-glycosylation profiles are impacted by the type of adjuvant present during vaccination (<xref ref-type="bibr" rid="B82">82</xref>). Additionally, during the onset of autoimmune disease, T<sub>H</sub>17 cells signal newly differentiated B cells with IL-22 and IL-23 to regulate glycosyltransferase expression, resulting in a pro-inflammatory agalactosylated, non-fucosylated IgG N-glycan (<xref ref-type="bibr" rid="B83">83</xref>). The increase in terminal galactose of IgG N-glycans during acute LD may be attributed to an upregulation of na&#xef;ve B-cell beta-1,4-galactosyltransferase expression (<xref ref-type="bibr" rid="B66">66</xref>, <xref ref-type="bibr" rid="B84">84</xref>&#x2013;<xref ref-type="bibr" rid="B86">86</xref>). Future studies should determine if LD induces a specific cytokine signaling pathway to affect the glycosyltransferase expression of plasma cells or B cells during LD infection.</p>
<p>Lyme disease has been demonstrated to destroy germinal centers of lymph nodes during early infection (<xref ref-type="bibr" rid="B77">77</xref>, <xref ref-type="bibr" rid="B78">78</xref>, <xref ref-type="bibr" rid="B87">87</xref>, <xref ref-type="bibr" rid="B88">88</xref>). These germinal centers are a vital structure that produces long-lived immunoglobulin responses through T-cell-dependent interactions (<xref ref-type="bibr" rid="B89">89</xref>). The destruction of the germinal center may explain why patients are liable to become re-infected with LD after treatment. Additionally, Bb has been demonstrated to gain entry inside human endothelial cells (<xref ref-type="bibr" rid="B90">90</xref>), alter innate immune responses after phagocytosis (<xref ref-type="bibr" rid="B91">91</xref>), suppress lymphocytes growth rate (<xref ref-type="bibr" rid="B92">92</xref>), and down-regulate major-histocompatibility complexes expression on Langerhans cells (<xref ref-type="bibr" rid="B93">93</xref>). Any one of these effects could be responsible for altering the IgG N-glycan profile during LD. For example, antigens presented in a T-cell <italic>independent</italic> manner promote increased sialyation on the Fc portion of IgG leading to an immunotolerant, less pro-inflammatory IgG N-glycan repertoire (<xref ref-type="bibr" rid="B94">94</xref>). Interestingly, murine studies have demonstrated a reduction in the general humoral response after LD infection as indicated by low titers of anti-viral antibodies produced post-vaccination and Bb-impaired helper T-cell mediated affinity maturation (<xref ref-type="bibr" rid="B87">87</xref>, <xref ref-type="bibr" rid="B95">95</xref>). Lastly, because the LD cohort completed 2-3 week of oral doxycycline therapy, the serum N-glycome or immune response could have been altered in part due to changes in gut flora (<xref ref-type="bibr" rid="B96">96</xref>, <xref ref-type="bibr" rid="B97">97</xref>).</p>
</sec>
<sec id="s5">
<title>Conclusion</title>
<p>Using the GlycoTyper MALDI-FT-ICR imaging approach, we detected an unexpected IgG N-glycan signature in humans during LD. We have demonstrated the IgG N-glycans produced during a Lyme disease infection lack the classic highly agalactosylated signature associated with most inflammatory diseases. Instead, LD induces IgG N-glycans containing larger, terminally galactosylated sugar moieties. Moreover, many IgG N-glycans detected at the acute LD timepoint remain altered from healthy control levels at the post-antibiotic treatment timepoint. Of note, the digalactose content of IgG N-glycans in the treated time point was comparable to the healthy baseline levels after antibiotic treatment. Furthermore, we detected a significant decrease in total core-fucosylation at the treated timepoint suggesting a possible increase in ADCC which may aid in clearing Bb from the host. IgG N-glycans offer numerous biomarkers, reflect acute disease state, response to treatment, and may improve the sensitivity of the acute diagnosis of LD above the current two-tiered testing protocol. This first examination of IgG N-glycan signatures associated with LD requires future study.</p>
</sec>
<sec id="s6" sec-type="data-availability">
<title>Data availability statement</title>
<p>The raw data supporting the conclusions of this article will be made available by the authors, without undue reservation.</p>
</sec>
<sec id="s7" sec-type="ethics-statement">
<title>Ethics statement</title>
<p>The studies involving human participants was reviewed and approved by the University of Drexel College of Medicine Review Board. This study involves secondary research using de-identified data and biospecimens not collected specifically for this study. The IRB 1808006553 was assigned an exempt status.</p>
</sec>
<sec id="s8" sec-type="author-contributions">
<title>Author contributions</title>
<p>BH-G and MC were involved in conceptualization of assay, assay design, data analysis, and manuscript writing. BH-G was responsible for statistical analysis. AM and SG were involved in assay design and data analysis. BW was involved in editing the manuscript. All authors contributed to the article and approved the submitted version.</p>
</sec>
<sec id="s9" sec-type="funding-information">
<title>Funding</title>
<p>This research was funded through the Mary K. Dewitt Pettit MD, Fellowship Fund (Award number: 282975) and through the Institute for Molecular Medicine and Infectious Disease at Drexel University College of Medicine.</p>
</sec>
<sec id="s10" sec-type="acknowledgement">
<title>Acknowledgments</title>
<p>We thank Mengjun Wang and Dr. Laura Steel for their support. We also thank Dr. Elizabeth Horn for her partnership through the Bay Area Lyme Disease Biobank.</p>
</sec>
<sec id="s11" sec-type="COI-statement">
<title>Conflict of interest</title>
<p>Author AM is a founding partner in GlycoPath, Inc. and holds patents for the GlycoTyper methodology.</p>
<p>The remaining 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="s12" 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>
<back>
<sec id="s13" sec-type="supplementary-material">
<title>Supplementary material</title>
<p>The Supplementary Material for this article can be found online at: <ext-link ext-link-type="uri" xlink:href="https://www.frontiersin.org/articles/10.3389/fimmu.2022.949118/full#supplementary-material">https://www.frontiersin.org/articles/10.3389/fimmu.2022.949118/full#supplementary-material</ext-link>
</p>
<supplementary-material xlink:href="Presentation_1.pptx" id="SM1" mimetype="application/vnd.openxmlformats-officedocument.presentationml.presentation"/>
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