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<front>
<journal-meta>
<journal-id journal-id-type="publisher-id">Front. Immunol.</journal-id>
<journal-title-group>
<journal-title>Frontiers in Immunology</journal-title>
<abbrev-journal-title abbrev-type="pubmed">Front. Immunol.</abbrev-journal-title>
</journal-title-group>
<issn pub-type="epub">1664-3224</issn>
<publisher>
<publisher-name>Frontiers Media S.A.</publisher-name>
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<article-meta>
<article-id pub-id-type="doi">10.3389/fimmu.2025.1733644</article-id>
<article-version article-version-type="Version of Record" vocab="NISO-RP-8-2008"/>
<article-categories>
<subj-group subj-group-type="heading">
<subject>Original Research</subject>
</subj-group>
</article-categories>
<title-group>
<article-title>Therapeutic drug monitoring plays an important role in patients with noninfectious uveitis receiving adalimumab</article-title>
</title-group>
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<name><surname>Cheng</surname><given-names>Weidong</given-names></name>
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<name><surname>Xiao</surname><given-names>Jiayu</given-names></name>
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<name><surname>Li</surname><given-names>Shengjie</given-names></name>
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<name><surname>Wang</surname><given-names>Huaru</given-names></name>
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<name><surname>Wang</surname><given-names>Shasha</given-names></name>
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<name><surname>Qian</surname><given-names>Yujing</given-names></name>
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<contrib contrib-type="author">
<name><surname>Zhao</surname><given-names>Chan</given-names></name>
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<name><surname>Gao</surname><given-names>Fei</given-names></name>
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<name><surname>Qin</surname><given-names>Xuzhen</given-names></name>
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<xref ref-type="corresp" rid="c001"><sup>*</sup></xref>
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<contrib contrib-type="author" corresp="yes">
<name><surname>Zhang</surname><given-names>Meifen</given-names></name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
<xref ref-type="corresp" rid="c001"><sup>*</sup></xref>
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<aff id="aff1"><label>1</label><institution>Department of Ophthalmology, Peking Union Medical College Hospital, Chinese Academy of Medical Sciences and Peking Union Medical College</institution>, <city>Beijing</city>,&#xa0;<country country="cn">China</country></aff>
<aff id="aff2"><label>2</label><institution>Department of Laboratory Medicine, Peking Union Medical College Hospital, Chinese Academy of Medical Sciences and Peking Union Medical College</institution>, <city>Beijing</city>,&#xa0;<country country="cn">China</country></aff>
<aff id="aff3"><label>3</label><institution>Institute of Clinical Medicine, National Infrastructure for Translational Medicine, State Key Laboratory of Complex Severe and Rare Diseases, Chinese Academy of Medical Sciences and Peking Union Medical College</institution>, <city>Beijing</city>,&#xa0;<country country="cn">China</country></aff>
<author-notes>
<corresp id="c001"><label>*</label>Correspondence: Xuzhen Qin, <email xlink:href="mailto:qxz_01@163.com">qxz_01@163.com</email>; Meifen Zhang, <email xlink:href="mailto:zhangmeifen@pumch.cn">zhangmeifen@pumch.cn</email></corresp>
<fn fn-type="equal" id="fn003">
<label>&#x2020;</label>
<p>These authors have contributed equally to this work and share first authorship</p></fn>
</author-notes>
<pub-date publication-format="electronic" date-type="pub" iso-8601-date="2025-12-11">
<day>11</day>
<month>12</month>
<year>2025</year>
</pub-date>
<pub-date publication-format="electronic" date-type="collection">
<year>2025</year>
</pub-date>
<volume>16</volume>
<elocation-id>1733644</elocation-id>
<history>
<date date-type="received">
<day>27</day>
<month>10</month>
<year>2025</year>
</date>
<date date-type="accepted">
<day>26</day>
<month>11</month>
<year>2025</year>
</date>
<date date-type="rev-recd">
<day>25</day>
<month>11</month>
<year>2025</year>
</date>
</history>
<permissions>
<copyright-statement>Copyright &#xa9; 2025 Cheng, Xiao, Li, Wang, Wang, Qian, Zhao, Gao, Qin and Zhang.</copyright-statement>
<copyright-year>2025</copyright-year>
<copyright-holder>Cheng, Xiao, Li, Wang, Wang, Qian, Zhao, Gao, Qin and Zhang</copyright-holder>
<license>
<ali:license_ref start_date="2025-12-10">https://creativecommons.org/licenses/by/4.0/</ali:license_ref>
<license-p>This is an open-access article distributed under the terms of the <ext-link ext-link-type="uri" xlink:href="https://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.</license-p>
</license>
</permissions>
<abstract>
<sec>
<title>Objective</title>
<p>To evaluate the association between serum adalimumab (ADA) concentrations, antibodies against adalimumab (AAAs), tumor necrosis factor &#x3b1; (TNF&#x3b1;) levels, and clinical response in patients with noninfectious uveitis (NIU), as well as changes in TNF&#x3b1; after administration of ADA, to explore the role of therapeutic drug monitoring in these patients.</p>
</sec>
<sec>
<title>Methods</title>
<p>This retrospective study included NIU patients treated with ADA at Peking Union Medical College Hospital between June 2024 and April 2025, who underwent testing for serum ADA and AAA levels. Most patients also had serum TNF&#x3b1; measured concurrently. Clinical data collected included concomitant medications, ADA dosing frequency, and ocular inflammation status, etc. High-performance size-exclusion chromatography was used to characterize forms of TNF&#x3b1; in serum samples of patients. THP-1 cells were stimulated with free TNF&#x3b1; or TNF&#x3b1;-ADA complexes to compare their pro-inflammatory activity.</p>
</sec>
<sec>
<title>Results</title>
<p>Among 164 test results from 147 patients included (aged 5~56 years), median ADA level was significantly lower in AAA-positive patients than in AAA-negative patients (1.9 vs. 6.4 &#x3bc;g/mL; P&lt;0.001), and lower in those with active inflammation than in those with quiescent inflammation (2.2 vs. 6.0 &#x3bc;g/mL; P&lt;0.001). An ADA level below 4.1 &#x3bc;g/mL was associated with poor clinical response. Concomitant antimetabolite use was linked to a lower proportion of detectable AAAs compared with ADA monotherapy (34.3% vs. 54.5%; P = 0.036). Median ADA level was significantly higher when testing occurred &#x2264;14 days after the last dose of ADA (P&lt;0.001), though many patients maintained therapeutic levels even with extended dosing intervals. TNF&#x3b1; levels increased in most patients after ADA therapy, predominantly in the form of TNF&#x3b1;-ADA complexes, which exhibited significantly weaker pro-inflammatory effects than free TNF&#x3b1;.</p>
</sec>
<sec>
<title>Conclusion</title>
<p>The presence of AAAs was associated with reduced ADA levels and an increased risk of treatment failure. Despite the limitations of a retrospective design, these findings suggest that therapeutic drug monitoring may help identify causes of treatment failure and optimize regimens in stable patients.</p>
</sec>
</abstract>
<kwd-group>
<kwd>drug monitoring</kwd>
<kwd>noninfectious uveitis</kwd>
<kwd>adalimumab</kwd>
<kwd>antidrug antibodies</kwd>
<kwd>tumor necrosis factor &#x3b1;</kwd>
</kwd-group>
<funding-group>
<funding-statement>The author(s) declared that financial support was not received for this work and/or its publication.</funding-statement>
</funding-group>
<counts>
<fig-count count="3"/>
<table-count count="6"/>
<equation-count count="0"/>
<ref-count count="23"/>
<page-count count="9"/>
<word-count count="3601"/>
</counts>
<custom-meta-group>
<custom-meta>
<meta-name>section-at-acceptance</meta-name>
<meta-value>Autoimmune and Autoinflammatory Disorders: Autoinflammatory Disorders</meta-value>
</custom-meta>
</custom-meta-group>
</article-meta>
</front>
<body>
<sec id="s1" sec-type="intro">
<label>1</label>
<title>Introduction</title>
<p>Noninfectious uveitis (NIU) is a group of autoimmune inflammatory ocular diseases, which may be seriously sight-threatening. Traditional therapeutic agents include topical and systemic corticosteroids, antimetabolites, calcineurin inhibitors, etc. Adalimumab (ADA), a fully humanized tumor necrosis factor &#x3b1; (TNF&#x3b1;) inhibitor, has been shown to be effective and safe in treating NIU in adults and adolescents (<xref ref-type="bibr" rid="B1">1</xref>&#x2013;<xref ref-type="bibr" rid="B4">4</xref>). It was the first biological agent that was permitted by United States Food and Drug Administration to treat NIU. It is administered by subcutaneous injection, every two weeks initially. It&#x2019;s typically used in cases refractory to conventional therapy, or as a first-line treatment for certain etiologies such as Beh&#xe7;et disease (<xref ref-type="bibr" rid="B5">5</xref>). However, some patients yet experienced treatment failure. And for those who had satisfactory response, there is currently no consensus on when the dosing interval can be prolonged and when it can be withdrawn. Several studies have reported the development of antibodies against ADA (AAAs) in patients with NIU, which can result in loss of medication efficacy of ADA (<xref ref-type="bibr" rid="B6">6</xref>&#x2013;<xref ref-type="bibr" rid="B10">10</xref>). However, the conclusions of these studies are constrained by the limited sample size, and no studies have focused on the changes of serum TNF&#x3b1; levels in patients. The aim of this study was to investigate the relationship among circulating ADA levels, AAAs, TNF&#x3b1; and clinical response in Chinese patients receiving ADA therapy for NIU.</p>
</sec>
<sec id="s2" sec-type="materials|methods">
<label>2</label>
<title>Materials and methods</title>
<sec id="s2_1">
<label>2.1</label>
<title>Study design and patient recruitment</title>
<p>This single-site, retrospective cross-sectional study was conducted at the Department of Ophthalmology, Peking Union Medical College Hospital (PUMCH). NIU patients treated with ADA who underwent therapeutic drug monitoring (TDM), including measurements of serum ADA and AAA levels, from June 2024 to April 2025, were included. This study was approved by the PUMCH Ethics Review Committee, and due to its retrospective nature, informed consent was waived.</p>
<p>To minimize variability in ADA levels due to timing of drug administration, only patients who received TDM over 7 days after a scheduled dose of ADA were included, since it takes about 5 to 7 days for ADA to reach peak concentration.</p>
</sec>
<sec id="s2_2">
<label>2.2</label>
<title>Data collection</title>
<p>Demographic data including gender and age were obtained by medical record review. Diagnosis, duration of therapy, frequency of ADA administration, coexisting local and systemic treatment, ocular inflammatory activity status, serum ADA, AAA and TNF&#x3b1; level at the time of laboratory examination were documented.</p>
<p>ADA and AAA levels were tested in serum samples using reagents produced by Changde Horui Biotechnology Ltd, China, and analyzers produced by Suzhou Helmen Precision Instruments Ltd, China, based on the principle of fluorescence immunochromatography assay. And TNF&#x3b1; levels were measured using reagents and analyzers produced by Siemens Healthcare Diagnostics Products Ltd, UK, based on the principle of chemiluminescent immunometric assay. The lower and upper limits of quantification for ADA levels are &lt;0.4 &#x3bc;g/mL and &gt;500 &#x3bc;g/mL, respectively; for AAA levels, they are &lt;4 ng/mL and &gt;500 ng/mL, respectively. And for TNF&#x3b1;, the analytical sensitivity is 1.7 pg/mL.</p>
<p>Clinical response was categorized as active or inactive inflammation. Inactive inflammation was determined if the following criteria were all met in both eyes: grade 0 of anterior chamber cells and vitreous haze; resolution or quiescence of previous inflammatory choroidal or retinal lesions; no appearance of new inflammatory choroidal or retinal lesions; and no newly added topical or systemic anti-inflammatory medications at the last visit.</p>
</sec>
<sec id="s2_3">
<label>2.3</label>
<title>Characterization of TNF&#x3b1; forms</title>
<p>A subset of serum samples from included patients were fractionated by high-performance size-exclusion chromatography (HP-SEC) to characterize ex vivo forms of TNF&#x3b1;. Serum was diluted 1:1 in PBS and filtered (0.22 &#x3bc;m filter) before applying 1.0 mL to a Superdex 200 10/300 GL column (GE Healthcare, UK) and eluted with PBS (0.75 mL/min). Elution profiles were monitored by measuring absorption at 280 nm with an &#xc4;KTA explorer high-performance liquid chromatography system (GE Healthcare, UK). Samples spiked with free TNF&#x3b1; (stored in 6% human serum albumin) [TNF&#x3b1; (500 pg/mL) supplemented with IVIg (5 mg/mL)] and TNF&#x3b1;-ADA complexes [TNF&#x3b1; (500 pg/mL) and ADA (5 &#x3bc;g/mL), supplemented with IVIg (5 mg/mL)] were used as controls (<xref ref-type="bibr" rid="B11">11</xref>). Fractions of 0.5 mL were collected and TNF&#x3b1; concentrations were measured using reagents and analyzers mentioned above.</p>
</sec>
<sec id="s2_4">
<label>2.4</label>
<title>Comparison of pro-inflammatory activity between free TNF&#x3b1; and TNF&#x3b1;-ADA complexes</title>
<p>Take P3 generation of THP-1 cells (EallBio Life Sciences, China) and inoculate them in 96-well plates at a density of 1&#xd7;10<sup>5</sup> cells per well. Add complete culture medium containing 1, 5, 25, and 125 ng/mL free TNF&#x3b1; and TNF&#x3b1;-ADA complexes respectively. Set 0 ng/mL as the blank control. Each group has 6 duplicate wells. Place them in a CO<sub>2</sub> incubator for 48 hours. Then, collect the supernatant of the culture medium and use the cytokine multiplex detection kits (Cellgene Biotechnology, China) to detect the levels of pro-inflammatory cytokines such as interleukin (IL) -1&#x3b2;, IL-6, IL-8 and interferon &#x3b3; (IFN&#x3b3;) in the supernatant.</p>
</sec>
<sec id="s2_5">
<label>2.5</label>
<title>Statistical analysis</title>
<p>Statistical analyses were performed using MedCalc, version 23.2.1 (MedCalc Software Ltd, Belgium). Data were expressed as median for continuous variables and frequency (percentage) for qualitative variables. Comparisons of continuous variables were performed using the Mann-Whitney <italic>U</italic> test. &#x3c7;<sup>2</sup> test was used for comparisons involving qualitative variables. A binary logistic regression model was used to generate receiver operating characteristic (ROC) curves to determine threshold ADA level associated with inflammatory activity. Statistical significance was defined as P&lt;0.05.</p>
</sec>
</sec>
<sec id="s3" sec-type="results">
<label>3</label>
<title>Results</title>
<p>A total of 147 patients with NIU receiving ADA therapy were included, each of whom underwent TDM at least once. The median (IQR) age was 14.0 (11.0~22.0) years (range, 5.0~56.0 years), and 64.6% were adolescents under 18 years old. 73 patients (49.7%) were female and 74 were male (50.3%). The median (IQR) time from ADA therapy initiation to laboratory examination was 18.0 (9.0~34.5) months (range, 3.0~122.0 months). Bilateral disease was present in 121 patients (82.3%). Specific disease etiologies among included patients are listed in <xref ref-type="table" rid="T1"><bold>Table&#xa0;1</bold></xref>.</p>
<table-wrap id="T1" position="float">
<label>Table&#xa0;1</label>
<caption>
<p>Diagnoses of included patients.</p>
</caption>
<table frame="hsides">
<thead>
<tr>
<th valign="middle" colspan="2" align="left">Diagnosis</th>
<th valign="middle" align="left">No. (%)</th>
</tr>
</thead>
<tbody>
<tr>
<td valign="middle" colspan="2" align="left">Beh&#xe7;et disease</td>
<td valign="middle" align="left">18 (12.2)</td>
</tr>
<tr>
<td valign="middle" colspan="2" align="left">Blau syndrome</td>
<td valign="middle" align="left">2 (1.4)</td>
</tr>
<tr>
<td valign="middle" colspan="2" align="left">HLA-B27-associated uveitis</td>
<td valign="middle" align="left">2 (1.4)</td>
</tr>
<tr>
<td valign="middle" rowspan="4" align="left">Idiopathic uveitis</td>
<td valign="middle" align="left">Anterior</td>
<td valign="middle" align="left">4 (2.7)</td>
</tr>
<tr>
<td valign="middle" align="left">Anterior and intermediate</td>
<td valign="middle" align="left">45 (30.6)</td>
</tr>
<tr>
<td valign="middle" align="left">Posterior</td>
<td valign="middle" align="left">8 (5.4)</td>
</tr>
<tr>
<td valign="middle" align="left">Panuveitis</td>
<td valign="middle" align="left">41 (27.9)</td>
</tr>
<tr>
<td valign="middle" colspan="2" align="left">Juvenile idiopathic arthritis-associated uveitis</td>
<td valign="middle" align="left">20 (13.6)</td>
</tr>
<tr>
<td valign="middle" colspan="2" align="left">Posner-Schlossman syndrome</td>
<td valign="middle" align="left">1 (0.7)</td>
</tr>
<tr>
<td valign="middle" colspan="2" align="left">Scleritis</td>
<td valign="middle" align="left">2 (1.4)</td>
</tr>
<tr>
<td valign="middle" colspan="2" align="left">Vogt-Koyanagi-Harada disease</td>
<td valign="middle" align="left">4 (2.7)</td>
</tr>
</tbody>
</table>
</table-wrap>
<p>A total of 164 TDM results were included in the analysis. The median (IQR) ADA level was 5.3 (2.1~8.2) &#x3bc;g/mL. AAAs were present in 62 tests (37.8%). Serum TNF&#x3b1; levels were tested at the same time of 144 examinations, and the median (IQR) level was 140.5 (31.0~247.5) pg/mL.</p>
<sec id="s3_1">
<label>3.1</label>
<title>Association between ADA levels and presence of AAAs</title>
<p>Notably, median ADA level was lower in patients with AAAs than in those without AAAs (1.9 vs. 6.4 &#x3bc;g/mL; P&lt;0.001). When stratified by clinical response, with or without concomitant immunomodulatory drugs and dosing intervals of ADA, median ADA level remained lower in AAA-positive patients, compared with AAA-negative patients (<xref ref-type="table" rid="T2"><bold>Table&#xa0;2</bold></xref>).</p>
<table-wrap id="T2" position="float">
<label>Table&#xa0;2</label>
<caption>
<p>ADA levels based on presence or absence of AAAs, stratified by different perspectives.</p>
</caption>
<table frame="hsides">
<thead>
<tr>
<th valign="middle" rowspan="2" align="center">Stratifications</th>
<th valign="middle" rowspan="2" align="center">No. (%)</th>
<th valign="middle" colspan="2" align="center">ADA level, median, &#x3bc;g/mL</th>
<th valign="middle" rowspan="2" align="center">P value</th>
</tr>
<tr>
<th valign="middle" align="center">AAA present</th>
<th valign="middle" align="center">AAA absent</th>
</tr>
</thead>
<tbody>
<tr>
<td valign="middle" align="left">Active inflammation</td>
<td valign="middle" align="center">45 (27.4)</td>
<td valign="middle" align="center">&lt;0.4</td>
<td valign="middle" align="center">4.9</td>
<td valign="middle" align="center">&lt;0.001</td>
</tr>
<tr>
<td valign="middle" align="left">Inactive inflammation</td>
<td valign="middle" align="center">119 (72.6)</td>
<td valign="middle" align="center">4.2</td>
<td valign="middle" align="center">6.9</td>
<td valign="middle" align="center">&lt;0.001</td>
</tr>
<tr>
<td valign="middle" align="left">Without concomitant drugs</td>
<td valign="middle" align="center">44 (26.8)</td>
<td valign="middle" align="center">1.5</td>
<td valign="middle" align="center">6.9</td>
<td valign="middle" align="center">0.005</td>
</tr>
<tr>
<td valign="middle" align="left">With concomitant drugs</td>
<td valign="middle" align="center">120 (73.2)</td>
<td valign="middle" align="center">2.2</td>
<td valign="middle" align="center">6.3</td>
<td valign="middle" align="center">&lt;0.001</td>
</tr>
<tr>
<td valign="middle" align="left">Every 2 weeks</td>
<td valign="middle" align="center">75 (45.7)</td>
<td valign="middle" align="center">4.0</td>
<td valign="middle" align="center">8.8</td>
<td valign="middle" align="center">&lt;0.001</td>
</tr>
<tr>
<td valign="middle" align="left">Less frequent dosing</td>
<td valign="middle" align="center">89 (54.3)</td>
<td valign="middle" align="center">0.7</td>
<td valign="middle" align="center">4.5</td>
<td valign="middle" align="center">&lt;0.001</td>
</tr>
</tbody>
</table>
</table-wrap>
</sec>
<sec id="s3_2">
<label>3.2</label>
<title>Association between clinical response and ADA levels or presence of AAAs</title>
<p>To investigate the relationship among clinical response, ADA level and presence of AAAs, the cohort was stratified based on active or inactive ocular inflammation. A total of 45 examinations (27.4%) were performed while the inflammation was active. The median ADA level was 2.2 &#x3bc;g/mL in patients with active inflammation, which was significantly lower than 6.0 &#x3bc;g/mL in patients with quiescent inflammation (P&lt;0.001). Furthermore, the proportion of patients with detectable AAAs was higher in the active group (23 of 45 [51.1%]) compared with the inactive group (39 of 119 [32.8%]; P = 0.031). The trend was similar when stratified by coexisting drugs and dosing frequency of ADA, but there was no significant difference in some situations (<xref ref-type="table" rid="T3"><bold>Table&#xa0;3</bold></xref>).</p>
<table-wrap id="T3" position="float">
<label>Table&#xa0;3</label>
<caption>
<p>ADA levels and proportion of AAA present in active or inactive ocular inflammatory status, stratified by different perspectives.</p>
</caption>
<table frame="hsides">
<thead>
<tr>
<th valign="middle" rowspan="2" align="center">Stratifications</th>
<th valign="middle" colspan="2" align="center">ADA level, median, &#x3bc;g/mL</th>
<th valign="middle" rowspan="2" align="center">P value</th>
</tr>
<tr>
<th valign="middle" align="center">Active inflammation</th>
<th valign="middle" align="center">Inactive inflammation</th>
</tr>
</thead>
<tbody>
<tr>
<td valign="middle" align="left">Total</td>
<td valign="middle" align="center">2.2</td>
<td valign="middle" align="center">6.0</td>
<td valign="middle" align="center">&lt;0.001</td>
</tr>
<tr>
<td valign="middle" align="left">Without concomitant drugs</td>
<td valign="middle" align="center">2.1</td>
<td valign="middle" align="center">4.5</td>
<td valign="middle" align="center">0.221</td>
</tr>
<tr>
<td valign="middle" align="left">With concomitant drugs</td>
<td valign="middle" align="center">3.4</td>
<td valign="middle" align="center">6.2</td>
<td valign="middle" align="center">&lt;0.001</td>
</tr>
<tr>
<td valign="middle" align="left">Every 2 weeks</td>
<td valign="middle" align="center">3.8</td>
<td valign="middle" align="center">7.9</td>
<td valign="middle" align="center">0.009</td>
</tr>
<tr>
<td valign="middle" align="left">Less frequent dosing</td>
<td valign="middle" align="center">1.7</td>
<td valign="middle" align="center">4.5</td>
<td valign="middle" align="center">0.002</td>
</tr>
</tbody>
</table>
<table>
<thead>
<tr>
<th valign="middle" rowspan="2" align="center">Stratifications</th>
<th valign="middle" colspan="2" align="center">AAA present, %</th>
<th valign="middle" rowspan="2" align="center">P value</th>
</tr>
<tr>
<th valign="middle" align="center">Active inflammation</th>
<th valign="middle" align="center">Inactive inflammation</th>
</tr>
</thead>
<tbody>
<tr>
<td valign="middle" align="left">Total</td>
<td valign="middle" align="center">51.1</td>
<td valign="middle" align="center">32.8</td>
<td valign="middle" align="center">0.031</td>
</tr>
<tr>
<td valign="middle" align="left">Without concomitant drugs</td>
<td valign="middle" align="center">63.6</td>
<td valign="middle" align="center">51.5</td>
<td valign="middle" align="center">0.489</td>
</tr>
<tr>
<td valign="middle" align="left">With concomitant drugs</td>
<td valign="middle" align="center">47.1</td>
<td valign="middle" align="center">25.6</td>
<td valign="middle" align="center">0.023</td>
</tr>
<tr>
<td valign="middle" align="left">Every 2 weeks</td>
<td valign="middle" align="center">50.0</td>
<td valign="middle" align="center">29.1</td>
<td valign="middle" align="center">0.095</td>
</tr>
<tr>
<td valign="middle" align="left">Less frequent dosing</td>
<td valign="middle" align="center">52.0</td>
<td valign="middle" align="center">35.9</td>
<td valign="middle" align="center">0.168</td>
</tr>
</tbody>
</table>
</table-wrap>
<p>Analysis of ROC curve demonstrated that an ADA level below the threshold of 4.1 &#x3bc;g/mL was associated with active inflammation, with a sensitivity of 66.7% (95% CI, 51.0%~80.0%) and specificity of 68.1% (95% CI, 58.9%~76.3%) and an area under the curve (AUC) of 0.709, P&lt;0.001 (<xref ref-type="fig" rid="f1"><bold>Figure&#xa0;1</bold></xref>).</p>
<fig id="f1" position="float">
<label>Figure&#xa0;1</label>
<caption>
<p>Receiver operating characteristic curve of ADA levels for clinical response.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fimmu-16-1733644-g001.tif">
<alt-text content-type="machine-generated">Receiver operating characteristic (ROC) curve showing sensitivity versus one minus specificity. The curve indicates model performance with an area under the curve (AUC) of 0.709 and a p-value less than 0.001.</alt-text>
</graphic></fig>
</sec>
<sec id="s3_3">
<label>3.3</label>
<title>Influence of concomitant immunosuppressors on presence of AAAs</title>
<p>The influence of concomitant immunosuppressors on ADA levels and production of AAAs was analyzed. 44 tests (26.8%) were performed when patients were using ADA as systemic monotherapy, while others were performed when patients were taking at least one kind of other immunomodulatory drugs, such as low-dose oral corticosteroids, antimetabolites, calcineurin inhibitors, etc. There was no significant difference in median ADA level between patients with or without concomitant drugs (5.7 vs. 4.0 &#x3bc;g/mL; P = 0.065). But when it comes to the presence of AAAs, the proportion was lower in the antimetabolite (including methotrexate, mycophenolate mofetil and azathioprine) group compared with the ADA monotherapy group (34.3% vs. 54.5%; P = 0.036). On the other hand, calcineurin inhibitors (including cyclosporine and tacrolimus) did not reduce the proportion of AAA positivity (<xref ref-type="table" rid="T4"><bold>Table&#xa0;4</bold></xref>).</p>
<table-wrap id="T4" position="float">
<label>Table&#xa0;4</label>
<caption>
<p>Proportion of AAA present, stratified by different concomitant systemic immunomodulatory drugs.</p>
</caption>
<table frame="hsides">
<thead>
<tr>
<th valign="middle" colspan="4" align="center">AAA present, %</th>
<th valign="middle" align="center">P value</th>
</tr>
</thead>
<tbody>
<tr>
<td valign="middle" rowspan="3" align="left">Without concomitant drugs</td>
<td valign="middle" rowspan="3" align="center">54.5</td>
<td valign="middle" align="left">With concomitant drugs</td>
<td valign="middle" align="center">31.7</td>
<td valign="middle" align="center">0.008</td>
</tr>
<tr>
<td valign="middle" align="left">With one kind of antimetabolites</td>
<td valign="middle" align="center">34.3</td>
<td valign="middle" align="center">0.036</td>
</tr>
<tr>
<td valign="middle" align="left">With one kind of calcineurin inhibitors</td>
<td valign="middle" align="center">54.5</td>
<td valign="middle" align="center">1.000</td>
</tr>
</tbody>
</table>
</table-wrap>
</sec>
<sec id="s3_4">
<label>3.4</label>
<title>Association between dosing time and ADA levels</title>
<p>We subsequently investigated the relationship between ADA levels and the time interval since the last administration of ADA. To eliminate the influence of AAAs on ADA levels, we only retained the test results without detectable AAAs and generated a scatter plot (<xref ref-type="fig" rid="f2"><bold>Figure&#xa0;2</bold></xref>). There was significant inter-individual variability in pharmacokinetics of ADA. The median ADA level was 7.0 &#x3bc;g/mL for intervals of &#x2264;14 days, which was significantly higher than the median ADA level of 4.5 &#x3bc;g/mL for longer intervals (P&lt;0.001). However, a considerable proportion of patients with extended dosing intervals still maintained ADA levels above the effective threshold of 4.1 &#x3bc;g/mL, and 90.6% of these patients were under stable control of ocular inflammation.</p>
<fig id="f2" position="float">
<label>Figure&#xa0;2</label>
<caption>
<p>Relationship between ADA levels and time interval since last dose of ADA.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fimmu-16-1733644-g002.tif">
<alt-text content-type="machine-generated">Scatter plot showing ADA levels (micrograms per milliliter) against time since last ADA dose (days). Points are scattered with notable red lines at 14 days and 4.1 micrograms per milliliter, forming quadrants.</alt-text>
</graphic></fig>
</sec>
<sec id="s3_5">
<label>3.5</label>
<title>Changes of TNF&#x3b1; levels after ADA therapy</title>
<p>The correlation among serum TNF&#x3b1; levels, presence of AAAs and clinical response was explored. Analysis demonstrated that median TNF&#x3b1; level was significantly higher in absence of AAAs, and in patients whose ocular inflammation was quiescent (<xref ref-type="table" rid="T5"><bold>Table&#xa0;5</bold></xref>).</p>
<table-wrap id="T5" position="float">
<label>Table&#xa0;5</label>
<caption>
<p>TNF&#x3b1; level stratified by presence or absence of AAAs and clinical response.</p>
</caption>
<table frame="hsides">
<thead>
<tr>
<th valign="middle" align="center">Stratifications</th>
<th valign="middle" align="center">No. (%)</th>
<th valign="middle" align="center">TNF&#x3b1; level, median (IQR), pg/mL</th>
<th valign="middle" align="center">P value</th>
</tr>
</thead>
<tbody>
<tr>
<td valign="middle" align="left">AAA present</td>
<td valign="middle" align="center">57 (39.6)</td>
<td valign="middle" align="center">65.5 (15.0~212.0)</td>
<td valign="middle" rowspan="2" align="center">&lt;0.001</td>
</tr>
<tr>
<td valign="middle" align="left">AAA absent</td>
<td valign="middle" align="center">87 (60.4)</td>
<td valign="middle" align="center">174.0 (113.3~261.5)</td>
</tr>
<tr>
<td valign="middle" align="left">Active inflammation</td>
<td valign="middle" align="center">35 (24.3)</td>
<td valign="middle" align="center">53.9 (15.7~172.8)</td>
<td valign="middle" rowspan="2" align="center">0.002</td>
</tr>
<tr>
<td valign="middle" align="left">Inactive inflammation</td>
<td valign="middle" align="center">109 (75.7)</td>
<td valign="middle" align="center">159.0 (90.0~257.8)</td>
</tr>
</tbody>
</table>
</table-wrap>
<p>An interesting phenomenon emerged. We traced back 43 results of TNF&#x3b1; level before administration of ADA. It turned out that TNF&#x3b1; levels increased in 42 of 43 patients (97.7%) after ADA therapy. To characterize the forms of TNF&#x3b1;, we analyzed several serum samples of included patients with HP-SEC. We first fractionated standard control samples of free TNF&#x3b1; and TNF&#x3b1;-ADA complexes. TNF&#x3b1; levels were measured in collected fractions. Free TNF&#x3b1; was eluted in the later&#xa0;fractions since the molecular volume was small (<xref ref-type="fig" rid="f3"><bold>Figure&#xa0;3A</bold></xref>), whereas for TNF&#x3b1;-ADA complexes, the TNF&#x3b1; peak shifted to the left (<xref ref-type="fig" rid="f3"><bold>Figure&#xa0;3B</bold></xref>). Next, we characterized serum samples (n=6) with the same protocol and compared the location of TNF&#x3b1; peak with control samples. Two representative graphs of patients are shown (<xref ref-type="fig" rid="f3"><bold>Figures&#xa0;3C, D</bold></xref>). The TNF&#x3b1; peaks of patients&#x2019; sera consistently overlapped with control samples of TNF&#x3b1;-ADA complexes, which means after the use of ADA, the majority forms of elevated TNF&#x3b1; were TNF&#x3b1;-ADA complexes.</p>
<fig id="f3" position="float">
<label>Figure&#xa0;3</label>
<caption>
<p>Characterization of forms of TNF&#x3b1;. <bold>(A)</bold> Control sample of free TNF&#x3b1;; <bold>(B)</bold> Control sample of TNF&#x3b1;-ADA complexes; <bold>(C, D)</bold> Serum samples of NIU patients after ADA therapy.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fimmu-16-1733644-g003.tif">
<alt-text content-type="machine-generated">Four graphs labeled A, B, C, and D show the relationship between TNF-a concentration (pg/ml) and absorbance at 280 nm (mAU) across elution volumes (ml). Each graph features a line for TNF-a and a separate line for absorbance.</alt-text>
</graphic></fig>
<p>Subsequently, we compared the differences in pro-inflammatory activity between free TNF&#x3b1; and TNF&#x3b1;-ADA complexes. It was clear that THP-1 cells secreted significantly higher levels of IL-1&#x3b2;, IL-6, IL-8 and IFN&#x3b3; when they were stimulated with free TNF&#x3b1;, compared with TNF&#x3b1;-ADA complexes (<xref ref-type="table" rid="T6"><bold>Table&#xa0;6</bold></xref>). It demonstrated that the pro-inflammatory activity of TNF&#x3b1;-ADA complexes was significantly lower than free TNF&#x3b1;.</p>
<table-wrap id="T6" position="float">
<label>Table&#xa0;6</label>
<caption>
<p>Levels of pro-inflammatory cytokines after THP-1 cells were treated with free TNF&#x3b1; and TNF&#x3b1;-ADA complexes.</p>
</caption>
<table frame="hsides">
<thead>
<tr>
<th valign="middle" rowspan="2" align="center">Groups</th>
<th valign="middle" colspan="8" align="center">Cytokine levels, median, pg/ml</th>
</tr>
<tr>
<th valign="middle" align="center">IL-1&#x3b2;</th>
<th valign="middle" align="center">P value</th>
<th valign="middle" align="center">IL-6</th>
<th valign="middle" align="center">P value</th>
<th valign="middle" align="center">IL-8</th>
<th valign="middle" align="center">P value</th>
<th valign="middle" align="center">IFN&#x3b3;</th>
<th valign="middle" align="center">P value</th>
</tr>
</thead>
<tbody>
<tr>
<td valign="middle" align="left">TNF&#x3b1; 1ng/mL</td>
<td valign="middle" align="center">1.98</td>
<td valign="middle" rowspan="2" align="center">0.048</td>
<td valign="middle" align="center">3.03</td>
<td valign="middle" rowspan="2" align="center">0.011</td>
<td valign="middle" align="center">176.24</td>
<td valign="middle" rowspan="2" align="center">0.012</td>
<td valign="middle" align="center">0.38</td>
<td valign="middle" rowspan="2" align="center">0.562</td>
</tr>
<tr>
<td valign="middle" align="left">TNF&#x3b1; 1ng/mL +ADA</td>
<td valign="middle" align="center">1.21</td>
<td valign="middle" align="center">1.39</td>
<td valign="middle" align="center">51.79</td>
<td valign="middle" align="center">0.32</td>
</tr>
<tr>
<td valign="middle" align="left">TNF&#x3b1; 5ng/mL</td>
<td valign="middle" align="center">4.30</td>
<td valign="middle" rowspan="2" align="center">&lt;0.001</td>
<td valign="middle" align="center">7.59</td>
<td valign="middle" rowspan="2" align="center">&lt;0.001</td>
<td valign="middle" align="center">550.40</td>
<td valign="middle" rowspan="2" align="center">&lt;0.001</td>
<td valign="middle" align="center">1.04</td>
<td valign="middle" rowspan="2" align="center">0.001</td>
</tr>
<tr>
<td valign="middle" align="left">TNF&#x3b1; 5ng/mL +ADA</td>
<td valign="middle" align="center">1.68</td>
<td valign="middle" align="center">2.22</td>
<td valign="middle" align="center">115.97</td>
<td valign="middle" align="center">0.49</td>
</tr>
<tr>
<td valign="middle" align="left">TNF&#x3b1; 25ng/mL</td>
<td valign="middle" align="center">11.77</td>
<td valign="middle" rowspan="2" align="center">0.003</td>
<td valign="middle" align="center">19.79</td>
<td valign="middle" rowspan="2" align="center">&lt;0.001</td>
<td valign="middle" align="center">1315.87</td>
<td valign="middle" rowspan="2" align="center">&lt;0.001</td>
<td valign="middle" align="center">2.84</td>
<td valign="middle" rowspan="2" align="center">&lt;0.001</td>
</tr>
<tr>
<td valign="middle" align="left">TNF&#x3b1; 25ng/mL +ADA</td>
<td valign="middle" align="center">4.75</td>
<td valign="middle" align="center">6.18</td>
<td valign="middle" align="center">299.62</td>
<td valign="middle" align="center">0.61</td>
</tr>
<tr>
<td valign="middle" align="left">TNF&#x3b1; 125ng/mL</td>
<td valign="middle" align="center">22.58</td>
<td valign="middle" rowspan="2" align="center">0.001</td>
<td valign="middle" align="center">40.09</td>
<td valign="middle" rowspan="2" align="center">&lt;0.001</td>
<td valign="middle" align="center">2651.78</td>
<td valign="middle" rowspan="2" align="center">&lt;0.001</td>
<td valign="middle" align="center">3.13</td>
<td valign="middle" rowspan="2" align="center">&lt;0.001</td>
</tr>
<tr>
<td valign="middle" align="left">TNF&#x3b1; 125ng/mL +ADA</td>
<td valign="middle" align="center">9.79</td>
<td valign="middle" align="center">16.32</td>
<td valign="middle" align="center">799.58</td>
<td valign="middle" align="center">0.77</td>
</tr>
</tbody>
</table>
</table-wrap>
</sec>
</sec>
<sec id="s4" sec-type="discussion">
<label>4</label>
<title>Discussion</title>
<p>This study provides one of the largest sample sizes in analyzing the role of TDM with ADA therapy in patients with&#xa0;NIU. Our&#xa0;findings demonstrated that the presence of AAAs was associated with lower ADA levels and risk of treatment failure. ROC analysis found that ADA level above 4.1 &#x3bc;g/mL was associated with favorable clinical response. Although concomitant immunosuppressants did not influence ADA levels, we found that antimetabolites could significantly reduce the production of AAAs; however, calcineurin inhibitors could not. Patients whose time intervals from last dose of ADA to TDM were &#x2264;14 days had a significantly higher median ADA level than patients with longer intervals, but there were many patients with prolonged dosing intervals who could also keep ADA levels above the effective threshold. We unexpectedly found that in the vast majority of patients, serum TNF&#x3b1; levels had risen after administration of ADA, and higher TNF&#x3b1; levels were associated with the absence of AAAs and inactive ocular inflammation. Furthermore, we revealed that the majority forms of elevated TNF&#x3b1; were TNF&#x3b1;-ADA complexes. This result was observed for the first time in patients with NIU.</p>
<p>The immunogenicity of ADA, manifested as formation of AAAs, is an important therapeutic consideration when prescribing ADA for patients with NIU. A sustained antidrug response to biological agents depends on the formation of IgG antibodies that target the antigen binding sites of monoclonal antibodies and are thought to be neutralizing (<xref ref-type="bibr" rid="B12">12</xref>). AAAs are reported to develop as early as 2 weeks or up to several years after administration of ADA in rheumatological diseases (<xref ref-type="bibr" rid="B13">13</xref>).</p>
<p>Brunelli et&#xa0;al. (<xref ref-type="bibr" rid="B14">14</xref>) reported that AAAs reached a peak frequency of 37% at 6 months in patients with juvenile idiopathic arthritis after ADA initiation. In our study, AAAs were detectable in 37.8% of tests, which was in line with limited data on NIU, ranged from 2.7% and 5% in the VISUAL I (<xref ref-type="bibr" rid="B1">1</xref>) and VISUAL II (<xref ref-type="bibr" rid="B2">2</xref>) trials, respectively, to 13.6% and 45% in smaller prospective studies and retrospective case series (<xref ref-type="bibr" rid="B6">6</xref>&#x2013;<xref ref-type="bibr" rid="B9">9</xref>). It was reported in previous studies that risk factors for AAA formation included higher disease activity, longer disease duration, concomitant infection, intramuscular route of administration, and specific human leukocyte antigen alleles such as HLA-DQA1*05 (<xref ref-type="bibr" rid="B12">12</xref>&#x2013;<xref ref-type="bibr" rid="B17">17</xref>).</p>
<p>Regardless of inflammation activity, concomitant therapy and dosing interval, the presence of AAAs was associated with lower ADA levels in this cohort. When clinical response was compared, the general trend was that low ADA levels and presence of AAAs were more likely to lead to treatment failure. However, in some stratified analyses, the difference wasn&#x2019;t statistically significant, especially in ADA monotherapy group, which was due to sample size perhaps.</p>
<p>Concurrent antimetabolite use, particularly methotrexate, had been reported to be associated with lower rates of AAA formation in patients with systemic rheumatologic diseases (<xref ref-type="bibr" rid="B13">13</xref>, <xref ref-type="bibr" rid="B17">17</xref>&#x2013;<xref ref-type="bibr" rid="B19">19</xref>). However, evidence supporting that antimetabolites could reduce AAAs in patients with NIU is limited. Skrabl-Baumgartner et&#xa0;al. (<xref ref-type="bibr" rid="B7">7</xref>) reported that patients with juvenile idiopathic arthritis-associated uveitis treated with ADA who did not form AAAs were more likely to be receiving a concurrent antimetabolite; on the contrary, Pichi et&#xa0;al (<xref ref-type="bibr" rid="B10">10</xref>) did not find a significant influence of antimetabolites on AAA formation. Besides, Bellur et&#xa0;al (<xref ref-type="bibr" rid="B9">9</xref>) found that mycophenolate mofetil could reduce AAA levels, whereas methotrexate could not. Consistent with some prior reports, our study found that concomitant antimetabolite use was associated with a lower likelihood of AAA detection. Nevertheless, only one kind of calcineurin inhibitors did not reduce AAA formation, which was discovered for the first time.</p>
<p>Several studies showed that TDM in ADA-treated NIU patients may be beneficial. Sejournet et&#xa0;al (<xref ref-type="bibr" rid="B8">8</xref>) and Pichi et&#xa0;al (<xref ref-type="bibr" rid="B10">10</xref>) reported that AAA formation, low ADA levels together with therapy failure brought about increased ADA dosing frequency, an increased dose and intraclass or interclass treatment switching, suggesting that TDM may be useful in determining treatment adjustment. Additionally, TDM in rheumatologic and inflammatory bowel diseases has been associated with reduced treatment costs and facilitated treatment optimization (<xref ref-type="bibr" rid="B20">20</xref>&#x2013;<xref ref-type="bibr" rid="B23">23</xref>). In our study, we found that a substantial proportion of patients on extended dosing intervals maintained ADA levels above the identified therapeutic threshold. It indicated that TDM could help minimize overexposure of ADA.</p>
<p>While ADA is one kind of TNF&#x3b1; inhibitors, it seemed strange that most patients&#x2019; TNF&#x3b1; level rose up after the administration of ADA. Our experiments on representative serum samples of patients demonstrated that the dominant forms of TNF&#x3b1; after ADA therapy were TNF&#x3b1;-ADA complexes, whose pro-inflammatory effect was significantly weaker than free TNF&#x3b1;. Conversely, low serum TNF&#x3b1; levels reflect that ADA may combine with AAAs preferentially rather than free TNF&#x3b1;, since free TNF&#x3b1; is rapidly cleared from the circulation, but TNF&#x3b1;-ADA complex has a prolonged half-life (<xref ref-type="bibr" rid="B11">11</xref>).</p>
<p>There are some limitations in our study. The retrospective nature of the study meant that there were variable dosing intervals of ADA, and some examinations were not performed exactly on the day of trough drug concentrations, limiting the representativeness of pharmacokinetics. Despite these limitations, this study provides one of the largest sample sizes focusing on the role of TDM of ADA in patients with NIU.</p>
</sec>
<sec id="s5" sec-type="conclusions">
<label>5</label>
<title>Conclusion</title>
<p>This study underscores the importance of TDM during ADA therapy in NIU. Patients with sufficiently high AAA levels may have negligible ADA concentrations, leading to loss of effectiveness. For these patients, it is necessary to consider therapy switching to another TNF&#x3b1; inhibitor or a different type of immunomodulatory drugs. Furthermore, less frequent dosing may maintain serum ADA concentrations above effective level in a subset of patients. TDM could be beneficial in reducing overexposure of ADA in these patients. Further prospective studies are needed to clarify the role of TDM in ADA treatment in patients with NIU.</p>
</sec>
</body>
<back>
<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 humans were approved by Peking Union Medical College Hospital Ethics Review Committee. The studies were conducted in accordance with the local legislation and institutional requirements. The ethics committee/institutional review board waived the requirement of written informed consent for participation from the participants or the participants&#x2019; legal guardians/next of kin because this was a retrospective study.</p></sec>
<sec id="s8" sec-type="author-contributions">
<title>Author contributions</title>
<p>WC: Data curation, Writing &#x2013; original draft, Conceptualization, Formal analysis. JX: Methodology, Investigation, Writing &#x2013; original draft, Validation. SL: Writing &#x2013; review &amp; editing, Methodology, Investigation, Resources. HW: Data curation, Writing &#x2013; review &amp; editing, Investigation. SW: Investigation, Writing &#x2013; review &amp; editing, Data curation. YQ: Writing &#x2013; review &amp; editing. CZ: Writing &#x2013; review &amp; editing, Investigation, Resources. FG: Resources, Writing &#x2013; review &amp; editing, Investigation. XQ: Supervision, Writing &#x2013; review &amp; editing, Resources, Project administration. MZ: Resources, Project administration, Supervision, Writing &#x2013; review &amp; editing.</p></sec>
<sec id="s10" sec-type="COI-statement">
<title>Conflict of interest</title>
<p>The authors declare that the research was conducted in the absence of any commercial or financial relationships that could be construed as a potential conflict of interest.</p></sec>
<sec id="s11" sec-type="ai-statement">
<title>Generative AI statement</title>
<p>The author(s) declare that no Generative AI was used in the creation of this manuscript.</p>
<p>Any alternative text (alt text) provided alongside figures in this article has been generated by Frontiers with the support of artificial intelligence and reasonable efforts have been made to ensure accuracy, including review by the authors wherever possible. If you identify any issues, please contact us.</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>
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<fn id="n1" fn-type="custom" custom-type="edited-by">
<p>Edited by: <ext-link ext-link-type="uri" xlink:href="https://loop.frontiersin.org/people/585501">Arturo Borzutzky</ext-link>, Pontificia Universidad Cat&#xf3;lica de Chile, Chile</p></fn>
<fn id="n2" fn-type="custom" custom-type="reviewed-by">
<p>Reviewed by: <ext-link ext-link-type="uri" xlink:href="https://loop.frontiersin.org/people/970478">Pablo Sabat</ext-link>, Centro de la Visi&#xf3;n, Chile</p>
<p><ext-link ext-link-type="uri" xlink:href="https://loop.frontiersin.org/people/3274282">Sara Concha</ext-link>, Pontificia Universidad Cat&#xf3;lica de Chile, Chile</p></fn>
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