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<front>
<journal-meta>
<journal-id journal-id-type="publisher-id">Front. Neurol.</journal-id>
<journal-title>Frontiers in Neurology</journal-title>
<abbrev-journal-title abbrev-type="pubmed">Front. Neurol.</abbrev-journal-title>
<issn pub-type="epub">1664-2295</issn>
<publisher>
<publisher-name>Frontiers Media S.A.</publisher-name>
</publisher>
</journal-meta>
<article-meta>
<article-id pub-id-type="doi">10.3389/fneur.2025.1488018</article-id>
<article-categories>
<subj-group subj-group-type="heading">
<subject>Neurology</subject>
<subj-group>
<subject>Perspective</subject>
</subj-group>
</subj-group>
</article-categories>
<title-group>
<article-title>Perspective: Use of protein S100B as a quality assurance marker for endovascular therapy in acute ischemic stroke</article-title>
</title-group>
<contrib-group>
<contrib contrib-type="author" corresp="yes">
<name><surname>Lieschke</surname> <given-names>Franziska</given-names></name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
<xref ref-type="corresp" rid="c001"><sup>&#x002A;</sup></xref>
<uri xlink:href="https://loop.frontiersin.org/people/836188/overview"/>
<role content-type="https://credit.niso.org/contributor-roles/conceptualization/"/>
<role content-type="https://credit.niso.org/contributor-roles/data-curation/"/>
<role content-type="https://credit.niso.org/contributor-roles/formal-analysis/"/>
<role content-type="https://credit.niso.org/contributor-roles/investigation/"/>
<role content-type="https://credit.niso.org/contributor-roles/visualization/"/>
<role content-type="https://credit.niso.org/contributor-roles/writing-original-draft/"/>
<role content-type="https://credit.niso.org/contributor-roles/writing-review-editing/"/>
</contrib>
<contrib contrib-type="author">
<name><surname>Foerch</surname> <given-names>Christian</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/563268/overview"/>
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<aff id="aff1"><sup>1</sup><institution>Department of Neurology, University Hospital, Goethe University Frankfurt</institution>, <addr-line>Frankfurt/Main</addr-line>, <country>Germany</country></aff>
<aff id="aff2"><sup>2</sup><institution>Department of Neurology, RKH klinikum Ludwigsburg</institution>, <addr-line>Ludwigsburg</addr-line>, <country>Germany</country></aff>
<author-notes>
<fn fn-type="edited-by" id="fn0001">
<p>Edited by: Timo Uphaus, Johannes Gutenberg University Mainz, Germany</p>
</fn>
<fn fn-type="edited-by" id="fn0002">
<p>Reviewed by: Gerrit M. Grosse, University Hospital of Basel, Switzerland</p>
</fn>
<corresp id="c001">&#x002A;Correspondence: Franziska Lieschke, <email>Lieschke@med.uni-frankfurt.de</email></corresp>
</author-notes>
<pub-date pub-type="epub">
<day>04</day>
<month>02</month>
<year>2025</year>
</pub-date>
<pub-date pub-type="collection">
<year>2025</year>
</pub-date>
<volume>16</volume>
<elocation-id>1488018</elocation-id>
<history>
<date date-type="received">
<day>29</day>
<month>08</month>
<year>2024</year>
</date>
<date date-type="accepted">
<day>09</day>
<month>01</month>
<year>2025</year>
</date>
</history>
<permissions>
<copyright-statement>Copyright &#x00A9; 2025 Lieschke and Foerch.</copyright-statement>
<copyright-year>2025</copyright-year>
<copyright-holder>Lieschke and Foerch</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>Mechanical thrombectomy (MT) is a highly effective treatment for ischemic stroke associated with large vessel occlusion. Given its complexity, this procedure is widely used throughout the world in hospitals with different levels of experience. Therefore, practical quality assurance is advised to ensure a high standard of care across the board. In this perspective article, we propose the implementation of measuring serum S100B after MT as a surrogate outcome parameter for the extent of tissue damage as an additional quality indicator for internal and external benchmarking in endovascular therapy. We focus on the analysis of patients, in whom there is a discrepancy between the expected (e.g., based on favorable preconditions) and the actual biomarker outcome. We aim to illustrate the advantages and drawbacks of measuring S100B after MT, reliably depicting the procedure&#x2019;s quality and its use for comparison and identification of &#x201C;outlier&#x201D; patients in MT patient cohorts for further process and single-case analysis.</p>
</abstract>
<kwd-group>
<kwd>quality assurance</kwd>
<kwd>biomarker</kwd>
<kwd>S100B</kwd>
<kwd>acute ischemic stroke</kwd>
<kwd>mechanical thrombectomy</kwd>
</kwd-group>
<counts>
<fig-count count="1"/>
<table-count count="0"/>
<equation-count count="0"/>
<ref-count count="35"/>
<page-count count="5"/>
<word-count count="4165"/>
</counts>
<custom-meta-wrap>
<custom-meta>
<meta-name>section-at-acceptance</meta-name>
<meta-value>Stroke</meta-value>
</custom-meta>
</custom-meta-wrap>
</article-meta>
</front>
<body>
<sec sec-type="intro" id="sec1">
<title>Introduction</title>
<p>Mechanical thrombectomy (MT) is a highly effective treatment for ischemic stroke associated with large vessel occlusions (LVOs) (<xref ref-type="bibr" rid="ref1 ref2 ref3 ref4">1&#x2013;4</xref>). However, it is a resource-intensive procedure from a logistical and technical point of view, as it frequently requires careful patient selection with advanced imaging techniques, inter-hospital transfers, and post-procedural care in the neurological intensive care unit. Furthermore, trained interventionalists within a multidisciplinary team and appropriate devices are needed. Simple, practicable quality assurance is important to maintain high standards within and across different centers. In particular, differentiation between directly associated complications (i.e., unsuccessful MT or reperfusion injury) and indirectly associated complications (i.e., pneumonia after endotracheal intubation, status epilepticus, and cardiac complications) is warranted. At present, the &#x201C;modified thrombolysis in cerebral infarction&#x201D; (mTICI) score as a measure for recanalization success during angiography and the short-term case fatality rate are often used as benchmarks (<xref ref-type="bibr" rid="ref5">5</xref>, <xref ref-type="bibr" rid="ref6">6</xref>), but these have their limitations, particularly with regard to differentiating the above-mentioned causes of poor outcomes.</p>
</sec>
<sec id="sec2">
<title>Serum protein S100B levels in acute ischemic stroke</title>
<p>We recently demonstrated that serum levels of the astroglial protein S100B reliably indicate the extent of ischemic tissue damage after MT and suggested its use as a surrogate outcome parameter, providing added value in clinical routine and interventional trials (<xref ref-type="bibr" rid="ref7">7</xref>). S100B concentrations can be rapidly assessed using electrochemiluminescence immunoassay techniques (<xref ref-type="bibr" rid="ref8">8</xref>). Elevated S100B serum concentrations measured 48&#x2013;72&#x202F;h after symptom onset are highly correlated with final infarct volume (the infarct core) and functional outcome (<xref ref-type="bibr" rid="ref9 ref10 ref11">9&#x2013;11</xref>). In contrast, large perfusion deficits that do not transition into a demarcated infarction (e.g., due to successful MT) do not cause the release of S100B into the serum (<xref ref-type="bibr" rid="ref12">12</xref>). Any complication resulting in additional brain tissue damage likely causes S100B release (e.g., intracerebral or subarachnoid hemorrhage, arterial re-occlusion, and hypoxia due to extracerebral complications) (<xref ref-type="bibr" rid="ref10">10</xref>, <xref ref-type="bibr" rid="ref13 ref14 ref15 ref16">13&#x2013;16</xref>).</p>
</sec>
<sec id="sec3">
<title>Proposed use of serum S100B as a quality assurance indicator</title>
<p>We previously observed that especially &#x201C;successful&#x201D; recanalization (mTICI &#x003E;2) resulted in both low and high S100B levels. There are various possible explanations for this, which is why the implementation of S100B in a quality monitoring system is of particular interest.</p>
<p>The determination of S100B after MT can be used for performance feedback to healthcare professionals, in addition to data obtained from regular quality registries. As such, it can be easily integrated as an outcome indicator into dashboards [as currently being investigated in the PERFEQTOS performance feedback trial (<xref ref-type="bibr" rid="ref17">17</xref>)]. This approach can be incorporated into existing treatment concepts without requiring additional resources (<xref ref-type="fig" rid="fig1">Figure 1</xref>).</p>
<fig position="float" id="fig1">
<label>Figure 1</label>
<caption>
<p>Exemplary dashboard for a comprehensive stroke center. Boxplots depict the distribution of the S100B values stratified according to the Alberta Stroke Program Early CT Score (ASPECTS). Highlighted S100B outliers and extreme values were used for the following analysis. mRS, modified Rankin Scale; CT, computed tomography; CTA, computed tomography angiography; ASPECTS, Alberta Stroke Program Early CT Score; TICI, thrombolysis in cerebral infarction; NIHSS, National Institutes of Health Stroke Scale.</p>
</caption>
<graphic xlink:href="fneur-16-1488018-g001.tif"/>
</fig>
<p>To assess the utility of S100B as a quality indicator for endovascular therapy, we measured S100B levels in patients&#x2019; serum on the second day after MT for over a year and analyzed the values together with our existing data (<xref ref-type="bibr" rid="ref7">7</xref>). Detailed information on the methods can be found in the <xref ref-type="supplementary-material" rid="SM1">Supplementary material</xref>.</p>
<p>We examined 183 patients with acute middle cerebral artery infarction associated with LVO, of whom 44% were female. The mean age of the patients was 69.2&#x202F;&#x00B1;&#x202F;13.6&#x202F;years. The median Alberta Stroke Program Early CT Score (ASPECTS) on the first CT scan was 8 (IQR 7&#x2013;10). The median S100B level in the entire cohort was 0.15&#x202F;&#x03BC;g/L (IQR 0.09&#x2013;0.32&#x202F;&#x03BC;g/L), the S100 B values in the first tertile were below 0.103&#x202F;&#x03BC;g/L, the values in the second tertile ranged between 0.103 and 0.229&#x202F;&#x03BC;g/L, and the values in the third tertile were above 0.229&#x202F;&#x03BC;g/L. S100B levels showed a high correlation with infarct size (Spearman <italic>r</italic>&#x202F;=&#x202F;0.74, <italic>p</italic>&#x202F;&#x003C;&#x202F;0.001). Successful recanalization (mTICI &#x2265;2) was achieved in 95% of cases in the first S100B tertile, 92% in the second S100B tertile, and 73% in the third S100B tertile. A good functional outcome at discharge (mRS&#x202F;&#x2264;&#x202F;2) was achieved in 72% of patients in the first tertile, 49% in the second tertile, and 18% in the third tertile. Patients with successful recanalization (mTICI &#x2265;2b, <italic>n</italic>&#x202F;=&#x202F;159) showed on average significantly smaller infarcts (37.9&#x202F;mL&#x202F;&#x00B1;&#x202F;65.4&#x202F;mL vs. 137.2&#x202F;mL &#x00B1;132.4&#x202F;mL <italic>p</italic>&#x202F;&#x003C;&#x202F;0.001) and lower S100B concentrations (median 0.13&#x202F;&#x03BC;g/L vs. 0.44&#x202F;&#x03BC;g/L <italic>p</italic>&#x202F;&#x003C;&#x202F;0.001) than patients in whom recanalization was unsuccessful (mTICI&#x003C;2b, <italic>n</italic>&#x202F;=&#x202F;19).</p>
<sec id="sec4">
<title>Example 1: high S100B levels after MT despite high ASPECTS</title>
<p>We further analyzed patients who showed a discrepancy between the expected (based on given conditions) and the actual biomarker outcome. All patients with S100B upper outliers (1.5&#x2013;3x the IQR) and upper extreme values (&#x003E;3x the IQR) indicating significant brain tissue destruction despite an ASPECTS of 8&#x2013;10 at admission were analyzed for underlying factors (e.g., futile recanalization and complicative intracranial hemorrhage). We identified 129 patients with this favorable precondition, and the median S100B value in this subgroup was 0.12&#x202F;&#x03BC;g/L (0.08&#x2013;0.23&#x202F;&#x03BC;g/L). For this group, an acceptable (&#x2018;expected&#x2019;) biomarker outcome would range from the lower level of detection up to a maximum of 0.345&#x202F;&#x03BC;g/L. We further selected 16 patients with S100B values above this limit to undergo single-case analysis. Futile recanalization was found in three patients with mTICI 0 and two patients with mTICI 2a (due to pre-existing stenosis of the middle cerebral artery (MCA) and calcified emboli, respectively). One patient hereof developed a malignant infarction. Eight patients had partially successful recanalization (mTICI 2b) with peripheral artery branch occlusions described in three patients, hemorrhagic transformation in four patients (including three patients with parenchymal hemorrhage), and development of a malignant infarction in one patient. Two patients were treated beyond a 6-h time window. Three patients had complete recanalization (mTICI 3) but developed significant infarcts and one with HT. When comparing the 16 &#x201C;outlier&#x201D; patients to all other patients with an initial ASPECTS of 8&#x2013;10, recanalization rates differed significantly toward a higher percentage of futile MT (mTICI 0 in 19% vs. 4%) and lower rates of successful recanalization (mTICI 3 or 2b in 19% vs. 38, 50% vs. 56% <italic>p</italic>&#x202F;=&#x202F;0.007). Accordingly, &#x201C;outlier&#x201D; patients yielded significantly increased National Institutes of Health Stroke Scale (NIHSS) scores at 24&#x202F;h (median of 24 vs. 6 points, <italic>p</italic>&#x202F;&#x003C;&#x202F;0.001) and infarct volumes (mean 146.2&#x202F;&#x00B1;&#x202F;105.2&#x202F;mL vs. 14.5&#x202F;&#x00B1;&#x202F;22.6&#x202F;mL, <italic>p</italic>&#x202F;&#x003C;&#x202F;0.001). The hemorrhagic transformation occurred in 38% of the outliers, whereas only 24% of all other patients with an initial ASPECTS of 8&#x2013;10 developed HT.</p>
</sec>
<sec id="sec5">
<title>Example 2: unfavorable outcomes despite a low S100B</title>
<p>In the second example, we looked at patients having an unfavorable clinical outcome (modified Rankin Scale &#x201C;mRS&#x201D; 4&#x2013;6) at discharge despite very low S100B levels (i.e., little tissue damage). We identified 60 patients with serum S100B values below the upper normal range of 0.105&#x202F;&#x03BC;g/L, of whom 11 still had an unfavorable clinical outcome. In addition, we aimed to characterize the responsible factors (e.g., extracerebral complications after successful MT). In all of these patients, recanalization was successful (mTICI 2b, 2c, 3), and only small infarct volumes were measured (mean 5.7&#x202F;&#x00B1;&#x202F;7.8&#x202F;mL vs. 100.3&#x202F;&#x00B1;&#x202F;111.1&#x202F;mL in all other patients with mRS 4&#x2013;6). In three patients, CT hyperdensities were described; however, differentiation of iodine contrast staining vs. hemorrhagic transformation was not possible. Ten of eleven patients developed pneumonia, five of whom were refractory to treatment after failing multiple antibiotic therapy regimes. The infection resulted in death in three of these patients. Furthermore, we found frequent constellations of high age and (pre-) existing comorbidities, which were acutely exacerbated. As such, four patients developed acute cardiac complications based on previous chronic heart disease. Altogether, we identified respiratory and weaning failures as one of the main reasons for unfavorable outcomes despite successful MT (<italic>n</italic>&#x202F;=&#x202F;6). Two patients suffered early recurrent strokes, which occurred after day 2 (and therewith after the first follow-up imaging used for evaluation of the infarct volume and the S100B collection on day 2), of whom one patient suffered additional epileptic seizures. Three patients failed to achieve a symptomatic recovery in the absence of relevant tissue damage.</p>
</sec>
</sec>
<sec sec-type="discussion" id="sec6">
<title>Discussion</title>
<p>To identify emerging shortcomings in the quality of care early ahead, the practice of quality assurance, especially in hospitals with limited experience, is of utmost relevance. In our opinion, protein S100B as a measure of ischemic brain tissue damage (i.e., infarct volume) is a feasible quality assurance marker. By introducing S100B measurements into our quality monitoring system, we identified futile recanalization and hemorrhagic complications as the main reasons for noticeably increased S100B levels despite successful recanalization in our MT cohort. A frequent reason for poor functional outcome at discharge despite low S100B values was post-stroke complications such as infections, especially aspiration pneumonia after endotracheal intubation for MT, or exacerbation of pre-existing disorders.</p>
<p>Determination of S100B is objective and readily available, thereby reliably indicating brain tissue outcomes after MT. In contrast to the mTICI score measuring the recanalization success during angiography, no further special expertise is necessary for its application. Moreover, mTICI is determined during angiography, and re-occlusions that occur after the completion of the intervention&#x2014;contributing to infarct development despite initially restored flow&#x2014;cannot be captured by this measure. Using the short-term case fatality rate for monitoring and benchmarking the quality of MT can be misleading, as this metric does not account for lethal complications that may occur despite a successful MT procedure. In this study, the distinction of whether these complications are related to the intervention can be easily made by determining S100B, which highlights its particular importance for quality assessment. Establishing the monitoring of MT by S100B at a center does not require any special resources other than those available at an average hospital of standard care. The determination of S100B can be easily integrated into the routine care of a stroke unit, with a single blood draw 48&#x2013;72&#x202F;h after MT (<xref ref-type="bibr" rid="ref10">10</xref>) in all MT patients. By looking at the individual S100B value distribution during 1&#x202F;year and single-case analysis of outliers as well as comparison of the distribution by benchmark with other hospitals and previous years, changes in complication rates, unusually high mortality rates (not directly associated with the stroke or MT), and trends toward improvement and deterioration of procedure quality can be detected early. We confirmed that S100B levels in our cohort correlated highly significantly with infarct demarcation on follow-up imaging. The non-invasive determination by blood test, due to the lack of radiation exposure, lower costs, and its point of care (POC) character, may represent a decisive advantage over follow-up imaging, especially in situations of limited resources.</p>
<p>Particularly after general anesthesia is required for MT, the clinical assessment of the stroke severity may be clouded by concomitant extracerebral diseases and complications. Thus, S100B may offer additional diagnostic value, especially in cases where neuroimaging is not immediately conclusive or in the hyperacute stage before significant radiographic changes are visible. Across multiple studies, adding S100B to clinical and imaging assessments results in improved AUROCs, indicating a moderate but real enhancement in predictive accuracy (<xref ref-type="bibr" rid="ref14">14</xref>, <xref ref-type="bibr" rid="ref18 ref19 ref20">18&#x2013;20</xref>). In this regard, the study of Honegger et al. is of particular interest, where using serum S100B added to the pre-defined prediction models led to an increase in the AUC and reclassification indices, showing its value beyond the established risk factors (<xref ref-type="bibr" rid="ref20">20</xref>).</p>
<p>Other brain-specific biomarkers used following stroke include neuron-specific enolase (NSE) (<xref ref-type="bibr" rid="ref21">21</xref>), tau (<xref ref-type="bibr" rid="ref22">22</xref>, <xref ref-type="bibr" rid="ref23">23</xref>), neurofilament light chain (NfL) (<xref ref-type="bibr" rid="ref24">24</xref>, <xref ref-type="bibr" rid="ref25">25</xref>), glial fibrillary acidic protein (GFAP) (<xref ref-type="bibr" rid="ref26 ref27 ref28">26&#x2013;28</xref>), and ubiquitin C-terminal hydrolase L1 (UCH-L1) (<xref ref-type="bibr" rid="ref27">27</xref>, <xref ref-type="bibr" rid="ref28">28</xref>). Despite showing great potential in stroke diagnostics and prognosis, they are not yet widely used in routine clinical practice (<xref ref-type="bibr" rid="ref29">29</xref>). Their benefits are obvious. As such, they can help differentiate between ischemic and hemorrhagic strokes (especially GFAP), provide early detection of neuronal or glial damage, and offer insights into patient prognosis (<xref ref-type="bibr" rid="ref7">7</xref>, <xref ref-type="bibr" rid="ref14">14</xref>, <xref ref-type="bibr" rid="ref30">30</xref>, <xref ref-type="bibr" rid="ref31">31</xref>). Second, they can be used to select and adapt therapies in terms of personalized medicine, reducing unnecessary, expensive tests and procedures (<xref ref-type="bibr" rid="ref12">12</xref>). In addition, they can be used to assess the risk of developing certain complications, which can influence the decision to take preventive measures (<xref ref-type="bibr" rid="ref13">13</xref>, <xref ref-type="bibr" rid="ref20">20</xref>). However, challenges remain. A lack of standardized protocols and threshold values limits their broader use. Some lack specificity and can be elevated in other neurological or systemic conditions, leading to potential misinterpretation (<xref ref-type="bibr" rid="ref32">32</xref>). Alarmins and cell-free DNA (cfDNA) have also emerged as promising candidates. Frequent reviews here raise the question of whether cfDNA is merely a marker of severe brain injury released from damaged cells or an active contributor to brain injury or stroke-associated infection. In this study, the particular source of cfDNA may be important to consider as they may have different functional properties and whether it is released from necrotic lysed cells or actively expelled from cells (<xref ref-type="bibr" rid="ref33 ref34 ref35">33&#x2013;35</xref>).</p>
<p>There are several limitations to our study. First, this study does not capture patients who have experienced time delays when being transferred from primary stroke centers, received repeated imaging on arrival to our center (usually MR-guided, bearing the risk for further time delays), and were excluded from MT based on an extending ischemic demarcation evident on the very same imaging. Second, to ensure the proper identification of explanatory factors and to determine the most likely applicable causalities, prior experience in the evaluation of medical findings must be available. This requires either a certain level of training for the evaluating person from quality assurance or the use of, e.g., computer-assisted analysis, which in turn requires advanced and precise data collection from the clinics. However, this should not add to the already existing, in part extremely extensive, documentation obligations of medical and nursing staff.</p>
<p>We demonstrate the feasibility and limitations of using S100B in the quality analysis after MT. Measuring S100B after MT can reliably depict the procedure&#x2019;s quality, allowing comparison and identification of &#x201C;outlier&#x201D; patients in MT patient cohorts for further process evaluation and single-case analysis.</p>
</sec>
</body>
<back>
<sec sec-type="data-availability" id="sec7">
<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 sec-type="ethics-statement" id="sec8">
<title>Ethics statement</title>
<p>The studies involving humans were approved by the Ethics Committee of the University Hospital of the Goethe-University Frankfurt (No. 242-17). The studies were conducted in accordance with the local legislation and institutional requirements. The participants provided their written informed consent to participate in this study.</p>
</sec>
<sec sec-type="author-contributions" id="sec9">
<title>Author contributions</title>
<p>FL: Conceptualization, Data curation, Formal analysis, Investigation, Visualization, Writing &#x2013; original draft, Writing &#x2013; review &#x0026; editing. CF: Conceptualization, Data curation, Formal analysis, Investigation, Resources, Supervision, Writing &#x2013; review &#x0026; editing.</p>
</sec>
<sec sec-type="funding-information" id="sec10">
<title>Funding</title>
<p>The author(s) declare that financial support was received for the research, authorship, and/or publication of this article. Open access funding provided by the Goethe University Frankfurt through the Open Access Publication Fund.</p>
</sec>
<ack>
<p>We thank Tim Janis Hestermann, Sebastian Luger, Jan Hendrik Schaefer, Christoph Polkowski, and Kimberly Koerbel for their participation in the project and in obtaining and processing the original data in this article.</p>
</ack>
<sec sec-type="COI-statement" id="sec11">
<title>Conflict of interest</title>
<p>CF holds the patent for using GFAP for identification of intracerebral hemorrhage (US20150247867) and further reports speaker honoraria and honoraria for participating in advisory boards from Alexion, Bristol Myers Squibb, Novartis, Teva, Merck, Sanofi Genzyme, and Roche.</p>
<p>The remaining author declares 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 sec-type="disclaimer" id="sec12">
<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>
<sec sec-type="supplementary-material" id="sec13">
<title>Supplementary material</title>
<p>The Supplementary material for this article can be found online at: <ext-link xlink:href="https://www.frontiersin.org/articles/10.3389/fneur.2025.1488018/full#supplementary-material" ext-link-type="uri">https://www.frontiersin.org/articles/10.3389/fneur.2025.1488018/full#supplementary-material</ext-link></p>
<supplementary-material xlink:href="Data_Sheet_1.PDF" id="SM1" mimetype="application/pdf" xmlns:xlink="http://www.w3.org/1999/xlink"/>
</sec>
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