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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.2024.1515252</article-id>
<article-categories>
<subj-group subj-group-type="heading">
<subject>Neurology</subject>
<subj-group>
<subject>Brief Research Report</subject>
</subj-group>
</subj-group>
</article-categories>
<title-group>
<article-title>sTREM2 cerebrospinal fluid levels are a potential biomarker in amyotrophic lateral sclerosis and associate with UMN burden</article-title>
</title-group>
<contrib-group>
<contrib contrib-type="author"><name><surname>Jiao</surname> <given-names>Lin</given-names></name><xref ref-type="aff" rid="aff1"><sup>1</sup></xref><xref ref-type="aff" rid="aff2"><sup>2</sup></xref>
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<contrib contrib-type="author"><name><surname>Yang</surname> <given-names>Jing</given-names></name><xref ref-type="aff" rid="aff3"><sup>3</sup></xref>
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<contrib contrib-type="author"><name><surname>Wang</surname> <given-names>Wenjing</given-names></name><xref ref-type="aff" rid="aff1"><sup>1</sup></xref><xref ref-type="aff" rid="aff2"><sup>2</sup></xref>
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<contrib contrib-type="author"><name><surname>Liu</surname> <given-names>Xiangyi</given-names></name><xref ref-type="aff" rid="aff1"><sup>1</sup></xref><xref ref-type="aff" rid="aff2"><sup>2</sup></xref>
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<contrib contrib-type="author" corresp="yes"><name><surname>Fu</surname> <given-names>Yu</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="corresp" rid="c001"><sup>&#x002A;</sup></xref>
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<contrib contrib-type="author" corresp="yes"><name><surname>Fan</surname> <given-names>Dongsheng</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="aff" rid="aff4"><sup>4</sup></xref><xref ref-type="corresp" rid="c001"><sup>&#x002A;</sup></xref>
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<aff id="aff1"><sup>1</sup><institution>Department of Neurology, Peking University Third Hospital</institution>, <addr-line>Beijing</addr-line>, <country>China</country></aff>
<aff id="aff2"><sup>2</sup><institution>Beijing Key Laboratory of Biomarker and Translational Research in Neurodegenerative Diseases</institution>, <addr-line>Beijing</addr-line>, <country>China</country></aff>
<aff id="aff3"><sup>3</sup><institution>Department of Anesthesiology, Peking University Third Hospital</institution>, <addr-line>Beijing</addr-line>, <country>China</country></aff>
<aff id="aff4"><sup>4</sup><institution>Key Laboratory for Neuroscience, National Health Commission/Ministry of Education, Peking University</institution>, <addr-line>Beijing</addr-line>, <country>China</country></aff>
<author-notes>
<fn fn-type="edited-by" id="fn0001">
<p>Edited by: Erdem T&#x00FC;z&#x00FC;n, Istanbul University, T&#x00FC;rkiye</p>
</fn>
<fn fn-type="edited-by" id="fn0002">
<p>Reviewed by: Sabine Liebscher, LMU Munich University Hospital, Germany</p>
<p>Zhangyu Zou, Fujian Medical University Union Hospital, China</p>
<p>Biying Yang, Guangzhou University of Chinese Medicine, China</p>
</fn>
<corresp id="c001">&#x002A;Correspondence: Yu Fu, <email>lilac_fu@126.com</email>; Dongsheng Fan, <email>dsfan2010@aliyun.com</email></corresp>
</author-notes>
<pub-date pub-type="epub">
<day>10</day>
<month>12</month>
<year>2024</year>
</pub-date>
<pub-date pub-type="collection">
<year>2024</year>
</pub-date>
<volume>15</volume>
<elocation-id>1515252</elocation-id>
<history>
<date date-type="received">
<day>22</day>
<month>10</month>
<year>2024</year>
</date>
<date date-type="accepted">
<day>28</day>
<month>11</month>
<year>2024</year>
</date>
</history>
<permissions>
<copyright-statement>Copyright &#x00A9; 2024 Jiao, Yang, Wang, Liu, Fu and Fan.</copyright-statement>
<copyright-year>2024</copyright-year>
<copyright-holder>Jiao, Yang, Wang, Liu, Fu and Fan</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>
<sec id="sec1">
<title>Objectives</title>
<p>The aims of this study were to investigate whether CSF sTREM2 may be a potential marker of disease monitoring for amyotrophic lateral sclerosis (ALS).</p>
</sec>
<sec id="sec2">
<title>Methods</title>
<p>We investigated whether CSF sTREM2 levels are altered in ALS patients and are correlated with upper motor neuron (UMN) burden and disease progression.</p>
</sec>
<sec id="sec3">
<title>Results</title>
<p>CSF sTREM2 was greater in the ALS patients than in the controls (<italic>p</italic>&#x202F;=&#x202F;0.002). Elevated CSF sTREM2 was associated with the UMN score (<italic>r</italic>&#x202F;=&#x202F;0.38, <italic>p</italic>&#x202F;=&#x202F;0.009), &#x0394;FS (<italic>r</italic>&#x202F;=&#x202F;0.30, <italic>p</italic>&#x202F;=&#x202F;0.04) and serum NFL (lg) (<italic>r</italic>&#x202F;=&#x202F;0.35, <italic>p</italic>&#x202F;=&#x202F;0.015). As the motor band sign (MBS) score increased, the CSF sTREM2 level increased (<italic>p</italic>-trend&#x202F;=&#x202F;0.014). Furthermore, the correlations became stronger (UMN score (<italic>r</italic>&#x202F;=&#x202F;0.50, <italic>p</italic>&#x202F;=&#x202F;0.01) &#x0394;FRS (<italic>r</italic>&#x202F;=&#x202F;0.52, <italic>p</italic>&#x202F;=&#x202F;0.008) and serum NFL (lg) (<italic>r</italic>&#x202F;=&#x202F;0.55, <italic>p</italic>&#x202F;=&#x202F;0.004) when estimated only among patients with a disease duration &#x003E;12&#x202F;months.</p>
</sec>
<sec id="sec4">
<title>Conclusion</title>
<p>We found that CSF sTREM2 is elevated in ALS patients and may be a novel marker, probably reflecting upper motor unit severity and prognosis.</p>
</sec>
</abstract>
<kwd-group>
<kwd>soluble TREM2</kwd>
<kwd>cerebrospinal fluid</kwd>
<kwd>amyotrophic lateral sclerosis</kwd>
<kwd>MBS</kwd>
<kwd>UMN burden</kwd>
</kwd-group>
<contract-num rid="cn1">81873784</contract-num>
<contract-num rid="cn1">82071426</contract-num>
<contract-num rid="cn2">BYSYDL2019002</contract-num>
<contract-sponsor id="cn1">National Natural Science Foundation of China<named-content content-type="fundref-id">10.13039/501100001809</named-content></contract-sponsor>
<contract-sponsor id="cn2">Clinical Cohort Construction Program of Peking University Third Hospital</contract-sponsor>
<counts>
<fig-count count="3"/>
<table-count count="1"/>
<equation-count count="0"/>
<ref-count count="33"/>
<page-count count="7"/>
<word-count count="4377"/>
</counts>
<custom-meta-wrap>
<custom-meta>
<meta-name>section-at-acceptance</meta-name>
<meta-value>Neurological Biomarkers</meta-value>
</custom-meta>
</custom-meta-wrap>
</article-meta>
</front>
<body>
<sec sec-type="intro" id="sec5">
<title>Introduction</title>
<p>ALS is a fatal central nervous system neurodegenerative disease and presents as a combination of upper (UMN) and lower motor neuron (LMN) dysfunction that leads to progressive weakness of voluntary skeletal muscles involved in limb movement (<xref ref-type="bibr" rid="ref1">1</xref>). The challenge for current research is to discover novel ALS biomarkers to identify or monitor disease progression (<xref ref-type="bibr" rid="ref2">2</xref>). In particular, LMN burden can be quantified by electromyography, but few reliable biomarkers are available to quantify UMN impairment.</p>
<p>Research on postmortem tissue and animal models has revealed an association between microglia and ALS (<xref ref-type="bibr" rid="ref3">3</xref>, <xref ref-type="bibr" rid="ref4">4</xref>). The intricate cellular interplay between immune cells and upper motor neurons has been observed in the motor cortex of both ALS mice and ALS patients (<xref ref-type="bibr" rid="ref5">5</xref>). Axonal loss in the corticospinal tract is associated with microglia (<xref ref-type="bibr" rid="ref6">6</xref>). Therefore, the activation of microglia could be an attractive biomarker for tracking this disease and a potential outcome parameter for future clinical trials.</p>
<p>However, it is difficult to directly observe central microglia in clinical practice. Recently, CSF soluble TREM2 (sTREM2) has been evaluated as a biomarker of microglial activation in the context of neuroinflammatory and neurodegenerative diseases (<xref ref-type="bibr" rid="ref7">7</xref>). Since sTREM2 is a key protein involved in the activation of microglia, the question arises whether sTREM2 levels are pathologically altered in the ALS.</p>
<p>In this study, we first compared CSF sTREM2 protein levels in patients with ALS and controls. We then evaluated the association of sTREM2 with clinical presentation. We found that CSF sTREM2, which may be a candidate marker for ALS disease monitoring, is significantly elevated in ALS patients and is associated with UMN burden and disease progression.</p>
</sec>
<sec sec-type="materials|methods" id="sec6">
<title>Materials and methods</title>
<sec id="sec7">
<title>Study participants</title>
<p>The current study included 47 sporadic ALS patients [according with the El Escorial revised criteria (<xref ref-type="bibr" rid="ref8">8</xref>)] and 23 controls from the Peking University Third Hospital (PUTH). We included as CSF-controls subjects who underwent an intraspinal anesthesia in minor surgery and match for age and sex with ALS group. All participants met the following features: no other neurodegenerative disease such as Alzheimer&#x2019;s disease, no tumoral or systemic inflammatory disease and no active anti-inflammatory drugs intake. The study was approved by the ethics committee of PUTH (M2024097).</p>
<p>For all patients, baseline demographic information and clinical data were collected directly during the patient&#x2019;s first visit to PUTH. The demographic and clinical characteristics included age, sex, site of onset, age at onset, disease duration, and disease extent as assessed by the ALS Functional Rating Score-Revised (ALSFRS-R).</p>
</sec>
<sec id="sec8">
<title>Indicators of UMN burden</title>
<sec id="sec9">
<title>UMN score</title>
<p>UMN score was assessed by Penn&#x2019;s upper motor neuron scale (<xref ref-type="bibr" rid="ref9">9</xref>).</p>
</sec>
<sec id="sec10">
<title>Motor band sign</title>
<p>Research with Quantitative Susceptibility Mapping (QSM) proposed MBS can serve as a possible radiological sign of severe UMN burden in ALS patients (<xref ref-type="bibr" rid="ref10">10</xref>). Nineteen ALS participants agreed to undergo a full brain MRI protocol, including T2&#x002A;/GRE sequence. MRI was performed using 3-T clinical magnetic resonance system (MAGNETOM TRIO TIM, Siemens, Germany). T2&#x002A;/GRE sequence scans were performed using the T2&#x002A;-weighted gradient echo protocol. 20-channel head-and-neck collar was used. Imaging sequence parameters were as follows: repetition time 800&#x202F;ms, echo time 30&#x202F;ms, flip angle 20&#x00B0;, slice thickness 5&#x202F;mm, phase FOV 128&#x202F;&#x00D7;&#x202F;128&#x202F;mm. All SWI sequences were assessed on radiological PACS workstations (GE) independently by 2 doctors. Raters were blinded to the participant&#x2019;s age, sex and other clinical information. The raters evaluated the degree of hypointensity in the motor cortex on SWI using a three-point ordinal scale from 0 to 2, as previously reported (<xref ref-type="bibr" rid="ref11">11</xref>, <xref ref-type="bibr" rid="ref12">12</xref>): a total MBS score of 0&#x2013;12: The human primary motor cortex is somatotopically organized into 3 regions, the most medial part, the most lateral parts and the intermediate region. Compared with the peripheral gyrus, each region obtains a score, which is isointense (0), mildly hypointense (1), and markedly hypointense (2).</p>
</sec>
</sec>
<sec id="sec11">
<title>Indicators of disease progression</title>
<sec id="sec12">
<title>&#x0394;FS</title>
<p>The progression rate (&#x0394;FS) was calculated as follows: &#x0394;FS (<xref ref-type="bibr" rid="ref13">13</xref>) = (48&#x202F;&#x2212;&#x202F;ALSFRS-R Score at Time of Diagnosis)/Duration From Onset to Diagnosis (Months).</p>
</sec>
<sec id="sec13">
<title>Serum NFL measurements</title>
<p>As a marker of axonal injury, serum NFL has been shown to be associated with progression and prognosis in patients with ALS (<xref ref-type="bibr" rid="ref14">14</xref>). Serum NfL levels were measured with an ultrasensitive single-molecule array (Simoa) platform provided by Quanterix (Lexington, MA, United States). Measurements were performed on the fully automated HD-1 Analyzer (Quanterix) instrument using the NF-L Beta kit from Quanterix, which employs an anti-NFL monoclonal antibody produced by UmanDiagnostics (Ume&#x00E5;, Sweden). The interassay coefficients of variation (CVs) were &#x003C;10%.</p>
</sec>
<sec id="sec14">
<title>CSF sTREM2 measurements</title>
<p>The CSF samples were collected in polypropylene tubes immediately by standard lumbar puncture and sent to the laboratory in 2&#x202F;h. Samples were centrifuged at 2,000&#x202F;&#x00D7;&#x202F;g for 10&#x202F;min, and then stored in enzyme-free EP tubes at &#x2212;80&#x00B0;C. The thaw/freezing cycle was limited not to surpass 2 times. CSF sTREM2 was determined with one ELISA kit (Human TREM2 SimpleStep ELISA kit; Abcam, No. Ab224881). Measurements were performed on the microplate reader (Tecan Spark, Switzerland). The within-batch CV was &#x003C;5% and the inter-batch CV was &#x003C;20%.</p>
<p>Cerebrospinal fluid and serum samples were collected on the same day. The measurements were performed in duplicate by experienced technicians who were blind to the clinical information, and the mean concentrations of duplicates were selected for the statistical analyses.</p>
</sec>
</sec>
<sec id="sec15">
<title>Statistical data analysis</title>
<p>The Shapiro&#x2013;Wilk test (S&#x2013;W test) was used to evaluate whether continuous variables conformed to a normal distribution. Quantitative variables are expressed as the means &#x00B1; standard deviations if they follow a normal distribution; otherwise, they are expressed as medians (interquartile ranges). Qualitative variables are expressed as a percentage of each group. The expression levels of sTREM2 in cerebrospinal fluid and NFL in serum were converted to log 10(X) values to conform to normal conditions.</p>
<p>Differences in baseline features were determined via the <italic>&#x03C7;</italic><sup>2</sup> test (for categorical variables) and the Mann&#x2013;Whitney <italic>U</italic> test (for continuous variables).</p>
<p>With sex and age as covariables, the independent correlation between the CSF sTREM2 level and ALS status was evaluated via a logistic regression model, and the odds ratio (OR) was calculated.</p>
<p>Cerebrospinal fluid sTREM2 levels were correlated with clinical data via Pearson and Spearman correlations.</p>
<p>The <italic>&#x03C7;</italic><sup>2</sup> trend test was used to examine the trend of sTREM2 (dividing sTREM2 into 2 groups on the basis of the median) to change with MBS score.</p>
<p>Two-sided <italic>p</italic>-values &#x003C;0.05 were considered statistically significant.</p>
<p>SPSS 26.0 was used for statistical analysis. Graphs were generated via GraphPad Prism 9.5.</p>
</sec>
</sec>
<sec sec-type="results" id="sec16">
<title>Results</title>
<sec id="sec17">
<title>Increase of CSF sTREM2 levels in ALS</title>
<p>In this study, we aimed to verify whether sTREM2 levels are associated with ALS. We performed intergroup comparisons of participant characteristics and CSF sTREM2 levels. The demographic and biomarker values of the control and ALS patients are shown in <xref ref-type="table" rid="tab1">Table 1</xref>. Age and gender did not differ between the groups. As expected, the groups differed with respect to their biomarker profiles (<xref ref-type="fig" rid="fig1">Figure 1</xref>). Logistic regression models were designed to identify adjusted estimates of the association of sTREM2 levels in CSF with ALS status (control&#x202F;=&#x202F;0; ALS&#x202F;=&#x202F;1). sTREM2 levels in CSF were an independent predictor of ALS status after adjusting for age and sex, with an odds ratio (OR)&#x202F;=&#x202F;1.22 (CI 95%&#x202F;=&#x202F;1.06&#x2013;1.40, <italic>p</italic>&#x202F;=&#x202F;0.005). Compared with those in controls, the levels of CSF sTREM2 in ALS patients are significantly greater and may be an independent risk factor for ALS.</p>
<table-wrap position="float" id="tab1">
<label>Table 1</label>
<caption>
<p>Demographic and clinical characteristics of the control and ALS groups.</p>
</caption>
<table frame="hsides" rules="groups">
<thead>
<tr>
<th/>
<th align="center" valign="top">ALS (<italic>N</italic> =&#x202F;47)</th>
<th align="center" valign="top">Control (<italic>N</italic> =&#x202F;23)</th>
<th align="center" valign="top">
<italic>p</italic>
</th>
</tr>
</thead>
<tbody>
<tr>
<td align="left" valign="top">Age</td>
<td align="center" valign="top">55.40&#x202F;&#x00B1;&#x202F;9.69</td>
<td align="center" valign="top">56.00&#x202F;&#x00B1;&#x202F;9.60</td>
<td align="center" valign="top">&#x003E;0.05</td>
</tr>
<tr>
<td align="left" valign="top">Sex (male/female)</td>
<td align="center" valign="top">24/23</td>
<td align="center" valign="top">13/10</td>
<td align="center" valign="top">&#x003E;0.05</td>
</tr>
<tr>
<td align="left" valign="top">Disease course (months)</td>
<td align="center" valign="top">14 (13)</td>
<td align="center" valign="top">&#x2014;</td>
<td align="center" valign="top">&#x2014;</td>
</tr>
<tr>
<td align="left" valign="top">Site of onset (bulbar/spinal)</td>
<td align="center" valign="top">10/37</td>
<td align="center" valign="top">&#x2014;</td>
<td align="center" valign="top">&#x2014;</td>
</tr>
<tr>
<td align="left" valign="top">ALS-FRS</td>
<td align="center" valign="top">41 (8)</td>
<td align="center" valign="top">&#x2014;</td>
<td align="center" valign="top">&#x2014;</td>
</tr>
<tr>
<td align="left" valign="top">&#x0394;FS</td>
<td align="center" valign="top">0.43 (0.70)</td>
<td align="center" valign="top">&#x2014;</td>
<td align="center" valign="top">&#x2014;</td>
</tr>
<tr>
<td align="left" valign="top">KCSS (1/2/3/4)</td>
<td align="center" valign="top">21/19/5/2</td>
<td align="center" valign="top">&#x2014;</td>
<td align="center" valign="top">&#x2014;</td>
</tr>
<tr>
<td align="left" valign="top">UMN score</td>
<td align="center" valign="top">10.15&#x202F;&#x00B1;&#x202F;4.92</td>
<td align="center" valign="top">&#x2014;</td>
<td align="center" valign="top">&#x2014;</td>
</tr>
<tr>
<td align="left" valign="top" colspan="4">Biomarkers</td>
</tr>
<tr>
<td align="left" valign="top">sTREM2 (ng/mL)</td>
<td align="center" valign="top">13.94 (9.08)</td>
<td align="center" valign="top">10.20 (3.84)</td>
<td align="center" valign="top">0.002</td>
</tr>
<tr>
<td align="left" valign="top">lg sTREM2</td>
<td align="center" valign="top">1.15&#x202F;&#x00B1;&#x202F;0.19</td>
<td align="center" valign="top">1.00&#x202F;&#x00B1;&#x202F;0.17</td>
<td align="center" valign="top">0.002</td>
</tr>
<tr>
<td align="left" valign="top">NFL (pg/mL)</td>
<td align="center" valign="top">58.62 (53.74)</td>
<td align="center" valign="top">&#x2014;</td>
<td align="center" valign="top">&#x2014;</td>
</tr>
<tr>
<td align="left" valign="top">lg NFL</td>
<td align="center" valign="top">1.77&#x202F;&#x00B1;&#x202F;0.39</td>
<td align="center" valign="top">&#x2014;</td>
<td align="center" valign="top">&#x2014;</td>
</tr>
</tbody>
</table>
</table-wrap>
<fig position="float" id="fig1">
<label>Figure 1</label>
<caption>
<p><bold>(A)</bold> The levels of soluble sTREM2 are significantly greater in ALS patients than in controls (<italic>p</italic>&#x202F;&#x003C;&#x202F;0.05). <bold>(B)</bold> Positive correlation between sTREM2 levels (lg) and the &#x0394;FRS. <bold>(C)</bold> The positive correlation between sTREM2 levels (lg) and NFL. <bold>(D)</bold> Positive correlation between sTREM2 levels (lg) and the UMN score.</p>
</caption>
<graphic xlink:href="fneur-15-1515252-g001.tif"/>
</fig>
</sec>
<sec id="sec18">
<title>CSF sTREM2 is associated with UMN burden</title>
<p>Next, considering the close association between microglia in the central nervous system and motor units in the cortex, we explored whether there was an association between sTREM2 and UMN burden. We collected and analyzed the UMN score and MBS, as previously described. The UMN score was significantly positively correlated with the sTREM2 level (<italic>r</italic>&#x202F;=&#x202F;0.38, <italic>p</italic>&#x202F;=&#x202F;0.009) (<xref ref-type="fig" rid="fig1">Figure 1</xref>). In addition, we compared sTREM2 levels across different MBS score groups. Adjusting for changes in the MBS, the levels of sTREM2 increased (<italic>p</italic>-trend&#x202F;=&#x202F;0.014) (<xref ref-type="fig" rid="fig2">Figure 2</xref>). These findings suggest that sTREM2 may reflect the potential effects of activated microglia on nearby motor neurons.</p>
<fig position="float" id="fig2">
<label>Figure 2</label>
<caption>
<p><bold>(A)</bold> An ALS patient with T2&#x002A; intermediate regions of the motor cortex with marked hypointensity. <bold>(B)</bold> CSF sTREM2 at different MBS levels.</p>
</caption>
<graphic xlink:href="fneur-15-1515252-g002.tif"/>
</fig>
</sec>
<sec id="sec19">
<title>CSF sTREM2 is associated with axonal injury and disease progression</title>
<p>We studied the relationships between CSF sTREM2 and biomarkers of axonal injury and disease progression using Pearson and Spearman correlations. A significant correlation was found between the sTREM2 level and the serum NFL level (<italic>r</italic>&#x202F;=&#x202F;0.35, <italic>p</italic>&#x202F;=&#x202F;0.015) and between the sTREM2 level and the &#x0394;FS value (<italic>r</italic>&#x202F;=&#x202F;0.30, <italic>p</italic>&#x202F;=&#x202F;0.04) in ALS patients (<xref ref-type="fig" rid="fig1">Figure 1</xref>). Interestingly, we found no correlation between CSF sTREM2 levels and the ALSFRS-R score (<italic>p</italic>&#x202F;=&#x202F;0.15) or disease course (<italic>p</italic>&#x202F;=&#x202F;0.08).</p>
</sec>
<sec id="sec20">
<title>sTREM2 may be more valuable in patients with disease course &#x003E;12&#x202F;months</title>
<p>Considering that the role of microglia may differ across different stages of the disease, we performed subgroup analysis. The ALS group was divided into subgroups according to the duration of disease (bounded by 12&#x202F;months). When this correlation was estimated only among patients with a disease course &#x003E;12&#x202F;months, the sTREM2 (lg) was still associated with the UMN score (<italic>r</italic>&#x202F;=&#x202F;0.50, <italic>p</italic>&#x202F;=&#x202F;0.01), &#x0394;FS (<italic>r</italic>&#x202F;=&#x202F;0.52, <italic>p</italic>&#x202F;=&#x202F;0.008) and serum NFL (lg) (<italic>r</italic>&#x202F;=&#x202F;0.55, <italic>p</italic>&#x202F;=&#x202F;0.004). In addition, there was a significant negative correlation (<italic>r</italic>&#x202F;=&#x202F;&#x2212;0.40, <italic>p</italic>&#x202F;=&#x202F;0.047) with ALSFRS-R (<xref ref-type="fig" rid="fig3">Figure 3</xref>). Nevertheless, no association was found in the subgroup with a disease duration &#x003C;12&#x202F;months. It seems to indicate that the role of sTREM2 in different pathological stages of the disease is not entirely consistent.</p>
<fig position="float" id="fig3">
<label>Figure 3</label>
<caption>
<p>Subgroup analysis: ALS patients with a disease course &#x003E;12&#x202F;months. <bold>(A)</bold> Positive correlation between sTREM2 levels (lg) and the &#x0394;FRS. <bold>(B)</bold> The negative correlation between sTREM2 levels (lg) and FRS.</p>
</caption>
<graphic xlink:href="fneur-15-1515252-g003.tif"/>
</fig>
</sec>
</sec>
<sec sec-type="discussion" id="sec21">
<title>Discussion</title>
<p>In this study, we found that CSF sTREM2 levels in patients with ALS were elevated and correlated with the UMN burden, which may provide some diagnostic support, especially for patients with insignificant upper motor neuron involvement. In addition, we found that patients with high sTREM2 levels had faster disease progression, which suggests a potential biomarker for disease monitoring in ALS patients.</p>
<p>sTREM2 may be a candidate indicator of upper motor unit involvement in ALS. The sTREM2 protein, which is expressed mainly in microglia of the central nervous system and is abundant in cerebrospinal fluid, has been evaluated as a biomarker of microglial activation (<xref ref-type="bibr" rid="ref15">15</xref>), playing a key role in the signaling pathway that triggers microglial activation. A recent study revealed that activation of the pyroptosis pathway in ALS white matter microglia contributes to neuronal degeneration in the motor cortex and pyramidal tract, possibly by affecting axonal health (<xref ref-type="bibr" rid="ref16">16</xref>).</p>
<p>In this study, the UMN score and MBS were used as indicators of the severity of upper motor neuron involvement. We observed that the sTREM2 level tended to increase in ALS patients with lower MBS signals and wider distributions. Iron deposition in the brain mainly occurs in malnourished microglia, and inflammatory changes and blood-brain barrier disorders play roles in iron homeostasis (<xref ref-type="bibr" rid="ref17">17</xref>). Activated microglia can play a role in phagocytosis, swallowing excess iron in neurodegenerative diseases (<xref ref-type="bibr" rid="ref18">18</xref>). In turn, iron overload impairs the motility of microglia and promotes aging and proinflammatory phenotypes (<xref ref-type="bibr" rid="ref19">19</xref>). However, the direct relationship between sTREM2 and iron deposition has not been fully elucidated. Shi et al. (<xref ref-type="bibr" rid="ref20">20</xref>) reported that CSF ferritin can act as an alternative biomarker of sTREM2-mediated microglial function in AD patients, playing an upstream role in inducing neuroinflammation. Previous studies have suggested that the &#x201C;motor band sign&#x201D; is related to the iron deposits shown at autopsy (<xref ref-type="bibr" rid="ref21">21</xref>, <xref ref-type="bibr" rid="ref22">22</xref>). These degenerative iron accumulations are observed as hypointensities in the primary motor cortex on T2-weighted, T2&#x002A;-weighted or susceptibility-weighted imaging (SWI), which are more predominant with UMN-ALS than with LMN-ALS (<xref ref-type="bibr" rid="ref23">23</xref>, <xref ref-type="bibr" rid="ref24">24</xref>). Therefore, we included the MBS and speculated that there may also be a certain connection between the MBS and sTREM2.</p>
<p>sTREM2 may be a candidate indicator for disease progression in ALS patients. The sTREM2 may bind to pathological proteins and may affect signal communication with nearby cells (<xref ref-type="bibr" rid="ref25">25</xref>), which raises the possibility that sTREM2 may be causally linked to disease progression. In this study, we found a close positive correlation between sTREM2 and &#x0394;FS and NFL, indicating a link with the pathological phenomenon of axonal damage (<xref ref-type="bibr" rid="ref26">26</xref>). Consistent with previous studies (<xref ref-type="bibr" rid="ref27">27</xref>), no association was found with the FRS, but we did find an association in patients with an advanced disease course (&#x003E;12&#x202F;months). We speculate that the early increase in sTREM2 expression may reflect an initial immune response to the deposition of pathological aggregates, but may initiate destructive effects after a certain stage. It is likely that microglia adopt an M2-like neuroprotective state early in disease but transition to an M1-like toxic state as ALS progresses, and such transitions in the microglial activation state occur asynchronously (<xref ref-type="bibr" rid="ref28">28</xref>). However, Ros&#x00E9;n et al. (<xref ref-type="bibr" rid="ref29">29</xref>) reported no difference in CSF sTREM2 levels among ALS patients, mimics, and controls. The reason for this difference may be due to differences in the research subjects and the detection methods used. In the study by Ros&#x00E9;n et al. (<xref ref-type="bibr" rid="ref29">29</xref>), 9 patients presented with manifestations of FTD, and 3 patients had a family history of ALS; our study subjects were patients with sporadic ALS. Because ALS is a highly heterogeneous disease, differences in inclusion criteria and disease stage may also affect outcomes. In addition, we used ELISA to analyze samples, whereas Ros&#x00E9;n et al. (<xref ref-type="bibr" rid="ref29">29</xref>) used the Meso Scale Discovery method.</p>
<p>Previously, microglial sTREM2 was proposed as a novel biomarker for other neurological inflammatory disorders (<xref ref-type="bibr" rid="ref30 ref31 ref32">30&#x2013;32</xref>), such as AD and MS. Recent studies have demonstrated an interaction between TDP-43 and TREM2 <italic>in vitro</italic> and <italic>in vivo</italic> as well as in ALS patient tissues by mass spectrometry and surface plasmon resonance analysis (<xref ref-type="bibr" rid="ref33">33</xref>).</p>
<p>In this study, we found that CSF sTREM2 may also be a biomarker for disease monitoring in ALS patients.</p>
<p>This research, however, is subject to several limitations. First, the sample size is small, which can lead to sample bias or the ability to extend the results to the ALS population. Second, the lack of analysis of longitudinal patient data, including clinical data and sTREM2 levels, may limit any conclusions about progression. Third, the semiquantitative analysis of the MBS using the 3 Tesla MR system in this study may not be as accurate as the quantitative analysis (7&#x202F;T QSM sequence). Therefore, the results should be replicated in large-sample, longitudinal data to analyze the effects of CSF sTREM2-associated inflammatory activity at different stages of the disease and to determine whether it is associated with disease progression.</p>
</sec>
<sec sec-type="conclusions" id="sec22">
<title>Conclusion</title>
<p>In conclusion, our results support that CSF sTREM2 may serve as a novel biomarker of disease monitoring for ALS, indicating upper motor neuron and axonal damage. Characterization of biomarkers of CSF sTREM2 and microglial activation will increase the understanding of potential neuroimmune mechanisms relevant to ALS.</p>
</sec>
</body>
<back>
<sec sec-type="data-availability" id="sec24">
<title>Data availability statement</title>
<p>The original contributions presented in the study are included in the article/supplementary material, further inquiries can be directed to the corresponding authors.</p>
</sec>
<sec sec-type="ethics-statement" id="sec25">
<title>Ethics statement</title>
<p>The studies involving humans were approved by Ethics committee of Peking University Third Hospital. 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. Written informed consent was obtained from the individual(s) for the publication of any potentially identifiable images or data included in this article.</p>
</sec>
<sec sec-type="author-contributions" id="sec26">
<title>Author contributions</title>
<p>LJ: Data curation, Writing &#x2013; original draft, Writing &#x2013; review &#x0026; editing. JY: Data curation, Investigation, Writing &#x2013; review &#x0026; editing. WW: Investigation, Supervision, Writing &#x2013; review &#x0026; editing. XL: Investigation, Methodology, Software, Supervision, Writing &#x2013; review &#x0026; editing. YF: Data curation, Supervision, Writing &#x2013; review &#x0026; editing, Project administration. DF: Data curation, Supervision, Writing &#x2013; review &#x0026; editing, Funding acquisition.</p>
</sec>
<sec sec-type="funding-information" id="sec27">
<title>Funding</title>
<p>The author(s) declare that financial support was received for the research, authorship, and/or publication of this article. This study was supported by the National Natural Science Foundation of China (81873784 and 82071426) and Clinical Cohort Construction Program of Peking University Third Hospital, Grant/Award Number: BYSYDL2019002.</p>
</sec>
<sec sec-type="COI-statement" id="sec28">
<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 sec-type="ai-statement" id="sec23">
<title>Generative AI statement</title>
<p>The authors declare that no Generative AI was used in the creation of this manuscript.</p>
</sec>
<sec sec-type="disclaimer" id="sec29">
<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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