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<front>
<journal-meta>
<journal-id journal-id-type="publisher-id">Front. Neurosci.</journal-id>
<journal-title>Frontiers in Neuroscience</journal-title>
<abbrev-journal-title abbrev-type="pubmed">Front. Neurosci.</abbrev-journal-title>
<issn pub-type="epub">1662-453X</issn>
<publisher>
<publisher-name>Frontiers Media S.A.</publisher-name>
</publisher>
</journal-meta>
<article-meta>
<article-id pub-id-type="doi">10.3389/fnins.2024.1375892</article-id>
<article-categories>
<subj-group subj-group-type="heading">
<subject>Neuroscience</subject>
<subj-group>
<subject>Original Research</subject>
</subj-group>
</subj-group>
</article-categories>
<title-group>
<article-title>Associations of cerebrospinal fluid profiles with severity and mortality risk of amyotrophic lateral sclerosis</article-title>
</title-group>
<contrib-group>
<contrib contrib-type="author"><name><surname>Fu</surname> <given-names>Jiajia</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>Lai</surname> <given-names>Xiaohui</given-names></name><xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
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<contrib contrib-type="author"><name><surname>Wei</surname> <given-names>Qianqian</given-names></name><xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
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<contrib contrib-type="author" corresp="yes"><name><surname>Chen</surname> <given-names>Xueping</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>Shang</surname> <given-names>Huifang</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="aff3"><sup>3</sup></xref>
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<aff id="aff1"><sup>1</sup><institution>Department of Neurology, West China Hospital, Sichuan University</institution>, <addr-line>Chengdu</addr-line>, <country>China</country></aff>
<aff id="aff2"><sup>2</sup><institution>Rare Disease Center, West China Hospital, Sichuan University</institution>, <addr-line>Chengdu</addr-line>, <country>China</country></aff>
<aff id="aff3"><sup>3</sup><institution>Laboratory of Neurodegenerative Disorders, West China Hospital, Sichuan University</institution>, <addr-line>Chengdu</addr-line>, <country>China</country></aff>
<author-notes>
<fn fn-type="edited-by" id="fn0001">
<p>Edited by: Agnes Lumi Nishimura, Queen Mary University of London, United Kingdom</p>
</fn>
<fn fn-type="edited-by" id="fn0002">
<p>Reviewed by: Ivana Munitic, University of Rijeka, Croatia</p>
<p>Wenting Guo, NeuroStra Institute, France</p>
</fn>
<corresp id="c001">&#x002A;Correspondence: Xueping Chen, <email>chenxueping0606@sina.com</email>; Huifang Shang, <email>hfshang2002@163.com</email></corresp>
</author-notes>
<pub-date pub-type="epub">
<day>15</day>
<month>05</month>
<year>2024</year>
</pub-date>
<pub-date pub-type="collection">
<year>2024</year>
</pub-date>
<volume>18</volume>
<elocation-id>1375892</elocation-id>
<history>
<date date-type="received">
<day>24</day>
<month>01</month>
<year>2024</year>
</date>
<date date-type="accepted">
<day>30</day>
<month>04</month>
<year>2024</year>
</date>
</history>
<permissions>
<copyright-statement>Copyright &#x00A9; 2024 Fu, Lai, Wei, Chen and Shang.</copyright-statement>
<copyright-year>2024</copyright-year>
<copyright-holder>Fu, Lai, Wei, Chen and Shang</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>Background</title>
<p>The relationship between routine cerebrospinal fluid (CSF) testing and the disease phenotype of amyotrophic lateral sclerosis (ALS) is unclear, and there are some contradictions in current studies.</p>
</sec>
<sec id="sec2">
<title>Methods</title>
<p>This study aimed to analyze the relationship between CSF profiles and disease phenotype in ALS patients. We collected 870 ALS patients and 96 control subjects admitted to West China Hospital of Sichuan University. CSF microprotein, albumin, IgG, index of IgG (IgG<sub>index</sub>), albumin quotient (Q<sub>ALB</sub>), and serum IgG were examined.</p>
</sec>
<sec id="sec3">
<title>Results</title>
<p>In ALS patients, CSF IgG, and Q<sub>ALB</sub> were significantly increased, while CSF IgG<sub>index</sub> was decreased, compared with control subjects. Approximately one-third of ALS patients had higher CSF IgG levels. The multiple linear regression analysis identified that CSF IgG<sub>index</sub> was weakly negatively associated with ALS functional rating scale revised (ALSFRS-R) scores (<italic>&#x03B2;</italic>&#x2009;=&#x2009;&#x2212;0.062, <italic>p</italic>&#x2009;=&#x2009;0.041). This significance was found in male ALS but not in female ALS. The Cox survival analyses found that upregulated CSF IgG was significantly associated with the increased mortality risk in ALS [HR&#x2009;=&#x2009;1.219 (1.010&#x2013;1.470), <italic>p</italic>&#x2009;=&#x2009;0.039].</p>
</sec>
<sec id="sec4">
<title>Conclusion</title>
<p>In the current study, the higher CFS IgG was associated with increased mortality risk of ALS. CSF IgG<sub>index</sub> may be associated with the severity of ALS. These findings may be sex-specific.</p>
</sec>
</abstract>
<kwd-group>
<kwd>amyotrophic lateral sclerosis</kwd>
<kwd>cerebrospinal fluid profiles</kwd>
<kwd>disease phenotype</kwd>
<kwd>IgG</kwd>
<kwd>Q<sub>ALB</sub> (CSF albumin/serum albumin)</kwd>
</kwd-group>
<contract-num rid="cn1">2022ZDZX0023</contract-num>
<contract-num rid="cn2">20HXFH035</contract-num>
<contract-num rid="cn3">2023-111</contract-num>
<contract-num rid="cn4">YCXJ-JZ-2022-007</contract-num>
<contract-num rid="cn5">2023YFQ0098</contract-num>
<contract-sponsor id="cn1">Sichuan Science and Technology Program</contract-sponsor>
<contract-sponsor id="cn2">Clinical Research Incubation Project of West China Hospital of Sichuan University</contract-sponsor>
<contract-sponsor id="cn3">Cadres Health Care Project in Sichuan Province</contract-sponsor>
<contract-sponsor id="cn4">Beijing E-town Coorperation &#x0026; Development Foundation</contract-sponsor>
<contract-sponsor id="cn5">Science and Technology Bureau Fund of Sichuan Province of China</contract-sponsor>
<counts>
<fig-count count="3"/>
<table-count count="3"/>
<equation-count count="0"/>
<ref-count count="30"/>
<page-count count="9"/>
<word-count count="5658"/>
</counts>
<custom-meta-wrap>
<custom-meta>
<meta-name>section-at-acceptance</meta-name>
<meta-value>Neurodegeneration</meta-value>
</custom-meta>
</custom-meta-wrap>
</article-meta>
</front>
<body>
<sec sec-type="intro" id="sec5">
<title>Introduction</title>
<p>Amyotrophic lateral sclerosis (ALS) is a neurodegenerative disease characterized by loss of upper motor neurons and lower motor neurons resulting in progressive muscle atrophy and paralysis (<xref ref-type="bibr" rid="ref27">Yang et al., 2022</xref>; <xref ref-type="bibr" rid="ref1">Ak&#x00E7;imen et al., 2023</xref>). The ALS phenotype varies across different ethnicities and regions. The average age of onset in ALS cohorts is around 66&#x2009;years in Germany, 52&#x2009;years in northern China, and 55&#x2009;years in southwestern China (<xref ref-type="bibr" rid="ref21">Rosenbohm et al., 2018</xref>; <xref ref-type="bibr" rid="ref6">Chen et al., 2021</xref>; <xref ref-type="bibr" rid="ref25">Wei et al., 2022</xref>). Currently, the majority of research suggests that ALS is associated with various factors such as immunity and infection, metallic elements, genetics, environmental factors, and many others (<xref ref-type="bibr" rid="ref16">Li C. et al., 2022</xref>; <xref ref-type="bibr" rid="ref27">Yang et al., 2022</xref>, <xref ref-type="bibr" rid="ref28">2023</xref>). However, the etiology and pathogenesis of ALS are highly complex and remain unknown. There are regional and racial differences in ALS patients. The research of biomarkers in cerebrospinal fluid (CSF) is one of the most active areas of ALS. Most previous studies focused on comparing the differences between healthy controls (HCs) and ALS patients, and most found that CSF IgG levels, CSF protein levels, and the quotient of CSF albumin and blood albumin (Q<sub>ALB</sub>) in ALS patients were higher than those in controls (<xref ref-type="bibr" rid="ref9">G&#x00E5;rde et al., 1971</xref>; <xref ref-type="bibr" rid="ref14">Leonardi et al., 1984</xref>; <xref ref-type="bibr" rid="ref19">Norris et al., 1993</xref>; <xref ref-type="bibr" rid="ref4">Assialioui et al., 2022</xref>). However, the associations between CSF profiles and the disease phenotype of ALS are controversial. Some studies found that the CSF protein of patients with late-onset ALS was significantly higher than that of patients with early-onset ALS (<xref ref-type="bibr" rid="ref10">Guiloff et al., 1979</xref>; <xref ref-type="bibr" rid="ref14">Leonardi et al., 1984</xref>), while other studies found that the CSF protein of ALS patients gradually decreased with the increased age of onset (<xref ref-type="bibr" rid="ref11">Guiloff et al., 1980</xref>; <xref ref-type="bibr" rid="ref19">Norris et al., 1993</xref>). Some studies found that ALS patients with higher CSF IgG, CSF protein, and Q<sub>ALB</sub> had short survival times (<xref ref-type="bibr" rid="ref11">Guiloff et al., 1980</xref>; <xref ref-type="bibr" rid="ref15">Li J. Y. et al., 2022</xref>; <xref ref-type="bibr" rid="ref12">Klose et al., 2023</xref>). However, some studies did not find that CSF protein levels were associated with the survival of ALS (<xref ref-type="bibr" rid="ref19">Norris et al., 1993</xref>; <xref ref-type="bibr" rid="ref15">Li J. Y. et al., 2022</xref>). Besides, the associations with the disease phenotypes such as the stage of the disease or the progression rate turned out to be unapparent in the majority of the studies (<xref ref-type="bibr" rid="ref24">Tarasiuk et al., 2012</xref>; <xref ref-type="bibr" rid="ref30">Zhao et al., 2020</xref>). One recent study found CSF protein was significantly negatively associated with the ALS functional rating scale revised (ALSFRS-R) scores in female ALS, not in male ALS (<xref ref-type="bibr" rid="ref4">Assialioui et al., 2022</xref>). These inconsistent findings of the CSF profiles may result from inherent limitations, including small sample size, varied applied methods, characteristics of enrolled ALS patients, ethnic differences of participants, and so on. Therefore, the relationship between CSF profiles and disease phenotypes needs further study.</p>
<p>As the basic laboratory examinations, CSF profiles might reflect the pathophysiological alterations along the disease course and provide insight into the pathogenesis of the disease. Therefore, in the present study, we analyzed the CSF profiles from a longitudinal cohort of ALS from Southwest China, trying to elucidate the relationship between the CSF profiles and the phenotype, severity, progression, and prognosis of the disease.</p>
</sec>
<sec sec-type="methods" id="sec6">
<title>Methods</title>
<sec id="sec7">
<title>Patients and controls</title>
<sec id="sec8">
<title>Inclusion criteria</title>
<p>All ALS patients included in the study, from the Department of Neurology, West China Hospital of Sichuan University between 2009 and 2022, who received a diagnosis of probable or definite ALS based on the El Escorial revised criteria. Demographic and clinical characteristics, such as age of onset, sex, disease type, disease stage, site of onset, disease course, progression rate, ALSFRS-R scores, and survival status, were recorded for each patient. Control subjects were admitted to the hospital for suspected neurological diseases, and underwent lumbar puncture as part of routine diagnostic procedures; no medication was administered at the time of the lumbar puncture.</p>
</sec>
<sec id="sec9">
<title>Exclusion criteria</title>
<p>In the present study, participants with acute infections or trauma were excluded. Furthermore, individuals with immune system-related conditions such as multiple sclerosis, systemic lupus erythematosus, etc., which could potentially impact immune-related factors, were also excluded. ALS patients who did not undergo complete follow-up were excluded from the primary analysis; their data was solely utilized for sensitivity analysis.</p>
<p>The disease course was defined as the interval between the first symptoms of the disease onset and the hospitalization when the CSF and serum were examined. The progression rate was calculated using the total revised ALSFRS-R and symptom duration at diagnosis. ALSFRS-R scores were spliced into three subgroups of severity: mild (37&#x2013;48), moderate (25&#x2013;36), and severe (0&#x2013;24). All the ALS patients were followed up at about 3-month intervals, and it was possible to determine a slope of deterioration for the clinical features of these patients. For survival analysis, the database was closed in August 2023. The term &#x201C;death&#x201D; is defined as death, endotracheal intubation, tracheostomy, and date of death confirmed by relatives.</p>
<p>We received approval from the ethical standards committee on human experimentation at West China Hospital. Written informed consent for research was obtained from all patients and control subjects participating in the study. All procedures and protocols were carried out in accordance with the guidelines of the Declaration of Helsinki and the International Ethical Guidelines for Human Biomedical Research.</p>
</sec>
<sec id="sec10">
<title>CSF analysis</title>
<p>Lumbar puncture was performed in all participants. All CSF samples were checked for blood contamination. No sample was excluded due to contamination. All tests were conducted by the Department of Experimental Medicine of West China Hospital. Albumin and IgG in CSF and serum were detected using Beckman Coulter IMMAGE800 automatic specific protein analyzer (United States, IMM-10013) and its original supporting reagents, and using the industry gold standard rate scattering method with high efficiency and accuracy. The reference ranges were all based on the biological reference intervals provided by BECKMAN COULTER and executed in accordance with the &#x201C;Clinical Laboratory Testing Project Reference Interval Establishment Standard&#x201D; formulated by the National Health Commission of the People&#x2019;s Republic of China (WCH-LM-IMM-EXT-SP-026-07 WS/T 402). The reference ranges of CSF microprotein, albumin, IgG, index of IgG (IgG<sub>index</sub>), and serum IgG (s-IgG) were 0.15&#x2013;0.45&#x2009;g/L, 0.134&#x2013;0.337&#x2009;g/L, 0.005&#x2013;0.041&#x2009;g/L, 0.18&#x2013;0.84, and 8.00&#x2013;15.50&#x2009;g/L. Q<sub>ALB</sub> (Q<sub>ALB</sub>&#x2009;=&#x2009;Alb<sub>CSF</sub>/Alb<sub>S</sub>) is the albumin quotient, recognized as an effective marker to evaluate the permeability of the blood&#x2013;brain barrier (BBB) (<xref ref-type="bibr" rid="ref20">Reiber and Peter, 2001</xref>). CSF IgG<sub>index</sub> is calculated through the equation; IgG<sub>index</sub>&#x2009;=&#x2009;Q<sub>IgG</sub>/Q<sub>ALB</sub>(Q<sub>IgG</sub>&#x2009;=&#x2009;CSF IgG/s-IgG).</p>
</sec>
<sec id="sec11">
<title>Statistics</title>
<p>The normal distribution of the data was assessed by visual inspection and Shapiro&#x2013;Wilk tests. The levels of CSF profiles between ALS patients and control subjects were compared using the Mann&#x2013;Whitney U test and Kruskal-Wallis nonparametric test for non-normal variables and the Student&#x2019;s test for normal variables. The chi-square test was used to evaluate differences in frequencies. Pearson&#x2019;s or Spearman&#x2019;s correlation coefficients were used to evaluate the associations between these parameters and clinical phenotypes. One-way analysis of variance was used for comparison among multiple groups, and LSD and Welch&#x2019;s ANOVA tests were used for pair-to-group comparison. Multiple regression analysis was applied to find these associations with adjustment for confounding factors. Survival analysis was performed with a stepwise Cox proportional hazard analysis. After propensity score matching of ALS and control participants based on age and sex in a 1:1 ratio, inter-group comparisons of CSF profiles were conducted once more. The results of non-normal data were presented as non-normal data as median (interquartile range). We utilized the Hodges&#x2013;Lehmann estimation to compute the median difference along with the 95% CI. The significance level was set at <italic>p</italic>&#x2009;&#x003C;&#x2009;0.05. All statistical analyses were conducted with SPSS (v26; IBM SPSS Statistics for Windows, Armonk, NY) software and GraphPad Prism 9 (GraphPad Software, Inc. Boston, MA, United States).</p>
</sec>
</sec>
</sec>
<sec sec-type="results" id="sec12">
<title>Results</title>
<p>In the study, 957 ALS patients underwent CSF and serum examinations during hospitalization. Eighty-seven ALS patients were lost to follow-up and were excluded from the study (9.1%) (<xref ref-type="supplementary-material" rid="SM1">Supplementary Figure S1</xref>). The control group consisted of 96 patients diagnosed with primary headache (41.7%) and anxiety and depression status (58.3%). The median age of ALS patients was 57.26 (48.15&#x2013;64.99) years, while that of the control group was 41.00 (26.00&#x2013;52.00) years. The ALS group comprised 530 males and 340 females, whereas the control group consisted of 28 males and 68 females.</p>
<p>Among the included 870 ALS patients, 69.1% were classical phenotype, 77.0% were of limb onset, 23.0% were of bulbar onset, 26.2% were at stage I, 39.8% were at stage II, and 34.0% were at stage III. As of August 2023, 43.1% of the patients had taken riluzole for more than 3 months, and 70.3% of the patients had died (with a median survival time of 42.43&#x2009;months). The characteristics of male ALS and female ALS patients are listed in <xref ref-type="supplementary-material" rid="SM1">Supplementary Table S1</xref>, and male ALS patients were found to be older and had more limb onset, higher mortality rate, and lower median survival time than female ALS patients (<xref ref-type="supplementary-material" rid="SM1">Supplementary Table S1</xref>).</p>
<p>We compared the CSF profiles between the 870 ALS patients and 96 control subjects, and found that CSF microprotein, albumin, IgG, and Q<sub>ALB</sub> in ALS patients were higher than those in the control group, but CSF IgG<sub>index</sub> was lower than that in the control group (<xref ref-type="table" rid="tab1">Table 1</xref>), although the difference was small. In ALS patients, the proportions above the median of the CSF microprotein, IgG, albumin, and Q<sub>ALB</sub> were significantly higher than those in controls (CSF microprotein: 56.9% vs. 13.5%; IgG: 53.6% vs. 26.0%; albumin: 53.5% vs. 19.8%; Q<sub>ALB</sub>: 53.7% vs. 11.5%). In ALS patients, the proportion of the CSF microprotein exceeding the upper limit of the normal range was 32.6%, IgG was 26.1%, and albumin was 14.6%. Besides, we found that the difference in CSF microprotein, IgG, albumin, and Q<sub>ALB</sub> remained significantly higher between ALS and controls in both male and female subgroups (<xref ref-type="supplementary-material" rid="SM1">Supplementary Tables S2, S3</xref>). However, the differences in the CSF IgG<sub>index</sub> between female ALS and female control subjects were insignificant (<xref ref-type="supplementary-material" rid="SM1">Supplementary Table S3</xref>). Taking into account the significant differences in age and sex between ALS and control participants, propensity score matching was conducted based on age and sex, resulting in the selection of 69 ALS participants and 69 control participants in a 1:1 matching ratio. After matching, there were no significant differences in age and sex between the groups. However, the levels of CSF microprotein, IgG, albumin, and Q<sub>ALB</sub> in the ALS group remained significantly higher than those in the control group, and the CSF IgG<sub>index</sub> remained significantly lower than that in the control group, which were consistent with the results of the unmatched group comparisons (<xref ref-type="table" rid="tab1">Table 1</xref>). In addition, in the subgroup analyses, we found that CSF microprotein, albumin, IgG, and Q<sub>ALB</sub> were higher in male than in female participants (<xref ref-type="supplementary-material" rid="SM1">Supplementary Tables S4, S5</xref>).</p>
<table-wrap position="float" id="tab1"><label>Table 1</label>
<caption>
<p>Comparison of CSF profiles between ALS and control groups.</p>
</caption>
<table frame="hsides" rules="groups">
<thead>
<tr>
<th/>
<th align="center" valign="top" colspan="4">Non-matched</th>
<th align="center" valign="top" colspan="3">Matched</th>
</tr>
<tr>
<th/>
<th align="center" valign="top">ALS (<italic>N</italic>&#x2009;=&#x2009;870)</th>
<th align="center" valign="top">Controls (<italic>N</italic>&#x2009;=&#x2009;96)</th>
<th align="center" valign="top">Estimated median difference (95% CI)</th>
<th align="center" valign="top">
<italic>p</italic>
</th>
<th align="center" valign="top">ALS (<italic>N</italic>&#x2009;=&#x2009;69)</th>
<th align="center" valign="top">Controls (<italic>N</italic>&#x2009;=&#x2009;69)</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">57.26 (48.15&#x2013;64.99)</td>
<td align="center" valign="top">41.00 (26.00&#x2013;52.00)</td>
<td/>
<td align="char" valign="top" char=".">
<bold>&#x003C;0.001</bold>
</td>
<td align="center" valign="top">46.64 (39.10&#x2013;62.44)</td>
<td align="center" valign="top">49.00 (37.50&#x2013;57.00)</td>
<td align="char" valign="top" char=".">0.907</td>
</tr>
<tr>
<td align="left" valign="top">Sex (female%)</td>
<td align="center" valign="top">340 (39.1)</td>
<td align="center" valign="top">68 (70.8)</td>
<td/>
<td align="char" valign="top" char=".">
<bold>&#x003C;0.001</bold>
</td>
<td align="center" valign="top">32 (61.5)</td>
<td align="center" valign="top">46 (66.7)</td>
<td align="char" valign="top" char=".">0.378</td>
</tr>
<tr>
<td align="left" valign="top">CSF microprotein (g/L)</td>
<td align="center" valign="top">0.390 (0.330&#x2013;0.470)<bold>&#x2191;</bold></td>
<td align="center" valign="top">0.300 (0.243&#x2013;0.340)</td>
<td align="center" valign="top">&#x2212;0.100 (&#x2212;0.120, &#x2212;0.080)</td>
<td align="char" valign="top" char=".">
<bold>&#x003C;0.001</bold>
</td>
<td align="center" valign="top">0.36 (0.30&#x2013;0.45) &#x2191;</td>
<td align="center" valign="top">0.32 (0.25&#x2013;0.36)</td>
<td align="char" valign="top" char=".">
<bold>&#x003C;0.001</bold>
</td>
</tr>
<tr>
<td align="left" valign="top">Proportion of CSF microprotein exceeding median (0.380&#x2009;g/L)</td>
<td align="center" valign="top">56.9%<bold>&#x2191;</bold></td>
<td align="center" valign="top">13.5%</td>
<td/>
<td align="char" valign="top" char=".">
<bold>&#x003C;0.001</bold>
</td>
<td align="center" valign="top">44.9%&#x2191;</td>
<td align="center" valign="top">15.9%</td>
<td align="char" valign="top" char=".">
<bold>&#x003C;0.001</bold>
</td>
</tr>
<tr>
<td align="left" valign="top">Proportion of CSF microprotein exceeding the upper limit (0.450&#x2009;g/L)</td>
<td align="center" valign="top">32.6%</td>
<td align="center" valign="top">0.0%</td>
<td/>
<td/>
<td align="center" valign="top">24.6%</td>
<td align="center" valign="top">0.0%</td>
<td/>
</tr>
<tr>
<td align="left" valign="top">CSF IgG (g/L)</td>
<td align="center" valign="top">0.030 (0.023&#x2013;0.042)<bold>&#x2191;</bold></td>
<td align="center" valign="top">0.022 (0.017&#x2013;0.030)</td>
<td align="center" valign="top">&#x2212;0.008 (&#x2212;0.011, &#x2212;0.006)</td>
<td align="char" valign="top" char=".">
<bold>&#x003C;0.001</bold>
</td>
<td align="center" valign="top">0.03 (0.02&#x2013;0.04) &#x2191;</td>
<td align="center" valign="top">0.02 (0.02&#x2013;0.03)</td>
<td align="char" valign="top" char=".">
<bold>0.002</bold>
</td>
</tr>
<tr>
<td align="left" valign="top">Proportion of CSF IgG exceeding median (0.029&#x2009;g/L)</td>
<td align="center" valign="top">53.6%<bold>&#x2191;</bold></td>
<td align="center" valign="top">26.0%</td>
<td/>
<td align="char" valign="top" char=".">
<bold>&#x003C;0.001</bold>
</td>
<td align="center" valign="top">53.6%<bold>&#x2191;</bold></td>
<td align="center" valign="top">29.0%</td>
<td align="char" valign="top" char=".">
<bold>0.003</bold>
</td>
</tr>
<tr>
<td align="left" valign="top">Proportion of CSF IgG exceeding the upper limit (0.041&#x2009;g/L)</td>
<td align="center" valign="top">26.1%</td>
<td align="center" valign="top">0.0%</td>
<td/>
<td/>
<td align="center" valign="top">27.5%</td>
<td align="center" valign="top">0.0%</td>
<td/>
</tr>
<tr>
<td align="left" valign="top">CSF albumin (g/L)</td>
<td align="center" valign="top">0.214 (0.174&#x2013;0.278)<bold>&#x2191;</bold></td>
<td align="center" valign="top">0.160 (0.128&#x2013;0.200)</td>
<td align="center" valign="top">&#x2212;0.057 (&#x2212;0.071, &#x2212;0.044)</td>
<td align="char" valign="top" char=".">
<bold>&#x003C;0.001</bold>
</td>
<td align="center" valign="top">0.15 (0.20&#x2013;0.26) &#x2191;</td>
<td align="center" valign="top">0.14 (0.17&#x2013;0.20)</td>
<td align="char" valign="top" char=".">
<bold>&#x003C;0.001</bold>
</td>
</tr>
<tr>
<td align="left" valign="top">Proportion of CSF albumin exceeding median (0.207&#x2009;g/L)</td>
<td align="center" valign="top">53.5%<bold>&#x2191;</bold></td>
<td align="center" valign="top">19.8%</td>
<td/>
<td align="char" valign="top" char=".">
<bold>&#x003C;0.001</bold>
</td>
<td align="center" valign="top">47.8% &#x2191;</td>
<td align="center" valign="top">23.2%</td>
<td align="char" valign="top" char=".">
<bold>0.002</bold>
</td>
</tr>
<tr>
<td align="left" valign="top">Proportion of CSF albumin exceeding the upper limit (0.337&#x2009;g/L)</td>
<td align="center" valign="top">14.6%</td>
<td align="center" valign="top">0.0%</td>
<td/>
<td/>
<td align="center" valign="top">11.6%</td>
<td align="center" valign="top">0.0%</td>
<td/>
</tr>
<tr>
<td align="left" valign="top">CSF IgG<sub>index</sub></td>
<td align="center" valign="top">0.494 (0.455&#x2013;0.531) &#x2193;</td>
<td align="center" valign="top">0.508 (0.467&#x2013;0.543)</td>
<td align="center" valign="top">0.014 (0.000, 0.028)</td>
<td align="char" valign="top" char=".">
<bold>0.047</bold>
</td>
<td align="center" valign="top">0.50 (0.44&#x2013;0.53) &#x2193;</td>
<td align="center" valign="top">0.50 (0.45&#x2013;0.56)</td>
<td align="char" valign="top" char=".">
<bold>0.029</bold>
</td>
</tr>
<tr>
<td align="left" valign="top">Proportion of CSF IgG<sub>index</sub> exceeding median (0.495)</td>
<td align="center" valign="top">49.8%</td>
<td align="center" valign="top">55.2%</td>
<td/>
<td align="char" valign="top" char=".">0.312</td>
<td align="center" valign="top">53.6%</td>
<td align="center" valign="top">50.7%</td>
<td align="char" valign="top" char=".">0.733</td>
</tr>
<tr>
<td align="left" valign="top">Proportion of CSF IgG<sub>index</sub> exceeding the upper limit (0.840)</td>
<td align="center" valign="top">0.5%</td>
<td align="center" valign="top">0.0%</td>
<td/>
<td/>
<td align="center" valign="top">0.0%</td>
<td align="center" valign="top">0.0%</td>
<td/>
</tr>
<tr>
<td align="left" valign="top">Q<sub>ALB</sub></td>
<td align="center" valign="top">0.006 (0.005&#x2013;0.007)<bold>&#x2191;</bold></td>
<td align="center" valign="top">0.004 (0.003&#x2013;0.005)</td>
<td align="center" valign="top">&#x2212;1.659 (&#x2212;2.009, &#x2212;1.311)</td>
<td align="char" valign="top" char=".">
<bold>&#x003C;0.001</bold>
</td>
<td align="center" valign="top">0.005 (0.004&#x2013;0.007)<bold>&#x2191;</bold></td>
<td align="center" valign="top">0.004 (0.003&#x2013;0.005)</td>
<td align="char" valign="top" char=".">
<bold>&#x003C;0.001</bold>
</td>
</tr>
<tr>
<td align="left" valign="top">Proportion of CSF Q<sub>ALB</sub> exceeding median (0.005)</td>
<td align="center" valign="top">53.7%<bold>&#x2191;</bold></td>
<td align="center" valign="top">11.5%</td>
<td/>
<td align="char" valign="top" char=".">
<bold>&#x003C;0.001</bold>
</td>
<td align="center" valign="top">52.2%<bold>&#x2191;</bold></td>
<td align="center" valign="top">15.9%</td>
<td align="char" valign="top" char=".">
<bold>&#x003C;0.001</bold>
</td>
</tr>
<tr>
<td align="left" valign="top">s-IgG (g/L)</td>
<td align="center" valign="top">11.200 (9.625&#x2013;12.700)</td>
<td align="center" valign="top">10.950 (9.530&#x2013;12.450)</td>
<td align="center" valign="top">&#x2212;0.300 (&#x2212;0.800, 0.220)</td>
<td align="char" valign="top" char=".">0.304</td>
<td align="center" valign="top">11.25 (9.64&#x2013;13.63)</td>
<td align="center" valign="top">10.80 (9.50&#x2013;12.10)</td>
<td align="char" valign="top" char=".">0.060</td>
</tr>
<tr>
<td align="left" valign="top">Proportion of s-IgG exceeding median (11.100&#x2009;g/L)</td>
<td align="center" valign="top">52.3%</td>
<td align="center" valign="top">49.0%</td>
<td/>
<td align="char" valign="top" char=".">0.576</td>
<td align="center" valign="top">53.9%</td>
<td align="center" valign="top">46.4%</td>
<td align="char" valign="top" char=".">0.516</td>
</tr>
<tr>
<td align="left" valign="top">Proportion of s-IgG exceeding the upper limit (15.500&#x2009;g/L)</td>
<td align="center" valign="top">3.1%</td>
<td align="center" valign="top">0.0%</td>
<td/>
<td/>
<td align="center" valign="top">7.7%</td>
<td align="center" valign="top">0.0%</td>
<td/>
</tr>
</tbody>
</table>
<table-wrap-foot>
<p>Bold: <italic>p</italic>&#x2009;&#x003C;&#x2009;0.05. Q<sub>ALB</sub>&#x2009;=&#x2009;Alb<sub>CSF</sub>/Alb<sub>S</sub> (CSF albumin/serum albumin); s-IgG: serum IgG; <bold>&#x2191;:</bold> CSF profiles in ALS group were higher than that in control group; &#x2193;: CSF profiles in ALS group were lower than that in control group.</p>
</table-wrap-foot>
</table-wrap>
<p>The correlation analyses found that CSF IgG was correlated with survival status (<italic>r</italic>&#x2009;=&#x2009;&#x2212;0.075, <italic>p</italic>&#x2009;=&#x2009;0.028; <xref ref-type="table" rid="tab2">Table 2</xref>), that is, the higher the CSF IgG, the higher the risk of death from ALS. CSF IgG<sub>index</sub> was negatively correlated with ALSFRS-R (<italic>r</italic>&#x2009;=&#x2009;&#x2212;0.067, <italic>p</italic>&#x2009;=&#x2009;0.048; <xref ref-type="table" rid="tab2">Table 2</xref>). CSF IgG, albumin, and Q<sub>ALB</sub> were correlated with disease duration (CSF IgG: <italic>r</italic>&#x2009;=&#x2009;&#x2212;0.105, <italic>p</italic>&#x2009;=&#x2009;0.002; CSF albumin: <italic>r</italic>&#x2009;=&#x2009;&#x2212;0.146, <italic>p</italic>&#x2009;&#x003C;&#x2009;0.001; Q<sub>ALB</sub>: <italic>r</italic>&#x2009;=&#x2009;0.155 <italic>p</italic>&#x2009;&#x003C;&#x2009;0.001; <xref ref-type="table" rid="tab2">Table 2</xref>). Considering the influence of sex in CSF profiles, we stratified ALS patients according to sex and found that in male ALS patients, CSF IgG and albumin were correlated with survival status, and CSF IgG<sub>index</sub> was negatively correlated with ALSFRS-R (<italic>r</italic>&#x2009;=&#x2009;&#x2212;0.109, <italic>p</italic>&#x2009;=&#x2009;0.012, <xref ref-type="table" rid="tab2">Table 2</xref>), but these associations did not exist in female ALS. Besides, we found that the associations of CSF IgG, albumin, Q<sub>ALB,</sub> and disease duration were found only in female ALS, but not in male ALS (<xref ref-type="table" rid="tab2">Table 2</xref>).</p>
<table-wrap position="float" id="tab2"><label>Table 2</label>
<caption>
<p>Correlation analysis between CSF profiles and clinical features of ALS.</p>
</caption>
<table frame="hsides" rules="groups">
<thead>
<tr>
<th align="left" valign="top"><italic>r</italic>/<italic>P</italic></th>
<th align="center" valign="top">Age</th>
<th align="center" valign="top">Sex</th>
<th align="center" valign="top">Disease stage</th>
<th align="center" valign="top">Site of onset</th>
<th align="center" valign="top">Disease duration</th>
<th align="center" valign="top">ALSFRS-R</th>
<th align="center" valign="top">Progression rate</th>
<th align="center" valign="top">Survival state</th>
</tr>
</thead>
<tbody>
<tr>
<td align="left" valign="top">CSF microprotein</td>
<td align="center" valign="top">0.035/0.303</td>
<td align="center" valign="top">
<bold>&#x2212;0.109/0.001</bold>
</td>
<td align="center" valign="top">
<bold>&#x2212;0.071/0.036</bold>
</td>
<td align="center" valign="top">0.035/0.302</td>
<td align="center" valign="top">&#x2212;0.021/0.535</td>
<td align="center" valign="top">0.010/0.777</td>
<td align="center" valign="top">0.012/0.728</td>
<td align="center" valign="top">&#x2212;0.014/0.676</td>
</tr>
<tr>
<td align="left" valign="top">CSF IgG</td>
<td align="center" valign="top">&#x2212;0.036/0.288</td>
<td align="center" valign="top">
<bold>&#x2212;0.073/0.032</bold>
</td>
<td align="center" valign="top">&#x2212;0.053/0.120</td>
<td align="center" valign="top">&#x2212;0.032/0.348</td>
<td align="center" valign="top">
<bold>&#x2212;0.105/0.002</bold>
</td>
<td align="center" valign="top">&#x2212;0.011/0.738</td>
<td align="center" valign="top">&#x2212;0.031/0.354</td>
<td align="center" valign="top">
<bold>&#x2212;0.075/0.028</bold>
</td>
</tr>
<tr>
<td align="left" valign="top">CSF albumin</td>
<td align="center" valign="top">0.057/0.095</td>
<td align="center" valign="top">
<bold>&#x2212;0.118/0.000</bold>
</td>
<td align="center" valign="top">&#x2212;0.051/0.136</td>
<td align="center" valign="top">0.000/0.990</td>
<td align="center" valign="top">
<bold>&#x2212;0.146/0.000</bold>
</td>
<td align="center" valign="top">0.015/0.655</td>
<td align="center" valign="top">&#x2212;0.022/0.518</td>
<td align="center" valign="top">&#x2212;0.040/0.240</td>
</tr>
<tr>
<td align="left" valign="top">CSF IgG<sub>index</sub></td>
<td align="center" valign="top">0.020/0.549</td>
<td align="center" valign="top">&#x2212;0.036/0.286</td>
<td align="center" valign="top">0.044/0.197</td>
<td align="center" valign="top">&#x2212;0.020/0.548</td>
<td align="center" valign="top">0.014/0.690</td>
<td align="center" valign="top">
<bold>&#x2212;0.067/0.048</bold>
</td>
<td align="center" valign="top">&#x2212;0.007/0.839</td>
<td align="center" valign="top">0.034/0.313</td>
</tr>
<tr>
<td align="left" valign="top">Q<sub>ALB</sub></td>
<td align="center" valign="top">
<bold>0.067/0.047</bold>
</td>
<td align="center" valign="top">
<bold>&#x2212;0.109/0.001</bold>
</td>
<td align="center" valign="top">&#x2212;0.047/0.164</td>
<td align="center" valign="top">0.000/0.992</td>
<td align="center" valign="top">
<bold>0.155/0.000</bold>
</td>
<td align="center" valign="top">0.013/0.712</td>
<td align="center" valign="top">&#x2212;0.018/0.594</td>
<td align="center" valign="top">&#x2212;0.001/0.979</td>
</tr>
<tr>
<td align="left" valign="top" colspan="9">
<bold>Male ALS</bold>
</td>
</tr>
<tr>
<td align="left" valign="top">CSF microprotein</td>
<td align="center" valign="top">0.048/0.275</td>
<td/>
<td align="center" valign="top">&#x2212;0.053/0.223</td>
<td align="center" valign="top">0.019/0.657</td>
<td align="center" valign="top">0.007/0.886</td>
<td align="center" valign="top">&#x2212;0.058/0.179</td>
<td align="center" valign="top">&#x2212;0.002/0.972</td>
<td align="center" valign="top">&#x2212;0.080/0.065</td>
</tr>
<tr>
<td align="left" valign="top">CSF IgG</td>
<td align="center" valign="top">0.037/0.396</td>
<td/>
<td align="center" valign="top">&#x2212;0.050/0.247</td>
<td align="center" valign="top">&#x2212;0.054/0.218</td>
<td align="center" valign="top">&#x2212;0.006/0.895</td>
<td align="center" valign="top">&#x2212;0.067/0.126</td>
<td align="center" valign="top">&#x2212;0.044/0.314</td>
<td align="center" valign="top">
<bold>&#x2212;0.122/0.005</bold>
</td>
</tr>
<tr>
<td align="left" valign="top">CSF albumin</td>
<td align="center" valign="top">0.029/0.510</td>
<td/>
<td align="center" valign="top">&#x2212;0.017/0.697</td>
<td align="center" valign="top">0.007/0.879</td>
<td align="center" valign="top">0.004/0.926</td>
<td align="center" valign="top">&#x2212;0.050/0.251</td>
<td align="center" valign="top">&#x2212;0.009/0.828</td>
<td align="center" valign="top">
<bold>&#x2212;0.113/0.009</bold>
</td>
</tr>
<tr>
<td align="left" valign="top">CSF IgG<sub>index</sub></td>
<td align="center" valign="top">&#x2212;0.003/0.939</td>
<td/>
<td align="center" valign="top">0.074/0.090</td>
<td align="center" valign="top">&#x2212;0.013/0.773</td>
<td align="center" valign="top">&#x2212;0.035/0.426</td>
<td align="center" valign="top">
<bold>&#x2212;0.109/0.012</bold>
</td>
<td align="center" valign="top">&#x2212;0.005/0.910</td>
<td align="center" valign="top">0.028/0.520</td>
</tr>
<tr>
<td align="left" valign="top">Q<sub>ALB</sub></td>
<td align="center" valign="top">0.054/0.213</td>
<td/>
<td align="center" valign="top">&#x2212;0.023/0.600</td>
<td align="center" valign="top">0.006/0.896</td>
<td align="center" valign="top">0.013/0.765</td>
<td align="center" valign="top">&#x2212;0.049/0.264</td>
<td align="center" valign="top">&#x2212;0.008/0.860</td>
<td align="center" valign="top">&#x2212;0.072/0.097</td>
</tr>
<tr>
<td align="left" valign="top" colspan="9">
<bold>Female ALS</bold>
</td>
</tr>
<tr>
<td align="left" valign="top">CSF microprotein</td>
<td align="center" valign="top">0.008/0.890</td>
<td/>
<td align="center" valign="top">&#x2212;0.068/0.212</td>
<td align="center" valign="top">0.031/0.565</td>
<td align="center" valign="top">&#x2212;0.050/0.362</td>
<td align="center" valign="top">0.077/0.158</td>
<td align="center" valign="top">0.022/0.687</td>
<td align="center" valign="top">0.056/0.303</td>
</tr>
<tr>
<td align="left" valign="top">CSF IgG</td>
<td align="center" valign="top">0.032/0.557</td>
<td/>
<td align="center" valign="top">&#x2212;0.047/0.392</td>
<td align="center" valign="top">&#x2212;0.021/0.705</td>
<td align="center" valign="top">
<bold>0.224/0.000</bold>
</td>
<td align="center" valign="top">0.044/0.419</td>
<td align="center" valign="top">&#x2212;0.020/0.710</td>
<td align="center" valign="top">&#x2212;0.024/0.655</td>
</tr>
<tr>
<td align="left" valign="top">CSF albumin</td>
<td align="center" valign="top">0.079/0.144</td>
<td/>
<td align="center" valign="top">&#x2212;0.082/0.133</td>
<td align="center" valign="top">&#x2212;0.041/0.452</td>
<td align="center" valign="top">
<bold>0.246/0.000</bold>
</td>
<td align="center" valign="top">0.052/0.339</td>
<td align="center" valign="top">&#x2212;0.033/0.547</td>
<td align="center" valign="top">0.042/0.442</td>
</tr>
<tr>
<td align="left" valign="top">CSF IgG<sub>index</sub></td>
<td align="center" valign="top">&#x2212;0.057/0.297</td>
<td/>
<td align="center" valign="top">0.002/0.996</td>
<td align="center" valign="top">&#x2212;0.040/0.458</td>
<td align="center" valign="top">0.093/0.086</td>
<td align="center" valign="top">&#x2212;0.005/0.923</td>
<td align="center" valign="top">&#x2212;0.013/0.816</td>
<td align="center" valign="top">0.034/0.531</td>
</tr>
<tr>
<td align="left" valign="top">Q<sub>ALB</sub></td>
<td align="center" valign="top">0.085/0.116</td>
<td/>
<td align="center" valign="top">&#x2212;0.067/0.219</td>
<td align="center" valign="top">&#x2212;0.036/0.506</td>
<td align="center" valign="top">
<bold>0.251/0.000</bold>
</td>
<td align="center" valign="top">0.044/0.423</td>
<td align="center" valign="top">&#x2212;0.027/0.622</td>
<td align="center" valign="top">0.087/0.111</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<p>Bold: <italic>p</italic>&#x2009;&#x003C;&#x2009;0.05.</p>
</table-wrap-foot>
</table-wrap>
<p>In addition, we classified ALS into tertiles based on ALSFRS-R scores to analyze the correlation between CSF IgG<sub>index</sub> and disease severity. We found that CSF IgG<sub>index</sub> had significant differences between tertiles. Moderate ALS patients had higher CSF IgG<sub>index</sub> compared to mild ALS patients (0.504 vs. 0.490, <italic>p</italic>&#x2009;=&#x2009;0.006; <xref ref-type="fig" rid="fig1">Figure 1</xref>).</p>
<fig position="float" id="fig1"><label>Figure 1</label>
<caption>
<p>Comparison of CSF profiles among different subgroups of ALS and control group. <bold>(A)</bold> The difference in CSF microprotein, albumin, and IgG between mild, moderate, and severe ALS; <bold>(B)</bold> The difference in CSF albumin between mild, moderate, and severe ALS; <bold>(C)</bold> The difference in Q<sub>ALB</sub> between mild, moderate, and severe ALS; <bold>(D)</bold> The difference in CSF IgG between mild, moderate, and severe ALS; <bold>(E)</bold> The difference in CSF IgG<sub>index</sub> between mild, moderate, and severe ALS; <bold>(F)</bold> The difference in serum IgG between mild, moderate, and severe ALS. &#x002A;<italic>p</italic>&#x2009;&#x003C;&#x2009;0.05.</p>
</caption>
<graphic xlink:href="fnins-18-1375892-g001.tif"/>
</fig>
<p>In order to verify whether the relationship between CSF IgG<sub>index</sub> and ALSFRS-R was affected by other factors, multiple regression analysis was applied, and the results showed that CSF IgG<sub>index</sub> was weakly correlated with ALSFRS-R scores in ALS patients after adjusting age of onset, sex, BMI, disease stage, site of onset, disease duration, and riluzole use (<italic>F</italic>&#x2009;=&#x2009;30.624, <italic>p</italic>&#x2009;&#x003C;&#x2009;0.001; CSF IgG<sub>index</sub>: <italic>&#x03B2;</italic>&#x2009;=&#x2009;&#x2212;0.062, <italic>p</italic>&#x2009;=&#x2009;0.041; <xref ref-type="table" rid="tab3">Table 3</xref>). In the subgroup analyses, these correlations still existed in male ALS patients (<italic>&#x03B2;</italic>&#x2009;=&#x2009;&#x2212;0.095, <italic>p</italic>&#x2009;=&#x2009;0.015; <xref ref-type="supplementary-material" rid="SM1">Supplementary Table S6</xref>), but not in female ALS patients (<italic>&#x03B2;</italic>&#x2009;=&#x2009;&#x2212;0.014, <italic>p</italic>&#x2009;=&#x2009;0.784; <xref ref-type="supplementary-material" rid="SM1">Supplementary Table S7</xref>).</p>
<table-wrap position="float" id="tab3"><label>Table 3</label>
<caption>
<p>Multiple linear regression analysis of ALSFRS-R of CSF IgG<sub>Index</sub>.</p>
</caption>
<table frame="hsides" rules="groups">
<thead>
<tr>
<th/>
<th align="center" valign="top" colspan="2">Unnormalized coefficient</th>
<th align="center" valign="top">Normalized coefficient</th>
<th align="center" valign="top" rowspan="2">
<italic>t</italic>
</th>
<th align="center" valign="top" rowspan="2">
<italic>p</italic>
</th>
<th align="center" valign="top" colspan="2">95.0% Confidence interval</th>
</tr>
<tr>
<th/>
<th align="center" valign="top">Beta</th>
<th align="center" valign="top">Standard error</th>
<th align="center" valign="top">Beta</th>
<th align="center" valign="top">Lower limit</th>
<th align="center" valign="top">Upper limit</th>
</tr>
</thead>
<tbody>
<tr>
<td align="left" valign="top">Age of onset</td>
<td align="char" valign="top" char=".">&#x2212;0.070</td>
<td align="char" valign="top" char=".">0.019</td>
<td align="char" valign="top" char=".">&#x2212;0.114</td>
<td align="char" valign="top" char=".">&#x2212;3.685</td>
<td align="char" valign="top" char=".">
<bold>&#x003C;0.001</bold>
</td>
<td align="char" valign="top" char=".">&#x2212;0.107</td>
<td align="char" valign="top" char=".">&#x2212;0.033</td>
</tr>
<tr>
<td align="left" valign="top">Sex</td>
<td align="char" valign="top" char=".">&#x2212;0.764</td>
<td align="char" valign="top" char=".">0.427</td>
<td align="char" valign="top" char=".">&#x2212;0.055</td>
<td align="char" valign="top" char=".">&#x2212;1.792</td>
<td align="char" valign="top" char=".">0.073</td>
<td align="char" valign="top" char=".">&#x2212;1.602</td>
<td align="char" valign="top" char=".">0.073</td>
</tr>
<tr>
<td align="left" valign="top">BMI</td>
<td align="char" valign="top" char=".">&#x2212;0.039</td>
<td align="char" valign="top" char=".">0.070</td>
<td align="char" valign="top" char=".">&#x2212;0.017</td>
<td align="char" valign="top" char=".">&#x2212;0.552</td>
<td align="char" valign="top" char=".">0.581</td>
<td align="char" valign="top" char=".">&#x2212;0.176</td>
<td align="char" valign="top" char=".">0.099</td>
</tr>
<tr>
<td align="left" valign="top">Disease stage</td>
<td align="char" valign="top" char=".">&#x2212;3.707</td>
<td align="char" valign="top" char=".">0.270</td>
<td align="char" valign="top" char=".">&#x2212;0.424</td>
<td align="char" valign="top" char=".">&#x2212;13.754</td>
<td align="char" valign="top" char=".">
<bold>&#x003C;0.001</bold>
</td>
<td align="char" valign="top" char=".">&#x2212;4.237</td>
<td align="char" valign="top" char=".">&#x2212;3.178</td>
</tr>
<tr>
<td align="left" valign="top">Site of onset</td>
<td align="char" valign="top" char=".">&#x2212;0.138</td>
<td align="char" valign="top" char=".">0.187</td>
<td align="char" valign="top" char=".">&#x2212;0.023</td>
<td align="char" valign="top" char=".">&#x2212;0.739</td>
<td align="char" valign="top" char=".">0.460</td>
<td align="char" valign="top" char=".">&#x2212;0.505</td>
<td align="char" valign="top" char=".">0.229</td>
</tr>
<tr>
<td align="left" valign="top">Disease duration</td>
<td align="char" valign="top" char=".">&#x2212;0.062</td>
<td align="char" valign="top" char=".">0.014</td>
<td align="char" valign="top" char=".">&#x2212;0.133</td>
<td align="char" valign="top" char=".">&#x2212;4.281</td>
<td align="char" valign="top" char=".">
<bold>&#x003C;0.001</bold>
</td>
<td align="char" valign="top" char=".">&#x2212;0.090</td>
<td align="char" valign="top" char=".">&#x2212;0.033</td>
</tr>
<tr>
<td align="left" valign="top">Riluzole use</td>
<td align="char" valign="top" char=".">1.768</td>
<td align="char" valign="top" char=".">0.417</td>
<td align="char" valign="top" char=".">0.130</td>
<td align="char" valign="top" char=".">4.242</td>
<td align="char" valign="top" char=".">
<bold>&#x003C;0.001</bold>
</td>
<td align="char" valign="top" char=".">0.950</td>
<td align="char" valign="top" char=".">2.586</td>
</tr>
<tr>
<td align="left" valign="top">CSF IgG<sub>index</sub></td>
<td align="char" valign="top" char=".">&#x2212;5.091</td>
<td align="char" valign="top" char=".">2.481</td>
<td align="char" valign="top" char=".">&#x2212;0.062</td>
<td align="char" valign="top" char=".">&#x2212;2.052</td>
<td align="char" valign="top" char=".">
<bold>0.041</bold>
</td>
<td align="char" valign="top" char=".">&#x2212;9.962</td>
<td align="char" valign="top" char=".">&#x2212;0.220</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<p>Bold: <italic>p</italic>&#x2009;&#x003C;&#x2009;0.05.</p>
</table-wrap-foot>
</table-wrap>
<p>Since a significant correlation between CSF IgG and survival status was identified in ALS patients, we conducted further subgroup analysis based on the normal range of CSF IgG, and found that the survival time was shorter and survival rate were lower in the subgroup with CSF IgG exceeding the upper limit of the normal range (<italic>p</italic>&#x2009;&#x003C;&#x2009;0.001; <xref ref-type="fig" rid="fig2">Figure 2</xref>). In order to adjust the effects of other factors, including age of onset, disease course, disease stage, and site of onset, Cox survival analyses were performed. CSF IgG exceeding the upper limit of the normal range was significantly associated with the increased mortality risk in ALS patients [HR&#x2009;=&#x2009;1.219 (1.010&#x2013;1.470), <italic>p</italic>&#x2009;=&#x2009;0.039; <xref ref-type="fig" rid="fig3">Figure 3</xref>]. Besides, ALS patients in stages II and III might be associated with increased mortality risk compared to those in stage I [stage II: HR&#x2009;=&#x2009;1.689 (1.374&#x2013;2.076), <italic>p</italic>&#x2009;&#x003C;&#x2009;0.001; stage III: HR&#x2009;=&#x2009;2.100 (1.688&#x2013;2.611), <italic>p</italic>&#x2009;&#x003C;&#x2009;0.001; <xref ref-type="fig" rid="fig3">Figure 3</xref>]. Older age of onset might be associated with increased mortality risk [age of onset: <italic>HR</italic>&#x2009;=&#x2009;1.034 (1.027&#x2013;1.042), <italic>p</italic>&#x2009;&#x003C;&#x2009;0.001; <xref ref-type="fig" rid="fig3">Figure 3</xref>], while longer disease duration and limb-onset compared to other onset regions may be associated with lower mortality risk [disease duration: HR&#x2009;=&#x2009;0.947 (0.939&#x2013;0.955), <italic>p</italic>&#x2009;&#x003C;&#x2009;0.001; site of onset: HR&#x2009;=&#x2009;0.771 (0.639&#x2013;0.931), <italic>p</italic>&#x2009;=&#x2009;0.007; <xref ref-type="fig" rid="fig3">Figure 3</xref>].</p>
<fig position="float" id="fig2"><label>Figure 2</label>
<caption>
<p>Kaplan&#x2013;Meier survival curves of ALS patients according to CSF IgG stratifications. Red line: CSF IgG above the upper limit. Blue line: CSF IgG below the lower limit.</p>
</caption>
<graphic xlink:href="fnins-18-1375892-g002.tif"/>
</fig>
<fig position="float" id="fig3"><label>Figure 3</label>
<caption>
<p>Forest plot of multivariable COX regression analysis for CSF IgG. Stage II: the odds ratio of mortality risk in Stage II compared to Stage I; Stage III: the odds ratio of mortality risk in Stage III compared to Stage I.</p>
</caption>
<graphic xlink:href="fnins-18-1375892-g003.tif"/>
</fig>
<p>Sensitivity analysis: First, we compared the levels of CSF profiles between the lost to follow-up ALS patients and ALS patients included in the analysis and found no significant differences between ALS patients who were lost to follow-up and ALS patients who completed follow-up (<xref ref-type="supplementary-material" rid="SM1">Supplementary Table S8</xref>). Secondly, we included the loss to follow-up ALS patients in the sensitivity analysis and found that it did not affect the results of the aforementioned analysis.</p>
</sec>
<sec sec-type="discussion" id="sec13">
<title>Discussion</title>
<p>The study found a significant association between CSF IgG and survival status in ALS patients. The survival time was shorter and survival rates were lower in the ALS with CSF IgG exceeding the upper limit of the normal range. CSF IgG<sub>index</sub> may negatively correlate with ALSFRS-R scores, especially in male ALS.</p>
<p>The current study found approximately one-third of ALS patients had higher CSF IgG levels. A previous study found IgG isolated from ALS patients increased the mobility of primary astrocyte endosomes and lysosomes, suggesting that it may be involved in the endocytosis/autophagy pathway (<xref ref-type="bibr" rid="ref22">Stenovec et al., 2011</xref>). A single intraperitoneal injection of serum IgG from ALS patients induced a selective increase in the excitatory amino acids aspartate and glutamate levels in the CSF of rats (<xref ref-type="bibr" rid="ref13">La Bella et al., 1997</xref>). Furthermore, some studies showed that IgG isolated from ALS patients can bind to CD16 receptors on microglia or lymphocytes and immune synapses between microglia and neurons (<xref ref-type="bibr" rid="ref7">Edri-Brami et al., 2012</xref>, <xref ref-type="bibr" rid="ref8">2015</xref>), and can activate the oxidative stress response of microglia and release inflammatory factors (<xref ref-type="bibr" rid="ref18">Milo&#x0161;evi&#x0107; et al., 2017</xref>). Therefore, CSF IgG in ALS patients may accelerate the mortality risk in ALS by activating microglia to release oxidative stress. However, future basic research is still needed to elucidate the role of increased CSF IgG.</p>
<p>IgG<sub>index</sub>&#x2009;=&#x2009;Q<sub>IgG</sub>/Q<sub>ALB</sub>(Q<sub>IgG</sub>&#x2009;=&#x2009;CSF IgG/s-IgG, Q<sub>ALB</sub>&#x2009;=&#x2009;Alb<sub>CSF</sub>/Alb<sub>S</sub>). In our study, we found that in mild ALS, the CSF IgG<sub>index</sub> was lower compared to the control group. We considered this may be due to the significant increase in Q<sub>ALB</sub> in the ALS group compared to the control group. Therefore, as Q<sub>ALB</sub> serves as the divisor in the formula (IgG<sub>index</sub>&#x2009;=&#x2009;Q<sub>IgG</sub>/Q<sub>ALB</sub>), its significant increase may lead to a decrease in the quotient. However, the difference in Q<sub>ALB</sub> between mild ALS and moderate ALS was not significant. In this situation, CSF IgG<sub>index</sub> may better reflect changes in Q<sub>IgG</sub>, as consistent with the finding of the negative association between CSF IgG<sub>index</sub> and ALSFRS-R scores in ALS patients. That is, the more severe the ALS patient, the higher the CSF IgG<sub>index</sub> may be, indicating potentially more intrathecal IgG synthesis. Therefore, as an accessible CSF biomarker, CSF IgG<sub>index</sub> can only roughly reflect the situation of intrathecal synthesis, and compared to the most reliable indicator of intrathecal oligoclonal protein synthesis, OB, it definitely has its limitations.</p>
<p>Q<sub>ALB</sub> is recognized as an effective marker to evaluate the permeability of the BBB (<xref ref-type="bibr" rid="ref20">Reiber and Peter, 2001</xref>). The current finding of the significant increase in Q<sub>ALB</sub> of ALS patients was consistent with some studies (<xref ref-type="bibr" rid="ref26">Wu et al., 2020</xref>; <xref ref-type="bibr" rid="ref2">Alarcan et al., 2023</xref>). Some researchers believed that the disruption of BBB was an early event in ALS, and most studies suggested that BBB disruption in neurodegenerative diseases mediates the invasion of immune cells from the blood, resulting in neurodegeneration (<xref ref-type="bibr" rid="ref3">Arag&#x00F3;n-Gonz&#x00E1;lez et al., 2022</xref>; <xref ref-type="bibr" rid="ref5">Beaman et al., 2022</xref>). However, Sweeney et al. suggested that decreased CSF reabsorption and/or production may elevate Q<sub>ALB</sub>, leading to potential false-positive results in reflecting BBB breakdown (<xref ref-type="bibr" rid="ref23">Sweeney et al., 2018</xref>). Therefore, further research is necessary to investigate the generation and absorption of CSF in ALS patients, as well as the extent of BBB disruption, for a comprehensive analysis of the role of the immune system in the occurrence and progression of ALS.</p>
<p>In the study, we found that CSF microprotein, IgG, albumin, and Q<sub>ALB</sub> in male ALS patients were higher than those in female ALS patients, and the association between IgG<sub>index</sub> and ALSFRS-R was found in male ALS patients, not in females. The male-to-female ratio of sporadic ALS is 1.3&#x2013;1.5 (<xref ref-type="bibr" rid="ref17">Logroscino et al., 2010</xref>). Hormones may play a protective role in the lower prevalence of ALS in females. The protective effect of female steroids may be due to their ability to prevent cell death and reduce the inflammatory component of the disease by acting directly on receptors expressed by motor neurons and muscle cells (<xref ref-type="bibr" rid="ref29">Zhang et al., 2005</xref>). Therefore, sex differences should be paid attention to in the future.</p>
</sec>
<sec id="sec14">
<title>Limitation</title>
<p>There are some limitations in the current study. First of all, although the research findings of this study were significant, the associations were relatively diverse, and this study only represents the situation of the local cohort; therefore, further validation is required through longitudinal multi-center studies. Secondly, it was not combined with other inflammatory and immune-related biomarkers in blood and CSF to analyze its correlation and its role in the disease progression and prognosis of ALS. Third, the study was observational only, and studies on the mechanism of changes of CSF IgG involved in the pathophysiology of ALS are needed in the future.</p>
</sec>
<sec sec-type="conclusions" id="sec15">
<title>Conclusion</title>
<p>In the current study, we found that the higher CFS IgG was associated with increased mortality risk of ALS. Additionally, CSF IgG<sub>index</sub> may be associated with the severity of ALS, especially in male ALS.</p>
</sec>
<sec sec-type="data-availability" id="sec16">
<title>Data availability statement</title>
<p>The original contributions presented in the study are included in the article/<xref ref-type="supplementary-material" rid="SM1">Supplementary material</xref>, further inquiries can be directed to the corresponding authors.</p>
</sec>
<sec sec-type="ethics-statement" id="sec17">
<title>Ethics statement</title>
<p>The studies involving humans were approved by the ethical standards committee on human experimentation at West China 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.</p>
</sec>
<sec sec-type="author-contributions" id="sec18">
<title>Author contributions</title>
<p>JF: Conceptualization, Data curation, Formal analysis, Investigation, Methodology, Software, Writing &#x2013; original draft. XL: Conceptualization, Data curation, Formal analysis, Investigation, Software, Writing &#x2013; original draft. QW: Conceptualization, Data curation, Investigation, Writing &#x2013; original draft. XC: Conceptualization, Data curation, Investigation, Writing &#x2013; original draft. HS: Conceptualization, Funding acquisition, Supervision, Writing &#x2013; review &#x0026; editing.</p>
</sec>
</body>
<back>
<sec sec-type="funding-information" id="sec19">
<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 Sichuan Science and Technology Program (Grant No. 2022ZDZX0023) and the Clinical Research Incubation Project of West China Hospital of Sichuan University (Grant No. 20HXFH035), the grant from the Cadres Health Care Project in Sichuan Province (Grant No. 2023-111), the grant from the Beijing E-town Coorperation &#x0026; Development Foundation (Grant No. YCXJ-JZ-2022-007), and grant from the Science and Technology Bureau Fund of Sichuan Province of China (No. 2023YFQ0098).</p>
</sec>
<ack>
<p>The authors gratefully acknowledge the participants in this study.</p>
</ack>
<sec sec-type="COI-statement" id="sec20">
<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="disclaimer" id="sec21">
<title>Publisher'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="sec22">
<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/fnins.2024.1375892/full#supplementary-material" ext-link-type="uri">https://www.frontiersin.org/articles/10.3389/fnins.2024.1375892/full#supplementary-material</ext-link></p>
<supplementary-material xlink:href="Data_Sheet_1.docx" id="SM1" mimetype="application/vnd.openxmlformats-officedocument.wordprocessingml.document" xmlns:xlink="http://www.w3.org/1999/xlink"/>
</sec>
<fn-group>
<title>Abbreviations</title>
<fn fn-type="abbr"><p>ALS, Amyotrophic lateral sclerosis; CSF, Cerebrospinal fluid; Q<sub>ALB</sub>, Albumin quotient; IgG<sub>index</sub>, Index of IgG; HCs, Healthy controls; ALSFRS-R, Amyotrophic lateral sclerosis functional rating scale revised; BBB, The blood&#x2013;brain barrier; s-IgG, Serum IgG.</p></fn>
</fn-group>
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