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<front>
<journal-meta>
<journal-id journal-id-type="publisher-id">Front. Genet.</journal-id>
<journal-title>Frontiers in Genetics</journal-title>
<abbrev-journal-title abbrev-type="pubmed">Front. Genet.</abbrev-journal-title>
<issn pub-type="epub">1664-8021</issn>
<publisher>
<publisher-name>Frontiers Media S.A.</publisher-name>
</publisher>
</journal-meta>
<article-meta>
<article-id pub-id-type="publisher-id">781625</article-id>
<article-id pub-id-type="doi">10.3389/fgene.2021.781625</article-id>
<article-categories>
<subj-group subj-group-type="heading">
<subject>Genetics</subject>
<subj-group>
<subject>Original Research</subject>
</subj-group>
</subj-group>
</article-categories>
<title-group>
<article-title>
<italic>NLRP3</italic> Influences Cognitive Function in Schizophrenia in Han Chinese</article-title>
<alt-title alt-title-type="left-running-head">Liu et&#x20;al.</alt-title>
<alt-title alt-title-type="right-running-head">NLRP3 Influences Cognition in Schizophrenia</alt-title>
</title-group>
<contrib-group>
<contrib contrib-type="author">
<name>
<surname>Liu</surname>
<given-names>Ruimei</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Tang</surname>
<given-names>Wei</given-names>
</name>
<xref ref-type="aff" rid="aff2">
<sup>2</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/1462219/overview"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Wang</surname>
<given-names>Weiping</given-names>
</name>
<xref ref-type="aff" rid="aff3">
<sup>3</sup>
</xref>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Xu</surname>
<given-names>Feikang</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Fan</surname>
<given-names>Weixing</given-names>
</name>
<xref ref-type="aff" rid="aff3">
<sup>3</sup>
</xref>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Zhang</surname>
<given-names>Yi</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
</contrib>
<contrib contrib-type="author" corresp="yes">
<name>
<surname>Zhang</surname>
<given-names>Chen</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<xref ref-type="aff" rid="aff4">
<sup>4</sup>
</xref>
<xref ref-type="corresp" rid="c001">&#x2a;</xref>
<uri xlink:href="https://loop.frontiersin.org/people/434676/overview"/>
</contrib>
</contrib-group>
<aff id="aff1">
<label>
<sup>1</sup>
</label>Schizophrenia Program, Shanghai Mental Health Center, Shanghai Jiao Tong University School of Medicine, <addr-line>Shanghai</addr-line>, <country>China</country>
</aff>
<aff id="aff2">
<label>
<sup>2</sup>
</label>Department of Psychiatry, The Affiliated Kangning Hospital of Wenzhou Medical University, <addr-line>Wenzhou</addr-line>, <country>China</country>
</aff>
<aff id="aff3">
<label>
<sup>3</sup>
</label>Department of Psychiatry, Jinhua Second Hospital, <addr-line>Jinhua</addr-line>, <country>China</country>
</aff>
<aff id="aff4">
<label>
<sup>4</sup>
</label>Shanghai Key Laboratory of Psychotic Disorders, Shanghai Mental Health Center, Shanghai Jiao Tong University School of Medicine, <addr-line>Shanghai</addr-line>, <country>China</country>
</aff>
<author-notes>
<fn fn-type="edited-by">
<p>
<bold>Edited by:</bold> <ext-link ext-link-type="uri" xlink:href="https://loop.frontiersin.org/people/535335/overview">Cunyou Zhao</ext-link>, Southern Medical University, China</p>
</fn>
<fn fn-type="edited-by">
<p>
<bold>Reviewed by:</bold> <ext-link ext-link-type="uri" xlink:href="https://loop.frontiersin.org/people/588226/overview">Qiang Wang</ext-link>, West China Hospital, Sichuan University, China</p>
<p>
<ext-link ext-link-type="uri" xlink:href="https://loop.frontiersin.org/people/680219/overview">Li Wenqiang</ext-link>, Xinxiang Medical University, China</p>
</fn>
<corresp id="c001">&#x2a;Correspondence: Chen Zhang, <email>zhangchen645@gmail.com</email>
</corresp>
<fn fn-type="other">
<p>This article was submitted to Behavioral and Psychiatric Genetics, a section of the journal Frontiers in Genetics</p>
</fn>
</author-notes>
<pub-date pub-type="epub">
<day>10</day>
<month>12</month>
<year>2021</year>
</pub-date>
<pub-date pub-type="collection">
<year>2021</year>
</pub-date>
<volume>12</volume>
<elocation-id>781625</elocation-id>
<history>
<date date-type="received">
<day>23</day>
<month>09</month>
<year>2021</year>
</date>
<date date-type="accepted">
<day>19</day>
<month>11</month>
<year>2021</year>
</date>
</history>
<permissions>
<copyright-statement>Copyright &#xa9; 2021 Liu, Tang, Wang, Xu, Fan, Zhang and Zhang.</copyright-statement>
<copyright-year>2021</copyright-year>
<copyright-holder>Liu, Tang, Wang, Xu, Fan, Zhang and Zhang</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&#x20;terms.</p>
</license>
</permissions>
<abstract>
<p>It has been proposed that immune abnormalities may be implicated with pathophysiology of schizophrenia. The nod-like receptor pyrin domain-contraining protein 3 (NLRP3) can trigger immune-inflammatory cascade reactions. In this study, we intended to identify the role of gene encoding NLRP3 (<italic>NLRP3</italic>) in susceptibility to schizophrenia and its clinical features. For the <italic>NLRP3</italic> mRNA expression analysis, 53&#x20;drug-na&#xef;ve patients with first-episode schizophrenia and 56 healthy controls were enrolled. For the genetic study, a total of 823 schizophrenia patients and 859 controls were recruited. Among them, 239&#x20;drug-na&#xef;ve patients with first-episode schizophrenia were enrolled for clinical evaluation. There is no significant difference in <italic>NLRP3</italic> mRNA levels between patients with schizophrenia and healthy controls (<italic>p</italic>&#x20;&#x3d; 0.07). We did not observe any significant differences in allele and genotype frequencies of rs10754558 polymorphism between the schizophrenia and control groups. We noticed significant differences in the scores of RBANS attention and total scores between the patients with different genotypes of rs10754558 polymorphism (<italic>p</italic>&#x20;&#x3d; 0.001 and <italic>p</italic>&#x20;&#x3c; 0.01, respectively). Further eQTL analysis presented a significant association between the rs10754558 polymorphism and <italic>NLRP3</italic> in frontal cortex (<italic>p</italic>&#x20;&#x3d; 0.0028, <italic>p</italic>&#x20;&#x3d; 0.028 after Bonferroni correction). Although our findings did not support <italic>NLRP3</italic> confer susceptibility to schizophrenia, <italic>NLRP3</italic> may be a risk factor for cognitive impairment, especially attention deficit in this disorder.</p>
</abstract>
<kwd-group>
<kwd>
<italic>NLRP3</italic>
</kwd>
<kwd>cognitive impairment</kwd>
<kwd>schizophrenia</kwd>
<kwd>RBANS</kwd>
<kwd>polymorphism</kwd>
</kwd-group>
<contract-num rid="cn002">81471358</contract-num>
<contract-sponsor id="cn001">National Key Research and Development Program of China<named-content content-type="fundref-id">10.13039/501100012166</named-content>
</contract-sponsor>
<contract-sponsor id="cn002">National Natural Science Foundation of China<named-content content-type="fundref-id">10.13039/501100001809</named-content>
</contract-sponsor>
</article-meta>
</front>
<body>
<sec id="s1">
<title>Introduction</title>
<p>Schizophrenia is a deliberating and severe neuropsychiatric disease with a cluster of psychotic symptoms and cognitive impairment. Early studies have documented that maternal infection during pregnancy is implicated with increased risk of schizophrenia in the offspring (<xref ref-type="bibr" rid="B5">Brown and Derkits, 2010</xref>). It is known that certain clinical and genetic features are sheared between some autoimmune diseases and schizophrenia (<xref ref-type="bibr" rid="B2">Benros et&#x20;al., 2011</xref>). Therefore, it has been proposed that immunologic abnormalities is likely to be involved in the development of schizophrenia (<xref ref-type="bibr" rid="B31">Tomasik et&#x20;al., 2016</xref>).</p>
<p>Evidence from genetic studies have indicated that the concordance rates of schizophrenia for monozygotic twins are around 40&#x2013;50%, and its heritability is estimated approximately 80% (<xref ref-type="bibr" rid="B27">Sullivan et&#x20;al., 2003</xref>). As such, genetic studies of schizophrenia may provide some clues to uncover the biological mechanism of this disorder (<xref ref-type="bibr" rid="B6">Dhindsa and Goldstein, 2016</xref>). Several genome-wide association studies (GWASs) have consistently reported that schizophrenia susceptibility genes are located in the region of extended human major histocompatibility complex (MHC) (<xref ref-type="bibr" rid="B25">Shi et&#x20;al., 2009</xref>; <xref ref-type="bibr" rid="B26">Stefansson et&#x20;al., 2009</xref>). A recent meta-analysis on postmortem brain studies showed a prominent increase in the expression of pro-inflammatory genes in schizophrenia patients (<xref ref-type="bibr" rid="B32">van Kesteren et&#x20;al., 2017</xref>). Our previous studies have identified the important roles of complement factors and pro-inflammatory cytokines in the pathophysiology of schizophrenia (<xref ref-type="bibr" rid="B17">Ni et&#x20;al., 2015</xref>; <xref ref-type="bibr" rid="B36">Wang et&#x20;al., 2015</xref>; <xref ref-type="bibr" rid="B42">Zhang et&#x20;al., 2017a</xref>; <xref ref-type="bibr" rid="B44">Zhang et&#x20;al., 2017b</xref>; <xref ref-type="bibr" rid="B46">Zhang et&#x20;al., 2018</xref>). These results strengthened the hypothesis of immune-inflammatory processes in the pathogenesis of schizophrenia.</p>
<p>Based on this hypothesis, maternal immune activation (MIA) animal model is used to mimick schizophrenia-like pathological, neurochemical changes and behaviors in rodents (<xref ref-type="bibr" rid="B48">Zuckerman and Weiner, 2005</xref>; <xref ref-type="bibr" rid="B37">Wolff et&#x20;al., 2011</xref>). Recent studies demonstrated that nod-like receptor pyrin domain-contraining protein 3 (NLRP3) inflammasome is involved in the schizophrenia-like behaviors of MIA model (<xref ref-type="bibr" rid="B33">Ventura et&#x20;al., 2020</xref>; <xref ref-type="bibr" rid="B28">Talukdar et&#x20;al., 2021</xref>). The NLRP3 inflammasome plays a key role in the innate immune system that mediates pro-inflammatory cytokines (<xref ref-type="bibr" rid="B33">Ventura et&#x20;al., 2020</xref>). The involvement of NLRP3 in major psychiatric disorders has been reported in patients with major depressive disorder (<xref ref-type="bibr" rid="B1">Alcocer-Gomez et&#x20;al., 2014</xref>; <xref ref-type="bibr" rid="B30">Tian et&#x20;al., 2021</xref>) and bipolar disorder (<xref ref-type="bibr" rid="B13">Kim et&#x20;al., 2016</xref>; <xref ref-type="bibr" rid="B22">Scaini et&#x20;al., 2019</xref>). However, the relationship of NLRP3 with schizophrenia is not well&#x20;known.</p>
<p>The human gene encoding NLRP3 (<italic>NLRP3</italic>) is located on chromosome 1q44, where linkage findings were reported in schizophrenia (<xref ref-type="bibr" rid="B21">Saviouk et&#x20;al., 2005</xref>). To the best of our knowledge, there is no genetic study to identify the role of <italic>NLRP3</italic> in schizophrenia. In this study, we hypothesized that <italic>NLRP3</italic> may confer susceptibility to schizophrenia. First, we examined the difference of <italic>NLRP3</italic> mRNA expression between schizophrenia patients and healthy controls. Rs10754558 is a functional single-neucleotide polymorphism (SNP) and mapped in the 3&#x2032;-untranslated region of <italic>NLRP3.</italic> Evidence showed that this SNP influences the stability of <italic>NLRP3</italic> mRNA (<xref ref-type="bibr" rid="B11">Hitomi et&#x20;al., 2009</xref>). Thus, we secondly sought to characterize the association of <italic>NLRP3</italic> rs10754558 polymorphism with schizophrenia in Han Chinese. Finally, we planned to conduct an eQTL (expression quantitative trait loci) analysis to detect the role of the rs10754558 polymorphism in <italic>NLRP3</italic> mRNA expression in&#x20;brain.</p>
</sec>
<sec sec-type="methods" id="s2">
<title>Methods</title>
<sec id="s2-1">
<title>Subjects</title>
<p>We recruited schizophrenia patients from three mental institutions in Eastern China, including Jinhua Wenzhou Kangning Hospital, Jinhua Second Hospital and Shanghai Mental Health Center. The criteria of patients with schizophrenia have been documented in our previous studies (<xref ref-type="bibr" rid="B43">Zhang et&#x20;al., 2016a</xref>; <xref ref-type="bibr" rid="B35">Wang et&#x20;al., 2016</xref>; <xref ref-type="bibr" rid="B14">Lu et&#x20;al., 2017</xref>; <xref ref-type="bibr" rid="B34">Wang et&#x20;al., 2020</xref>). In brief, criteria are as followings: 1) met the Diagnostic and Statistical Manual of Mental Disorders, Fourth Edition (DSM-IV) criteria for schizophrenia; 2) had a stable condition for more than 6&#xa0;months prior to participate in this study; 3) had no physical illness or other psychiatric disorders. The healthy subjects were hospital staff and students in local medical schools, who have no physical or psychiatric diseases. All subjects were Han Chinese.</p>
<p>For the <italic>NLRP3</italic> mRNA expression analysis, 53&#x20;drug-na&#xef;ve patients with first-episode schizophrenia and 56 healthy subjects were included. For the genetic study, a total of 823 schizophrenia patients and 859 controls were recruited. Among them, 239&#x20;drug-na&#xef;ve patients with first-episode schizophrenia were enrolled for clinical evaluation. Detailed information on the participants was previously described (<xref ref-type="bibr" rid="B41">Zhang et&#x20;al., 2014</xref>).</p>
</sec>
<sec id="s2-2">
<title>Clinical Evaluation</title>
<p>The Positive and Negative Syndrome Scale (PANSS) was used to evaluate the severity of psychotic symptoms in schizophrenia patients. There is a correlation coefficient greater than 0.8 for the PANSS total scores in repeated assessments (<xref ref-type="bibr" rid="B47">Zhu et&#x20;al., 2015</xref>). The Repeatable Battery for the Assessment of Neuropsychological Status (RBANS) was used to evaluate cognitive performance in this study (<xref ref-type="bibr" rid="B20">Randolph et&#x20;al., 1998</xref>).</p>
<p>RNA extraction and Quantitative real-time polymerase chain reaction (PCR)</p>
<p>The processes of fasting peripheral blood extraction, total RNA extraction, reverse transcription reaction and RT-PCR were documented in our previous study (<xref ref-type="bibr" rid="B45">Zhang et&#x20;al., 2016b</xref>).</p>
</sec>
<sec id="s2-3">
<title>Analysis of Brain NLRP3 mRNA Expression</title>
<p>We detected the difference of <italic>NLRP3</italic> expression in brain between schizophrenia patients and healthy subjects through SZDB database, a newly developed on-line platform for schizophrenia research (<ext-link ext-link-type="uri" xlink:href="http://www.szdb.org/">http://www.szdb.org/</ext-link>) (<xref ref-type="bibr" rid="B38">Wu et&#x20;al., 2017</xref>).</p>
</sec>
<sec id="s2-4">
<title>Genotyping</title>
<p>SNP rs10754558 was genotyped using Improved Multiplex ligase Detection Rection (iMLDR) method, with technical support from Center for Human Genetics Resarch, Shanghai Genesky Biotech Co.,&#x20;Ltd.</p>
</sec>
<sec id="s2-5">
<title>PGC Data Analysis</title>
<p>We extracted the schizophrenia genetic data from the Psychiatric Genomics Consortium (PGC, <ext-link ext-link-type="uri" xlink:href="http://www.broadinstitute.org/mpg/ricopili/">http://www.broadinstitute.org/mpg/ricopili/</ext-link>) database and reanalyzed the data set as an independent sample to validate our genetic results.</p>
</sec>
<sec id="s2-6">
<title>Brain eQTL Analysis</title>
<p>It is known that schizophrenia is derived from abnormalities in brain. As such, we used the brain eQTL database (<ext-link ext-link-type="uri" xlink:href="http://peana-od.inf.um.es:8080/UKBECv12/">http://peana-od.inf.um.es:8080/UKBECv12/</ext-link>) for eQTL analysis of rs10754558 polymorphism in&#x20;brain.</p>
</sec>
<sec id="s2-7">
<title>Statistical Analysis</title>
<p>SHEsisplus (<xref ref-type="bibr" rid="B24">Shen et&#x20;al., 2016</xref>) software was used to calculate the Hardy-Weinberg equilibrium (HWE) and compare differences of genotype and allele distribution between schizophrenia and control groups. ANCOVA was conducted to compare the difference of <italic>NLRP3</italic> mRNA expression between schizophrenia patients and healthy controls, with covariates such as gender, smoking and age controlled in the model. Statistical significance of differences in clinical features between genotype groups was compared using ANCOVA with covariates (e.g., age, gender, course of disease, treatment duration and doses) to minimize their potential effects. Power analysis was carried out by using the Quanto software (<ext-link ext-link-type="uri" xlink:href="http://hydra.usc.edu/GxE">http://hydra.usc.edu/GxE</ext-link>). SPSS 17.0 (SPSS, Inc. Chicago, IL, United&#x20;States) was used to conduct all the statistical calculation. <italic>p</italic> values were two-tailed, and <italic>p</italic>&#x20;&#x3c; 0.05 means statistically significant. Bonferroni correction was performed during multiple comparison testing.</p>
</sec>
</sec>
<sec sec-type="results" id="s3">
<title>Results</title>
<p>For the expression analysis, demographic characteristics of our sample were presented in <xref ref-type="sec" rid="s11">Supplementary Table S1</xref>. Schizophrenia and control groups are well-matched with respect to age, sex and smoking. The RT-PCR results showed no significant difference in <italic>NLRP3</italic> mRNA levels between schizophrenia and control groups (<italic>p</italic>&#x20;&#x3d; 0.07, <xref ref-type="fig" rid="F1">Figure&#x20;1</xref>). We extracted brain <italic>NLRP3</italic> mRNA expression data from SZDB database. We did not observe significant differences of <italic>NLRP3</italic> mRNA expression in prefrontal cortex, hippocampus and striatum between schizophrenia patients and healthy controls (<xref ref-type="sec" rid="s11">Supplementary Figure&#x20;S1</xref>).</p>
<fig id="F1" position="float">
<label>FIGURE 1</label>
<caption>
<p>Peripheral expression levels of <italic>NLRP3</italic> mRNA in drug-na&#xef;ve patients with first-episode schizophrenia and healthy controls. <italic>NLRP3</italic> mRNA level was normalized to that of GAPDH. Schizophrenia group (<italic>n</italic>&#x20;&#x3d; 53); Control group (<italic>n</italic>&#x20;&#x3d; 56).</p>
</caption>
<graphic xlink:href="fgene-12-781625-g001.tif"/>
</fig>
<p>For the genetic analysis, we enrolled 823 schizophrenia patients and 859 healthy controls in this study. Demographic characteristics are well matched in both groups. No deviation from HWE was observed in genotype distribution for rs10754558 polymorphism in control group. The results of rs10754558 polymorphism were presented in <xref ref-type="table" rid="T1">Table&#x20;1</xref>. No significant differences in allele and genotype frequencies were found between the schizophrenia and control groups. With false positive rate controlled as 0.05, the statistical power to detect the odds ratio (OR) value as 1.5 for risk allele was expected to be more than 85% in our samples under the log additive model. We further examined the genetic association between the rs10754558 polymorphism and schizophrenia in PGC database, and we also did not observe significant association of rs10754558 polymorphism with schizophrenia (<xref ref-type="sec" rid="s11">Supplementary Figure&#x20;S2</xref>).</p>
<table-wrap id="T1" position="float">
<label>TABLE 1</label>
<caption>
<p>Distribution of rs10754558 genotypes and alleles in schizophrenia patients and healthy controls.</p>
</caption>
<table>
<thead valign="top">
<tr>
<th rowspan="2" align="left">SNP<break/>rs10754558</th>
<th rowspan="2" align="center">N</th>
<th colspan="3" align="center">Genotype, N (%)</th>
<th rowspan="2" align="center">
<italic>P</italic>
<xref ref-type="table-fn" rid="Tfn1">
<sup>a</sup>
</xref>
</th>
<th colspan="2" align="center">Allele, N (%)</th>
<th rowspan="2" align="center">
<italic>P</italic>
<xref ref-type="table-fn" rid="Tfn1">
<sup>a</sup>
</xref>
</th>
<th rowspan="2" align="center">OR (95%CI)</th>
<th rowspan="2" align="center">
<italic>P</italic>
<xref ref-type="table-fn" rid="Tfn2">
<italic>
<sup>b</sup>
</italic>
</xref>
</th>
</tr>
<tr>
<th align="right">G/G</th>
<th align="right">G/C</th>
<th align="right">C/C</th>
<th align="right">G</th>
<th align="right">C</th>
</tr>
</thead>
<tbody valign="top">
<tr>
<td align="left">Case</td>
<td align="center">823</td>
<td align="center">292 (35.4)</td>
<td align="center">388 (47.1)</td>
<td align="center">143 (17.3)</td>
<td align="center">0.17</td>
<td align="center">972 (59.0)</td>
<td align="center">674 (40.9)</td>
<td align="center">0.06</td>
<td align="center">0.87 (0.76&#x2013;1.01)</td>
<td align="left"/>
</tr>
<tr>
<td align="left">Control</td>
<td align="center">859</td>
<td align="center">273 (31.7)</td>
<td align="center">412 (47.9)</td>
<td align="center">174 (20.2)</td>
<td align="left"/>
<td align="center">958 (55.7)</td>
<td align="center">760 (44.2)</td>
<td align="left"/>
<td align="left"/>
<td align="center">0.67</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<fn id="Tfn1">
<label>a</label>
<p>Raw <italic>p</italic>-values.</p>
</fn>
<fn id="Tfn2">
<label>b</label>
<p>Hardy-Weinberg <italic>p</italic>-values.</p>
</fn>
</table-wrap-foot>
</table-wrap>
<p>There were 239&#x20;drug-na&#xef;ve patients with first-episode schizophrenia participated in the clinical evaluation. We examined the association of rs10754558 polymorphism with psychotic symptoms and cognitive performance in schizophrenia patients by comparing scores of the PANSS and RBANS with genotypes of SNP rs10754558. We observed significant differences in the scores of RBANS attention and total scores between the patients with different genotypes of rs10754558 polymorphism (<italic>p</italic>&#x20;&#x3d; 0.001 and <italic>p</italic>&#x20;&#x3c; 0.01, respectively), as shown in <xref ref-type="table" rid="T2">Table&#x20;2</xref>. Post-hoc comparisons showed that rs10754558&#xa0;G/G or G/C carriers had lower RBANS attention and total scores than those with C/C carriers (<italic>P</italic>s&#x3c;0.01). Subsequently, we conducted an eQTL analysis to test the influence of rs10754558 polymorphism on <italic>NLRP3</italic> mRNA expression in brain. <xref ref-type="fig" rid="F2">Figure&#x20;2</xref> showed that carriers with G allele have higher levels of <italic>NLRP3</italic> expression than those without G allele in frontal cortex.</p>
<table-wrap id="T2" position="float">
<label>TABLE 2</label>
<caption>
<p>PANSS and RBANS performance comparisons of rs10754558 genotypic groups in patients with schizophrenia.</p>
</caption>
<table>
<thead valign="top">
<tr>
<th align="left">PANSS</th>
<th align="center">G/G (<italic>n</italic>&#x20;&#x3d; 46)</th>
<th align="center">G/C (<italic>n</italic>&#x20;&#x3d; 104)</th>
<th align="center">C/C (<italic>n</italic>&#x20;&#x3d; 89)</th>
<th align="center">
<italic>F</italic>
<xref ref-type="table-fn" rid="Tfn3">
<sup>a</sup>
</xref>
</th>
<th align="center">
<italic>P</italic>
<xref ref-type="table-fn" rid="Tfn4">
<sup>b</sup>
</xref>
</th>
<th align="center">
<italic>P</italic>
<xref ref-type="table-fn" rid="Tfn5">
<sup>c</sup>
</xref>
</th>
</tr>
</thead>
<tbody valign="top">
<tr>
<td align="left">Positive</td>
<td align="char" char="plusmn">25.87&#x20;&#xb1; 3.18</td>
<td align="char" char="plusmn">26.16&#x20;&#xb1; 2.98</td>
<td align="char" char="plusmn">26.40&#x20;&#xb1; 3.12</td>
<td align="char" char=".">0.44</td>
<td align="char" char=".">0.65</td>
<td align="left"/>
</tr>
<tr>
<td align="left">Negative</td>
<td align="char" char="plusmn">17.43&#x20;&#xb1; 2.98</td>
<td align="char" char="plusmn">18.38&#x20;&#xb1; 2.71</td>
<td align="char" char="plusmn">18.09&#x20;&#xb1; 3.04</td>
<td align="char" char=".">1.66</td>
<td align="char" char=".">0.19</td>
<td align="left"/>
</tr>
<tr>
<td align="left">General</td>
<td align="char" char="plusmn">41.85&#x20;&#xb1; 6.29</td>
<td align="char" char="plusmn">40.41&#x20;&#xb1; 6.09</td>
<td align="char" char="plusmn">41.21&#x20;&#xb1; 6.57</td>
<td align="char" char=".">0.84</td>
<td align="char" char=".">0.43</td>
<td align="left"/>
</tr>
<tr>
<td align="left">Total score</td>
<td align="char" char="plusmn">85.15&#x20;&#xb1; 6.72</td>
<td align="char" char="plusmn">84.95&#x20;&#xb1; 7.58</td>
<td align="char" char="plusmn">85.71&#x20;&#xb1; 7.19</td>
<td align="char" char=".">0.26</td>
<td align="char" char=".">0.77</td>
<td align="left"/>
</tr>
<tr>
<td colspan="7" align="left">RBANS</td>
</tr>
<tr>
<td align="left">&#xa0;Immediate memory</td>
<td align="char" char="plusmn">63.65&#x20;&#xb1; 6.92</td>
<td align="char" char="plusmn">65.53&#x20;&#xb1; 4.15</td>
<td align="char" char="plusmn">66.25&#x20;&#xb1; 2.62</td>
<td align="char" char=".">4.73</td>
<td align="char" char=".">0.01</td>
<td align="char" char=".">0.1</td>
</tr>
<tr>
<td align="left">&#xa0;Visuospatial skill</td>
<td align="char" char="plusmn">57.09&#x20;&#xb1; 9.40</td>
<td align="char" char="plusmn">58.84&#x20;&#xb1; 5.65</td>
<td align="char" char="plusmn">60.28&#x20;&#xb1; 5.36</td>
<td align="char" char=".">3.62</td>
<td align="char" char=".">0.03</td>
<td align="char" char=".">0.3</td>
</tr>
<tr>
<td align="left">&#xa0;Language</td>
<td align="char" char="plusmn">56.89&#x20;&#xb1; 5.12</td>
<td align="char" char="plusmn">55.89&#x20;&#xb1; 5.57</td>
<td align="char" char="plusmn">57.35&#x20;&#xb1; 4.86</td>
<td align="char" char=".">1.95</td>
<td align="char" char=".">0.14</td>
<td align="left"/>
</tr>
<tr>
<td align="left">&#xa0;Attention</td>
<td align="char" char="plusmn">66.26&#x20;&#xb1; 13.60</td>
<td align="char" char="plusmn">70.61&#x20;&#xb1; 13.56</td>
<td align="char" char="plusmn">76.55&#x20;&#xb1; 20.34</td>
<td align="char" char=".">7.21</td>
<td align="char" char=".">0.001</td>
<td align="char" char=".">0.01</td>
</tr>
<tr>
<td align="left">&#xa0;Delayed memory</td>
<td align="char" char="plusmn">65.85&#x20;&#xb1; 9.78</td>
<td align="char" char="plusmn">67.10&#x20;&#xb1; 9.24</td>
<td align="char" char="plusmn">70.09&#x20;&#xb1; 11.35</td>
<td align="char" char=".">3.19</td>
<td align="char" char=".">0.04</td>
<td align="char" char=".">0.4</td>
</tr>
<tr>
<td align="left">&#xa0;Total score</td>
<td align="char" char="plusmn">309.74&#x20;&#xb1; 26.23</td>
<td align="char" char="plusmn">317.96&#x20;&#xb1; 22.15</td>
<td align="char" char="plusmn">330.52&#x20;&#xb1; 27.17</td>
<td align="char" char=".">12.43</td>
<td align="char" char=".">&#x3c;0.01</td>
<td align="char" char=".">&#x3c;0.01</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<fn>
<p>Data presented as <italic>x</italic> EQ&#x20;&#xb1; s.</p>
</fn>
<fn id="Tfn3">
<label>a</label>
<p>
<italic>F</italic> values adjusted for age, sex, years of education and duration of illness.</p>
</fn>
<fn id="Tfn4">
<label>b</label>
<p>Raw <italic>p</italic>-values.</p>
</fn>
<fn id="Tfn5">
<label>c</label>
<p>Adjusted <italic>p</italic>-values after Bonferroni correction.</p>
</fn>
</table-wrap-foot>
</table-wrap>
<fig id="F2" position="float">
<label>FIGURE 2</label>
<caption>
<p>Association of rs10754558 polymorphism with the <italic>NLRP3</italic> mRNA expression level in ten brain regions (Affymetrix ID 2390080). SNIG, substantia nigra; PUTM, putamen (at the level of the anterior commissure); MEDU, the inferior olivary nucleus (sub-dissected from the medulla); THAL, thalamus (at the level of the lateral geniculate nucleus); OCTX, occipital cortex; HIPP, hippocampus; FCTX, frontal cortex; TCTX, temporal cortex; WHMT, intralobular white matter; CRBL, cerebellar cortex. Data were extracted from the BRAINEAC database (<ext-link ext-link-type="uri" xlink:href="http://peana-od.inf.um.es:8080/UKBECv12/">http://peana-od.inf.um.es:8080/UKBECv12/</ext-link>).</p>
</caption>
<graphic xlink:href="fgene-12-781625-g002.tif"/>
</fig>
</sec>
<sec sec-type="discussion" id="s4">
<title>Discussion</title>
<p>There is a growing body of evidence implying that schizophrenia is attributed to a dysregulation of innate and adaptive immune system (<xref ref-type="bibr" rid="B16">Michel et&#x20;al., 2012</xref>). Our previous studies have provided supportive evidence for the involvement of innate immune response in the pathogenesis of schizophrenia (<xref ref-type="bibr" rid="B17">Ni et&#x20;al., 2015</xref>; <xref ref-type="bibr" rid="B36">Wang et&#x20;al., 2015</xref>; <xref ref-type="bibr" rid="B44">Zhang et&#x20;al., 2017b</xref>). NLRP3 is an intracellular protein involved in the initiation of the innate immune response (<xref ref-type="bibr" rid="B3">Bonar et&#x20;al., 2012</xref>). It is known that <italic>NLRP3</italic> mutation confers susceptibility to immune disorders (<xref ref-type="bibr" rid="B19">Pontillo et&#x20;al., 2010</xref>). Accordingly, we employed this study to identify the role of <italic>NLRP3</italic> in schizophrenia.</p>
<p>In this study, we found that peripheral <italic>NLRP3</italic> mRNA level has no difference between patients with schizophrenia and healthy controls. We also did not observe the difference of <italic>NLRP3</italic> mRNA level in brain between schizophrenia and controls. It has been well-established that MIA is associated with an increased risk of schizophrenia in offspring (<xref ref-type="bibr" rid="B23">Scola and Duong, 2017</xref>). Recent preclinical studies have found that activation of NLRP3 when LPS counts may be one of the potential mechanisms driving schizophrenia-like behavior in offspring in MIA model (<xref ref-type="bibr" rid="B33">Ventura et&#x20;al., 2020</xref>; <xref ref-type="bibr" rid="B28">Talukdar et&#x20;al., 2021</xref>). However, a postmortem study compared the expression of NLRP3-related protein in brain tissue from patients with schizophrenia and bipolar disorder in which increased level of NLRP3 was observed in patients with bipolar disorder, but not schizophrenia (<xref ref-type="bibr" rid="B13">Kim et&#x20;al., 2016</xref>). Another comparative study also showed that peripheral level of NLRP3 is increased in patients with bipolar disorder, but not schizophrenia (<xref ref-type="bibr" rid="B9">Garcia-Alvarez et&#x20;al., 2018</xref>). As such, our findings implied that <italic>NLRP3</italic> mRNA level is not a risk factor for schizophrenia.</p>
<p>Another aim of this study is to detect the association of <italic>NLRP3</italic> functional SNP rs10754558 with schizophrenia. SNP rs10754558 is located in the 3&#x2032;-untranlated region (3&#x2032;-UTR) of <italic>NLRP3</italic> and affects expression of <italic>NLRP3</italic> mRNA through altering its stability (<xref ref-type="bibr" rid="B11">Hitomi et&#x20;al., 2009</xref>). This SNP has been reported to confer susceptibility to disorders of the central nervous system, such as Alzheimer&#x2019;s disease (<xref ref-type="bibr" rid="B29">Tan et&#x20;al., 2013</xref>), multiple sclerosis (<xref ref-type="bibr" rid="B12">Imani et&#x20;al., 2018</xref>) and ischemic stroke (<xref ref-type="bibr" rid="B15">Lv et&#x20;al., 2020</xref>). However, our results did not support the significance for rs10754558 polymorphism in the susceptibility to schizophrenia in either Han Chinese or European ancestry from PGC GWAS. This suggests that <italic>NLRP3</italic> SNP rs10754558 is probably not a risk SNP for schizophrenia.</p>
<p>Schizophrenia is known to have variable clinical presentation. Therefore, we further sought to determine the role of rs10754558 in the expression of clinical features in a sample of drug-na&#xef;ve patients with first-episode schizophrenia. We observed a significant association of rs10754558 polymorphism with RBANS attention and total scores in such patients, but not psychotic symptoms. This suggested that rs10754558 polymorphism may result in cognitive impairment, especially attention deficit in schizophrenia. We further carried out an eQTL analysis to detect the effect of rs10754558 polymorphism on <italic>NLRP3</italic> mRNA expression in brain. Data showed that rs10754558 polymorphism is significantly associated with the <italic>NLRP3</italic> mRNA expression in frontal cortex, and the risk allele G is associated with increased level of <italic>NLRP3</italic> mRNA. There is accumulating evidence from magnetic resonance imaging (MRI) studies showing that frontal regions are critical for cognitive impairment in schizophrenia (<xref ref-type="bibr" rid="B10">Glascher et&#x20;al., 2019</xref>). Our recent findings indicated that dysfunctional connectivity of frontal cortices is associated with cognitive impairment in patients with schizophrenia (<xref ref-type="bibr" rid="B40">Yu et&#x20;al., 2021</xref>). <xref ref-type="bibr" rid="B18">North et&#x20;al. (2021)</xref> found that elevated level of peripheral inflammation is a risk factor for cognitive deficits and brain structure in schizophrenia, especially reduced attention and cortical thickness. Meta-analysis also showed that attention deficit has a strongest relationship with peripheral inflammation in all cognitive domains tested in patients with schizophrenia (<xref ref-type="bibr" rid="B4">Bora, 2019</xref>). Our previous studies have demonstrated that elevated levels of pro-inflammatory cytokines are associated with cognitive impairment in schizophrenia (<xref ref-type="bibr" rid="B42">Zhang et&#x20;al., 2017a</xref>; <xref ref-type="bibr" rid="B46">Zhang et&#x20;al., 2018</xref>; <xref ref-type="bibr" rid="B39">Xu et&#x20;al., 2019</xref>). NLRP3 is a critical regulator of pro-inflammatory cytokines production by activated caspase-1 to initiating an inflammatory form of cell death (<xref ref-type="bibr" rid="B8">Feng et&#x20;al., 2021</xref>). Recent literature documented that enriched NLRP3 may lead to cognitive deficits, and inhibition of NLRP3 could ameliorate such impairment (<xref ref-type="bibr" rid="B7">Fang et&#x20;al., 2021</xref>). As such, our results implied that increased level of <italic>NLRP3</italic> mRNA may result in cognitive impairment, especially attention deficit in patients with schizophrenia, possibly through triggering a cascade of inflammatory responses in frontal cortex.</p>
<p>Some limitation in this study should be mentioned. First, we evaluated the <italic>NLRP3</italic> mRNA in peripheral level, not in brain. It is uncertain whether the peripheral level of <italic>NLRP3</italic> mRNA is correlated with the level in the central nervous system. Second, the lack of a significant association of rs10754558 polymorphism and schizophrenia may be caused by the modest sample size, whereas the power reached statistical significance. Accordingly, our findings should be considered only preliminary and require further investigations for validation in independent samples. Third, this study employed samples from Eastern China and may not be representative of the Han Chinese population in general, nor other closely related populations in the area. Finally, we have analyzed only one functional SNP in <italic>NLRP3</italic> to evaluate the genetic relationship with schizophrenia. This means further analyses need to be carried out with more variants in the <italic>NLRP3</italic> for validation of our results.</p>
<p>In conclusion, we performed a comprehensive analysis to detect the association of <italic>NLRP3</italic> with schizophrenia in Han Chinese. Although our findings did not support <italic>NLRP3</italic> confer susceptibility to schizophrenia, <italic>NLRP3</italic> may be a risk factor for cognitive impairment, especially attention deficit in this disorder. Further investigations are required for validation of our results in larger and independent sample across various ethnicities.</p>
</sec>
</body>
<back>
<sec id="s5">
<title>Data Availability Statement</title>
<p>The original contributions presented in the study are publicly available. This data can be found here: <ext-link ext-link-type="uri" xmlns:xlink="http://www.w3.org/1999/xlink" xlink:href="https://datadryad.org/stash/share/vfrPQUqJNc28WuM76t41oWjYIBJY403RcXSMTr33pjM">https://datadryad.org/stash/share/vfrPQUqJNc28WuM76t41oWjYIBJY403RcXSMTr33pjM</ext-link>
</p>
</sec>
<sec id="s6">
<title>Ethics Statement</title>
<p>The studies involving human participants were reviewed and approved by the Institutional Review Boards of the Shanghai Mental Health Center. The patients/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 id="s7">
<title>Author Contributions</title>
<p>CZ and RL contributed to the overall design of the study. WT and WF wrote the protocol for the genotyping. RL, WT, WW, FX, and WF got involved sample collection. WW and CZ undertook the statistical analysis and interpretation of data. CZ and RL wrote the manuscript. All authors contributed to the article and approved the submitted version.</p>
</sec>
<sec id="s8">
<title>Funding</title>
<p>This work was supported by the National Key Research and Development Program of China (2018YFC1314302), the National Natural Science Foundation of China (81471358 and 81771450), the Shanghai Science and Technology Commission Foundation (19411969300), and Medical and Public Health Program for Social Development in Wuxi (WX18IIAN032).</p>
</sec>
<sec sec-type="COI-statement" id="s9">
<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>
<p>The reviewer LW declared a past co-authorship with the authors CZ, WT, WF, YZ to the handling editor.</p>
</sec>
<sec sec-type="disclaimer" id="s10">
<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>
<ack>
<p>We are deeply grateful to all participants.</p>
</ack>
<sec id="s11">
<title>Supplementary Material</title>
<p>The Supplementary Material for this article can be found online at: <ext-link ext-link-type="uri" xlink:href="https://www.frontiersin.org/articles/10.3389/fgene.2021.781625/full#supplementary-material">https://www.frontiersin.org/articles/10.3389/fgene.2021.781625/full&#x23;supplementary-material</ext-link>
</p>
<supplementary-material xlink:href="DataSheet1.doc" id="SM1" mimetype="application/doc" xmlns:xlink="http://www.w3.org/1999/xlink"/>
</sec>
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