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<front>
<journal-meta>
<journal-id journal-id-type="publisher-id">Front. Mol. Neurosci.</journal-id>
<journal-title>Frontiers in Molecular Neuroscience</journal-title>
<abbrev-journal-title abbrev-type="pubmed">Front. Mol. Neurosci.</abbrev-journal-title>
<issn pub-type="epub">1662-5099</issn>
<publisher>
<publisher-name>Frontiers Media S.A.</publisher-name>
</publisher>
</journal-meta>
<article-meta>
<article-id pub-id-type="doi">10.3389/fnmol.2023.1170708</article-id>
<article-categories>
<subj-group subj-group-type="heading">
<subject>Molecular Neuroscience</subject>
<subj-group>
<subject>Original Research</subject>
</subj-group>
</subj-group>
</article-categories>
<title-group>
<article-title>Identification of <italic>VIPR2</italic> rare and common variants in the Chinese Han population with schizophrenia</article-title>
</title-group>
<contrib-group>
<contrib contrib-type="author">
<name>
<surname>Yin</surname>
<given-names>Jiajun</given-names>
</name>
<xref rid="aff1" ref-type="aff"><sup>1</sup></xref>
<xref rid="fn0001" ref-type="author-notes"><sup>&#x2020;</sup></xref>
<uri xlink:href="https://loop.frontiersin.org/people/1337722/overview"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Zhou</surname>
<given-names>Juan</given-names>
</name>
<xref rid="aff2" ref-type="aff"><sup>2</sup></xref>
<xref rid="fn0001" ref-type="author-notes"><sup>&#x2020;</sup></xref>
<uri xlink:href="https://loop.frontiersin.org/people/967025/overview"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Fang</surname>
<given-names>Fang</given-names>
</name>
<xref rid="aff1" ref-type="aff"><sup>1</sup></xref>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Yu</surname>
<given-names>Shui</given-names>
</name>
<xref rid="aff1" ref-type="aff"><sup>1</sup></xref>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Wang</surname>
<given-names>Jun</given-names>
</name>
<xref rid="aff1" ref-type="aff"><sup>1</sup></xref>
<uri xlink:href="https://loop.frontiersin.org/people/1174696/overview"/>
</contrib>
<contrib contrib-type="author" corresp="yes">
<name>
<surname>Yuan</surname>
<given-names>Jianmin</given-names>
</name>
<xref rid="aff1" ref-type="aff"><sup>1</sup></xref>
<xref rid="c001" ref-type="corresp"><sup>&#x002A;</sup></xref>
<uri xlink:href="https://loop.frontiersin.org/people/1279954/overview"/>
</contrib>
<contrib contrib-type="author" corresp="yes">
<name>
<surname>Zhou</surname>
<given-names>Zhenhe</given-names>
</name>
<xref rid="aff1" ref-type="aff"><sup>1</sup></xref>
<xref rid="c002" ref-type="corresp"><sup>&#x002A;</sup></xref>
<uri xlink:href="https://loop.frontiersin.org/people/836434/overview"/>
</contrib>
</contrib-group>
<aff id="aff1"><sup>1</sup><institution>The Affiliated Wuxi Mental Health Center of Jiangnan University, Wuxi Central Rehabilitation Hospital</institution>, <addr-line>Wuxi</addr-line>, <country>China</country></aff>
<aff id="aff2"><sup>2</sup><institution>Shandong Cancer Hospital and Institute, Shandong First Medical University and Shandong Academy of Medical Sciences</institution>, <addr-line>Jinan, Shandong</addr-line>, <country>China</country></aff>
<author-notes>
<fn id="fn0002" fn-type="edited-by"><p>Edited by: Bing Lang, Central South University, China</p></fn>
<fn id="fn0003" fn-type="edited-by"><p>Reviewed by: Xinyu Fang, Nanjing Brain Hospital Affiliated to Nanjing Medical University, China; Zhiqiang Li, Qingdao University, China</p></fn>
<corresp id="c001">&#x002A;Correspondence: Jianmin Yuan, <email>yjmpaper@163.com</email></corresp>
<corresp id="c002">Zhenhe Zhou, <email>zhouzh@njmu.edu.cn</email></corresp>
<fn id="fn0001" fn-type="equal"><p><sup>&#x2020;</sup>These authors have contributed equally to this work and share first authorship</p></fn>
</author-notes>
<pub-date pub-type="epub">
<day>27</day>
<month>04</month>
<year>2023</year>
</pub-date>
<pub-date pub-type="collection">
<year>2023</year>
</pub-date>
<volume>16</volume>
<elocation-id>1170708</elocation-id>
<history>
<date date-type="received">
<day>21</day>
<month>02</month>
<year>2023</year>
</date>
<date date-type="accepted">
<day>07</day>
<month>04</month>
<year>2023</year>
</date>
</history>
<permissions>
<copyright-statement>Copyright &#x00A9; 2023 Yin, Zhou, Fang, Yu, Wang, Yuan and Zhou.</copyright-statement>
<copyright-year>2023</copyright-year>
<copyright-holder>Yin, Zhou, Fang, Yu, Wang, Yuan and Zhou</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>
<title>Introduction</title>
<p>Schizophrenia is a severe and chronic psychiatric disorder with hereditary risk up to 80% as previous studies indicated. Several researches have demonstrated a significant association between schizophrenia and microduplications that overlap the vasoactive intestinal peptide receptor 2 gene (<italic>VIPR2</italic>).</p>
</sec>
<sec>
<title>Methods</title>
<p>To further investigate potential causal <italic>VIPR2</italic> gene variants, all exons and un-translated portions of the <italic>VIPR2</italic> gene were sequenced using amplicon targeted resequencing in 1804 Chinese Han patients with schizophrenia and 996 healthy counterparts in the present study.</p>
</sec>
<sec>
<title>Results</title>
<p>Nineteen rare non-synonymous mutations and 1 frameshift deletion was identified for schizophrenia, among which 5 variants have never been reported so far. Frequencies of rare non-synonymous mutations were significantly different between the two groups. Specifically, the non-synonymous mutation rs78564798 (<italic>P<sub>allele</sub></italic> =&#x2009;0.006) as well as two rare variations in the <italic>VIPR2</italic> gene&#x2019;s introns (rs372544903, <italic>P<sub>allele</sub></italic> =&#x2009;0.026 and a novel mutation, chr7:159034078, GRCh38, <italic>P<sub>allele</sub></italic> =&#x2009;0.048) were significantly associated with schizophrenia.</p>
</sec>
<sec>
<title>Discussion</title>
<p>Our findings add new evidence that the functional and probable causative variants of <italic>VIPR2</italic> gene may play an important role in susceptibility to schizophrenia. Further studies on validations of <italic>VIPR2</italic>&#x2019;s function in the etiology of schizophrenia are warranted.</p>
</sec>
</abstract>
<kwd-group>
<kwd><italic>VIPR2</italic> gene</kwd>
<kwd>schizophrenia</kwd>
<kwd>amplicon targeted resequencing</kwd>
<kwd>association study</kwd>
<kwd>causative variants</kwd>
</kwd-group>
<counts>
<fig-count count="5"/>
<table-count count="3"/>
<equation-count count="0"/>
<ref-count count="44"/>
<page-count count="10"/>
<word-count count="5951"/>
</counts>
</article-meta>
</front>
<body>
<sec id="sec1" sec-type="intro">
<title>Introduction</title>
<p>Schizophrenia (SCZ) is a severe psychiatric disorder that typically manifests in the late teens and early twenties and affects almost 1% of the world population (<xref ref-type="bibr" rid="ref23">Marder and Cannon, 2019</xref>). Hallucinations, delusions, disorganized talk, diminished motivation and expression, and cognitive deficits are the core symptoms of SCZ (<xref ref-type="bibr" rid="ref13">Joyce and Roiser, 2007</xref>; <xref ref-type="bibr" rid="ref26">Owen et al., 2016</xref>). More than 50% of patients with SCZ experience long-term intermittent psychiatric problems, and about 20% experience chronic symptoms or even disability (<xref ref-type="bibr" rid="ref4">Barbato, 1998</xref>). SCZ is currently one of the top 10 causes of disability worldwide (<xref ref-type="bibr" rid="ref10">Fleischhacker et al., 2014</xref>), and those who have it typically live 10&#x2013;20&#x2009;years less than the general population (<xref ref-type="bibr" rid="ref7">Chesney et al., 2014</xref>). Although the etiology and pathogenesis of SCZ have not been completely understood, it is generally acknowledged that heritable and environmental factors affect. Previous twin and family studies suggest heritability accounting for 60%&#x2009;~&#x2009;80% of the risk of SCZ (<xref ref-type="bibr" rid="ref33">Sullivan et al., 2003</xref>).</p>
<p>Multiple researches on the genetics of SCZ have shown numerous single-nucleotide polymorphisms (SNPs; <xref ref-type="bibr" rid="ref28">Ripke et al., 2014</xref>; <xref ref-type="bibr" rid="ref18">Li et al., 2017</xref>; <xref ref-type="bibr" rid="ref36">Trubetskoy et al., 2022</xref>), rare coding variations (<xref ref-type="bibr" rid="ref27">Purcell et al., 2014</xref>), and rare copy number variations (CNVs; <xref ref-type="bibr" rid="ref17">Li et al., 2016</xref>; <xref ref-type="bibr" rid="ref24">Marshall et al., 2017</xref>) that are linked to the risk of developing SCZ. It was first reported in 2011 that microduplications that overlapped the <italic>VIPR2</italic> gene or its upstream were significantly associated with SCZ (<xref ref-type="bibr" rid="ref16">Levinson et al., 2011</xref>; <xref ref-type="bibr" rid="ref37">Vacic et al., 2011</xref>). Subsequent researches conducted on the Han Chinese population further confirmed the significant association between SCZ and the <italic>VIPR2</italic> CNV (<xref ref-type="bibr" rid="ref44">Yuan et al., 2014</xref>; <xref ref-type="bibr" rid="ref17">Li et al., 2016</xref>). The <italic>VIPR2</italic> gene was also found to be differently methylated between SCZ patients and controls by genome-wide DNA methylation study on post-mortem human brain tissue (<xref ref-type="bibr" rid="ref41">Wockner et al., 2014</xref>). Additionally, several studies showed that the <italic>VIPR2</italic> gene is associated with other psychiatric disorders, such as higher frequencies of CNVs in autism spectrum disorder (<xref ref-type="bibr" rid="ref9">Firouzabadi et al., 2017</xref>), hypomethylation at CpG sites in attention deficit and hyperactivity disorder (ADHD; <xref ref-type="bibr" rid="ref40">Wilmot et al., 2016</xref>) and different frequencies of SNP (rs885861) between patients with mood disorders (MD) and controls (<xref ref-type="bibr" rid="ref32">Soria et al., 2010</xref>).</p>
<p>The <italic>VIPR2</italic> gene is located on chromosome 7q36.3 and harbors 14 exons, which encodes a class B 7-transmembrane G-protein-coupled receptor (GPCR) called VPAC2. Three VPAC2 isoforms are depicted in <xref rid="fig1" ref-type="fig">Figure 1</xref>, including NP 003373 (438aa), NP 001295188 (422aa), and NP 001291451 (358aa). In humans, the VPAC2 receptor is widely present in multiple organs and brain. It is highly expressed in neurons of the cerebral cortex as well as the thalamus and hypothalamus, particularly in the suprachiasmatic nuclei (<xref ref-type="bibr" rid="ref31">Sheward et al., 1995</xref>; <xref ref-type="bibr" rid="ref3">An et al., 2012</xref>; <xref ref-type="bibr" rid="ref1">Ago et al., 2021</xref>). Vasoactive intestinal peptide (VIP) and pituitary adenylate cyclase-activating polypeptide (PACAP) are two natural ligands that interact with the VPAC2 receptor which plays a crucial role in the physiology of the central nervous system (CNS) (<xref ref-type="bibr" rid="ref15">Laburthe et al., 2007</xref>). As a GPCR, the VPAC2 receptor mainly triggers the activation of adenylate cyclase (AC), through coupling with Gs-type trimeric G-proteins, which subsequently produces cAMP and activates protein kinase A (PKA). Additionally, it has been discovered that the VPAC2 receptor also activates phospholipase C (PLC) through G proteins of Gq and Gi/Go families (<xref ref-type="bibr" rid="ref22">MacKenzie et al., 2001</xref>; <xref ref-type="bibr" rid="ref14">Laburthe et al., 2002</xref>, <xref ref-type="bibr" rid="ref15">2007</xref>).</p>
<fig position="float" id="fig1">
<label>Figure 1</label>
<caption>
<p>Structure of <italic>VIPR2</italic> gene and VPAC2 isoforms. <bold>(A)</bold> <italic>VIPR2</italic> gene structure, boxes 1&#x2009;~&#x2009;14 indicate the protein-coding exons. <bold>(B)</bold> VPAC2 isoforms structure based on NP_003373, NP_001295188, and NP_001291451.</p>
</caption>
<graphic xlink:href="fnmol-16-1170708-g001.tif"/>
</fig>
<p>Studies with VPAC2-overexpressing and VPAC2-deficient mice models have revealed that VPAC2 receptors are crucial for regulating circadian rhythms (<xref ref-type="bibr" rid="ref30">Shen et al., 2000</xref>; <xref ref-type="bibr" rid="ref11">Harmar et al., 2002</xref>) and have an effect on fear cognition (<xref ref-type="bibr" rid="ref2">Ago et al., 2017</xref>). According to studies, VPAC2-deficient mice exhibited altered synaptic structure in their prefrontal cortex and selective deficits in fear extinction, which is a primary symptom of post-traumatic stress disorder (<xref ref-type="bibr" rid="ref25">Milad et al., 2009</xref>; <xref ref-type="bibr" rid="ref2">Ago et al., 2017</xref>). According to research on the spatiotemporal expression of VPAC2 in postpartum mice, the maturation of circuits that are involved in cognition may be disrupted by excessive, incorrectly timed or ectopic activation of VPAC2 receptors (<xref ref-type="bibr" rid="ref39">Waschek et al., 1996</xref>; <xref ref-type="bibr" rid="ref1">Ago et al., 2021</xref>). Recently, it is reported that the conditional human <italic>VIPR2</italic> CNV BAC transgenic mouse model of <italic>VIPR2</italic> CNV, known as hVIPR2-BAC tg mice, demonstrated cognitive, social behavior, and sensorimotor gating deficits as well as a decline in the complexity of the projection neurons (<xref ref-type="bibr" rid="ref35">Tian et al., 2019</xref>; <xref ref-type="bibr" rid="ref1">Ago et al., 2021</xref>). In cell culture models, as a response to the VPAC2 receptor and VIP agonists BAY 55&#x2013;9,837, accumulation of <italic>VIPR2</italic> mRNA and cAMP was observed, highlighting the functional importance of the microduplications (<xref ref-type="bibr" rid="ref37">Vacic et al., 2011</xref>).</p>
<p>Aforementioned evidence consistently indicates that the <italic>VIPR2</italic> gene is a risk gene for SCZ, and study results in cell culture and mice models suggest that VPAC2 receptor may impair cognitive function and sensory information processing by influencing neurological development, synaptic plasticity, and neuronal maturation, which may help explaining the potential role of <italic>VIPR2</italic> gene in the pathogenic mechanisms of SCZ. To further discover potential pathogenic variants of <italic>VIPR2</italic> gene for SCZ, amplicon targeted resequencing was performed for all exons and un-translated region (UTR) of <italic>VIPR2</italic> gene in 1804 SCZ patients and 996 healthy controls in the present study, and associations between SNPs, single nucleotide variants (SNVs), short insertions and deletions (InDels) of the <italic>VIPR2</italic> gene and SCZ were investigated.</p>
</sec>
<sec id="sec2" sec-type="materials|methods">
<title>Materials and methods</title>
<sec id="sec3">
<title>Subjects</title>
<p>A total of 1804 SCZ patients (693 women and 1,111 men; mean age&#x2009;=&#x2009;44.51&#x2009;years, SD&#x2009;=&#x2009;12.13) were enrolled for this study and 996 healthy controls (559 women and 437 men; mean age&#x2009;=&#x2009;43.41&#x2009;years, SD&#x2009;=&#x2009;20.17) without a history of mental health disorders or neurological diseases were recruited from local communities by advertisement (<xref rid="tab1" ref-type="table">Table 1</xref>).</p>
<table-wrap position="float" id="tab1">
<label>Table 1</label>
<caption>
<p>Characteristics of the study sample set.</p>
</caption>
<table frame="hsides" rules="groups">
<thead>
<tr>
<th/>
<th align="center" valign="top" colspan="3"><italic>n</italic></th>
<th align="center" valign="top" colspan="2">Age, years</th>
</tr>
<tr>
<th/>
<th align="center" valign="top">Men</th>
<th align="center" valign="top">Women</th>
<th align="center" valign="top">Total</th>
<th align="center" valign="top">Mean</th>
<th align="center" valign="top">s.d.</th>
</tr>
</thead>
<tbody>
<tr>
<td align="left" valign="middle">Patients with SCZ</td>
<td align="center" valign="middle">1,111</td>
<td align="center" valign="middle">693</td>
<td align="center" valign="middle">1,804</td>
<td align="center" valign="middle">44.51</td>
<td align="center" valign="middle">12.13</td>
</tr>
<tr>
<td align="left" valign="middle">Healthy controls</td>
<td align="center" valign="middle">437</td>
<td align="center" valign="middle">559</td>
<td align="center" valign="middle">996</td>
<td align="center" valign="middle">43.41</td>
<td align="center" valign="middle">20.17</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<p>SCZ, schizophrenia; s.d., standard deviation.</p>
</table-wrap-foot>
</table-wrap>
<p>All participants were independent Chinese Han from the Jiangsu Province of China and provided signed informed consent prior to participating in the study. All SCZ patients were recruited by the Wuxi Mental Health Center from 2015 to 2017 and diagnosed by at least two independent psychiatrists according to the DSM-IV criteria. Patients were excluded if they have suffered hypertension; diabetes; neurological illness; mood disorder; mental retardation; history of substance use and psychotic disorder due to general medical condition. The study was approved by the local Ethics Committees, and conducted according to the principles of the Declaration of Helsinki 1975.</p>
</sec>
<sec id="sec4">
<title>Amplicon targeted resequencing</title>
<p>Peripheral blood samples were collected from all participants using K<sub>2</sub>EDTA tubes, and DNA was extracted through LifeFeng Genomic DNA Purification Kit (Lifefeng Biotech Co., Ltd., Shanghai, China). DNA quality control was performed utilizing a NanoDrop 1,000 Spectrophotometer (Thermo Scientific, United States). Thirty-two pairs of primers divided into two pools were designed to cover the <italic>VIPR2</italic> gene. The primers&#x2019; sequences and their targeted regions are shown in <xref ref-type="supplementary-material" rid="SM1">Supplementary Table S1</xref>. Sequence libraries preparation was performed in a two-staged PCR process (Shanghai DynastyGene Co. Ltd). The size distribution of DNA library fragments was determined using the High Sensitivity DNA kit (Agilent Technologies, United States) on the Agilent 2,100 Bioanalyzer. Hundred and fifty bp paired-end reads were run on an Illumina HiSeq X ten platform (Illumina, United States).</p>
</sec>
<sec id="sec5">
<title>Variants identification and validation</title>
<p>Each data set was independently put through the pipeline of the Genome Analysis Toolkit (GATK) Best Practices<xref rid="fn0004" ref-type="fn"><sup>1</sup></xref> for detecting germline short variants. Raw reads were aligned to the human reference genome (GRCh38) using the Burrows-Wheeler Aligner (BWA; <xref ref-type="bibr" rid="ref19">Li and Durbin, 2010</xref>), SNPs and InDels were called using the GATK haplotypercaller, and the variations were annotated using Annovar (<xref ref-type="bibr" rid="ref38">Wang et al., 2010</xref>). Alignments involving multiple species were carried out using the online Clustal Omega program.<xref rid="fn0005" ref-type="fn"><sup>2</sup></xref> Rare non-synonymous mutations were confirmed by Sanger sequencing.</p>
</sec>
<sec id="sec6">
<title>Statistical analysis</title>
<p>The SHEsisPlus online software platform<xref rid="fn0006" ref-type="fn"><sup>3</sup></xref> (<xref ref-type="bibr" rid="ref43">Yong and He, 2005</xref>; <xref ref-type="bibr" rid="ref20">Li et al., 2009</xref>; <xref ref-type="bibr" rid="ref29">Shen et al., 2016</xref>) was used to perform all single locus tests, including Hardy&#x2013;Weinberg equilibrium (HWE) and association tests. Associations of allelic and genotypic polymorphisms with SCZ were analyzed using the chi-square test or Fisher&#x2019;s exact test. All tests were two-tailed, and the <italic>p</italic>-values were calibrated using the false discovery rate (FDR-BH), which was regarded as statistical significance as being less than 0.05. Pairwise linkage disequilibrium (LD) analysis was performed for the common variants by Haploview software version 4.2<xref rid="fn0007" ref-type="fn"><sup>4</sup></xref> and the algorithm of four gamete rule was used to define haplotype blocks. The QC and analysis pipeline are shown in <xref rid="fig2" ref-type="fig">Figure 2</xref>.</p>
<fig position="float" id="fig2">
<label>Figure 2</label>
<caption>
<p>The pipeline of variants QC and analysis.</p>
</caption>
<graphic xlink:href="fnmol-16-1170708-g002.tif"/>
</fig>
</sec>
</sec>
<sec id="sec7" sec-type="results">
<title>Results</title>
<sec id="sec8">
<title>Variants identification</title>
<p>We performed Sanger sequencing validation for 57 cases containing non-synonymous mutations or frameshift deletion detected by next-generation sequencing. Twenty variants harbored by 33 cases among them that all have next-generation sequencing depths deeper than 40, were confirmed to be true positives. The remaining 24 samples were all found to be false positives, 22 of which had depths lower than 40. Therefore, variants considered in the subsequent analysis were only those with a depth greater than 40.</p>
<p>A total of 173 high-quality variations, including 61 3&#x2019;-UTR variants, 45 coding exon variants, 65 intron variants, one splicing area variant, and one downstream variant, were identified in the SCZ and control groups (<xref ref-type="supplementary-material" rid="SM1">Supplementary Table S2</xref>). In all, 147 loci with minor allele frequency (MAF) below 0.01 in across all databases, including the 1,000 Genomes Project, Exome Aggregation Consortium, and NHLBI Exome Sequencing Project, were chosen as rare variants. Of these, 70 loci were reported for the first time, and details of the other 24 common SNPs are provided in <xref ref-type="supplementary-material" rid="SM1">Supplementary Table S3</xref>.</p>
</sec>
<sec id="sec9">
<title>Analyses of rare variants in coding regions</title>
<p>Thirty-nine distinct variant loci, comprising two frameshift deletions, 13 synonymous mutations, and 25 non-synonymous variations that include two polymorphisms at the rs78564798 locus, were identified in the coding exons. Among whom, 5 synonymous mutations, 6 non-synonymous variants, and 2 frameshift deletions were initially reported. <xref rid="fig1" ref-type="fig">Figure 1</xref> depicts the 19 non-synonymous variants and one frameshift deletion observed in cases. Sanger sequencing was utilized to confirm them and it was determined that all variants were heterozygous (<xref rid="fig3" ref-type="fig">Figure 3</xref>; <xref ref-type="supplementary-material" rid="SM2">Supplementary Figure S1</xref>).</p>
<fig position="float" id="fig3">
<label>Figure 3</label>
<caption>
<p>The results of Sanger sequence verifying the rare non-synonymous variants. The six variants were newly reported and arrows indicate the mutation sites.</p>
</caption>
<graphic xlink:href="fnmol-16-1170708-g003.tif"/>
</fig>
<p>The pathogenicity of the non-synonymous variants was predicted using SIFT, PolyPhen-2,<xref rid="fn0008" ref-type="fn"><sup>5</sup></xref> MutationTaster,<xref rid="fn0009" ref-type="fn"><sup>6</sup></xref> and LRT (<xref ref-type="bibr" rid="ref8">Chun and Fay, 2009</xref>) in Annovar (<xref rid="tab2" ref-type="table">Table 2</xref>). Only five non-synonymous variants (NM_003382: c.846G&#x2009;&#x003E;&#x2009;T, c.463C&#x2009;&#x003E;&#x2009;T, c.1267C&#x2009;&#x003E;&#x2009;A, c.949G&#x2009;&#x003E;&#x2009;A, c.187C&#x2009;&#x003E;&#x2009;T) were predicted to be &#x201C;D&#x201D; (Deleterious for SIFT and LRT, Probably damaging for Polyphen-2, disease causing for MutationTaster) by at least three sorts of software. All of them were only detected in cases except rs534492909 (NM_003382: c.463C&#x2009;&#x003E;&#x2009;T), and two of the five non-synonymous variants were firstly reported. Six variants which were only identified in control group were anticipated to be &#x201C;D&#x201D; by two or fewer pathogenicity prediction tools. The CADD (Combined Annotation Dependent Depletion) score was available at <ext-link xlink:href="https://cadd.gs.washington.edu/snv" ext-link-type="uri">https://cadd.gs.washington.edu/snv</ext-link> for all variants. Scores of the five detrimental non-synonymous variants are all greater than 20, ranking them in the top 1% of deleterious variations in the human genome.</p>
<table-wrap position="float" id="tab2">
<label>Table 2</label>
<caption>
<p>Detailed information on rare functional variants detected in this study.</p>
</caption>
<table frame="hsides" rules="groups">
<thead>
<tr>
<th align="left" valign="top" rowspan="2">Position</th>
<th align="left" valign="top" rowspan="2">Variants</th>
<th align="left" valign="top" rowspan="2">Variants status</th>
<th align="center" valign="top" rowspan="2">SIFT</th>
<th align="center" valign="top" rowspan="2">Polyphen-2</th>
<th align="center" valign="top" rowspan="2">MutationTaster</th>
<th align="center" valign="top" rowspan="2">LRT</th>
<th align="center" valign="top" rowspan="2">CADD</th>
<th align="center" valign="top" rowspan="2">Novel or not</th>
<th align="center" valign="top" colspan="2">Individuals</th>
<th align="center" valign="top" colspan="2">MAF</th>
</tr>
<tr>
<th align="center" valign="top">case</th>
<th align="center" valign="top">control</th>
<th align="center" valign="top">ExAC_EAS</th>
<th align="center" valign="top">1000g2015aug_eas</th>
</tr>
</thead>
<tbody>
<tr>
<td align="left" valign="top">chr7:159030666</td>
<td align="left" valign="top">NM_003382: c.1267C&#x2009;&#x003E;&#x2009;A/p.R423S</td>
<td align="left" valign="top">Heterozygous</td>
<td align="center" valign="top">T</td>
<td align="center" valign="top">D</td>
<td align="center" valign="top">D</td>
<td align="center" valign="top">D</td>
<td align="center" valign="top">20.9</td>
<td align="center" valign="top">Novel</td>
<td align="center" valign="top">1</td>
<td align="center" valign="top">0</td>
<td align="center" valign="top">&#x2013;</td>
<td align="center" valign="top">&#x2013;</td>
</tr>
<tr>
<td align="left" valign="top">chr7:159034235</td>
<td align="left" valign="top">NM_003382: c.949G&#x2009;&#x003E;&#x2009;A/p.G317S</td>
<td align="left" valign="top">Heterozygous</td>
<td align="center" valign="top">T</td>
<td align="center" valign="top">D</td>
<td align="center" valign="top">D</td>
<td align="center" valign="top">D</td>
<td align="center" valign="top">23.4</td>
<td align="center" valign="top">rs568217175</td>
<td align="center" valign="top">1</td>
<td align="center" valign="top">0</td>
<td align="center" valign="top">0.0003</td>
<td align="center" valign="top">&#x2013;</td>
</tr>
<tr>
<td align="left" valign="top">chr7:159034614</td>
<td align="left" valign="top">NM_003382: c.846G&#x2009;&#x003E;&#x2009;T/p.W282C</td>
<td align="left" valign="top">Heterozygous</td>
<td align="center" valign="top">D</td>
<td align="center" valign="top">D</td>
<td align="center" valign="top">D</td>
<td align="center" valign="top">D</td>
<td align="center" valign="top">29.5</td>
<td align="center" valign="top">Novel</td>
<td align="center" valign="top">2</td>
<td align="center" valign="top">0</td>
<td align="center" valign="top">&#x2013;</td>
<td align="center" valign="top">&#x2013;</td>
</tr>
<tr>
<td align="left" valign="top">chr7:159043169</td>
<td align="left" valign="top">NM_003382: c.463C&#x2009;&#x003E;&#x2009;T/p.H155Y</td>
<td align="left" valign="top">Heterozygous</td>
<td align="center" valign="top">D</td>
<td align="center" valign="top">D</td>
<td align="center" valign="top">D</td>
<td align="center" valign="top">D</td>
<td align="center" valign="top">25.3</td>
<td align="center" valign="top">rs534492909</td>
<td align="center" valign="top">10</td>
<td align="center" valign="top">8</td>
<td align="center" valign="top">0.0045</td>
<td align="center" valign="top">0.002</td>
</tr>
<tr>
<td align="left" valign="top">chr7:159109884</td>
<td align="left" valign="top">NM_003382: c.187C&#x2009;&#x003E;&#x2009;T/p.R63W</td>
<td align="left" valign="top">Heterozygous</td>
<td align="center" valign="top">D</td>
<td align="center" valign="top">D</td>
<td align="center" valign="top">D</td>
<td align="center" valign="top">N</td>
<td align="center" valign="top">27.8</td>
<td align="center" valign="top">rs750654613</td>
<td align="center" valign="top">2</td>
<td align="center" valign="top">0</td>
<td align="center" valign="top">0</td>
<td align="center" valign="top">&#x2013;</td>
</tr>
<tr>
<td align="left" valign="top">chr7:159030674</td>
<td align="left" valign="top">NM_003382: c.1259A&#x2009;&#x003E;&#x2009;C/p.Q420P</td>
<td align="left" valign="top">Heterozygous</td>
<td align="center" valign="top">D</td>
<td align="center" valign="top">B</td>
<td align="center" valign="top">D</td>
<td align="center" valign="top">N</td>
<td align="center" valign="top">22.2</td>
<td align="center" valign="top">rs184356169</td>
<td align="center" valign="top">1</td>
<td align="center" valign="top">1</td>
<td align="center" valign="top">0.0085</td>
<td align="center" valign="top">0.003</td>
</tr>
<tr>
<td align="left" valign="top">chr7:159030737</td>
<td align="left" valign="top">NM_003382: c.1196C&#x2009;&#x003E;&#x2009;T/p.A399V</td>
<td align="left" valign="top">Heterozygous</td>
<td align="center" valign="top">T</td>
<td align="center" valign="top">B</td>
<td align="center" valign="top">N</td>
<td align="center" valign="top">N</td>
<td align="center" valign="top">15.29</td>
<td align="center" valign="top">Novel</td>
<td align="center" valign="top">1</td>
<td align="center" valign="top">0</td>
<td align="center" valign="top">&#x2013;</td>
<td align="center" valign="top">&#x2013;</td>
</tr>
<tr>
<td align="left" valign="top">chr7:159034295</td>
<td align="left" valign="top">NM_003382: c.889G&#x2009;&#x003E;&#x2009;T/p.V297F</td>
<td align="left" valign="top">Heterozygous</td>
<td align="center" valign="top">T</td>
<td align="center" valign="top">B</td>
<td align="center" valign="top">N</td>
<td align="center" valign="top">N</td>
<td align="center" valign="top">22.5</td>
<td align="center" valign="top">rs759659222</td>
<td align="center" valign="top">1</td>
<td align="center" valign="top">0</td>
<td align="center" valign="top">0</td>
<td align="center" valign="top">&#x2013;</td>
</tr>
<tr>
<td align="left" valign="top">chr7:159034586</td>
<td align="left" valign="top">NM_003382: c.874A&#x2009;&#x003E;&#x2009;G/p.I292V</td>
<td align="left" valign="top">Heterozygous</td>
<td align="center" valign="top">T</td>
<td align="center" valign="top">P</td>
<td align="center" valign="top">D</td>
<td align="center" valign="top">D</td>
<td align="center" valign="top">19.26</td>
<td align="center" valign="top">rs199630455</td>
<td align="center" valign="top">3</td>
<td align="center" valign="top">8</td>
<td align="center" valign="top">0.001</td>
<td align="center" valign="top">0.002</td>
</tr>
<tr>
<td align="left" valign="top">chr7:159035979</td>
<td align="left" valign="top">NM_003382: c.782C&#x2009;&#x003E;&#x2009;T/p.A261V</td>
<td align="left" valign="top">Heterozygous</td>
<td align="center" valign="top">T</td>
<td align="center" valign="top">B</td>
<td align="center" valign="top">N</td>
<td align="center" valign="top">N</td>
<td align="center" valign="top">0.179</td>
<td align="center" valign="top">rs150485248</td>
<td align="center" valign="top">13</td>
<td align="center" valign="top">10</td>
<td align="center" valign="top">0.0026</td>
<td align="center" valign="top">0.001</td>
</tr>
<tr>
<td align="left" valign="top">chr7:159035988</td>
<td align="left" valign="top">NM_003382: c.773C&#x2009;&#x003E;&#x2009;T/p.A258V</td>
<td align="left" valign="top">Heterozygous</td>
<td align="center" valign="top">T</td>
<td align="center" valign="top">B</td>
<td align="center" valign="top">N</td>
<td align="center" valign="top">N</td>
<td align="center" valign="top">4.957</td>
<td align="center" valign="top">rs200955443</td>
<td align="center" valign="top">2</td>
<td align="center" valign="top">0</td>
<td align="center" valign="top">0.0013</td>
<td align="center" valign="top">0.001</td>
</tr>
<tr>
<td align="left" valign="top" rowspan="2">chr7:159036791</td>
<td align="left" valign="top">NM_003382: c.709C&#x2009;&#x003E;&#x2009;G/p.P237A</td>
<td align="left" valign="top">Heterozygous</td>
<td align="center" valign="top">T</td>
<td align="center" valign="top">B</td>
<td align="center" valign="top">N</td>
<td align="center" valign="top">N</td>
<td align="center" valign="top">19.81</td>
<td align="center" valign="top">rs78564798</td>
<td align="center" valign="top">1</td>
<td align="center" valign="top">10</td>
<td align="center" valign="top">0.0014</td>
<td align="center" valign="top">0.006</td>
</tr>
<tr>
<td align="left" valign="top">NM_003382: c.709C&#x2009;&#x003E;&#x2009;T/p.P237S</td>
<td align="left" valign="top">Heterozygous</td>
<td align="center" valign="top">T</td>
<td align="center" valign="top">B</td>
<td align="center" valign="top">N</td>
<td align="center" valign="top">N</td>
<td align="center" valign="top">17.74</td>
<td align="center" valign="top">rs78564798</td>
<td align="center" valign="top">1</td>
<td align="center" valign="top">0</td>
<td align="center" valign="top">0.0018</td>
<td align="center" valign="top">&#x2013;</td>
</tr>
<tr>
<td align="left" valign="top">chr7:159036797</td>
<td align="left" valign="top">NM_003382: c.703C&#x2009;&#x003E;&#x2009;T/p.L235F</td>
<td align="left" valign="top">Heterozygous</td>
<td align="center" valign="top">T</td>
<td align="center" valign="top">B</td>
<td align="center" valign="top">N</td>
<td align="center" valign="top">N</td>
<td align="center" valign="top">8.298</td>
<td align="center" valign="top">rs149197032</td>
<td align="center" valign="top">1</td>
<td align="center" valign="top">0</td>
<td align="center" valign="top">0</td>
<td align="center" valign="top">&#x2013;</td>
</tr>
<tr>
<td align="left" valign="top">chr7:159096849</td>
<td align="left" valign="top">NM_001308259: c.295C&#x2009;&#x003E;&#x2009;T/p.R99W</td>
<td align="left" valign="top">Heterozygous</td>
<td align="center" valign="top">D</td>
<td align="center" valign="top">.</td>
<td align="center" valign="top">N</td>
<td align="center" valign="top">.</td>
<td align="center" valign="top">0.161</td>
<td align="center" valign="top">rs530352260</td>
<td align="center" valign="top">5</td>
<td align="center" valign="top">0</td>
<td align="center" valign="top">0.0023</td>
<td align="center" valign="top">&#x2013;</td>
</tr>
<tr>
<td align="left" valign="top">chr7:159096872</td>
<td align="left" valign="top">NM_001308259: c.272&#x2009;T&#x2009;&#x003E;&#x2009;G/p.V91G</td>
<td align="left" valign="top">Heterozygous</td>
<td align="center" valign="top">T</td>
<td align="center" valign="top">.</td>
<td align="center" valign="top">N</td>
<td align="center" valign="top">.</td>
<td align="center" valign="top">0.371</td>
<td align="center" valign="top">Novel</td>
<td align="center" valign="top">1</td>
<td align="center" valign="top">1</td>
<td align="center" valign="top">&#x2013;</td>
<td align="center" valign="top">&#x2013;</td>
</tr>
<tr>
<td align="left" valign="top">chr7:159096927</td>
<td align="left" valign="top">NM_001308259: c.217delA/p.I73fs</td>
<td align="left" valign="top">Heterozygous</td>
<td align="center" valign="top">.</td>
<td align="center" valign="top">.</td>
<td align="center" valign="top">.</td>
<td align="center" valign="top">.</td>
<td align="center" valign="top">.</td>
<td align="center" valign="top">Novel</td>
<td align="center" valign="top">2</td>
<td align="center" valign="top">0</td>
<td align="center" valign="top">&#x2013;</td>
<td align="center" valign="top">&#x2013;</td>
</tr>
<tr>
<td align="left" valign="top">chr7:159103777</td>
<td align="left" valign="top">NM_003382: c.337G&#x2009;&#x003E;&#x2009;A/p.D113N</td>
<td align="left" valign="top">Heterozygous</td>
<td align="center" valign="top">T</td>
<td align="center" valign="top">B</td>
<td align="center" valign="top">N</td>
<td align="center" valign="top">D</td>
<td align="center" valign="top">12.7</td>
<td align="center" valign="top">rs149519347</td>
<td align="center" valign="top">1</td>
<td align="center" valign="top">0</td>
<td align="center" valign="top">0</td>
<td align="center" valign="top">&#x2013;</td>
</tr>
<tr>
<td align="left" valign="top">chr7:159103798</td>
<td align="left" valign="top">NM_003382: c.316G&#x2009;&#x003E;&#x2009;A/p.V106I</td>
<td align="left" valign="top">Heterozygous</td>
<td align="center" valign="top">T</td>
<td align="center" valign="top">B</td>
<td align="center" valign="top">N</td>
<td align="center" valign="top">N</td>
<td align="center" valign="top">0.402</td>
<td align="center" valign="top">rs143947210</td>
<td align="center" valign="top">1</td>
<td align="center" valign="top">0</td>
<td align="center" valign="top">0.0001</td>
<td align="center" valign="top">&#x2013;</td>
</tr>
<tr>
<td align="left" valign="top">chr7:159142494</td>
<td align="left" valign="top">NM_003382: c.103G&#x2009;&#x003E;&#x2009;A/p.E35K</td>
<td align="left" valign="top">Heterozygous</td>
<td align="center" valign="top">T</td>
<td align="center" valign="top">B</td>
<td align="center" valign="top">D</td>
<td align="center" valign="top">D</td>
<td align="center" valign="top">22.4</td>
<td align="center" valign="top">rs375596936</td>
<td align="center" valign="top">4</td>
<td align="center" valign="top">2</td>
<td align="center" valign="top">0.0014</td>
<td align="center" valign="top">&#x2013;</td>
</tr>
<tr>
<td align="left" valign="top">chr7:159031846</td>
<td align="left" valign="top">NM_003382: c.1125delC/p.Y375fs</td>
<td align="left" valign="top">Heterozygous</td>
<td align="center" valign="top">.</td>
<td align="center" valign="top">.</td>
<td align="center" valign="top">.</td>
<td align="center" valign="top">.</td>
<td align="center" valign="top">.</td>
<td align="center" valign="top">Novel</td>
<td align="center" valign="top">0</td>
<td align="center" valign="top">1</td>
<td align="center" valign="top">&#x2013;</td>
<td align="center" valign="top">&#x2013;</td>
</tr>
<tr>
<td align="left" valign="top">chr7:159035992</td>
<td align="left" valign="top">NM_003382: c.769G&#x2009;&#x003E;&#x2009;A/p.G257S</td>
<td align="left" valign="top">Heterozygous</td>
<td align="center" valign="top">T</td>
<td align="center" valign="top">B</td>
<td align="center" valign="top">N</td>
<td align="center" valign="top">N</td>
<td align="center" valign="top">10.58</td>
<td align="center" valign="top">rs749694333</td>
<td align="center" valign="top">0</td>
<td align="center" valign="top">1</td>
<td align="center" valign="top">0</td>
<td align="center" valign="top">&#x2013;</td>
</tr>
<tr>
<td align="left" valign="top">chr7:159043066</td>
<td align="left" valign="top">NM_003382: c.566C&#x2009;&#x003E;&#x2009;A/p.T189K</td>
<td align="left" valign="top">Heterozygous</td>
<td align="center" valign="top">T</td>
<td align="center" valign="top">P</td>
<td align="center" valign="top">N</td>
<td align="center" valign="top">N</td>
<td align="center" valign="top">22.3</td>
<td align="center" valign="top">rs770411003</td>
<td align="center" valign="top">0</td>
<td align="center" valign="top">2</td>
<td align="center" valign="top">0.0001</td>
<td align="center" valign="top">&#x2013;</td>
</tr>
<tr>
<td align="left" valign="top">chr7:159096837</td>
<td align="left" valign="top">NM_001308259: c.307G&#x2009;&#x003E;&#x2009;A/p.E103K</td>
<td align="left" valign="top">Heterozygous</td>
<td align="center" valign="top">T</td>
<td align="center" valign="top">.</td>
<td align="center" valign="top">N</td>
<td align="center" valign="top">.</td>
<td align="center" valign="top">0.079</td>
<td align="center" valign="top">Novel</td>
<td align="center" valign="top">0</td>
<td align="center" valign="top">1</td>
<td align="center" valign="top">&#x2013;</td>
<td align="center" valign="top">&#x2013;</td>
</tr>
<tr>
<td align="left" valign="top">chr7:159096852</td>
<td align="left" valign="top">NM_001308259: c.292C&#x2009;&#x003E;&#x2009;T:p.R98W</td>
<td align="left" valign="top">Heterozygous</td>
<td align="center" valign="top">D</td>
<td align="center" valign="top">.</td>
<td align="center" valign="top">N</td>
<td align="center" valign="top">.</td>
<td align="center" valign="top">0.098</td>
<td align="center" valign="top">rs568908306</td>
<td align="center" valign="top">0</td>
<td align="center" valign="top">1</td>
<td align="center" valign="top">0</td>
<td align="center" valign="top">&#x2013;</td>
</tr>
<tr>
<td align="left" valign="top">chr7:159109908</td>
<td align="left" valign="top">NM_003382: c.163G&#x2009;&#x003E;&#x2009;A/p.V55I</td>
<td align="left" valign="top">Heterozygous</td>
<td align="center" valign="top">T</td>
<td align="center" valign="top">B</td>
<td align="center" valign="top">N</td>
<td align="center" valign="top">N</td>
<td align="center" valign="top">12.02</td>
<td align="center" valign="top">rs371596513</td>
<td align="center" valign="top">0</td>
<td align="center" valign="top">1</td>
<td align="center" valign="top">0.0001</td>
<td align="center" valign="top">&#x2013;</td>
</tr>
<tr>
<td align="left" valign="top">chr7:159109919</td>
<td align="left" valign="top">NM_003382: c.152C&#x2009;&#x003E;&#x2009;A/p.A51D</td>
<td align="left" valign="top">Heterozygous</td>
<td align="center" valign="top">D</td>
<td align="center" valign="top">P</td>
<td align="center" valign="top">D</td>
<td align="center" valign="top">N</td>
<td align="center" valign="top">26.7</td>
<td align="center" valign="top">Novel</td>
<td align="center" valign="top">0</td>
<td align="center" valign="top">2</td>
<td align="center" valign="top">&#x2013;</td>
<td align="center" valign="top">&#x2013;</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<p>D, Deleterious for SIFT_pred and LRT, Probably damaging for Polyphen-2_pred, disease_causing for MutationTaster_pred; T, tolerated; P, possibly damaging; B, benign; N, neutral. SCZ, schizophrenia; CADD, combined annotation dependent depletion.</p>
</table-wrap-foot>
</table-wrap>
<p>The amino acid variants for the five detrimental non-synonymous variants are <italic>VIPR2</italic> (NP_003373): p.(Trp282Cys), p.(His155Tyr), p.(Arg423Ser), p.(Gly317Ser), and p.(Arg63Trp), respectively. Multiple alignments of VPAC2 receptor sequences from human, mouse, pig, cattle, and chicken showed that all the five loci are mostly conserved across evolution (<xref rid="fig4" ref-type="fig">Figure 4</xref>).</p>
<fig position="float" id="fig4">
<label>Figure 4</label>
<caption>
<p>Multiple alignments of VPAC2 protein sequences of various species. The sites of non-synonymous variants were box out.</p>
</caption>
<graphic xlink:href="fnmol-16-1170708-g004.tif"/>
</fig>
</sec>
<sec id="sec10">
<title>Association analysis of the variants with SCZ</title>
<p>Hardy&#x2013;Weinberg equilibrium analysis was performed for all the loci, and seven loci, including two rare and five common variants, were eliminated from further study because their HWE <italic>p</italic>-values in control group were less than 0.05. The results of pairwise linkage disequilibrium analysis showed that there was no haplotype block identified (<xref rid="fig5" ref-type="fig">Figure 5</xref>).</p>
<fig position="float" id="fig5">
<label>Figure 5</label>
<caption>
<p>Pairwise linkage disequilibrium plot for the common variants in <italic>VIPR2</italic> gene. The pairwise <italic>D</italic>&#x2032; values are presented in the matrices, Deep red implicates relatively strong linkage disequilibrium, and vice versa.</p>
</caption>
<graphic xlink:href="fnmol-16-1170708-g005.tif"/>
</fig>
<p>After FDR-BH correction, three rare mutations, including one non-synonymous variant and two intron variants, achieved significant association with SCZ (<xref rid="tab3" ref-type="table">Table 3</xref>). Two alter alleles of the non-synonymous variant, rs78564798 [NM_003382: c.709C&#x2009;&#x003E;&#x2009;G/T, p.(Pro237Ala)/p.(Pro237Ser)], were identified in two different cases while the alter allele &#x201C;C&#x201D; was carried by ten control samples (<italic>P<sub>allele</sub></italic> =&#x2009;0.006, <italic>P<sub>genotype</sub></italic> =&#x2009;0.006 after FDR-BH correction). One of the significant intron variants (chr7:159034078, GRCh38) was novel reported and the variant only detected in 14 cases suggesting that the alter allele &#x201C;C&#x201D; in this locus may be a risk factor of SCZ (<italic>P<sub>allele</sub></italic> =&#x2009;0.048, <italic>P<sub>genotype</sub></italic> =&#x2009;0.048 after FDR-BH correction). The other significant intron variant, rs372544903 (<italic>P<sub>allele</sub></italic> =&#x2009;0.026, <italic>P<sub>genotype</sub></italic> =&#x2009;0.028 after FDR-BH correction), was only found in the control group indicating that the alter allele &#x201C;T&#x201D; may be a protective factor of SCZ. Additionally, there was a nominally significant association between SCZ and the rare non-synonymous variant rs199630455 (<italic>P<sub>allele</sub></italic> =&#x2009;0.009, <italic>P<sub>genotype</sub></italic> =&#x2009;0.009, OR for &#x201C;C&#x201D; [95% CI]&#x2009;=&#x2009;0.206 [0.054&#x2009;~&#x2009;0.778]), and the alter allele &#x201C;C&#x201D; may be a protective factor of SCZ, while the significance disappeared after correction.</p>
<table-wrap position="float" id="tab3">
<label>Table 3</label>
<caption>
<p>Association results of the variants.</p>
</caption>
<table frame="hsides" rules="groups">
<thead>
<tr>
<th align="left" valign="top">Position</th>
<th align="left" valign="top">Group</th>
<th align="center" valign="top" colspan="2">Allele frequency</th>
<th align="center" valign="top">Allelic <italic>P</italic></th>
<th align="center" valign="top">Corrected <italic>P</italic><sup>a</sup></th>
<th align="center" valign="top">OR</th>
<th align="center" valign="top">95% CI</th>
<th align="center" valign="top" colspan="3">Genotype frequency</th>
<th align="center" valign="top">Genotypic <italic>P</italic></th>
<th align="center" valign="top">Corrected <italic>P</italic><sup>a</sup></th>
<th align="left" valign="top">Rare or common</th>
</tr>
<tr>
<th align="left" valign="top">chr7: 159034078</th>
<th/>
<th align="center" valign="top">G</th>
<th align="center" valign="top">T</th>
<th/>
<th/>
<th/>
<th/>
<th align="center" valign="top">T/T</th>
<th align="center" valign="top">T/G</th>
<th/>
<th/>
<th/>
<th/>
</tr>
</thead>
<tbody>
<tr>
<td align="left" valign="middle">Novel</td>
<td align="left" valign="middle">SCZ</td>
<td align="center" valign="middle">14(0.39%)</td>
<td align="center" valign="middle">3,594(99.6%)</td>
<td align="center" valign="middle">0.005&#x002A;&#x002A;</td>
<td align="center" valign="middle">0.048&#x002A;</td>
<td align="center" valign="middle">NA</td>
<td align="center" valign="middle">NA</td>
<td align="center" valign="middle">1790(99.2%)</td>
<td align="center" valign="middle">14(0.78%)</td>
<td/>
<td align="center" valign="middle">0.005&#x002A;&#x002A;</td>
<td align="center" valign="middle">0.048&#x002A;</td>
<td align="left" valign="middle">Rare</td>
</tr>
<tr>
<td align="left" valign="middle">Intronic</td>
<td align="left" valign="middle">Control</td>
<td align="center" valign="middle">0(0.00%)</td>
<td align="center" valign="middle">1992(100%)</td>
<td/>
<td/>
<td/>
<td/>
<td align="center" valign="middle">996(100%)</td>
<td align="center" valign="middle">0(0%)</td>
<td/>
<td/>
<td/>
<td/>
</tr>
<tr>
<td align="left" valign="middle">chr7:159036791</td>
<td/>
<td align="center" valign="middle">A/C</td>
<td align="center" valign="middle">G</td>
<td/>
<td/>
<td/>
<td/>
<td align="center" valign="middle">G/G</td>
<td align="center" valign="middle">G/A</td>
<td align="center" valign="middle">C/G</td>
<td/>
<td/>
<td/>
</tr>
<tr>
<td align="left" valign="middle">rs78564798</td>
<td align="left" valign="middle">SCZ</td>
<td align="center" valign="middle">1(0.03%) /1(0.03%)</td>
<td align="center" valign="middle">3,606(99.9%)</td>
<td align="center" valign="middle">2.38e-04&#x002A;&#x002A;</td>
<td align="center" valign="middle">0.006&#x002A;&#x002A;</td>
<td align="center" valign="middle">NA</td>
<td align="center" valign="middle">NA</td>
<td align="center" valign="middle">1802(99.9%)</td>
<td align="center" valign="middle">1(0.05%)</td>
<td align="center" valign="middle">1(0.05%)</td>
<td align="center" valign="middle">4.76e-04&#x002A;&#x002A;</td>
<td align="center" valign="middle">0.006&#x002A;&#x002A;</td>
<td align="left" valign="middle">Rare</td>
</tr>
<tr>
<td align="left" valign="middle">Non-synonymous SNV</td>
<td align="left" valign="middle">Control</td>
<td align="center" valign="middle">0(0%)/10(0.50%)</td>
<td align="center" valign="middle">1982(99.5%)</td>
<td/>
<td/>
<td/>
<td/>
<td align="center" valign="middle">986(99.0%)</td>
<td align="center" valign="middle">0(0%)</td>
<td align="center" valign="middle">10(1.00%)</td>
<td/>
<td/>
<td/>
</tr>
<tr>
<td align="left" valign="middle">chr7:159103734</td>
<td/>
<td align="center" valign="middle">T</td>
<td align="center" valign="middle">C</td>
<td/>
<td/>
<td/>
<td/>
<td align="center" valign="middle">C/C</td>
<td align="center" valign="middle">C/T</td>
<td/>
<td/>
<td/>
<td/>
</tr>
<tr>
<td align="left" valign="middle">rs372544903</td>
<td align="left" valign="middle">SCZ</td>
<td align="center" valign="middle">0(0%)</td>
<td align="center" valign="middle">3,608(100%)</td>
<td align="center" valign="middle">0.002&#x002A;&#x002A;</td>
<td align="center" valign="middle">0.026&#x002A;</td>
<td align="center" valign="middle">NA</td>
<td align="center" valign="middle">NA</td>
<td align="center" valign="middle">1804(100%)</td>
<td align="center" valign="middle">0(0%)</td>
<td/>
<td align="center" valign="middle">0.002&#x002A;&#x002A;</td>
<td align="center" valign="middle">0.028&#x002A;</td>
<td align="left" valign="middle">Rare</td>
</tr>
<tr>
<td align="left" valign="middle">Intronic</td>
<td align="left" valign="middle">Control</td>
<td align="center" valign="middle">5(0.25%)</td>
<td align="center" valign="middle">1987(99.7%)</td>
<td/>
<td/>
<td/>
<td/>
<td align="center" valign="middle">991(99.5%)</td>
<td align="center" valign="middle">5(0.50%)</td>
<td/>
<td/>
<td/>
<td/>
</tr>
<tr>
<td align="left" valign="middle">chr7:159034586</td>
<td/>
<td align="center" valign="middle">T</td>
<td align="center" valign="middle">C</td>
<td/>
<td/>
<td/>
<td/>
<td align="center" valign="middle">T/T</td>
<td align="center" valign="middle">C/T</td>
<td/>
<td/>
<td/>
<td/>
</tr>
<tr>
<td align="left" valign="middle">rs199630455</td>
<td align="left" valign="middle">SCZ</td>
<td align="center" valign="middle">3,605(99.9%)</td>
<td align="center" valign="middle">3(0.08%)</td>
<td align="center" valign="middle">0.021&#x002A;</td>
<td align="center" valign="middle">0.085</td>
<td align="center" valign="middle">0.206</td>
<td align="center" valign="middle">[0.054&#x2009;~&#x2009;0.778]</td>
<td align="center" valign="middle">1801(99.8%)</td>
<td align="center" valign="middle">3(0.17%)</td>
<td/>
<td align="center" valign="middle">0.021&#x002A;</td>
<td align="center" valign="middle">0.08</td>
<td align="left" valign="middle">Rare</td>
</tr>
<tr>
<td align="left" valign="middle">Non-synonymous SNV</td>
<td align="left" valign="middle">Control</td>
<td align="center" valign="middle">1984(99.6%)</td>
<td align="center" valign="middle">8(0.40%)</td>
<td/>
<td/>
<td/>
<td/>
<td align="center" valign="middle">988(99.2%)</td>
<td align="center" valign="middle">8(0.80%)</td>
<td/>
<td/>
<td/>
<td/>
</tr>
</tbody>
</table>
<table-wrap-foot>
<p>SCZ, schizophrenia; SNP, single nucleotide polymorphism; OR, odds ratio; CI, confidence interval. <sup>a</sup>FDR correction. &#x002A;<italic>P</italic>-values &#x003C;0.05; &#x002A;&#x002A;<italic>P</italic>-values &#x003C;0.01.</p>
</table-wrap-foot>
</table-wrap>
<p>We also carried out gene-based association studies for frameshift deletions and non-synonymous variations. In total, non-synonymous variants were detected in 54 patients with SCZ and 49 control samples. The cumulative numbers of non-synonymous mutation carriers in the case group and control group were substantially different according to the chi-square test (chi<sup>2</sup>&#x2009;=&#x2009;6.72, <italic>p</italic>&#x2009;=&#x2009;0.009, <xref ref-type="supplementary-material" rid="SM1">Supplementary Table S4</xref>).</p>
</sec>
</sec>
<sec id="sec11" sec-type="discussions">
<title>Discussion</title>
<p>In this study, a total of 24 non-synonymous mutations and two frameshift deletions on the <italic>VIPR2</italic> gene were identified by amplicon targeted resequencing. Among them, six non-synonymous mutations and one frameshift deletion were detected only in the control group, as well as 11 non-synonymous mutations and one frameshift deletion were detected only in patients with SCZ. Only variants detected in the control group were predicted to be benign (tolerated or neutral) by at least two pathogenicity prediction tools suggesting that some variants on the <italic>VIPR2</italic> gene may have little effect on the expression, structure, and function of the VPAC2 receptor. Additionally, a gene-based association study found that the control group carried significantly more non-synonymous mutations and frameshift deletions than the case group, indicating that the presence of non-synonymous mutations on the <italic>VIPR2</italic> gene, the majority of which are predicted to be benign, may prevent the <italic>VIPR2</italic> gene&#x2019;s overexpression or overactivation of its downstream pathways, offering protection against SCZ.</p>
<p>Four detrimental non-synonymous variants that predicted by at least three tools, namely, <italic>VIPR2</italic> (NP_003373): p.(Trp282Cys), p.(Arg423Ser), p.(Gly317Ser), and p.(Arg63Trp), were only detected in patients with SCZ. The fact that these variations are highly conserved across species raises the possibility that the amino acid changes at these locations may have a significant effect on the structure and functionality of the VPAC2 receptor and subsequently contribute to the molecular pathogenesis of SCZ. One of them, p.(Arg63Trp), is found in the extracellular domain of the protein, and this mutation may have an impact on how the receptor binds to its ligand. Mutations p.(Arg423Ser) and p.(Gly317Ser) in the protein&#x2019;s intracellular domain may impact the activation of the downstream pathway, while p.(Trp282Cys) in the helical transmembrane domain may affect the protein&#x2019;s location on the cell membrane. Additionally, the SCHEMA browser database<xref rid="fn0010" ref-type="fn"><sup>7</sup></xref> also reported the variants p.(Val297Phe), p.(Trp282Cys), p.(Asp113Asn), and p.(Val106Ile), which were discovered in individuals with SCZ in our investigation. We conducted meta-analysis for these loci, but no significance was found. Recently, five missense SNVs in the VIPR2 gene were identified in 516 patients with SCZ (<xref ref-type="bibr" rid="ref6">Chen et al., 2022</xref>). Only p.(Thr189Lys) was found in our sample&#x2019;s control group, and none of the loci found in our cases were reported in their research. Our research adds to the body of information on exon sequencing of the <italic>VIPR2</italic> gene in the Chinese Han population and presents a comprehensive mutation spectrum of the <italic>VIPR2</italic> gene for SCZ.</p>
<p>Our study identified several variants in the <italic>VIPR2</italic> gene that may affect the expression and function of VPAC2, while the role of VPAC2 in postnatal maturation of the nervous system has been demonstrated, which is vital for the normal development of circuits crucial to cognition. VPAC2 and PAC1 are the receptors for PACAP and VIP. It has been confirmed <italic>in vitro</italic> using cultured neurons that VPAC2 activation by PACAP and VIP inhibits axons and dendrites growth while PAC1 receptor activation by PACAP stimulates growth (<xref ref-type="bibr" rid="ref1">Ago et al., 2021</xref>). It has been reported that PACAP as a ligand for VPAC2, is significantly associated with SCZ and risperidone can reverse the aberrant behaviors shown in PACAP<sup>&#x2212;/&#x2212;</sup> mice, which are thought to represent schizophrenia-like phenotypes in rodents (<xref ref-type="bibr" rid="ref12">Hashimoto et al., 2007</xref>). Additionally, mice who were continuously treated with PCP and utilized as prospective animal models for SCZ had considerably less PACAP mRNA expressed in the frontal cortex (<xref ref-type="bibr" rid="ref12">Hashimoto et al., 2007</xref>). On the other hand, <italic>VIPR2</italic> is involved in cAMP signaling and the activation of PKA, which in turn affects the hippocampus&#x2019;s <italic>N</italic>-methyl-<sc>d</sc>-aspartate (NMDA) receptor-mediated synaptic transmission (<xref ref-type="bibr" rid="ref42">Yang et al., 2009</xref>; <xref ref-type="bibr" rid="ref34">Tam et al., 2015</xref>). VIP is another ligand for VPAC2, and Vip-deficient mice display a decline in hippocampus-dependent associative memory (<xref ref-type="bibr" rid="ref5">Chaudhury et al., 2008</xref>), a cognitive impairment frequently observed in patients with SCZ (<xref ref-type="bibr" rid="ref21">Libby et al., 2013</xref>; <xref ref-type="bibr" rid="ref34">Tam et al., 2015</xref>).</p>
<p>Our results provided additional evidence that <italic>VIPR2</italic> was a susceptibility gene of SCZ. However, there are two limitations of our study. The first is the small sample size, and the second is the absence of functional validation. To further understand the etiology associated with the <italic>VIPR2</italic> gene in SCZ, targeted sequencing for the <italic>VIPR2</italic> gene in more patients with the disorder and more functional validations are thought to be necessary.</p>
<p>In conclusions, the comprehensive mutation spectrum of the <italic>VIPR2</italic> gene in SCZ was revealed by our research. In <italic>VIPR2</italic>, we discovered a significant difference between the overall number of rare non-synonymous mutation carriers in SCZ cases and healthy controls. Significant associations between SCZ and the non-synonymous mutation rs78564798 as well as two newly discovered rare variations in the <italic>VIPR2</italic> gene&#x2019;s introns have been found. Six novel rare non-synonymous variants and two novel frameshift deletions were reported in our study. The amino acid sequences of the five loci that were found in the case group were highly conserved, and according to functional prediction, their mutations may influence the structure and function of VPAC2 and thus be involved in the pathogenesis of SCZ. All the results further supported the hypothesis that the <italic>VIPR2</italic> gene is a susceptibility gene for SCZ, but further functional validations are required to understand the role of <italic>VIPR2</italic> in the etiology of SCZ.</p>
</sec>
<sec id="sec12" sec-type="data-availability">
<title>Data availability statement</title>
<p>The original contributions presented in the study are included in the article/<xref ref-type="sec" rid="sec17">Supplementary material</xref>, further inquiries can be directed to the corresponding authors.</p>
</sec>
<sec id="sec13">
<title>Ethics statement</title>
<p>The studies involving human participants were reviewed and approved by Nanjing Medical University. The reference number is [2019]166. The patients/participants provided their written informed consent to participate in this study.</p>
</sec>
<sec id="sec14">
<title>Author contributions</title>
<p>JMY and ZZ designed and supervised the whole research process. JJY and JZ carried out all experiments and managed the literature searches. FF and SY conducted DNA extraction and Sanger sequencing. JJY and JW undertook the statistical analysis. JMY and JJY conducted the patient recruitment and diagnosis as well as sample collection. JZ wrote the first draft of the manuscript. JJY, JMY, and ZZ proof read the article. All authors contributed to and approved the final manuscript.</p>
</sec>
<sec id="sec15" sec-type="funding-information">
<title>Funding</title>
<p>This study was supported by Wuxi Taihu Talent Project (Nos. WXTTP2020008 and WXTTP2021), Wuxi Municipal Health Commission (Q202131), and Science and Technology Development Foundation of Nanjing Medical University (NMUB2020292), Medical Research Project of Jiangsu Province Health Commission (M2020078).</p>
</sec>
<sec id="conf1" sec-type="COI-statement">
<title>Conflict of interest</title>
<p>The authors declare that the research was conducted in the absence of any commercial or financial relationships that could be construed as a potential conflict of interest.</p>
</sec>
<sec id="sec100" sec-type="disclaimer">
<title>Publisher&#x2019;s note</title>
<p>All claims expressed in this article are solely those of the authors and do not necessarily represent those of their affiliated organizations, or those of the publisher, the editors and the reviewers. Any product that may be evaluated in this article, or claim that may be made by its manufacturer, is not guaranteed or endorsed by the publisher.</p>
</sec>
</body>
<back>
<ack>
<p>We thank all of patients and healthy controls who were involved in this study. And we are grateful for the help from psychiatrists during recruitment and diagnosis of SCZ patients.</p>
</ack>
<sec id="sec17" sec-type="supplementary-material">
<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/fnmol.2023.1170708/full#supplementary-material" ext-link-type="uri">https://www.frontiersin.org/articles/10.3389/fnmol.2023.1170708/full#supplementary-material</ext-link></p>
<supplementary-material xlink:href="Table_1.XLSX" id="SM1" mimetype="application/vnd.openxmlformats-officedocument.spreadsheetml.sheet" xmlns:xlink="http://www.w3.org/1999/xlink"/>
<supplementary-material xlink:href="Image_1.TIF" id="SM2" mimetype="image/tiff" xmlns:xlink="http://www.w3.org/1999/xlink"/>
</sec>
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</ref-list>
<glossary>
<def-list><title>Abbreviations</title>
<def-item><term>VIPR2</term><def><p>vasoactive intestinal peptide receptor 2 gene</p></def></def-item>
<def-item><term>SCZ</term><def><p>schizophrenia</p></def></def-item>
<def-item><term>ADHD</term><def><p>attention deficit and hyperactivity disorder</p></def></def-item>
<def-item><term>MD</term><def><p>mood disorders</p></def></def-item>
<def-item><term>SNPs</term><def><p>single-nucleotide polymorphisms</p></def></def-item>
<def-item><term>CNVs</term><def><p>copy number variations</p></def></def-item>
<def-item><term>GPCR</term><def><p>G-protein-coupled receptor</p></def></def-item>
<def-item><term>VIP</term><def><p>vasoactive intestinal peptide</p></def></def-item>
<def-item><term>PACAP</term><def><p>pituitary adenylate cyclase-activating polypeptide</p></def></def-item>
<def-item><term>CNS</term><def><p>the central nervous system</p></def></def-item>
<def-item><term>AC</term><def><p>adenylate cyclase</p></def></def-item>
<def-item><term>PKA</term><def><p>protein kinase A</p></def></def-item>
<def-item><term>PLC</term><def><p>phospholipase C</p></def></def-item>
<def-item><term>SNVs</term><def><p>single nucleotide variants</p></def></def-item>
<def-item><term>UTR</term><def><p>un-translated region</p></def></def-item>
<def-item><term>GATK</term><def><p>Genome Analysis Toolkit</p></def></def-item>
<def-item><term>BWA</term><def><p>Burrows-Wheeler Aligner</p></def></def-item>
<def-item><term>InDels</term><def><p>short insertions and deletions</p></def></def-item>
<def-item><term>HWE</term><def><p>Hardy&#x2013;Weinberg equilibrium</p></def></def-item>
<def-item><term>FDR</term><def><p>false discovery rate</p></def></def-item>
<def-item><term>LD</term><def><p>linkage disequilibrium</p></def></def-item>
<def-item><term>MAF</term><def><p>minor allele frequency</p></def></def-item>
<def-item><term>CADD</term><def><p>Combined Annotation Dependent Depletion</p></def></def-item>
<def-item><term>NMDA</term><def><p><italic>N</italic>-methyl-<sc>d</sc>-aspartate</p></def></def-item></def-list>
</glossary>
<fn-group><fn id="fn0004"><p><sup>1</sup><ext-link xlink:href="https://software.broadinstitute.org/gatk" ext-link-type="uri">https://software.broadinstitute.org/gatk</ext-link></p></fn>
<fn id="fn0005"><p><sup>2</sup><ext-link xlink:href="http://www.ebi.ac.uk/Tools/msa/clustalo/" ext-link-type="uri">http://www.ebi.ac.uk/Tools/msa/clustalo/</ext-link></p></fn>
<fn id="fn0006"><p><sup>3</sup><ext-link xlink:href="http://shesisplus.bio-x.cn/SHEsis.html" ext-link-type="uri">http://shesisplus.bio-x.cn/SHEsis.html</ext-link></p></fn>
<fn id="fn0007"><p><sup>4</sup><ext-link xlink:href="https://www.broadinstitute.org/haploview" ext-link-type="uri">https://www.broadinstitute.org/haploview</ext-link></p></fn>
<fn id="fn0008"><p><sup>5</sup><ext-link xlink:href="http://genetics.bwh.harvard.edu/pph2" ext-link-type="uri">http://genetics.bwh.harvard.edu/pph2</ext-link></p></fn>
<fn id="fn0009"><p><sup>6</sup><ext-link xlink:href="http://www.mutationtaster.org" ext-link-type="uri">http://www.mutationtaster.org</ext-link></p></fn>
<fn id="fn0010"><p><sup>7</sup><ext-link xlink:href="http://schema.broadinstitute.org/results" ext-link-type="uri">http://schema.broadinstitute.org/results</ext-link></p></fn></fn-group>
</back>
</article>