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<front>
<journal-meta>
<journal-id journal-id-type="publisher-id">Front. Psychiatry</journal-id>
<journal-title>Frontiers in Psychiatry</journal-title>
<abbrev-journal-title abbrev-type="pubmed">Front. Psychiatry</abbrev-journal-title>
<issn pub-type="epub">1664-0640</issn>
<publisher>
<publisher-name>Frontiers Media S.A.</publisher-name>
</publisher>
</journal-meta>
<article-meta>
<article-id pub-id-type="doi">10.3389/fpsyt.2021.665599</article-id>
<article-categories>
<subj-group subj-group-type="heading">
<subject>Psychiatry</subject>
<subj-group>
<subject>Original Research</subject>
</subj-group>
</subj-group>
</article-categories>
<title-group>
<article-title>The <italic>ADCYAP1R1</italic> Gene Is Correlated With Posttraumatic Stress Disorder Symptoms Through Diverse Epistases in a Traumatized Chinese Population</article-title>
</title-group>
<contrib-group>
<contrib contrib-type="author">
<name><surname>Wang</surname> <given-names>Li</given-names></name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
<xref ref-type="aff" rid="aff2"><sup>2</sup></xref>
<uri xlink:href="http://loop.frontiersin.org/people/229164/overview"/>
</contrib>
<contrib contrib-type="author">
<name><surname>Zhang</surname> <given-names>Jingyi</given-names></name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
<xref ref-type="aff" rid="aff2"><sup>2</sup></xref>
</contrib>
<contrib contrib-type="author">
<name><surname>Li</surname> <given-names>Gen</given-names></name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
<xref ref-type="aff" rid="aff2"><sup>2</sup></xref>
</contrib>
<contrib contrib-type="author">
<name><surname>Cao</surname> <given-names>Chengqi</given-names></name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
<xref ref-type="aff" rid="aff2"><sup>2</sup></xref>
</contrib>
<contrib contrib-type="author">
<name><surname>Fang</surname> <given-names>Ruojiao</given-names></name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
<xref ref-type="aff" rid="aff2"><sup>2</sup></xref>
</contrib>
<contrib contrib-type="author">
<name><surname>Liu</surname> <given-names>Ping</given-names></name>
<xref ref-type="aff" rid="aff3"><sup>3</sup></xref>
</contrib>
<contrib contrib-type="author">
<name><surname>Luo</surname> <given-names>Shu</given-names></name>
<xref ref-type="aff" rid="aff3"><sup>3</sup></xref>
</contrib>
<contrib contrib-type="author">
<name><surname>Zhao</surname> <given-names>Guangyi</given-names></name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
<xref ref-type="aff" rid="aff2"><sup>2</sup></xref>
<uri xlink:href="http://loop.frontiersin.org/people/1240637/overview"/>
</contrib>
<contrib contrib-type="author">
<name><surname>Zhang</surname> <given-names>Yingqian</given-names></name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
<xref ref-type="aff" rid="aff2"><sup>2</sup></xref>
<uri xlink:href="http://loop.frontiersin.org/people/1295683/overview"/>
</contrib>
<contrib contrib-type="author" corresp="yes">
<name><surname>Zhang</surname> <given-names>Kunlin</given-names></name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
<xref ref-type="aff" rid="aff2"><sup>2</sup></xref>
<xref ref-type="corresp" rid="c001"><sup>&#x0002A;</sup></xref>
<uri xlink:href="http://loop.frontiersin.org/people/553234/overview"/>
</contrib>
</contrib-group>
<aff id="aff1"><sup>1</sup><institution>Laboratory for Traumatic Stress Studies and Center for Genetics and BioMedical Informatics Research, CAS Key Laboratory of Mental Health, Institute of Psychology, Chinese Academy of Sciences</institution>, <addr-line>Beijing</addr-line>, <country>China</country></aff>
<aff id="aff2"><sup>2</sup><institution>Department of Psychology, University of Chinese Academy of Sciences</institution>, <addr-line>Beijing</addr-line>, <country>China</country></aff>
<aff id="aff3"><sup>3</sup><institution>People&#x00027;s Hospital of Deyang City</institution>, <addr-line>Deyang</addr-line>, <country>China</country></aff>
<author-notes>
<fn fn-type="edited-by"><p>Edited by: Divya Mehta, Queensland University of Technology, Australia</p></fn>
<fn fn-type="edited-by"><p>Reviewed by: Fengchun Wu, Guangzhou Medical University, China; Seth Davin Norrholm, Wayne State University, United States</p></fn>
<corresp id="c001">&#x0002A;Correspondence: Kunlin Zhang <email>zhangkl&#x00040;psych.ac.cn</email></corresp>
<fn fn-type="other" id="fn001"><p>This article was submitted to Behavioral and Psychiatric Genetics, a section of the journal Frontiers in Psychiatry</p></fn></author-notes>
<pub-date pub-type="epub">
<day>07</day>
<month>06</month>
<year>2021</year>
</pub-date>
<pub-date pub-type="collection">
<year>2021</year>
</pub-date>
<volume>12</volume>
<elocation-id>665599</elocation-id>
<history>
<date date-type="received">
<day>25</day>
<month>02</month>
<year>2021</year>
</date>
<date date-type="accepted">
<day>22</day>
<month>04</month>
<year>2021</year>
</date>
</history>
<permissions>
<copyright-statement>Copyright &#x000A9; 2021 Wang, Zhang, Li, Cao, Fang, Liu, Luo, Zhao, Zhang and Zhang.</copyright-statement>
<copyright-year>2021</copyright-year>
<copyright-holder>Wang, Zhang, Li, Cao, Fang, Liu, Luo, Zhao, 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 terms.</p></license></permissions>
<abstract><p>The adenylate cyclase activating polypeptide 1 (pituitary) receptor (<italic>ADCYAP1R1</italic>) gene is associated with the hypothalamic-pituitary-adrenal (HPA) axis, which controls stress responses. The single-nucleotide polymorphism of <italic>ADCYAP1R1</italic>, rs2267735, has been investigated in many studies to test its association with posttraumatic stress disorder (PTSD), but the results have not been consistent. It is worth systematically exploring the role of rs2267735 in PTSD development. In this study, we analyzed rs2267735 in 1,132 trauma-exposed Chinese individuals (772 females and 360 males). We utilized the PTSD checklist for DSM-5 (PCL-5) to measure the PTSD symptoms. Then, we analyzed the main, G &#x000D7; E (rs2267735 &#x000D7; trauma exposure), and G &#x000D7; G (with other HPA axis gene polymorphisms) effects of rs2267735 on PTSD severity (total symptoms). There were no significant main or G &#x000D7; E effects (<italic>P</italic> &#x0003E; 0.05). The G &#x000D7; G <italic>ADCYAP1R1</italic>-<italic>FKBP5</italic> interaction (rs2267735 &#x000D7; rs1360780) was associated with PTSD severity (beta = &#x02212;1.31 and <italic>P</italic> = 0.049) based on all subjects, and the G &#x000D7; G <italic>ADCYAP1R1</italic>-<italic>CRHR1</italic> interaction (rs2267735 &#x000D7; rs242924) was correlated with PTSD severity in men (beta = &#x02212;4.72 and <italic>P</italic> = 0.023). Our study indicated that the <italic>ADCYAP1R1</italic> polymorphism rs2267735 may affect PTSD development through diverse gene-gene interactions.</p></abstract>
<kwd-group>
<kwd><italic>ADCYAP1R1</italic></kwd>
<kwd>posttraumatic stress disorder</kwd>
<kwd>HPA axis</kwd>
<kwd>SNP</kwd>
<kwd>gene-gene interaction</kwd>
</kwd-group>
<counts>
<fig-count count="1"/>
<table-count count="3"/>
<equation-count count="0"/>
<ref-count count="61"/>
<page-count count="8"/>
<word-count count="5804"/>
</counts>
</article-meta>
</front>
<body>
<sec sec-type="intro" id="s1">
<title>Introduction</title>
<sec>
<title><italic>ADCYAP1R1</italic>, an HPA Axis Gene, Is Associated With Stress Response</title>
<p>The pituitary adenylate cyclase-activating polypeptide (PACAP) and its receptor (PAC1) are widely distributed in hypothalamic and limbic structures (<xref ref-type="bibr" rid="B1">1</xref>&#x02013;<xref ref-type="bibr" rid="B6">6</xref>). This peptide and receptor help regulate responses to anxiety-provoking stimuli or stress (<xref ref-type="bibr" rid="B3">3</xref>, <xref ref-type="bibr" rid="B7">7</xref>&#x02013;<xref ref-type="bibr" rid="B10">10</xref>). The <italic>ADCYAP1R1</italic> gene, which encodes the receptor PAC1, is associated with the neuroendocrine system hypothalamic&#x02013;pituitary&#x02013;adrenal (HPA) axis that is involved in controlling mammalian stress responses (<xref ref-type="bibr" rid="B11">11</xref>, <xref ref-type="bibr" rid="B12">12</xref>).</p>
<p>There are many single-nucleotide polymorphisms (SNPs) in <italic>ADCYAP1R1</italic>. One of them, rs2267735, was reported to play a role in anxiety symptoms, fear-related cognitions, and stress-related responses (<xref ref-type="bibr" rid="B13">13</xref>&#x02013;<xref ref-type="bibr" rid="B15">15</xref>). For example, rs2267735 could regulate the normal stress response by affecting the bind of estrogen receptors alpha and estrogen response element (<xref ref-type="bibr" rid="B16">16</xref>).</p></sec>
<sec>
<title>PTSD Is a Stress-Related Mental Disorder Related to <italic>ADCYAP1R1</italic> and Other HPA Axis Genes</title>
<p>Posttraumatic stress disorder (PTSD) is a trauma- and stressor-related disorder (<xref ref-type="bibr" rid="B17">17</xref>) that can occur after exposure to traumatic events (<xref ref-type="bibr" rid="B18">18</xref>). Many studies have shown that PTSD is associated with <italic>ADCYAP1R1</italic> and <italic>ADCYAP1R1</italic>&#x02013;environment interactions [e.g., (<xref ref-type="bibr" rid="B19">19</xref>&#x02013;<xref ref-type="bibr" rid="B22">22</xref>)]. In a Chinese population, a significant association between <italic>ADCYAP1R1</italic> and the PTSD emotional numbing cluster was found, a finding that extended previous results (<xref ref-type="bibr" rid="B23">23</xref>).</p>
<p>Moreover, PTSD is correlated with other genes that are associated with the HPA axis or regulation of its activity. The <italic>FKBP5</italic> gene regulates the HPA axis by encoding FK506 binding protein 5 (FKBP5). <italic>FKBP5</italic> can bind to glucocorticoid receptors (<xref ref-type="bibr" rid="B24">24</xref>). The <italic>FKBP5</italic> gene was detected to have a significant correlation with PTSD in a meta-analysis study (<xref ref-type="bibr" rid="B25">25</xref>, <xref ref-type="bibr" rid="B26">26</xref>) and could reflect the risk of co-morbidity of PTSD and depression in mild trauma exposure (<xref ref-type="bibr" rid="B27">27</xref>). <italic>FKBP5</italic>-environment interactions predicted the risk of PTSD in adults (<xref ref-type="bibr" rid="B28">28</xref>&#x02013;<xref ref-type="bibr" rid="B30">30</xref>). The <italic>CRHR1</italic> gene and the <italic>CRHR2</italic> gene regulate the HPA axis together by binding their encoding products, corticotropin-releasing hormone (CRH) receptors CRF1 and CRF2, to CRH. The <italic>CRHR1</italic> gene has been suggested to be associated with PTSD (<xref ref-type="bibr" rid="B31">31</xref>&#x02013;<xref ref-type="bibr" rid="B36">36</xref>). The <italic>CRHR2</italic> gene has been shown to significantly affect PTSD (<xref ref-type="bibr" rid="B32">32</xref>, <xref ref-type="bibr" rid="B37">37</xref>, <xref ref-type="bibr" rid="B38">38</xref>) as well as through a gene&#x02013;environment interaction (<xref ref-type="bibr" rid="B39">39</xref>).</p></sec>
<sec>
<title>Associations Between <italic>ADCYAP1R1</italic> and PTSD Are Worth Further Exploration, and Genetic Studies Should Consider Main G &#x000D7; E and G &#x000D7; G Effects</title>
<p>Numerous neurogenetic studies of the <italic>ADCYAP1R1</italic> gene have been performed. Some of them gave out a significant main effect on PTSD. For example, Ressler and her colleagues have found that <italic>ADCYAP1R1</italic> could contribute to the diagnosis of PTSD and the severity of PTSD symptoms in females who suffered a major trauma (<xref ref-type="bibr" rid="B21">21</xref>). Later, Lind et al. (<xref ref-type="bibr" rid="B20">20</xref>) used a meta-analysis to show that the C allele at rs2267735 of <italic>ADCYAP1R1</italic> significantly increased the risk of PTSD in women. A review supported as well that the epigenetic regulation of <italic>ADCYAP1R1</italic> might predict PTSD risk (<xref ref-type="bibr" rid="B40">40</xref>). However, not all studies performed the same, and they even led to no effects. In order to replicate the finding of Ressler et al. (<xref ref-type="bibr" rid="B21">21</xref>), two independent samples were newly selected, and their results failed to repeat such (<xref ref-type="bibr" rid="B41">41</xref>). In addition, a recent investigation did not show that <italic>ADCYAP1R1</italic> was strongly correlated with PTSD (<xref ref-type="bibr" rid="B42">42</xref>). The possible reasons for why these study results have not been consistent may be due to the types of trauma exposure (<xref ref-type="bibr" rid="B43">43</xref>, <xref ref-type="bibr" rid="B44">44</xref>) and the sample characteristics (<xref ref-type="bibr" rid="B23">23</xref>, <xref ref-type="bibr" rid="B41">41</xref>). However, the underlying factors have been most likely not singular. Therefore, we need more studies to enrich the evidence of the main or gene-environment effects of <italic>ADCYAP1R1</italic> on PTSD.</p>
<p>Furthermore, the four genes <italic>ADCYAP1R1, FKBP5, CRHR1</italic>, and <italic>CRHR2</italic> are all associated with PTSD and have a close relationship with each other by regulating the HPA axis together. Since genes functionally interact with each other, a phenomenon that is usually called epistasis (i.e., gene-gene interaction) in genetics (<xref ref-type="bibr" rid="B45">45</xref>), the gene-gene interactions between <italic>ADCYAP1R1</italic> and other HPA axis genes need to be investigated. However, to our knowledge, a neurogenetic study that investigates the gene&#x02013;gene interactions between <italic>ADCYAP1R1</italic> and other HPA axis genes in PTSD has not been conducted. Thus, the correlation between the interactions of <italic>ADCYAP1R1</italic> with other HPA axis genes (including <italic>FKBP5, CRHR1</italic>, and<italic>CRHR2</italic>) and PTSD is worth further exploring.</p></sec>
<sec>
<title>Brief Study Design</title>
<p>To further explore the role of <italic>ADCYAP1R1</italic> in PTSD development and the physiological underpinnings of the stress response, this study examined the main, G &#x000D7; E (rs267735 &#x000D7; trauma exposure), and G &#x000D7; G (with other HPA axis gene polymorphisms) effects of rs2267735 on PTSD severity in a cohort of 2008 Chinese Wenchuan earthquake survivors.</p></sec></sec>
<sec sec-type="materials and methods" id="s2">
<title>Materials and Methods</title>
<sec>
<title>Participants</title>
<p>In the present study, we selected 1,132 survivors of the Wenchuan earthquake in Hanwang Town, Sichuan Province, China. These participants have been described previously (<xref ref-type="bibr" rid="B38">38</xref>, <xref ref-type="bibr" rid="B46">46</xref>), and we provide the detailed information for the cohort here again for convenience.</p>
<p>The participants were adults (older than 18 years old) without any mental illness or intellectual disability history. Regarding self-reported gender results, 68.19% of the participants were women, and the remaining participants were men. Moreover, most participants reported that their ethnicities were Han (99.65%), and the remaining were reported to be Qiang. Furthermore, the marital status of 13.07% of the participants was unmarried. In addition, 32.50% of the participants had an educational level involving high school or above.</p>
<p>The measurement occurred in a large rebuilt community of Hanwang Town from November 6&#x02013;8 in 2013. The investigators were all trained clinical psychologists, psychotherapists, and psychology graduate students. Our study was approved by the institutional review board of the Institute of Psychology, Chinese Academy of Sciences, and was completely in compliance with national legislation and the Declaration of Helsinki. All the participants signed informed consent forms.</p></sec>
<sec>
<title>Measures</title>
<p>Earthquake-related trauma exposure was assessed by a self-reported questionnaire (<xref ref-type="bibr" rid="B46">46</xref>). The participants needed to answer 10 yes (1) or no (0) questions about whether they experienced (a) being trapped under a rubble, (b) being injured, (c) being disabled due to injuries, (d) participating in rescue efforts, (e) witnessing the death of someone, (f) being exposed to mutilated bodies, (g) the traumatic death of a family member, (h) the traumatic injury of a family member, (i) the traumatic death of a friend or neighbor, and (j) losing livelihood due to a disaster. The level of trauma exposure was defined as the sum score of the 10 items.</p>
<p>PTSD symptoms were assessed by a self-reported questionnaire, the PTSD Checklist of DSM-5 [PCL-5; (<xref ref-type="bibr" rid="B47">47</xref>, <xref ref-type="bibr" rid="B48">48</xref>)]. The 20 items included on the PCL-5 used a five-point Likert scale (from 0 = never to 4 = most of the time). The Chinese version has shown good validity and reliability (<xref ref-type="bibr" rid="B49">49</xref>). The participants needed to complete the PCL-5 Chinese version according to their PTSD symptom occurrence frequency and severity in the past month of the earthquake. The final score indicating PTSD symptom severity was the sum of all the item scores.</p>
<p>Depressive symptoms were measured by a self-report questionnaire, the Center for Epidemiological Studies-Depression (CES-D) scale (<xref ref-type="bibr" rid="B50">50</xref>). The 20 items included on the CES-D used a four-point Likert scale (from 0 = rare or none of the time/ &#x0003C;1 day to 3 = most or all of the time/5&#x02013;7 days). The Chinese version has been validated and widely used in Chinese populations (<xref ref-type="bibr" rid="B51">51</xref>). The participants were required to answer the Chinese version of the questionnaire on the basis of their personal experiences in the past week. The final score indicating depressive symptoms was reflected by the sum of all the item scores.</p></sec>
<sec>
<title>SNP Selection and Genotyping</title>
<p>Four HPA axis genes with nine relevant SNPs were selected for study: <italic>ADCYAP1R1</italic> (rs2267735), <italic>FKBP5</italic> (rs9296158, rs3800373, rs1360780, and rs9470080), <italic>CRHR1</italic> (rs4458044 and rs242924), and <italic>CRHR2</italic> (rs8192496 and rs2267715). These SNPs were genotyped in a previous study (<xref ref-type="bibr" rid="B38">38</xref>); thus, we directly used their data.</p>
<p>We used PLINK (<xref ref-type="bibr" rid="B52">52</xref>) to perform the Hardy&#x02013;Weinberg equilibrium (HWE) test (<xref ref-type="bibr" rid="B53">53</xref>). In addition, we also calculated the SNP call rate and minor allele frequency (MAF).</p></sec>
<sec>
<title>Statistical Analyses</title>
<p>PLINK 1.07 and R 3.4.4 (<ext-link ext-link-type="uri" xlink:href="https://www.r-project.org/">https://www.r-project.org/</ext-link>) were used to conduct all the statistical analyses in our study. A pairwise comparison of demographic variables and the SNP rs2267735 was tested by analysis of variance (ANOVA) in R. A linkage disequilibrium (LD) analysis has been done previously (<xref ref-type="bibr" rid="B38">38</xref>), and we directly referenced those results.</p>
<p>The associations between rs2267735 (coded as minor allele counts per subject) and PTSD severity were detected by a linear regression model and adjusted for age, sex (1: women and 0: men), education level (1: high school or above and 0: other), marital status (1: single and 0: married), the environmental factor trauma exposure, and depressive symptoms. The main, gene&#x02013;environment interaction (G &#x000D7; E), and gene&#x02013;gene interaction (G &#x000D7; G) effects were considered. When studying the G &#x000D7; E effects, we further added a linear model analysis with all gene&#x02013;covariate and environment&#x02013;covariate interactions (<xref ref-type="bibr" rid="B54">54</xref>). The all-interactions model was used to control for potential confounders and compared to the single-interaction model. A subset analysis for women and men was performed to detect potential sex differences. All <italic>P</italic>-values of linear regressions in our study are two-sided.</p>
<p>For adjustment of possible bias and correction for multiple comparisons, the SNP-related variables were subjected to a permutation test with 100,000 cycles. The results with significant <italic>P</italic> and permutation <italic>P-</italic>values are reported. Moreover, we calculated the effect size (semipartial correlation) as well.</p></sec></sec>
<sec sec-type="results" id="s3">
<title>Results</title>
<sec>
<title>Overall Results</title>
<p>The summary of trauma exposure, PTSD severity (total symptom) scores, and depressive symptoms (CES-D scale total score) are shown in <xref ref-type="table" rid="T1">Table 1</xref>. The mean value of depressive symptoms in all samples is 37.00, and the standard error of the mean was 8.63. According to the DSM-5, we inferred probable PTSD in our participants. As our likely diagnoses showed, the probable PTSD prevalence was 13.78% (14.89% for women and 11.38% for men). All of the above-mentioned data were exactly the same as those of our previous study (<xref ref-type="bibr" rid="B38">38</xref>) since they were based on the same cohort, and we provided the data here for convenience.</p>
<table-wrap position="float" id="T1">
<label>Table 1</label>
<caption><p>Summary of posttraumatic stress disorder (PTSD) severity (total symptoms), trauma exposure, and depressive symptom scores.</p></caption>
<table frame="hsides" rules="groups">
<thead><tr>
<th/>
<th valign="top" align="center"><bold>Minimum</bold></th>
<th valign="top" align="center"><bold>1st quartile</bold></th>
<th valign="top" align="center"><bold>Median</bold></th>
<th valign="top" align="center"><bold>3rd quartile</bold></th>
<th valign="top" align="center"><bold>Maximum</bold></th>
<th valign="top" align="center"><bold>Mean &#x000B1; SD</bold></th>
</tr>
</thead>
<tbody>
<tr>
<td valign="top" align="left">PTSD severity</td>
<td valign="top" align="center">1</td>
<td valign="top" align="center">9</td>
<td valign="top" align="center">16</td>
<td valign="top" align="center">26</td>
<td valign="top" align="center">77</td>
<td valign="top" align="center">18.76 &#x000B1; 13.46</td>
</tr>
<tr>
<td valign="top" align="left">Trauma exposure</td>
<td valign="top" align="center">0</td>
<td valign="top" align="center">2</td>
<td valign="top" align="center">3</td>
<td valign="top" align="center">5</td>
<td valign="top" align="center">10</td>
<td valign="top" align="center">3.47 &#x000B1; 1.84</td>
</tr>
<tr>
<td valign="top" align="left">Depressive symptoms</td>
<td valign="top" align="center">20</td>
<td valign="top" align="center">31</td>
<td valign="top" align="center">36</td>
<td valign="top" align="center">42</td>
<td valign="top" align="center">68</td>
<td valign="top" align="center">37.00 &#x000B1; 8.63</td>
</tr>
</tbody>
</table>
</table-wrap>
<p>The HWE test indicated that the genotype frequencies of rs2267735 agreed with the Hardy&#x02013;Weinberger equilibrium (<italic>P</italic> = 0.812). The call rate was 100%, and the MAF (for allele G) was 0.485. The pairwise comparisons of the demographic variables and SNP rs2267735 are shown in <xref ref-type="supplementary-material" rid="SM1">Supplementary Table 1</xref>. There was no significant result between the SNP and depression.</p>
<p>Based on previous LD analysis results (<xref ref-type="bibr" rid="B38">38</xref>), during the following analyses, we used rs2267735 &#x000D7; rs1360780 to index the G &#x000D7; G effect of <italic>ADCYAP1R1</italic>&#x02013;<italic>FKBP5</italic> and rs2267735 &#x000D7; rs242924 to index the G &#x000D7; G effect of <italic>ADCYAP1R1</italic>&#x02013;<italic>CRHR1</italic>.</p></sec>
<sec>
<title>Main Effects and G &#x000D7; E Effects of <italic>ADCYAP1R1</italic> on PTSD Severity</title>
<p>As shown, the minor allele G of rs2267735 of <italic>ADCYAP1R1</italic> was not significantly associated with PTSD severity. The G &#x000D7; E <italic>ADCYAP1R1</italic>&#x02013;environment (rs2267735 &#x000D7; trauma exposure) effect on PTSD severity was also not significant. The trauma exposure was measured by a 10-item scale in the present study [see <xref ref-type="supplementary-material" rid="SM1">Supplementary Tables 2</xref>, <xref ref-type="supplementary-material" rid="SM1">3</xref> (single-interaction model) and <xref ref-type="supplementary-material" rid="SM1">Supplementary Table 4</xref> (all-interaction model) for details].</p></sec>
<sec>
<title>G &#x000D7; G Effects of <italic>ADCYAP1R1</italic> Genes on PTSD Severity</title>
<p>The G &#x000D7; G <italic>ADCYAP1R1</italic>&#x02013;<italic>FKBP5</italic> (rs2267735 &#x000D7; rs1360780) effect on PTSD severity was significant in all samples (<italic>P</italic> = 0.049). The G &#x000D7; G <italic>ADCYAP1R1</italic>&#x02013;<italic>CRHR1</italic> (rs2267735 &#x000D7; rs242924) effect on PTSD severity was significant in men (<italic>P</italic> = 0.023; see <xref ref-type="table" rid="T2">Tables 2</xref>, <xref ref-type="table" rid="T3">3</xref> for details). <xref ref-type="fig" rid="F1">Figure 1</xref> shows the G &#x000D7; G (epistasis) effects represented by the distributions of PTSD severity across genotype combinations. We also provide all the other results of the G &#x000D7; G analysis (<xref ref-type="supplementary-material" rid="SM1">Supplementary Table 5</xref>).</p>
<table-wrap position="float" id="T2">
<label>Table 2</label>
<caption><p>G &#x000D7; G effects of <italic>ADCYAP1R1</italic>&#x02013;<italic>FKBP5</italic> (rs2267735 &#x000D7; rs9296158, rs3800373, rs1360780, and rs9470080) on posttraumatic stress disorder severity.</p></caption>
<table frame="hsides" rules="groups">
<thead><tr>
<th valign="top" align="left"><bold>Single-nucleotide polymorphism</bold></th>
<th valign="top" align="left"><bold>Sample</bold></th>
<th valign="top" align="center"><bold>Beta (95% CI)</bold></th>
<th valign="top" align="center"><bold>Standard error</bold></th>
<th valign="top" align="center"><bold><italic>t</italic>-value</bold></th>
<th valign="top" align="center"><bold><italic>P</italic>-value</bold></th>
<th valign="top" align="center"><bold><italic>P</italic><sub>perm</sub></bold></th>
<th valign="top" align="center"><bold>Cochran&#x00027;s <italic>P</italic></bold></th>
<th valign="top" align="center"><bold><italic>I</italic><sup><bold>2</bold></sup></bold></th>
<th valign="top" align="center"><bold>Effect size (semipartial correlation)</bold></th>
</tr>
</thead>
<tbody>
<tr>
<td valign="top" align="left">rs9296158</td>
<td valign="top" align="left">All</td>
<td valign="top" align="center">&#x02212;0.901 (&#x02212;2.171, 0.369)</td>
<td valign="top" align="center">0.648</td>
<td valign="top" align="center">&#x02212;1.389</td>
<td valign="top" align="center">0.165</td>
<td valign="top" align="center">0.16423</td>
<td valign="top" align="center">0.674</td>
<td valign="top" align="center">0</td>
<td valign="top" align="center">&#x02212;0.032</td>
</tr>
<tr>
<td/>
<td valign="top" align="left">Females</td>
<td valign="top" align="center">&#x02212;1.121 (&#x02212;2.679, 0.437)</td>
<td valign="top" align="center">0.795</td>
<td valign="top" align="center">&#x02212;1.410</td>
<td valign="top" align="center">0.159</td>
<td valign="top" align="center">0.15752</td>
<td/>
<td/>
<td valign="top" align="center">&#x02212;0.040</td>
</tr>
<tr>
<td/>
<td valign="top" align="left">Males</td>
<td valign="top" align="center">&#x02212;0.541 (&#x02212;2.748, 1.666)</td>
<td valign="top" align="center">1.126</td>
<td valign="top" align="center">&#x02212;0.481</td>
<td valign="top" align="center">0.631</td>
<td valign="top" align="center">0.62810</td>
<td/>
<td/>
<td valign="top" align="center">&#x02212;0.020</td>
</tr>
<tr>
<td valign="top" align="left">rs3800373</td>
<td valign="top" align="left">All</td>
<td valign="top" align="center">&#x02212;1.215 (&#x02212;2.524, 0.0943)</td>
<td valign="top" align="center">0.668</td>
<td valign="top" align="center">&#x02212;1.818</td>
<td valign="top" align="center">0.069</td>
<td valign="top" align="center">0.06881</td>
<td valign="top" align="center">0.517</td>
<td valign="top" align="center">0</td>
<td valign="top" align="center">&#x02212;0.042</td>
</tr>
<tr>
<td/>
<td valign="top" align="left">Females</td>
<td valign="top" align="center">&#x02212;1.554 (&#x02212;3.155, 0.0473)</td>
<td valign="top" align="center">0.817</td>
<td valign="top" align="center">&#x02212;1.902</td>
<td valign="top" align="center">0.058</td>
<td valign="top" align="center">0.05642</td>
<td/>
<td/>
<td valign="top" align="center">&#x02212;0.053</td>
</tr>
<tr>
<td/>
<td valign="top" align="left">Males</td>
<td valign="top" align="center">&#x02212;0.630 (&#x02212;2.923, 1.663)</td>
<td valign="top" align="center">1.170</td>
<td valign="top" align="center">&#x02212;0.539</td>
<td valign="top" align="center">0.590</td>
<td valign="top" align="center">0.58629</td>
<td/>
<td/>
<td valign="top" align="center">&#x02212;0.022</td>
</tr>
<tr>
<td valign="top" align="left">rs1360780</td>
<td valign="top" align="left">All</td>
<td valign="top" align="center">&#x02212;1.316 (&#x02212;2.628, &#x02212;0.005)</td>
<td valign="top" align="center">0.669</td>
<td valign="top" align="center">&#x02212;1.969</td>
<td valign="top" align="center">0.049</td>
<td valign="top" align="center">0.04909</td>
<td valign="top" align="center">0.668</td>
<td valign="top" align="center">0</td>
<td valign="top" align="center">&#x02212;0.045</td>
</tr>
<tr>
<td/>
<td valign="top" align="left">Females</td>
<td valign="top" align="center">&#x02212;1.556 (&#x02212;3.159, 0.048)</td>
<td valign="top" align="center">0.817</td>
<td valign="top" align="center">&#x02212;1.904</td>
<td valign="top" align="center">0.057</td>
<td valign="top" align="center">0.05645</td>
<td/>
<td/>
<td valign="top" align="center">&#x02212;0.053</td>
</tr>
<tr>
<td/>
<td valign="top" align="left">Males</td>
<td valign="top" align="center">&#x02212;0.937 (&#x02212;3.240, 1.365)</td>
<td valign="top" align="center">1.171</td>
<td valign="top" align="center">&#x02212;0.801</td>
<td valign="top" align="center">0.421</td>
<td valign="top" align="center">0.42086</td>
<td/>
<td/>
<td valign="top" align="center">&#x02212;0.033</td>
</tr>
<tr>
<td valign="top" align="left">rs9470080</td>
<td valign="top" align="left">All</td>
<td valign="top" align="center">&#x02212;0.923 (&#x02212;2.205, 0.359)</td>
<td valign="top" align="center">0.654</td>
<td valign="top" align="center">&#x02212;1.410</td>
<td valign="top" align="center">0.159</td>
<td valign="top" align="center">0.15875</td>
<td valign="top" align="center">0.996</td>
<td valign="top" align="center">0</td>
<td valign="top" align="center">&#x02212;0.033</td>
</tr>
<tr>
<td/>
<td valign="top" align="left">Females</td>
<td valign="top" align="center">&#x02212;0.969 (&#x02212;2.545, 0.607)</td>
<td valign="top" align="center">0.804</td>
<td valign="top" align="center">&#x02212;1.204</td>
<td valign="top" align="center">0.229</td>
<td valign="top" align="center">0.2278</td>
<td/>
<td/>
<td valign="top" align="center">&#x02212;0.034</td>
</tr>
<tr>
<td/>
<td valign="top" align="left">Males</td>
<td valign="top" align="center">&#x02212;0.962 (&#x02212;3.177, 1.253)</td>
<td valign="top" align="center">1.130</td>
<td valign="top" align="center">&#x02212;0.851</td>
<td valign="top" align="center">0.395</td>
<td valign="top" align="center">0.39455</td>
<td/>
<td/>
<td valign="top" align="center">&#x02212;0.035</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<p><italic>P<sub>perm</sub>, permutation P-value</italic>.</p>
</table-wrap-foot>
</table-wrap>
<table-wrap position="float" id="T3">
<label>Table 3</label>
<caption><p>G &#x000D7; G effects of <italic>ADCYAP1R1&#x02013;CRHR1</italic> (rs2267735 &#x000D7; rs4458044 and rs242924) on posttraumatic stress disorder severity.</p></caption>
<table frame="hsides" rules="groups">
<thead><tr>
<th valign="top" align="left"><bold>Single-nucleotide polymorphism</bold></th>
<th valign="top" align="left"><bold>Sample</bold></th>
<th valign="top" align="center"><bold>Beta (95% CI)</bold></th>
<th valign="top" align="center"><bold>Standard error</bold></th>
<th valign="top" align="center"><bold><italic>t</italic>-value</bold></th>
<th valign="top" align="center"><bold><italic>P</italic>-value</bold></th>
<th valign="top" align="center"><bold><italic>P</italic><sub>perm</sub></bold></th>
<th valign="top" align="center"><bold>Cochran&#x00027;s <italic>P</italic></bold></th>
<th valign="top" align="center"><bold><italic>I</italic><sup><bold>2</bold></sup></bold></th>
<th valign="top" align="center"><bold>Effect size (semipartial correlation)</bold></th>
</tr>
</thead>
<tbody>
<tr>
<td valign="top" align="left">rs4458044</td>
<td valign="top" align="left">All</td>
<td valign="top" align="center">1.183 (&#x02212;0.209, 2.5746)</td>
<td valign="top" align="center">0.710</td>
<td valign="top" align="center">1.667</td>
<td valign="top" align="center">0.096</td>
<td valign="top" align="center">0.09314</td>
<td valign="top" align="center">0.529</td>
<td valign="top" align="center">0</td>
<td valign="top" align="center">0.039</td>
</tr>
<tr>
<td/>
<td valign="top" align="left">Females</td>
<td valign="top" align="center">0.722 (&#x02212;1.0498, 2.494)</td>
<td valign="top" align="center">0.904</td>
<td valign="top" align="center">0.799</td>
<td valign="top" align="center">0.425</td>
<td valign="top" align="center">0.42008</td>
<td/>
<td/>
<td valign="top" align="center">0.022</td>
</tr>
<tr>
<td/>
<td valign="top" align="left">Males</td>
<td valign="top" align="center">1.637 (&#x02212;0.595, 3.869)</td>
<td valign="top" align="center">1.139</td>
<td valign="top" align="center">1.437</td>
<td valign="top" align="center">0.152</td>
<td valign="top" align="center">0.14898</td>
<td/>
<td/>
<td valign="top" align="center">0.059</td>
</tr>
<tr>
<td valign="top" align="left">rs242924</td>
<td valign="top" align="left">All</td>
<td valign="top" align="center">&#x02212;1.232 (&#x02212;3.662, 1.197)</td>
<td valign="top" align="center">1.238</td>
<td valign="top" align="center">&#x02212;0.995</td>
<td valign="top" align="center">0.317</td>
<td valign="top" align="center">0.31568</td>
<td valign="top" align="center">0.027</td>
<td valign="top" align="center">79.4</td>
<td valign="top" align="center">&#x02212;0.023</td>
</tr>
<tr>
<td/>
<td valign="top" align="left">Females</td>
<td valign="top" align="center">1.016 (&#x02212;2.052, 4.085)</td>
<td valign="top" align="center">1.563</td>
<td valign="top" align="center">0.650</td>
<td valign="top" align="center">0.516</td>
<td valign="top" align="center">0.51643</td>
<td/>
<td/>
<td valign="top" align="center">0.018</td>
</tr>
<tr>
<td/>
<td valign="top" align="left">Males</td>
<td valign="top" align="center">&#x02212;4.725 (&#x02212;8.828, &#x02212;0.621)</td>
<td valign="top" align="center">2.086</td>
<td valign="top" align="center">&#x02212;2.265</td>
<td valign="top" align="center">0.023</td>
<td valign="top" align="center">0.02461</td>
<td/>
<td/>
<td valign="top" align="center">&#x02212;0.092</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<p><italic>P<sub>perm</sub>, permutation P-value</italic>.</p>
</table-wrap-foot>
</table-wrap>
<fig id="F1" position="float">
<label>Figure 1</label>
<caption><p>The G &#x000D7; G (epistasis) effects represented by the distributions of posttraumatic stress disorder (PTSD) severity across genotype combinations. The colors of each unit were filled according to the means of PTSD severity of the subjects with the corresponding specific genotype combinations. The upper panel <bold>(A)</bold> shows rs2267735 &#x000D7; rs1360780 for all subjects, and the lower panel <bold>(B)</bold> shows rs2267735 &#x000D7; rs242924 for men. Only three men had the rs242924 genotype GG; thus, we merged GG and TG. The figures directly show epistasis. For example, in <bold>(A)</bold>, for the subjects with rs1360780 genotype CC, the minor allele G of rs2267735 is not correlated to PTSD severity; for the subjects with rs1360780 genotypes CT and TT, the minor allele G of rs2267735 corresponds to decreased PTSD severity, with different effect sizes. The figures were drawn by R3.4.4.</p></caption>
<graphic xlink:href="fpsyt-12-665599-g0001.tif"/>
</fig></sec></sec>
<sec sec-type="discussion" id="s4">
<title>Discussion</title>
<sec>
<title>Summary of Results</title>
<p>In this study, two gene&#x02013;gene interactions (G &#x000D7; G) were identified. An <italic>ADCYAP1R1</italic>&#x02013;<italic>FKBP5</italic> effect was associated with PTSD severity in all subjects, and an <italic>ADCYAP1R1</italic>&#x02013;<italic>CRHR1</italic> effect was found in men.</p>
<p>An <italic>FKBP5</italic>-environment interaction and <italic>ADCYAP1R1</italic> have been found to be associated with PTSD (<xref ref-type="bibr" rid="B19">19</xref>&#x02013;<xref ref-type="bibr" rid="B22">22</xref>, <xref ref-type="bibr" rid="B28">28</xref>&#x02013;<xref ref-type="bibr" rid="B30">30</xref>), but to our knowledge, few studies have shown a G &#x000D7; G effect of <italic>FKBP5</italic> and <italic>ADCYAP1R1</italic>. Therefore, this is the first study showing that the <italic>ADCYAP1R1</italic> polymorphism rs2267735 could affect PTSD development through a novel <italic>ADCYAP1R1</italic>&#x02013;<italic>FKBP5</italic> interaction. Moreover, this finding was observed under the conditions of earthquake trauma type and in a Chinese ethnic group.</p>
<p>In addition, <italic>CRHR1</italic> has been reported in prospective studies to moderate childhood maltreatment effects on PTSD symptoms (<xref ref-type="bibr" rid="B28">28</xref>, <xref ref-type="bibr" rid="B30">30</xref>, <xref ref-type="bibr" rid="B31">31</xref>). The gene&#x02013;gene&#x02013;environment (<italic>CRHR1</italic> &#x000D7; <italic>5&#x02013;HTTLPR</italic> &#x000D7; childhood maltreatment) interaction could predict adult depressive symptoms among black people of lower socioeconomic status (<xref ref-type="bibr" rid="B55">55</xref>). Here the identified G &#x000D7; G effect between <italic>ADCYAP1R1</italic> and <italic>CRHR1</italic> on PTSD in men was interesting and further revealed the influence of gene&#x02013;gene interactions on PTSD.</p></sec>
<sec>
<title>An Indication of the Results of G &#x000D7; G Effects From a Physiological Perspective</title>
<p>Earlier findings of PTSD candidate gene studies have shown that rs2267735 in <italic>ADCYAP1R1</italic> could increase amygdala reactivity and reduce functional connectivity between the amygdala and hippocampus (<xref ref-type="bibr" rid="B21">21</xref>, <xref ref-type="bibr" rid="B56">56</xref>). In addition, four SNPs in <italic>FKBP5</italic> (rs9296158, rs3800373, rs1360780, and rs9470080), which are related to regulating the stress response system, were shown to increase amygdala reactivity to threat stimuli and the severity of PTSD symptoms in adulthood (<xref ref-type="bibr" rid="B28">28</xref>, <xref ref-type="bibr" rid="B57">57</xref>). Thus, the <italic>ADCYAP1R1</italic>&#x02013;<italic>FKBP5</italic> interaction may influence PTSD development by affecting amygdala reactivity together.</p>
<p>Both <italic>ADCYAP1R1</italic> and <italic>CRHR1</italic> are involved in stress response by modulating CRF function and the release of cortisol through the adrenal cortex (<xref ref-type="bibr" rid="B58">58</xref>). Therefore, the <italic>ADCYAP1R1</italic>&#x02013;<italic>CRHR1</italic> interaction suggests that their gene expression may influence PTSD by regulating CRF together.</p></sec>
<sec>
<title>One G &#x000D7; G Was Sex Nonspecific, and the Other One Was Related to Sex</title>
<p>The genotypes of rs2267735 were differentially distributed in females and males (<xref ref-type="supplementary-material" rid="SM1">Supplementary Table 2</xref>). To explore sex differences in the two G &#x000D7; G (<italic>ADCYAP1R1</italic>&#x02013;<italic>FKBP5</italic> and <italic>ADCYAP1R1</italic>&#x02013;<italic>CRHR1</italic>) interactions, we used Cochran&#x00027;s <italic>Q</italic> statistic test by PLINK. To investigate heterogeneity between results from women and men (i.e., the sex&#x02013;G &#x000D7; G interactions), we also calculated the heterogeneity index <italic>I</italic><sup>2</sup> (range, 0&#x02013;100). The <italic>ADCYAP1R1</italic>-<italic>FKBP5</italic> interactions were not different between women and men (Cochran&#x00027;s <italic>Q</italic> statistic <italic>P</italic> &#x0003C; 0.668 and <italic>I</italic><sup>2</sup> = 0), which indicated that the effects were sex non-specific. The <italic>ADCYAP1R1</italic>-<italic>CRHR1</italic> interactions were different between sexes (Cochran&#x00027;s <italic>Q</italic> statistic <italic>P</italic> &#x0003C; 0.027 and <italic>I</italic><sup>2</sup> = 79.4), which showed that sex might moderate the effects. Many studies have shown that sex could regulate the relationship between <italic>ADCYAP1R1</italic> and PTSD. Women with the C allele at rs2267735 of <italic>ADCYAP1R1</italic> had a higher PTSD risk than those with the G allele (<xref ref-type="bibr" rid="B20">20</xref>, <xref ref-type="bibr" rid="B21">21</xref>). Moreover, a genome-wide association study indicated that <italic>CRHR1</italic> is a genetic factor related to PTSD reexperiencing symptom (<xref ref-type="bibr" rid="B33">33</xref>). Our findings suggested that <italic>ADCYAP1R1</italic> might also affect PTSD in men in a specific manner by interacting with <italic>CRHR1</italic>.</p></sec>
<sec>
<title>The Limitations of This Study</title>
<p>Our study had some limitations. One was the scales used in the current study. The PTSD was measured by a self-reported scale, and a clinical assessment could be used in the future. The trauma exposure was measured by a 10-item scale. Although it has shown great reliability and validity (<xref ref-type="bibr" rid="B38">38</xref>, <xref ref-type="bibr" rid="B46">46</xref>, <xref ref-type="bibr" rid="B59">59</xref>&#x02013;<xref ref-type="bibr" rid="B61">61</xref>), other questionnaires with more items could be tried to be applied further. Depression was regarded as a covariate, so it was mentioned less in the study. The second was that the sample size was relatively small, and the number of women was approximately two times that of men. Large sample sizes and sex-balanced samples should be considered. The single ethnic group and trauma exposure type also need to be broadened. The third was about the definition of the G &#x000D7; E effect. Because this was a candidate gene study, so the &#x0201C;G&#x0201D; was only considered as specific genotype instead of genetics, and the &#x0201C;E&#x0201D; was only concentrated on earthquake, which was the most related environment factor to the PTSD symptom measured in the present study. Other possible related factors, such as rearing environment, social support, socioeconomic status, parenting styles, and education, could be taken into consideration in the future. The fourth was the sex difference of <italic>ADCYAP1R1</italic>&#x02013;<italic>CRHR1</italic> interactions which might be due to the sex hormone level which was different between men and women. This point could be detected through physiological experiments and indications.</p></sec></sec>
<sec sec-type="conclusions" id="s5">
<title>Conclusions</title>
<p>We have provided additional genetic findings regarding the HPA axis and its involvement in PTSD and indicated that the <italic>ADCYAP1R1</italic> polymorphism rs2267735 may affect PTSD development through diverse gene&#x02013;gene interactions. Our analysis provided new insight into PTSD genetics.</p></sec>
<sec sec-type="data-availability-statement" id="s6">
<title>Data Availability Statement</title>
<p>The original contributions presented in the study are included in the article/<xref ref-type="supplementary-material" rid="SM1">Supplementary Material</xref>, further inquiries can be directed to the corresponding author/s.</p></sec>
<sec id="s7">
<title>Ethics Statement</title>
<p>The studies involving human participants were reviewed and approved by the institutional review board of the Institute of Psychology, Chinese Academy of Sciences. The patients/participants provided their written informed consent to participate in this study.</p></sec>
<sec id="s8">
<title>Author Contributions</title>
<p>LW and KZ conceived and designed the overall study. LW collected the samples. KZ, JZ, YZ, and GZ performed the statistical analysis. CC maintained genotyping. PL and SL contributed to collecting samples. KZ, JZ, and LW wrote the manuscript. GL and RF helped revise the manuscript. All the authors read and approved the final version of the manuscript.</p>
</sec>
<sec sec-type="COI-statement" id="conf1">
<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>
</body>
<back>
<ack><p>We really thank the two reviewers for their helpful and constructive comments on our work. We also would like to acknowledge the participants of this study for their active cooperation.</p>
</ack>
<sec sec-type="supplementary-material" id="s9">
<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/fpsyt.2021.665599/full#supplementary-material">https://www.frontiersin.org/articles/10.3389/fpsyt.2021.665599/full#supplementary-material</ext-link></p>
<supplementary-material xlink:href="Data_Sheet_1.PDF" id="SM1" mimetype="application/pdf" xmlns:xlink="http://www.w3.org/1999/xlink"/></sec>
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<fn fn-type="financial-disclosure"><p><bold>Funding.</bold> This study was partially supported by the National Natural Science Foundation of China (nos. 31471004, 31470070, and 31971020), the Key Project of the National Social Science Foundation of China (no. 20ZDA079), the Key Project of Research Base of Humanities and Social Sciences of Ministry of Education (no. 16JJD190006), and the Key Research Program of the Chinese Academy of Sciences (no. ZDRW-XH-2019-4).</p>
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