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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.2025.1488320</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>Impact of post-traumatic stress disorder symptoms, childhood adversities and stressful life events on depressive and anxiety symptoms: insights from the UK Biobank</article-title>
</title-group>
<contrib-group>
<contrib contrib-type="author" equal-contrib="yes">
<name>
<surname>Ma</surname>
<given-names>Qianshu</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="author-notes" rid="fn003">
<sup>&#x2020;</sup>
</xref>
<role content-type="https://credit.niso.org/contributor-roles/visualization/"/>
<role content-type="https://credit.niso.org/contributor-roles/writing-original-draft/"/>
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</contrib>
<contrib contrib-type="author" equal-contrib="yes">
<name>
<surname>Xie</surname>
<given-names>Min</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="author-notes" rid="fn003">
<sup>&#x2020;</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/2030279/overview"/>
<role content-type="https://credit.niso.org/contributor-roles/funding-acquisition/"/>
<role content-type="https://credit.niso.org/contributor-roles/writing-review-editing/"/>
<role content-type="https://credit.niso.org/contributor-roles/writing-original-draft/"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Llamocca</surname>
<given-names>Elyse</given-names>
</name>
<xref ref-type="aff" rid="aff3">
<sup>3</sup>
</xref>
<xref ref-type="aff" rid="aff4">
<sup>4</sup>
</xref>
<role content-type="https://credit.niso.org/contributor-roles/writing-review-editing/"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Luo</surname>
<given-names>Yupeng</given-names>
</name>
<xref ref-type="aff" rid="aff5">
<sup>5</sup>
</xref>
<role content-type="https://credit.niso.org/contributor-roles/funding-acquisition/"/>
<role content-type="https://credit.niso.org/contributor-roles/writing-review-editing/"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Xiao</surname>
<given-names>Liling</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<xref ref-type="aff" rid="aff2">
<sup>2</sup>
</xref>
<role content-type="https://credit.niso.org/contributor-roles/writing-review-editing/"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Tang</surname>
<given-names>Yiguo</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="https://loop.frontiersin.org/people/1230385/overview"/>
<role content-type="https://credit.niso.org/contributor-roles/writing-review-editing/"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Tao</surname>
<given-names>Shiwan</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="https://loop.frontiersin.org/people/1951725/overview"/>
<role content-type="https://credit.niso.org/contributor-roles/writing-review-editing/"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Wu</surname>
<given-names>Yulu</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<xref ref-type="aff" rid="aff2">
<sup>2</sup>
</xref>
<role content-type="https://credit.niso.org/contributor-roles/writing-review-editing/"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Huang</surname>
<given-names>Yunqi</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="https://loop.frontiersin.org/people/1899057/overview"/>
<role content-type="https://credit.niso.org/contributor-roles/writing-review-editing/"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Yin</surname>
<given-names>Yubing</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<xref ref-type="aff" rid="aff2">
<sup>2</sup>
</xref>
<role content-type="https://credit.niso.org/contributor-roles/writing-review-editing/"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Liu</surname>
<given-names>Yunjia</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<xref ref-type="aff" rid="aff2">
<sup>2</sup>
</xref>
<role content-type="https://credit.niso.org/contributor-roles/writing-review-editing/"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Liu</surname>
<given-names>Siyi</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="https://loop.frontiersin.org/people/2990348/overview"/>
<role content-type="https://credit.niso.org/contributor-roles/writing-review-editing/"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Deng</surname>
<given-names>Renhao</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<xref ref-type="aff" rid="aff2">
<sup>2</sup>
</xref>
<role content-type="https://credit.niso.org/contributor-roles/writing-review-editing/"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Qiao</surname>
<given-names>Chunxia</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="https://loop.frontiersin.org/people/1951152/overview"/>
<role content-type="https://credit.niso.org/contributor-roles/writing-review-editing/"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Wei</surname>
<given-names>Menghan</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<xref ref-type="aff" rid="aff2">
<sup>2</sup>
</xref>
<role content-type="https://credit.niso.org/contributor-roles/writing-review-editing/"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Chen</surname>
<given-names>Yang</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<xref ref-type="aff" rid="aff2">
<sup>2</sup>
</xref>
<role content-type="https://credit.niso.org/contributor-roles/writing-review-editing/"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Cai</surname>
<given-names>Jia</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="https://loop.frontiersin.org/people/581385/overview"/>
<role content-type="https://credit.niso.org/contributor-roles/funding-acquisition/"/>
<role content-type="https://credit.niso.org/contributor-roles/writing-review-editing/"/>
</contrib>
<contrib contrib-type="author" corresp="yes">
<name>
<surname>Gui</surname>
<given-names>Hongsheng</given-names>
</name>
<xref ref-type="aff" rid="aff3">
<sup>3</sup>
</xref>
<xref ref-type="aff" rid="aff4">
<sup>4</sup>
</xref>
<xref ref-type="author-notes" rid="fn001">
<sup>*</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/1168053/overview"/>
<role content-type="https://credit.niso.org/contributor-roles/conceptualization/"/>
<role content-type="https://credit.niso.org/contributor-roles/supervision/"/>
<role content-type="https://credit.niso.org/contributor-roles/writing-review-editing/"/>
</contrib>
<contrib contrib-type="author" corresp="yes">
<name>
<surname>Wang</surname>
<given-names>Qiang</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="author-notes" rid="fn001">
<sup>*</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/588226/overview"/>
<role content-type="https://credit.niso.org/contributor-roles/conceptualization/"/>
<role content-type="https://credit.niso.org/contributor-roles/funding-acquisition/"/>
<role content-type="https://credit.niso.org/contributor-roles/writing-review-editing/"/>
</contrib>
</contrib-group>
<aff id="aff1">
<sup>1</sup>
<institution>West China Brain Research Center, West China Hospital of Sichuan University</institution>, <addr-line>Chengdu, Sichuan</addr-line>, <country>China</country>
</aff>
<aff id="aff2">
<sup>2</sup>
<institution>Sichuan Clinical Medical Research Center for Mental Disorders, Mental Health Center, West China Hospital, Sichuan University</institution>, <addr-line>Chengdu</addr-line>, <country>China</country>
</aff>
<aff id="aff3">
<sup>3</sup>
<institution>Center for Health Policy and Health Services Research, Henry Ford Health</institution>, <addr-line>Detroit, MI</addr-line>, <country>United States</country>
</aff>
<aff id="aff4">
<sup>4</sup>
<institution>Behavioral Health Services and Psychiatry Research, Henry Ford Health</institution>, <addr-line>Detroit, MI</addr-line>, <country>United States</country>
</aff>
<aff id="aff5">
<sup>5</sup>
<institution>West China Hospital, Sichuan University</institution>, <addr-line>Chengdu</addr-line>, <country>China</country>
</aff>
<author-notes>
<fn fn-type="edited-by">
<p>Edited by: Ricardo Gusm&#xe3;o, University of Porto, Portugal</p>
</fn>
<fn fn-type="edited-by">
<p>Reviewed by: Yamin Zhang, Zhejiang University School of Medicine, China</p>
<p>Xiao Zhang, Peking University Sixth Hospital, China</p>
</fn>
<fn fn-type="corresp" id="fn001">
<p>*Correspondence: Hongsheng Gui, <email xlink:href="mailto:hgui1@hfhs.org">hgui1@hfhs.org</email>; Qiang Wang, <email xlink:href="mailto:wangqiang130@scu.edu.cn">wangqiang130@scu.edu.cn</email>
</p>
</fn>
<fn fn-type="equal" id="fn003">
<p>&#x2020;These authors have contributed equally to this work</p>
</fn>
</author-notes>
<pub-date pub-type="epub">
<day>21</day>
<month>03</month>
<year>2025</year>
</pub-date>
<pub-date pub-type="collection">
<year>2025</year>
</pub-date>
<volume>16</volume>
<elocation-id>1488320</elocation-id>
<history>
<date date-type="received">
<day>29</day>
<month>08</month>
<year>2024</year>
</date>
<date date-type="accepted">
<day>28</day>
<month>02</month>
<year>2025</year>
</date>
</history>
<permissions>
<copyright-statement>Copyright &#xa9; 2025 Ma, Xie, Llamocca, Luo, Xiao, Tang, Tao, Wu, Huang, Yin, Liu, Liu, Deng, Qiao, Wei, Chen, Cai, Gui and Wang</copyright-statement>
<copyright-year>2025</copyright-year>
<copyright-holder>Ma, Xie, Llamocca, Luo, Xiao, Tang, Tao, Wu, Huang, Yin, Liu, Liu, Deng, Qiao, Wei, Chen, Cai, Gui and Wang</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>Background</title>
<p>Childhood adversities (CAs) and stressful life events (SLEs) are linked to depressive, anxiety, and PTSD symptoms. However, their interrelationships are not well studied. We aimed to examine the potential role of PTSD symptoms as risk factors for both outcomes, test the stress sensitization hypothesis, and investigate the pathways linking CAs, stressful life events (SLEs) and PTSD symptoms, and depressive and anxiety symptoms.</p>
</sec>
<sec>
<title>Methods</title>
<p>We conducted a cross-sectional study using data from adult participants at baseline (2006-2010) and online follow-up (2016) in the UK Biobank. Data analysis was performed from February 24, 2023, to July 12, 2023. Linear regression and serial mediation analyses were performed.</p>
</sec>
<sec>
<title>Results</title>
<p>PTSD symptoms was significantly associated with depressive (&#x3b2; = 0.567, p&lt;.001) and anxiety symptoms (&#x3b2; = 0.558, p&lt;.001). The interaction between CAs and SLEs was still significantly associated with depressive symptoms when accounting for those of PTSD as covariates (&#x3b2; = 0.017, p&lt;.001), but not for anxiety symptoms. The serial mediation analyses revealed that SLEs and PTSD symptoms were both significant sequential mediators between CAs and symptoms of depression and anxiety (proportion mediated: 75.14% and 84.27%, respectively, p&lt; 0.05).</p>
</sec>
<sec>
<title>Conclusions</title>
<p>Our study provided further evidence for stress sensitization hypothesis only among participants with depressive symptoms and found that SLEs and PSTD symptoms partly mediated the association between CAs and depressive and anxiety symptoms. These findings may provide new evidence to better understand the pathogenesis of depression and anxiety and will help to guide future prevention and intervention for both diseases.</p>
</sec>
</abstract>
<kwd-group>
<kwd>childhood adversities</kwd>
<kwd>stress life events</kwd>
<kwd>post-traumatic stress disorder symptoms</kwd>
<kwd>depressive symptoms</kwd>
<kwd>anxiety symptoms</kwd>
<kwd>UK Biobank</kwd>
</kwd-group>
<counts>
<fig-count count="3"/>
<table-count count="2"/>
<equation-count count="3"/>
<ref-count count="55"/>
<page-count count="10"/>
<word-count count="4371"/>
</counts>
<custom-meta-wrap>
<custom-meta>
<meta-name>section-in-acceptance</meta-name>
<meta-value>Public Mental Health</meta-value>
</custom-meta>
</custom-meta-wrap>
</article-meta>
</front>
<body>
<sec id="s1" sec-type="intro">
<label>1</label>
<title>Introduction</title>
<p>Depression and anxiety are ubiquitous mental health disorders with high global prevalence. According to the World Health Organization survey conducted in 2019, an estimated 280 million individuals were affected by depression worldwide, while approximately 301 million individuals suffered from anxiety disorders (<xref ref-type="bibr" rid="B1">1</xref>). Santomauro et&#xa0;al. found that the prevalence of depression and anxiety has continued to increase since 2020, partially due to the COVID-19 pandemic (<xref ref-type="bibr" rid="B2">2</xref>). These disorders also pose considerable economic challenges, with depression as the second leading specific cause of Years Lived with Disability (YLDs) (<xref ref-type="bibr" rid="B3">3</xref>) and anxiety disorders ranking as the sixth leading cause of disability (<xref ref-type="bibr" rid="B4">4</xref>).</p>
<p>The pathogenesis of depression and anxiety is intricate and multifactorial, with both biopsychosocial and environmental factors playing important roles. Childhood adversities (CAs) are associated with increased risk for mental illnesses (<xref ref-type="bibr" rid="B5">5</xref>&#x2013;<xref ref-type="bibr" rid="B7">7</xref>) through biological mechanisms (<xref ref-type="bibr" rid="B8">8</xref>&#x2013;<xref ref-type="bibr" rid="B10">10</xref>). Similarly, stressful life events (SLEs) have robust relationships with depression (<xref ref-type="bibr" rid="B11">11</xref>) and anxiety (<xref ref-type="bibr" rid="B12">12</xref>). Nevertheless, individual CAs and adult SLEs cannot completely account for the occurrence and development of depression and anxiety. Post-traumatic stress disorder (PTSD) is a psychiatric disease associated with stress after experiencing traumatic events. Its key features include avoidance, emotional disturbances, hyperarousal, and intrusive recollections. PTSD is highly comorbid with depression and anxiety (<xref ref-type="bibr" rid="B13">13</xref>). Recently, a longitudinal study suggested that PTSD could be an important risk factor for depression and anxiety (<xref ref-type="bibr" rid="B14">14</xref>). Since PTSD, depression, and anxiety are highly interlinked, the associations between these diagnoses need to be further investigated.</p>
<p>Prior research has suggested that CAs and SLEs contribute independently to the onset of depression (<xref ref-type="bibr" rid="B15">15</xref>, <xref ref-type="bibr" rid="B16">16</xref>) and anxiety (<xref ref-type="bibr" rid="B17">17</xref>), while the interplay between the two is also associated with those mood disorders. The mechanism underlying the association could potentially be explained by the stress sensitization hypothesis (<xref ref-type="bibr" rid="B18">18</xref>), which states that individuals experiencing CAs would be easier to have depressive and anxiety reactions to stress. However, the stress sensitization hypothesis has been tested in different populations with inconsistent results. A longitudinal randomized controlled trial reported that compared to those without childhood adversity in childhood, individuals with prolonged adversity in preadolescence would have higher externalizing problems when experiencing stressful life events in adolescence (<xref ref-type="bibr" rid="B19">19</xref>). In contrast, another recent longitudinal study found that the association between early life adversity status and depressive symptoms was not modified by the totality of recent SLEs in older adults (<xref ref-type="bibr" rid="B20">20</xref>). In addition to the inconsistent results across different studies, current studies also lack the incorporation of multiple covariates and larger sample sizes.</p>
<p>To elucidate the pathway from CAs to depression, and anxiety, we hypothesize that CAs may lead to depressive and anxiety symptoms by increasing PTSD symptoms following SLEs. Previous findings have illustrated that CAs were significantly associated with recent stress in adulthood (<xref ref-type="bibr" rid="B21">21</xref>). A cross-sectional study found that stress in adulthood mediated associations between CAs and depression and anxiety (<xref ref-type="bibr" rid="B22">22</xref>). SLEs were found to have significant direct effects on PTSD symptoms among adolescents (<xref ref-type="bibr" rid="B23">23</xref>). Several studies have shown that PTSD symptoms play a potential mediating role in the relationship between CAs and depression (<xref ref-type="bibr" rid="B24">24</xref>) and anxiety (<xref ref-type="bibr" rid="B25">25</xref>). The existing literature is limited by study design, as most research consists of small-scale studies (<xref ref-type="bibr" rid="B26">26</xref>, <xref ref-type="bibr" rid="B27">27</xref>). We intended to address these gaps in the literature by testing our hypothesized pathways using data from the UK Biobank (UKB), a large-scale population-based cohort (<xref ref-type="bibr" rid="B28">28</xref>). In the UKB, the information on SLEs was collected before that of PTSD symptoms. Due to the order of collection time of the variables, we put the mediators in the SLEs-PTSD symptoms order in the hypothesized serial mediating model.</p>
<p>In this study, we aim to better understand the linkage between CAs, SLEs, PTSD, and depression and anxiety symptoms by: (1) investigating whether PTSD symptoms are associated with depressive and anxiety symptoms; (2) testing if the association between CAs and depressive and anxiety symptoms is still moderated by SLEs adjusting for more covariates in the general population; and (3) exploring the direct and indirect paths from CAs to depressive and anxiety symptoms via exposure to a cumulative number of SLEs and PTSD symptoms.</p>
</sec>
<sec id="s2">
<label>2</label>
<title>Methods</title>
<sec id="s2_1">
<label>2.1</label>
<title>Participants and data source</title>
<p>The UK Biobank (UKB) cohort was assembled across 22 assessment centres in the UK between 2006 and 2010, recruiting over 500,000 participants aged from 38 to 72. Among them, 157,198 completed questionnaires of interest in the online follow-up mental health survey, including the 9-item Patient Health Questionnaire (PHQ-9), the 7-item General Anxiety Disorder (GAD-7), and the 6-item PTSD checklist (PCL-6) (<xref ref-type="supplementary-material" rid="SM1">
<bold>Supplementary Figure S1</bold>
</xref>).</p>
<p>This was a retrospective cohort study. We excluded participants with missing values related to CAs (n = 350,089), those who did not complete the online follow-up mental health survey (n= 55), and those who had missing values on demographic variables of interest (n = 1,265) (<xref ref-type="supplementary-material" rid="SM1">
<bold>Supplementary Figure S1</bold>
</xref>).</p>
<p>All participants in the UKB cohort have provided written consent. Full ethical approval was given by the National Research Ethics Service (NHS) (16/NW/0274). Data access for this project was granted by application 86920. Our study was supported by the Biomedical Research Ethics Committee of West China Hospital (2019-1171). Our study followed the Strengthening the Reporting of Observational Studies in Epidemiology (STROBE) reporting guidelines.</p>
</sec>
<sec id="s2_2">
<label>2.2</label>
<title>Assessment of CAs and SLEs</title>
<p>Information on CAs was collected in the online follow-up survey between 2016 and 2017 (<xref ref-type="fig" rid="f1">
<bold>Figure&#xa0;1</bold>
</xref>). CAs were assessed using the Childhood Trauma Screener, a shortened version of Childhood Trauma Questionnaires, which consisted of 5 questions regarding abuse and neglect. Responses ranged from &#x201c;never true =0&#x201d; to &#x201c;very often true =4&#x201d;. Answers of &#x201c;prefer not to answer&#x201d; were treated as missing data. We reverse-coded two questions about neglect so that all questions were scored from 0 to 4, with higher values indicating more frequent neglect. We summed responses from all 5 questions to get a total score for analyses (possible range of total scores: 0 to 20), with higher scores representing higher levels of childhood trauma. The screener is a relatively reliable tool that has been used in many epidemiological studies. The details of the screener and data fields are shown in <xref ref-type="supplementary-material" rid="SM1">
<bold>Supplementary Table S1</bold>
</xref> in the <xref ref-type="supplementary-material" rid="SM1">
<bold>Supplementary</bold>
</xref>.</p>
<p>Information on SLEs was collected at baseline between 2006 and 2010 (<xref ref-type="fig" rid="f1">
<bold>Figure&#xa0;1</bold>
</xref>) through self-report of illness, injury, bereavement, and stress (Data-Field 6145). Participants were asked whether they had experienced six possible SLEs in the previous two years: 1) &#x201c;serious illness, injury or assault to yourself&#x201d;, 2) &#x201c;serious illness, injury or assault of a close relative&#x201d;, 3) &#x201c;death of a close relative&#x201d;, 4) &#x201c;death of a spouse or partner&#x201d;, 5) &#x201c;marital separation/divorce&#x201d;, and 6) &#x201c;financial difficulties&#x201d;. The total number of SLEs was calculated by summing the number of SLEs that a given participant reported experiencing, with a higher number representing a higher level of stress.</p>
<fig id="f1" position="float">
<label>Figure&#xa0;1</label>
<caption>
<p>Flowchart. CAs, childhood adversities; GAD-7, the 7-item General Anxiety Disorder; PHQ-9, the 9-item Patient Health Questionnaire; PCL-6, the 6-item PTSD checklist; SLEs, stressful life events.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fpsyt-16-1488320-g001.tif"/>
</fig>
</sec>
<sec id="s2_3">
<label>2.3</label>
<title>Depressive, anxiety, and PTSD symptoms</title>
<p>In 2016-2017, all the UKB participants at baseline received a link to the Mental Health Questionnaires (MHQ) (<xref ref-type="bibr" rid="B29">29</xref>) via emails, and about 31% of the UKB cohort responded in time. Sourced from the MHQ, three questionnaires including PHQ-9, GAD-7, and PCL-6 were used to assess depressive and anxiety symptoms over the past two weeks and PTSD symptoms in the past month, respectively. The total score of each of the three questionnaires (PHQ-9, 0-27; GAD-7, 0-21; PCL-6, 0-24) separately represented one continuous outcome variable. The higher score suggested more severe depression. Previous studies have shown that PHQ-9 (<xref ref-type="bibr" rid="B30">30</xref>), GAD-7 (<xref ref-type="bibr" rid="B31">31</xref>), and PCL-6 (<xref ref-type="bibr" rid="B32">32</xref>) are scales with strong internal consistency and high sensitivity in screening major depressive disorders, generalized anxiety disorders, and PTSD.</p>
</sec>
<sec id="s2_4">
<label>2.4</label>
<title>Covariates</title>
<p>In this study, sociodemographic variables included age, sex, race, education level, and socioeconomic status. Original ethnicity in UKB was coded as White, Mixed, Asian, Black, and others. Since the sample was relatively homogeneous in terms of race, we defined race as a binary variable, i.e., White, or non-White. We identified the socioeconomic status based on the Townsend deprivation index (TDI), an index that reflects the percentage of unemployed and the percentage of overcrowded households, not owner-occupied, or do not own a car or van. The education level and TDI were significantly associated with depressive and anxiety symptoms according to previous findings (<xref ref-type="bibr" rid="B33">33</xref>&#x2013;<xref ref-type="bibr" rid="B35">35</xref>). All the covariates were extracted from self-reported surveys collected at baseline (2006-2010).</p>
</sec>
<sec id="s2_5">
<label>2.5</label>
<title>Statistical analyses</title>
<p>All analyses were performed with R (version 4.3.1). R package (&#x201c;Tableone&#x201d;) was used to summarize participants&#x2019; sociodemographic characteristics, which were described with a mean and standard deviation (SD) for continuous variables and count (%) for categorical variables, respectively. Spearman correlation analysis was conducted to calculate the correlation between exposures and outcomes using the R package (&#x201c;bruceR&#x201d;). The false-discovery rate (FDR) correction was performed to adjust for multiple testing in the correlation analyses. We fit the following linear regression models. In these models, Y is the total score of PHQ-9/GAD-7. X<sub>1</sub> is the total score of PCL-6. X<sub>2</sub> is the total score of CAs and X<sub>3</sub> is the total number of SLEs. Covariates include age, sex, race, education and TDI.</p>
<p>Model 1: The association between PTSD symptoms and depressive and anxiety symptoms.</p>
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<p>Model 2: The interaction between CAs and SLEs as a predictor of depressive and anxiety symptoms.</p>
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<mml:mrow>
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<mml:mo>+</mml:mo>
<mml:mi>&#x3b2;</mml:mi>
<mml:mn>3</mml:mn>
<mml:mi>X</mml:mi>
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<mml:mo>+</mml:mo>
<mml:mi>&#x3b2;</mml:mi>
<mml:mn>4</mml:mn>
<mml:mi>X</mml:mi>
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<mml:mo>*</mml:mo>
<mml:mi>X</mml:mi>
<mml:mn>3</mml:mn>
<mml:mo>+</mml:mo>
<mml:mi>C</mml:mi>
<mml:mi>o</mml:mi>
<mml:mi>v</mml:mi>
<mml:mi>a</mml:mi>
<mml:mi>r</mml:mi>
<mml:mi>i</mml:mi>
<mml:mi>a</mml:mi>
<mml:mi>t</mml:mi>
<mml:mi>e</mml:mi>
<mml:mi>s</mml:mi>
</mml:mrow>
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<p>Model 3: The interaction between CAs and SLEs as a predictor of depressive and anxiety symptoms, when adding PTSD symptoms as covariates.</p>
<disp-formula>
<mml:math display="block" id="M3">
<mml:mrow>
<mml:mi>Y</mml:mi>
<mml:mo>~</mml:mo>
<mml:mi>&#x3b2;</mml:mi>
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<mml:mi>X</mml:mi>
<mml:mn>1</mml:mn>
<mml:mo>+</mml:mo>
<mml:mi>&#x3b2;</mml:mi>
<mml:mn>2</mml:mn>
<mml:mi>X</mml:mi>
<mml:mn>2</mml:mn>
<mml:mo>+</mml:mo>
<mml:mi>&#x3b2;</mml:mi>
<mml:mn>3</mml:mn>
<mml:mi>X</mml:mi>
<mml:mn>3</mml:mn>
<mml:mo>+</mml:mo>
<mml:mi>&#x3b2;</mml:mi>
<mml:mn>4</mml:mn>
<mml:mi>X</mml:mi>
<mml:mn>2</mml:mn>
<mml:mo>*</mml:mo>
<mml:mi>X</mml:mi>
<mml:mn>3</mml:mn>
<mml:mo>+</mml:mo>
<mml:mi>C</mml:mi>
<mml:mi>o</mml:mi>
<mml:mi>v</mml:mi>
<mml:mi>a</mml:mi>
<mml:mi>r</mml:mi>
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</mml:mrow>
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</disp-formula>
<p>Serial multiple mediation models were adopted to assess the relationships among our exposures and outcomes of interest and the potential mediating effects of SLEs and PTSD symptoms on the associations between CAs and depressive and anxiety symptoms. This was done using the R package (&#x201c;bruceR&#x201d;). We conducted the bootstrapping analyses 1,000 times to test the significance of the mediating effect. For pathways in serial multiple mediation analyses, we calculated estimated direct, specific indirect, total indirect, and total mediation effects.</p>
<p>In additional analyses, in order to investigate the generalisability of the sample after being excluded based on missing values, we compared the baseline characteristics of participants excluded because of missing data and participants included in our study. We used chi-test to compare the distribution of gender, education level and race between these two groups. T-test was used to compare the mean of age and TDI of the two groups.</p>
</sec>
</sec>
<sec id="s3" sec-type="results">
<label>3</label>
<title>Results</title>
<sec id="s3_1">
<label>3.1</label>
<title>Sample characteristics</title>
<p>The total sample included 150,978 participants. As shown in <xref ref-type="table" rid="T1">
<bold>Table&#xa0;1</bold>
</xref>, participants in this study tended to be female (56.3%), white (91.0%), and have a university or college degree (63.8%). The mean age was 55.91 years old (SD: 7.74) and the mean TDI was -1.72 (SD: 2.83). Nearly three-fifths of the sample (59.2%) had experienced childhood adversities, and 42.3% reported at least one stressful life event.</p>
<table-wrap id="T1" position="float">
<label>Table&#xa0;1</label>
<caption>
<p>Baseline Characteristics of the Participants.</p>
</caption>
<table frame="hsides">
<thead>
<tr>
<th valign="top" align="left">Characteristics</th>
<th valign="top" align="left">Participants (N=150,978)</th>
<th valign="top" align="left">Minimum value</th>
<th valign="top" align="left">Maximum value</th>
</tr>
</thead>
<tbody>
<tr>
<th valign="top" colspan="4" align="left">Covariates</th>
</tr>
<tr>
<td valign="top" align="left">Sex (Women)</td>
<td valign="top" align="left">85,033 (56.3%)</td>
<td valign="top" align="left">/</td>
<td valign="top" align="left">/</td>
</tr>
<tr>
<td valign="top" align="left">Age</td>
<td valign="top" align="left">55.91 &#xb1; 7.74</td>
<td valign="top" align="left">38</td>
<td valign="top" align="left">72</td>
</tr>
<tr>
<td valign="top" align="left">Townsend deprivation index</td>
<td valign="top" align="left">-1.72 &#xb1; 2.83</td>
<td valign="top" align="left">-6.2583</td>
<td valign="top" align="left">11.0013</td>
</tr>
<tr>
<td valign="top" align="left">Education (With a university degree)</td>
<td valign="top" align="left">96,297 (63.8%)</td>
<td valign="top" align="left">/</td>
<td valign="top" align="left">/</td>
</tr>
<tr>
<td valign="top" align="left">Race (White)</td>
<td valign="top" align="left">137,442 (91.0%)</td>
<td valign="top" align="left">/</td>
<td valign="top" align="left">/</td>
</tr>
<tr>
<th valign="top" colspan="4" align="left">Exposures</th>
</tr>
<tr>
<td valign="top" align="left">Number of SLEs</td>
<td valign="top" align="left">0.56 &#xb1; 0.75</td>
<td valign="top" align="left">0</td>
<td valign="top" align="left">4</td>
</tr>
<tr>
<td valign="top" align="left">Number of SLEs &gt;=1</td>
<td valign="top" align="left">63,894 (42.3%)</td>
<td valign="top" align="left">/</td>
<td valign="top" align="left">/</td>
</tr>
<tr>
<td valign="top" align="left">Total score of CAs</td>
<td valign="top" align="left">1.75 &#xb1; 2.40</td>
<td valign="top" align="left">0</td>
<td valign="top" align="left">20</td>
</tr>
<tr>
<td valign="top" align="left">Total score of CAs &gt;= 1</td>
<td valign="top" align="left">89,395 (59.2%)</td>
<td valign="top" align="left">/</td>
<td valign="top" align="left">/</td>
</tr>
<tr>
<td valign="top" align="left">PCL-6 Total score</td>
<td valign="top" align="left">2.95 &#xb1; 3.05</td>
<td valign="top" align="left">0</td>
<td valign="top" align="left">24</td>
</tr>
<tr>
<th valign="top" colspan="4" align="left">Outcomes</th>
</tr>
<tr>
<td valign="top" align="left">PHQ-9 Total score</td>
<td valign="top" align="left">2.69 &#xb1; 3.64</td>
<td valign="top" align="left">0</td>
<td valign="top" align="left">27</td>
</tr>
<tr>
<td valign="top" align="left">GAD-7 Total score</td>
<td valign="top" align="left">2.14 &#xb1; 3.37</td>
<td valign="top" align="left">0</td>
<td valign="top" align="left">21</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<fn>
<p>In <xref ref-type="table" rid="T1">
<bold>Table&#xa0;1</bold>
</xref>, &#x201c;/&#x201d; represents binary variables in the minimum and maximum columns; The Mean and SD are presented in the form of &#x201c;Mean &#xb1; SD&#x201d;; CAs, childhood adversities; GAD-7, the 7-item General Anxiety Disorder; PHQ-9, the 9-item Patient Health Questionnaire; PCL-6, the 6-item PTSD checklist; SLEs, stressful life events; SD, Standard Deviation.</p>
</fn>
</table-wrap-foot>
</table-wrap>
</sec>
<sec id="s3_2">
<label>3.2</label>
<title>Correlation analysis</title>
<p>Pairwise correlations among our exposures (total CA score, total SLEs experienced, and total PCL-6 score) and outcomes (total PHQ-9 and GAD-7 scores) are shown in <xref ref-type="supplementary-material" rid="SM1">
<bold>Supplementary Figure S1</bold>
</xref>. After FDR correction, all pairs of variables were significantly and positively correlated (<italic>p&lt;</italic>.001). The correlation between CAs and depressive and anxiety symptoms was 0.183 and 0.170, respectively; and the correlation between SLEs and depressive and anxiety symptoms was 0.105 and 0.122, respectively. PTSD symptoms and depressive and anxiety symptoms were highly correlated (0.466 and 0.483).</p>
</sec>
<sec id="s3_3">
<label>3.3</label>
<title>Linear regression</title>
<p>We conducted multivariable linear regression to find whether PTSD symptoms are associated with depressive and anxiety symptoms and to investigate the effect of the interaction between CAs and SLEs on the outcomes.</p>
<p>Model 1: The association between PTSD symptoms and depressive and anxiety symptoms.</p>
<p>After adjustment for covariates, PTSD symptoms were significantly positively associated with depressive (&#x3b2; = 0.567; 95% CI, 0.563 - 0.572), and anxiety symptoms (&#x3b2; = 0.558; 95% CI, 0.553 - 0.562) (<xref ref-type="table" rid="T2">
<bold>Table&#xa0;2</bold>
</xref>).</p>
<table-wrap id="T2" position="float">
<label>Table&#xa0;2</label>
<caption>
<p>Results of linear regression models.</p>
</caption>
<table frame="hsides">
<thead>
<tr>
<th valign="top" align="left" rowspan="2">Independents variables</th>
<th valign="top" colspan="4" align="left">Depressive symptoms</th>
<th valign="top" colspan="4" align="left">Anxiety symptoms</th>
</tr>
<tr>
<th valign="top" align="left">&#x3b2;(95%CI)</th>
<th valign="top" align="left">SE</th>
<th valign="top" align="left">
<italic>P</italic> value</th>
<th valign="top" align="left">R<sup>2</sup>
</th>
<th valign="top" align="left">&#x3b2;(95%CI)</th>
<th valign="top" align="left">SE</th>
<th valign="top" align="left">
<italic>P</italic> value</th>
<th valign="top" align="left">R<sup>2</sup>
</th>
</tr>
</thead>
<tbody>
<tr>
<td valign="top" colspan="4" align="left">Model 1</td>
<td valign="top" rowspan="2" align="left">0.349</td>
<td valign="top" colspan="3" align="left"/>
<td valign="top" rowspan="2" align="left">0.332</td>
</tr>
<tr>
<td valign="top" align="left">PTSD symptoms</td>
<td valign="top" align="left">0.567 (0.563,0.572)</td>
<td valign="top" align="left">0.003</td>
<td valign="top" align="left">&lt;.001</td>
<td valign="top" align="left">0.558 (0.553,0.562)</td>
<td valign="top" align="left">0.002</td>
<td valign="top" align="left">&lt;.001</td>
</tr>
<tr>
<td valign="top" colspan="4" align="left">Model 2</td>
<td valign="top" rowspan="4" align="left">0.102</td>
<td valign="top" colspan="3" align="left"/>
<td valign="top" rowspan="4" align="left">0.079</td>
</tr>
<tr>
<td valign="top" align="left">CAs</td>
<td valign="top" align="left">0.195 (0.185,0.205)</td>
<td valign="top" align="left">0.004</td>
<td valign="top" align="left">&lt;.001</td>
<td valign="top" align="left">0.177 (0.168,0.186)</td>
<td valign="top" align="left">0.005</td>
<td valign="top" align="left">&lt;.001</td>
</tr>
<tr>
<td valign="top" align="left">SLEs</td>
<td valign="top" align="left">0.085 (0.056, 0.114)</td>
<td valign="top" align="left">0.015</td>
<td valign="top" align="left">&lt;.001</td>
<td valign="top" align="left">0.065 (0.038,0.092)</td>
<td valign="top" align="left">0.014</td>
<td valign="top" align="left">&lt;.001</td>
</tr>
<tr>
<td valign="top" align="left">CAs * SLEs</td>
<td valign="top" align="left">0.049 (0.041,0.057)</td>
<td valign="top" align="left">0.004</td>
<td valign="top" align="left">&lt;.001</td>
<td valign="top" align="left">0.036 (0.028,0.044)</td>
<td valign="top" align="left">0.004</td>
<td valign="top" align="left">&lt;.001</td>
</tr>
<tr>
<td valign="top" colspan="4" align="left">Model 3</td>
<td valign="top" rowspan="5" align="left">0.355</td>
<td valign="top" align="left"/>
<td valign="top" align="left"/>
<td valign="top" align="left"/>
<td valign="top" rowspan="5" align="left">0.334</td>
</tr>
<tr>
<td valign="top" align="left">CAs</td>
<td valign="top" align="left">0.048 (0.004,0.006)</td>
<td valign="top" align="left">0.004</td>
<td valign="top" align="left">&lt;.001</td>
<td valign="top" align="left">0.029 (0.022,0.037)</td>
<td valign="top" align="left">0.004</td>
<td valign="top" align="left">&lt;.001</td>
</tr>
<tr>
<td valign="top" align="left">SLEs</td>
<td valign="top" align="left">0.038 (0.001,0.006)</td>
<td valign="top" align="left">0.013</td>
<td valign="top" align="left">&lt;.001</td>
<td valign="top" align="left">0.018 (-0.006,0.041)</td>
<td valign="top" align="left">0.012</td>
<td valign="top" align="left">&lt;.001</td>
</tr>
<tr>
<td valign="top" align="left">PTSD symptoms</td>
<td valign="top" align="left">0.542 (0.540,0.550)</td>
<td valign="top" align="left">0.003</td>
<td valign="top" align="left">&lt;.001</td>
<td valign="top" align="left">0.545 (0.0540,0.055)</td>
<td valign="top" align="left">0.003</td>
<td valign="top" align="left">&lt;.001</td>
</tr>
<tr>
<td valign="top" align="left">CAs * SLEs</td>
<td valign="top" align="left">0.017 (0.010,0.020)</td>
<td valign="top" align="left">0.004</td>
<td valign="top" align="left">&lt;.001</td>
<td valign="top" align="left">0.004 (-0.002,0.011)</td>
<td valign="top" align="left">0.003</td>
<td valign="top" align="left">0.190</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<fn>
<p>CAs, childhood adversities; SE, standard error; SLEs, stressful life events.</p>
</fn>
</table-wrap-foot>
</table-wrap>
<p>Model 2: The association of the interaction between CAs and SLEs with depressive and anxiety symptoms.</p>
<p>After adjustment for covariates, CAs and SLEs were significantly positively associated with depressive (&#x3b2;<sub>CAs</sub> = 0.195; 95% CI, 0.185 - 0.205; &#x3b2;<sub>SLEs</sub> = 0.085; 95% CI, 0.056 - 0.114) and anxiety symptoms (&#x3b2;<sub>CAs</sub> = 0.177; 95% CI, 0.168 - 0.186; &#x3b2;<sub>SLEs</sub> = 0.065; 95% CI, 0.038 - 0.092). The interaction between CAs and SLEs significantly predicted depressive (&#x3b2; = 0.049; 95% CI, 0.041 - 0.057) and anxiety symptoms (&#x3b2; = 0.036; 95% CI, 0.028 - 0.044), respectively (<xref ref-type="table" rid="T2">
<bold>Table&#xa0;2</bold>
</xref>). In other words, individuals with CAs were more likely to develop depressive and anxiety symptoms when facing SLEs in adulthood compared to those without CAs (<xref ref-type="fig" rid="f2">
<bold>Figure&#xa0;2A, B</bold>
</xref>).</p>
<fig id="f2" position="float">
<label>Figure&#xa0;2</label>
<caption>
<p>The moderation effect of SLEs on the relationship between CAs and Depressive and Anxiety Symptoms. <bold>(A, B)</bold> showed the association of the interaction between CAs and SLEs with depressive <bold>(A)</bold> and anxiety symptoms <bold>(B)</bold>. <bold>(C, D)</bold> showed the association of the interaction between CAs and SLEs with depressive <bold>(C)</bold> and anxiety symptoms <bold>(D)</bold> when accounting for PTSD symptoms. CAs, childhood adversities; Gscore, the total score of 7-item General Anxiety Disorder; Pscore, the total score of the 9-item Patient Health Questionnaire; SLEs, stressful life events.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fpsyt-16-1488320-g002.tif"/>
</fig>
<p>Model 3: The association of the interaction between CAs and SLEs with depressive and anxiety symptoms, when accounting for PTSD symptoms.</p>
<p>The association between CAs and depressive symptoms was still significantly moderated by SLEs even after accounting for PTSD symptoms (&#x3b2; = 0.017; 95% CI, 0.010 - 0.020) (<xref ref-type="fig" rid="f2">
<bold>Figure&#xa0;2C</bold>
</xref>, <xref ref-type="table" rid="T2">
<bold>Table&#xa0;2</bold>
</xref>). In the contract, SLEs did not significantly moderate the association between CAs and anxiety symptoms after accounting for PTSD symptoms (&#x3b2; = 0.004; 95% CI, -0.002 - 0.011) (<xref ref-type="fig" rid="f2">
<bold>Figure&#xa0;2D</bold>
</xref>, <xref ref-type="table" rid="T2">
<bold>Table&#xa0;2</bold>
</xref>).</p>
</sec>
<sec id="s3_4">
<label>3.4</label>
<title>Mediation analyses</title>
<p>Serial multiple mediation analyses were performed to evaluate the potential mediation effects of SLEs and PTSD symptoms on the association between CAs and depressive and anxiety symptoms. All the paths of these two models were significant (<italic>p&lt;</italic>.001). CAs indirectly and partly predicted depressive and anxiety symptoms, with total indirect effects of 0.263 and 0.241, respectively. As shown in <xref ref-type="fig" rid="f3">
<bold>Figure&#xa0;3A</bold>
</xref>, the SLEs-PTSD symptoms path serially mediated the association between CAs and depressive symptoms, accounting for 75.14% of the observed association. Similarly, the SLEs-PTSD symptoms path also serially mediated the association between CAs and anxiety symptoms, with 84.27% of the association mediated (<xref ref-type="fig" rid="f3">
<bold>Figure&#xa0;3B</bold>
</xref>). <xref ref-type="supplementary-material" rid="SM1">
<bold>Supplementary Table S3</bold>
</xref> in the <xref ref-type="supplementary-material" rid="SM1">
<bold>Supplementary Material</bold>
</xref> showed that both models exhibited acceptable goodness of fit, with R<sup>2</sup> of 0.354 and 0.334, respectively. Finally, <xref ref-type="supplementary-material" rid="SM1">
<bold>Supplementary Table S4</bold>
</xref> shows that the series mediating effects of the two paths (CAs &#x2192; Stressful life events &#x2192; PCL-6 &#x2192; PHQ-9 and CAs &#x2192; Stressful life events &#x2192; PCL-6 &#x2192; GAD-7) were both significant (&#x3b2; = 0.008; 95% CI, 0.007 - 0.009; &#x3b2; = 0.007; 95% CI, 0.007 - 0.008). More details can be found in the online <xref ref-type="supplementary-material" rid="SM1">
<bold>Supplementary Material</bold>
</xref>.</p>
<fig id="f3" position="float">
<label>Figure&#xa0;3</label>
<caption>
<p>Serial mediation effects of SLEs and PTSD Symptoms between Childhood adversities and Depressive <bold>(A)</bold> and Anxiety Symptoms <bold>(B)</bold>. ***: P&lt;.001; CAs, childhood adversities; GAD-7, the 7-item General Anxiety Disorder; PHQ-9, the 9-item Patient Health Questionnaire; PCL-6, the 6-item PTSD checklist; Prop. Mediated, Mediated Proportion; SLEs, stressful life events.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fpsyt-16-1488320-g003.tif"/>
</fig>
</sec>
<sec id="s3_5">
<label>3.5</label>
<title>Additional analyses</title>
<p>We found that participants who were excluded because of missing values were more likely to be older males with lower social status and education levels and less likely to be white compared with the total population included in our study (<xref ref-type="supplementary-material" rid="SM1">
<bold>Supplementary Table S2</bold>
</xref>).</p>
</sec>
</sec>
<sec id="s4" sec-type="discussion">
<label>4</label>
<title>Discussion</title>
<p>Using population-based cohort data from the UKB, the aim of our study was to assess the relationship between CAs, SLEs, PTSD, depression, and anxiety at the symptom level. Our studies had three findings. First, PTSD symptoms are significantly associated with both depressive and anxiety symptoms. Secondly, SLEs still moderated the association between CAs and depressive symptoms after accounting for PTSD symptoms as covariates, but not for that between CAs and anxiety symptoms. Finally, SLEs and PSTD symptoms partly and sequentially mediated the association between CAs and depressive and anxiety symptoms.</p>
<p>Our first finding aligns with recent longitudinal studies (<xref ref-type="bibr" rid="B36">36</xref>, <xref ref-type="bibr" rid="B37">37</xref>) corroborating the close relationship between PTSD symptoms and depressive and anxiety symptoms. Apart from observational epidemiological research, there is some genetic and neurodevelopmental evidence that can further support our findings. Zhang F et&#xa0;al. have unveiled that genetically determined PTSD confers a causal effect on broad depression phenotype (<xref ref-type="bibr" rid="B38">38</xref>). Recent research has highlighted common structural changes in the brain between anxiety disorders and PTSD, revealing that diminished integrity of the uncinate fasciculus serves as a shared neural basis for both conditions (<xref ref-type="bibr" rid="B39">39</xref>, <xref ref-type="bibr" rid="B40">40</xref>).</p>
<p>CAs and SLEs were both associated with symptoms of depression and anxiety in this study, which was consistent with previous research (<xref ref-type="bibr" rid="B12">12</xref>, <xref ref-type="bibr" rid="B41">41</xref>, <xref ref-type="bibr" rid="B42">42</xref>). Moreover, our findings may provide further evidence for the stress sensitization hypothesis (<xref ref-type="bibr" rid="B18">18</xref>), which posits that the effects of child adversity on depressive symptoms in adults may be moderated by stressful life events. Results were in line with previous studies that reported that stress in adulthood positively moderated the relationship between CAs and major depressive disorder (<xref ref-type="bibr" rid="B11">11</xref>) or depressive symptoms (<xref ref-type="bibr" rid="B43">43</xref>). However, after including PTSD symptoms as a covariate in the model, only the association between CAs and depressive symptoms was significantly moderated by SLEs, while no significant result was found in the association between CAs and anxiety symptoms. This null finding was consistent with a previous study among students exposed to the war in Uganda that found no significant association between anxiety symptoms and the interaction between stressful war experience and childhood maltreatment (<xref ref-type="bibr" rid="B44">44</xref>). However, our finding contradicted the result of another study showing that adult stress significantly moderated the association between childhood adversities and general anxiety disorder (GAD) in U.S. soldiers (<xref ref-type="bibr" rid="B45">45</xref>). One possible explanation is that PTSD, which many U.S. soldiers suffer from (<xref ref-type="bibr" rid="B46">46</xref>), may play a more important role in the association between CAs, SLEs, and GAD, but that study did not consider PTSD as a covariate. Additionally, although depression and anxiety have considerable overlap in symptoms (<xref ref-type="bibr" rid="B47">47</xref>) and risk factors (<xref ref-type="bibr" rid="B17">17</xref>), they are essentially two similar but different diseases in terms of genetic (<xref ref-type="bibr" rid="B48">48</xref>) and neuroimaging (<xref ref-type="bibr" rid="B49">49</xref>) mechanisms. The null finding of this study may be able to supplement the differences between the two from an epidemiological perspective. Continued studies are needed to investigate whether the association between CAs and anxiety symptoms is modified by recent stress.</p>
<p>Furthermore, we revealed the pathway connecting CAs and depressive or anxiety symptoms through sequential mediating patterns of the SLEs and PTSD symptoms. In the pathway of CAs-SLEs-PTSD, CAs have been established as a potent predisposing risk factor for stress-related psychopathology following subsequent trauma exposure in adulthood. In other words, adversity in early childhood increases the chance of adulthood exposure to later psychological trauma (<xref ref-type="bibr" rid="B50">50</xref>) leading to the development of stress-related psychopathology, including PTSD, depression, and anxiety (<xref ref-type="bibr" rid="B51">51</xref>), therefore contributing to stress susceptibility (<xref ref-type="bibr" rid="B52">52</xref>). Several independent lines of research support this scenario. Emerging evidence suggests that CAs increase vulnerability to the effects of later SLEs (<xref ref-type="bibr" rid="B19">19</xref>). Moreover, McLaughlin et&#xa0;al. found that past-year stressful life events were associated with an increased risk of perceived stress, PTSD, major depression, and anxiety disorders (<xref ref-type="bibr" rid="B11">11</xref>). In addition, prior research has found PTSD symptoms mediated the association between childhood maltreatment and depressive symptoms (<xref ref-type="bibr" rid="B53">53</xref>). The cumulative evidence from these studies suggests that CAs increase depression as well as anxiety through SLEs and PTSD symptoms.</p>
<p>Lastly, our findings revealed a difference in the percentage of mediation between the two pathways&#x2014;through SLE and through PTSD&#x2014;from CAs to depressive/anxiety symptoms. There might be two reasons behind this phenomenon. Firstly, there are common genetic factors among PTSD symptoms, depressive and anxiety symptoms (<xref ref-type="bibr" rid="B54">54</xref>). This suggests that PTSD symptoms may have a more direct or robust influence on depressive and anxiety outcomes compared to SLEs. Consequently, the mediation pathway through PTSD captures a larger proportion of the overall association between CAs and depressive/anxiety symptoms. This stronger link may partly explain why the mediation effect via PTSD is considerably higher. Another contributing factor may be the nature of the assessments used. The evaluation of PTSD symptoms, as well as depressive and anxiety symptoms, relies on subjective self-report measures, which might capture subtle nuances and internal states more comprehensively (<xref ref-type="bibr" rid="B30">30</xref>&#x2013;<xref ref-type="bibr" rid="B32">32</xref>). In contrast, the assessment of SLEs is based on more objective criteria. This difference in measurement approach could lead to variations in how accurately and consistently these constructs are captured, potentially influencing the observed mediation percentages. The subjectivity of symptom assessments may result in stronger associations and higher mediation percentages for the PTSD pathway compared to the more objective SLE measures.</p>
<sec id="s4_1">
<label>4.1</label>
<title>Strengths and limitations</title>
<p>Our study has several strengths, including validating potential risk factors using large-scale cohort data obtained from a general population sample and investigating diverse moderators and mediators of the relationship between CAs and mental health distress such as depressive and anxiety symptoms (<xref ref-type="bibr" rid="B55">55</xref>). However, our study also has several limitations. First, although we quantified the cumulative number of stressful life events, these measures do not necessarily capture perceived stress or biological responses to stress. Second, the mean scores of PHQ-9, GAD-7 and PCL-6 were relatively low, because the UKB is a population-based cohort instead of a disease-based cohort, with most participants having relatively good mental status. Similarly, the time lag between the time points when collecting data about SLEs and psychiatric symptoms was relatively long (about 6 years) as the UKB was not designed as a typical longitudinal cohort. Also, PTSD symptoms were measured at the same time as the depressive and anxiety symptoms, so further investigations into causality are needed to support our findings. Lastly, our findings may lack generalizability due to volunteer bias. Since the majority of individuals included in our study voluntarily participated in the online follow-up, those who were excluded were more likely to be older males with lower social status and education levels and less likely to be white compared to the total study population. Therefore, our findings should be interpreted with caution.</p>
</sec>
</sec>
<sec id="s6" sec-type="conclusions">
<label>5</label>
<title>Conclusion</title>
<p>In summary, we identify potential risk factors for depressive and anxiety symptoms in a large-scale general population sample, by finding that PTSD symptoms positively associated both depressive and anxiety symptoms. Additionally, our results lend support to the stress sensitization hypothesis, suggesting that exposure to CAs amplifies the vulnerability to depressive symptoms in the context of later stressful life events. What is more, we depicted new mediation pathways from CAs to emotional distress including depressive and anxiety symptoms through SLEs and PTSD symptoms. Our study contributes to the growing body of literature examining the multifaceted relationship between stress, mental health symptoms, and underlying risk factors, providing a nuanced understanding that could inform both preventive and therapeutic strategies.</p>
</sec>
</body>
<back>
<sec id="s7" 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="supplementary-material" rid="SM1">
<bold>Supplementary Material</bold>
</xref>. Further inquiries can be directed to the corresponding authors.</p>
</sec>
<sec id="s8" sec-type="ethics-statement">
<title>Ethics statement</title>
<p>The studies involving humans were approved by National Research Ethics Service. The studies were conducted in accordance with the local legislation and institutional requirements. Written informed consent for participation was not required from the participants or the participants&#x2019; legal guardians/next of kin in accordance with the national legislation and institutional requirements.</p>
</sec>
<sec id="s9" sec-type="author-contributions">
<title>Author contributions</title>
<p>QM: Visualization, Writing &#x2013; original draft, Writing &#x2013; review &amp; editing. MX: Funding acquisition, Writing &#x2013; review &amp; editing, Writing &#x2013; original draft. EL: Writing &#x2013; review &amp; editing. YLu: Funding acquisition, Writing &#x2013; review &amp; editing. LX: Writing &#x2013; review &amp; editing. YT: Writing &#x2013; review &amp; editing. ST: Writing &#x2013; review &amp; editing. YW: Writing &#x2013; review &amp; editing. YH: Writing &#x2013; review &amp; editing. YY: Writing &#x2013; review &amp; editing. YLi: Writing &#x2013; review &amp; editing. SL: Writing &#x2013; review &amp; editing. RD: Writing &#x2013; review &amp; editing. CQ: Writing &#x2013; review &amp; editing. MW: Writing &#x2013; review &amp; editing. YC: Writing &#x2013; review &amp; editing. JC: Funding acquisition, Writing &#x2013; review &amp; editing. HG: Conceptualization, Supervision, Writing &#x2013; review &amp; editing. QW: Conceptualization, Funding acquisition, Writing &#x2013; review &amp; editing.</p>
</sec>
<sec id="s10" sec-type="funding-information">
<title>Funding</title>
<p>The author(s) declare that financial support was received for the research and/or publication of this article. This study was supported by the Chinese National Programs for Brain Science and Brain-like Intelligence Technology, China Depression Cohort Study [grant numbers 2021ZD0200700], the National Natural Science Foundation of China [grant numbers 82171499], Science and Technology Project of Sichuan Province [grant numbers 2022YFS0183], Natural Science Foundation of Sichuan Province [grant numbers 2023NSFSC0126] and Post Doctor Research Project, West China Hospital, Sichuan University [grant numbers 2023HXBH084]. HG was supported by Mentored Scientist Grant in Henry Ford Health (A20067).</p>
</sec>
<ack>
<title>Acknowledgments</title>
<p>We acknowledge the use of the UK Biobank Resource, under application number 86920. We are grateful for the contributions of those who were involved in establishing the UK Biobank and extend our appreciation to all participants who generously shared their information.</p>
</ack>
<sec id="s11" 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="s12" 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>
<sec id="s13" sec-type="supplementary-material">
<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.2025.1488320/full#supplementary-material">https://www.frontiersin.org/articles/10.3389/fpsyt.2025.1488320/full#supplementary-material</ext-link>
</p>
<supplementary-material xlink:href="DataSheet1.doc" id="SM1" mimetype="application/msword"/>
<supplementary-material xlink:href="DataSheet2.docx" id="SM2" mimetype="application/vnd.openxmlformats-officedocument.wordprocessingml.document"/>
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