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<article xmlns:mml="http://www.w3.org/1998/Math/MathML" xmlns:xlink="http://www.w3.org/1999/xlink" xmlns:xsi="http://www.w3.org/2001/XMLSchema-instance" xmlns:ali="http://www.niso.org/schemas/ali/1.0/" xmlns:oasis="http://www.niso.org/standards/z39-96/ns/oasis-exchange/table" id="jcv212113" dtd-version="1.1" xml:lang="en" article-type="research-article" specific-use="VoR">
<front>
<journal-meta>
<journal-id journal-id-type="doi">10.1002/(ISSN)2692-9384</journal-id>
<journal-id journal-id-type="publisher-id">JCV2</journal-id>
<journal-title-group>
<journal-title xml:lang="en">JCPP Advances</journal-title>
<abbrev-journal-title abbrev-type="publisher" xml:lang="en">JCPP Advances</abbrev-journal-title>
</journal-title-group>
<issn publication-format="ppub">2692-9384</issn>
<issn publication-format="epub">2692-9384</issn>
</journal-meta>
<article-meta>
<article-id pub-id-type="doi">10.1002/jcv2.12113</article-id>
<article-id pub-id-type="publisher-id">JCV212113</article-id>
<article-categories>
<subj-group subj-group-type="overline" xml:lang="en">
<subject>ORIGINAL ARTICLE</subject>
</subj-group>
<subj-group subj-group-type="heading" xml:lang="en">
<subject>ORIGINAL ARTICLE</subject>
</subj-group>
</article-categories>
<title-group>
<article-title xml:lang="en">Mapping gene by early life stress interactions on child subcortical brain structures: A genome‐wide prospective study</article-title>
<alt-title alt-title-type="right-running-head">Genome‐wide by environment interplay and child subcortical structure</alt-title>
</title-group>
<contrib-group>
<contrib id="jcv212113-cr-0001" contrib-type="author">
<name>
<surname>Bolhuis</surname>
<given-names>Koen</given-names>
</name>
<contrib-id contrib-id-type="orcid">https://orcid.org/0000-0002-5410-1531</contrib-id>
<xref ref-type="aff" rid="jcv212113-aff-0001">
<sup>1</sup>
</xref>
</contrib>
<contrib id="jcv212113-cr-0002" contrib-type="author">
<name>
<surname>Mulder</surname>
<given-names>Rosa H.</given-names>
</name>
<contrib-id contrib-id-type="orcid">https://orcid.org/0000-0002-2382-1704</contrib-id>
<xref ref-type="aff" rid="jcv212113-aff-0002">
<sup>2</sup>
</xref>
</contrib>
<contrib id="jcv212113-cr-0003" contrib-type="author">
<name>
<surname>de Mol</surname>
<given-names>Casper Louk</given-names>
</name>
<xref ref-type="aff" rid="jcv212113-aff-0003">
<sup>3</sup>
</xref>
</contrib>
<contrib id="jcv212113-cr-0004" contrib-type="author">
<name>
<surname>Defina</surname>
<given-names>Serena</given-names>
</name>
<xref ref-type="aff" rid="jcv212113-aff-0001">
<sup>1</sup>
</xref>
</contrib>
<contrib id="jcv212113-cr-0005" contrib-type="author">
<name>
<surname>Warrier</surname>
<given-names>Varun</given-names>
</name>
<xref ref-type="aff" rid="jcv212113-aff-0004">
<sup>4</sup>
</xref>
</contrib>
<contrib id="jcv212113-cr-0006" contrib-type="author">
<name>
<surname>White</surname>
<given-names>Tonya</given-names>
</name>
<xref ref-type="aff" rid="jcv212113-aff-0001">
<sup>1</sup>
</xref>
<xref ref-type="aff" rid="jcv212113-aff-0005">
<sup>5</sup>
</xref>
</contrib>
<contrib id="jcv212113-cr-0007" contrib-type="author">
<name>
<surname>Tiemeier</surname>
<given-names>Henning</given-names>
</name>
<contrib-id contrib-id-type="orcid">https://orcid.org/0000-0002-4395-1397</contrib-id>
<xref ref-type="aff" rid="jcv212113-aff-0001">
<sup>1</sup>
</xref>
<xref ref-type="aff" rid="jcv212113-aff-0006">
<sup>6</sup>
</xref>
</contrib>
<contrib id="jcv212113-cr-0008" contrib-type="author">
<name>
<surname>Muetzel</surname>
<given-names>Ryan L.</given-names>
</name>
<xref ref-type="aff" rid="jcv212113-aff-0001">
<sup>1</sup>
</xref>
</contrib>
<contrib id="jcv212113-cr-0009" contrib-type="author" corresp="yes">
<name>
<surname>Cecil</surname>
<given-names>Charlotte A. M.</given-names>
</name>
<contrib-id contrib-id-type="orcid">https://orcid.org/0000-0002-2389-5922</contrib-id>
<email>c.cecil@erasmusmc.nl</email>
<xref ref-type="corresp" rid="correspondenceTo">*</xref>
<xref ref-type="aff" rid="jcv212113-aff-0001">
<sup>1</sup>
</xref>
<xref ref-type="aff" rid="jcv212113-aff-0007">
<sup>7</sup>
</xref>
<xref ref-type="aff" rid="jcv212113-aff-0008">
<sup>8</sup>
</xref>
</contrib>
</contrib-group>
<aff id="jcv212113-aff-0001">
<label>
<sup>1</sup>
</label>

<named-content content-type="organisation-division">Department of Child and Adolescent Psychiatry/Psychology</named-content>

<institution>Erasmus MC‐Sophia</institution>

<city>Rotterdam</city>
 <country country="NL">The Netherlands</country>

</aff>
<aff id="jcv212113-aff-0002">
<label>
<sup>2</sup>
</label>

<named-content content-type="organisation-division">Department of Pediatrics</named-content>

<institution>Erasmus MC‐Sophia</institution>

<city>Rotterdam</city>
 <country country="NL">The Netherlands</country>

</aff>
<aff id="jcv212113-aff-0003">
<label>
<sup>3</sup>
</label>

<named-content content-type="organisation-division">Department of Neurology</named-content>

<named-content content-type="organisation-division">MS Center ErasMS</named-content>

<institution>Erasmus MC</institution>

<city>Rotterdam</city>
 <country country="NL">The Netherlands</country>

</aff>
<aff id="jcv212113-aff-0004">
<label>
<sup>4</sup>
</label>

<named-content content-type="organisation-division">Department of Psychiatry</named-content>

<institution>University of Cambridge</institution>

<city>Cambridge</city>
 <country country="GB">UK</country>

</aff>
<aff id="jcv212113-aff-0005">
<label>
<sup>5</sup>
</label>

<named-content content-type="organisation-division">Department of Radiology and Nuclear Medicine</named-content>

<institution>Erasmus MC</institution>

<city>Rotterdam</city>
 <country country="NL">The Netherlands</country>

</aff>
<aff id="jcv212113-aff-0006">
<label>
<sup>6</sup>
</label>

<named-content content-type="organisation-division">Department of Social and Behavioral Sciences</named-content>

<institution>Harvard TH Chan School of Public Health</institution>

<city>Boston</city>
 <named-content content-type="country-part">Massachusetts</named-content>
 <country country="US">USA</country>

</aff>
<aff id="jcv212113-aff-0007">
<label>
<sup>7</sup>
</label>

<named-content content-type="organisation-division">Department of Epidemiology</named-content>

<institution>Erasmus MC</institution>

<city>Rotterdam</city>
 <country country="NL">The Netherlands</country>

</aff>
<aff id="jcv212113-aff-0008">
<label>
<sup>8</sup>
</label>

<named-content content-type="organisation-division">Molecular Epidemiology</named-content>

<named-content content-type="organisation-division">Department of Biomedical Data Sciences</named-content>

<institution>Leiden University Medical Center</institution>

<city>Leiden</city>
 <country country="NL">The Netherlands</country>

</aff>
<author-notes>
<corresp id="correspondenceTo"><label>*</label>

<bold>Correspondence</bold><break/>
Charlotte A. M. Cecil, Department of Child and Adolescent Psychiatry/Psychology, Erasmus MC‐Sophia, Rotterdam, The Netherlands.<break/>
Email: <email>c.cecil@erasmusmc.nl</email><break/>

</corresp>
</author-notes>
<pub-date date-type="pub" publication-format="electronic"><day>16</day>
<month>11</month>
<year>2022</year>
</pub-date><elocation-id>e12113</elocation-id>
<history>

<date date-type="received">
<day>22</day>
<month>07</month>
<year>2022</year>
</date>

<date date-type="accepted">
<day>15</day>
<month>09</month>
<year>2022</year>
</date>

</history>
<permissions>
<copyright-statement content-type="issue-copyright">© 2022 The Authors. JCPP Advances published by John Wiley &amp; Sons Ltd on behalf of Association for Child and Adolescent Mental Health.</copyright-statement>
<copyright-statement content-type="article-copyright">© 2022 The Authors. JCPP Advances published by John Wiley &amp; Sons Ltd on behalf of Association for Child and Adolescent Mental Health.</copyright-statement>
<copyright-year>2022</copyright-year>
<copyright-holder>© 2022 The Authors. JCPP Advances published by John Wiley &amp; Sons Ltd on behalf of Association for Child and Adolescent Mental Health.</copyright-holder>
<license>
<ali:license_ref>http://creativecommons.org/licenses/by/4.0/</ali:license_ref>
<license-p>This is an open access article under the terms of the <ext-link ext-link-type="uri" xlink:href="http://creativecommons.org/licenses/by/4.0/">Creative Commons Attribution</ext-link> License, which permits use, distribution and reproduction in any medium, provided the original work is properly cited.</license-p>
</license>
</permissions>
<abstract xml:lang="en" abstract-type="main">
<title>Abstract</title>
<sec id="jcv212113-sec-0001" xml:lang="en">
<title>Background</title>
<p xml:lang="en">Although it is well‐established that both genetics and the environment influence brain development, they are typically examined separately. Here, we aimed to prospectively investigate the interactive effects of genetic variants—from a genome‐wide approach—and early life stress (ELS) on child subcortical brain structures, and their association with subsequent mental health problems.</p>
</sec>
<sec id="jcv212113-sec-0002" xml:lang="en">
<title>Method</title>
<p xml:lang="en">Primary analyses were conducted using data from the Generation R Study (<italic>N</italic> = 2257), including genotype and cumulative prenatal and postnatal ELS scores (encompassing life events, contextual risk, parental risk, interpersonal risk, direct victimisation). Neuroimaging data were collected at age 10 years, including intracranial and subcortical brain volumes (accumbens, amygdala, caudate, hippocampus, pallidum, putamen, thalamus). Genome‐wide association and genome‐wide‐by‐environment interaction analyses (GWEIS, run separately for prenatal/postnatal ELS) were conducted for eight brain outcomes (i.e., 24 genome‐wide analyses) in the Generation R Study (discovery). Polygenic scores (PGS) using the resulting weights were calculated in an independent (target) cohort (adolescent brain cognitive development Study; <italic>N</italic> = 10,751), to validate associations with corresponding subcortical volumes and examine links to later mother‐reported internalising and externalising problems.</p>
</sec>
<sec id="jcv212113-sec-0003" xml:lang="en">
<title>Results</title>
<p xml:lang="en">One GWEIS‐prenatal stress locus was associated with caudate volume (rs139505895, mapping onto <italic>PRSS12</italic> and <italic>NDST3</italic>) and two GWEIS‐postnatal stress loci with the accumbens (rs2397823 and rs3130008, mapping onto <italic>CUTA</italic>, <italic>SYNGAP1</italic>, and <italic>TABP</italic>). Functional annotation revealed that these genes play a role in neuronal plasticity and synaptic function, and have been implicated in neurodevelopmental phenotypes, for example, intellectual disability, autism, and schizophrenia. None of these associations survived a more stringent correction for multiple testing across all analysis sets. In the validation sample, all PGS<sub>genotype</sub> were associated with their respective brain volumes, but no PGS<sub>GxE</sub> associated with any subcortical volume. None of the PGS associated with internalising or externalising problems.</p>
</sec>
<sec id="jcv212113-sec-0004" xml:lang="en">
<title>Conclusions</title>
<p xml:lang="en">This study lends novel suggestive insights into gene‐environment interplay on the developing brain as well as pointing to promising candidate loci for future replication and mechanistic studies.</p>
</sec>
</abstract>
<kwd-group xml:lang="en">
<kwd id="jcv212113-kwd-0001">early life stress</kwd>
<kwd id="jcv212113-kwd-0002">gene‐environment interaction</kwd>
<kwd id="jcv212113-kwd-0003">genome‐wide association study</kwd>
<kwd id="jcv212113-kwd-0004">MRI</kwd>
<kwd id="jcv212113-kwd-0005">psychopathology</kwd>
</kwd-group>
<funding-group>
<award-group id="funding-0001">
<funding-source>

<institution-wrap>
<institution>Nederlandse Organisatie voor Wetenschappelijk Onderzoek</institution>
<institution-id>http://dx.doi.org/10.13039/501100003246</institution-id>
</institution-wrap>

</funding-source>
<award-id>016.VICI.170.200</award-id>
</award-group>
</funding-group>
<funding-group>
<award-group id="funding-0002">
<funding-source>

<institution-wrap>
<institution>Horizon 2020 Framework Programme</institution>
<institution-id>http://dx.doi.org/10.13039/100010661</institution-id>
</institution-wrap>

</funding-source>
<award-id>848158</award-id>
</award-group>
</funding-group>
<funding-group>
<award-group id="funding-0003">
<funding-source>

<institution-wrap>
<institution>ZonMw</institution>
<institution-id>http://dx.doi.org/10.13039/501100001826</institution-id>
</institution-wrap>

</funding-source>
<award-id>91211021</award-id>
</award-group>
</funding-group>
<funding-group>
<award-group id="funding-0004">
<funding-source>

<institution-wrap>
<institution>Stichting Vrienden van het Sophia</institution>
<institution-id>http://dx.doi.org/10.13039/501100009480</institution-id>
</institution-wrap>

</funding-source>
<award-id>S18‐20</award-id>
<award-id>research fellowship 921</award-id>
</award-group>
</funding-group>
<counts>
<fig-count count="3"/>
<table-count count="3"/>
<page-count count="11"/>
<word-count count="7858"/>
</counts>
</article-meta>
</front>
</article>