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<front>
<journal-meta>
<journal-id journal-id-type="publisher-id">Front. Neurol.</journal-id>
<journal-title>Frontiers in Neurology</journal-title>
<abbrev-journal-title abbrev-type="pubmed">Front. Neurol.</abbrev-journal-title>
<issn pub-type="epub">1664-2295</issn>
<publisher>
<publisher-name>Frontiers Media S.A.</publisher-name>
</publisher>
</journal-meta>
<article-meta>
<article-id pub-id-type="doi">10.3389/fneur.2017.00270</article-id>
<article-categories>
<subj-group subj-group-type="heading">
<subject>Neuroscience</subject>
<subj-group>
<subject>Original Research</subject>
</subj-group>
</subj-group>
</article-categories>
<title-group>
<article-title>Decreased Openness to Experience Is Associated with Migraine-Type Headaches in Subjects with Lifetime Depression</article-title>
</title-group>
<contrib-group>
<contrib contrib-type="author">
<name><surname>Magyar</surname> <given-names>Mate</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://frontiersin.org/people/u/407577"/>
</contrib>
<contrib contrib-type="author">
<name><surname>Gonda</surname> <given-names>Xenia</given-names></name>
<xref ref-type="aff" rid="aff3"><sup>3</sup></xref>
<xref ref-type="aff" rid="aff4"><sup>4</sup></xref>
<uri xlink:href="http://frontiersin.org/people/u/341591"/>
</contrib>
<contrib contrib-type="author">
<name><surname>Pap</surname> <given-names>Dorottya</given-names></name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
<xref ref-type="aff" rid="aff4"><sup>4</sup></xref>
</contrib>
<contrib contrib-type="author">
<name><surname>Edes</surname> <given-names>Andrea</given-names></name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
<xref ref-type="aff" rid="aff4"><sup>4</sup></xref>
</contrib>
<contrib contrib-type="author">
<name><surname>Galambos</surname> <given-names>Attila</given-names></name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
<xref ref-type="aff" rid="aff5"><sup>5</sup></xref>
</contrib>
<contrib contrib-type="author">
<name><surname>Baksa</surname> <given-names>Daniel</given-names></name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
<xref ref-type="aff" rid="aff3"><sup>3</sup></xref>
<uri xlink:href="http://frontiersin.org/people/u/445789"/>
</contrib>
<contrib contrib-type="author">
<name><surname>Kocsel</surname> <given-names>Natalia</given-names></name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
<xref ref-type="aff" rid="aff5"><sup>5</sup></xref>
<uri xlink:href="http://frontiersin.org/people/u/435635"/>
</contrib>
<contrib contrib-type="author">
<name><surname>Szabo</surname> <given-names>Edina</given-names></name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
<xref ref-type="aff" rid="aff5"><sup>5</sup></xref>
<uri xlink:href="http://frontiersin.org/people/u/445625"/>
</contrib>
<contrib contrib-type="author">
<name><surname>Bagdy</surname> <given-names>Gyorgy</given-names></name>
<xref ref-type="aff" rid="aff3"><sup>3</sup></xref>
<xref ref-type="aff" rid="aff6"><sup>6</sup></xref>
</contrib>
<contrib contrib-type="author">
<name><surname>Elliott</surname> <given-names>Rebecca</given-names></name>
<xref ref-type="aff" rid="aff7"><sup>7</sup></xref>
<xref ref-type="aff" rid="aff8"><sup>8</sup></xref>
<uri xlink:href="http://frontiersin.org/people/u/663"/>
</contrib>
<contrib contrib-type="author">
<name><surname>Kokonyei</surname> <given-names>Gyongyi</given-names></name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
<xref ref-type="aff" rid="aff5"><sup>5</sup></xref>
</contrib>
<contrib contrib-type="author" corresp="yes">
<name><surname>Juhasz</surname> <given-names>Gabriella</given-names></name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
<xref ref-type="aff" rid="aff6"><sup>6</sup></xref>
<xref ref-type="aff" rid="aff7"><sup>7</sup></xref>
<xref ref-type="aff" rid="aff8"><sup>8</sup></xref>
<xref ref-type="corresp" rid="cor1">&#x0002A;</xref>
</contrib>
</contrib-group>
<aff id="aff1"><sup>1</sup><institution>MTA-SE-NAP B Genetic Brain Imaging Migraine Research Group, Hungarian Academy of Sciences, Semmelweis University</institution>, <addr-line>Budapest</addr-line>, <country>Hungary</country></aff>
<aff id="aff2"><sup>2</sup><institution>Department of Neurology, Faculty of Medicine, Semmelweis University</institution>, <addr-line>Budapest</addr-line>, <country>Hungary</country></aff>
<aff id="aff3"><sup>3</sup><institution>MTA-SE Neuropsychopharmacology and Neurochemistry Research Group, Hungarian Academy of Sciences, Semmelweis University</institution>, <addr-line>Budapest</addr-line>, <country>Hungary</country></aff>
<aff id="aff4"><sup>4</sup><institution>Department of Psychiatry and Psychotherapy, Semmelweis University</institution>, <addr-line>Budapest</addr-line>, <country>Hungary</country></aff>
<aff id="aff5"><sup>5</sup><institution>Faculty of Education and Psychology, Institute of Psychology, E&#x000F6;tv&#x000F6;s Lor&#x000E1;nd University</institution>, <addr-line>Budapest</addr-line>, <country>Hungary</country></aff>
<aff id="aff6"><sup>6</sup><institution>Department of Pharmacodynamics, Faculty of Pharmacy, Semmelweis University</institution>, <addr-line>Budapest</addr-line>, <country>Hungary</country></aff>
<aff id="aff7"><sup>7</sup><institution>Neuroscience and Psychiatry Unit, The University of Manchester</institution>, <addr-line>Manchester</addr-line>, <country>United Kingdom</country></aff>
<aff id="aff8"><sup>8</sup><institution>Manchester Academic Health Sciences Centre</institution>, <addr-line>Manchester</addr-line>, <country>United Kingdom</country></aff>
<author-notes>
<fn fn-type="edited-by"><p>Edited by: Tim P. J&#x000FC;rgens, Universit&#x000E4;tsmedizin Rostock, Germany</p></fn>
<fn fn-type="edited-by"><p>Reviewed by: Marco Carotenuto, Universit&#x000E0; degli Studi della Campania &#x0201C;Luigi Vanvitelli&#x0201D; Caserta, Italy; Marcelo M. Valen&#x000E7;a, Federal University of Pernambuco, Brazil</p></fn>
<corresp content-type="corresp" id="cor1">&#x0002A;Correspondence: Gabriella Juhasz, <email>gabriella.juhasz&#x00040;manchester.ac.uk</email></corresp>
<fn fn-type="other" id="fn001"><p>Specialty section: This article was submitted to Headache Medicine and Facial Pain, a section of the journal Frontiers in Neurology</p></fn>
</author-notes>
<pub-date pub-type="epub">
<day>22</day>
<month>06</month>
<year>2017</year>
</pub-date>
<pub-date pub-type="collection">
<year>2017</year>
</pub-date>
<volume>8</volume>
<elocation-id>270</elocation-id>
<history>
<date date-type="received">
<day>20</day>
<month>01</month>
<year>2017</year>
</date>
<date date-type="accepted">
<day>26</day>
<month>05</month>
<year>2017</year>
</date>
</history>
<permissions>
<copyright-statement>Copyright &#x000A9; 2017 Magyar, Gonda, Pap, Edes, Galambos, Baksa, Kocsel, Szabo, Bagdy, Elliott, Kokonyei and Juhasz.</copyright-statement>
<copyright-year>2017</copyright-year>
<copyright-holder>Magyar, Gonda, Pap, Edes, Galambos, Baksa, Kocsel, Szabo, Bagdy, Elliott, Kokonyei and Juhasz</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) or licensor 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 abstract-type="executive-summary">
<sec id="ST1">
<title>Introduction</title>
<p>Migraine and depression frequently occur as comorbid conditions, and it has been hypothesized that migraine with and without depression may have a different genetic background. A distinct personality trait constellation has been described in migraineurs. Less attention, however, was paid to personality differences in migraineurs with and without depression which may also shed light on differences in the neurobiological, background. The aim of our study was to investigate big five personality traits, headaches, and lifetime depression (DEP) in a large European general population sample.</p>
</sec>
<sec id="ST2">
<title>Methods</title>
<p>Relationship between DEP, Big Five Inventory personality traits, and headaches identified by the ID-Migraine Questionnaire were investigated in 3,026 individuals from Budapest and Manchester with multivariate and logistic regression analyses.</p>
</sec>
<sec id="ST3">
<title>Results</title>
<p>Both DEP and migraine(ID) showed differences in personality traits. Neuroticism was an independent risk factor for both conditions while a significant interaction effect appeared between the two in the case of openness. Namely, subjects with migraine(ID) and without DEP scored higher on openness compared to those who had depression.</p>
</sec>
<sec id="ST4">
<title>Conclusion</title>
<p>While we confirmed previous results that high neuroticism is a risk factor for both depression and migraine, openness to experience was significantly lower in the co-occurrence of migraine and depression. Our results suggest that increased openness, possibly manifested in optimal or advantageous cognitive processing of pain experience in migraine may decrease the risk of co-occurrence of depression and migraine and thus may provide valuable insight for newer prevention and intervention approaches in the treatment of these conditions.</p>
</sec>
</abstract>
<kwd-group>
<kwd>migraine</kwd>
<kwd>major depressive disorder</kwd>
<kwd>personality traits</kwd>
<kwd>neuroticism</kwd>
<kwd>openness</kwd>
<kwd>extraversion</kwd>
</kwd-group>
<counts>
<fig-count count="2"/>
<table-count count="3"/>
<equation-count count="0"/>
<ref-count count="62"/>
<page-count count="10"/>
<word-count count="6747"/>
</counts>
</article-meta>
</front>
<body>
<sec id="S1" sec-type="introduction">
<title>Introduction</title>
<p>Migraine is a neurovascular disorder presenting with recurrent episodes of often unilateral, moderate to severe headache attacks associated with nausea, vomiting, phono-, and/or photophobia (<xref ref-type="bibr" rid="B1">1</xref>). Migraine is one of the most common pain disorders (<xref ref-type="bibr" rid="B2">2</xref>), affecting approximately 11% of the general population (<xref ref-type="bibr" rid="B3">3</xref>), with patients reporting lower productivity and quality of life than the healthy population (<xref ref-type="bibr" rid="B3">3</xref>, <xref ref-type="bibr" rid="B4">4</xref>). In addition, migraine frequently co-occur with other neuropsychiatric disorders; one of the most frequent comorbidities in migraine is depression. Approximately half of major depressive disorder patients also report coexisting severe headache, in most cases migraine (<xref ref-type="bibr" rid="B5">5</xref>, <xref ref-type="bibr" rid="B6">6</xref>), which is a much higher prevalence than in the general population (<xref ref-type="bibr" rid="B4">4</xref>, <xref ref-type="bibr" rid="B7">7</xref>). Based on the results of prospective studies, migraine and major depression mutually increase the risk of each other suggesting a bidirectional relationship between them (<xref ref-type="bibr" rid="B4">4</xref>, <xref ref-type="bibr" rid="B7">7</xref>).</p>
<p>The co-occurrence of migraine and depression can be partially explained by shared genetic risk factors (<xref ref-type="bibr" rid="B8">8</xref>), but the exact mechanism of this co-occurrence is not well understood (<xref ref-type="bibr" rid="B6">6</xref>). Genetic studies indicate that migraine and anxious depression are partly influenced by overlapping genetic and non-shared environmental factors (<xref ref-type="bibr" rid="B9">9</xref>). However, the relationship between migraine and depression is complex and a causative pathway has yet to be established. Nevertheless, the fact that same biological pathways, e.g., the serotonergic and dopaminergic systems, affect anxiety, depression, and migraine (<xref ref-type="bibr" rid="B10">10</xref>, <xref ref-type="bibr" rid="B11">11</xref>) suggests that disturbances of these systems may increase the risk of one or more of these disorders (<xref ref-type="bibr" rid="B9">9</xref>).</p>
<p>Clinically, pain can be considered as a symptom of depression, supported by various observations showing that not only migraine but also other pain symptoms and syndromes show a higher prevalence in depressed patients (<xref ref-type="bibr" rid="B12">12</xref>, <xref ref-type="bibr" rid="B13">13</xref>). Conversely, risk of depression may be increased by recurring migraine headaches (<xref ref-type="bibr" rid="B4">4</xref>). Comparing symptom profiles of migraineurs with and without major depression reveals only minor differences; the prevalence of aura symptoms and the aggravation of migraine by physical activity being higher in severe migraineurs with major depression compared to those without depression (<xref ref-type="bibr" rid="B5">5</xref>). In addition, allodynia was more prevalent in those with anxiety and depression symptoms (<xref ref-type="bibr" rid="B14">14</xref>). Thus, a similar overall migraine symptom profile suggests that a similar disease process may play a role in both groups. Characteristics of depression, however, show a more marked difference between migraineurs and non-migraineur depressives, with a significantly higher number of depressive episodes as well as a significantly higher prevalence of seasonal variation, irritability, and affective temperaments observed in those with comorbid migraine and major depression (<xref ref-type="bibr" rid="B15">15</xref>). Migraine has been found to show a particularly high prevalence in bipolar II disorder, and clinical features of those unipolar patients who also have co-occurring migraine resemble bipolar II patients suggesting important clinical differences between migraineur and non-migraineur unipolar depressives (<xref ref-type="bibr" rid="B15">15</xref>, <xref ref-type="bibr" rid="B16">16</xref>).</p>
<p>Besides minor differences in symptom profiles in depressed and non-depressed migraineurs, and the more characteristic and also clinically relevant differences between migraineur and non-migraineur depressives, an important question is whether there is a distinct personality profile in those with co-occurring migraine and depression as compared to those with only migraine or only depression or with neither condition. Neuroticism or emotional lability has been found to be independently associated with both migraine (<xref ref-type="bibr" rid="B17">17</xref>&#x02013;<xref ref-type="bibr" rid="B19">19</xref>) and major depression (<xref ref-type="bibr" rid="B20">20</xref>, <xref ref-type="bibr" rid="B21">21</xref>) sharing a significant portion of genetic risk, suggesting that neuroticism may be a shared risk factor for depression and migraine. However, only a subset of depressive and migraineur patients manifest the comorbidity of these disorders which indicates that, in spite of the overlapping genetic and other risk factors, there may be important factors which protect from the comorbid development of migraine and depression. Studies show that extraversion (<xref ref-type="bibr" rid="B16">16</xref>) and openness, agreeableness, and conscientiousness (<xref ref-type="bibr" rid="B16">16</xref>, <xref ref-type="bibr" rid="B22">22</xref>) may play a protective role in the development of migraine. Similarly, higher levels of conscientiousness, agreeableness, and extraversion were found to be protective against depression (<xref ref-type="bibr" rid="B23">23</xref>). Further understanding of such personality factors in increasing and decreasing risk of migraine or depression and understanding its relationship to their co-occurrence would be crucial not only to better understand the neurochemical and biopsychosocial contributors of migraine but also to help identify targets for prevention and intervention at both biological and psychological levels.</p>
<p>The aim of our present study was to investigate possible personality trait differences in those who suffered from migraine-type headache in the last 3&#x02009;months with and without lifetime depression (DEP) in a large average population cohort recruited in Budapest and Manchester. Based on previous studies, we hypothesized that beside neuroticism, which is a common risk factor for migraine(ID) and DEP, we can identify personality factors that are less prevailing in the case of comorbidity of migraine(ID) and DEP. In addition, we investigated our hypothesis in sufferers of non-migraine headaches and other pain disorders to test migraine specificity.</p>
</sec>
<sec id="S2" sec-type="materials|methods">
<title>Materials and Methods</title>
<sec id="S2-1">
<title>Subjects</title>
<p>The present study was part of an EU funded research programme, called NewMood (New Molecules in mood Disorders), which aimed to investigate novel patho-mechanisms of major depression and its comorbid disorders, such as anxiety and migraine (<xref ref-type="bibr" rid="B24">24</xref>). Details of the recruitment and responses can be found elsewhere (<xref ref-type="bibr" rid="B25">25</xref>, <xref ref-type="bibr" rid="B26">26</xref>). To shortly summarize, participants were recruited in Greater Manchester, UK and Budapest, Hungary by contacting general practices and using advertisements (NewMood website, university advertisements, and newspapers). All willing participants filled out the NewMood booklet, which contained brief standard and validated questionnaires. Altogether <italic>n</italic>&#x02009;&#x0003D;&#x02009;2,004 subjects responded at Manchester and <italic>n</italic>&#x02009;&#x0003D;&#x02009;1,139 at Budapest by sending back the postal questionnaire and the signed written informed consent. From them, subjects with useful questionnaire data were included in this study regardless of ethnicity or reported medical or psychiatric disorders. In Manchester, data from 1,970 participants with a mean age of 33.50&#x02009;years, and in Budapest, data from 1,056 participants with a mean age of 31.40&#x02009;years, were analyzed. The study was approved by local ethics committees and was carried out in accordance with the Declaration of Helsinki.</p>
</sec>
<sec id="S2-2">
<title>Questionnaires</title>
<p>Background details (e.g., sex, age), information on socioeconomic status, and medical history, including psychiatric disorders and reported migraine, were collected by a brief standard background questionnaire, English and Hungarian versions, respectively.</p>
<p>Reported DEP episodes were derived from a set of questions that were validated in a subset of participants during face-to-face interviews (<xref ref-type="bibr" rid="B27">27</xref>). Other pain disorders were determined based on the background questionnaire and coded &#x0201C;yes&#x0201D; if subjects did not report migraine but reported at least one of these conditions: back pain (<italic>n</italic>&#x02009;&#x0003D;&#x02009;162), rheumatoid arthritis (<italic>n</italic>&#x02009;&#x0003D;&#x02009;31), abdominal pain (<italic>n</italic>&#x02009;&#x0003D;&#x02009;43, e.g., irritable bowel syndrome, Crohn&#x02019;s disease, ulcerative colitis, heartburn), joint pain (<italic>n</italic>&#x02009;&#x0003D;&#x02009;16, e.g., arthritis, osteoarthritis), diffuse pain (<italic>n</italic>&#x02009;&#x0003D;&#x02009;14, e.g., fibromyalgia, myalgic encephalomyelitis, complex regional pain), or other pain (<italic>n</italic>&#x02009;&#x0003D;&#x02009;4, e.g., mastitis, chronic sinusitis).</p>
<p>To identify subjects with migraine(ID) type headache, the ID-migraine questionnaire was used, which is a validated screening tool for migraine (<xref ref-type="bibr" rid="B28">28</xref>, <xref ref-type="bibr" rid="B29">29</xref>). Migraine(ID) was coded if the participants experienced at least two symptoms out of nausea, photophobia, and disability during headaches in the previous 3&#x02009;months (<xref ref-type="bibr" rid="B28">28</xref>). Non-migraine headache was coded if only one symptom was experienced, or the subject indicated that they had headaches without these symptoms and therefore not fulfilling the criteria for migraine(ID).</p>
<p>The Big Five Inventory was used to measure five factors of personality (BFI-44), namely, extraversion, agreeableness, conscientiousness, neuroticism, and openness (<xref ref-type="bibr" rid="B30">30</xref>). Items are rated on a 5-point Likert-type scale ranging from 1 (disagree strongly) to 5 (agree strongly). For personality factors, continuous weighted dimension scores (sum of item scores divided by the number of items completed) were calculated for the analysis.</p>
</sec>
<sec id="S2-3">
<title>Statistical Analysis</title>
<p>SPSS 21.0 for Windows (IBM) was used to carry out statistical analyses. Pearson chi<sup>2</sup> analysis calculated the difference of migraine(ID), non-migraine headaches, and pain prevalence in subjects with or without DEP. Multivariate ANOVA in the whole population (Budapest and Manchester together) was applied to investigate whether there was an interaction effect of DEP and migraine(ID) on personality factors. Wilk&#x02019;s lambda statistics and test of between-subject effects were reported. Using univariate ANOVA, <italic>post hoc</italic> we calculated the significant interaction effects in the subpopulations separately to identify replicable findings, and also tested whether the significant interaction was migraine specific or applied to non-migraine headaches or other pain. Age and sex were covariates in all analyses. In calculations where the whole population was included, study site was added as an independent factor to the analysis to control for cohort differences. Finally, a logistic regression model was built to test the effect of age, sex, the five personality factors, DEP, and any significant interaction between DEP and personality on migraine(ID). All statistical testing adopted a two-tailed <italic>p</italic>&#x02009;&#x0003D;&#x02009;0.05 threshold Table <xref ref-type="table" rid="T1">1</xref>.</p>
<table-wrap position="float" id="T1">
<label>Table 1</label>
<caption><p>Characteristics of the investigated populations.</p></caption>
<table frame="hsides" rules="groups">
<thead>
<tr>
<th valign="top" align="center"/>
<th valign="top" align="center">Total population</th>
<th valign="top" align="center">Manchester</th>
<th valign="top" align="center">Budapest</th>
</tr>
</thead>
<tbody>
<tr>
<td align="left" valign="top" colspan="4"><bold>Demographics</bold></td>
</tr>
<tr>
<td align="left" valign="top">Participant number (<italic>n</italic>)</td>
<td align="center" valign="top">3,026</td>
<td align="center" valign="top">1,970 (65%)</td>
<td align="center" valign="top">1,056 (35%)</td>
</tr>
<tr>
<td align="left" valign="top">Female (<italic>n</italic>, %)</td>
<td align="center" valign="top">2,082 (69%)</td>
<td align="center" valign="top">1,341 (68%)</td>
<td align="center" valign="top">741 (70%)</td>
</tr>
<tr>
<td align="left" valign="top">Age (mean SE)</td>
<td align="center" valign="top">32.8 (0.19)</td>
<td align="center" valign="top">33.5 (0.23)</td>
<td align="center" valign="top">31.4 (0.33)</td>
</tr>
<tr>
<td align="left" valign="top" colspan="4"><bold>Migraine, headaches, and pain</bold></td>
</tr>
<tr>
<td align="left" valign="top">Migraine(ID) (<italic>n</italic>, %)</td>
<td align="center" valign="top">829 (27%)</td>
<td align="center" valign="top">586 (30%)</td>
<td align="center" valign="top">243 (23%)</td>
</tr>
<tr>
<td align="left" valign="top">Proportion of Migraine(ID) without/with lifetime depression (DEP) (<italic>n</italic>, %)</td>
<td align="center" valign="top">353 (20%)/476 (38%)</td>
<td align="center" valign="top">190 (20%)/396 (39%)</td>
<td align="center" valign="top">163 (20%)/80 (35%)</td>
</tr>
<tr>
<td align="left" valign="top">Non-migraine headache (<italic>n</italic>, %)</td>
<td align="center" valign="top">1,380 (46%)</td>
<td align="center" valign="top">838 (43%)</td>
<td align="center" valign="top">542 (51%)</td>
</tr>
<tr>
<td align="left" valign="top">Other pain disorders</td>
<td align="center" valign="top">239 (8%)</td>
<td align="center" valign="top">139 (7%)</td>
<td align="center" valign="top">100 (10%)</td>
</tr>
<tr>
<td align="left" valign="top" colspan="4"><bold>Psychometric measures</bold></td>
</tr>
<tr>
<td align="left" valign="top">Reported DEP (<italic>n</italic>, %)</td>
<td align="center" valign="top">1,246 (41%)</td>
<td align="center" valign="top">1,016 (52%)</td>
<td align="center" valign="top">230 (22%)</td>
</tr>
<tr>
<td align="left" valign="top">BFI neuroticism (mean SE)</td>
<td align="center" valign="top">3.15 (0.02)</td>
<td align="center" valign="top">3.32 (0.02)</td>
<td align="center" valign="top">2.83 (0.03)</td>
</tr>
<tr>
<td align="left" valign="top">BFI extraversion (mean SE)</td>
<td align="center" valign="top">3.29 (0.02)</td>
<td align="center" valign="top">3.15 (0.02)</td>
<td align="center" valign="top">3.55 (0.03)</td>
</tr>
<tr>
<td align="left" valign="top">BFI conscientiousness (mean SE)</td>
<td align="center" valign="top">3.67 (0.01)</td>
<td align="center" valign="top">3.65 (0.02)</td>
<td align="center" valign="top">3.70 (0.02)</td>
</tr>
<tr>
<td align="left" valign="top">BFI agreeableness (mean SE)</td>
<td align="center" valign="top">3.76 (0.01)</td>
<td align="center" valign="top">3.75 (0.01)</td>
<td align="center" valign="top">3.78 (0.02)</td>
</tr>
<tr>
<td align="left" valign="top">BFI openness (mean SE)</td>
<td align="center" valign="top">3.74 (0.01)</td>
<td align="center" valign="top">3.63 (0.01)</td>
<td align="center" valign="top">3.94 (0.02)</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<p><italic>ID, data derived from the ID-Migraine questionnaire (<xref ref-type="bibr" rid="B28">28</xref>); BFI, Big Five Inventory (<xref ref-type="bibr" rid="B30">30</xref>)</italic>.</p>
</table-wrap-foot>
</table-wrap>
</sec>
</sec>
<sec id="S3">
<title>Results</title>
<p>The demographic characteristics of the investigated populations are displayed in Table <xref ref-type="table" rid="T1">1</xref>.</p>
<p>Similar to the scientific literature, subjects with DEP reported significantly more migraine(ID) (DEP: 38% vs. no-DEP: 20%, Pearson chi<sup>2</sup>&#x02009;&#x0003D;&#x02009;124.4, df&#x02009;&#x0003D;&#x02009;1, <italic>p</italic>&#x02009;&#x0003C;&#x02009;0.001), more other pain disorders (DEP: 10% vs. no-DEP: 7%, Pearson chi<sup>2</sup>&#x02009;&#x0003D;&#x02009;11.3, df&#x02009;&#x0003D;&#x02009;1 <italic>p</italic>&#x02009;&#x0003D;&#x02009;0.001), but less non-migraine headaches (DEP: 40% vs. no-DEP: 50%, Pearson chi<sup>2</sup>&#x02009;&#x0003D;&#x02009;27.9, df&#x02009;&#x0003D;&#x02009;1, <italic>p</italic>&#x02009;&#x0003C;&#x02009;0.001).</p>
<p>After controlling for age, sex, and study site, results of MANOVA indicated main effects of both DEP and migraine(ID), and their interaction effect on personality dimensions (Table <xref ref-type="table" rid="T2">2</xref>, B). According to the test of between-subject, effect indicated that DEP and non-DEP subjects differed in extraversion, agreeableness, contentiousness, and neuroticism significantly. Subjects with or without migraine(ID) significantly diverged on extraversion, agreeableness, and neuroticism. Only one interaction emerged between DEP and Migraine(ID), namely, on openness (Figure <xref ref-type="fig" rid="F1">1</xref>). <italic>Post hoc</italic> univariate ANOVA demonstrated significant DEP and migraine(ID) interaction on openness in both the Budapest (<italic>F</italic>&#x02009;&#x0003D;&#x02009;6.467, df&#x02009;&#x0003D;&#x02009;1, 1,050 <italic>p</italic>&#x02009;&#x0003D;&#x02009;0.011) and Manchester cohort (<italic>F</italic>&#x02009;&#x0003D;&#x02009;4.759, df&#x02009;&#x0003D;&#x02009;1, 1,970, <italic>p</italic>&#x02009;&#x0003D;&#x02009;0.029). Openness to experience scores were lower in DEP&#x02009;&#x0002B;&#x02009;migraine(ID) individuals compared to individuals without migraine(ID) and/or DEP.</p>
<table-wrap position="float" id="T2">
<label>Table 2</label>
<caption><p>MANOVA on personality factors to investigate the effect of DEP and migraine(ID) in the whole population.</p></caption>
<table frame="hsides" rules="groups">
<thead>
<tr>
<th valign="top" align="left" colspan="8">(A) Multivariate test Wilks&#x02019; lambda indicated that DEP and migraine significantly interact with personality factors</th>
</tr>
<tr>
<td align="left" valign="top" colspan="8"><hr/></td>
</tr>
<tr>
<th valign="top" align="left" colspan="2">Effect</th>
<th valign="top" align="center"><italic>F</italic></th>
<th valign="top" align="center"/>
<th valign="top" align="center">df</th>
<th valign="top" align="center"/>
<th valign="top" align="center">Sig</th>
<th valign="top" align="center"/>
</tr>
</thead>
<tbody>
<tr>
<td align="left" valign="top" colspan="2">Intercept</td>
<td align="center" valign="top"><italic>3,008.795</italic></td>
<td align="center" valign="top"/>
<td align="center" valign="top"><italic>5, 3,012</italic></td>
<td align="center" valign="top"/>
<td align="center" valign="top"><italic>&#x0003C;0.001</italic></td>
<td align="center" valign="top"/>
</tr>
<tr>
<td align="left" valign="top" colspan="2">Sex</td>
<td align="center" valign="top"><italic>67.179</italic></td>
<td align="center" valign="top"/>
<td align="center" valign="top"><italic>5, 3,012</italic></td>
<td align="center" valign="top"/>
<td align="center" valign="top"><italic>&#x0003C;0.001</italic></td>
<td align="center" valign="top"/>
</tr>
<tr>
<td align="left" valign="top" colspan="2">Age</td>
<td align="center" valign="top"><italic>35.914</italic></td>
<td align="center" valign="top"/>
<td align="center" valign="top"><italic>5, 3,012</italic></td>
<td align="center" valign="top"/>
<td align="center" valign="top"><italic>&#x0003C;0.001</italic></td>
<td align="center" valign="top"/>
</tr>
<tr>
<td align="left" valign="top" colspan="2">DEP</td>
<td align="center" valign="top"><italic>72.458</italic></td>
<td align="center" valign="top"/>
<td align="center" valign="top"><italic>5, 3,012</italic></td>
<td align="center" valign="top"/>
<td align="center" valign="top"><italic>&#x0003C;0.001</italic></td>
<td align="center" valign="top"/>
</tr>
<tr>
<td align="left" valign="top" colspan="2">Migraine(ID)</td>
<td align="center" valign="top"><italic>12.999</italic></td>
<td align="center" valign="top"/>
<td align="center" valign="top"><italic>5, 3,012</italic></td>
<td align="center" valign="top"/>
<td align="center" valign="top"><italic>&#x0003C;0.001</italic></td>
<td align="center" valign="top"/>
</tr>
<tr>
<td align="left" valign="top" colspan="2">Cohort</td>
<td align="center" valign="top"><italic>37.163</italic></td>
<td align="center" valign="top"/>
<td align="center" valign="top"><italic>5, 3,012</italic></td>
<td align="center" valign="top"/>
<td align="center" valign="top"><italic>&#x0003C;0.001</italic></td>
<td align="center" valign="top"/>
</tr>
<tr>
<td align="left" valign="top" colspan="2">DEP&#x02009;&#x000D7;&#x02009;Migraine(ID)</td>
<td align="center" valign="top"><italic>3.213</italic></td>
<td align="center" valign="top"/>
<td align="center" valign="top"><italic>5, 3,012</italic></td>
<td align="center" valign="top"/>
<td align="center" valign="top"><italic>0.007</italic></td>
<td align="center" valign="top"/>
</tr>
<tr>
<td align="left" valign="top" colspan="2">DEP&#x02009;&#x000D7;&#x02009;cohort</td>
<td align="center" valign="top"><italic>8.080</italic></td>
<td align="center" valign="top"/>
<td align="center" valign="top"><italic>5, 3,012</italic></td>
<td align="center" valign="top"/>
<td align="center" valign="top"><italic>&#x0003C;0.001</italic></td>
<td align="center" valign="top"/>
</tr>
<tr>
<td align="left" valign="top" colspan="2">Migraine(ID)&#x02009;&#x000D7;&#x02009;cohort</td>
<td align="center" valign="top">0.425</td>
<td align="center" valign="top"/>
<td align="center" valign="top">5, 3,012</td>
<td align="center" valign="top"/>
<td align="center" valign="top">0.831</td>
<td align="center" valign="top"/>
</tr>
<tr>
<td align="left" valign="top" colspan="2">DEP&#x02009;&#x000D7;&#x02009;Migraine(ID)&#x02009;&#x000D7;&#x02009;cohort</td>
<td align="center" valign="top">0.682</td>
<td align="center" valign="top"/>
<td align="center" valign="top">5, 3,012</td>
<td align="center" valign="top"/>
<td align="center" valign="top">0.637</td>
<td align="center" valign="top"/>
</tr>
<tr>
<td align="left" valign="top" colspan="8"><hr/></td>
</tr>
<tr>
<td align="left" valign="top" colspan="8"><bold>(B) Univariate ANOVA <bold><italic>post hoc</italic></bold> results separately on the five personality factors in tests where MANOVA Wilks&#x02019; lambda were significant</bold></td>
</tr>
<tr>
<td align="left" valign="top" colspan="8"><hr/></td>
</tr>
<tr>
<td align="left" valign="top" rowspan="2"><bold>Effect</bold></td>
<td align="left" valign="top" rowspan="2"><bold>Personality factor</bold></td>
<td align="center" valign="top" colspan="2"><bold>Whole population</bold><hr/></td>
<td align="center" valign="top" colspan="2"><bold>Manchester</bold><hr/></td>
<td align="center" valign="top" colspan="2"><bold>Budapest</bold><hr/></td>
</tr>
<tr>
<td align="center" valign="top"><bold><italic>F</italic></bold></td>
<td align="center" valign="top"><bold>Sig</bold></td>
<td align="center" valign="top"><bold><italic>F</italic></bold></td>
<td align="center" valign="top"><bold>Sig</bold></td>
<td align="center" valign="top"><bold><italic>F</italic></bold></td>
<td align="center" valign="top"><bold>Sig</bold></td>
</tr>
<tr>
<td align="left" valign="top" colspan="8"><hr/></td>
</tr>
<tr>
<td align="left" valign="top" rowspan="5">Sex</td>
<td align="left" valign="top">Extraversion</td>
<td align="center" valign="top"><italic>11.240</italic></td>
<td align="center" valign="top"><italic>0.001</italic></td>
<td align="center" valign="top"><italic>11.579</italic></td>
<td align="center" valign="top"><italic>0.001</italic></td>
<td align="center" valign="top">0.982</td>
<td align="center" valign="top">0.322</td>
</tr>
<tr>
<td align="left" valign="top">Agreeableness</td>
<td align="center" valign="top"><italic>60.904</italic></td>
<td align="center" valign="top"><italic>&#x0003C;0.001</italic></td>
<td align="center" valign="top"><italic>43.036</italic></td>
<td align="center" valign="top"><italic>&#x0003C;0.001</italic></td>
<td align="center" valign="top"><italic>18.521</italic></td>
<td align="center" valign="top"><italic>&#x0003C;0.001</italic></td>
</tr>
<tr>
<td align="left" valign="top">Conscientiousness</td>
<td align="center" valign="top"><italic>37.718</italic></td>
<td align="center" valign="top"><italic>&#x0003C;0.001</italic></td>
<td align="center" valign="top"><italic>24.583</italic></td>
<td align="center" valign="top"><italic>&#x0003C;0.001</italic></td>
<td align="center" valign="top"><italic>13.446</italic></td>
<td align="center" valign="top"><italic>&#x0003C;0.001</italic></td>
</tr>
<tr>
<td align="left" valign="top">Neuroticism</td>
<td align="center" valign="top"><italic>80.292</italic></td>
<td align="center" valign="top"><italic>&#x0003C;0.001</italic></td>
<td align="center" valign="top"><italic>48.447</italic></td>
<td align="center" valign="top"><italic>&#x0003C;0.001</italic></td>
<td align="center" valign="top"><italic>31.707</italic></td>
<td align="center" valign="top"><italic>&#x0003C;0.001</italic></td>
</tr>
<tr>
<td align="left" valign="top">Openness</td>
<td align="center" valign="top"><italic>19.421</italic></td>
<td align="center" valign="top"><italic>&#x0003C;0.001</italic></td>
<td align="center" valign="top"><italic>34.230</italic></td>
<td align="center" valign="top"><italic>&#x0003C;0.001</italic></td>
<td align="center" valign="top">0.279</td>
<td align="center" valign="top">0.597</td>
</tr>
<tr>
<td align="left" valign="top" rowspan="5">Age</td>
<td align="left" valign="top">Extraversion</td>
<td align="center" valign="top"><italic>6.689</italic></td>
<td align="center" valign="top"><italic>0.010</italic></td>
<td align="center" valign="top">2.237</td>
<td align="center" valign="top">0.135</td>
<td align="center" valign="top"><italic>5.415</italic></td>
<td align="center" valign="top"><italic>0.020</italic></td>
</tr>
<tr>
<td align="left" valign="top">Agreeableness</td>
<td align="center" valign="top"><italic>42.611</italic></td>
<td align="center" valign="top"><italic>&#x0003C;0.001</italic></td>
<td align="center" valign="top"><italic>42.056</italic></td>
<td align="center" valign="top"><italic>&#x0003C;0.001</italic></td>
<td align="center" valign="top"><italic>4.690</italic></td>
<td align="center" valign="top"><italic>0.031</italic></td>
</tr>
<tr>
<td align="left" valign="top">Conscientiousness</td>
<td align="center" valign="top"><italic>130.075</italic></td>
<td align="center" valign="top"><italic>&#x0003C;0.001</italic></td>
<td align="center" valign="top"><italic>94.455</italic></td>
<td align="center" valign="top"><italic>&#x0003C;0.001</italic></td>
<td align="center" valign="top"><italic>36.904</italic></td>
<td align="center" valign="top"><italic>&#x0003C;0.001</italic></td>
</tr>
<tr>
<td align="left" valign="top">Neuroticism</td>
<td align="center" valign="top"><italic>13.461</italic></td>
<td align="center" valign="top"><italic>&#x0003C;0.001</italic></td>
<td align="center" valign="top"><italic>12.200</italic></td>
<td align="center" valign="top"><italic>&#x0003C;0.001</italic></td>
<td align="center" valign="top">2.255</td>
<td align="center" valign="top">0.133</td>
</tr>
<tr>
<td align="left" valign="top">Openness</td>
<td align="center" valign="top"><italic>5.265</italic></td>
<td align="center" valign="top"><italic>0.022</italic></td>
<td align="center" valign="top"><italic>4.430</italic></td>
<td align="center" valign="top"><italic>0.035</italic></td>
<td align="center" valign="top">1.175</td>
<td align="center" valign="top">0.279</td>
</tr>
<tr>
<td align="left" valign="top" rowspan="5">DEP</td>
<td align="left" valign="top">Extraversion</td>
<td align="center" valign="top"><italic>77.908</italic></td>
<td align="center" valign="top"><italic>&#x0003C;0.001</italic></td>
<td align="center" valign="top"><italic>82.655</italic></td>
<td align="center" valign="top"><italic>&#x0003C;0.001</italic></td>
<td align="center" valign="top"><italic>22.569</italic></td>
<td align="center" valign="top"><italic>&#x0003C;0.001</italic></td>
</tr>
<tr>
<td align="left" valign="top">Agreeableness</td>
<td align="center" valign="top"><italic>37.760</italic></td>
<td align="center" valign="top"><italic>&#x0003C;0.001</italic></td>
<td align="center" valign="top"><italic>25.970</italic></td>
<td align="center" valign="top"><italic>&#x0003C;0.001</italic></td>
<td align="center" valign="top"><italic>18.186</italic></td>
<td align="center" valign="top"><italic>&#x0003C;0.001</italic></td>
</tr>
<tr>
<td align="left" valign="top">Conscientiousness</td>
<td align="center" valign="top"><italic>73.671</italic></td>
<td align="center" valign="top"><italic>&#x0003C;0.001</italic></td>
<td align="center" valign="top"><italic>61.861</italic></td>
<td align="center" valign="top"><italic>&#x0003C;0.001</italic></td>
<td align="center" valign="top"><italic>27.943</italic></td>
<td align="center" valign="top"><italic>&#x0003C;0.001</italic></td>
</tr>
<tr>
<td align="left" valign="top">Neuroticism</td>
<td align="center" valign="top"><italic>341.452</italic></td>
<td align="center" valign="top"><italic>&#x0003C;0.001</italic></td>
<td align="center" valign="top"><italic>498.703</italic></td>
<td align="center" valign="top"><italic>&#x0003C;0.001</italic></td>
<td align="center" valign="top"><italic>58.369</italic></td>
<td align="center" valign="top"><italic>&#x0003C;0.001</italic></td>
</tr>
<tr>
<td align="left" valign="top">Openness</td>
<td align="center" valign="top">2.232</td>
<td align="center" valign="top">0.135</td>
<td align="center" valign="top">1.097</td>
<td align="center" valign="top">0.295</td>
<td align="center" valign="top">1.120</td>
<td align="center" valign="top">0.290</td>
</tr>
<tr>
<td align="left" valign="top" rowspan="5">Migraine(ID)</td>
<td align="left" valign="top">Extraversion</td>
<td align="center" valign="top"><italic>11.452</italic></td>
<td align="center" valign="top"><italic>0.001</italic></td>
<td align="center" valign="top"><italic>5.573</italic></td>
<td align="center" valign="top"><italic>0.018</italic></td>
<td align="center" valign="top"><italic>6.356</italic></td>
<td align="center" valign="top"><italic>0.012</italic></td>
</tr>
<tr>
<td align="left" valign="top">Agreeableness</td>
<td align="center" valign="top"><italic>7.507</italic></td>
<td align="center" valign="top"><italic>0.006</italic></td>
<td align="center" valign="top"><italic>4.285</italic></td>
<td align="center" valign="top"><italic>0.039</italic></td>
<td align="center" valign="top">3.715</td>
<td align="center" valign="top">0.054</td>
</tr>
<tr>
<td align="left" valign="top">Conscientiousness</td>
<td align="center" valign="top">1.515</td>
<td align="center" valign="top">0.219</td>
<td align="center" valign="top">1.868</td>
<td align="center" valign="top">0.172</td>
<td align="center" valign="top">0.289</td>
<td align="center" valign="top">0.591</td>
</tr>
<tr>
<td align="left" valign="top">Neuroticism</td>
<td align="center" valign="top"><italic>62.933</italic></td>
<td align="center" valign="top"><italic>&#x0003C;0.001</italic></td>
<td align="center" valign="top"><italic>41.385</italic></td>
<td align="center" valign="top"><italic>&#x0003C;0.001</italic></td>
<td align="center" valign="top"><italic>27.375</italic></td>
<td align="center" valign="top"><italic>&#x0003C;0.001</italic></td>
</tr>
<tr>
<td align="left" valign="top">Openness</td>
<td align="center" valign="top">0.572</td>
<td align="center" valign="top">0.450</td>
<td align="center" valign="top">0.111</td>
<td align="center" valign="top">0.739</td>
<td align="center" valign="top">1.533</td>
<td align="center" valign="top">0.216</td>
</tr>
<tr>
<td align="left" valign="top" rowspan="5">Cohort</td>
<td align="left" valign="top">Extraversion</td>
<td align="center" valign="top"><italic>43.509</italic></td>
<td align="center" valign="top"><italic>&#x0003C;0.001</italic></td>
<td align="center" valign="top"/>
<td align="center" valign="top"/>
<td align="center" valign="top"/>
<td align="center" valign="top"/>
</tr>
<tr>
<td align="left" valign="top">Agreeableness</td>
<td align="center" valign="top">0.810</td>
<td align="center" valign="top">0.368</td>
<td align="center" valign="top"/>
<td align="center" valign="top"/>
<td align="center" valign="top"/>
<td align="center" valign="top"/>
</tr>
<tr>
<td align="left" valign="top">Conscientiousness</td>
<td align="center" valign="top">0.299</td>
<td align="center" valign="top">0.585</td>
<td align="center" valign="top"/>
<td align="center" valign="top"/>
<td align="center" valign="top"/>
<td align="center" valign="top"/>
</tr>
<tr>
<td align="left" valign="top">Neuroticism</td>
<td align="center" valign="top"><italic>73.189</italic></td>
<td align="center" valign="top"><italic>&#x0003C;0.001</italic></td>
<td align="center" valign="top"/>
<td align="center" valign="top"/>
<td align="center" valign="top"/>
<td align="center" valign="top"/>
</tr>
<tr>
<td align="left" valign="top">Openness</td>
<td align="center" valign="top"><italic>103.784</italic></td>
<td align="center" valign="top"><italic>&#x0003C;0.001</italic></td>
<td align="center" valign="top"/>
<td align="center" valign="top"/>
<td align="center" valign="top"/>
<td align="center" valign="top"/>
</tr>
<tr>
<td align="left" valign="top" rowspan="5">DEP&#x02009;&#x000D7;&#x02009;Migraine(ID)</td>
<td align="left" valign="top">Extraversion</td>
<td align="center" valign="top">0.005</td>
<td align="center" valign="top">0.945</td>
<td align="center" valign="top">0.080</td>
<td align="center" valign="top">0.777</td>
<td align="center" valign="top">0.068</td>
<td align="center" valign="top">0.795</td>
</tr>
<tr>
<td align="left" valign="top">Agreeableness</td>
<td align="center" valign="top">2.264</td>
<td align="center" valign="top">0.133</td>
<td align="center" valign="top"><italic>5.092</italic></td>
<td align="center" valign="top"><italic>0.024</italic></td>
<td align="center" valign="top">0.120</td>
<td align="center" valign="top">0.729</td>
</tr>
<tr>
<td align="left" valign="top">Conscientiousness</td>
<td align="center" valign="top">0.000</td>
<td align="center" valign="top">0.991</td>
<td align="center" valign="top">0.368</td>
<td align="center" valign="top">0.544</td>
<td align="center" valign="top">0.191</td>
<td align="center" valign="top">0.662</td>
</tr>
<tr>
<td align="left" valign="top">Neuroticism</td>
<td align="center" valign="top">1.651</td>
<td align="center" valign="top">0.199</td>
<td align="center" valign="top">0.854</td>
<td align="center" valign="top">0.356</td>
<td align="center" valign="top">0.883</td>
<td align="center" valign="top">0.348</td>
</tr>
<tr>
<td align="left" valign="top">Openness</td>
<td align="center" valign="top"><italic>10.653</italic></td>
<td align="center" valign="top"><italic>0.001</italic></td>
<td align="center" valign="top"><italic>4.759</italic></td>
<td align="center" valign="top"><italic>0.029</italic></td>
<td align="center" valign="top"><italic>6.467</italic></td>
<td align="center" valign="top"><italic>0.011</italic></td>
</tr>
<tr>
<td align="left" valign="top" rowspan="5">DEP&#x02009;&#x000D7;&#x02009;cohort</td>
<td align="left" valign="top">Extraversion</td>
<td align="center" valign="top">1.070</td>
<td align="center" valign="top">0.301</td>
<td align="center" valign="top"/>
<td align="center" valign="top"/>
<td align="center" valign="top"/>
<td align="center" valign="top"/>
</tr>
<tr>
<td align="left" valign="top">Agreeableness</td>
<td align="center" valign="top">0.471</td>
<td align="center" valign="top">0.493</td>
<td align="center" valign="top"/>
<td align="center" valign="top"/>
<td align="center" valign="top"/>
<td align="center" valign="top"/>
</tr>
<tr>
<td align="left" valign="top">Conscientiousness</td>
<td align="center" valign="top">0.000</td>
<td align="center" valign="top">0.987</td>
<td align="center" valign="top"/>
<td align="center" valign="top"/>
<td align="center" valign="top"/>
<td align="center" valign="top"/>
</tr>
<tr>
<td align="left" valign="top">Neuroticism</td>
<td align="center" valign="top"><italic>29.631</italic></td>
<td align="center" valign="top"><italic>&#x0003C;0.001</italic></td>
<td align="center" valign="top"/>
<td align="center" valign="top"/>
<td align="center" valign="top"/>
<td align="center" valign="top"/>
</tr>
<tr>
<td align="left" valign="top">Openness</td>
<td align="center" valign="top">0.001</td>
<td align="center" valign="top">0.981</td>
<td align="center" valign="top"/>
<td align="center" valign="top"/>
<td align="center" valign="top"/>
<td align="center" valign="top"/>
</tr>
</tbody>
</table>
<table-wrap-foot>
<p><italic>DEP, lifetime depression; cohort, Budapest vs. Manchester</italic>.</p>
<p><italic>Significant results in italics</italic>.</p>
</table-wrap-foot>
</table-wrap>
<fig id="F1" position="float">
<label>Figure 1</label>
<caption><p>Significant interaction effect of DEP and migraine(ID) on openness. The figure shows standardized openness to experience scores (Big Five Inventory) and SEM. DEP, lifetime depression; no-DEP, no lifetime depression.</p></caption>
<graphic xlink:href="fneur-08-00270-g001.tif"/>
</fig>
<p>Categorizing headaches into non-migraine headaches and migraine(ID), a similar interaction effect was demonstrated between DEP and headaches on openness (<italic>F</italic>&#x02009;&#x0003D;&#x02009;6.107, df&#x02009;&#x0003D;&#x02009;2, 3,012, <italic>p</italic>&#x02009;&#x0003D;&#x02009;0.002, Figure <xref ref-type="fig" rid="F2">2</xref>) in the whole study population (corrected for age, sex, and study site). The difference between DEP and non-DEP subjects was significant in those who had no headaches in the past 3&#x02009;months (<italic>F</italic>&#x02009;&#x0003D;&#x02009;3.867, df&#x02009;&#x0003D;&#x02009;1, 811, <italic>p</italic>&#x02009;&#x0003D;&#x02009;0.05) and in the migraine(ID) group (<italic>F</italic>&#x02009;&#x0003D;&#x02009;7.160, df&#x02009;&#x0003D;&#x02009;1, 823, <italic>p</italic>&#x02009;&#x0003D;&#x02009;0.008). No significant difference emerged in the non-migraine headaches group (<italic>F</italic>&#x02009;&#x0003D;&#x02009;0.392, df&#x02009;&#x0003D;&#x02009;1, 1,374, <italic>p</italic>&#x02009;&#x0003D;&#x02009;0.532). Furthermore, there was no significant interaction between DEP and other pain disorders (<italic>F</italic>&#x02009;&#x0003D;&#x02009;0.490, df&#x02009;&#x0003D;&#x02009;1, 3,016, <italic>p</italic>&#x02009;&#x0003D;&#x02009;0.484) on openness.</p>
<fig id="F2" position="float">
<label>Figure 2</label>
<caption><p>Significant interaction effect of DEP and headaches on openness in the total population. The figure shows standardized openness to experience scores (Big Five Inventory) and SEM. DEP, lifetime depression; no-DEP, no lifetime depression.</p></caption>
<graphic xlink:href="fneur-08-00270-g002.tif"/>
</fig>
<p>Logistic regression analysis showed that by taking into account sex, age, cohort, personality factors, DEP, and DEP by openness interaction, four variables increased the risk of migraine(ID), namely, sex, neuroticism, openness, and DEP. Besides, DEP by openness interaction still significantly decreased the odds ratio for migraine(ID) after controlling for all the above variables (Table <xref ref-type="table" rid="T3">3</xref>). Furthermore, contrary to previous results, our data also demonstrated that openness to experience was increased in subjects with migraine(ID) but higher openness was only present in those migraineurs who did not suffer from DEP. Thus, openness to experience may prevent the co-occurrence of migraine and depression. Interestingly, we could not demonstrate a similar effect in the case of non-migraine headaches, or other pain disorders suggesting that openness to experience might represent a specific protective mechanism toward the comorbidity of depression and migraine.</p>
<table-wrap position="float" id="T3">
<label>Table 3</label>
<caption><p>Logistic regression on migraine(ID) adding sex, age, cohort, personality factors, DEP, and DEP by openness interaction.</p></caption>
<table frame="hsides" rules="groups">
<thead>
<tr>
<th valign="top" align="left" rowspan="2">Variables</th>
<th valign="top" align="center" rowspan="2">OR</th>
<th valign="top" align="center" colspan="2">95% CI for OR<hr/></th>
<th valign="top" align="center" rowspan="2">Wald</th>
<th valign="top" align="center" rowspan="2">df</th>
<th valign="top" align="center" rowspan="2">Sig.</th>
</tr><tr>
<th valign="top" align="center">Lower</th>
<th valign="top" align="center">Upper</th>
</tr>
</thead>
<tbody>
<tr>
<td align="left" valign="top">Sex</td>
<td align="center" valign="top"><italic>1.95</italic></td>
<td align="center" valign="top"><italic>1.58</italic></td>
<td align="center" valign="top"><italic>2.42</italic></td>
<td align="center" valign="top"><italic>37.55</italic></td>
<td align="center" valign="top"><italic>1</italic></td>
<td align="center" valign="top"><italic>&#x0003C;0.001</italic></td>
</tr>
<tr>
<td align="left" valign="top">Age</td>
<td align="center" valign="top">1.00</td>
<td align="center" valign="top">0.99</td>
<td align="center" valign="top">1.00</td>
<td align="center" valign="top">1.12</td>
<td align="center" valign="top">1</td>
<td align="center" valign="top">0.290</td>
</tr>
<tr>
<td align="left" valign="top">Cohort</td>
<td align="center" valign="top">1.03</td>
<td align="center" valign="top">0.84</td>
<td align="center" valign="top">1.25</td>
<td align="center" valign="top">0.07</td>
<td align="center" valign="top">1</td>
<td align="center" valign="top">0.796</td>
</tr>
<tr>
<td align="left" valign="top">Extraversion</td>
<td align="center" valign="top">0.97</td>
<td align="center" valign="top">0.87</td>
<td align="center" valign="top">1.09</td>
<td align="center" valign="top">0.22</td>
<td align="center" valign="top">1</td>
<td align="center" valign="top">0.642</td>
</tr>
<tr>
<td align="left" valign="top">Agreeableness</td>
<td align="center" valign="top">1.02</td>
<td align="center" valign="top">0.88</td>
<td align="center" valign="top">1.19</td>
<td align="center" valign="top">0.10</td>
<td align="center" valign="top">1</td>
<td align="center" valign="top">0.753</td>
</tr>
<tr>
<td align="left" valign="top">Contentiousness</td>
<td align="center" valign="top">1.05</td>
<td align="center" valign="top">0.92</td>
<td align="center" valign="top">1.19</td>
<td align="center" valign="top">0.54</td>
<td align="center" valign="top">1</td>
<td align="center" valign="top">0.463</td>
</tr>
<tr>
<td align="left" valign="top">Neuroticism</td>
<td align="center" valign="top"><italic>1.68</italic></td>
<td align="center" valign="top"><italic>1.47</italic></td>
<td align="center" valign="top"><italic>1.91</italic></td>
<td align="center" valign="top"><italic>60.49</italic></td>
<td align="center" valign="top"><italic>1</italic></td>
<td align="center" valign="top"><italic>&#x0003C;0.001</italic></td>
</tr>
<tr>
<td align="left" valign="top">Openness</td>
<td align="center" valign="top"><italic>1.32</italic></td>
<td align="center" valign="top"><italic>1.07</italic></td>
<td align="center" valign="top"><italic>1.62</italic></td>
<td align="center" valign="top"><italic>6.93</italic></td>
<td align="center" valign="top"><italic>1</italic></td>
<td align="center" valign="top"><italic>0.008</italic></td>
</tr>
<tr>
<td align="left" valign="top">DEP</td>
<td align="center" valign="top"><italic>4.95</italic></td>
<td align="center" valign="top"><italic>1.79</italic></td>
<td align="center" valign="top"><italic>13.68</italic></td>
<td align="center" valign="top"><italic>9.52</italic></td>
<td align="center" valign="top"><italic>1</italic></td>
<td align="center" valign="top"><italic>0.002</italic></td>
</tr>
<tr>
<td align="left" valign="top">DEP by openness</td>
<td align="center" valign="top"><italic>0.73</italic></td>
<td align="center" valign="top"><italic>0.56</italic></td>
<td align="center" valign="top"><italic>0.95</italic></td>
<td align="center" valign="top"><italic>5.49</italic></td>
<td align="center" valign="top"><italic>1</italic></td>
<td align="center" valign="top"><italic>0.019</italic></td>
</tr>
<tr>
<td align="left" valign="top">Constant</td>
<td align="center" valign="top"><italic>0.01</italic></td>
<td align="center" valign="top"/>
<td align="center" valign="top"/>
<td align="center" valign="top"><italic>51.43</italic></td>
<td align="center" valign="top"><italic>1</italic></td>
<td align="center" valign="top"><italic>&#x0003C;0.001</italic></td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<p><italic>OR, odds ratio; CI, confidence interval; DEP, lifetime depression</italic>.</p>
<p><italic>Significant results in italics</italic>.</p>
</table-wrap-foot>
</table-wrap>
</sec>
<sec id="S4" sec-type="discussion">
<title>Discussion</title>
<p>In line with the previous literature, our results in a large European sample further supported that migraine and depression are frequently comorbid conditions, and both DEP and neuroticism independently increase the risk of reporting migraine-type headaches. Furthermore, contrary to previous results, our data also demonstrated that openness to experience is an independent risk factor for migraine(ID) but higher openness is only present in those migraineurs who do not suffer from DEP. Thus, openness to experience may prevent the co-occurrence of migraine and depression. Interestingly, we could not demonstrate similar protective effect in the case of other or mixed headaches, or other pain disorders suggesting that openness to experience might represent a specific protective mechanism toward depression in migraine.</p>
<sec id="S4-1">
<title>Openness to Experience in Health and Diseases</title>
<p>We found important associations between personality traits and both migraine and depression. As previous studies suggested (<xref ref-type="bibr" rid="B19">19</xref>, <xref ref-type="bibr" rid="B20">20</xref>), neuroticism appears as a risk factor for both migraine(ID) and DEP in our population study. However, in contrast to previous studies (<xref ref-type="bibr" rid="B16">16</xref>, <xref ref-type="bibr" rid="B22">22</xref>), we found that openness increased the risk of migraine, but we also found an important interaction effect in case of openness, indicating higher openness only in migraine(ID) patients without depression.</p>
<p>Openness manifested in a characteristic constellation of cognitive and affective styles, including creativity, curiosity, flexible thinking, preference of novel experience, increased receptiveness for salient stimuli, and absorption in sensory experience (<xref ref-type="bibr" rid="B31">31</xref>, <xref ref-type="bibr" rid="B32">32</xref>). Although this is the most controversial trait in the 5-factor model (<xref ref-type="bibr" rid="B33">33</xref>, <xref ref-type="bibr" rid="B34">34</xref>), recent studies indicated that it is an important factor in coping with different disorders. Indeed, openness has been reported to play a protective role against depression in longitudinal follow-up studies (<xref ref-type="bibr" rid="B35">35</xref>). Similarly, openness was associated with reduced rates of depression among people with somatic conditions such as among hemodialysis patients (<xref ref-type="bibr" rid="B36">36</xref>) or in postpartum period (<xref ref-type="bibr" rid="B37">37</xref>), also indicating that openness may help to counteract the depressogenic effects of somatic conditions. In addition, openness has been found to be associated with lesser physiological reactivity and higher physiological adaptation, measured by hart rate, blood pressure, and respiratory rhythm changes, to recurrent social evaluative stress, suggesting that openness might be a protective factor against harmful effects of stress (<xref ref-type="bibr" rid="B38">38</xref>). Regarding migraine, in line with our results, migraineurs with higher openness are also more flexible and creative in their approach to managing their condition which in turn reduces the impact of migraine on their daily life, which is also reflected in less impaired function in migraineurs with higher openness (<xref ref-type="bibr" rid="B39">39</xref>). This effect is especially important in the comorbidity of depression and migraine as migraine and depression have already been reported to have a peculiar relationship reflected by their high comorbidity. In line with our results, this relationship is different from that between depression and other types of headaches (<xref ref-type="bibr" rid="B4">4</xref>, <xref ref-type="bibr" rid="B40">40</xref>).</p>
</sec>
<sec id="S4-2">
<title>Specific Relationship between Migraine and Depression</title>
<p>Our study supported previous accounts suggesting a positive association between depression and migraine; however, DEP had an opposite effect on non-migraine headaches. According to a 2-year follow-up study, preexisting depression increased the risk for developing migraine by 3.4 times and preexisting migraine increased risk for developing depression 5.8-fold (<xref ref-type="bibr" rid="B4">4</xref>), while current depression and anxiety was associated with a higher increase in the risk of migraine compared to other types of pains and headaches (<xref ref-type="bibr" rid="B40">40</xref>). This specific relationship between depression and migraine, but not other types of headaches, may indicate a common genetic or neurobiological element in the pathophysiology of migraine and depression as suggested previously (<xref ref-type="bibr" rid="B6">6</xref>, <xref ref-type="bibr" rid="B8">8</xref>).</p>
<p>The nature of the relationship between painful conditions in general and depression is far from well understood and several factors may play a role in the increased co-occurrence specifically of migraine and depression. There may be a direct causal association, although the direction is unclear. Depression may contribute to increased pain sensitivity, or migraine may lead to depression, through recurrent pain and decreased quality of life (<xref ref-type="bibr" rid="B9">9</xref>) or through learned helplessness due to its inescapable nature. Depression may also arise as a neurobiological consequence and side effect of migraine-associated pain. A further possibility is that migraine and depression may be different symptomatic manifestations of the same underlying syndrome (<xref ref-type="bibr" rid="B9">9</xref>). Recent studies indicated that common pleiotropic genetic and environmental influences may also account for the increased comorbidity between depression and migraine, including the involvement of common biological pathways such as the dopaminergic and serotonergic pathways, and stress as a major risk factor for both conditions (<xref ref-type="bibr" rid="B9">9</xref>).</p>
</sec>
<sec id="S4-3">
<title>Possible Mechanism of Openness As a Protective Factor in the Co-Occurrence of Migraine and Depression</title>
<p>Although general heritability of big five traits appear to be around 50% reflecting a strong biological background (<xref ref-type="bibr" rid="B41">41</xref>), less neurobiological explanations are available for openness compared to other traits such as neuroticism or extraversion (<xref ref-type="bibr" rid="B34">34</xref>). Several authors suggest a higher order solution for the 5-factor model with two superfactors, stability (including neuroticism, agreeableness, and conscientiousness) related to the variation in serotonergic function, and plasticity (including extraversion and openness) related to the variation of dopaminergic function (<xref ref-type="bibr" rid="B42">42</xref>&#x02013;<xref ref-type="bibr" rid="B44">44</xref>). A key feature of openness is the exploratory tendency on a more abstract, motivational and cognitive level (<xref ref-type="bibr" rid="B34">34</xref>). The dopaminergic system modulates the novelty-associated rewarding positive stimuli (<xref ref-type="bibr" rid="B34">34</xref>, <xref ref-type="bibr" rid="B45">45</xref>, <xref ref-type="bibr" rid="B46">46</xref>) and though this possibly regulates both the motivational and cognitive aspects of openness (<xref ref-type="bibr" rid="B34">34</xref>).</p>
<p>Based on previous observations, openness appears to be associated with prefrontal and anterior cingulate dopaminergic projections (<xref ref-type="bibr" rid="B34">34</xref>, <xref ref-type="bibr" rid="B43">43</xref>, <xref ref-type="bibr" rid="B45">45</xref>). In a recent study, there was a positive association between openness and functional connectivity between the right DLPFC and the right midbrain substantia nigra/ventral tegmental area, which is the chief source of dopaminergic inputs during resting state and different tasks (<xref ref-type="bibr" rid="B32">32</xref>). Specific association of dopaminergic regulation in the DLPFC with openness is supported by a robust association between neurocognitive tasks reflecting DLPFC function and openness but not extraversion (<xref ref-type="bibr" rid="B34">34</xref>). Thus, DLPFC function could be a key mediator of the protective effect of openness on co-occurrence of migraine and depression, as DLPFC has a particular role in both depression and migraine. Decreased DLPFC function was associated with increased vulnerability to depression in the presence of negative stimuli (<xref ref-type="bibr" rid="B47">47</xref>). In addition, the DLPFC was found to be involved in pain modulation (<xref ref-type="bibr" rid="B48">48</xref>) and was hypothesized to show a constant upregulation in order to enhance the descending modulation of pain (<xref ref-type="bibr" rid="B49">49</xref>, <xref ref-type="bibr" rid="B50">50</xref>).</p>
<p>DLPFC was also implicated to play a role in pain processing specifically in migraine, as greater evoked pain-related activity was reported in interictal migraine patients in several areas related to cognitive pain processing, including the DLPFC (<xref ref-type="bibr" rid="B51">51</xref>). Further studies that specifically tested pain&#x02013;cognition interaction in migraineurs demonstrated that DLPFC showed similar cognitive task related deactivation regardless of pain condition (evoked pain or no pain) showing chronic DLPFC engagement in migraineurs across all conditions (<xref ref-type="bibr" rid="B49">49</xref>). In addition, reduced cortical gray matter volume in areas including the DLPFC was associated with pain catastrophizing in migraineurs (<xref ref-type="bibr" rid="B52">52</xref>).</p>
<p>Thus, openness in migraine may indicate a more optimal manifestation of enhanced DLPFC activity engaging not only with frontal top-down control to reduce responses to negative stimuli (<xref ref-type="bibr" rid="B47">47</xref>), including pain (<xref ref-type="bibr" rid="B49">49</xref>, <xref ref-type="bibr" rid="B50">50</xref>), but also flexibly increasing receptiveness for novel salient stimuli and thus contributing to less burden and leading to less depression. Furthermore, higher openness to experience in a healthy sample was related to better default mode network (DMN) efficiency (<xref ref-type="bibr" rid="B53">53</xref>) indexing the network integrity. Since both depression (<xref ref-type="bibr" rid="B54">54</xref>) and chronic pain conditions (<xref ref-type="bibr" rid="B55">55</xref>) have been proved to be associated with alterations in DMN connectivity, we speculate that openness might exert its protective effect against depression <italic>via</italic> better DMN integrity in migraine.</p>
</sec>
<sec id="S4-4">
<title>Therapeutic Consequence of Increased Openness</title>
<p>It has been demonstrated that comorbid depression with other somatic disorders is an independent predictor of unfavorable treatment outcome (<xref ref-type="bibr" rid="B56">56</xref>). In the case of migraine, a recent study showed that comorbid depression worsens the responsiveness for acute migraine treatment in a large population sample with episodic migraine (<xref ref-type="bibr" rid="B57">57</xref>). Thus, understanding the neurobiological background of this exceptionally high and specific comorbidity between migraine and depression may improve our treatment strategies. In this context, it is interesting to note that openness was associated with increased response to placebo analgesia in migraineurs (<xref ref-type="bibr" rid="B58">58</xref>) and with better response to both pharmaco- and psychotherapy in depressed people (<xref ref-type="bibr" rid="B59">59</xref>). Furthermore, deep transcranial magnetic stimulation of the DLPFC significantly reduced both frequency and intensity of migraine attacks and depressive symptoms (<xref ref-type="bibr" rid="B60">60</xref>).</p>
</sec>
<sec id="S4-5">
<title>Limitations</title>
<p>The study has some limitations. Due to our cross-sectional design, we cannot draw any conclusions about the causal relationship between migraine, depression, and openness. In addition, assessment of both DEP and pain and headache was based on self-report in our study. Using ID-Migraine Questionnaire that covers only the last 3&#x02009;months increased the risk of including some migraineurs with less frequent, lifelong migraine in the non-migraine group However, it is worth noting that ID-Migraine questionnaire is a valid screening tool for migraine with good specificity and sensitivity (<xref ref-type="bibr" rid="B61">61</xref>) and the sensitivity and specificity of the ID-migraine questionnaire in our study was in a comparable range (<xref ref-type="bibr" rid="B62">62</xref>) with the original validation study (<xref ref-type="bibr" rid="B28">28</xref>) and with the meta-analysis results (<xref ref-type="bibr" rid="B61">61</xref>). Also, in our study the prevalence of depression was higher in the Manchester cohort than in the Budapest cohort, despite similar recruitment strategies. However, the proportion of migraine(ID) in the subgroups of subjects with and without DEP were very similar in both cohorts, and the significant interaction of DEP and migraine(ID) on openness replicated in both cohorts. Further studies with clinical samples and longitudinal design are needed to reveal the importance of openness on either daily life or on neural activity.</p>
</sec>
</sec>
<sec id="S5">
<title>Conclusion</title>
<p>In our study investigating the role of personality factors in the co-occurrence of migraine and depression, we found support for the independent risk role of neuroticism and depression in migraine, and also observed decreased openness in case of co-occurrence of these conditions. Our results shed important light on distinguishing features of migraine occurring with and without depression with respect to personality traits. These results may help to understand the biopsychosocial background of migraine and also pave the way of novel strategies in prevention and intervention both on pharmaco- and psychotherapeutic levels to develop personalized treatment approaches.</p>
</sec>
<sec id="S6">
<title>Ethics Statement</title>
<p>Both studies were approved by local Ethics Committees (Scientific and Research Ethics Committee of the Medical Research Council, Budapest, Hungary, ad.225/KO/2005; ad.323-60/2005-1018EKU and ad.226/KO/2005; ad.323-61/2005-1018 EKU; North Manchester Local Research Ethics Committee, Manchester, UK REC reference number: 05/Q1406/26) and were carried out in accordance with the Declaration of Helsinki.</p>
</sec>
<sec id="S7" sec-type="author-contributor">
<title>Author Contributions</title>
<p>All persons who meet authorship criteria are listed as authors, and all authors certify that they have participated sufficiently in the work to take public responsibility for the content, including participation in the concept, design, analysis, writing, or revision of the manuscript. Conception and design of study: GB, GJ, XG, and RE. Acquisition of data: MM, XG, GJ, DP, AE, AG, DB, NK, ES, and RE. Analysis and/or interpretation of data: MM, GJ, XG, RE, and GK. Drafting the manuscript: MM, XG, GJ, and GK. Revising the manuscript critically for important intellectual content: MM, XG, DP, AE, AG, DB, NK, ES, GB, RE, GK, and GJ. Approval of the version of the manuscript to be published: MM, XG, DP, AE, AG, DB, NK, ES, GB, RE, GK, and GJ.</p>
</sec>
<sec id="S8">
<title>Conflict of Interest Statement</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>
<fn-group>
<fn fn-type="financial-disclosure">
<p><bold>Funding.</bold> The study was supported by the MTA-SE-NAP B Genetic Brain Imaging Migraine Research Group, Hungarian Academy of Sciences, Semmelweis University (Grant No. KTIA_NAP_13-2-2015-0001); the Sixth Framework Program of the European Union, NewMood (Grant No. LSHM-CT-2004-503474); by the National Institute for Health Research Manchester Biomedical Research Centre; and the Hungarian Academy of Sciences (MTA-SE Neuropsychopharmacology and Neurochemistry Research Group). XG is recipient of the Janos Bolyai Research Fellowship of the Hungarian Academy of Science. We thank Diana Chase, Emma J. Thomas, Darragh Downey, Judit Lazary, and Zoltan G. Toth for their assistance in the recruitment and data acquisition. RE received consultancy fees from Cambridge Cognition and P1Vital. The other authors report no biomedical financial interests or potential conflicts of interest.</p>
</fn>
</fn-group>
<ref-list>
<title>References</title>
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